20241029-22:49:57 argv ./main.py --result_dir=results_default
20241029-22:49:57 args.log_filename train.log
20241029-22:49:57 args.result_dir results_default
20241029-22:49:57 args.seed 0
20241029-22:49:57 args.resume False
20241029-22:49:57 args.optimizer adam
20241029-22:49:57 args.nb_warmup_samples 5000
20241029-22:49:57 args.nb_epochs 10000
20241029-22:49:57 args.batch_size 25
20241029-22:49:57 args.train_batch_size None
20241029-22:49:57 args.eval_batch_size 25
20241029-22:49:57 args.nb_train_samples 50000
20241029-22:49:57 args.nb_test_samples 2500
20241029-22:49:57 args.nb_c_quizzes 5000
20241029-22:49:57 args.c_quiz_multiplier 1
20241029-22:49:57 args.learning_rate 0.0005
20241029-22:49:57 args.gradient_clipping None
20241029-22:49:57 args.nb_have_to_be_correct 3
20241029-22:49:57 args.nb_have_to_be_wrong 1
20241029-22:49:57 args.nb_mistakes_to_be_wrong 5
20241029-22:49:57 args.model_type standard
20241029-22:49:57 args.model 37M
20241029-22:49:57 args.dim_model 512
20241029-22:49:57 args.dim_keys 64
20241029-22:49:57 args.dim_hidden 2048
20241029-22:49:57 args.nb_heads 8
20241029-22:49:57 args.nb_blocks 12
20241029-22:49:57 args.dropout 0.5
20241029-22:49:57 args.nb_threads 1
20241029-22:49:57 args.gpus all
20241029-22:49:57 args.nb_models 5
20241029-22:49:57 args.diffusion_nb_iterations 25
20241029-22:49:57 args.diffusion_proba_corruption 0.05
20241029-22:49:57 args.accuracy_to_make_c_quizzes 0.95
20241029-22:49:57 args.proba_prompt_noise 0.05
20241029-22:49:57 args.proba_hint 0.25
20241029-22:49:57 args.quizzes None
20241029-22:49:57 args.test None
20241029-22:49:57 args.grids_world_tasks replace_color,translate,grow,frame
20241029-22:50:08 main_device cuda:0 gpus ['cuda:0', 'cuda:1']
20241029-22:50:08 vocabulary_size 11
20241029-22:50:08 nb_parameters 37820939 (37M)
20241029-22:50:08 wrote state.pth
20241029-22:50:08 --- epoch 0 ----------------------------------------
20241029-22:50:08 current_test_accuracies 0.0000 0.0000 0.0000 0.0000 0.0000
20241029-22:50:08 no_c_quiz
20241029-22:50:08 weakest_accuracies [0.0, 0.0]
20241029-22:50:08 dummy_rand tensor([0.8541])
20241029-22:50:08 dummy_rand tensor([0.1198])
20241029-22:50:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-22:50:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-22:53:00 train_loss 0 model 0 0.455950927734375
20241029-22:53:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:53:02 test_loss 0 model 0 0.1277734375
20241029-22:53:02 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:53:04 train_loss 0 model 1 0.4351796875
20241029-22:53:04 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:53:05 test_accuracy 0 model 0 nb_correct 2 / 2500 (0.08%)
20241029-22:53:05 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-22:53:07 test_loss 0 model 1 0.11419921875
20241029-22:53:07 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:53:09 test_accuracy 0 model 1 nb_correct 41 / 2500 (1.64%)
20241029-22:53:09 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-22:53:17 wrote ae_*.pth
20241029-22:53:17 epoch_duration 3min8s next_finish 22:56:25
20241029-22:53:17 wrote state.pth
20241029-22:53:17 --- epoch 1 ----------------------------------------
20241029-22:53:17 current_test_accuracies 0.0008 0.0164 0.0000 0.0000 0.0000
20241029-22:53:17 no_c_quiz
20241029-22:53:17 weakest_accuracies [0.0, 0.0]
20241029-22:53:17 dummy_rand tensor([0.7683])
20241029-22:53:17 dummy_rand tensor([0.1619])
20241029-22:53:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-22:53:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-22:55:43 train_loss 1 model 3 0.5783310546875
20241029-22:55:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:55:43 train_loss 1 model 2 0.54116845703125
20241029-22:55:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:55:46 test_loss 1 model 3 0.1323388671875
20241029-22:55:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:55:46 test_loss 1 model 2 0.13111328125
20241029-22:55:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:55:48 test_accuracy 1 model 3 nb_correct 0 / 2500 (0.00%)
20241029-22:55:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-22:55:48 test_accuracy 1 model 2 nb_correct 0 / 2500 (0.00%)
20241029-22:55:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-22:55:58 wrote ae_*.pth
20241029-22:55:58 epoch_duration 2min41s next_finish 22:58:39
20241029-22:55:58 wrote state.pth
20241029-22:55:58 --- epoch 2 ----------------------------------------
20241029-22:55:58 current_test_accuracies 0.0008 0.0164 0.0000 0.0000 0.0000
20241029-22:55:58 no_c_quiz
20241029-22:55:58 weakest_accuracies [0.0, 0.0]
20241029-22:55:58 dummy_rand tensor([0.8228])
20241029-22:55:58 dummy_rand tensor([0.9344])
20241029-22:55:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-22:55:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-22:58:31 train_loss 2 model 3 0.12201025390625
20241029-22:58:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:58:31 train_loss 2 model 2 0.119060546875
20241029-22:58:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:58:33 test_loss 2 model 3 0.08469970703125
20241029-22:58:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:58:33 test_loss 2 model 2 0.08173583984375
20241029-22:58:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-22:58:35 test_accuracy 2 model 3 nb_correct 281 / 2500 (11.24%)
20241029-22:58:35 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-22:58:35 test_accuracy 2 model 2 nb_correct 506 / 2500 (20.24%)
20241029-22:58:35 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-22:58:45 wrote ae_*.pth
20241029-22:58:45 epoch_duration 2min47s next_finish 23:01:33
20241029-22:58:45 wrote state.pth
20241029-22:58:45 --- epoch 3 ----------------------------------------
20241029-22:58:45 current_test_accuracies 0.0008 0.0164 0.2024 0.1124 0.0000
20241029-22:58:45 no_c_quiz
20241029-22:58:45 weakest_accuracies [0.0, 0.0008]
20241029-22:58:45 dummy_rand tensor([0.4637])
20241029-22:58:45 dummy_rand tensor([0.0882])
20241029-22:58:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-22:58:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:01:12 train_loss 3 model 4 0.518396240234375
20241029-23:01:12 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:01:14 test_loss 3 model 4 0.10918212890625
20241029-23:01:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:01:16 test_accuracy 3 model 4 nb_correct 11 / 2500 (0.44%)
20241029-23:01:16 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:01:19 train_loss 3 model 0 0.1170435791015625
20241029-23:01:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:01:22 test_loss 3 model 0 0.0781396484375
20241029-23:01:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:01:24 test_accuracy 3 model 0 nb_correct 534 / 2500 (21.36%)
20241029-23:01:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:01:33 wrote ae_*.pth
20241029-23:01:33 epoch_duration 2min48s next_finish 23:04:21
20241029-23:01:33 wrote state.pth
20241029-23:01:33 --- epoch 4 ----------------------------------------
20241029-23:01:33 current_test_accuracies 0.2136 0.0164 0.2024 0.1124 0.0044
20241029-23:01:33 no_c_quiz
20241029-23:01:33 weakest_accuracies [0.0044, 0.0164]
20241029-23:01:33 dummy_rand tensor([0.4049])
20241029-23:01:33 dummy_rand tensor([0.6882])
20241029-23:01:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:01:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:04:06 train_loss 4 model 4 0.111414306640625
20241029-23:04:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:04:06 train_loss 4 model 1 0.1162803955078125
20241029-23:04:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:04:09 test_loss 4 model 4 0.08611328125
20241029-23:04:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:04:09 test_loss 4 model 1 0.0851171875
20241029-23:04:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:04:11 test_accuracy 4 model 4 nb_correct 536 / 2500 (21.44%)
20241029-23:04:11 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:04:11 test_accuracy 4 model 1 nb_correct 343 / 2500 (13.72%)
20241029-23:04:11 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:04:22 wrote ae_*.pth
20241029-23:04:22 epoch_duration 2min48s next_finish 23:07:10
20241029-23:04:22 wrote state.pth
20241029-23:04:22 --- epoch 5 ----------------------------------------
20241029-23:04:22 current_test_accuracies 0.2136 0.1372 0.2024 0.1124 0.2144
20241029-23:04:22 no_c_quiz
20241029-23:04:22 weakest_accuracies [0.1124, 0.1372]
20241029-23:04:22 dummy_rand tensor([0.5573])
20241029-23:04:22 dummy_rand tensor([0.3070])
20241029-23:04:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:04:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:06:54 train_loss 5 model 1 0.09374127197265625
20241029-23:06:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:06:54 train_loss 5 model 3 0.5548621826171874
20241029-23:06:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:06:57 test_loss 5 model 1 0.0660693359375
20241029-23:06:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:06:57 test_loss 5 model 3 0.17716796875
20241029-23:06:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:06:59 test_accuracy 5 model 1 nb_correct 606 / 2500 (24.24%)
20241029-23:06:59 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:06:59 test_accuracy 5 model 3 nb_correct 0 / 2500 (0.00%)
20241029-23:06:59 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:07:10 wrote ae_*.pth
20241029-23:07:10 epoch_duration 2min47s next_finish 23:09:58
20241029-23:07:10 wrote state.pth
20241029-23:07:10 --- epoch 6 ----------------------------------------
20241029-23:07:10 current_test_accuracies 0.2136 0.2424 0.2024 0.0000 0.2144
20241029-23:07:10 no_c_quiz
20241029-23:07:10 weakest_accuracies [0.0, 0.2024]
20241029-23:07:10 dummy_rand tensor([0.6179])
20241029-23:07:10 dummy_rand tensor([0.6420])
20241029-23:07:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:07:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:09:42 train_loss 6 model 3 0.124599609375
20241029-23:09:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:09:42 train_loss 6 model 2 0.09310443115234375
20241029-23:09:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:09:45 test_loss 6 model 3 0.0754638671875
20241029-23:09:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:09:45 test_loss 6 model 2 0.065679931640625
20241029-23:09:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:09:47 test_accuracy 6 model 3 nb_correct 454 / 2500 (18.16%)
20241029-23:09:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:09:47 test_accuracy 6 model 2 nb_correct 781 / 2500 (31.24%)
20241029-23:09:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:09:58 wrote ae_*.pth
20241029-23:09:58 epoch_duration 2min47s next_finish 23:12:45
20241029-23:09:58 wrote state.pth
20241029-23:09:58 --- epoch 7 ----------------------------------------
20241029-23:09:58 current_test_accuracies 0.2136 0.2424 0.3124 0.1816 0.2144
20241029-23:09:58 no_c_quiz
20241029-23:09:58 weakest_accuracies [0.1816, 0.2136]
20241029-23:09:58 dummy_rand tensor([0.1020])
20241029-23:09:58 dummy_rand tensor([0.9733])
20241029-23:09:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:09:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:12:31 train_loss 7 model 3 0.091508544921875
20241029-23:12:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:12:31 train_loss 7 model 0 0.09277978515625
20241029-23:12:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:12:34 test_loss 7 model 3 0.0668896484375
20241029-23:12:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:12:34 test_loss 7 model 0 0.071024169921875
20241029-23:12:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:12:36 test_accuracy 7 model 3 nb_correct 658 / 2500 (26.32%)
20241029-23:12:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:12:36 test_accuracy 7 model 0 nb_correct 725 / 2500 (29.00%)
20241029-23:12:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:12:47 wrote ae_*.pth
20241029-23:12:47 epoch_duration 2min49s next_finish 23:15:36
20241029-23:12:47 wrote state.pth
20241029-23:12:47 --- epoch 8 ----------------------------------------
20241029-23:12:47 current_test_accuracies 0.2900 0.2424 0.3124 0.2632 0.2144
20241029-23:12:47 no_c_quiz
20241029-23:12:47 weakest_accuracies [0.2144, 0.2424]
20241029-23:12:47 dummy_rand tensor([0.2747])
20241029-23:12:47 dummy_rand tensor([0.7804])
20241029-23:12:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:12:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:15:19 train_loss 8 model 1 0.0790726318359375
20241029-23:15:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:15:19 train_loss 8 model 4 0.0928604736328125
20241029-23:15:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:15:22 test_loss 8 model 1 0.05600341796875
20241029-23:15:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:15:22 test_loss 8 model 4 0.066834716796875
20241029-23:15:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:15:24 test_accuracy 8 model 1 nb_correct 847 / 2500 (33.88%)
20241029-23:15:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:15:24 test_accuracy 8 model 4 nb_correct 746 / 2500 (29.84%)
20241029-23:15:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:15:34 wrote ae_*.pth
20241029-23:15:34 epoch_duration 2min47s next_finish 23:18:22
20241029-23:15:34 wrote state.pth
20241029-23:15:34 --- epoch 9 ----------------------------------------
20241029-23:15:34 current_test_accuracies 0.2900 0.3388 0.3124 0.2632 0.2984
20241029-23:15:34 no_c_quiz
20241029-23:15:34 weakest_accuracies [0.2632, 0.29]
20241029-23:15:34 dummy_rand tensor([0.9404])
20241029-23:15:34 dummy_rand tensor([0.5617])
20241029-23:15:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:15:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:18:07 train_loss 9 model 3 0.07945599365234375
20241029-23:18:07 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:18:07 train_loss 9 model 0 0.0792060546875
20241029-23:18:07 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:18:09 test_loss 9 model 3 0.065042724609375
20241029-23:18:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:18:09 test_loss 9 model 0 0.058970947265625
20241029-23:18:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:18:12 test_accuracy 9 model 3 nb_correct 716 / 2500 (28.64%)
20241029-23:18:12 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:18:12 test_accuracy 9 model 0 nb_correct 816 / 2500 (32.64%)
20241029-23:18:12 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:18:22 wrote ae_*.pth
20241029-23:18:22 epoch_duration 2min48s next_finish 23:21:10
20241029-23:18:22 wrote state.pth
20241029-23:18:22 --- epoch 10 ----------------------------------------
20241029-23:18:22 current_test_accuracies 0.3264 0.3388 0.3124 0.2864 0.2984
20241029-23:18:22 no_c_quiz
20241029-23:18:22 weakest_accuracies [0.2864, 0.2984]
20241029-23:18:22 dummy_rand tensor([0.1478])
20241029-23:18:22 dummy_rand tensor([0.4724])
20241029-23:18:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:18:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:20:55 train_loss 10 model 3 0.0675321044921875
20241029-23:20:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:20:55 train_loss 10 model 4 0.07785736083984375
20241029-23:20:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:20:58 test_loss 10 model 3 0.046331787109375
20241029-23:20:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:20:58 test_loss 10 model 4 0.057471923828125
20241029-23:20:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:21:00 test_accuracy 10 model 3 nb_correct 937 / 2500 (37.48%)
20241029-23:21:00 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:21:00 test_accuracy 10 model 4 nb_correct 883 / 2500 (35.32%)
20241029-23:21:00 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:21:10 wrote ae_*.pth
20241029-23:21:10 epoch_duration 2min48s next_finish 23:23:59
20241029-23:21:10 wrote state.pth
20241029-23:21:10 --- epoch 11 ----------------------------------------
20241029-23:21:10 current_test_accuracies 0.3264 0.3388 0.3124 0.3748 0.3532
20241029-23:21:10 no_c_quiz
20241029-23:21:10 weakest_accuracies [0.3124, 0.3264]
20241029-23:21:10 dummy_rand tensor([0.4861])
20241029-23:21:10 dummy_rand tensor([0.9714])
20241029-23:21:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:21:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:23:43 train_loss 11 model 0 0.06796014404296875
20241029-23:23:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:23:43 train_loss 11 model 2 0.0786898193359375
20241029-23:23:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:23:45 test_loss 11 model 0 0.0508251953125
20241029-23:23:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:23:45 test_loss 11 model 2 0.054989013671875
20241029-23:23:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:23:48 test_accuracy 11 model 0 nb_correct 1111 / 2500 (44.44%)
20241029-23:23:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:23:48 test_accuracy 11 model 2 nb_correct 791 / 2500 (31.64%)
20241029-23:23:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:23:58 wrote ae_*.pth
20241029-23:23:58 epoch_duration 2min47s next_finish 23:26:46
20241029-23:23:58 wrote state.pth
20241029-23:23:58 --- epoch 12 ----------------------------------------
20241029-23:23:58 current_test_accuracies 0.4444 0.3388 0.3164 0.3748 0.3532
20241029-23:23:58 no_c_quiz
20241029-23:23:58 weakest_accuracies [0.3164, 0.3388]
20241029-23:23:58 dummy_rand tensor([0.4487])
20241029-23:23:58 dummy_rand tensor([0.2503])
20241029-23:23:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:23:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:26:31 train_loss 12 model 2 0.06878564453125
20241029-23:26:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:26:31 train_loss 12 model 1 0.06558343505859375
20241029-23:26:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:26:33 test_loss 12 model 2 0.0516058349609375
20241029-23:26:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:26:33 test_loss 12 model 1 0.0473455810546875
20241029-23:26:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:26:36 test_accuracy 12 model 2 nb_correct 964 / 2500 (38.56%)
20241029-23:26:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:26:36 test_accuracy 12 model 1 nb_correct 1049 / 2500 (41.96%)
20241029-23:26:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:26:47 wrote ae_*.pth
20241029-23:26:47 epoch_duration 2min48s next_finish 23:29:35
20241029-23:26:47 wrote state.pth
20241029-23:26:47 --- epoch 13 ----------------------------------------
20241029-23:26:47 current_test_accuracies 0.4444 0.4196 0.3856 0.3748 0.3532
20241029-23:26:47 no_c_quiz
20241029-23:26:47 weakest_accuracies [0.3532, 0.3748]
20241029-23:26:47 dummy_rand tensor([0.6679])
20241029-23:26:47 dummy_rand tensor([0.5006])
20241029-23:26:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:26:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:29:19 train_loss 13 model 4 0.06883489990234375
20241029-23:29:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:29:19 train_loss 13 model 3 0.06186212158203125
20241029-23:29:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:29:22 test_loss 13 model 4 0.055400390625
20241029-23:29:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:29:22 test_loss 13 model 3 0.042044677734375
20241029-23:29:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:29:24 test_accuracy 13 model 4 nb_correct 989 / 2500 (39.56%)
20241029-23:29:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:29:24 test_accuracy 13 model 3 nb_correct 1165 / 2500 (46.60%)
20241029-23:29:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:29:35 wrote ae_*.pth
20241029-23:29:35 epoch_duration 2min48s next_finish 23:32:23
20241029-23:29:35 wrote state.pth
20241029-23:29:35 --- epoch 14 ----------------------------------------
20241029-23:29:35 current_test_accuracies 0.4444 0.4196 0.3856 0.4660 0.3956
20241029-23:29:35 no_c_quiz
20241029-23:29:35 weakest_accuracies [0.3856, 0.3956]
20241029-23:29:35 dummy_rand tensor([0.1207])
20241029-23:29:35 dummy_rand tensor([0.1696])
20241029-23:29:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:29:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:32:07 train_loss 14 model 2 0.05991342163085937
20241029-23:32:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:32:08 train_loss 14 model 4 0.0619288330078125
20241029-23:32:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:32:10 test_loss 14 model 2 0.046119384765625
20241029-23:32:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:32:10 test_loss 14 model 4 0.044111328125
20241029-23:32:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:32:12 test_accuracy 14 model 2 nb_correct 1082 / 2500 (43.28%)
20241029-23:32:12 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:32:12 test_accuracy 14 model 4 nb_correct 1099 / 2500 (43.96%)
20241029-23:32:12 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:32:23 wrote ae_*.pth
20241029-23:32:23 epoch_duration 2min48s next_finish 23:35:11
20241029-23:32:23 wrote state.pth
20241029-23:32:23 --- epoch 15 ----------------------------------------
20241029-23:32:23 current_test_accuracies 0.4444 0.4196 0.4328 0.4660 0.4396
20241029-23:32:23 no_c_quiz
20241029-23:32:23 weakest_accuracies [0.4196, 0.4328]
20241029-23:32:23 dummy_rand tensor([0.0723])
20241029-23:32:23 dummy_rand tensor([0.8100])
20241029-23:32:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:32:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:34:56 train_loss 15 model 1 0.058766021728515624
20241029-23:34:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:34:56 train_loss 15 model 2 0.054221771240234376
20241029-23:34:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:34:58 test_loss 15 model 1 0.047003173828125
20241029-23:34:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:34:58 test_loss 15 model 2 0.04164031982421875
20241029-23:34:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:35:00 test_accuracy 15 model 1 nb_correct 1163 / 2500 (46.52%)
20241029-23:35:00 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:35:00 test_accuracy 15 model 2 nb_correct 1312 / 2500 (52.48%)
20241029-23:35:00 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:35:11 wrote ae_*.pth
20241029-23:35:11 epoch_duration 2min48s next_finish 23:37:59
20241029-23:35:11 wrote state.pth
20241029-23:35:11 --- epoch 16 ----------------------------------------
20241029-23:35:11 current_test_accuracies 0.4444 0.4652 0.5248 0.4660 0.4396
20241029-23:35:11 no_c_quiz
20241029-23:35:11 weakest_accuracies [0.4396, 0.4444]
20241029-23:35:11 dummy_rand tensor([0.8400])
20241029-23:35:11 dummy_rand tensor([0.2611])
20241029-23:35:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:35:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:37:44 train_loss 16 model 4 0.0561583251953125
20241029-23:37:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:37:44 train_loss 16 model 0 0.0607681884765625
20241029-23:37:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:37:46 test_loss 16 model 4 0.043280029296875
20241029-23:37:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:37:46 test_loss 16 model 0 0.0495257568359375
20241029-23:37:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:37:49 test_accuracy 16 model 4 nb_correct 1138 / 2500 (45.52%)
20241029-23:37:49 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:37:49 test_accuracy 16 model 0 nb_correct 1056 / 2500 (42.24%)
20241029-23:37:49 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:37:59 wrote ae_*.pth
20241029-23:37:59 epoch_duration 2min48s next_finish 23:40:47
20241029-23:37:59 wrote state.pth
20241029-23:37:59 --- epoch 17 ----------------------------------------
20241029-23:37:59 current_test_accuracies 0.4224 0.4652 0.5248 0.4660 0.4552
20241029-23:37:59 no_c_quiz
20241029-23:37:59 weakest_accuracies [0.4224, 0.4552]
20241029-23:37:59 dummy_rand tensor([0.5387])
20241029-23:37:59 dummy_rand tensor([0.7732])
20241029-23:37:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:37:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:40:32 train_loss 17 model 0 0.05483270263671875
20241029-23:40:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:40:32 train_loss 17 model 4 0.05155609130859375
20241029-23:40:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:40:34 test_loss 17 model 0 0.0421466064453125
20241029-23:40:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:40:34 test_loss 17 model 4 0.038431396484375
20241029-23:40:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:40:37 test_accuracy 17 model 0 nb_correct 1120 / 2500 (44.80%)
20241029-23:40:37 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:40:37 test_accuracy 17 model 4 nb_correct 1090 / 2500 (43.60%)
20241029-23:40:37 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:40:47 wrote ae_*.pth
20241029-23:40:47 epoch_duration 2min48s next_finish 23:43:35
20241029-23:40:47 wrote state.pth
20241029-23:40:47 --- epoch 18 ----------------------------------------
20241029-23:40:47 current_test_accuracies 0.4480 0.4652 0.5248 0.4660 0.4360
20241029-23:40:47 no_c_quiz
20241029-23:40:47 weakest_accuracies [0.436, 0.448]
20241029-23:40:47 dummy_rand tensor([0.7072])
20241029-23:40:47 dummy_rand tensor([0.4476])
20241029-23:40:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:40:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:43:20 train_loss 18 model 4 0.04864556884765625
20241029-23:43:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:43:20 train_loss 18 model 0 0.0521634521484375
20241029-23:43:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:43:22 test_loss 18 model 4 0.037626953125
20241029-23:43:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:43:22 test_loss 18 model 0 0.0388775634765625
20241029-23:43:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:43:25 test_accuracy 18 model 4 nb_correct 1339 / 2500 (53.56%)
20241029-23:43:25 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:43:25 test_accuracy 18 model 0 nb_correct 1306 / 2500 (52.24%)
20241029-23:43:25 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:43:35 wrote ae_*.pth
20241029-23:43:35 epoch_duration 2min47s next_finish 23:46:22
20241029-23:43:35 wrote state.pth
20241029-23:43:35 --- epoch 19 ----------------------------------------
20241029-23:43:35 current_test_accuracies 0.5224 0.4652 0.5248 0.4660 0.5356
20241029-23:43:35 no_c_quiz
20241029-23:43:35 weakest_accuracies [0.4652, 0.466]
20241029-23:43:35 dummy_rand tensor([0.4500])
20241029-23:43:35 dummy_rand tensor([0.8729])
20241029-23:43:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:43:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:46:08 train_loss 19 model 3 0.055757354736328125
20241029-23:46:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:46:08 train_loss 19 model 1 0.053153106689453125
20241029-23:46:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:46:10 test_loss 19 model 3 0.0387908935546875
20241029-23:46:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:46:10 test_loss 19 model 1 0.0429815673828125
20241029-23:46:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:46:12 test_accuracy 19 model 3 nb_correct 1237 / 2500 (49.48%)
20241029-23:46:12 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:46:12 test_accuracy 19 model 1 nb_correct 1159 / 2500 (46.36%)
20241029-23:46:12 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:46:23 wrote ae_*.pth
20241029-23:46:23 epoch_duration 2min47s next_finish 23:49:10
20241029-23:46:23 wrote state.pth
20241029-23:46:23 --- epoch 20 ----------------------------------------
20241029-23:46:23 current_test_accuracies 0.5224 0.4636 0.5248 0.4948 0.5356
20241029-23:46:23 no_c_quiz
20241029-23:46:23 weakest_accuracies [0.4636, 0.4948]
20241029-23:46:23 dummy_rand tensor([0.3143])
20241029-23:46:23 dummy_rand tensor([0.9114])
20241029-23:46:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:46:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:48:56 train_loss 20 model 1 0.049091033935546875
20241029-23:48:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:48:56 train_loss 20 model 3 0.0524227294921875
20241029-23:48:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:48:58 test_loss 20 model 1 0.0393145751953125
20241029-23:48:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:48:58 test_loss 20 model 3 0.0403826904296875
20241029-23:48:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:49:00 test_accuracy 20 model 1 nb_correct 1394 / 2500 (55.76%)
20241029-23:49:00 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:49:00 test_accuracy 20 model 3 nb_correct 1330 / 2500 (53.20%)
20241029-23:49:00 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:49:11 wrote ae_*.pth
20241029-23:49:11 epoch_duration 2min48s next_finish 23:51:59
20241029-23:49:11 wrote state.pth
20241029-23:49:11 --- epoch 21 ----------------------------------------
20241029-23:49:11 current_test_accuracies 0.5224 0.5576 0.5248 0.5320 0.5356
20241029-23:49:11 no_c_quiz
20241029-23:49:11 weakest_accuracies [0.5224, 0.5248]
20241029-23:49:11 dummy_rand tensor([0.1530])
20241029-23:49:11 dummy_rand tensor([0.7096])
20241029-23:49:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:49:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:51:44 train_loss 21 model 2 0.04955934143066406
20241029-23:51:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:51:44 train_loss 21 model 0 0.04574827575683594
20241029-23:51:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:51:46 test_loss 21 model 2 0.03932220458984375
20241029-23:51:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:51:46 test_loss 21 model 0 0.0358551025390625
20241029-23:51:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:51:48 test_accuracy 21 model 2 nb_correct 1352 / 2500 (54.08%)
20241029-23:51:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:51:48 test_accuracy 21 model 0 nb_correct 1335 / 2500 (53.40%)
20241029-23:51:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:51:59 wrote ae_*.pth
20241029-23:51:59 epoch_duration 2min47s next_finish 23:54:46
20241029-23:51:59 wrote state.pth
20241029-23:51:59 --- epoch 22 ----------------------------------------
20241029-23:51:59 current_test_accuracies 0.5340 0.5576 0.5408 0.5320 0.5356
20241029-23:51:59 no_c_quiz
20241029-23:51:59 weakest_accuracies [0.532, 0.534]
20241029-23:51:59 dummy_rand tensor([0.5478])
20241029-23:51:59 dummy_rand tensor([0.2242])
20241029-23:51:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:51:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:54:32 train_loss 22 model 3 0.04713616943359375
20241029-23:54:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:54:32 train_loss 22 model 0 0.043866622924804685
20241029-23:54:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:54:34 test_loss 22 model 3 0.03781890869140625
20241029-23:54:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:54:34 test_loss 22 model 0 0.0327056884765625
20241029-23:54:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:54:36 test_accuracy 22 model 3 nb_correct 1426 / 2500 (57.04%)
20241029-23:54:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:54:36 test_accuracy 22 model 0 nb_correct 1544 / 2500 (61.76%)
20241029-23:54:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:54:46 wrote ae_*.pth
20241029-23:54:46 epoch_duration 2min47s next_finish 23:57:34
20241029-23:54:46 wrote state.pth
20241029-23:54:46 --- epoch 23 ----------------------------------------
20241029-23:54:46 current_test_accuracies 0.6176 0.5576 0.5408 0.5704 0.5356
20241029-23:54:46 no_c_quiz
20241029-23:54:46 weakest_accuracies [0.5356, 0.5408]
20241029-23:54:46 dummy_rand tensor([0.4401])
20241029-23:54:46 dummy_rand tensor([0.5907])
20241029-23:54:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:54:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:57:19 train_loss 23 model 4 0.04537042236328125
20241029-23:57:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:57:19 train_loss 23 model 2 0.046945709228515625
20241029-23:57:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:57:21 test_loss 23 model 4 0.0361328125
20241029-23:57:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:57:21 test_loss 23 model 2 0.03393341064453125
20241029-23:57:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-23:57:24 test_accuracy 23 model 4 nb_correct 1470 / 2500 (58.80%)
20241029-23:57:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:57:24 test_accuracy 23 model 2 nb_correct 1398 / 2500 (55.92%)
20241029-23:57:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-23:57:34 wrote ae_*.pth
20241029-23:57:34 epoch_duration 2min47s next_finish 00:00:22
20241029-23:57:34 wrote state.pth
20241029-23:57:34 --- epoch 24 ----------------------------------------
20241029-23:57:34 current_test_accuracies 0.6176 0.5576 0.5592 0.5704 0.5880
20241029-23:57:34 no_c_quiz
20241029-23:57:34 weakest_accuracies [0.5576, 0.5592]
20241029-23:57:34 dummy_rand tensor([0.7959])
20241029-23:57:34 dummy_rand tensor([0.1433])
20241029-23:57:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-23:57:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:00:07 train_loss 24 model 1 0.04641650390625
20241030-00:00:07 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:00:07 train_loss 24 model 2 0.04267736053466797
20241030-00:00:07 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:00:09 test_loss 24 model 1 0.03796142578125
20241030-00:00:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:00:09 test_loss 24 model 2 0.035491943359375
20241030-00:00:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:00:12 test_accuracy 24 model 1 nb_correct 1399 / 2500 (55.96%)
20241030-00:00:12 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:00:12 test_accuracy 24 model 2 nb_correct 1539 / 2500 (61.56%)
20241030-00:00:12 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:00:22 wrote ae_*.pth
20241030-00:00:22 epoch_duration 2min47s next_finish 00:03:10
20241030-00:00:22 wrote state.pth
20241030-00:00:22 --- epoch 25 ----------------------------------------
20241030-00:00:22 current_test_accuracies 0.6176 0.5596 0.6156 0.5704 0.5880
20241030-00:00:22 no_c_quiz
20241030-00:00:22 weakest_accuracies [0.5596, 0.5704]
20241030-00:00:22 dummy_rand tensor([0.6825])
20241030-00:00:22 dummy_rand tensor([0.3922])
20241030-00:00:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:00:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:02:55 train_loss 25 model 3 0.044249664306640624
20241030-00:02:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:02:55 train_loss 25 model 1 0.04368280029296875
20241030-00:02:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:02:57 test_loss 25 model 3 0.03438812255859375
20241030-00:02:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:02:57 test_loss 25 model 1 0.03424835205078125
20241030-00:02:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:02:59 test_accuracy 25 model 3 nb_correct 1532 / 2500 (61.28%)
20241030-00:02:59 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:02:59 test_accuracy 25 model 1 nb_correct 1521 / 2500 (60.84%)
20241030-00:02:59 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:03:09 wrote ae_*.pth
20241030-00:03:09 epoch_duration 2min47s next_finish 00:05:57
20241030-00:03:09 wrote state.pth
20241030-00:03:09 --- epoch 26 ----------------------------------------
20241030-00:03:09 current_test_accuracies 0.6176 0.6084 0.6156 0.6128 0.5880
20241030-00:03:09 no_c_quiz
20241030-00:03:09 weakest_accuracies [0.588, 0.6084]
20241030-00:03:09 dummy_rand tensor([0.5722])
20241030-00:03:09 dummy_rand tensor([0.8626])
20241030-00:03:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:03:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:05:42 train_loss 26 model 4 0.04222357177734375
20241030-00:05:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:05:42 train_loss 26 model 1 0.04145659637451172
20241030-00:05:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:05:45 test_loss 26 model 4 0.032396240234375
20241030-00:05:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:05:45 test_loss 26 model 1 0.0273052978515625
20241030-00:05:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:05:47 test_accuracy 26 model 4 nb_correct 1504 / 2500 (60.16%)
20241030-00:05:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:05:47 test_accuracy 26 model 1 nb_correct 1745 / 2500 (69.80%)
20241030-00:05:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:05:57 wrote ae_*.pth
20241030-00:05:57 epoch_duration 2min47s next_finish 00:08:45
20241030-00:05:57 wrote state.pth
20241030-00:05:57 --- epoch 27 ----------------------------------------
20241030-00:05:57 current_test_accuracies 0.6176 0.6980 0.6156 0.6128 0.6016
20241030-00:05:57 no_c_quiz
20241030-00:05:57 weakest_accuracies [0.6016, 0.6128]
20241030-00:05:57 dummy_rand tensor([0.2872])
20241030-00:05:57 dummy_rand tensor([0.4593])
20241030-00:05:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:05:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:08:30 train_loss 27 model 3 0.04189482116699219
20241030-00:08:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:08:30 train_loss 27 model 4 0.04026258850097656
20241030-00:08:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:08:32 test_loss 27 model 3 0.03593780517578125
20241030-00:08:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:08:32 test_loss 27 model 4 0.02997894287109375
20241030-00:08:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:08:35 test_accuracy 27 model 3 nb_correct 1723 / 2500 (68.92%)
20241030-00:08:35 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:08:35 test_accuracy 27 model 4 nb_correct 1668 / 2500 (66.72%)
20241030-00:08:35 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:08:45 wrote ae_*.pth
20241030-00:08:45 epoch_duration 2min47s next_finish 00:11:33
20241030-00:08:45 wrote state.pth
20241030-00:08:45 --- epoch 28 ----------------------------------------
20241030-00:08:45 current_test_accuracies 0.6176 0.6980 0.6156 0.6892 0.6672
20241030-00:08:45 no_c_quiz
20241030-00:08:45 weakest_accuracies [0.6156, 0.6176]
20241030-00:08:45 dummy_rand tensor([0.2704])
20241030-00:08:45 dummy_rand tensor([0.5168])
20241030-00:08:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:08:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:11:18 train_loss 28 model 2 0.041155044555664065
20241030-00:11:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:11:18 train_loss 28 model 0 0.04209121704101562
20241030-00:11:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:11:20 test_loss 28 model 2 0.02976593017578125
20241030-00:11:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:11:20 test_loss 28 model 0 0.0285748291015625
20241030-00:11:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:11:22 test_accuracy 28 model 2 nb_correct 1698 / 2500 (67.92%)
20241030-00:11:22 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:11:22 test_accuracy 28 model 0 nb_correct 1688 / 2500 (67.52%)
20241030-00:11:22 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:11:33 wrote ae_*.pth
20241030-00:11:33 epoch_duration 2min47s next_finish 00:14:20
20241030-00:11:33 wrote state.pth
20241030-00:11:33 --- epoch 29 ----------------------------------------
20241030-00:11:33 current_test_accuracies 0.6752 0.6980 0.6792 0.6892 0.6672
20241030-00:11:33 no_c_quiz
20241030-00:11:33 weakest_accuracies [0.6672, 0.6752]
20241030-00:11:33 dummy_rand tensor([0.3103])
20241030-00:11:33 dummy_rand tensor([0.9751])
20241030-00:11:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:11:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:14:06 train_loss 29 model 0 0.04023236083984375
20241030-00:14:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:14:06 train_loss 29 model 4 0.038669586181640625
20241030-00:14:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:14:08 test_loss 29 model 0 0.02711883544921875
20241030-00:14:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:14:08 test_loss 29 model 4 0.0313134765625
20241030-00:14:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:14:10 test_accuracy 29 model 4 nb_correct 1744 / 2500 (69.76%)
20241030-00:14:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:14:10 test_accuracy 29 model 0 nb_correct 1733 / 2500 (69.32%)
20241030-00:14:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:14:21 wrote ae_*.pth
20241030-00:14:21 epoch_duration 2min48s next_finish 00:17:09
20241030-00:14:21 wrote state.pth
20241030-00:14:21 --- epoch 30 ----------------------------------------
20241030-00:14:21 current_test_accuracies 0.6932 0.6980 0.6792 0.6892 0.6976
20241030-00:14:21 no_c_quiz
20241030-00:14:21 weakest_accuracies [0.6792, 0.6892]
20241030-00:14:21 dummy_rand tensor([0.4455])
20241030-00:14:21 dummy_rand tensor([0.6491])
20241030-00:14:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:14:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:16:54 train_loss 30 model 3 0.04014288330078125
20241030-00:16:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:16:54 train_loss 30 model 2 0.038782867431640625
20241030-00:16:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:16:56 test_loss 30 model 2 0.027029571533203126
20241030-00:16:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:16:56 test_loss 30 model 3 0.02705322265625
20241030-00:16:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:16:58 test_accuracy 30 model 2 nb_correct 1818 / 2500 (72.72%)
20241030-00:16:58 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:16:58 test_accuracy 30 model 3 nb_correct 1913 / 2500 (76.52%)
20241030-00:16:58 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:17:09 wrote ae_*.pth
20241030-00:17:09 epoch_duration 2min48s next_finish 00:19:57
20241030-00:17:09 wrote state.pth
20241030-00:17:09 --- epoch 31 ----------------------------------------
20241030-00:17:09 current_test_accuracies 0.6932 0.6980 0.7272 0.7652 0.6976
20241030-00:17:09 no_c_quiz
20241030-00:17:09 weakest_accuracies [0.6932, 0.6976]
20241030-00:17:09 dummy_rand tensor([0.7069])
20241030-00:17:09 dummy_rand tensor([0.9902])
20241030-00:17:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:17:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:19:42 train_loss 31 model 4 0.037674201965332034
20241030-00:19:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:19:43 train_loss 31 model 0 0.03718488311767578
20241030-00:19:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:19:45 test_loss 31 model 4 0.0238226318359375
20241030-00:19:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:19:45 test_loss 31 model 0 0.02901611328125
20241030-00:19:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:19:47 test_accuracy 31 model 4 nb_correct 1843 / 2500 (73.72%)
20241030-00:19:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:19:47 test_accuracy 31 model 0 nb_correct 1800 / 2500 (72.00%)
20241030-00:19:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:19:58 wrote ae_*.pth
20241030-00:19:58 epoch_duration 2min48s next_finish 00:22:46
20241030-00:19:58 wrote state.pth
20241030-00:19:58 --- epoch 32 ----------------------------------------
20241030-00:19:58 current_test_accuracies 0.7200 0.6980 0.7272 0.7652 0.7372
20241030-00:19:58 no_c_quiz
20241030-00:19:58 weakest_accuracies [0.698, 0.72]
20241030-00:19:58 dummy_rand tensor([0.1531])
20241030-00:19:58 dummy_rand tensor([0.3082])
20241030-00:19:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:19:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:22:31 train_loss 32 model 1 0.03930587768554687
20241030-00:22:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:22:31 train_loss 32 model 0 0.03581471252441406
20241030-00:22:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:22:33 test_loss 32 model 1 0.03002960205078125
20241030-00:22:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:22:33 test_loss 32 model 0 0.028694000244140625
20241030-00:22:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:22:35 test_accuracy 32 model 1 nb_correct 1764 / 2500 (70.56%)
20241030-00:22:35 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:22:35 test_accuracy 32 model 0 nb_correct 1758 / 2500 (70.32%)
20241030-00:22:35 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:22:46 wrote ae_*.pth
20241030-00:22:46 epoch_duration 2min48s next_finish 00:25:34
20241030-00:22:46 wrote state.pth
20241030-00:22:46 --- epoch 33 ----------------------------------------
20241030-00:22:46 current_test_accuracies 0.7032 0.7056 0.7272 0.7652 0.7372
20241030-00:22:46 no_c_quiz
20241030-00:22:46 weakest_accuracies [0.7032, 0.7056]
20241030-00:22:46 dummy_rand tensor([0.6430])
20241030-00:22:46 dummy_rand tensor([0.8662])
20241030-00:22:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:22:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:25:19 train_loss 33 model 0 0.03514166259765625
20241030-00:25:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:25:19 train_loss 33 model 1 0.03763035583496094
20241030-00:25:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:25:21 test_loss 33 model 0 0.02364501953125
20241030-00:25:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:25:21 test_loss 33 model 1 0.02894989013671875
20241030-00:25:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:25:24 test_accuracy 33 model 0 nb_correct 1944 / 2500 (77.76%)
20241030-00:25:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:25:24 test_accuracy 33 model 1 nb_correct 1722 / 2500 (68.88%)
20241030-00:25:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:25:34 wrote ae_*.pth
20241030-00:25:34 epoch_duration 2min48s next_finish 00:28:22
20241030-00:25:34 wrote state.pth
20241030-00:25:34 --- epoch 34 ----------------------------------------
20241030-00:25:34 current_test_accuracies 0.7776 0.6888 0.7272 0.7652 0.7372
20241030-00:25:34 no_c_quiz
20241030-00:25:34 weakest_accuracies [0.6888, 0.7272]
20241030-00:25:34 dummy_rand tensor([0.0338])
20241030-00:25:34 dummy_rand tensor([0.3360])
20241030-00:25:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:25:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:28:06 train_loss 34 model 1 0.036201095581054686
20241030-00:28:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:28:06 train_loss 34 model 2 0.03645940399169922
20241030-00:28:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:28:09 test_loss 34 model 1 0.025675430297851562
20241030-00:28:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:28:09 test_loss 34 model 2 0.03512741088867188
20241030-00:28:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:28:11 test_accuracy 34 model 1 nb_correct 1887 / 2500 (75.48%)
20241030-00:28:11 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:28:11 test_accuracy 34 model 2 nb_correct 1769 / 2500 (70.76%)
20241030-00:28:11 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:28:21 wrote ae_*.pth
20241030-00:28:21 epoch_duration 2min47s next_finish 00:31:09
20241030-00:28:21 wrote state.pth
20241030-00:28:21 --- epoch 35 ----------------------------------------
20241030-00:28:21 current_test_accuracies 0.7776 0.7548 0.7076 0.7652 0.7372
20241030-00:28:21 no_c_quiz
20241030-00:28:21 weakest_accuracies [0.7076, 0.7372]
20241030-00:28:21 dummy_rand tensor([0.2216])
20241030-00:28:21 dummy_rand tensor([0.5395])
20241030-00:28:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:28:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:30:54 train_loss 35 model 2 0.03573168182373047
20241030-00:30:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:30:55 train_loss 35 model 4 0.03505282592773438
20241030-00:30:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:30:57 test_loss 35 model 2 0.024919586181640627
20241030-00:30:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:30:57 test_loss 35 model 4 0.025426101684570313
20241030-00:30:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:30:59 test_accuracy 35 model 2 nb_correct 2037 / 2500 (81.48%)
20241030-00:30:59 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:30:59 test_accuracy 35 model 4 nb_correct 1950 / 2500 (78.00%)
20241030-00:30:59 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:31:09 wrote ae_*.pth
20241030-00:31:09 epoch_duration 2min48s next_finish 00:33:58
20241030-00:31:09 wrote state.pth
20241030-00:31:09 --- epoch 36 ----------------------------------------
20241030-00:31:09 current_test_accuracies 0.7776 0.7548 0.8148 0.7652 0.7800
20241030-00:31:09 no_c_quiz
20241030-00:31:09 weakest_accuracies [0.7548, 0.7652]
20241030-00:31:09 dummy_rand tensor([0.9489])
20241030-00:31:09 dummy_rand tensor([0.5267])
20241030-00:31:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:31:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:33:42 train_loss 36 model 1 0.03496521759033203
20241030-00:33:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:33:42 train_loss 36 model 3 0.03722482299804687
20241030-00:33:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:33:44 test_loss 36 model 1 0.025499191284179688
20241030-00:33:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:33:44 test_loss 36 model 3 0.0318511962890625
20241030-00:33:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:33:47 test_accuracy 36 model 1 nb_correct 2026 / 2500 (81.04%)
20241030-00:33:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:33:47 test_accuracy 36 model 3 nb_correct 1837 / 2500 (73.48%)
20241030-00:33:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:33:57 wrote ae_*.pth
20241030-00:33:57 epoch_duration 2min47s next_finish 00:36:45
20241030-00:33:57 wrote state.pth
20241030-00:33:57 --- epoch 37 ----------------------------------------
20241030-00:33:57 current_test_accuracies 0.7776 0.8104 0.8148 0.7348 0.7800
20241030-00:33:57 no_c_quiz
20241030-00:33:57 weakest_accuracies [0.7348, 0.7776]
20241030-00:33:57 dummy_rand tensor([0.8168])
20241030-00:33:57 dummy_rand tensor([0.4221])
20241030-00:33:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:33:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:36:30 train_loss 37 model 0 0.033505447387695314
20241030-00:36:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:36:30 train_loss 37 model 3 0.036205360412597656
20241030-00:36:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:36:33 test_loss 37 model 0 0.027320594787597657
20241030-00:36:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:36:33 test_loss 37 model 3 0.0248431396484375
20241030-00:36:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:36:35 test_accuracy 37 model 0 nb_correct 1999 / 2500 (79.96%)
20241030-00:36:35 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:36:35 test_accuracy 37 model 3 nb_correct 2013 / 2500 (80.52%)
20241030-00:36:35 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:36:45 wrote ae_*.pth
20241030-00:36:45 epoch_duration 2min47s next_finish 00:39:33
20241030-00:36:45 wrote state.pth
20241030-00:36:45 --- epoch 38 ----------------------------------------
20241030-00:36:45 current_test_accuracies 0.7996 0.8104 0.8148 0.8052 0.7800
20241030-00:36:45 no_c_quiz
20241030-00:36:45 weakest_accuracies [0.78, 0.7996]
20241030-00:36:45 dummy_rand tensor([0.2163])
20241030-00:36:45 dummy_rand tensor([0.4982])
20241030-00:36:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:36:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:39:18 train_loss 38 model 4 0.03506456756591797
20241030-00:39:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:39:18 train_loss 38 model 0 0.03210170936584473
20241030-00:39:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:39:20 test_loss 38 model 4 0.0287237548828125
20241030-00:39:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:39:20 test_loss 38 model 0 0.023182411193847657
20241030-00:39:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:39:23 test_accuracy 38 model 4 nb_correct 1890 / 2500 (75.60%)
20241030-00:39:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:39:23 test_accuracy 38 model 0 nb_correct 2071 / 2500 (82.84%)
20241030-00:39:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:39:33 wrote ae_*.pth
20241030-00:39:33 epoch_duration 2min47s next_finish 00:42:20
20241030-00:39:33 wrote state.pth
20241030-00:39:33 --- epoch 39 ----------------------------------------
20241030-00:39:33 current_test_accuracies 0.8284 0.8104 0.8148 0.8052 0.7560
20241030-00:39:33 no_c_quiz
20241030-00:39:33 weakest_accuracies [0.756, 0.8052]
20241030-00:39:33 dummy_rand tensor([0.9801])
20241030-00:39:33 dummy_rand tensor([0.9317])
20241030-00:39:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:39:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:42:05 train_loss 39 model 4 0.034001380920410156
20241030-00:42:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:42:05 train_loss 39 model 3 0.03528546142578125
20241030-00:42:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:42:08 test_loss 39 model 4 0.027154159545898438
20241030-00:42:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:42:08 test_loss 39 model 3 0.029421157836914062
20241030-00:42:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:42:10 test_accuracy 39 model 4 nb_correct 1980 / 2500 (79.20%)
20241030-00:42:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:42:10 test_accuracy 39 model 3 nb_correct 1981 / 2500 (79.24%)
20241030-00:42:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:42:21 wrote ae_*.pth
20241030-00:42:21 epoch_duration 2min47s next_finish 00:45:08
20241030-00:42:21 wrote state.pth
20241030-00:42:21 --- epoch 40 ----------------------------------------
20241030-00:42:21 current_test_accuracies 0.8284 0.8104 0.8148 0.7924 0.7920
20241030-00:42:21 no_c_quiz
20241030-00:42:21 weakest_accuracies [0.792, 0.7924]
20241030-00:42:21 dummy_rand tensor([0.4659])
20241030-00:42:21 dummy_rand tensor([0.8178])
20241030-00:42:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:42:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:44:53 train_loss 40 model 4 0.03312247467041016
20241030-00:44:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:44:53 train_loss 40 model 3 0.03449590301513672
20241030-00:44:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:44:55 test_loss 40 model 4 0.026022586822509765
20241030-00:44:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:44:55 test_loss 40 model 3 0.026617431640625
20241030-00:44:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:44:58 test_accuracy 40 model 4 nb_correct 2028 / 2500 (81.12%)
20241030-00:44:58 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:44:58 test_accuracy 40 model 3 nb_correct 1977 / 2500 (79.08%)
20241030-00:44:58 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:45:08 wrote ae_*.pth
20241030-00:45:08 epoch_duration 2min47s next_finish 00:47:55
20241030-00:45:08 wrote state.pth
20241030-00:45:08 --- epoch 41 ----------------------------------------
20241030-00:45:08 current_test_accuracies 0.8284 0.8104 0.8148 0.7908 0.8112
20241030-00:45:08 no_c_quiz
20241030-00:45:08 weakest_accuracies [0.7908, 0.8104]
20241030-00:45:08 dummy_rand tensor([0.5304])
20241030-00:45:08 dummy_rand tensor([0.3382])
20241030-00:45:08 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:45:08 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:47:41 train_loss 41 model 3 0.03289359283447266
20241030-00:47:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:47:41 train_loss 41 model 1 0.03324028015136719
20241030-00:47:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:47:43 test_loss 41 model 3 0.02241943359375
20241030-00:47:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:47:43 test_loss 41 model 1 0.02589874267578125
20241030-00:47:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:47:45 test_accuracy 41 model 3 nb_correct 2194 / 2500 (87.76%)
20241030-00:47:45 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:47:45 test_accuracy 41 model 1 nb_correct 1972 / 2500 (78.88%)
20241030-00:47:45 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:47:55 wrote ae_*.pth
20241030-00:47:55 epoch_duration 2min47s next_finish 00:50:43
20241030-00:47:55 wrote state.pth
20241030-00:47:55 --- epoch 42 ----------------------------------------
20241030-00:47:55 current_test_accuracies 0.8284 0.7888 0.8148 0.8776 0.8112
20241030-00:47:55 no_c_quiz
20241030-00:47:55 weakest_accuracies [0.7888, 0.8112]
20241030-00:47:55 dummy_rand tensor([0.8144])
20241030-00:47:55 dummy_rand tensor([0.6506])
20241030-00:47:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:47:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:50:28 train_loss 42 model 1 0.03264195251464844
20241030-00:50:28 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:50:28 train_loss 42 model 4 0.032442420959472654
20241030-00:50:28 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:50:31 test_loss 42 model 1 0.02683319091796875
20241030-00:50:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:50:31 test_loss 42 model 4 0.023078765869140625
20241030-00:50:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:50:33 test_accuracy 42 model 1 nb_correct 2048 / 2500 (81.92%)
20241030-00:50:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:50:33 test_accuracy 42 model 4 nb_correct 2045 / 2500 (81.80%)
20241030-00:50:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:50:43 wrote ae_*.pth
20241030-00:50:43 epoch_duration 2min47s next_finish 00:53:31
20241030-00:50:43 wrote state.pth
20241030-00:50:43 --- epoch 43 ----------------------------------------
20241030-00:50:43 current_test_accuracies 0.8284 0.8192 0.8148 0.8776 0.8180
20241030-00:50:43 no_c_quiz
20241030-00:50:43 weakest_accuracies [0.8148, 0.818]
20241030-00:50:43 dummy_rand tensor([0.2096])
20241030-00:50:43 dummy_rand tensor([0.2940])
20241030-00:50:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:50:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:53:16 train_loss 43 model 2 0.03469705963134766
20241030-00:53:16 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:53:16 train_loss 43 model 4 0.03241702651977539
20241030-00:53:16 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:53:18 test_loss 43 model 2 0.029761886596679686
20241030-00:53:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:53:18 test_loss 43 model 4 0.02658782958984375
20241030-00:53:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:53:20 test_accuracy 43 model 2 nb_correct 1996 / 2500 (79.84%)
20241030-00:53:20 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:53:20 test_accuracy 43 model 4 nb_correct 2025 / 2500 (81.00%)
20241030-00:53:20 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:53:31 wrote ae_*.pth
20241030-00:53:31 epoch_duration 2min47s next_finish 00:56:18
20241030-00:53:31 wrote state.pth
20241030-00:53:31 --- epoch 44 ----------------------------------------
20241030-00:53:31 current_test_accuracies 0.8284 0.8192 0.7984 0.8776 0.8100
20241030-00:53:31 no_c_quiz
20241030-00:53:31 weakest_accuracies [0.7984, 0.81]
20241030-00:53:31 dummy_rand tensor([0.2647])
20241030-00:53:31 dummy_rand tensor([0.7354])
20241030-00:53:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:53:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:56:03 train_loss 44 model 2 0.034073959350585936
20241030-00:56:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:56:03 train_loss 44 model 4 0.03102375030517578
20241030-00:56:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:56:05 test_loss 44 model 2 0.02557464599609375
20241030-00:56:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:56:06 test_loss 44 model 4 0.023890609741210937
20241030-00:56:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:56:08 test_accuracy 44 model 2 nb_correct 2009 / 2500 (80.36%)
20241030-00:56:08 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:56:08 test_accuracy 44 model 4 nb_correct 2144 / 2500 (85.76%)
20241030-00:56:08 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:56:18 wrote ae_*.pth
20241030-00:56:18 epoch_duration 2min47s next_finish 00:59:05
20241030-00:56:18 wrote state.pth
20241030-00:56:18 --- epoch 45 ----------------------------------------
20241030-00:56:18 current_test_accuracies 0.8284 0.8192 0.8036 0.8776 0.8576
20241030-00:56:18 no_c_quiz
20241030-00:56:18 weakest_accuracies [0.8036, 0.8192]
20241030-00:56:18 dummy_rand tensor([0.3581])
20241030-00:56:18 dummy_rand tensor([0.2071])
20241030-00:56:18 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:56:18 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:58:51 train_loss 45 model 2 0.03282338714599609
20241030-00:58:51 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:58:51 train_loss 45 model 1 0.032104850769042965
20241030-00:58:51 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:58:53 test_loss 45 model 2 0.02508628845214844
20241030-00:58:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:58:53 test_loss 45 model 1 0.02517578125
20241030-00:58:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-00:58:56 test_accuracy 45 model 2 nb_correct 1975 / 2500 (79.00%)
20241030-00:58:56 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:58:56 test_accuracy 45 model 1 nb_correct 2060 / 2500 (82.40%)
20241030-00:58:56 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-00:59:06 wrote ae_*.pth
20241030-00:59:06 epoch_duration 2min48s next_finish 01:01:55
20241030-00:59:06 wrote state.pth
20241030-00:59:06 --- epoch 46 ----------------------------------------
20241030-00:59:06 current_test_accuracies 0.8284 0.8240 0.7900 0.8776 0.8576
20241030-00:59:06 no_c_quiz
20241030-00:59:06 weakest_accuracies [0.79, 0.824]
20241030-00:59:06 dummy_rand tensor([0.3504])
20241030-00:59:06 dummy_rand tensor([0.0366])
20241030-00:59:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-00:59:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:01:39 train_loss 46 model 2 0.03187142944335938
20241030-01:01:39 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:01:39 train_loss 46 model 1 0.031729110717773436
20241030-01:01:39 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:01:41 test_loss 46 model 2 0.02445056915283203
20241030-01:01:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:01:41 test_loss 46 model 1 0.0262176513671875
20241030-01:01:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:01:44 test_accuracy 46 model 2 nb_correct 2161 / 2500 (86.44%)
20241030-01:01:44 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:01:44 test_accuracy 46 model 1 nb_correct 2155 / 2500 (86.20%)
20241030-01:01:44 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:01:54 wrote ae_*.pth
20241030-01:01:54 epoch_duration 2min47s next_finish 01:04:42
20241030-01:01:54 wrote state.pth
20241030-01:01:54 --- epoch 47 ----------------------------------------
20241030-01:01:54 current_test_accuracies 0.8284 0.8620 0.8644 0.8776 0.8576
20241030-01:01:54 no_c_quiz
20241030-01:01:54 weakest_accuracies [0.8284, 0.8576]
20241030-01:01:54 dummy_rand tensor([0.7445])
20241030-01:01:54 dummy_rand tensor([0.6744])
20241030-01:01:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:01:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:04:27 train_loss 47 model 0 0.032228351593017575
20241030-01:04:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:04:27 train_loss 47 model 4 0.030012832641601563
20241030-01:04:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:04:29 test_loss 47 model 0 0.024454116821289062
20241030-01:04:29 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:04:29 test_loss 47 model 4 0.025441741943359374
20241030-01:04:29 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:04:31 test_accuracy 47 model 0 nb_correct 2125 / 2500 (85.00%)
20241030-01:04:31 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:04:31 test_accuracy 47 model 4 nb_correct 2151 / 2500 (86.04%)
20241030-01:04:31 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:04:42 wrote ae_*.pth
20241030-01:04:42 epoch_duration 2min47s next_finish 01:07:29
20241030-01:04:42 wrote state.pth
20241030-01:04:42 --- epoch 48 ----------------------------------------
20241030-01:04:42 current_test_accuracies 0.8500 0.8620 0.8644 0.8776 0.8604
20241030-01:04:42 no_c_quiz
20241030-01:04:42 weakest_accuracies [0.85, 0.8604]
20241030-01:04:42 dummy_rand tensor([0.7384])
20241030-01:04:42 dummy_rand tensor([0.7080])
20241030-01:04:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:04:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:07:14 train_loss 48 model 0 0.03207263946533203
20241030-01:07:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:07:14 train_loss 48 model 4 0.029785881042480467
20241030-01:07:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:07:17 test_loss 48 model 0 0.020898056030273438
20241030-01:07:17 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:07:17 test_loss 48 model 4 0.023844642639160155
20241030-01:07:17 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:07:19 test_accuracy 48 model 0 nb_correct 2071 / 2500 (82.84%)
20241030-01:07:19 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:07:19 test_accuracy 48 model 4 nb_correct 2174 / 2500 (86.96%)
20241030-01:07:19 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:07:29 wrote ae_*.pth
20241030-01:07:29 epoch_duration 2min47s next_finish 01:10:17
20241030-01:07:29 wrote state.pth
20241030-01:07:29 --- epoch 49 ----------------------------------------
20241030-01:07:29 current_test_accuracies 0.8284 0.8620 0.8644 0.8776 0.8696
20241030-01:07:29 no_c_quiz
20241030-01:07:29 weakest_accuracies [0.8284, 0.862]
20241030-01:07:29 dummy_rand tensor([0.9423])
20241030-01:07:29 dummy_rand tensor([0.2639])
20241030-01:07:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:07:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:10:03 train_loss 49 model 1 0.030682575225830077
20241030-01:10:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:10:03 train_loss 49 model 0 0.029866462707519532
20241030-01:10:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:10:05 test_loss 49 model 1 0.024052231311798095
20241030-01:10:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:10:05 test_loss 49 model 0 0.024986724853515625
20241030-01:10:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:10:07 test_accuracy 49 model 1 nb_correct 2178 / 2500 (87.12%)
20241030-01:10:07 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:10:07 test_accuracy 49 model 0 nb_correct 2150 / 2500 (86.00%)
20241030-01:10:07 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:10:17 wrote ae_*.pth
20241030-01:10:17 epoch_duration 2min48s next_finish 01:13:06
20241030-01:10:17 wrote state.pth
20241030-01:10:17 --- epoch 50 ----------------------------------------
20241030-01:10:17 current_test_accuracies 0.8600 0.8712 0.8644 0.8776 0.8696
20241030-01:10:17 no_c_quiz
20241030-01:10:17 weakest_accuracies [0.86, 0.8644]
20241030-01:10:17 dummy_rand tensor([0.7908])
20241030-01:10:17 dummy_rand tensor([0.2338])
20241030-01:10:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:10:18 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:12:50 train_loss 50 model 0 0.029715503692626953
20241030-01:12:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:12:50 train_loss 50 model 2 0.030534912109375
20241030-01:12:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:12:52 test_loss 50 model 0 0.027436599731445313
20241030-01:12:52 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:12:53 test_loss 50 model 2 0.02439605712890625
20241030-01:12:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:12:55 test_accuracy 50 model 0 nb_correct 2133 / 2500 (85.32%)
20241030-01:12:55 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:12:55 test_accuracy 50 model 2 nb_correct 2080 / 2500 (83.20%)
20241030-01:12:55 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:13:05 wrote ae_*.pth
20241030-01:13:05 epoch_duration 2min47s next_finish 01:15:53
20241030-01:13:05 wrote state.pth
20241030-01:13:05 --- epoch 51 ----------------------------------------
20241030-01:13:05 current_test_accuracies 0.8532 0.8712 0.8320 0.8776 0.8696
20241030-01:13:05 no_c_quiz
20241030-01:13:05 weakest_accuracies [0.832, 0.8532]
20241030-01:13:05 dummy_rand tensor([0.4600])
20241030-01:13:05 dummy_rand tensor([0.4215])
20241030-01:13:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:13:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:15:38 train_loss 51 model 2 0.03019232177734375
20241030-01:15:38 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:15:38 train_loss 51 model 0 0.02916611862182617
20241030-01:15:38 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:15:41 test_loss 51 model 2 0.02349040985107422
20241030-01:15:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:15:41 test_loss 51 model 0 0.023378372192382812
20241030-01:15:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:15:43 test_accuracy 51 model 2 nb_correct 2152 / 2500 (86.08%)
20241030-01:15:43 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:15:43 test_accuracy 51 model 0 nb_correct 2229 / 2500 (89.16%)
20241030-01:15:43 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:15:53 wrote ae_*.pth
20241030-01:15:53 epoch_duration 2min48s next_finish 01:18:42
20241030-01:15:53 wrote state.pth
20241030-01:15:53 --- epoch 52 ----------------------------------------
20241030-01:15:53 current_test_accuracies 0.8916 0.8712 0.8608 0.8776 0.8696
20241030-01:15:53 no_c_quiz
20241030-01:15:53 weakest_accuracies [0.8608, 0.8696]
20241030-01:15:53 dummy_rand tensor([0.8868])
20241030-01:15:53 dummy_rand tensor([0.9543])
20241030-01:15:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:15:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:18:26 train_loss 52 model 2 0.030180503845214843
20241030-01:18:26 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:18:26 train_loss 52 model 4 0.02954229736328125
20241030-01:18:26 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:18:29 test_loss 52 model 2 0.02007347106933594
20241030-01:18:29 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:18:29 test_loss 52 model 4 0.02504791259765625
20241030-01:18:29 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:18:31 test_accuracy 52 model 2 nb_correct 2239 / 2500 (89.56%)
20241030-01:18:31 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:18:31 test_accuracy 52 model 4 nb_correct 2214 / 2500 (88.56%)
20241030-01:18:31 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:18:41 wrote ae_*.pth
20241030-01:18:41 epoch_duration 2min47s next_finish 01:21:29
20241030-01:18:41 wrote state.pth
20241030-01:18:41 --- epoch 53 ----------------------------------------
20241030-01:18:41 current_test_accuracies 0.8916 0.8712 0.8956 0.8776 0.8856
20241030-01:18:41 no_c_quiz
20241030-01:18:41 weakest_accuracies [0.8712, 0.8776]
20241030-01:18:41 dummy_rand tensor([0.0689])
20241030-01:18:41 dummy_rand tensor([0.5846])
20241030-01:18:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:18:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:21:14 train_loss 53 model 1 0.02956234359741211
20241030-01:21:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:21:14 train_loss 53 model 3 0.03246319580078125
20241030-01:21:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:21:17 test_loss 53 model 1 0.02364166259765625
20241030-01:21:17 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:21:17 test_loss 53 model 3 0.023150482177734376
20241030-01:21:17 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:21:19 test_accuracy 53 model 1 nb_correct 2202 / 2500 (88.08%)
20241030-01:21:19 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:21:19 test_accuracy 53 model 3 nb_correct 2264 / 2500 (90.56%)
20241030-01:21:19 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:21:29 wrote ae_*.pth
20241030-01:21:29 epoch_duration 2min47s next_finish 01:24:17
20241030-01:21:29 wrote state.pth
20241030-01:21:29 --- epoch 54 ----------------------------------------
20241030-01:21:29 current_test_accuracies 0.8916 0.8808 0.8956 0.9056 0.8856
20241030-01:21:29 no_c_quiz
20241030-01:21:29 weakest_accuracies [0.8808, 0.8856]
20241030-01:21:29 dummy_rand tensor([0.1943])
20241030-01:21:29 dummy_rand tensor([0.1935])
20241030-01:21:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:21:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:24:02 train_loss 54 model 1 0.02998737716674805
20241030-01:24:02 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:24:02 train_loss 54 model 4 0.028938209533691406
20241030-01:24:02 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:24:04 test_loss 54 model 1 0.024092369079589844
20241030-01:24:04 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:24:04 test_loss 54 model 4 0.02093402862548828
20241030-01:24:04 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:24:06 test_accuracy 54 model 1 nb_correct 2161 / 2500 (86.44%)
20241030-01:24:06 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:24:06 test_accuracy 54 model 4 nb_correct 2224 / 2500 (88.96%)
20241030-01:24:06 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:24:17 wrote ae_*.pth
20241030-01:24:17 epoch_duration 2min47s next_finish 01:27:05
20241030-01:24:17 wrote state.pth
20241030-01:24:17 --- epoch 55 ----------------------------------------
20241030-01:24:17 current_test_accuracies 0.8916 0.8644 0.8956 0.9056 0.8896
20241030-01:24:17 no_c_quiz
20241030-01:24:17 weakest_accuracies [0.8644, 0.8896]
20241030-01:24:17 dummy_rand tensor([0.4494])
20241030-01:24:17 dummy_rand tensor([0.9747])
20241030-01:24:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:24:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:26:50 train_loss 55 model 4 0.028275390625
20241030-01:26:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:26:50 train_loss 55 model 1 0.0293446044921875
20241030-01:26:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:26:52 test_loss 55 model 4 0.02143199920654297
20241030-01:26:52 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:26:52 test_loss 55 model 1 0.0222955322265625
20241030-01:26:52 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:26:54 test_accuracy 55 model 4 nb_correct 2255 / 2500 (90.20%)
20241030-01:26:54 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:26:54 test_accuracy 55 model 1 nb_correct 2152 / 2500 (86.08%)
20241030-01:26:54 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:27:05 wrote ae_*.pth
20241030-01:27:05 epoch_duration 2min47s next_finish 01:29:52
20241030-01:27:05 wrote state.pth
20241030-01:27:05 --- epoch 56 ----------------------------------------
20241030-01:27:05 current_test_accuracies 0.8916 0.8608 0.8956 0.9056 0.9020
20241030-01:27:05 no_c_quiz
20241030-01:27:05 weakest_accuracies [0.8608, 0.8916]
20241030-01:27:05 dummy_rand tensor([0.4917])
20241030-01:27:05 dummy_rand tensor([0.8358])
20241030-01:27:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:27:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:29:37 train_loss 56 model 1 0.029019798278808594
20241030-01:29:37 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:29:37 train_loss 56 model 0 0.029144554138183593
20241030-01:29:37 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:29:40 test_loss 56 model 1 0.02182910919189453
20241030-01:29:40 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:29:40 test_loss 56 model 0 0.02574607849121094
20241030-01:29:40 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:29:42 test_accuracy 56 model 1 nb_correct 2240 / 2500 (89.60%)
20241030-01:29:42 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:29:42 test_accuracy 56 model 0 nb_correct 2157 / 2500 (86.28%)
20241030-01:29:42 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:29:52 wrote ae_*.pth
20241030-01:29:52 epoch_duration 2min47s next_finish 01:32:40
20241030-01:29:52 wrote state.pth
20241030-01:29:52 --- epoch 57 ----------------------------------------
20241030-01:29:52 current_test_accuracies 0.8628 0.8960 0.8956 0.9056 0.9020
20241030-01:29:52 no_c_quiz
20241030-01:29:52 weakest_accuracies [0.8628, 0.8956]
20241030-01:29:52 dummy_rand tensor([0.0019])
20241030-01:29:52 dummy_rand tensor([0.2618])
20241030-01:29:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:29:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:32:25 train_loss 57 model 0 0.02816369438171387
20241030-01:32:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:32:25 train_loss 57 model 2 0.029821624755859377
20241030-01:32:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:32:27 test_loss 57 model 0 0.021526107788085936
20241030-01:32:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:32:27 test_loss 57 model 2 0.022122268676757813
20241030-01:32:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:32:30 test_accuracy 57 model 0 nb_correct 2299 / 2500 (91.96%)
20241030-01:32:30 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:32:30 test_accuracy 57 model 2 nb_correct 2296 / 2500 (91.84%)
20241030-01:32:30 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:32:40 wrote ae_*.pth
20241030-01:32:40 epoch_duration 2min47s next_finish 01:35:27
20241030-01:32:40 wrote state.pth
20241030-01:32:40 --- epoch 58 ----------------------------------------
20241030-01:32:40 current_test_accuracies 0.9196 0.8960 0.9184 0.9056 0.9020
20241030-01:32:40 no_c_quiz
20241030-01:32:40 weakest_accuracies [0.896, 0.902]
20241030-01:32:40 dummy_rand tensor([0.0746])
20241030-01:32:40 dummy_rand tensor([0.4412])
20241030-01:32:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:32:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:35:12 train_loss 58 model 1 0.027445297241210937
20241030-01:35:12 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:35:12 train_loss 58 model 4 0.02801460838317871
20241030-01:35:12 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:35:15 test_loss 58 model 1 0.020633697509765625
20241030-01:35:15 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:35:15 test_loss 58 model 4 0.020217409133911134
20241030-01:35:15 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:35:17 test_accuracy 58 model 1 nb_correct 2285 / 2500 (91.40%)
20241030-01:35:17 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:35:17 test_accuracy 58 model 4 nb_correct 2294 / 2500 (91.76%)
20241030-01:35:17 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:35:27 wrote ae_*.pth
20241030-01:35:27 epoch_duration 2min47s next_finish 01:38:15
20241030-01:35:27 wrote state.pth
20241030-01:35:27 --- epoch 59 ----------------------------------------
20241030-01:35:27 current_test_accuracies 0.9196 0.9140 0.9184 0.9056 0.9176
20241030-01:35:27 no_c_quiz
20241030-01:35:27 weakest_accuracies [0.9056, 0.914]
20241030-01:35:27 dummy_rand tensor([0.8284])
20241030-01:35:27 dummy_rand tensor([0.2080])
20241030-01:35:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:35:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:38:00 train_loss 59 model 3 0.03152864074707031
20241030-01:38:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:38:00 train_loss 59 model 1 0.027498805046081543
20241030-01:38:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:38:03 test_loss 59 model 3 0.02593284606933594
20241030-01:38:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:38:03 test_loss 59 model 1 0.024246597290039064
20241030-01:38:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:38:05 test_accuracy 59 model 3 nb_correct 2226 / 2500 (89.04%)
20241030-01:38:05 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:38:05 test_accuracy 59 model 1 nb_correct 2249 / 2500 (89.96%)
20241030-01:38:05 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:38:15 wrote ae_*.pth
20241030-01:38:15 epoch_duration 2min48s next_finish 01:41:04
20241030-01:38:15 wrote state.pth
20241030-01:38:15 --- epoch 60 ----------------------------------------
20241030-01:38:15 current_test_accuracies 0.9196 0.8996 0.9184 0.8904 0.9176
20241030-01:38:15 no_c_quiz
20241030-01:38:15 weakest_accuracies [0.8904, 0.8996]
20241030-01:38:15 dummy_rand tensor([0.4211])
20241030-01:38:15 dummy_rand tensor([0.7318])
20241030-01:38:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:38:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:40:48 train_loss 60 model 1 0.027661609649658202
20241030-01:40:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:40:48 train_loss 60 model 3 0.0305277099609375
20241030-01:40:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:40:51 test_loss 60 model 1 0.018447227478027343
20241030-01:40:51 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:40:51 test_loss 60 model 3 0.022323780059814453
20241030-01:40:51 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:40:53 test_accuracy 60 model 1 nb_correct 2336 / 2500 (93.44%)
20241030-01:40:53 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:40:53 test_accuracy 60 model 3 nb_correct 2283 / 2500 (91.32%)
20241030-01:40:53 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:41:03 wrote ae_*.pth
20241030-01:41:03 epoch_duration 2min47s next_finish 01:43:50
20241030-01:41:03 wrote state.pth
20241030-01:41:03 --- epoch 61 ----------------------------------------
20241030-01:41:03 current_test_accuracies 0.9196 0.9344 0.9184 0.9132 0.9176
20241030-01:41:03 no_c_quiz
20241030-01:41:03 weakest_accuracies [0.9132, 0.9176]
20241030-01:41:03 dummy_rand tensor([0.9115])
20241030-01:41:03 dummy_rand tensor([0.2896])
20241030-01:41:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:41:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:43:35 train_loss 61 model 3 0.03032750701904297
20241030-01:43:35 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:43:36 train_loss 61 model 4 0.027740598678588867
20241030-01:43:36 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:43:38 test_loss 61 model 3 0.021238555908203127
20241030-01:43:38 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:43:38 test_loss 61 model 4 0.0237054443359375
20241030-01:43:38 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:43:40 test_accuracy 61 model 3 nb_correct 2261 / 2500 (90.44%)
20241030-01:43:40 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:43:40 test_accuracy 61 model 4 nb_correct 2333 / 2500 (93.32%)
20241030-01:43:40 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:43:51 wrote ae_*.pth
20241030-01:43:51 epoch_duration 2min47s next_finish 01:46:38
20241030-01:43:51 wrote state.pth
20241030-01:43:51 --- epoch 62 ----------------------------------------
20241030-01:43:51 current_test_accuracies 0.9196 0.9344 0.9184 0.9044 0.9332
20241030-01:43:51 no_c_quiz
20241030-01:43:51 weakest_accuracies [0.9044, 0.9184]
20241030-01:43:51 dummy_rand tensor([0.3685])
20241030-01:43:51 dummy_rand tensor([0.8139])
20241030-01:43:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:43:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:46:23 train_loss 62 model 3 0.0286822566986084
20241030-01:46:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:46:24 train_loss 62 model 2 0.02868561553955078
20241030-01:46:24 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:46:26 test_loss 62 model 3 0.0231036376953125
20241030-01:46:26 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:46:26 test_loss 62 model 2 0.021368331909179687
20241030-01:46:26 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:46:28 test_accuracy 62 model 3 nb_correct 2323 / 2500 (92.92%)
20241030-01:46:28 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:46:28 test_accuracy 62 model 2 nb_correct 2244 / 2500 (89.76%)
20241030-01:46:28 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:46:39 wrote ae_*.pth
20241030-01:46:39 epoch_duration 2min48s next_finish 01:49:27
20241030-01:46:39 wrote state.pth
20241030-01:46:39 --- epoch 63 ----------------------------------------
20241030-01:46:39 current_test_accuracies 0.9196 0.9344 0.8976 0.9292 0.9332
20241030-01:46:39 no_c_quiz
20241030-01:46:39 weakest_accuracies [0.8976, 0.9196]
20241030-01:46:39 dummy_rand tensor([0.2360])
20241030-01:46:39 dummy_rand tensor([0.2181])
20241030-01:46:39 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:46:39 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:49:11 train_loss 63 model 2 0.029156623840332033
20241030-01:49:11 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:49:11 train_loss 63 model 0 0.02776783752441406
20241030-01:49:11 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:49:14 test_loss 63 model 2 0.021892070770263672
20241030-01:49:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:49:14 test_loss 63 model 0 0.02389240264892578
20241030-01:49:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:49:16 test_accuracy 63 model 2 nb_correct 2344 / 2500 (93.76%)
20241030-01:49:16 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:49:16 test_accuracy 63 model 0 nb_correct 2294 / 2500 (91.76%)
20241030-01:49:16 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:49:26 wrote ae_*.pth
20241030-01:49:26 epoch_duration 2min47s next_finish 01:52:13
20241030-01:49:26 wrote state.pth
20241030-01:49:26 --- epoch 64 ----------------------------------------
20241030-01:49:26 current_test_accuracies 0.9176 0.9344 0.9376 0.9292 0.9332
20241030-01:49:26 no_c_quiz
20241030-01:49:26 weakest_accuracies [0.9176, 0.9292]
20241030-01:49:26 dummy_rand tensor([0.7581])
20241030-01:49:26 dummy_rand tensor([0.3166])
20241030-01:49:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:49:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:51:59 train_loss 64 model 3 0.028548736572265625
20241030-01:51:59 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:51:59 train_loss 64 model 0 0.027614009857177733
20241030-01:51:59 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:52:01 test_loss 64 model 3 0.02281585693359375
20241030-01:52:01 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:52:01 test_loss 64 model 0 0.021158218383789062
20241030-01:52:01 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:52:04 test_accuracy 64 model 3 nb_correct 2287 / 2500 (91.48%)
20241030-01:52:04 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:52:04 test_accuracy 64 model 0 nb_correct 2255 / 2500 (90.20%)
20241030-01:52:04 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:52:14 wrote ae_*.pth
20241030-01:52:14 epoch_duration 2min48s next_finish 01:55:02
20241030-01:52:14 wrote state.pth
20241030-01:52:14 --- epoch 65 ----------------------------------------
20241030-01:52:14 current_test_accuracies 0.9020 0.9344 0.9376 0.9148 0.9332
20241030-01:52:14 no_c_quiz
20241030-01:52:14 weakest_accuracies [0.902, 0.9148]
20241030-01:52:14 dummy_rand tensor([0.6155])
20241030-01:52:14 dummy_rand tensor([0.5575])
20241030-01:52:14 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:52:14 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:54:47 train_loss 65 model 0 0.027353614807128907
20241030-01:54:47 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:54:47 train_loss 65 model 3 0.028064224243164064
20241030-01:54:47 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:54:49 test_loss 65 model 0 0.021341018676757813
20241030-01:54:49 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:54:49 test_loss 65 model 3 0.025339508056640626
20241030-01:54:49 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:54:52 test_accuracy 65 model 0 nb_correct 2320 / 2500 (92.80%)
20241030-01:54:52 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:54:52 test_accuracy 65 model 3 nb_correct 2302 / 2500 (92.08%)
20241030-01:54:52 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:55:02 wrote ae_*.pth
20241030-01:55:02 epoch_duration 2min47s next_finish 01:57:49
20241030-01:55:02 wrote state.pth
20241030-01:55:02 --- epoch 66 ----------------------------------------
20241030-01:55:02 current_test_accuracies 0.9280 0.9344 0.9376 0.9208 0.9332
20241030-01:55:02 no_c_quiz
20241030-01:55:02 weakest_accuracies [0.9208, 0.928]
20241030-01:55:02 dummy_rand tensor([0.9858])
20241030-01:55:02 dummy_rand tensor([0.9374])
20241030-01:55:02 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:55:02 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:57:34 train_loss 66 model 0 0.02606374168395996
20241030-01:57:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:57:35 train_loss 66 model 3 0.02798628234863281
20241030-01:57:35 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:57:37 test_loss 66 model 0 0.02412921905517578
20241030-01:57:37 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:57:37 test_loss 66 model 3 0.0209075927734375
20241030-01:57:37 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-01:57:39 test_accuracy 66 model 0 nb_correct 2273 / 2500 (90.92%)
20241030-01:57:39 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:57:39 test_accuracy 66 model 3 nb_correct 2362 / 2500 (94.48%)
20241030-01:57:39 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-01:57:50 wrote ae_*.pth
20241030-01:57:50 epoch_duration 2min48s next_finish 02:00:38
20241030-01:57:50 wrote state.pth
20241030-01:57:50 --- epoch 67 ----------------------------------------
20241030-01:57:50 current_test_accuracies 0.9092 0.9344 0.9376 0.9448 0.9332
20241030-01:57:50 no_c_quiz
20241030-01:57:50 weakest_accuracies [0.9092, 0.9332]
20241030-01:57:50 dummy_rand tensor([0.3003])
20241030-01:57:50 dummy_rand tensor([0.2050])
20241030-01:57:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-01:57:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:00:23 train_loss 67 model 0 0.026762062072753907
20241030-02:00:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:00:23 train_loss 67 model 4 0.02733477783203125
20241030-02:00:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:00:25 test_loss 67 model 0 0.02234962463378906
20241030-02:00:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:00:25 test_loss 67 model 4 0.02152933120727539
20241030-02:00:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:00:27 test_accuracy 67 model 0 nb_correct 2296 / 2500 (91.84%)
20241030-02:00:27 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:00:28 test_accuracy 67 model 4 nb_correct 2331 / 2500 (93.24%)
20241030-02:00:28 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:00:38 wrote ae_*.pth
20241030-02:00:38 epoch_duration 2min47s next_finish 02:03:25
20241030-02:00:38 wrote state.pth
20241030-02:00:38 --- epoch 68 ----------------------------------------
20241030-02:00:38 current_test_accuracies 0.9184 0.9344 0.9376 0.9448 0.9324
20241030-02:00:38 no_c_quiz
20241030-02:00:38 weakest_accuracies [0.9184, 0.9324]
20241030-02:00:38 dummy_rand tensor([0.0403])
20241030-02:00:38 dummy_rand tensor([0.9505])
20241030-02:00:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:00:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:03:10 train_loss 68 model 4 0.027433366775512696
20241030-02:03:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:03:10 train_loss 68 model 0 0.026499034881591797
20241030-02:03:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:03:13 test_loss 68 model 4 0.01927349090576172
20241030-02:03:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:03:13 test_loss 68 model 0 0.01859306335449219
20241030-02:03:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:03:15 test_accuracy 68 model 4 nb_correct 2322 / 2500 (92.88%)
20241030-02:03:15 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:03:15 test_accuracy 68 model 0 nb_correct 2296 / 2500 (91.84%)
20241030-02:03:15 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:03:25 wrote ae_*.pth
20241030-02:03:25 epoch_duration 2min47s next_finish 02:06:12
20241030-02:03:25 wrote state.pth
20241030-02:03:25 --- epoch 69 ----------------------------------------
20241030-02:03:25 current_test_accuracies 0.9184 0.9344 0.9376 0.9448 0.9288
20241030-02:03:25 no_c_quiz
20241030-02:03:25 weakest_accuracies [0.9184, 0.9288]
20241030-02:03:25 dummy_rand tensor([0.2404])
20241030-02:03:25 dummy_rand tensor([0.8821])
20241030-02:03:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:03:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:05:58 train_loss 69 model 0 0.025735721588134766
20241030-02:05:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:05:58 train_loss 69 model 4 0.026815454483032228
20241030-02:05:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:06:00 test_loss 69 model 0 0.021761016845703127
20241030-02:06:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:06:00 test_loss 69 model 4 0.021231155395507812
20241030-02:06:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:06:03 test_accuracy 69 model 0 nb_correct 2303 / 2500 (92.12%)
20241030-02:06:03 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:06:03 test_accuracy 69 model 4 nb_correct 2328 / 2500 (93.12%)
20241030-02:06:03 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:06:13 wrote ae_*.pth
20241030-02:06:13 epoch_duration 2min47s next_finish 02:09:00
20241030-02:06:13 wrote state.pth
20241030-02:06:13 --- epoch 70 ----------------------------------------
20241030-02:06:13 current_test_accuracies 0.9212 0.9344 0.9376 0.9448 0.9312
20241030-02:06:13 no_c_quiz
20241030-02:06:13 weakest_accuracies [0.9212, 0.9312]
20241030-02:06:13 dummy_rand tensor([0.2985])
20241030-02:06:13 dummy_rand tensor([0.3210])
20241030-02:06:13 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:06:13 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:08:45 train_loss 70 model 0 0.025883016586303712
20241030-02:08:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:08:45 train_loss 70 model 4 0.02664787435531616
20241030-02:08:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:08:48 test_loss 70 model 0 0.018630523681640625
20241030-02:08:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:08:48 test_loss 70 model 4 0.02099806785583496
20241030-02:08:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:08:50 test_accuracy 70 model 0 nb_correct 2357 / 2500 (94.28%)
20241030-02:08:50 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:08:50 test_accuracy 70 model 4 nb_correct 2381 / 2500 (95.24%)
20241030-02:08:50 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:09:00 wrote ae_*.pth
20241030-02:09:00 epoch_duration 2min47s next_finish 02:11:48
20241030-02:09:00 wrote state.pth
20241030-02:09:00 --- epoch 71 ----------------------------------------
20241030-02:09:00 current_test_accuracies 0.9428 0.9344 0.9376 0.9448 0.9524
20241030-02:09:00 no_c_quiz
20241030-02:09:00 weakest_accuracies [0.9344, 0.9376]
20241030-02:09:00 dummy_rand tensor([0.2513])
20241030-02:09:00 dummy_rand tensor([0.7913])
20241030-02:09:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:09:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:11:33 train_loss 71 model 1 0.027498361587524413
20241030-02:11:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:11:33 train_loss 71 model 2 0.027907764434814453
20241030-02:11:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:11:35 test_loss 71 model 1 0.01849082946777344
20241030-02:11:35 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:11:36 test_loss 71 model 2 0.02323760986328125
20241030-02:11:36 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:11:38 test_accuracy 71 model 1 nb_correct 2287 / 2500 (91.48%)
20241030-02:11:38 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:11:38 test_accuracy 71 model 2 nb_correct 2328 / 2500 (93.12%)
20241030-02:11:38 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:11:48 wrote ae_*.pth
20241030-02:11:48 epoch_duration 2min47s next_finish 02:14:36
20241030-02:11:48 wrote state.pth
20241030-02:11:48 --- epoch 72 ----------------------------------------
20241030-02:11:48 current_test_accuracies 0.9428 0.9148 0.9312 0.9448 0.9524
20241030-02:11:48 no_c_quiz
20241030-02:11:48 weakest_accuracies [0.9148, 0.9312]
20241030-02:11:48 dummy_rand tensor([0.5341])
20241030-02:11:48 dummy_rand tensor([0.3929])
20241030-02:11:48 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:11:48 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:14:21 train_loss 72 model 1 0.026836541175842284
20241030-02:14:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:14:21 train_loss 72 model 2 0.02777126693725586
20241030-02:14:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:14:23 test_loss 72 model 1 0.020701484680175783
20241030-02:14:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:14:23 test_loss 72 model 2 0.021508502960205077
20241030-02:14:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:14:25 test_accuracy 72 model 1 nb_correct 2312 / 2500 (92.48%)
20241030-02:14:25 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:14:25 test_accuracy 72 model 2 nb_correct 2302 / 2500 (92.08%)
20241030-02:14:25 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:14:35 wrote ae_*.pth
20241030-02:14:35 epoch_duration 2min47s next_finish 02:17:23
20241030-02:14:35 wrote state.pth
20241030-02:14:35 --- epoch 73 ----------------------------------------
20241030-02:14:35 current_test_accuracies 0.9428 0.9248 0.9208 0.9448 0.9524
20241030-02:14:35 no_c_quiz
20241030-02:14:35 weakest_accuracies [0.9208, 0.9248]
20241030-02:14:35 dummy_rand tensor([0.5184])
20241030-02:14:35 dummy_rand tensor([0.4465])
20241030-02:14:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:14:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:17:08 train_loss 73 model 2 0.02776080322265625
20241030-02:17:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:17:09 train_loss 73 model 1 0.026109838485717775
20241030-02:17:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:17:11 test_loss 73 model 2 0.021758384704589843
20241030-02:17:11 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:17:11 test_loss 73 model 1 0.024813175201416016
20241030-02:17:11 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:17:13 test_accuracy 73 model 2 nb_correct 2314 / 2500 (92.56%)
20241030-02:17:13 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:17:14 test_accuracy 73 model 1 nb_correct 2319 / 2500 (92.76%)
20241030-02:17:14 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:17:23 wrote ae_*.pth
20241030-02:17:23 epoch_duration 2min47s next_finish 02:20:11
20241030-02:17:23 wrote state.pth
20241030-02:17:23 --- epoch 74 ----------------------------------------
20241030-02:17:23 current_test_accuracies 0.9428 0.9276 0.9256 0.9448 0.9524
20241030-02:17:23 no_c_quiz
20241030-02:17:23 weakest_accuracies [0.9256, 0.9276]
20241030-02:17:23 dummy_rand tensor([0.4384])
20241030-02:17:23 dummy_rand tensor([0.1706])
20241030-02:17:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:17:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:19:56 train_loss 74 model 1 0.02631669235229492
20241030-02:19:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:19:56 train_loss 74 model 2 0.026776477813720702
20241030-02:19:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:19:58 test_loss 74 model 1 0.01948884963989258
20241030-02:19:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:19:58 test_loss 74 model 2 0.022750167846679686
20241030-02:19:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:20:00 test_accuracy 74 model 1 nb_correct 2343 / 2500 (93.72%)
20241030-02:20:00 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:20:01 test_accuracy 74 model 2 nb_correct 2291 / 2500 (91.64%)
20241030-02:20:01 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:20:11 wrote ae_*.pth
20241030-02:20:11 epoch_duration 2min47s next_finish 02:22:58
20241030-02:20:11 wrote state.pth
20241030-02:20:11 --- epoch 75 ----------------------------------------
20241030-02:20:11 current_test_accuracies 0.9428 0.9372 0.9164 0.9448 0.9524
20241030-02:20:11 no_c_quiz
20241030-02:20:11 weakest_accuracies [0.9164, 0.9372]
20241030-02:20:11 dummy_rand tensor([0.2984])
20241030-02:20:11 dummy_rand tensor([0.4783])
20241030-02:20:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:20:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:22:43 train_loss 75 model 1 0.02668039894104004
20241030-02:22:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:22:43 train_loss 75 model 2 0.027085853576660157
20241030-02:22:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:22:46 test_loss 75 model 1 0.0205181884765625
20241030-02:22:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:22:46 test_loss 75 model 2 0.023105506896972657
20241030-02:22:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:22:48 test_accuracy 75 model 1 nb_correct 2315 / 2500 (92.60%)
20241030-02:22:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:22:48 test_accuracy 75 model 2 nb_correct 2321 / 2500 (92.84%)
20241030-02:22:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:22:58 wrote ae_*.pth
20241030-02:22:58 epoch_duration 2min47s next_finish 02:25:45
20241030-02:22:58 wrote state.pth
20241030-02:22:58 --- epoch 76 ----------------------------------------
20241030-02:22:58 current_test_accuracies 0.9428 0.9260 0.9284 0.9448 0.9524
20241030-02:22:58 no_c_quiz
20241030-02:22:58 weakest_accuracies [0.926, 0.9284]
20241030-02:22:58 dummy_rand tensor([0.4114])
20241030-02:22:58 dummy_rand tensor([0.9196])
20241030-02:22:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:22:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:25:31 train_loss 76 model 1 0.025509405136108398
20241030-02:25:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:25:31 train_loss 76 model 2 0.026397769927978515
20241030-02:25:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:25:33 test_loss 76 model 1 0.018632583618164063
20241030-02:25:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:25:33 test_loss 76 model 2 0.02304105758666992
20241030-02:25:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:25:36 test_accuracy 76 model 1 nb_correct 2386 / 2500 (95.44%)
20241030-02:25:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:25:36 test_accuracy 76 model 2 nb_correct 2348 / 2500 (93.92%)
20241030-02:25:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:25:46 wrote ae_*.pth
20241030-02:25:46 epoch_duration 2min47s next_finish 02:28:33
20241030-02:25:46 wrote state.pth
20241030-02:25:46 --- epoch 77 ----------------------------------------
20241030-02:25:46 current_test_accuracies 0.9428 0.9544 0.9392 0.9448 0.9524
20241030-02:25:46 no_c_quiz
20241030-02:25:46 weakest_accuracies [0.9392, 0.9428]
20241030-02:25:46 dummy_rand tensor([0.3092])
20241030-02:25:46 dummy_rand tensor([0.0102])
20241030-02:25:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:25:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:28:18 train_loss 77 model 2 0.02622936248779297
20241030-02:28:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:28:18 train_loss 77 model 0 0.02508691167831421
20241030-02:28:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:28:21 test_loss 77 model 2 0.017196311950683593
20241030-02:28:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:28:21 test_loss 77 model 0 0.019823265075683594
20241030-02:28:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:28:23 test_accuracy 77 model 2 nb_correct 2360 / 2500 (94.40%)
20241030-02:28:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:28:23 test_accuracy 77 model 0 nb_correct 2369 / 2500 (94.76%)
20241030-02:28:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:28:33 wrote ae_*.pth
20241030-02:28:33 epoch_duration 2min47s next_finish 02:31:21
20241030-02:28:33 wrote state.pth
20241030-02:28:33 --- epoch 78 ----------------------------------------
20241030-02:28:33 current_test_accuracies 0.9476 0.9544 0.9440 0.9448 0.9524
20241030-02:28:33 no_c_quiz
20241030-02:28:33 weakest_accuracies [0.944, 0.9448]
20241030-02:28:33 dummy_rand tensor([0.2586])
20241030-02:28:33 dummy_rand tensor([0.2128])
20241030-02:28:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:28:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:31:06 train_loss 78 model 2 0.02655702304840088
20241030-02:31:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:31:06 train_loss 78 model 3 0.02731110954284668
20241030-02:31:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:31:08 test_loss 78 model 2 0.022927627563476563
20241030-02:31:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:31:08 test_loss 78 model 3 0.022327423095703125
20241030-02:31:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:31:11 test_accuracy 78 model 2 nb_correct 2359 / 2500 (94.36%)
20241030-02:31:11 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:31:11 test_accuracy 78 model 3 nb_correct 2361 / 2500 (94.44%)
20241030-02:31:11 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:31:21 wrote ae_*.pth
20241030-02:31:21 epoch_duration 2min47s next_finish 02:34:09
20241030-02:31:21 wrote state.pth
20241030-02:31:21 --- epoch 79 ----------------------------------------
20241030-02:31:21 current_test_accuracies 0.9476 0.9544 0.9436 0.9444 0.9524
20241030-02:31:21 no_c_quiz
20241030-02:31:21 weakest_accuracies [0.9436, 0.9444]
20241030-02:31:21 dummy_rand tensor([0.2359])
20241030-02:31:21 dummy_rand tensor([0.8241])
20241030-02:31:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:31:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:33:54 train_loss 79 model 2 0.02534947204589844
20241030-02:33:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:33:54 train_loss 79 model 3 0.027570301055908204
20241030-02:33:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:33:56 test_loss 79 model 2 0.019413299560546875
20241030-02:33:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:33:56 test_loss 79 model 3 0.01936847686767578
20241030-02:33:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:33:58 test_accuracy 79 model 2 nb_correct 2402 / 2500 (96.08%)
20241030-02:33:58 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:33:59 test_accuracy 79 model 3 nb_correct 2340 / 2500 (93.60%)
20241030-02:33:59 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:34:09 wrote ae_*.pth
20241030-02:34:09 epoch_duration 2min47s next_finish 02:36:56
20241030-02:34:09 wrote state.pth
20241030-02:34:09 --- epoch 80 ----------------------------------------
20241030-02:34:09 current_test_accuracies 0.9476 0.9544 0.9608 0.9360 0.9524
20241030-02:34:09 no_c_quiz
20241030-02:34:09 weakest_accuracies [0.936, 0.9476]
20241030-02:34:09 dummy_rand tensor([0.3268])
20241030-02:34:09 dummy_rand tensor([0.1184])
20241030-02:34:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:34:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:36:42 train_loss 80 model 0 0.024906349182128907
20241030-02:36:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:36:42 train_loss 80 model 3 0.027815738677978517
20241030-02:36:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:36:44 test_loss 80 model 0 0.01921897888183594
20241030-02:36:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:36:45 test_loss 80 model 3 0.01960357666015625
20241030-02:36:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:36:47 test_accuracy 80 model 0 nb_correct 2341 / 2500 (93.64%)
20241030-02:36:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:36:47 test_accuracy 80 model 3 nb_correct 2327 / 2500 (93.08%)
20241030-02:36:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:36:57 wrote ae_*.pth
20241030-02:36:57 epoch_duration 2min48s next_finish 02:39:45
20241030-02:36:57 wrote state.pth
20241030-02:36:57 --- epoch 81 ----------------------------------------
20241030-02:36:57 current_test_accuracies 0.9364 0.9544 0.9608 0.9308 0.9524
20241030-02:36:57 no_c_quiz
20241030-02:36:57 weakest_accuracies [0.9308, 0.9364]
20241030-02:36:57 dummy_rand tensor([0.4979])
20241030-02:36:57 dummy_rand tensor([0.1959])
20241030-02:36:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:36:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:39:30 train_loss 81 model 0 0.025388407707214355
20241030-02:39:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:39:30 train_loss 81 model 3 0.026014589309692384
20241030-02:39:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:39:32 test_loss 81 model 0 0.02051177978515625
20241030-02:39:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:39:32 test_loss 81 model 3 0.01931480407714844
20241030-02:39:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:39:34 test_accuracy 81 model 0 nb_correct 2330 / 2500 (93.20%)
20241030-02:39:34 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:39:34 test_accuracy 81 model 3 nb_correct 2372 / 2500 (94.88%)
20241030-02:39:34 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:39:45 wrote ae_*.pth
20241030-02:39:45 epoch_duration 2min47s next_finish 02:42:33
20241030-02:39:45 wrote state.pth
20241030-02:39:45 --- epoch 82 ----------------------------------------
20241030-02:39:45 current_test_accuracies 0.9320 0.9544 0.9608 0.9488 0.9524
20241030-02:39:45 no_c_quiz
20241030-02:39:45 weakest_accuracies [0.932, 0.9488]
20241030-02:39:45 dummy_rand tensor([0.1767])
20241030-02:39:45 dummy_rand tensor([0.6104])
20241030-02:39:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:39:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:42:18 train_loss 82 model 0 0.024547533035278322
20241030-02:42:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:42:18 train_loss 82 model 3 0.026017129898071287
20241030-02:42:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:42:20 test_loss 82 model 0 0.019780063629150392
20241030-02:42:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:42:20 test_loss 82 model 3 0.019371757507324217
20241030-02:42:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:42:22 test_accuracy 82 model 0 nb_correct 2356 / 2500 (94.24%)
20241030-02:42:22 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:42:22 test_accuracy 82 model 3 nb_correct 2366 / 2500 (94.64%)
20241030-02:42:22 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:42:33 wrote ae_*.pth
20241030-02:42:33 epoch_duration 2min47s next_finish 02:45:20
20241030-02:42:33 wrote state.pth
20241030-02:42:33 --- epoch 83 ----------------------------------------
20241030-02:42:33 current_test_accuracies 0.9424 0.9544 0.9608 0.9464 0.9524
20241030-02:42:33 no_c_quiz
20241030-02:42:33 weakest_accuracies [0.9424, 0.9464]
20241030-02:42:33 dummy_rand tensor([0.8572])
20241030-02:42:33 dummy_rand tensor([0.9281])
20241030-02:42:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:42:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:45:05 train_loss 83 model 0 0.024488919258117674
20241030-02:45:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:45:05 train_loss 83 model 3 0.025780113220214843
20241030-02:45:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:45:08 test_loss 83 model 0 0.01856889247894287
20241030-02:45:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:45:08 test_loss 83 model 3 0.020657215118408203
20241030-02:45:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:45:10 test_accuracy 83 model 0 nb_correct 2372 / 2500 (94.88%)
20241030-02:45:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:45:10 test_accuracy 83 model 3 nb_correct 2380 / 2500 (95.20%)
20241030-02:45:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:45:20 wrote ae_*.pth
20241030-02:45:20 epoch_duration 2min47s next_finish 02:48:08
20241030-02:45:20 wrote state.pth
20241030-02:45:20 --- epoch 84 ----------------------------------------
20241030-02:45:20 current_test_accuracies 0.9488 0.9544 0.9608 0.9520 0.9524
20241030-02:45:20 no_c_quiz
20241030-02:45:20 weakest_accuracies [0.9488, 0.952]
20241030-02:45:20 dummy_rand tensor([0.5754])
20241030-02:45:20 dummy_rand tensor([0.9806])
20241030-02:45:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:45:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:47:53 train_loss 84 model 0 0.024464169502258302
20241030-02:47:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:47:53 train_loss 84 model 3 0.02543929100036621
20241030-02:47:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:47:55 test_loss 84 model 0 0.02000274658203125
20241030-02:47:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:47:55 test_loss 84 model 3 0.018285865783691405
20241030-02:47:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:47:57 test_accuracy 84 model 0 nb_correct 2370 / 2500 (94.80%)
20241030-02:47:57 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:47:57 test_accuracy 84 model 3 nb_correct 2376 / 2500 (95.04%)
20241030-02:47:57 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:48:08 wrote ae_*.pth
20241030-02:48:08 epoch_duration 2min47s next_finish 02:50:55
20241030-02:48:08 wrote state.pth
20241030-02:48:08 --- epoch 85 ----------------------------------------
20241030-02:48:08 current_test_accuracies 0.9480 0.9544 0.9608 0.9504 0.9524
20241030-02:48:08 no_c_quiz
20241030-02:48:08 weakest_accuracies [0.948, 0.9504]
20241030-02:48:08 dummy_rand tensor([0.7807])
20241030-02:48:08 dummy_rand tensor([0.4688])
20241030-02:48:08 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:48:08 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:50:40 train_loss 85 model 0 0.023894060134887696
20241030-02:50:40 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:50:40 train_loss 85 model 3 0.025172097206115723
20241030-02:50:40 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:50:43 test_loss 85 model 0 0.02226940155029297
20241030-02:50:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:50:43 test_loss 85 model 3 0.023136138916015625
20241030-02:50:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:50:45 test_accuracy 85 model 0 nb_correct 2370 / 2500 (94.80%)
20241030-02:50:45 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:50:45 test_accuracy 85 model 3 nb_correct 2310 / 2500 (92.40%)
20241030-02:50:45 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:50:55 wrote ae_*.pth
20241030-02:50:55 epoch_duration 2min47s next_finish 02:53:43
20241030-02:50:55 wrote state.pth
20241030-02:50:55 --- epoch 86 ----------------------------------------
20241030-02:50:55 current_test_accuracies 0.9480 0.9544 0.9608 0.9240 0.9524
20241030-02:50:55 no_c_quiz
20241030-02:50:55 weakest_accuracies [0.924, 0.948]
20241030-02:50:55 dummy_rand tensor([0.4541])
20241030-02:50:55 dummy_rand tensor([0.9756])
20241030-02:50:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:50:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241030-02:53:28 train_loss 86 model 0 0.024417214393615723
20241030-02:53:28 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:53:28 train_loss 86 model 3 0.02589191436767578
20241030-02:53:28 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:53:30 test_loss 86 model 0 0.02052459716796875
20241030-02:53:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:53:30 test_loss 86 model 3 0.017957801818847655
20241030-02:53:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241030-02:53:33 test_accuracy 86 model 0 nb_correct 2389 / 2500 (95.56%)
20241030-02:53:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:53:33 test_accuracy 86 model 3 nb_correct 2425 / 2500 (97.00%)
20241030-02:53:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241030-02:53:42 wrote ae_*.pth
20241030-02:53:42 epoch_duration 2min47s next_finish 02:56:29
20241030-02:53:42 wrote state.pth
20241030-02:53:42 --- epoch 87 ----------------------------------------
20241030-02:53:42 current_test_accuracies 0.9556 0.9544 0.9608 0.9700 0.9524
20241030-02:53:45 wrote ae_*_naive.pth
20241030-02:53:45 dummy_rand tensor([0.1744])
20241030-02:53:45 dummy_rand tensor([0.2165])
20241030-02:53:54 nb_validated 3 model 4 (finishes Wed 05:00 -- 1180/h)
20241030-02:53:54 nb_validated 2 model 1 (finishes Wed 06:05 -- 783/h)
20241030-02:54:12 nb_validated 6 model 3 (finishes Wed 06:00 -- 804/h)
20241030-02:54:12 nb_validated 8 model 2 (finishes Wed 05:16 -- 1050/h)
20241030-02:54:30 nb_validated 13 model 2 (finishes Wed 05:18 -- 1034/h)
20241030-02:54:31 nb_validated 15 model 1 (finishes Wed 05:01 -- 1177/h)
20241030-02:54:48 nb_validated 17 model 2 (finishes Wed 05:29 -- 960/h)
20241030-02:54:49 nb_validated 19 model 1 (finishes Wed 05:15 -- 1060/h)
20241030-02:55:07 nb_validated 22 model 4 (finishes Wed 05:29 -- 961/h)
20241030-02:55:08 nb_validated 23 model 0 (finishes Wed 05:24 -- 997/h)
20241030-02:55:25 nb_validated 31 model 3 (finishes Wed 05:08 -- 1113/h)
20241030-02:55:26 nb_validated 34 model 3 (finishes Wed 04:57 -- 1211/h)
20241030-02:55:43 nb_validated 33 model 0 (finishes Wed 05:23 -- 999/h)
20241030-02:55:44 nb_validated 37 model 2 (finishes Wed 05:07 -- 1119/h)
20241030-02:56:01 nb_validated 40 model 0 (finishes Wed 05:16 -- 1052/h)
20241030-02:56:02 nb_validated 42 model 0 (finishes Wed 05:09 -- 1103/h)
20241030-02:56:19 nb_validated 46 model 3 (finishes Wed 05:13 -- 1070/h)
20241030-02:56:19 nb_validated 43 model 0 (finishes Wed 05:23 -- 999/h)
20241030-02:56:38 nb_validated 50 model 2 (finishes Wed 05:17 -- 1040/h)
20241030-02:56:38 nb_validated 45 model 4 (finishes Wed 05:34 -- 935/h)
20241030-02:56:55 nb_validated 48 model 3 (finishes Wed 05:39 -- 906/h)
20241030-02:56:55 nb_validated 52 model 0 (finishes Wed 05:26 -- 981/h)
20241030-02:57:14 nb_validated 51 model 1 (finishes Wed 05:44 -- 878/h)
20241030-02:57:14 nb_validated 62 model 0 (finishes Wed 05:14 -- 1066/h)
20241030-02:57:32 nb_validated 68 model 3 (finishes Wed 05:12 -- 1078/h)
20241030-02:57:32 nb_validated 57 model 1 (finishes Wed 05:40 -- 901/h)
20241030-02:57:50 nb_validated 62 model 2 (finishes Wed 05:38 -- 908/h)
20241030-02:57:50 nb_validated 77 model 4 (finishes Wed 05:06 -- 1128/h)
20241030-02:58:08 nb_validated 78 model 2 (finishes Wed 05:14 -- 1065/h)
20241030-02:58:09 nb_validated 68 model 4 (finishes Wed 05:35 -- 926/h)
20241030-02:58:27 nb_validated 84 model 1 (finishes Wed 05:13 -- 1072/h)
20241030-02:58:27 nb_validated 74 model 2 (finishes Wed 05:32 -- 942/h)
20241030-02:58:45 nb_validated 88 model 2 (finishes Wed 05:15 -- 1056/h)
20241030-02:58:46 nb_validated 77 model 0 (finishes Wed 05:36 -- 920/h)
20241030-02:59:03 nb_validated 91 model 1 (finishes Wed 05:19 -- 1029/h)
20241030-02:59:04 nb_validated 84 model 4 (finishes Wed 05:32 -- 947/h)
20241030-02:59:21 nb_validated 99 model 0 (finishes Wed 05:15 -- 1058/h)
20241030-02:59:22 nb_validated 93 model 0 (finishes Wed 05:24 -- 992/h)
20241030-02:59:40 nb_validated 101 model 4 (finishes Wed 05:20 -- 1023/h)
20241030-02:59:40 nb_validated 98 model 2 (finishes Wed 05:24 -- 992/h)
20241030-02:59:58 nb_validated 106 model 2 (finishes Wed 05:20 -- 1021/h)
20241030-02:59:58 nb_validated 102 model 1 (finishes Wed 05:26 -- 982/h)
20241030-03:00:16 nb_validated 111 model 0 (finishes Wed 05:20 -- 1021/h)
20241030-03:00:16 nb_validated 106 model 3 (finishes Wed 05:27 -- 974/h)
20241030-03:00:34 nb_validated 117 model 0 (finishes Wed 05:19 -- 1030/h)
20241030-03:00:35 nb_validated 109 model 1 (finishes Wed 05:30 -- 956/h)
20241030-03:00:51 nb_validated 122 model 0 (finishes Wed 05:19 -- 1029/h)
20241030-03:00:53 nb_validated 114 model 0 (finishes Wed 05:30 -- 958/h)
20241030-03:01:10 nb_validated 125 model 0 (finishes Wed 05:22 -- 1011/h)
20241030-03:01:11 nb_validated 117 model 3 (finishes Wed 05:32 -- 944/h)
20241030-03:01:27 nb_validated 132 model 3 (finishes Wed 05:19 -- 1026/h)
20241030-03:01:29 nb_validated 120 model 4 (finishes Wed 05:35 -- 930/h)
20241030-03:01:45 nb_validated 137 model 0 (finishes Wed 05:19 -- 1026/h)
20241030-03:01:48 nb_validated 124 model 2 (finishes Wed 05:36 -- 924/h)
20241030-03:02:03 nb_validated 137 model 2 (finishes Wed 05:25 -- 989/h)
20241030-03:02:06 nb_validated 129 model 3 (finishes Wed 05:35 -- 927/h)
20241030-03:02:21 nb_validated 142 model 3 (finishes Wed 05:25 -- 990/h)
20241030-03:02:24 nb_validated 137 model 4 (finishes Wed 05:31 -- 949/h)
20241030-03:02:39 nb_validated 147 model 2 (finishes Wed 05:25 -- 991/h)
20241030-03:02:42 nb_validated 142 model 4 (finishes Wed 05:31 -- 950/h)
20241030-03:02:57 nb_validated 151 model 2 (finishes Wed 05:26 -- 984/h)
20241030-03:03:00 nb_validated 147 model 3 (finishes Wed 05:31 -- 952/h)
20241030-03:03:15 nb_validated 162 model 0 (finishes Wed 05:20 -- 1022/h)
20241030-03:03:18 nb_validated 156 model 0 (finishes Wed 05:27 -- 978/h)
20241030-03:03:34 nb_validated 171 model 4 (finishes Wed 05:17 -- 1045/h)
20241030-03:03:37 nb_validated 160 model 4 (finishes Wed 05:28 -- 972/h)
20241030-03:03:51 nb_validated 175 model 3 (finishes Wed 05:18 -- 1038/h)
20241030-03:03:55 nb_validated 164 model 1 (finishes Wed 05:28 -- 966/h)
20241030-03:04:10 nb_validated 180 model 1 (finishes Wed 05:18 -- 1036/h)
20241030-03:04:13 nb_validated 169 model 4 (finishes Wed 05:28 -- 967/h)
20241030-03:04:28 nb_validated 183 model 3 (finishes Wed 05:20 -- 1024/h)
20241030-03:04:32 nb_validated 175 model 1 (finishes Wed 05:27 -- 973/h)
20241030-03:04:46 nb_validated 187 model 0 (finishes Wed 05:21 -- 1017/h)
20241030-03:04:51 nb_validated 179 model 4 (finishes Wed 05:28 -- 967/h)
20241030-03:05:04 nb_validated 188 model 1 (finishes Wed 05:24 -- 996/h)
20241030-03:05:09 nb_validated 185 model 4 (finishes Wed 05:27 -- 973/h)
20241030-03:05:22 nb_validated 195 model 2 (finishes Wed 05:22 -- 1006/h)
20241030-03:05:27 nb_validated 194 model 2 (finishes Wed 05:24 -- 994/h)
20241030-03:05:40 nb_validated 198 model 4 (finishes Wed 05:24 -- 995/h)
20241030-03:05:46 nb_validated 200 model 4 (finishes Wed 05:23 -- 998/h)
20241030-03:05:59 nb_validated 201 model 1 (finishes Wed 05:25 -- 985/h)
20241030-03:06:04 nb_validated 204 model 4 (finishes Wed 05:24 -- 993/h)
20241030-03:06:17 nb_validated 206 model 3 (finishes Wed 05:25 -- 986/h)
20241030-03:06:22 nb_validated 211 model 4 (finishes Wed 05:23 -- 1002/h)
20241030-03:06:35 nb_validated 210 model 0 (finishes Wed 05:26 -- 981/h)
20241030-03:06:40 nb_validated 217 model 3 (finishes Wed 05:22 -- 1007/h)
20241030-03:06:53 nb_validated 218 model 0 (finishes Wed 05:24 -- 995/h)
20241030-03:06:58 nb_validated 218 model 2 (finishes Wed 05:25 -- 989/h)
20241030-03:07:11 nb_validated 222 model 2 (finishes Wed 05:25 -- 990/h)
20241030-03:07:16 nb_validated 225 model 4 (finishes Wed 05:24 -- 997/h)
20241030-03:07:30 nb_validated 231 model 0 (finishes Wed 05:22 -- 1007/h)
20241030-03:07:34 nb_validated 227 model 3 (finishes Wed 05:26 -- 985/h)
20241030-03:07:48 nb_validated 239 model 1 (finishes Wed 05:20 -- 1019/h)
20241030-03:07:53 nb_validated 236 model 4 (finishes Wed 05:23 -- 1002/h)
20241030-03:08:06 nb_validated 243 model 0 (finishes Wed 05:21 -- 1015/h)
20241030-03:08:11 nb_validated 237 model 3 (finishes Wed 05:25 -- 985/h)
20241030-03:08:24 nb_validated 246 model 2 (finishes Wed 05:22 -- 1006/h)
20241030-03:08:29 nb_validated 243 model 0 (finishes Wed 05:25 -- 989/h)
20241030-03:08:42 nb_validated 248 model 3 (finishes Wed 05:24 -- 994/h)
20241030-03:08:47 nb_validated 244 model 1 (finishes Wed 05:27 -- 973/h)
20241030-03:09:00 nb_validated 254 model 3 (finishes Wed 05:23 -- 999/h)
20241030-03:09:05 nb_validated 247 model 1 (finishes Wed 05:29 -- 966/h)
20241030-03:09:17 nb_validated 256 model 2 (finishes Wed 05:25 -- 987/h)
20241030-03:09:23 nb_validated 250 model 3 (finishes Wed 05:30 -- 959/h)
20241030-03:09:36 nb_validated 259 model 1 (finishes Wed 05:26 -- 980/h)
20241030-03:09:41 nb_validated 254 model 1 (finishes Wed 05:30 -- 955/h)
20241030-03:09:54 nb_validated 267 model 4 (finishes Wed 05:25 -- 991/h)
20241030-03:09:59 nb_validated 258 model 3 (finishes Wed 05:31 -- 953/h)
20241030-03:10:12 nb_validated 272 model 3 (finishes Wed 05:25 -- 991/h)
20241030-03:10:17 nb_validated 263 model 2 (finishes Wed 05:31 -- 953/h)
20241030-03:10:31 nb_validated 280 model 2 (finishes Wed 05:23 -- 1002/h)
20241030-03:10:36 nb_validated 269 model 4 (finishes Wed 05:30 -- 957/h)
20241030-03:10:49 nb_validated 286 model 2 (finishes Wed 05:22 -- 1005/h)
20241030-03:10:54 nb_validated 271 model 3 (finishes Wed 05:31 -- 948/h)
20241030-03:11:07 nb_validated 296 model 4 (finishes Wed 05:20 -- 1022/h)
20241030-03:11:12 nb_validated 276 model 0 (finishes Wed 05:31 -- 948/h)
20241030-03:11:25 nb_validated 299 model 3 (finishes Wed 05:21 -- 1015/h)
20241030-03:11:30 nb_validated 286 model 3 (finishes Wed 05:28 -- 966/h)
20241030-03:11:43 nb_validated 303 model 1 (finishes Wed 05:22 -- 1011/h)
20241030-03:11:48 nb_validated 296 model 4 (finishes Wed 05:26 -- 983/h)
20241030-03:12:02 nb_validated 306 model 4 (finishes Wed 05:23 -- 1004/h)
20241030-03:12:06 nb_validated 303 model 0 (finishes Wed 05:25 -- 990/h)
20241030-03:12:20 nb_validated 309 model 2 (finishes Wed 05:24 -- 997/h)
20241030-03:12:24 nb_validated 308 model 4 (finishes Wed 05:25 -- 990/h)
20241030-03:12:38 nb_validated 313 model 0 (finishes Wed 05:24 -- 994/h)
20241030-03:12:42 nb_validated 314 model 4 (finishes Wed 05:24 -- 993/h)
20241030-03:12:56 nb_validated 319 model 2 (finishes Wed 05:24 -- 997/h)
20241030-03:13:01 nb_validated 318 model 2 (finishes Wed 05:25 -- 990/h)
20241030-03:13:14 nb_validated 326 model 3 (finishes Wed 05:23 -- 1003/h)
20241030-03:13:19 nb_validated 326 model 4 (finishes Wed 05:23 -- 999/h)
20241030-03:13:32 nb_validated 334 model 0 (finishes Wed 05:21 -- 1012/h)
20241030-03:13:37 nb_validated 331 model 3 (finishes Wed 05:23 -- 999/h)
20241030-03:13:50 nb_validated 338 model 2 (finishes Wed 05:22 -- 1009/h)
20241030-03:13:54 nb_validated 337 model 3 (finishes Wed 05:23 -- 1002/h)
20241030-03:14:08 nb_validated 340 model 2 (finishes Wed 05:23 -- 1000/h)
20241030-03:14:13 nb_validated 341 model 2 (finishes Wed 05:23 -- 999/h)
20241030-03:14:27 nb_validated 346 model 1 (finishes Wed 05:23 -- 1002/h)
20241030-03:14:31 nb_validated 349 model 4 (finishes Wed 05:22 -- 1007/h)
20241030-03:14:45 nb_validated 357 model 0 (finishes Wed 05:20 -- 1019/h)
20241030-03:14:49 nb_validated 353 model 2 (finishes Wed 05:22 -- 1005/h)
20241030-03:15:04 nb_validated 362 model 0 (finishes Wed 05:20 -- 1019/h)
20241030-03:15:07 nb_validated 358 model 3 (finishes Wed 05:22 -- 1005/h)
20241030-03:15:22 nb_validated 367 model 4 (finishes Wed 05:21 -- 1018/h)
20241030-03:15:25 nb_validated 362 model 4 (finishes Wed 05:23 -- 1002/h)
20241030-03:15:40 nb_validated 372 model 2 (finishes Wed 05:21 -- 1018/h)
20241030-03:15:43 nb_validated 366 model 2 (finishes Wed 05:23 -- 999/h)
20241030-03:15:58 nb_validated 378 model 2 (finishes Wed 05:20 -- 1020/h)
20241030-03:16:01 nb_validated 370 model 2 (finishes Wed 05:24 -- 996/h)
20241030-03:16:17 nb_validated 385 model 0 (finishes Wed 05:20 -- 1025/h)
20241030-03:16:19 nb_validated 376 model 4 (finishes Wed 05:23 -- 999/h)
20241030-03:16:35 nb_validated 391 model 0 (finishes Wed 05:19 -- 1027/h)
20241030-03:16:38 nb_validated 378 model 1 (finishes Wed 05:25 -- 990/h)
20241030-03:16:53 nb_validated 393 model 1 (finishes Wed 05:20 -- 1018/h)
20241030-03:16:56 nb_validated 387 model 4 (finishes Wed 05:23 -- 1001/h)
20241030-03:17:12 nb_validated 396 model 1 (finishes Wed 05:21 -- 1013/h)
20241030-03:17:14 nb_validated 395 model 3 (finishes Wed 05:22 -- 1008/h)
20241030-03:17:30 nb_validated 402 model 1 (finishes Wed 05:21 -- 1015/h)
20241030-03:17:32 nb_validated 397 model 2 (finishes Wed 05:23 -- 1001/h)
20241030-03:17:49 nb_validated 410 model 4 (finishes Wed 05:20 -- 1022/h)
20241030-03:17:50 nb_validated 399 model 2 (finishes Wed 05:24 -- 993/h)
20241030-03:18:07 nb_validated 413 model 2 (finishes Wed 05:21 -- 1016/h)
20241030-03:18:09 nb_validated 403 model 2 (finishes Wed 05:25 -- 990/h)
20241030-03:18:25 nb_validated 415 model 2 (finishes Wed 05:22 -- 1009/h)
20241030-03:18:27 nb_validated 406 model 2 (finishes Wed 05:25 -- 985/h)
20241030-03:18:43 nb_validated 417 model 4 (finishes Wed 05:23 -- 1002/h)
20241030-03:18:45 nb_validated 410 model 3 (finishes Wed 05:26 -- 983/h)
20241030-03:19:00 nb_validated 420 model 2 (finishes Wed 05:24 -- 997/h)
20241030-03:19:04 nb_validated 419 model 1 (finishes Wed 05:24 -- 993/h)
20241030-03:19:19 nb_validated 423 model 1 (finishes Wed 05:24 -- 992/h)
20241030-03:19:22 nb_validated 426 model 1 (finishes Wed 05:24 -- 997/h)
20241030-03:19:37 nb_validated 425 model 2 (finishes Wed 05:25 -- 985/h)
20241030-03:19:40 nb_validated 431 model 3 (finishes Wed 05:24 -- 997/h)
20241030-03:19:55 nb_validated 432 model 2 (finishes Wed 05:25 -- 990/h)
20241030-03:19:58 nb_validated 433 model 2 (finishes Wed 05:25 -- 990/h)
20241030-03:20:13 nb_validated 440 model 4 (finishes Wed 05:24 -- 997/h)
20241030-03:20:16 nb_validated 443 model 2 (finishes Wed 05:23 -- 1002/h)
20241030-03:20:31 nb_validated 444 model 0 (finishes Wed 05:24 -- 995/h)
20241030-03:20:34 nb_validated 446 model 2 (finishes Wed 05:24 -- 997/h)
20241030-03:20:48 nb_validated 446 model 4 (finishes Wed 05:25 -- 988/h)
20241030-03:20:52 nb_validated 448 model 3 (finishes Wed 05:25 -- 991/h)
20241030-03:21:07 nb_validated 455 model 4 (finishes Wed 05:24 -- 997/h)
20241030-03:21:11 nb_validated 449 model 1 (finishes Wed 05:26 -- 982/h)
20241030-03:21:25 nb_validated 461 model 2 (finishes Wed 05:23 -- 999/h)
20241030-03:21:29 nb_validated 452 model 1 (finishes Wed 05:27 -- 977/h)
20241030-03:21:43 nb_validated 468 model 2 (finishes Wed 05:23 -- 1003/h)
20241030-03:21:47 nb_validated 455 model 2 (finishes Wed 05:27 -- 973/h)
20241030-03:22:02 nb_validated 473 model 2 (finishes Wed 05:23 -- 1003/h)
20241030-03:22:05 nb_validated 458 model 3 (finishes Wed 05:28 -- 969/h)
20241030-03:22:20 nb_validated 477 model 0 (finishes Wed 05:23 -- 1001/h)
20241030-03:22:23 nb_validated 464 model 1 (finishes Wed 05:28 -- 972/h)
20241030-03:22:38 nb_validated 479 model 1 (finishes Wed 05:24 -- 994/h)
20241030-03:22:41 nb_validated 466 model 1 (finishes Wed 05:29 -- 966/h)
20241030-03:22:56 nb_validated 483 model 4 (finishes Wed 05:24 -- 992/h)
20241030-03:23:00 nb_validated 471 model 2 (finishes Wed 05:29 -- 966/h)
20241030-03:23:15 nb_validated 488 model 0 (finishes Wed 05:24 -- 992/h)
20241030-03:23:18 nb_validated 475 model 0 (finishes Wed 05:29 -- 964/h)
20241030-03:23:33 nb_validated 493 model 2 (finishes Wed 05:24 -- 992/h)
20241030-03:23:36 nb_validated 478 model 0 (finishes Wed 05:29 -- 960/h)
20241030-03:23:51 nb_validated 500 model 0 (finishes Wed 05:24 -- 996/h)
20241030-03:23:55 nb_validated 485 model 4 (finishes Wed 05:29 -- 964/h)
20241030-03:24:09 nb_validated 501 model 3 (finishes Wed 05:25 -- 988/h)
20241030-03:24:12 nb_validated 490 model 3 (finishes Wed 05:29 -- 965/h)
20241030-03:24:27 nb_validated 507 model 4 (finishes Wed 05:25 -- 990/h)
20241030-03:24:31 nb_validated 493 model 1 (finishes Wed 05:29 -- 961/h)
20241030-03:24:45 nb_validated 516 model 0 (finishes Wed 05:23 -- 998/h)
20241030-03:24:49 nb_validated 494 model 3 (finishes Wed 05:30 -- 954/h)
20241030-03:25:03 nb_validated 522 model 0 (finishes Wed 05:23 -- 1000/h)
20241030-03:25:07 nb_validated 497 model 0 (finishes Wed 05:31 -- 950/h)
20241030-03:25:21 nb_validated 526 model 3 (finishes Wed 05:23 -- 998/h)
20241030-03:25:25 nb_validated 500 model 1 (finishes Wed 05:32 -- 947/h)
20241030-03:25:39 nb_validated 528 model 1 (finishes Wed 05:24 -- 992/h)
20241030-03:25:43 nb_validated 500 model 1 (finishes Wed 05:33 -- 938/h)
20241030-03:25:57 nb_validated 532 model 1 (finishes Wed 05:25 -- 991/h)
20241030-03:26:02 nb_validated 508 model 1 (finishes Wed 05:32 -- 944/h)
20241030-03:26:16 nb_validated 535 model 1 (finishes Wed 05:25 -- 987/h)
20241030-03:26:20 nb_validated 513 model 1 (finishes Wed 05:32 -- 944/h)
20241030-03:26:34 nb_validated 539 model 0 (finishes Wed 05:25 -- 985/h)
20241030-03:26:38 nb_validated 517 model 0 (finishes Wed 05:32 -- 943/h)
20241030-03:26:52 nb_validated 543 model 0 (finishes Wed 05:26 -- 983/h)
20241030-03:26:57 nb_validated 526 model 4 (finishes Wed 05:31 -- 950/h)
20241030-03:27:10 nb_validated 554 model 2 (finishes Wed 05:24 -- 994/h)
20241030-03:27:15 nb_validated 529 model 4 (finishes Wed 05:32 -- 947/h)
20241030-03:27:27 nb_validated 555 model 3 (finishes Wed 05:25 -- 987/h)
20241030-03:27:33 nb_validated 532 model 2 (finishes Wed 05:32 -- 944/h)
20241030-03:27:45 nb_validated 561 model 3 (finishes Wed 05:25 -- 989/h)
20241030-03:27:51 nb_validated 538 model 3 (finishes Wed 05:32 -- 946/h)
20241030-03:28:03 nb_validated 568 model 2 (finishes Wed 05:24 -- 993/h)
20241030-03:28:09 nb_validated 539 model 2 (finishes Wed 05:33 -- 939/h)
20241030-03:28:22 nb_validated 574 model 0 (finishes Wed 05:24 -- 994/h)
20241030-03:28:27 nb_validated 545 model 3 (finishes Wed 05:32 -- 942/h)
20241030-03:28:39 nb_validated 578 model 2 (finishes Wed 05:24 -- 993/h)
20241030-03:28:46 nb_validated 551 model 0 (finishes Wed 05:32 -- 944/h)
20241030-03:28:57 nb_validated 586 model 0 (finishes Wed 05:23 -- 998/h)
20241030-03:29:03 nb_validated 556 model 3 (finishes Wed 05:32 -- 944/h)
20241030-03:29:15 nb_validated 598 model 2 (finishes Wed 05:22 -- 1010/h)
20241030-03:29:21 nb_validated 565 model 2 (finishes Wed 05:31 -- 951/h)
20241030-03:29:34 nb_validated 605 model 2 (finishes Wed 05:21 -- 1013/h)
20241030-03:29:39 nb_validated 571 model 0 (finishes Wed 05:30 -- 954/h)
20241030-03:29:52 nb_validated 607 model 0 (finishes Wed 05:22 -- 1008/h)
20241030-03:29:58 nb_validated 576 model 2 (finishes Wed 05:30 -- 954/h)
20241030-03:30:10 nb_validated 614 model 4 (finishes Wed 05:22 -- 1011/h)
20241030-03:30:16 nb_validated 580 model 1 (finishes Wed 05:31 -- 952/h)
20241030-03:30:28 nb_validated 616 model 1 (finishes Wed 05:22 -- 1006/h)
20241030-03:30:35 nb_validated 584 model 4 (finishes Wed 05:31 -- 951/h)
20241030-03:30:47 nb_validated 624 model 4 (finishes Wed 05:22 -- 1011/h)
20241030-03:30:53 nb_validated 588 model 0 (finishes Wed 05:31 -- 950/h)
20241030-03:31:05 nb_validated 628 model 2 (finishes Wed 05:22 -- 1009/h)
20241030-03:31:11 nb_validated 588 model 2 (finishes Wed 05:32 -- 942/h)
20241030-03:31:23 nb_validated 635 model 1 (finishes Wed 05:21 -- 1012/h)
20241030-03:31:29 nb_validated 592 model 1 (finishes Wed 05:33 -- 941/h)
20241030-03:31:41 nb_validated 638 model 2 (finishes Wed 05:22 -- 1009/h)
20241030-03:31:48 nb_validated 599 model 0 (finishes Wed 05:32 -- 944/h)
20241030-03:31:59 nb_validated 641 model 4 (finishes Wed 05:22 -- 1005/h)
20241030-03:32:06 nb_validated 601 model 0 (finishes Wed 05:33 -- 940/h)
20241030-03:32:17 nb_validated 643 model 3 (finishes Wed 05:23 -- 1001/h)
20241030-03:32:24 nb_validated 604 model 1 (finishes Wed 05:33 -- 937/h)
20241030-03:32:34 nb_validated 647 model 4 (finishes Wed 05:23 -- 999/h)
20241030-03:32:42 nb_validated 606 model 3 (finishes Wed 05:34 -- 933/h)
20241030-03:32:53 nb_validated 653 model 0 (finishes Wed 05:23 -- 1001/h)
20241030-03:33:00 nb_validated 610 model 2 (finishes Wed 05:34 -- 932/h)
20241030-03:33:11 nb_validated 653 model 1 (finishes Wed 05:24 -- 993/h)
20241030-03:33:19 nb_validated 614 model 0 (finishes Wed 05:34 -- 931/h)
20241030-03:33:30 nb_validated 655 model 1 (finishes Wed 05:25 -- 988/h)
20241030-03:33:36 nb_validated 617 model 3 (finishes Wed 05:35 -- 928/h)
20241030-03:33:48 nb_validated 658 model 0 (finishes Wed 05:25 -- 985/h)
20241030-03:33:55 nb_validated 623 model 4 (finishes Wed 05:34 -- 930/h)
20241030-03:34:06 nb_validated 662 model 2 (finishes Wed 05:26 -- 984/h)
20241030-03:34:13 nb_validated 628 model 4 (finishes Wed 05:34 -- 931/h)
20241030-03:34:24 nb_validated 664 model 0 (finishes Wed 05:26 -- 980/h)
20241030-03:34:31 nb_validated 629 model 1 (finishes Wed 05:35 -- 925/h)
20241030-03:34:42 nb_validated 666 model 3 (finishes Wed 05:27 -- 975/h)
20241030-03:34:49 nb_validated 635 model 2 (finishes Wed 05:35 -- 927/h)
20241030-03:35:00 nb_validated 670 model 1 (finishes Wed 05:27 -- 974/h)
20241030-03:35:07 nb_validated 643 model 4 (finishes Wed 05:34 -- 932/h)
20241030-03:35:18 nb_validated 672 model 1 (finishes Wed 05:28 -- 970/h)
20241030-03:35:25 nb_validated 648 model 0 (finishes Wed 05:34 -- 932/h)
20241030-03:35:36 nb_validated 676 model 4 (finishes Wed 05:28 -- 968/h)
20241030-03:35:43 nb_validated 655 model 0 (finishes Wed 05:33 -- 936/h)
20241030-03:35:54 nb_validated 683 model 3 (finishes Wed 05:28 -- 972/h)
20241030-03:36:01 nb_validated 659 model 0 (finishes Wed 05:34 -- 935/h)
20241030-03:36:12 nb_validated 688 model 2 (finishes Wed 05:28 -- 972/h)
20241030-03:36:20 nb_validated 664 model 1 (finishes Wed 05:34 -- 935/h)
20241030-03:36:30 nb_validated 693 model 4 (finishes Wed 05:28 -- 972/h)
20241030-03:36:38 nb_validated 674 model 4 (finishes Wed 05:32 -- 943/h)
20241030-03:36:49 nb_validated 699 model 0 (finishes Wed 05:27 -- 973/h)
20241030-03:36:56 nb_validated 676 model 0 (finishes Wed 05:33 -- 939/h)
20241030-03:37:07 nb_validated 705 model 1 (finishes Wed 05:27 -- 975/h)
20241030-03:37:13 nb_validated 678 model 3 (finishes Wed 05:34 -- 935/h)
20241030-03:37:25 nb_validated 710 model 1 (finishes Wed 05:27 -- 975/h)
20241030-03:37:32 nb_validated 680 model 2 (finishes Wed 05:34 -- 931/h)
20241030-03:37:43 nb_validated 715 model 3 (finishes Wed 05:27 -- 975/h)
20241030-03:37:50 nb_validated 684 model 0 (finishes Wed 05:34 -- 930/h)
20241030-03:38:01 nb_validated 720 model 2 (finishes Wed 05:27 -- 975/h)
20241030-03:38:08 nb_validated 692 model 0 (finishes Wed 05:34 -- 935/h)
20241030-03:38:19 nb_validated 727 model 3 (finishes Wed 05:27 -- 978/h)
20241030-03:38:26 nb_validated 696 model 2 (finishes Wed 05:34 -- 934/h)
20241030-03:38:37 nb_validated 730 model 2 (finishes Wed 05:27 -- 976/h)
20241030-03:38:44 nb_validated 703 model 3 (finishes Wed 05:33 -- 937/h)
20241030-03:38:56 nb_validated 733 model 4 (finishes Wed 05:27 -- 973/h)
20241030-03:39:02 nb_validated 706 model 0 (finishes Wed 05:34 -- 935/h)
20241030-03:39:14 nb_validated 736 model 2 (finishes Wed 05:28 -- 970/h)
20241030-03:39:21 nb_validated 710 model 1 (finishes Wed 05:34 -- 934/h)
20241030-03:39:32 nb_validated 745 model 0 (finishes Wed 05:27 -- 976/h)
20241030-03:39:39 nb_validated 714 model 1 (finishes Wed 05:34 -- 933/h)
20241030-03:39:50 nb_validated 749 model 1 (finishes Wed 05:27 -- 974/h)
20241030-03:39:56 nb_validated 715 model 3 (finishes Wed 05:35 -- 928/h)
20241030-03:40:09 nb_validated 753 model 2 (finishes Wed 05:27 -- 973/h)
20241030-03:40:15 nb_validated 721 model 0 (finishes Wed 05:34 -- 930/h)
20241030-03:40:26 nb_validated 759 model 3 (finishes Wed 05:27 -- 975/h)
20241030-03:40:33 nb_validated 726 model 4 (finishes Wed 05:34 -- 930/h)
20241030-03:40:45 nb_validated 761 model 1 (finishes Wed 05:28 -- 971/h)
20241030-03:40:51 nb_validated 726 model 3 (finishes Wed 05:35 -- 924/h)
20241030-03:41:03 nb_validated 767 model 0 (finishes Wed 05:27 -- 972/h)
20241030-03:41:09 nb_validated 734 model 2 (finishes Wed 05:35 -- 928/h)
20241030-03:41:21 nb_validated 771 model 3 (finishes Wed 05:28 -- 971/h)
20241030-03:41:28 nb_validated 735 model 4 (finishes Wed 05:36 -- 924/h)
20241030-03:41:39 nb_validated 777 model 2 (finishes Wed 05:27 -- 973/h)
20241030-03:41:46 nb_validated 741 model 3 (finishes Wed 05:35 -- 925/h)
20241030-03:41:57 nb_validated 783 model 2 (finishes Wed 05:27 -- 974/h)
20241030-03:42:04 nb_validated 745 model 0 (finishes Wed 05:35 -- 925/h)
20241030-03:42:16 nb_validated 788 model 0 (finishes Wed 05:27 -- 974/h)
20241030-03:42:23 nb_validated 749 model 1 (finishes Wed 05:36 -- 924/h)
20241030-03:42:34 nb_validated 792 model 0 (finishes Wed 05:27 -- 973/h)
20241030-03:42:41 nb_validated 757 model 2 (finishes Wed 05:35 -- 928/h)
20241030-03:42:52 nb_validated 798 model 2 (finishes Wed 05:27 -- 974/h)
20241030-03:42:59 nb_validated 762 model 0 (finishes Wed 05:35 -- 928/h)
20241030-03:43:10 nb_validated 804 model 3 (finishes Wed 05:27 -- 976/h)
20241030-03:43:17 nb_validated 767 model 0 (finishes Wed 05:35 -- 928/h)
20241030-03:43:28 nb_validated 811 model 1 (finishes Wed 05:27 -- 978/h)
20241030-03:43:35 nb_validated 773 model 0 (finishes Wed 05:34 -- 930/h)
20241030-03:43:47 nb_validated 816 model 2 (finishes Wed 05:27 -- 978/h)
20241030-03:43:53 nb_validated 781 model 3 (finishes Wed 05:34 -- 934/h)
20241030-03:44:05 nb_validated 820 model 3 (finishes Wed 05:27 -- 977/h)
20241030-03:44:11 nb_validated 787 model 4 (finishes Wed 05:34 -- 936/h)
20241030-03:44:23 nb_validated 820 model 1 (finishes Wed 05:28 -- 971/h)
20241030-03:44:29 nb_validated 789 model 3 (finishes Wed 05:34 -- 932/h)
20241030-03:44:42 nb_validated 826 model 0 (finishes Wed 05:27 -- 972/h)
20241030-03:44:48 nb_validated 795 model 4 (finishes Wed 05:34 -- 934/h)
20241030-03:45:00 nb_validated 834 model 1 (finishes Wed 05:27 -- 976/h)
20241030-03:45:06 nb_validated 801 model 4 (finishes Wed 05:34 -- 935/h)
20241030-03:45:18 nb_validated 838 model 4 (finishes Wed 05:27 -- 975/h)
20241030-03:45:24 nb_validated 807 model 2 (finishes Wed 05:33 -- 937/h)
20241030-03:45:36 nb_validated 843 model 4 (finishes Wed 05:27 -- 975/h)
20241030-03:45:43 nb_validated 810 model 2 (finishes Wed 05:34 -- 935/h)
20241030-03:45:54 nb_validated 847 model 2 (finishes Wed 05:27 -- 974/h)
20241030-03:46:01 nb_validated 817 model 3 (finishes Wed 05:33 -- 937/h)
20241030-03:46:12 nb_validated 851 model 0 (finishes Wed 05:27 -- 973/h)
20241030-03:46:19 nb_validated 821 model 4 (finishes Wed 05:33 -- 937/h)
20241030-03:46:29 nb_validated 855 model 3 (finishes Wed 05:27 -- 972/h)
20241030-03:46:37 nb_validated 823 model 1 (finishes Wed 05:34 -- 934/h)
20241030-03:46:48 nb_validated 860 model 2 (finishes Wed 05:27 -- 972/h)
20241030-03:46:55 nb_validated 825 model 1 (finishes Wed 05:34 -- 931/h)
20241030-03:47:06 nb_validated 868 model 1 (finishes Wed 05:27 -- 976/h)
20241030-03:47:13 nb_validated 832 model 4 (finishes Wed 05:34 -- 933/h)
20241030-03:47:24 nb_validated 877 model 0 (finishes Wed 05:26 -- 980/h)
20241030-03:47:32 nb_validated 834 model 2 (finishes Wed 05:34 -- 930/h)
20241030-03:47:42 nb_validated 880 model 0 (finishes Wed 05:27 -- 978/h)
20241030-03:47:50 nb_validated 836 model 2 (finishes Wed 05:35 -- 927/h)
20241030-03:48:01 nb_validated 884 model 0 (finishes Wed 05:27 -- 977/h)
20241030-03:48:08 nb_validated 842 model 0 (finishes Wed 05:35 -- 928/h)
20241030-03:48:19 nb_validated 887 model 0 (finishes Wed 05:27 -- 975/h)
20241030-03:48:26 nb_validated 844 model 0 (finishes Wed 05:35 -- 925/h)
20241030-03:48:37 nb_validated 890 model 0 (finishes Wed 05:27 -- 973/h)
20241030-03:48:45 nb_validated 846 model 1 (finishes Wed 05:36 -- 922/h)
20241030-03:48:56 nb_validated 893 model 1 (finishes Wed 05:28 -- 970/h)
20241030-03:49:02 nb_validated 850 model 3 (finishes Wed 05:36 -- 922/h)
20241030-03:49:13 nb_validated 897 model 3 (finishes Wed 05:28 -- 970/h)
20241030-03:49:21 nb_validated 855 model 0 (finishes Wed 05:36 -- 922/h)
20241030-03:49:31 nb_validated 897 model 3 (finishes Wed 05:29 -- 964/h)
20241030-03:49:39 nb_validated 864 model 4 (finishes Wed 05:35 -- 927/h)
20241030-03:49:50 nb_validated 901 model 0 (finishes Wed 05:29 -- 963/h)
20241030-03:49:58 nb_validated 867 model 2 (finishes Wed 05:35 -- 925/h)
20241030-03:50:08 nb_validated 906 model 2 (finishes Wed 05:29 -- 963/h)
20241030-03:50:16 nb_validated 872 model 1 (finishes Wed 05:35 -- 925/h)
20241030-03:50:26 nb_validated 908 model 3 (finishes Wed 05:29 -- 961/h)
20241030-03:50:34 nb_validated 875 model 2 (finishes Wed 05:36 -- 923/h)
20241030-03:50:44 nb_validated 911 model 3 (finishes Wed 05:30 -- 959/h)
20241030-03:50:52 nb_validated 882 model 0 (finishes Wed 05:35 -- 926/h)
20241030-03:51:02 nb_validated 919 model 4 (finishes Wed 05:29 -- 962/h)
20241030-03:51:11 nb_validated 885 model 1 (finishes Wed 05:35 -- 924/h)
20241030-03:51:20 nb_validated 923 model 4 (finishes Wed 05:29 -- 961/h)
20241030-03:51:28 nb_validated 888 model 4 (finishes Wed 05:36 -- 922/h)
20241030-03:51:37 nb_validated 928 model 3 (finishes Wed 05:29 -- 962/h)
20241030-03:51:47 nb_validated 892 model 4 (finishes Wed 05:36 -- 922/h)
20241030-03:51:55 nb_validated 932 model 3 (finishes Wed 05:29 -- 961/h)
20241030-03:52:05 nb_validated 900 model 4 (finishes Wed 05:35 -- 925/h)
20241030-03:52:13 nb_validated 938 model 0 (finishes Wed 05:29 -- 962/h)
20241030-03:52:23 nb_validated 905 model 3 (finishes Wed 05:35 -- 926/h)
20241030-03:52:31 nb_validated 942 model 1 (finishes Wed 05:29 -- 961/h)
20241030-03:52:41 nb_validated 915 model 0 (finishes Wed 05:34 -- 931/h)
20241030-03:52:50 nb_validated 947 model 1 (finishes Wed 05:29 -- 961/h)
20241030-03:53:00 nb_validated 919 model 2 (finishes Wed 05:34 -- 930/h)
20241030-03:53:08 nb_validated 948 model 2 (finishes Wed 05:30 -- 957/h)
20241030-03:53:18 nb_validated 925 model 0 (finishes Wed 05:34 -- 931/h)
20241030-03:53:26 nb_validated 955 model 0 (finishes Wed 05:29 -- 960/h)
20241030-03:53:37 nb_validated 928 model 1 (finishes Wed 05:35 -- 930/h)
20241030-03:53:44 nb_validated 962 model 4 (finishes Wed 05:29 -- 962/h)
20241030-03:53:55 nb_validated 933 model 4 (finishes Wed 05:34 -- 930/h)
20241030-03:54:02 nb_validated 964 model 0 (finishes Wed 05:30 -- 959/h)
20241030-03:54:13 nb_validated 937 model 4 (finishes Wed 05:35 -- 929/h)
20241030-03:54:20 nb_validated 968 model 1 (finishes Wed 05:30 -- 958/h)
20241030-03:54:31 nb_validated 939 model 2 (finishes Wed 05:35 -- 927/h)
20241030-03:54:39 nb_validated 972 model 2 (finishes Wed 05:30 -- 957/h)
20241030-03:54:49 nb_validated 942 model 2 (finishes Wed 05:35 -- 925/h)
20241030-03:54:57 nb_validated 978 model 0 (finishes Wed 05:30 -- 958/h)
20241030-03:55:07 nb_validated 946 model 2 (finishes Wed 05:35 -- 924/h)
20241030-03:55:15 nb_validated 989 model 4 (finishes Wed 05:29 -- 964/h)
20241030-03:55:25 nb_validated 954 model 3 (finishes Wed 05:35 -- 928/h)
20241030-03:55:33 nb_validated 996 model 4 (finishes Wed 05:28 -- 966/h)
20241030-03:55:43 nb_validated 958 model 2 (finishes Wed 05:35 -- 927/h)
20241030-03:55:50 nb_validated 997 model 2 (finishes Wed 05:29 -- 963/h)
20241030-03:56:02 nb_validated 960 model 0 (finishes Wed 05:35 -- 924/h)
20241030-03:56:09 nb_validated 1001 model 1 (finishes Wed 05:29 -- 962/h)
20241030-03:56:20 nb_validated 965 model 2 (finishes Wed 05:35 -- 925/h)
20241030-03:56:27 nb_validated 1005 model 0 (finishes Wed 05:29 -- 961/h)
20241030-03:56:38 nb_validated 974 model 3 (finishes Wed 05:35 -- 929/h)
20241030-03:56:45 nb_validated 1006 model 3 (finishes Wed 05:30 -- 957/h)
20241030-03:56:56 nb_validated 981 model 1 (finishes Wed 05:34 -- 931/h)
20241030-03:57:04 nb_validated 1014 model 4 (finishes Wed 05:29 -- 960/h)
20241030-03:57:14 nb_validated 987 model 2 (finishes Wed 05:34 -- 932/h)
20241030-03:57:21 nb_validated 1016 model 2 (finishes Wed 05:30 -- 958/h)
20241030-03:57:33 nb_validated 992 model 1 (finishes Wed 05:34 -- 932/h)
20241030-03:57:40 nb_validated 1022 model 1 (finishes Wed 05:30 -- 959/h)
20241030-03:57:51 nb_validated 994 model 3 (finishes Wed 05:34 -- 930/h)
20241030-03:57:58 nb_validated 1025 model 4 (finishes Wed 05:30 -- 957/h)
20241030-03:58:09 nb_validated 999 model 4 (finishes Wed 05:34 -- 930/h)
20241030-03:58:15 nb_validated 1026 model 3 (finishes Wed 05:30 -- 954/h)
20241030-03:58:28 nb_validated 1005 model 1 (finishes Wed 05:34 -- 931/h)
20241030-03:58:33 nb_validated 1031 model 2 (finishes Wed 05:30 -- 954/h)
20241030-03:58:46 nb_validated 1007 model 0 (finishes Wed 05:35 -- 929/h)
20241030-03:58:52 nb_validated 1036 model 1 (finishes Wed 05:30 -- 954/h)
20241030-03:59:04 nb_validated 1012 model 3 (finishes Wed 05:35 -- 929/h)
20241030-03:59:10 nb_validated 1037 model 2 (finishes Wed 05:31 -- 951/h)
20241030-03:59:22 nb_validated 1019 model 2 (finishes Wed 05:34 -- 931/h)
20241030-03:59:28 nb_validated 1041 model 2 (finishes Wed 05:31 -- 950/h)
20241030-03:59:41 nb_validated 1021 model 1 (finishes Wed 05:35 -- 929/h)
20241030-03:59:46 nb_validated 1046 model 0 (finishes Wed 05:31 -- 950/h)
20241030-03:59:59 nb_validated 1023 model 1 (finishes Wed 05:35 -- 926/h)
20241030-04:00:05 nb_validated 1049 model 1 (finishes Wed 05:31 -- 948/h)
20241030-04:00:18 nb_validated 1026 model 1 (finishes Wed 05:35 -- 924/h)
20241030-04:00:23 nb_validated 1058 model 4 (finishes Wed 05:31 -- 952/h)
20241030-04:00:36 nb_validated 1028 model 3 (finishes Wed 05:36 -- 922/h)
20241030-04:00:42 nb_validated 1061 model 0 (finishes Wed 05:31 -- 950/h)
20241030-04:00:55 nb_validated 1032 model 4 (finishes Wed 05:36 -- 921/h)
20241030-04:01:00 nb_validated 1068 model 0 (finishes Wed 05:31 -- 952/h)
20241030-04:01:13 nb_validated 1036 model 4 (finishes Wed 05:36 -- 921/h)
20241030-04:01:18 nb_validated 1076 model 3 (finishes Wed 05:30 -- 955/h)
20241030-04:01:31 nb_validated 1042 model 4 (finishes Wed 05:36 -- 922/h)
20241030-04:01:36 nb_validated 1082 model 4 (finishes Wed 05:30 -- 956/h)
20241030-04:01:49 nb_validated 1051 model 3 (finishes Wed 05:35 -- 926/h)
20241030-04:01:54 nb_validated 1092 model 0 (finishes Wed 05:29 -- 961/h)
20241030-04:02:07 nb_validated 1057 model 2 (finishes Wed 05:35 -- 927/h)
20241030-04:02:12 nb_validated 1095 model 3 (finishes Wed 05:30 -- 959/h)
20241030-04:02:25 nb_validated 1059 model 1 (finishes Wed 05:35 -- 925/h)
20241030-04:02:29 nb_validated 1098 model 0 (finishes Wed 05:30 -- 958/h)
20241030-04:02:43 nb_validated 1061 model 3 (finishes Wed 05:36 -- 923/h)
20241030-04:02:47 nb_validated 1102 model 3 (finishes Wed 05:30 -- 957/h)
20241030-04:03:00 nb_validated 1063 model 3 (finishes Wed 05:36 -- 920/h)
20241030-04:03:05 nb_validated 1106 model 2 (finishes Wed 05:30 -- 957/h)
20241030-04:03:19 nb_validated 1066 model 1 (finishes Wed 05:36 -- 919/h)
20241030-04:03:23 nb_validated 1115 model 2 (finishes Wed 05:29 -- 960/h)
20241030-04:03:37 nb_validated 1067 model 1 (finishes Wed 05:37 -- 916/h)
20241030-04:03:41 nb_validated 1117 model 1 (finishes Wed 05:30 -- 958/h)
20241030-04:03:55 nb_validated 1075 model 0 (finishes Wed 05:36 -- 919/h)
20241030-04:03:59 nb_validated 1125 model 2 (finishes Wed 05:29 -- 960/h)
20241030-04:04:13 nb_validated 1082 model 4 (finishes Wed 05:36 -- 921/h)
20241030-04:04:17 nb_validated 1135 model 0 (finishes Wed 05:29 -- 965/h)
20241030-04:04:31 nb_validated 1087 model 3 (finishes Wed 05:36 -- 921/h)
20241030-04:04:36 nb_validated 1138 model 1 (finishes Wed 05:29 -- 963/h)
20241030-04:04:50 nb_validated 1090 model 1 (finishes Wed 05:36 -- 920/h)
20241030-04:04:54 nb_validated 1147 model 2 (finishes Wed 05:28 -- 967/h)
20241030-04:05:08 nb_validated 1095 model 1 (finishes Wed 05:36 -- 920/h)
20241030-04:05:12 nb_validated 1152 model 2 (finishes Wed 05:28 -- 967/h)
20241030-04:05:27 nb_validated 1099 model 1 (finishes Wed 05:36 -- 919/h)
20241030-04:05:30 nb_validated 1155 model 4 (finishes Wed 05:29 -- 965/h)
20241030-04:05:45 nb_validated 1106 model 4 (finishes Wed 05:36 -- 921/h)
20241030-04:05:48 nb_validated 1160 model 2 (finishes Wed 05:29 -- 965/h)
20241030-04:06:04 nb_validated 1111 model 2 (finishes Wed 05:36 -- 921/h)
20241030-04:06:07 nb_validated 1163 model 2 (finishes Wed 05:29 -- 964/h)
20241030-04:06:22 nb_validated 1113 model 1 (finishes Wed 05:36 -- 919/h)
20241030-04:06:25 nb_validated 1168 model 4 (finishes Wed 05:29 -- 964/h)
20241030-04:06:40 nb_validated 1115 model 3 (finishes Wed 05:37 -- 917/h)
20241030-04:06:43 nb_validated 1171 model 2 (finishes Wed 05:29 -- 962/h)
20241030-04:06:58 nb_validated 1122 model 0 (finishes Wed 05:36 -- 919/h)
20241030-04:07:01 nb_validated 1174 model 3 (finishes Wed 05:29 -- 961/h)
20241030-04:07:16 nb_validated 1125 model 3 (finishes Wed 05:37 -- 918/h)
20241030-04:07:20 nb_validated 1180 model 4 (finishes Wed 05:29 -- 962/h)
20241030-04:07:34 nb_validated 1131 model 3 (finishes Wed 05:36 -- 919/h)
20241030-04:07:38 nb_validated 1186 model 4 (finishes Wed 05:29 -- 963/h)
20241030-04:07:52 nb_validated 1134 model 1 (finishes Wed 05:37 -- 917/h)
20241030-04:07:56 nb_validated 1190 model 0 (finishes Wed 05:29 -- 962/h)
20241030-04:08:10 nb_validated 1141 model 4 (finishes Wed 05:36 -- 919/h)
20241030-04:08:15 nb_validated 1195 model 1 (finishes Wed 05:29 -- 962/h)
20241030-04:08:29 nb_validated 1144 model 3 (finishes Wed 05:37 -- 918/h)
20241030-04:08:33 nb_validated 1201 model 2 (finishes Wed 05:29 -- 963/h)
20241030-04:08:47 nb_validated 1145 model 0 (finishes Wed 05:37 -- 915/h)
20241030-04:08:51 nb_validated 1203 model 0 (finishes Wed 05:29 -- 961/h)
20241030-04:09:05 nb_validated 1150 model 1 (finishes Wed 05:37 -- 915/h)
20241030-04:09:09 nb_validated 1206 model 2 (finishes Wed 05:30 -- 959/h)
20241030-04:09:24 nb_validated 1153 model 0 (finishes Wed 05:37 -- 914/h)
20241030-04:09:28 nb_validated 1212 model 2 (finishes Wed 05:29 -- 960/h)
20241030-04:09:42 nb_validated 1161 model 0 (finishes Wed 05:37 -- 917/h)
20241030-04:09:46 nb_validated 1214 model 1 (finishes Wed 05:30 -- 958/h)
20241030-04:10:00 nb_validated 1165 model 1 (finishes Wed 05:37 -- 916/h)
20241030-04:10:04 nb_validated 1216 model 1 (finishes Wed 05:30 -- 955/h)
20241030-04:10:18 nb_validated 1168 model 3 (finishes Wed 05:37 -- 915/h)
20241030-04:10:23 nb_validated 1217 model 1 (finishes Wed 05:31 -- 952/h)
20241030-04:10:36 nb_validated 1173 model 2 (finishes Wed 05:37 -- 915/h)
20241030-04:10:42 nb_validated 1224 model 4 (finishes Wed 05:30 -- 954/h)
20241030-04:10:54 nb_validated 1180 model 2 (finishes Wed 05:37 -- 917/h)
20241030-04:11:00 nb_validated 1227 model 2 (finishes Wed 05:31 -- 952/h)
20241030-04:11:12 nb_validated 1191 model 4 (finishes Wed 05:36 -- 922/h)
20241030-04:11:18 nb_validated 1238 model 4 (finishes Wed 05:30 -- 957/h)
20241030-04:11:31 nb_validated 1196 model 1 (finishes Wed 05:36 -- 922/h)
20241030-04:11:37 nb_validated 1242 model 4 (finishes Wed 05:30 -- 957/h)
20241030-04:11:49 nb_validated 1198 model 4 (finishes Wed 05:36 -- 920/h)
20241030-04:11:55 nb_validated 1248 model 0 (finishes Wed 05:30 -- 957/h)
20241030-04:12:07 nb_validated 1202 model 3 (finishes Wed 05:36 -- 920/h)
20241030-04:12:13 nb_validated 1251 model 2 (finishes Wed 05:30 -- 956/h)
20241030-04:12:25 nb_validated 1209 model 3 (finishes Wed 05:36 -- 922/h)
20241030-04:12:31 nb_validated 1254 model 0 (finishes Wed 05:30 -- 955/h)
20241030-04:12:43 nb_validated 1219 model 4 (finishes Wed 05:35 -- 926/h)
20241030-04:12:50 nb_validated 1255 model 4 (finishes Wed 05:31 -- 952/h)
20241030-04:13:02 nb_validated 1228 model 4 (finishes Wed 05:35 -- 929/h)
20241030-04:13:08 nb_validated 1259 model 3 (finishes Wed 05:31 -- 951/h)
20241030-04:13:20 nb_validated 1230 model 3 (finishes Wed 05:35 -- 927/h)
20241030-04:13:25 nb_validated 1261 model 3 (finishes Wed 05:31 -- 949/h)
20241030-04:13:38 nb_validated 1236 model 4 (finishes Wed 05:35 -- 928/h)
20241030-04:13:43 nb_validated 1263 model 0 (finishes Wed 05:32 -- 947/h)
20241030-04:13:57 nb_validated 1242 model 1 (finishes Wed 05:35 -- 929/h)
20241030-04:14:02 nb_validated 1270 model 0 (finishes Wed 05:31 -- 949/h)
20241030-04:14:15 nb_validated 1245 model 2 (finishes Wed 05:35 -- 927/h)
20241030-04:14:19 nb_validated 1277 model 2 (finishes Wed 05:31 -- 950/h)
20241030-04:14:33 nb_validated 1248 model 0 (finishes Wed 05:35 -- 926/h)
20241030-04:14:38 nb_validated 1280 model 0 (finishes Wed 05:31 -- 949/h)
20241030-04:14:52 nb_validated 1254 model 4 (finishes Wed 05:35 -- 927/h)
20241030-04:14:56 nb_validated 1283 model 4 (finishes Wed 05:31 -- 948/h)
20241030-04:15:09 nb_validated 1257 model 2 (finishes Wed 05:35 -- 926/h)
20241030-04:15:14 nb_validated 1286 model 1 (finishes Wed 05:32 -- 946/h)
20241030-04:15:28 nb_validated 1264 model 0 (finishes Wed 05:35 -- 928/h)
20241030-04:15:32 nb_validated 1289 model 0 (finishes Wed 05:32 -- 945/h)
20241030-04:15:46 nb_validated 1274 model 2 (finishes Wed 05:34 -- 931/h)
20241030-04:15:51 nb_validated 1294 model 1 (finishes Wed 05:32 -- 945/h)
20241030-04:16:04 nb_validated 1278 model 3 (finishes Wed 05:34 -- 931/h)
20241030-04:16:09 nb_validated 1297 model 4 (finishes Wed 05:32 -- 944/h)
20241030-04:16:22 nb_validated 1282 model 3 (finishes Wed 05:34 -- 931/h)
20241030-04:16:27 nb_validated 1300 model 1 (finishes Wed 05:32 -- 943/h)
20241030-04:16:40 nb_validated 1286 model 0 (finishes Wed 05:34 -- 930/h)
20241030-04:16:45 nb_validated 1306 model 0 (finishes Wed 05:32 -- 944/h)
20241030-04:16:59 nb_validated 1290 model 4 (finishes Wed 05:35 -- 929/h)
20241030-04:17:03 nb_validated 1312 model 2 (finishes Wed 05:32 -- 944/h)
20241030-04:17:17 nb_validated 1293 model 1 (finishes Wed 05:35 -- 928/h)
20241030-04:17:21 nb_validated 1317 model 4 (finishes Wed 05:32 -- 945/h)
20241030-04:17:35 nb_validated 1300 model 4 (finishes Wed 05:34 -- 930/h)
20241030-04:17:39 nb_validated 1319 model 0 (finishes Wed 05:32 -- 943/h)
20241030-04:17:53 nb_validated 1306 model 3 (finishes Wed 05:34 -- 931/h)
20241030-04:17:58 nb_validated 1321 model 1 (finishes Wed 05:33 -- 941/h)
20241030-04:18:12 nb_validated 1309 model 4 (finishes Wed 05:35 -- 929/h)
20241030-04:18:16 nb_validated 1325 model 1 (finishes Wed 05:33 -- 940/h)
20241030-04:18:30 nb_validated 1313 model 0 (finishes Wed 05:35 -- 929/h)
20241030-04:18:34 nb_validated 1329 model 3 (finishes Wed 05:33 -- 940/h)
20241030-04:18:49 nb_validated 1321 model 4 (finishes Wed 05:34 -- 931/h)
20241030-04:18:53 nb_validated 1331 model 1 (finishes Wed 05:33 -- 938/h)
20241030-04:19:07 nb_validated 1326 model 1 (finishes Wed 05:34 -- 931/h)
20241030-04:19:11 nb_validated 1335 model 2 (finishes Wed 05:33 -- 937/h)
20241030-04:19:26 nb_validated 1331 model 2 (finishes Wed 05:34 -- 932/h)
20241030-04:19:30 nb_validated 1344 model 4 (finishes Wed 05:33 -- 940/h)
20241030-04:19:44 nb_validated 1334 model 4 (finishes Wed 05:34 -- 930/h)
20241030-04:19:48 nb_validated 1348 model 2 (finishes Wed 05:33 -- 939/h)
20241030-04:20:02 nb_validated 1345 model 4 (finishes Wed 05:34 -- 935/h)
20241030-04:20:06 nb_validated 1354 model 3 (finishes Wed 05:33 -- 940/h)
20241030-04:20:20 nb_validated 1349 model 3 (finishes Wed 05:34 -- 934/h)
20241030-04:20:24 nb_validated 1357 model 4 (finishes Wed 05:33 -- 939/h)
20241030-04:20:39 nb_validated 1354 model 1 (finishes Wed 05:34 -- 934/h)
20241030-04:20:43 nb_validated 1363 model 0 (finishes Wed 05:33 -- 940/h)
20241030-04:20:57 nb_validated 1358 model 0 (finishes Wed 05:34 -- 934/h)
20241030-04:21:01 nb_validated 1366 model 2 (finishes Wed 05:33 -- 939/h)
20241030-04:21:15 nb_validated 1361 model 0 (finishes Wed 05:34 -- 933/h)
20241030-04:21:19 nb_validated 1366 model 3 (finishes Wed 05:34 -- 935/h)
20241030-04:21:33 nb_validated 1368 model 3 (finishes Wed 05:34 -- 934/h)
20241030-04:21:37 nb_validated 1373 model 0 (finishes Wed 05:33 -- 937/h)
20241030-04:21:52 nb_validated 1375 model 2 (finishes Wed 05:33 -- 936/h)
20241030-04:21:55 nb_validated 1376 model 1 (finishes Wed 05:33 -- 936/h)
20241030-04:22:10 nb_validated 1380 model 4 (finishes Wed 05:33 -- 936/h)
20241030-04:22:13 nb_validated 1379 model 1 (finishes Wed 05:34 -- 935/h)
20241030-04:22:28 nb_validated 1380 model 0 (finishes Wed 05:34 -- 933/h)
20241030-04:22:32 nb_validated 1386 model 0 (finishes Wed 05:33 -- 936/h)
20241030-04:22:47 nb_validated 1382 model 1 (finishes Wed 05:34 -- 931/h)
20241030-04:22:50 nb_validated 1390 model 0 (finishes Wed 05:33 -- 936/h)
20241030-04:23:06 nb_validated 1386 model 2 (finishes Wed 05:34 -- 930/h)
20241030-04:23:08 nb_validated 1396 model 4 (finishes Wed 05:33 -- 936/h)
20241030-04:23:24 nb_validated 1392 model 1 (finishes Wed 05:34 -- 931/h)
20241030-04:23:26 nb_validated 1397 model 3 (finishes Wed 05:34 -- 934/h)
20241030-04:23:42 nb_validated 1398 model 4 (finishes Wed 05:34 -- 932/h)
20241030-04:23:44 nb_validated 1398 model 1 (finishes Wed 05:34 -- 932/h)
20241030-04:24:00 nb_validated 1401 model 3 (finishes Wed 05:34 -- 931/h)
20241030-04:24:02 nb_validated 1405 model 4 (finishes Wed 05:34 -- 933/h)
20241030-04:24:18 nb_validated 1404 model 1 (finishes Wed 05:34 -- 930/h)
20241030-04:24:20 nb_validated 1410 model 0 (finishes Wed 05:34 -- 933/h)
20241030-04:24:37 nb_validated 1409 model 0 (finishes Wed 05:34 -- 930/h)
20241030-04:24:39 nb_validated 1415 model 2 (finishes Wed 05:34 -- 933/h)
20241030-04:24:55 nb_validated 1412 model 1 (finishes Wed 05:35 -- 929/h)
20241030-04:24:57 nb_validated 1418 model 0 (finishes Wed 05:34 -- 932/h)
20241030-04:25:14 nb_validated 1413 model 1 (finishes Wed 05:35 -- 926/h)
20241030-04:25:15 nb_validated 1425 model 2 (finishes Wed 05:34 -- 934/h)
20241030-04:25:32 nb_validated 1415 model 3 (finishes Wed 05:35 -- 925/h)
20241030-04:25:33 nb_validated 1429 model 4 (finishes Wed 05:34 -- 933/h)
20241030-04:25:50 nb_validated 1422 model 2 (finishes Wed 05:35 -- 926/h)
20241030-04:25:52 nb_validated 1432 model 0 (finishes Wed 05:34 -- 932/h)
20241030-04:26:08 nb_validated 1425 model 1 (finishes Wed 05:35 -- 925/h)
20241030-04:26:09 nb_validated 1436 model 2 (finishes Wed 05:34 -- 932/h)
20241030-04:26:27 nb_validated 1428 model 1 (finishes Wed 05:36 -- 924/h)
20241030-04:26:27 nb_validated 1441 model 3 (finishes Wed 05:34 -- 932/h)
20241030-04:26:45 nb_validated 1433 model 2 (finishes Wed 05:36 -- 924/h)
20241030-04:26:45 nb_validated 1446 model 4 (finishes Wed 05:34 -- 932/h)
20241030-04:27:03 nb_validated 1439 model 4 (finishes Wed 05:35 -- 925/h)
20241030-04:27:03 nb_validated 1452 model 0 (finishes Wed 05:34 -- 933/h)
20241030-04:27:21 nb_validated 1449 model 2 (finishes Wed 05:35 -- 928/h)
20241030-04:27:21 nb_validated 1455 model 4 (finishes Wed 05:34 -- 932/h)
20241030-04:27:39 nb_validated 1453 model 1 (finishes Wed 05:35 -- 928/h)
20241030-04:27:40 nb_validated 1460 model 2 (finishes Wed 05:34 -- 932/h)
20241030-04:27:57 nb_validated 1456 model 3 (finishes Wed 05:35 -- 927/h)
20241030-04:27:58 nb_validated 1461 model 1 (finishes Wed 05:34 -- 930/h)
20241030-04:28:15 nb_validated 1461 model 3 (finishes Wed 05:35 -- 927/h)
20241030-04:28:16 nb_validated 1468 model 4 (finishes Wed 05:34 -- 931/h)
20241030-04:28:33 nb_validated 1470 model 4 (finishes Wed 05:34 -- 930/h)
20241030-04:28:34 nb_validated 1474 model 0 (finishes Wed 05:34 -- 932/h)
20241030-04:28:51 nb_validated 1470 model 1 (finishes Wed 05:35 -- 927/h)
20241030-04:28:52 nb_validated 1478 model 0 (finishes Wed 05:34 -- 932/h)
20241030-04:29:10 nb_validated 1474 model 1 (finishes Wed 05:35 -- 926/h)
20241030-04:29:10 nb_validated 1483 model 2 (finishes Wed 05:34 -- 932/h)
20241030-04:29:28 nb_validated 1487 model 2 (finishes Wed 05:34 -- 932/h)
20241030-04:29:28 nb_validated 1475 model 0 (finishes Wed 05:36 -- 924/h)
20241030-04:29:46 nb_validated 1488 model 3 (finishes Wed 05:35 -- 929/h)
20241030-04:29:46 nb_validated 1477 model 3 (finishes Wed 05:36 -- 922/h)
20241030-04:30:04 nb_validated 1495 model 0 (finishes Wed 05:34 -- 931/h)
20241030-04:30:04 nb_validated 1480 model 0 (finishes Wed 05:36 -- 921/h)
20241030-04:30:22 nb_validated 1496 model 2 (finishes Wed 05:35 -- 929/h)
20241030-04:30:22 nb_validated 1482 model 1 (finishes Wed 05:36 -- 920/h)
20241030-04:30:40 nb_validated 1506 model 2 (finishes Wed 05:34 -- 932/h)
20241030-04:30:41 nb_validated 1490 model 4 (finishes Wed 05:36 -- 922/h)
20241030-04:30:58 nb_validated 1512 model 0 (finishes Wed 05:34 -- 933/h)
20241030-04:30:59 nb_validated 1495 model 3 (finishes Wed 05:36 -- 922/h)
20241030-04:31:16 nb_validated 1498 model 3 (finishes Wed 05:36 -- 921/h)
20241030-04:31:17 nb_validated 1522 model 4 (finishes Wed 05:33 -- 936/h)
20241030-04:31:35 nb_validated 1501 model 0 (finishes Wed 05:36 -- 920/h)
20241030-04:31:35 nb_validated 1527 model 1 (finishes Wed 05:33 -- 936/h)
20241030-04:31:53 nb_validated 1503 model 4 (finishes Wed 05:36 -- 918/h)
20241030-04:31:53 nb_validated 1530 model 2 (finishes Wed 05:34 -- 935/h)
20241030-04:32:11 nb_validated 1513 model 3 (finishes Wed 05:36 -- 922/h)
20241030-04:32:12 nb_validated 1536 model 2 (finishes Wed 05:33 -- 936/h)
20241030-04:32:28 nb_validated 1514 model 3 (finishes Wed 05:36 -- 920/h)
20241030-04:32:30 nb_validated 1539 model 2 (finishes Wed 05:34 -- 935/h)
20241030-04:32:47 nb_validated 1519 model 4 (finishes Wed 05:36 -- 920/h)
20241030-04:32:49 nb_validated 1541 model 2 (finishes Wed 05:34 -- 933/h)
20241030-04:33:05 nb_validated 1521 model 3 (finishes Wed 05:37 -- 918/h)
20241030-04:33:06 nb_validated 1548 model 0 (finishes Wed 05:34 -- 934/h)
20241030-04:33:23 nb_validated 1528 model 0 (finishes Wed 05:36 -- 920/h)
20241030-04:33:24 nb_validated 1549 model 4 (finishes Wed 05:34 -- 932/h)
20241030-04:33:41 nb_validated 1536 model 3 (finishes Wed 05:36 -- 922/h)
20241030-04:33:42 nb_validated 1553 model 3 (finishes Wed 05:34 -- 932/h)
20241030-04:33:59 nb_validated 1542 model 0 (finishes Wed 05:36 -- 922/h)
20241030-04:34:00 nb_validated 1560 model 0 (finishes Wed 05:34 -- 933/h)
20241030-04:34:17 nb_validated 1545 model 4 (finishes Wed 05:36 -- 921/h)
20241030-04:34:18 nb_validated 1569 model 4 (finishes Wed 05:33 -- 936/h)
20241030-04:34:36 nb_validated 1552 model 0 (finishes Wed 05:36 -- 923/h)
20241030-04:34:37 nb_validated 1572 model 4 (finishes Wed 05:34 -- 935/h)
20241030-04:34:54 nb_validated 1553 model 0 (finishes Wed 05:36 -- 921/h)
20241030-04:34:55 nb_validated 1576 model 1 (finishes Wed 05:34 -- 934/h)
20241030-04:35:13 nb_validated 1557 model 1 (finishes Wed 05:36 -- 920/h)
20241030-04:35:13 nb_validated 1582 model 0 (finishes Wed 05:34 -- 935/h)
20241030-04:35:30 nb_validated 1557 model 3 (finishes Wed 05:37 -- 918/h)
20241030-04:35:31 nb_validated 1586 model 3 (finishes Wed 05:34 -- 934/h)
20241030-04:35:49 nb_validated 1563 model 0 (finishes Wed 05:37 -- 918/h)
20241030-04:35:49 nb_validated 1590 model 2 (finishes Wed 05:34 -- 934/h)
20241030-04:36:07 nb_validated 1566 model 4 (finishes Wed 05:37 -- 917/h)
20241030-04:36:08 nb_validated 1593 model 1 (finishes Wed 05:34 -- 933/h)
20241030-04:36:25 nb_validated 1595 model 3 (finishes Wed 05:34 -- 932/h)
20241030-04:36:25 nb_validated 1569 model 3 (finishes Wed 05:37 -- 916/h)
20241030-04:36:43 nb_validated 1598 model 2 (finishes Wed 05:34 -- 931/h)
20241030-04:36:43 nb_validated 1571 model 2 (finishes Wed 05:37 -- 915/h)
20241030-04:37:01 nb_validated 1606 model 2 (finishes Wed 05:34 -- 933/h)
20241030-04:37:02 nb_validated 1575 model 1 (finishes Wed 05:37 -- 914/h)
20241030-04:37:20 nb_validated 1611 model 2 (finishes Wed 05:34 -- 933/h)
20241030-04:37:20 nb_validated 1577 model 1 (finishes Wed 05:37 -- 913/h)
20241030-04:37:38 nb_validated 1617 model 3 (finishes Wed 05:34 -- 933/h)
20241030-04:37:39 nb_validated 1584 model 2 (finishes Wed 05:37 -- 914/h)
20241030-04:37:56 nb_validated 1622 model 4 (finishes Wed 05:34 -- 934/h)
20241030-04:37:57 nb_validated 1587 model 1 (finishes Wed 05:37 -- 913/h)
20241030-04:38:14 nb_validated 1623 model 3 (finishes Wed 05:34 -- 931/h)
20241030-04:38:15 nb_validated 1591 model 3 (finishes Wed 05:37 -- 913/h)
20241030-04:38:33 nb_validated 1634 model 4 (finishes Wed 05:34 -- 935/h)
20241030-04:38:33 nb_validated 1594 model 1 (finishes Wed 05:38 -- 912/h)
20241030-04:38:50 nb_validated 1638 model 3 (finishes Wed 05:34 -- 935/h)
20241030-04:38:51 nb_validated 1599 model 4 (finishes Wed 05:38 -- 912/h)
20241030-04:39:08 nb_validated 1646 model 2 (finishes Wed 05:33 -- 937/h)
20241030-04:39:10 nb_validated 1605 model 0 (finishes Wed 05:37 -- 913/h)
20241030-04:39:27 nb_validated 1652 model 1 (finishes Wed 05:33 -- 937/h)
20241030-04:39:28 nb_validated 1609 model 4 (finishes Wed 05:38 -- 913/h)
20241030-04:39:45 nb_validated 1658 model 2 (finishes Wed 05:33 -- 938/h)
20241030-04:39:46 nb_validated 1616 model 3 (finishes Wed 05:37 -- 914/h)
20241030-04:40:03 nb_validated 1661 model 0 (finishes Wed 05:33 -- 937/h)
20241030-04:40:04 nb_validated 1622 model 0 (finishes Wed 05:37 -- 915/h)
20241030-04:40:21 nb_validated 1668 model 0 (finishes Wed 05:33 -- 938/h)
20241030-04:40:23 nb_validated 1628 model 1 (finishes Wed 05:37 -- 916/h)
20241030-04:40:40 nb_validated 1671 model 4 (finishes Wed 05:33 -- 937/h)
20241030-04:40:41 nb_validated 1633 model 0 (finishes Wed 05:37 -- 916/h)
20241030-04:40:58 nb_validated 1682 model 4 (finishes Wed 05:33 -- 941/h)
20241030-04:40:59 nb_validated 1636 model 0 (finishes Wed 05:37 -- 915/h)
20241030-04:41:16 nb_validated 1686 model 4 (finishes Wed 05:33 -- 940/h)
20241030-04:41:17 nb_validated 1637 model 4 (finishes Wed 05:37 -- 913/h)
20241030-04:41:34 nb_validated 1641 model 2 (finishes Wed 05:38 -- 913/h)
20241030-04:41:34 nb_validated 1690 model 0 (finishes Wed 05:33 -- 940/h)
20241030-04:41:53 nb_validated 1647 model 4 (finishes Wed 05:37 -- 913/h)
20241030-04:41:53 nb_validated 1695 model 4 (finishes Wed 05:33 -- 940/h)
20241030-04:42:11 nb_validated 1700 model 0 (finishes Wed 05:33 -- 940/h)
20241030-04:42:11 nb_validated 1653 model 1 (finishes Wed 05:37 -- 914/h)
20241030-04:42:29 nb_validated 1701 model 0 (finishes Wed 05:33 -- 938/h)
20241030-04:42:29 nb_validated 1656 model 3 (finishes Wed 05:37 -- 913/h)
20241030-04:42:47 nb_validated 1706 model 4 (finishes Wed 05:33 -- 938/h)
20241030-04:42:48 nb_validated 1658 model 2 (finishes Wed 05:38 -- 912/h)
20241030-04:43:06 nb_validated 1709 model 1 (finishes Wed 05:33 -- 937/h)
20241030-04:43:06 nb_validated 1661 model 1 (finishes Wed 05:38 -- 911/h)
20241030-04:43:24 nb_validated 1711 model 3 (finishes Wed 05:33 -- 936/h)
20241030-04:43:24 nb_validated 1662 model 1 (finishes Wed 05:38 -- 909/h)
20241030-04:43:42 nb_validated 1715 model 3 (finishes Wed 05:34 -- 935/h)
20241030-04:43:42 nb_validated 1664 model 2 (finishes Wed 05:38 -- 907/h)
20241030-04:44:00 nb_validated 1721 model 3 (finishes Wed 05:33 -- 936/h)
20241030-04:44:01 nb_validated 1667 model 4 (finishes Wed 05:39 -- 907/h)
20241030-04:44:18 nb_validated 1724 model 2 (finishes Wed 05:34 -- 935/h)
20241030-04:44:19 nb_validated 1670 model 0 (finishes Wed 05:39 -- 906/h)
20241030-04:44:36 nb_validated 1733 model 0 (finishes Wed 05:33 -- 937/h)
20241030-04:44:37 nb_validated 1677 model 3 (finishes Wed 05:39 -- 907/h)
20241030-04:44:54 nb_validated 1740 model 1 (finishes Wed 05:33 -- 939/h)
20241030-04:44:55 nb_validated 1688 model 1 (finishes Wed 05:38 -- 911/h)
20241030-04:45:12 nb_validated 1744 model 4 (finishes Wed 05:33 -- 938/h)
20241030-04:45:13 nb_validated 1692 model 0 (finishes Wed 05:38 -- 910/h)
20241030-04:45:31 nb_validated 1747 model 0 (finishes Wed 05:33 -- 937/h)
20241030-04:45:31 nb_validated 1694 model 4 (finishes Wed 05:38 -- 909/h)
20241030-04:45:49 nb_validated 1749 model 1 (finishes Wed 05:33 -- 936/h)
20241030-04:45:49 nb_validated 1697 model 3 (finishes Wed 05:38 -- 908/h)
20241030-04:46:08 nb_validated 1701 model 0 (finishes Wed 05:38 -- 908/h)
20241030-04:46:08 nb_validated 1753 model 4 (finishes Wed 05:34 -- 935/h)
20241030-04:46:26 nb_validated 1760 model 1 (finishes Wed 05:33 -- 937/h)
20241030-04:46:26 nb_validated 1707 model 4 (finishes Wed 05:38 -- 908/h)
20241030-04:46:44 nb_validated 1765 model 0 (finishes Wed 05:33 -- 937/h)
20241030-04:46:44 nb_validated 1713 model 2 (finishes Wed 05:38 -- 909/h)
20241030-04:47:02 nb_validated 1775 model 0 (finishes Wed 05:33 -- 940/h)
20241030-04:47:03 nb_validated 1716 model 1 (finishes Wed 05:38 -- 908/h)
20241030-04:47:20 nb_validated 1778 model 4 (finishes Wed 05:33 -- 939/h)
20241030-04:47:21 nb_validated 1718 model 0 (finishes Wed 05:39 -- 907/h)
20241030-04:47:38 nb_validated 1783 model 0 (finishes Wed 05:33 -- 939/h)
20241030-04:47:39 nb_validated 1728 model 4 (finishes Wed 05:38 -- 910/h)
20241030-04:47:56 nb_validated 1786 model 2 (finishes Wed 05:33 -- 938/h)
20241030-04:47:58 nb_validated 1734 model 0 (finishes Wed 05:38 -- 910/h)
20241030-04:48:14 nb_validated 1787 model 1 (finishes Wed 05:33 -- 936/h)
20241030-04:48:16 nb_validated 1736 model 1 (finishes Wed 05:38 -- 909/h)
20241030-04:48:32 nb_validated 1794 model 2 (finishes Wed 05:33 -- 937/h)
20241030-04:48:34 nb_validated 1741 model 4 (finishes Wed 05:38 -- 909/h)
20241030-04:48:51 nb_validated 1799 model 2 (finishes Wed 05:33 -- 937/h)
20241030-04:48:52 nb_validated 1742 model 0 (finishes Wed 05:38 -- 907/h)
20241030-04:49:08 nb_validated 1800 model 3 (finishes Wed 05:34 -- 935/h)
20241030-04:49:11 nb_validated 1750 model 0 (finishes Wed 05:38 -- 909/h)
20241030-04:49:26 nb_validated 1804 model 0 (finishes Wed 05:34 -- 935/h)
20241030-04:49:29 nb_validated 1751 model 0 (finishes Wed 05:38 -- 907/h)
20241030-04:49:44 nb_validated 1809 model 0 (finishes Wed 05:34 -- 935/h)
20241030-04:49:47 nb_validated 1755 model 2 (finishes Wed 05:39 -- 907/h)
20241030-04:50:01 nb_validated 1811 model 2 (finishes Wed 05:34 -- 934/h)
20241030-04:50:05 nb_validated 1759 model 0 (finishes Wed 05:39 -- 907/h)
20241030-04:50:20 nb_validated 1818 model 4 (finishes Wed 05:34 -- 935/h)
20241030-04:50:23 nb_validated 1762 model 4 (finishes Wed 05:39 -- 906/h)
20241030-04:50:37 nb_validated 1820 model 0 (finishes Wed 05:34 -- 934/h)
20241030-04:50:41 nb_validated 1769 model 0 (finishes Wed 05:39 -- 907/h)
20241030-04:50:56 nb_validated 1823 model 2 (finishes Wed 05:34 -- 933/h)
20241030-04:50:59 nb_validated 1772 model 3 (finishes Wed 05:39 -- 906/h)
20241030-04:51:14 nb_validated 1829 model 0 (finishes Wed 05:34 -- 934/h)
20241030-04:51:17 nb_validated 1777 model 4 (finishes Wed 05:39 -- 907/h)
20241030-04:51:32 nb_validated 1832 model 0 (finishes Wed 05:34 -- 933/h)
20241030-04:51:35 nb_validated 1780 model 1 (finishes Wed 05:39 -- 906/h)
20241030-04:51:50 nb_validated 1838 model 1 (finishes Wed 05:34 -- 933/h)
20241030-04:51:53 nb_validated 1785 model 4 (finishes Wed 05:39 -- 906/h)
20241030-04:52:08 nb_validated 1844 model 3 (finishes Wed 05:34 -- 934/h)
20241030-04:52:11 nb_validated 1788 model 3 (finishes Wed 05:39 -- 905/h)
20241030-04:52:26 nb_validated 1853 model 2 (finishes Wed 05:33 -- 936/h)
20241030-04:52:30 nb_validated 1789 model 3 (finishes Wed 05:39 -- 903/h)
20241030-04:52:44 nb_validated 1861 model 2 (finishes Wed 05:33 -- 938/h)
20241030-04:52:48 nb_validated 1795 model 1 (finishes Wed 05:39 -- 904/h)
20241030-04:53:02 nb_validated 1867 model 4 (finishes Wed 05:33 -- 939/h)
20241030-04:53:07 nb_validated 1802 model 2 (finishes Wed 05:39 -- 905/h)
20241030-04:53:20 nb_validated 1871 model 3 (finishes Wed 05:33 -- 938/h)
20241030-04:53:24 nb_validated 1807 model 3 (finishes Wed 05:39 -- 906/h)
20241030-04:53:39 nb_validated 1877 model 1 (finishes Wed 05:33 -- 939/h)
20241030-04:53:42 nb_validated 1813 model 3 (finishes Wed 05:39 -- 906/h)
20241030-04:53:57 nb_validated 1886 model 3 (finishes Wed 05:33 -- 941/h)
20241030-04:54:01 nb_validated 1816 model 1 (finishes Wed 05:39 -- 905/h)
20241030-04:54:15 nb_validated 1890 model 3 (finishes Wed 05:33 -- 941/h)
20241030-04:54:19 nb_validated 1825 model 0 (finishes Wed 05:38 -- 908/h)
20241030-04:54:33 nb_validated 1897 model 2 (finishes Wed 05:32 -- 942/h)
20241030-04:54:37 nb_validated 1831 model 2 (finishes Wed 05:38 -- 908/h)
20241030-04:54:51 nb_validated 1900 model 4 (finishes Wed 05:33 -- 941/h)
20241030-04:54:56 nb_validated 1836 model 1 (finishes Wed 05:38 -- 909/h)
20241030-04:55:09 nb_validated 1904 model 0 (finishes Wed 05:33 -- 940/h)
20241030-04:55:14 nb_validated 1844 model 4 (finishes Wed 05:38 -- 910/h)
20241030-04:55:28 nb_validated 1905 model 2 (finishes Wed 05:33 -- 939/h)
20241030-04:55:32 nb_validated 1846 model 2 (finishes Wed 05:38 -- 909/h)
20241030-04:55:45 nb_validated 1910 model 3 (finishes Wed 05:33 -- 939/h)
20241030-04:55:51 nb_validated 1858 model 4 (finishes Wed 05:38 -- 913/h)
20241030-04:56:03 nb_validated 1916 model 0 (finishes Wed 05:33 -- 939/h)
20241030-04:56:09 nb_validated 1862 model 2 (finishes Wed 05:38 -- 912/h)
20241030-04:56:21 nb_validated 1920 model 0 (finishes Wed 05:33 -- 939/h)
20241030-04:56:26 nb_validated 1868 model 3 (finishes Wed 05:37 -- 913/h)
20241030-04:56:40 nb_validated 1926 model 1 (finishes Wed 05:33 -- 940/h)
20241030-04:56:45 nb_validated 1869 model 1 (finishes Wed 05:38 -- 911/h)
20241030-04:56:58 nb_validated 1929 model 2 (finishes Wed 05:33 -- 939/h)
20241030-04:57:03 nb_validated 1876 model 3 (finishes Wed 05:38 -- 912/h)
20241030-04:57:16 nb_validated 1935 model 2 (finishes Wed 05:33 -- 939/h)
20241030-04:57:21 nb_validated 1880 model 3 (finishes Wed 05:38 -- 912/h)
20241030-04:57:34 nb_validated 1941 model 1 (finishes Wed 05:33 -- 940/h)
20241030-04:57:39 nb_validated 1882 model 3 (finishes Wed 05:38 -- 911/h)
20241030-04:57:52 nb_validated 1950 model 2 (finishes Wed 05:32 -- 942/h)
20241030-04:57:57 nb_validated 1886 model 0 (finishes Wed 05:38 -- 911/h)
20241030-04:58:11 nb_validated 1953 model 1 (finishes Wed 05:33 -- 941/h)
20241030-04:58:15 nb_validated 1888 model 1 (finishes Wed 05:38 -- 909/h)
20241030-04:58:29 nb_validated 1961 model 2 (finishes Wed 05:32 -- 943/h)
20241030-04:58:33 nb_validated 1893 model 1 (finishes Wed 05:38 -- 910/h)
20241030-04:58:47 nb_validated 1965 model 4 (finishes Wed 05:32 -- 942/h)
20241030-04:58:52 nb_validated 1897 model 4 (finishes Wed 05:38 -- 909/h)
20241030-04:59:05 nb_validated 1968 model 2 (finishes Wed 05:32 -- 942/h)
20241030-04:59:10 nb_validated 1900 model 3 (finishes Wed 05:38 -- 908/h)
20241030-04:59:23 nb_validated 1970 model 1 (finishes Wed 05:33 -- 940/h)
20241030-04:59:28 nb_validated 1903 model 3 (finishes Wed 05:38 -- 908/h)
20241030-04:59:41 nb_validated 1974 model 4 (finishes Wed 05:33 -- 940/h)
20241030-04:59:47 nb_validated 1909 model 1 (finishes Wed 05:38 -- 908/h)
20241030-04:59:58 nb_validated 1979 model 3 (finishes Wed 05:33 -- 940/h)
20241030-05:00:05 nb_validated 1916 model 0 (finishes Wed 05:38 -- 909/h)
20241030-05:00:15 nb_validated 1981 model 3 (finishes Wed 05:33 -- 939/h)
20241030-05:00:23 nb_validated 1919 model 1 (finishes Wed 05:38 -- 909/h)
20241030-05:00:34 nb_validated 1986 model 0 (finishes Wed 05:33 -- 939/h)
20241030-05:00:41 nb_validated 1924 model 4 (finishes Wed 05:38 -- 909/h)
20241030-05:00:52 nb_validated 1990 model 0 (finishes Wed 05:33 -- 939/h)
20241030-05:01:00 nb_validated 1933 model 1 (finishes Wed 05:38 -- 911/h)
20241030-05:01:10 nb_validated 1993 model 2 (finishes Wed 05:33 -- 938/h)
20241030-05:01:18 nb_validated 1934 model 1 (finishes Wed 05:38 -- 909/h)
20241030-05:01:28 nb_validated 1995 model 2 (finishes Wed 05:33 -- 937/h)
20241030-05:01:37 nb_validated 1939 model 1 (finishes Wed 05:38 -- 909/h)
20241030-05:01:46 nb_validated 1998 model 4 (finishes Wed 05:33 -- 936/h)
20241030-05:01:55 nb_validated 1944 model 4 (finishes Wed 05:38 -- 909/h)
20241030-05:02:04 nb_validated 2004 model 4 (finishes Wed 05:33 -- 936/h)
20241030-05:02:14 nb_validated 1949 model 4 (finishes Wed 05:38 -- 910/h)
20241030-05:02:23 nb_validated 2009 model 2 (finishes Wed 05:33 -- 937/h)
20241030-05:02:32 nb_validated 1951 model 1 (finishes Wed 05:38 -- 908/h)
20241030-05:02:41 nb_validated 2011 model 1 (finishes Wed 05:34 -- 935/h)
20241030-05:02:50 nb_validated 1959 model 0 (finishes Wed 05:38 -- 910/h)
20241030-05:02:59 nb_validated 2015 model 1 (finishes Wed 05:34 -- 935/h)
20241030-05:03:08 nb_validated 1963 model 4 (finishes Wed 05:38 -- 910/h)
20241030-05:03:17 nb_validated 2019 model 2 (finishes Wed 05:34 -- 935/h)
20241030-05:03:26 nb_validated 1966 model 4 (finishes Wed 05:38 -- 909/h)
20241030-05:03:35 nb_validated 2022 model 4 (finishes Wed 05:34 -- 934/h)
20241030-05:03:44 nb_validated 1969 model 1 (finishes Wed 05:38 -- 908/h)
20241030-05:03:54 nb_validated 2025 model 3 (finishes Wed 05:34 -- 933/h)
20241030-05:04:02 nb_validated 1972 model 4 (finishes Wed 05:38 -- 908/h)
20241030-05:04:12 nb_validated 2033 model 4 (finishes Wed 05:34 -- 935/h)
20241030-05:04:20 nb_validated 1978 model 4 (finishes Wed 05:38 -- 908/h)
20241030-05:04:30 nb_validated 2034 model 0 (finishes Wed 05:34 -- 933/h)
20241030-05:04:38 nb_validated 1981 model 3 (finishes Wed 05:38 -- 908/h)
20241030-05:04:49 nb_validated 2038 model 1 (finishes Wed 05:34 -- 932/h)
20241030-05:04:56 nb_validated 1988 model 3 (finishes Wed 05:38 -- 909/h)
20241030-05:05:07 nb_validated 2038 model 3 (finishes Wed 05:34 -- 930/h)
20241030-05:05:15 nb_validated 1994 model 4 (finishes Wed 05:38 -- 909/h)
20241030-05:05:25 nb_validated 2043 model 2 (finishes Wed 05:34 -- 930/h)
20241030-05:05:33 nb_validated 1997 model 2 (finishes Wed 05:38 -- 909/h)
20241030-05:05:43 nb_validated 2048 model 2 (finishes Wed 05:34 -- 931/h)
20241030-05:05:50 nb_validated 2001 model 1 (finishes Wed 05:38 -- 908/h)
20241030-05:06:01 nb_validated 2052 model 3 (finishes Wed 05:34 -- 930/h)
20241030-05:06:09 nb_validated 2007 model 0 (finishes Wed 05:38 -- 909/h)
20241030-05:06:20 nb_validated 2057 model 0 (finishes Wed 05:34 -- 930/h)
20241030-05:06:26 nb_validated 2010 model 0 (finishes Wed 05:38 -- 908/h)
20241030-05:06:38 nb_validated 2061 model 0 (finishes Wed 05:34 -- 930/h)
20241030-05:06:44 nb_validated 2012 model 0 (finishes Wed 05:39 -- 907/h)
20241030-05:06:56 nb_validated 2064 model 4 (finishes Wed 05:35 -- 929/h)
20241030-05:07:02 nb_validated 2022 model 2 (finishes Wed 05:38 -- 910/h)
20241030-05:07:15 nb_validated 2067 model 2 (finishes Wed 05:35 -- 928/h)
20241030-05:07:21 nb_validated 2030 model 1 (finishes Wed 05:38 -- 911/h)
20241030-05:07:33 nb_validated 2070 model 1 (finishes Wed 05:35 -- 928/h)
20241030-05:07:40 nb_validated 2031 model 0 (finishes Wed 05:38 -- 909/h)
20241030-05:07:51 nb_validated 2078 model 0 (finishes Wed 05:35 -- 929/h)
20241030-05:07:58 nb_validated 2035 model 3 (finishes Wed 05:38 -- 909/h)
20241030-05:08:10 nb_validated 2083 model 1 (finishes Wed 05:35 -- 929/h)
20241030-05:08:16 nb_validated 2037 model 3 (finishes Wed 05:38 -- 908/h)
20241030-05:08:28 nb_validated 2090 model 1 (finishes Wed 05:34 -- 930/h)
20241030-05:08:34 nb_validated 2045 model 4 (finishes Wed 05:38 -- 910/h)
20241030-05:08:47 nb_validated 2100 model 0 (finishes Wed 05:34 -- 933/h)
20241030-05:08:52 nb_validated 2049 model 4 (finishes Wed 05:38 -- 909/h)
20241030-05:09:05 nb_validated 2105 model 4 (finishes Wed 05:34 -- 933/h)
20241030-05:09:11 nb_validated 2054 model 1 (finishes Wed 05:38 -- 909/h)
20241030-05:09:23 nb_validated 2109 model 2 (finishes Wed 05:34 -- 932/h)
20241030-05:09:29 nb_validated 2059 model 1 (finishes Wed 05:38 -- 910/h)
20241030-05:09:40 nb_validated 2113 model 3 (finishes Wed 05:34 -- 932/h)
20241030-05:09:48 nb_validated 2063 model 1 (finishes Wed 05:38 -- 909/h)
20241030-05:09:58 nb_validated 2117 model 3 (finishes Wed 05:34 -- 932/h)
20241030-05:10:06 nb_validated 2066 model 0 (finishes Wed 05:38 -- 909/h)
20241030-05:10:16 nb_validated 2126 model 2 (finishes Wed 05:34 -- 934/h)
20241030-05:10:24 nb_validated 2072 model 4 (finishes Wed 05:38 -- 909/h)
20241030-05:10:34 nb_validated 2129 model 3 (finishes Wed 05:34 -- 933/h)
20241030-05:10:43 nb_validated 2075 model 4 (finishes Wed 05:38 -- 908/h)
20241030-05:10:53 nb_validated 2132 model 1 (finishes Wed 05:34 -- 932/h)
20241030-05:11:01 nb_validated 2085 model 4 (finishes Wed 05:38 -- 911/h)
20241030-05:11:11 nb_validated 2134 model 1 (finishes Wed 05:34 -- 931/h)
20241030-05:11:19 nb_validated 2089 model 3 (finishes Wed 05:38 -- 911/h)
20241030-05:11:29 nb_validated 2139 model 2 (finishes Wed 05:34 -- 931/h)
20241030-05:11:37 nb_validated 2095 model 0 (finishes Wed 05:38 -- 911/h)
20241030-05:11:47 nb_validated 2142 model 3 (finishes Wed 05:34 -- 931/h)
20241030-05:11:55 nb_validated 2099 model 4 (finishes Wed 05:38 -- 911/h)
20241030-05:12:05 nb_validated 2143 model 1 (finishes Wed 05:35 -- 929/h)
20241030-05:12:13 nb_validated 2107 model 3 (finishes Wed 05:38 -- 912/h)
20241030-05:12:24 nb_validated 2144 model 2 (finishes Wed 05:35 -- 927/h)
20241030-05:12:32 nb_validated 2113 model 0 (finishes Wed 05:37 -- 913/h)
20241030-05:12:42 nb_validated 2149 model 2 (finishes Wed 05:35 -- 927/h)
20241030-05:12:49 nb_validated 2115 model 0 (finishes Wed 05:38 -- 912/h)
20241030-05:13:00 nb_validated 2153 model 2 (finishes Wed 05:35 -- 927/h)
20241030-05:13:08 nb_validated 2122 model 1 (finishes Wed 05:37 -- 913/h)
20241030-05:13:18 nb_validated 2156 model 3 (finishes Wed 05:35 -- 926/h)
20241030-05:13:26 nb_validated 2129 model 2 (finishes Wed 05:37 -- 914/h)
20241030-05:13:36 nb_validated 2160 model 2 (finishes Wed 05:35 -- 926/h)
20241030-05:13:45 nb_validated 2131 model 0 (finishes Wed 05:37 -- 913/h)
20241030-05:13:54 nb_validated 2169 model 3 (finishes Wed 05:35 -- 928/h)
20241030-05:14:03 nb_validated 2139 model 1 (finishes Wed 05:37 -- 914/h)
20241030-05:14:12 nb_validated 2173 model 0 (finishes Wed 05:35 -- 928/h)
20241030-05:14:22 nb_validated 2147 model 0 (finishes Wed 05:37 -- 916/h)
20241030-05:14:30 nb_validated 2181 model 0 (finishes Wed 05:35 -- 929/h)
20241030-05:14:40 nb_validated 2156 model 0 (finishes Wed 05:37 -- 917/h)
20241030-05:14:49 nb_validated 2187 model 0 (finishes Wed 05:35 -- 930/h)
20241030-05:14:58 nb_validated 2160 model 3 (finishes Wed 05:37 -- 917/h)
20241030-05:15:07 nb_validated 2188 model 1 (finishes Wed 05:35 -- 928/h)
20241030-05:15:16 nb_validated 2165 model 0 (finishes Wed 05:37 -- 917/h)
20241030-05:15:25 nb_validated 2191 model 0 (finishes Wed 05:35 -- 927/h)
20241030-05:15:35 nb_validated 2166 model 4 (finishes Wed 05:37 -- 916/h)
20241030-05:15:43 nb_validated 2195 model 1 (finishes Wed 05:35 -- 927/h)
20241030-05:15:53 nb_validated 2171 model 0 (finishes Wed 05:37 -- 916/h)
20241030-05:16:02 nb_validated 2198 model 2 (finishes Wed 05:35 -- 926/h)
20241030-05:16:12 nb_validated 2177 model 2 (finishes Wed 05:37 -- 916/h)
20241030-05:16:20 nb_validated 2202 model 2 (finishes Wed 05:35 -- 926/h)
20241030-05:16:30 nb_validated 2179 model 1 (finishes Wed 05:37 -- 915/h)
20241030-05:16:37 nb_validated 2206 model 2 (finishes Wed 05:35 -- 926/h)
20241030-05:16:49 nb_validated 2184 model 2 (finishes Wed 05:37 -- 915/h)
20241030-05:16:56 nb_validated 2209 model 2 (finishes Wed 05:35 -- 925/h)
20241030-05:17:06 nb_validated 2188 model 0 (finishes Wed 05:37 -- 915/h)
20241030-05:17:12 nb_validated 2210 model 3 (finishes Wed 05:36 -- 924/h)
20241030-05:17:24 nb_validated 2194 model 3 (finishes Wed 05:37 -- 916/h)
20241030-05:17:30 nb_validated 2217 model 2 (finishes Wed 05:35 -- 925/h)
20241030-05:17:42 nb_validated 2197 model 2 (finishes Wed 05:37 -- 915/h)
20241030-05:17:49 nb_validated 2221 model 4 (finishes Wed 05:35 -- 924/h)
20241030-05:18:00 nb_validated 2204 model 4 (finishes Wed 05:37 -- 916/h)
20241030-05:18:06 nb_validated 2228 model 3 (finishes Wed 05:35 -- 926/h)
20241030-05:18:19 nb_validated 2208 model 1 (finishes Wed 05:37 -- 916/h)
20241030-05:18:25 nb_validated 2234 model 1 (finishes Wed 05:35 -- 926/h)
20241030-05:18:36 nb_validated 2212 model 0 (finishes Wed 05:37 -- 916/h)
20241030-05:18:42 nb_validated 2236 model 3 (finishes Wed 05:35 -- 925/h)
20241030-05:18:54 nb_validated 2217 model 1 (finishes Wed 05:37 -- 916/h)
20241030-05:19:00 nb_validated 2241 model 0 (finishes Wed 05:35 -- 925/h)
20241030-05:19:13 nb_validated 2220 model 2 (finishes Wed 05:37 -- 915/h)
20241030-05:19:18 nb_validated 2243 model 2 (finishes Wed 05:35 -- 924/h)
20241030-05:19:31 nb_validated 2225 model 1 (finishes Wed 05:37 -- 915/h)
20241030-05:19:36 nb_validated 2245 model 3 (finishes Wed 05:36 -- 923/h)
20241030-05:19:49 nb_validated 2229 model 3 (finishes Wed 05:37 -- 915/h)
20241030-05:19:54 nb_validated 2253 model 2 (finishes Wed 05:35 -- 924/h)
20241030-05:20:07 nb_validated 2231 model 1 (finishes Wed 05:37 -- 914/h)
20241030-05:20:13 nb_validated 2259 model 4 (finishes Wed 05:35 -- 925/h)
20241030-05:20:25 nb_validated 2237 model 3 (finishes Wed 05:37 -- 915/h)
20241030-05:20:31 nb_validated 2261 model 1 (finishes Wed 05:36 -- 924/h)
20241030-05:20:43 nb_validated 2246 model 4 (finishes Wed 05:37 -- 916/h)
20241030-05:20:49 nb_validated 2265 model 4 (finishes Wed 05:36 -- 923/h)
20241030-05:21:02 nb_validated 2250 model 0 (finishes Wed 05:37 -- 916/h)
20241030-05:21:07 nb_validated 2271 model 3 (finishes Wed 05:35 -- 924/h)
20241030-05:21:20 nb_validated 2256 model 3 (finishes Wed 05:37 -- 917/h)
20241030-05:21:24 nb_validated 2275 model 3 (finishes Wed 05:36 -- 924/h)
20241030-05:21:38 nb_validated 2260 model 2 (finishes Wed 05:37 -- 916/h)
20241030-05:21:43 nb_validated 2278 model 0 (finishes Wed 05:36 -- 923/h)
20241030-05:21:56 nb_validated 2262 model 3 (finishes Wed 05:37 -- 915/h)
20241030-05:22:01 nb_validated 2280 model 3 (finishes Wed 05:36 -- 922/h)
20241030-05:22:14 nb_validated 2264 model 4 (finishes Wed 05:37 -- 914/h)
20241030-05:22:19 nb_validated 2286 model 0 (finishes Wed 05:36 -- 923/h)
20241030-05:22:33 nb_validated 2273 model 4 (finishes Wed 05:37 -- 916/h)
20241030-05:22:37 nb_validated 2300 model 4 (finishes Wed 05:35 -- 926/h)
20241030-05:22:50 nb_validated 2276 model 1 (finishes Wed 05:37 -- 915/h)
20241030-05:22:55 nb_validated 2304 model 3 (finishes Wed 05:35 -- 926/h)
20241030-05:23:09 nb_validated 2281 model 2 (finishes Wed 05:37 -- 916/h)
20241030-05:23:13 nb_validated 2310 model 0 (finishes Wed 05:35 -- 927/h)
20241030-05:23:27 nb_validated 2285 model 2 (finishes Wed 05:37 -- 915/h)
20241030-05:23:31 nb_validated 2315 model 3 (finishes Wed 05:35 -- 927/h)
20241030-05:23:45 nb_validated 2288 model 4 (finishes Wed 05:37 -- 915/h)
20241030-05:23:49 nb_validated 2321 model 4 (finishes Wed 05:35 -- 927/h)
20241030-05:24:03 nb_validated 2295 model 4 (finishes Wed 05:37 -- 916/h)
20241030-05:24:07 nb_validated 2330 model 2 (finishes Wed 05:35 -- 929/h)
20241030-05:24:21 nb_validated 2296 model 0 (finishes Wed 05:37 -- 914/h)
20241030-05:24:25 nb_validated 2332 model 4 (finishes Wed 05:35 -- 928/h)
20241030-05:24:39 nb_validated 2301 model 2 (finishes Wed 05:37 -- 914/h)
20241030-05:24:43 nb_validated 2337 model 2 (finishes Wed 05:35 -- 928/h)
20241030-05:24:58 nb_validated 2307 model 4 (finishes Wed 05:37 -- 915/h)
20241030-05:25:01 nb_validated 2340 model 1 (finishes Wed 05:35 -- 928/h)
20241030-05:25:16 nb_validated 2310 model 3 (finishes Wed 05:37 -- 914/h)
20241030-05:25:19 nb_validated 2341 model 0 (finishes Wed 05:35 -- 926/h)
20241030-05:25:34 nb_validated 2314 model 2 (finishes Wed 05:37 -- 914/h)
20241030-05:25:37 nb_validated 2344 model 2 (finishes Wed 05:35 -- 925/h)
20241030-05:25:53 nb_validated 2320 model 1 (finishes Wed 05:37 -- 914/h)
20241030-05:25:55 nb_validated 2344 model 3 (finishes Wed 05:36 -- 924/h)
20241030-05:26:11 nb_validated 2326 model 0 (finishes Wed 05:37 -- 915/h)
20241030-05:26:14 nb_validated 2347 model 1 (finishes Wed 05:36 -- 923/h)
20241030-05:26:30 nb_validated 2329 model 1 (finishes Wed 05:37 -- 914/h)
20241030-05:26:31 nb_validated 2349 model 2 (finishes Wed 05:36 -- 922/h)
20241030-05:26:49 nb_validated 2333 model 1 (finishes Wed 05:37 -- 914/h)
20241030-05:26:49 nb_validated 2350 model 2 (finishes Wed 05:36 -- 921/h)
20241030-05:27:07 nb_validated 2335 model 2 (finishes Wed 05:37 -- 913/h)
20241030-05:27:07 nb_validated 2357 model 0 (finishes Wed 05:36 -- 922/h)
20241030-05:27:25 nb_validated 2339 model 3 (finishes Wed 05:37 -- 913/h)
20241030-05:27:25 nb_validated 2368 model 4 (finishes Wed 05:35 -- 924/h)
20241030-05:27:43 nb_validated 2340 model 2 (finishes Wed 05:38 -- 911/h)
20241030-05:27:43 nb_validated 2373 model 0 (finishes Wed 05:35 -- 924/h)
20241030-05:28:01 nb_validated 2345 model 2 (finishes Wed 05:38 -- 912/h)
20241030-05:28:02 nb_validated 2376 model 0 (finishes Wed 05:36 -- 923/h)
20241030-05:28:19 nb_validated 2347 model 1 (finishes Wed 05:38 -- 911/h)
20241030-05:28:20 nb_validated 2381 model 2 (finishes Wed 05:36 -- 924/h)
20241030-05:28:38 nb_validated 2353 model 0 (finishes Wed 05:38 -- 911/h)
20241030-05:28:38 nb_validated 2388 model 0 (finishes Wed 05:35 -- 925/h)
20241030-05:28:56 nb_validated 2356 model 4 (finishes Wed 05:38 -- 910/h)
20241030-05:28:56 nb_validated 2399 model 0 (finishes Wed 05:35 -- 927/h)
20241030-05:29:14 nb_validated 2362 model 2 (finishes Wed 05:38 -- 911/h)
20241030-05:29:15 nb_validated 2403 model 0 (finishes Wed 05:35 -- 927/h)
20241030-05:29:32 nb_validated 2363 model 2 (finishes Wed 05:38 -- 910/h)
20241030-05:29:33 nb_validated 2407 model 2 (finishes Wed 05:35 -- 926/h)
20241030-05:29:50 nb_validated 2368 model 1 (finishes Wed 05:38 -- 910/h)
20241030-05:29:50 nb_validated 2409 model 3 (finishes Wed 05:35 -- 925/h)
20241030-05:30:08 nb_validated 2374 model 2 (finishes Wed 05:38 -- 910/h)
20241030-05:30:09 nb_validated 2416 model 0 (finishes Wed 05:35 -- 926/h)
20241030-05:30:26 nb_validated 2375 model 3 (finishes Wed 05:38 -- 909/h)
20241030-05:30:27 nb_validated 2420 model 1 (finishes Wed 05:35 -- 926/h)
20241030-05:30:44 nb_validated 2377 model 3 (finishes Wed 05:38 -- 908/h)
20241030-05:30:46 nb_validated 2425 model 2 (finishes Wed 05:35 -- 926/h)
20241030-05:31:02 nb_validated 2379 model 4 (finishes Wed 05:39 -- 907/h)
20241030-05:31:04 nb_validated 2429 model 4 (finishes Wed 05:35 -- 926/h)
20241030-05:31:20 nb_validated 2386 model 0 (finishes Wed 05:38 -- 908/h)
20241030-05:31:23 nb_validated 2433 model 4 (finishes Wed 05:35 -- 926/h)
20241030-05:31:39 nb_validated 2389 model 1 (finishes Wed 05:38 -- 907/h)
20241030-05:31:41 nb_validated 2439 model 4 (finishes Wed 05:35 -- 926/h)
20241030-05:31:57 nb_validated 2395 model 2 (finishes Wed 05:38 -- 908/h)
20241030-05:31:59 nb_validated 2441 model 1 (finishes Wed 05:35 -- 925/h)
20241030-05:32:15 nb_validated 2405 model 4 (finishes Wed 05:38 -- 910/h)
20241030-05:32:18 nb_validated 2445 model 1 (finishes Wed 05:35 -- 925/h)
20241030-05:32:33 nb_validated 2410 model 3 (finishes Wed 05:38 -- 910/h)
20241030-05:32:36 nb_validated 2454 model 2 (finishes Wed 05:35 -- 926/h)
20241030-05:32:51 nb_validated 2413 model 4 (finishes Wed 05:38 -- 909/h)
20241030-05:32:54 nb_validated 2461 model 2 (finishes Wed 05:35 -- 927/h)
20241030-05:33:10 nb_validated 2414 model 1 (finishes Wed 05:38 -- 908/h)
20241030-05:33:12 nb_validated 2464 model 0 (finishes Wed 05:35 -- 927/h)
20241030-05:33:28 nb_validated 2419 model 3 (finishes Wed 05:38 -- 908/h)
20241030-05:33:30 nb_validated 2478 model 4 (finishes Wed 05:34 -- 930/h)
20241030-05:33:46 nb_validated 2425 model 1 (finishes Wed 05:38 -- 909/h)
20241030-05:33:49 nb_validated 2483 model 4 (finishes Wed 05:34 -- 930/h)
20241030-05:34:04 nb_validated 2431 model 0 (finishes Wed 05:38 -- 909/h)
20241030-05:34:07 nb_validated 2486 model 1 (finishes Wed 05:35 -- 930/h)
20241030-05:34:22 nb_validated 2436 model 2 (finishes Wed 05:38 -- 909/h)
20241030-05:34:25 nb_validated 2491 model 0 (finishes Wed 05:35 -- 930/h)
20241030-05:34:40 nb_validated 2446 model 4 (finishes Wed 05:38 -- 911/h)
20241030-05:34:44 nb_validated 2492 model 4 (finishes Wed 05:35 -- 928/h)
20241030-05:34:59 nb_validated 2450 model 0 (finishes Wed 05:38 -- 911/h)
20241030-05:35:01 nb_validated 2495 model 3 (finishes Wed 05:35 -- 928/h)
20241030-05:35:11 generate_c_quizz_speed 929/h
20241030-05:35:17 nb_validated 2456 model 4 (finishes Wed 05:38 -- 912/h)
20241030-05:35:35 nb_validated 2458 model 1 (finishes Wed 05:38 -- 911/h)
20241030-05:35:53 nb_validated 2463 model 1 (finishes Wed 05:38 -- 911/h)
20241030-05:36:11 nb_validated 2469 model 3 (finishes Wed 05:38 -- 911/h)
20241030-05:36:28 nb_validated 2475 model 2 (finishes Wed 05:38 -- 912/h)
20241030-05:36:45 nb_validated 2478 model 3 (finishes Wed 05:38 -- 912/h)
20241030-05:37:03 nb_validated 2481 model 1 (finishes Wed 05:38 -- 911/h)
20241030-05:37:21 nb_validated 2490 model 4 (finishes Wed 05:38 -- 913/h)
20241030-05:37:39 nb_validated 2491 model 1 (finishes Wed 05:38 -- 911/h)
20241030-05:37:58 nb_validated 2494 model 1 (finishes Wed 05:38 -- 911/h)
20241030-05:38:16 nb_validated 2497 model 1 (finishes Wed 05:38 -- 910/h)
20241030-05:38:33 nb_validated 2500 model 2 (finishes now! -- 910/h)
20241030-05:38:33 generate_c_quizz_speed 910/h
20241030-05:38:42 wrote culture_c_quiz_0087.png
20241030-05:38:42 generated_c_quizzes torch.Size([5000, 400])
20241030-07:10:54 argv ./main.py --result_dir=results_default --resume
20241030-07:10:54 args.log_filename train.log
20241030-07:10:54 args.result_dir results_default
20241030-07:10:54 args.seed 0
20241030-07:10:54 args.resume True
20241030-07:10:54 args.optimizer adam
20241030-07:10:54 args.nb_warmup_samples 5000
20241030-07:10:54 args.nb_epochs 10000
20241030-07:10:54 args.batch_size 25
20241030-07:10:54 args.train_batch_size None
20241030-07:10:54 args.eval_batch_size 25
20241030-07:10:54 args.nb_train_samples 50000
20241030-07:10:54 args.nb_test_samples 2500
20241030-07:10:54 args.nb_c_quizzes 5000
20241030-07:10:54 args.c_quiz_multiplier 1
20241030-07:10:54 args.learning_rate 0.0005
20241030-07:10:54 args.gradient_clipping None
20241030-07:10:54 args.nb_have_to_be_correct 3
20241030-07:10:54 args.nb_have_to_be_wrong 1
20241030-07:10:54 args.nb_mistakes_to_be_wrong 5
20241030-07:10:54 args.model_type standard
20241030-07:10:54 args.model 37M
20241030-07:10:54 args.dim_model 512
20241030-07:10:54 args.dim_keys 64
20241030-07:10:54 args.dim_hidden 2048
20241030-07:10:54 args.nb_heads 8
20241030-07:10:54 args.nb_blocks 12
20241030-07:10:54 args.dropout 0.5
20241030-07:10:54 args.nb_threads 1
20241030-07:10:54 args.gpus all
20241030-07:10:54 args.nb_models 5
20241030-07:10:54 args.diffusion_nb_iterations 25
20241030-07:10:54 args.diffusion_proba_corruption 0.05
20241030-07:10:54 args.accuracy_to_make_c_quizzes 0.95
20241030-07:10:54 args.proba_prompt_noise 0.05
20241030-07:10:54 args.proba_hint 0.25
20241030-07:10:54 args.quizzes None
20241030-07:10:54 args.test None
20241030-07:10:54 args.grids_world_tasks replace_color,translate,grow,frame
20241030-07:10:54 main_device cuda:0 gpus ['cuda:0', 'cuda:1']
20241030-07:10:54 vocabulary_size 11
20241030-07:11:03 argv ./main.py --result_dir=results_default --resume --seed=1
20241030-07:11:03 args.log_filename train.log
20241030-07:11:03 args.result_dir results_default
20241030-07:11:03 args.seed 1
20241030-07:11:03 args.resume True
20241030-07:11:03 args.optimizer adam
20241030-07:11:03 args.nb_warmup_samples 5000
20241030-07:11:03 args.nb_epochs 10000
20241030-07:11:03 args.batch_size 25
20241030-07:11:03 args.train_batch_size None
20241030-07:11:03 args.eval_batch_size 25
20241030-07:11:03 args.nb_train_samples 50000
20241030-07:11:03 args.nb_test_samples 2500
20241030-07:11:03 args.nb_c_quizzes 5000
20241030-07:11:03 args.c_quiz_multiplier 1
20241030-07:11:03 args.learning_rate 0.0005
20241030-07:11:03 args.gradient_clipping None
20241030-07:11:03 args.nb_have_to_be_correct 3
20241030-07:11:03 args.nb_have_to_be_wrong 1
20241030-07:11:03 args.nb_mistakes_to_be_wrong 5
20241030-07:11:03 args.model_type standard
20241030-07:11:03 args.model 37M
20241030-07:11:03 args.dim_model 512
20241030-07:11:03 args.dim_keys 64
20241030-07:11:03 args.dim_hidden 2048
20241030-07:11:03 args.nb_heads 8
20241030-07:11:03 args.nb_blocks 12
20241030-07:11:03 args.dropout 0.5
20241030-07:11:03 args.nb_threads 1
20241030-07:11:03 args.gpus all
20241030-07:11:03 args.nb_models 5
20241030-07:11:03 args.diffusion_nb_iterations 25
20241030-07:11:03 args.diffusion_proba_corruption 0.05
20241030-07:11:03 args.accuracy_to_make_c_quizzes 0.95
20241030-07:11:03 args.proba_prompt_noise 0.05
20241030-07:11:03 args.proba_hint 0.25
20241030-07:11:03 args.quizzes None
20241030-07:11:03 args.test None
20241030-07:11:03 args.grids_world_tasks replace_color,translate,grow,frame
20241030-07:11:03 main_device cuda:0 gpus ['cuda:0', 'cuda:1']
20241030-07:11:03 vocabulary_size 11
20241030-07:11:04 successfully loaded ae_000.pth
20241030-07:11:04 successfully loaded ae_001.pth
20241030-07:11:05 successfully loaded ae_002.pth
20241030-07:11:05 successfully loaded ae_003.pth
20241030-07:11:05 successfully loaded ae_004.pth
20241030-07:11:05 successfully loaded state.pth
20241030-07:11:05 nb_parameters 37820939 (37M)
20241030-07:11:05 wrote state.pth
20241030-07:11:05 --- epoch 87 ----------------------------------------
20241030-07:11:05 current_test_accuracies 0.9556 0.9544 0.9608 0.9700 0.9524
20241030-07:11:08 wrote ae_*_naive.pth
20241030-07:11:08 dummy_rand tensor([0.9449])
20241030-07:11:08 dummy_rand tensor([0.9593])
20241030-07:11:18 nb_validated 2 model 3 (finishes Wed 10:39 -- 718/h)
20241030-07:11:19 nb_validated 2 model 1 (finishes Wed 10:53 -- 673/h)
20241030-07:11:38 nb_validated 9 model 0 (finishes Wed 09:28 -- 1095/h)
20241030-07:11:38 nb_validated 7 model 2 (finishes Wed 10:09 -- 842/h)
20241030-07:11:57 nb_validated 15 model 2 (finishes Wed 09:26 -- 1104/h)
20241030-07:11:58 nb_validated 11 model 1 (finishes Wed 10:18 -- 799/h)
20241030-07:12:15 nb_validated 25 model 3 (finishes Wed 09:02 -- 1343/h)
20241030-07:12:16 nb_validated 16 model 4 (finishes Wed 10:07 -- 849/h)
20241030-07:12:34 nb_validated 32 model 4 (finishes Wed 09:02 -- 1343/h)
20241030-07:12:34 nb_validated 16 model 3 (finishes Wed 10:55 -- 669/h)
20241030-07:12:52 nb_validated 33 model 3 (finishes Wed 09:21 -- 1147/h)
20241030-07:12:53 nb_validated 20 model 3 (finishes Wed 10:48 -- 690/h)
20241030-07:13:10 nb_validated 36 model 1 (finishes Wed 09:32 -- 1062/h)
20241030-07:13:11 nb_validated 30 model 4 (finishes Wed 10:01 -- 878/h)
20241030-07:13:29 nb_validated 41 model 1 (finishes Wed 09:34 -- 1048/h)
20241030-07:13:30 nb_validated 35 model 3 (finishes Wed 09:59 -- 891/h)
20241030-07:13:48 nb_validated 49 model 4 (finishes Wed 09:26 -- 1107/h)
20241030-07:13:48 nb_validated 40 model 0 (finishes Wed 09:57 -- 901/h)
20241030-07:14:06 nb_validated 51 model 3 (finishes Wed 09:36 -- 1034/h)
20241030-07:14:07 nb_validated 44 model 4 (finishes Wed 09:59 -- 888/h)
20241030-07:14:24 nb_validated 57 model 4 (finishes Wed 09:34 -- 1046/h)
20241030-07:14:25 nb_validated 48 model 3 (finishes Wed 10:01 -- 879/h)
20241030-07:14:43 nb_validated 62 model 0 (finishes Wed 09:35 -- 1041/h)
20241030-07:14:43 nb_validated 53 model 0 (finishes Wed 09:59 -- 888/h)
20241030-07:15:01 nb_validated 66 model 2 (finishes Wed 09:38 -- 1020/h)
20241030-07:15:01 nb_validated 58 model 4 (finishes Wed 09:58 -- 895/h)
20241030-07:15:20 nb_validated 69 model 4 (finishes Wed 09:43 -- 987/h)
20241030-07:15:20 nb_validated 60 model 1 (finishes Wed 10:05 -- 858/h)
20241030-07:15:38 nb_validated 70 model 3 (finishes Wed 09:51 -- 933/h)
20241030-07:15:38 nb_validated 72 model 0 (finishes Wed 09:47 -- 959/h)
20241030-07:15:56 nb_validated 74 model 4 (finishes Wed 09:53 -- 925/h)
20241030-07:15:57 nb_validated 74 model 2 (finishes Wed 09:53 -- 923/h)
20241030-07:16:14 nb_validated 76 model 4 (finishes Wed 09:58 -- 894/h)
20241030-07:16:15 nb_validated 77 model 3 (finishes Wed 09:56 -- 904/h)
20241030-07:16:33 nb_validated 80 model 2 (finishes Wed 10:00 -- 887/h)
20241030-07:16:33 nb_validated 84 model 2 (finishes Wed 09:52 -- 930/h)
20241030-07:16:50 nb_validated 82 model 4 (finishes Wed 10:04 -- 863/h)
20241030-07:16:51 nb_validated 87 model 0 (finishes Wed 09:55 -- 912/h)
20241030-07:17:09 nb_validated 89 model 4 (finishes Wed 10:00 -- 888/h)
20241030-07:17:10 nb_validated 90 model 0 (finishes Wed 09:58 -- 895/h)
20241030-07:17:27 nb_validated 93 model 1 (finishes Wed 10:01 -- 883/h)
20241030-07:17:29 nb_validated 92 model 1 (finishes Wed 10:03 -- 870/h)
20241030-07:17:46 nb_validated 95 model 0 (finishes Wed 10:05 -- 859/h)
20241030-07:17:47 nb_validated 95 model 3 (finishes Wed 10:05 -- 858/h)
20241030-07:18:04 nb_validated 103 model 2 (finishes Wed 09:59 -- 891/h)
20241030-07:18:05 nb_validated 100 model 2 (finishes Wed 10:04 -- 864/h)
20241030-07:18:23 nb_validated 109 model 0 (finishes Wed 09:57 -- 902/h)
20241030-07:18:24 nb_validated 104 model 4 (finishes Wed 10:05 -- 859/h)
20241030-07:18:42 nb_validated 110 model 1 (finishes Wed 10:02 -- 873/h)
20241030-07:18:42 nb_validated 108 model 1 (finishes Wed 10:06 -- 856/h)
20241030-07:19:01 nb_validated 114 model 1 (finishes Wed 10:03 -- 868/h)
20241030-07:19:01 nb_validated 113 model 0 (finishes Wed 10:05 -- 860/h)
20241030-07:19:19 nb_validated 119 model 3 (finishes Wed 10:02 -- 873/h)
20241030-07:19:19 nb_validated 115 model 0 (finishes Wed 10:09 -- 842/h)
20241030-07:19:37 nb_validated 123 model 3 (finishes Wed 10:03 -- 870/h)
20241030-07:19:38 nb_validated 121 model 0 (finishes Wed 10:06 -- 854/h)
20241030-07:19:55 nb_validated 125 model 2 (finishes Wed 10:06 -- 854/h)
20241030-07:19:57 nb_validated 128 model 0 (finishes Wed 10:03 -- 872/h)
20241030-07:20:14 nb_validated 127 model 0 (finishes Wed 10:10 -- 838/h)
20241030-07:20:15 nb_validated 133 model 1 (finishes Wed 10:02 -- 875/h)
20241030-07:20:32 nb_validated 132 model 0 (finishes Wed 10:09 -- 842/h)
20241030-07:20:33 nb_validated 138 model 3 (finishes Wed 10:01 -- 879/h)
20241030-07:20:51 nb_validated 134 model 1 (finishes Wed 10:12 -- 828/h)
20241030-07:20:52 nb_validated 147 model 4 (finishes Wed 09:56 -- 906/h)
20241030-07:21:09 nb_validated 138 model 4 (finishes Wed 10:12 -- 826/h)
20241030-07:21:10 nb_validated 150 model 1 (finishes Wed 09:58 -- 896/h)
20241030-07:21:28 nb_validated 142 model 4 (finishes Wed 10:13 -- 824/h)
20241030-07:21:28 nb_validated 153 model 2 (finishes Wed 10:00 -- 888/h)
20241030-07:21:47 nb_validated 145 model 1 (finishes Wed 10:14 -- 817/h)
20241030-07:21:47 nb_validated 157 model 4 (finishes Wed 10:00 -- 884/h)
20241030-07:22:05 nb_validated 151 model 4 (finishes Wed 10:12 -- 827/h)
20241030-07:22:06 nb_validated 167 model 4 (finishes Wed 09:55 -- 914/h)
20241030-07:22:23 nb_validated 154 model 3 (finishes Wed 10:13 -- 821/h)
20241030-07:22:24 nb_validated 169 model 3 (finishes Wed 09:57 -- 900/h)
20241030-07:22:41 nb_validated 160 model 0 (finishes Wed 10:11 -- 830/h)
20241030-07:22:43 nb_validated 177 model 4 (finishes Wed 09:54 -- 917/h)
20241030-07:22:59 nb_validated 161 model 3 (finishes Wed 10:15 -- 815/h)
20241030-07:23:02 nb_validated 178 model 1 (finishes Wed 09:58 -- 898/h)
20241030-07:23:18 nb_validated 168 model 2 (finishes Wed 10:12 -- 829/h)
20241030-07:23:20 nb_validated 181 model 4 (finishes Wed 09:59 -- 890/h)
20241030-07:23:36 nb_validated 176 model 4 (finishes Wed 10:08 -- 847/h)
20241030-07:23:38 nb_validated 190 model 4 (finishes Wed 09:55 -- 912/h)
20241030-07:23:54 nb_validated 180 model 3 (finishes Wed 10:08 -- 846/h)
20241030-07:23:57 nb_validated 197 model 2 (finishes Wed 09:53 -- 922/h)
20241030-07:24:13 nb_validated 183 model 4 (finishes Wed 10:09 -- 839/h)
20241030-07:24:15 nb_validated 201 model 1 (finishes Wed 09:54 -- 919/h)
20241030-07:24:31 nb_validated 190 model 4 (finishes Wed 10:07 -- 851/h)
20241030-07:24:34 nb_validated 208 model 0 (finishes Wed 09:52 -- 929/h)
20241030-07:24:49 nb_validated 196 model 2 (finishes Wed 10:05 -- 859/h)
20241030-07:24:52 nb_validated 209 model 2 (finishes Wed 09:55 -- 912/h)
20241030-07:25:08 nb_validated 204 model 4 (finishes Wed 10:02 -- 874/h)
20241030-07:25:11 nb_validated 212 model 2 (finishes Wed 09:56 -- 906/h)
20241030-07:25:26 nb_validated 207 model 0 (finishes Wed 10:03 -- 868/h)
20241030-07:25:29 nb_validated 216 model 2 (finishes Wed 09:57 -- 903/h)
20241030-07:25:45 nb_validated 212 model 2 (finishes Wed 10:03 -- 870/h)
20241030-07:25:48 nb_validated 222 model 1 (finishes Wed 09:56 -- 908/h)
20241030-07:26:03 nb_validated 217 model 2 (finishes Wed 10:02 -- 872/h)
20241030-07:26:06 nb_validated 224 model 2 (finishes Wed 09:58 -- 898/h)
20241030-07:26:21 nb_validated 218 model 2 (finishes Wed 10:05 -- 859/h)
20241030-07:26:24 nb_validated 230 model 3 (finishes Wed 09:57 -- 904/h)
20241030-07:26:40 nb_validated 222 model 1 (finishes Wed 10:05 -- 857/h)
20241030-07:26:43 nb_validated 235 model 1 (finishes Wed 09:56 -- 905/h)
20241030-07:26:58 nb_validated 229 model 2 (finishes Wed 10:03 -- 868/h)
20241030-07:27:01 nb_validated 238 model 0 (finishes Wed 09:57 -- 899/h)
20241030-07:27:16 nb_validated 231 model 3 (finishes Wed 10:05 -- 859/h)
20241030-07:27:19 nb_validated 243 model 4 (finishes Wed 09:57 -- 901/h)
20241030-07:27:34 nb_validated 235 model 4 (finishes Wed 10:05 -- 858/h)
20241030-07:27:37 nb_validated 245 model 1 (finishes Wed 09:59 -- 891/h)
20241030-07:27:52 nb_validated 241 model 1 (finishes Wed 10:04 -- 864/h)
20241030-07:27:56 nb_validated 248 model 3 (finishes Wed 10:00 -- 886/h)
20241030-07:28:11 nb_validated 245 model 4 (finishes Wed 10:05 -- 862/h)
20241030-07:28:14 nb_validated 256 model 4 (finishes Wed 09:58 -- 898/h)
20241030-07:28:29 nb_validated 249 model 0 (finishes Wed 10:05 -- 861/h)
20241030-07:28:32 nb_validated 258 model 0 (finishes Wed 09:59 -- 889/h)
20241030-07:28:47 nb_validated 251 model 1 (finishes Wed 10:06 -- 853/h)
20241030-07:28:50 nb_validated 262 model 2 (finishes Wed 10:00 -- 888/h)
20241030-07:29:05 nb_validated 257 model 4 (finishes Wed 10:05 -- 858/h)
20241030-07:29:09 nb_validated 267 model 3 (finishes Wed 09:59 -- 889/h)
20241030-07:29:24 nb_validated 263 model 4 (finishes Wed 10:04 -- 863/h)
20241030-07:29:27 nb_validated 267 model 1 (finishes Wed 10:02 -- 875/h)
20241030-07:29:43 nb_validated 265 model 3 (finishes Wed 10:06 -- 856/h)
20241030-07:29:45 nb_validated 272 model 3 (finishes Wed 10:02 -- 876/h)
20241030-07:30:01 nb_validated 274 model 4 (finishes Wed 10:03 -- 871/h)
20241030-07:30:04 nb_validated 278 model 1 (finishes Wed 10:01 -- 881/h)
20241030-07:30:19 nb_validated 285 model 0 (finishes Wed 09:59 -- 891/h)
20241030-07:30:22 nb_validated 280 model 4 (finishes Wed 10:02 -- 873/h)
20241030-07:30:37 nb_validated 294 model 0 (finishes Wed 09:56 -- 905/h)
20241030-07:30:40 nb_validated 285 model 4 (finishes Wed 10:02 -- 875/h)
20241030-07:30:56 nb_validated 295 model 0 (finishes Wed 09:58 -- 894/h)
20241030-07:30:58 nb_validated 294 model 3 (finishes Wed 09:59 -- 889/h)
20241030-07:31:14 nb_validated 301 model 1 (finishes Wed 09:58 -- 898/h)
20241030-07:31:17 nb_validated 299 model 2 (finishes Wed 09:59 -- 890/h)
20241030-07:31:33 nb_validated 304 model 2 (finishes Wed 09:58 -- 893/h)
20241030-07:31:35 nb_validated 303 model 4 (finishes Wed 09:59 -- 889/h)
20241030-07:31:51 nb_validated 311 model 2 (finishes Wed 09:57 -- 901/h)
20241030-07:31:54 nb_validated 313 model 4 (finishes Wed 09:56 -- 904/h)
20241030-07:32:09 nb_validated 318 model 2 (finishes Wed 09:56 -- 907/h)
20241030-07:32:12 nb_validated 317 model 0 (finishes Wed 09:57 -- 902/h)
20241030-07:32:27 nb_validated 319 model 3 (finishes Wed 09:58 -- 897/h)
20241030-07:32:31 nb_validated 322 model 4 (finishes Wed 09:57 -- 903/h)
20241030-07:32:46 nb_validated 325 model 0 (finishes Wed 09:57 -- 901/h)
20241030-07:32:49 nb_validated 325 model 3 (finishes Wed 09:57 -- 899/h)
20241030-07:33:04 nb_validated 332 model 2 (finishes Wed 09:56 -- 908/h)
20241030-07:33:07 nb_validated 327 model 3 (finishes Wed 09:59 -- 892/h)
20241030-07:33:23 nb_validated 338 model 0 (finishes Wed 09:55 -- 911/h)
20241030-07:33:26 nb_validated 330 model 3 (finishes Wed 10:00 -- 888/h)
20241030-07:33:41 nb_validated 340 model 1 (finishes Wed 09:56 -- 904/h)
20241030-07:33:44 nb_validated 338 model 0 (finishes Wed 09:58 -- 897/h)
20241030-07:33:59 nb_validated 346 model 2 (finishes Wed 09:56 -- 908/h)
20241030-07:34:03 nb_validated 342 model 4 (finishes Wed 09:58 -- 895/h)
20241030-07:34:18 nb_validated 352 model 4 (finishes Wed 09:55 -- 912/h)
20241030-07:34:21 nb_validated 349 model 3 (finishes Wed 09:57 -- 902/h)
20241030-07:34:36 nb_validated 354 model 1 (finishes Wed 09:56 -- 905/h)
20241030-07:34:40 nb_validated 351 model 4 (finishes Wed 09:58 -- 895/h)
20241030-07:34:54 nb_validated 354 model 0 (finishes Wed 09:58 -- 893/h)
20241030-07:34:58 nb_validated 353 model 3 (finishes Wed 09:59 -- 889/h)
20241030-07:35:13 nb_validated 357 model 0 (finishes Wed 09:59 -- 889/h)
20241030-07:35:16 nb_validated 357 model 0 (finishes Wed 10:00 -- 887/h)
20241030-07:35:30 nb_validated 359 model 3 (finishes Wed 10:00 -- 883/h)
20241030-07:35:34 nb_validated 361 model 3 (finishes Wed 10:00 -- 886/h)
20241030-07:35:49 nb_validated 365 model 2 (finishes Wed 10:00 -- 887/h)
20241030-07:35:52 nb_validated 367 model 0 (finishes Wed 09:59 -- 890/h)
20241030-07:36:07 nb_validated 367 model 3 (finishes Wed 10:01 -- 881/h)
20241030-07:36:10 nb_validated 373 model 3 (finishes Wed 09:58 -- 893/h)
20241030-07:36:26 nb_validated 369 model 1 (finishes Wed 10:02 -- 875/h)
20241030-07:36:28 nb_validated 378 model 3 (finishes Wed 09:58 -- 895/h)
20241030-07:36:44 nb_validated 374 model 2 (finishes Wed 10:02 -- 876/h)
20241030-07:36:47 nb_validated 385 model 0 (finishes Wed 09:57 -- 900/h)
20241030-07:37:02 nb_validated 380 model 4 (finishes Wed 10:01 -- 880/h)
20241030-07:37:06 nb_validated 396 model 4 (finishes Wed 09:55 -- 915/h)
20241030-07:37:21 nb_validated 385 model 4 (finishes Wed 10:01 -- 881/h)
20241030-07:37:25 nb_validated 398 model 0 (finishes Wed 09:56 -- 908/h)
20241030-07:37:40 nb_validated 388 model 2 (finishes Wed 10:02 -- 877/h)
20241030-07:37:43 nb_validated 402 model 0 (finishes Wed 09:56 -- 907/h)
20241030-07:37:58 nb_validated 394 model 1 (finishes Wed 10:01 -- 880/h)
20241030-07:38:02 nb_validated 407 model 2 (finishes Wed 09:56 -- 908/h)
20241030-07:38:17 nb_validated 399 model 1 (finishes Wed 10:01 -- 881/h)
20241030-07:38:20 nb_validated 411 model 3 (finishes Wed 09:56 -- 906/h)
20241030-07:38:35 nb_validated 404 model 4 (finishes Wed 10:01 -- 883/h)
20241030-07:38:38 nb_validated 417 model 0 (finishes Wed 09:56 -- 909/h)
20241030-07:38:54 nb_validated 408 model 2 (finishes Wed 10:01 -- 881/h)
20241030-07:38:57 nb_validated 420 model 3 (finishes Wed 09:56 -- 906/h)
20241030-07:39:12 nb_validated 414 model 0 (finishes Wed 10:00 -- 885/h)
20241030-07:39:15 nb_validated 428 model 3 (finishes Wed 09:55 -- 913/h)
20241030-07:39:31 nb_validated 420 model 2 (finishes Wed 10:00 -- 888/h)
20241030-07:39:33 nb_validated 428 model 4 (finishes Wed 09:57 -- 903/h)
20241030-07:39:49 nb_validated 422 model 1 (finishes Wed 10:01 -- 882/h)
20241030-07:39:52 nb_validated 432 model 1 (finishes Wed 09:57 -- 902/h)
20241030-07:40:08 nb_validated 430 model 4 (finishes Wed 09:59 -- 889/h)
20241030-07:40:10 nb_validated 436 model 4 (finishes Wed 09:57 -- 900/h)
20241030-07:40:26 nb_validated 434 model 4 (finishes Wed 09:59 -- 888/h)
20241030-07:40:29 nb_validated 440 model 0 (finishes Wed 09:57 -- 899/h)
20241030-07:40:44 nb_validated 438 model 0 (finishes Wed 10:00 -- 887/h)
20241030-07:40:47 nb_validated 444 model 3 (finishes Wed 09:58 -- 898/h)
20241030-07:41:02 nb_validated 439 model 2 (finishes Wed 10:01 -- 881/h)
20241030-07:41:05 nb_validated 446 model 1 (finishes Wed 09:59 -- 893/h)
20241030-07:41:20 nb_validated 441 model 1 (finishes Wed 10:02 -- 876/h)
20241030-07:41:24 nb_validated 453 model 4 (finishes Wed 09:58 -- 898/h)
20241030-07:41:38 nb_validated 446 model 2 (finishes Wed 10:02 -- 877/h)
20241030-07:41:42 nb_validated 457 model 3 (finishes Wed 09:58 -- 897/h)
20241030-07:41:57 nb_validated 451 model 4 (finishes Wed 10:01 -- 878/h)
20241030-07:42:01 nb_validated 462 model 4 (finishes Wed 09:58 -- 897/h)
20241030-07:42:16 nb_validated 457 model 4 (finishes Wed 10:01 -- 881/h)
20241030-07:42:19 nb_validated 467 model 0 (finishes Wed 09:58 -- 898/h)
20241030-07:42:34 nb_validated 458 model 2 (finishes Wed 10:02 -- 874/h)
20241030-07:42:37 nb_validated 473 model 2 (finishes Wed 09:57 -- 901/h)
20241030-07:42:52 nb_validated 464 model 4 (finishes Wed 10:02 -- 877/h)
20241030-07:42:56 nb_validated 474 model 1 (finishes Wed 09:58 -- 894/h)
20241030-07:43:11 nb_validated 468 model 2 (finishes Wed 10:02 -- 876/h)
20241030-07:43:14 nb_validated 479 model 4 (finishes Wed 09:58 -- 895/h)
20241030-07:43:29 nb_validated 471 model 0 (finishes Wed 10:02 -- 873/h)
20241030-07:43:33 nb_validated 482 model 1 (finishes Wed 09:59 -- 892/h)
20241030-07:43:47 nb_validated 476 model 2 (finishes Wed 10:02 -- 874/h)
20241030-07:43:51 nb_validated 489 model 3 (finishes Wed 09:58 -- 896/h)
20241030-07:44:06 nb_validated 481 model 2 (finishes Wed 10:02 -- 875/h)
20241030-07:44:10 nb_validated 494 model 1 (finishes Wed 09:58 -- 897/h)
20241030-07:44:24 nb_validated 489 model 4 (finishes Wed 10:01 -- 881/h)
20241030-07:44:28 nb_validated 497 model 0 (finishes Wed 09:58 -- 894/h)
20241030-07:44:42 nb_validated 494 model 3 (finishes Wed 10:01 -- 882/h)
20241030-07:44:46 nb_validated 500 model 0 (finishes Wed 09:59 -- 891/h)
20241030-07:45:01 nb_validated 497 model 2 (finishes Wed 10:01 -- 880/h)
20241030-07:45:05 nb_validated 505 model 4 (finishes Wed 09:59 -- 892/h)
20241030-07:45:19 nb_validated 498 model 3 (finishes Wed 10:02 -- 874/h)
20241030-07:45:23 nb_validated 507 model 4 (finishes Wed 10:00 -- 888/h)
20241030-07:45:37 nb_validated 502 model 4 (finishes Wed 10:02 -- 873/h)
20241030-07:45:42 nb_validated 512 model 3 (finishes Wed 09:59 -- 888/h)
20241030-07:45:55 nb_validated 506 model 2 (finishes Wed 10:02 -- 872/h)
20241030-07:46:00 nb_validated 520 model 4 (finishes Wed 09:58 -- 894/h)
20241030-07:46:13 nb_validated 511 model 0 (finishes Wed 10:02 -- 873/h)
20241030-07:46:19 nb_validated 525 model 0 (finishes Wed 09:58 -- 895/h)
20241030-07:46:32 nb_validated 517 model 2 (finishes Wed 10:02 -- 876/h)
20241030-07:46:37 nb_validated 531 model 3 (finishes Wed 09:58 -- 897/h)
20241030-07:46:50 nb_validated 524 model 4 (finishes Wed 10:01 -- 880/h)
20241030-07:46:56 nb_validated 535 model 0 (finishes Wed 09:58 -- 896/h)
20241030-07:47:09 nb_validated 526 model 1 (finishes Wed 10:02 -- 876/h)
20241030-07:47:14 nb_validated 545 model 4 (finishes Wed 09:56 -- 905/h)
20241030-07:47:27 nb_validated 531 model 3 (finishes Wed 10:02 -- 877/h)
20241030-07:47:33 nb_validated 549 model 4 (finishes Wed 09:56 -- 904/h)
20241030-07:47:46 nb_validated 534 model 0 (finishes Wed 10:02 -- 874/h)
20241030-07:47:51 nb_validated 554 model 1 (finishes Wed 09:56 -- 905/h)
20241030-07:48:04 nb_validated 538 model 0 (finishes Wed 10:02 -- 874/h)
20241030-07:48:10 nb_validated 558 model 2 (finishes Wed 09:57 -- 904/h)
20241030-07:48:23 nb_validated 546 model 1 (finishes Wed 10:01 -- 879/h)
20241030-07:48:28 nb_validated 562 model 4 (finishes Wed 09:57 -- 903/h)
20241030-07:48:41 nb_validated 550 model 0 (finishes Wed 10:01 -- 878/h)
20241030-07:48:47 nb_validated 567 model 4 (finishes Wed 09:57 -- 903/h)
20241030-07:49:00 nb_validated 551 model 0 (finishes Wed 10:02 -- 873/h)
20241030-07:49:05 nb_validated 573 model 2 (finishes Wed 09:56 -- 906/h)
20241030-07:49:18 nb_validated 556 model 2 (finishes Wed 10:02 -- 874/h)
20241030-07:49:23 nb_validated 576 model 1 (finishes Wed 09:57 -- 903/h)
20241030-07:49:36 nb_validated 558 model 2 (finishes Wed 10:03 -- 870/h)
20241030-07:49:42 nb_validated 577 model 4 (finishes Wed 09:58 -- 897/h)
20241030-07:49:54 nb_validated 565 model 2 (finishes Wed 10:02 -- 874/h)
20241030-07:50:00 nb_validated 578 model 3 (finishes Wed 09:59 -- 892/h)
20241030-07:50:12 nb_validated 568 model 0 (finishes Wed 10:03 -- 872/h)
20241030-07:50:19 nb_validated 580 model 1 (finishes Wed 10:00 -- 888/h)
20241030-07:50:30 nb_validated 571 model 2 (finishes Wed 10:03 -- 870/h)
20241030-07:50:38 nb_validated 585 model 4 (finishes Wed 09:59 -- 888/h)
20241030-07:50:48 nb_validated 576 model 4 (finishes Wed 10:03 -- 871/h)
20241030-07:50:56 nb_validated 592 model 3 (finishes Wed 09:59 -- 892/h)
20241030-07:51:06 nb_validated 581 model 2 (finishes Wed 10:03 -- 872/h)
20241030-07:51:14 nb_validated 595 model 3 (finishes Wed 09:59 -- 890/h)
20241030-07:51:25 nb_validated 583 model 0 (finishes Wed 10:03 -- 868/h)
20241030-07:51:32 nb_validated 600 model 3 (finishes Wed 09:59 -- 891/h)
20241030-07:51:44 nb_validated 586 model 1 (finishes Wed 10:04 -- 866/h)
20241030-07:51:50 nb_validated 608 model 1 (finishes Wed 09:58 -- 896/h)
20241030-07:52:02 nb_validated 590 model 2 (finishes Wed 10:04 -- 865/h)
20241030-07:52:09 nb_validated 613 model 2 (finishes Wed 09:58 -- 896/h)
20241030-07:52:21 nb_validated 599 model 0 (finishes Wed 10:03 -- 872/h)
20241030-07:52:27 nb_validated 621 model 2 (finishes Wed 09:57 -- 901/h)
20241030-07:52:40 nb_validated 605 model 2 (finishes Wed 10:02 -- 874/h)
20241030-07:52:46 nb_validated 626 model 0 (finishes Wed 09:57 -- 902/h)
20241030-07:52:58 nb_validated 612 model 4 (finishes Wed 10:02 -- 877/h)
20241030-07:53:04 nb_validated 636 model 2 (finishes Wed 09:55 -- 910/h)
20241030-07:53:17 nb_validated 621 model 4 (finishes Wed 10:00 -- 884/h)
20241030-07:53:23 nb_validated 641 model 1 (finishes Wed 09:55 -- 910/h)
20241030-07:53:35 nb_validated 627 model 0 (finishes Wed 10:00 -- 886/h)
20241030-07:53:41 nb_validated 647 model 1 (finishes Wed 09:55 -- 912/h)
20241030-07:53:54 nb_validated 630 model 0 (finishes Wed 10:00 -- 884/h)
20241030-07:54:00 nb_validated 658 model 4 (finishes Wed 09:54 -- 921/h)
20241030-07:54:12 nb_validated 634 model 3 (finishes Wed 10:00 -- 883/h)
20241030-07:54:18 nb_validated 662 model 3 (finishes Wed 09:54 -- 920/h)
20241030-07:54:30 nb_validated 637 model 3 (finishes Wed 10:01 -- 881/h)
20241030-07:54:36 nb_validated 664 model 3 (finishes Wed 09:54 -- 916/h)
20241030-07:54:48 nb_validated 642 model 2 (finishes Wed 10:01 -- 882/h)
20241030-07:54:54 nb_validated 666 model 4 (finishes Wed 09:55 -- 913/h)
20241030-07:55:07 nb_validated 647 model 0 (finishes Wed 10:01 -- 882/h)
20241030-07:55:12 nb_validated 669 model 0 (finishes Wed 09:55 -- 911/h)
20241030-07:55:25 nb_validated 649 model 1 (finishes Wed 10:01 -- 879/h)
20241030-07:55:30 nb_validated 673 model 3 (finishes Wed 09:55 -- 910/h)
20241030-07:55:44 nb_validated 652 model 1 (finishes Wed 10:02 -- 877/h)
20241030-07:55:49 nb_validated 681 model 4 (finishes Wed 09:55 -- 914/h)
20241030-07:56:02 nb_validated 654 model 2 (finishes Wed 10:02 -- 874/h)
20241030-07:56:07 nb_validated 683 model 1 (finishes Wed 09:55 -- 911/h)
20241030-07:56:20 nb_validated 656 model 1 (finishes Wed 10:03 -- 870/h)
20241030-07:56:25 nb_validated 689 model 4 (finishes Wed 09:55 -- 912/h)
20241030-07:56:39 nb_validated 659 model 0 (finishes Wed 10:03 -- 868/h)
20241030-07:56:44 nb_validated 690 model 0 (finishes Wed 09:56 -- 907/h)
20241030-07:56:57 nb_validated 667 model 0 (finishes Wed 10:02 -- 873/h)
20241030-07:57:03 nb_validated 693 model 1 (finishes Wed 09:56 -- 905/h)
20241030-07:57:15 nb_validated 670 model 4 (finishes Wed 10:03 -- 871/h)
20241030-07:57:20 nb_validated 696 model 3 (finishes Wed 09:57 -- 903/h)
20241030-07:57:34 nb_validated 675 model 1 (finishes Wed 10:03 -- 872/h)
20241030-07:57:39 nb_validated 697 model 0 (finishes Wed 09:57 -- 899/h)
20241030-07:57:52 nb_validated 685 model 2 (finishes Wed 10:01 -- 879/h)
20241030-07:57:58 nb_validated 709 model 4 (finishes Wed 09:56 -- 908/h)
20241030-07:58:10 nb_validated 690 model 4 (finishes Wed 10:01 -- 880/h)
20241030-07:58:16 nb_validated 717 model 2 (finishes Wed 09:55 -- 912/h)
20241030-07:58:29 nb_validated 698 model 3 (finishes Wed 10:00 -- 884/h)
20241030-07:58:34 nb_validated 726 model 2 (finishes Wed 09:54 -- 918/h)
20241030-07:58:48 nb_validated 702 model 4 (finishes Wed 10:00 -- 883/h)
20241030-07:58:53 nb_validated 731 model 2 (finishes Wed 09:54 -- 918/h)
20241030-07:59:06 nb_validated 706 model 4 (finishes Wed 10:00 -- 883/h)
20241030-07:59:11 nb_validated 735 model 2 (finishes Wed 09:54 -- 917/h)
20241030-07:59:24 nb_validated 707 model 3 (finishes Wed 10:01 -- 878/h)
20241030-07:59:29 nb_validated 739 model 3 (finishes Wed 09:54 -- 917/h)
20241030-07:59:42 nb_validated 712 model 1 (finishes Wed 10:01 -- 879/h)
20241030-07:59:47 nb_validated 744 model 0 (finishes Wed 09:54 -- 917/h)
20241030-08:00:01 nb_validated 715 model 1 (finishes Wed 10:02 -- 877/h)
20241030-08:00:06 nb_validated 746 model 1 (finishes Wed 09:55 -- 914/h)
20241030-08:00:19 nb_validated 719 model 0 (finishes Wed 10:02 -- 877/h)
20241030-08:00:24 nb_validated 749 model 1 (finishes Wed 09:55 -- 912/h)
20241030-08:00:38 nb_validated 722 model 1 (finishes Wed 10:02 -- 875/h)
20241030-08:00:42 nb_validated 752 model 1 (finishes Wed 09:55 -- 910/h)
20241030-08:00:57 nb_validated 726 model 0 (finishes Wed 10:02 -- 874/h)
20241030-08:01:01 nb_validated 753 model 4 (finishes Wed 09:56 -- 905/h)
20241030-08:01:15 nb_validated 732 model 2 (finishes Wed 10:02 -- 876/h)
20241030-08:01:19 nb_validated 757 model 2 (finishes Wed 09:56 -- 905/h)
20241030-08:01:34 nb_validated 735 model 0 (finishes Wed 10:02 -- 874/h)
20241030-08:01:38 nb_validated 762 model 3 (finishes Wed 09:56 -- 905/h)
20241030-08:01:52 nb_validated 741 model 0 (finishes Wed 10:02 -- 876/h)
20241030-08:01:56 nb_validated 772 model 4 (finishes Wed 09:55 -- 911/h)
20241030-08:02:11 nb_validated 743 model 3 (finishes Wed 10:02 -- 873/h)
20241030-08:02:14 nb_validated 775 model 0 (finishes Wed 09:55 -- 910/h)
20241030-08:02:29 nb_validated 750 model 4 (finishes Wed 10:02 -- 876/h)
20241030-08:02:32 nb_validated 779 model 0 (finishes Wed 09:56 -- 909/h)
20241030-08:02:47 nb_validated 756 model 0 (finishes Wed 10:01 -- 878/h)
20241030-08:02:51 nb_validated 787 model 0 (finishes Wed 09:55 -- 913/h)
20241030-08:03:05 nb_validated 757 model 2 (finishes Wed 10:02 -- 874/h)
20241030-08:03:09 nb_validated 790 model 1 (finishes Wed 09:55 -- 911/h)
20241030-08:03:23 nb_validated 760 model 0 (finishes Wed 10:03 -- 872/h)
20241030-08:03:28 nb_validated 794 model 0 (finishes Wed 09:55 -- 910/h)
20241030-08:03:42 nb_validated 765 model 0 (finishes Wed 10:02 -- 873/h)
20241030-08:03:47 nb_validated 801 model 0 (finishes Wed 09:55 -- 913/h)
20241030-08:04:01 nb_validated 771 model 2 (finishes Wed 10:02 -- 874/h)
20241030-08:04:05 nb_validated 801 model 1 (finishes Wed 09:56 -- 907/h)
20241030-08:04:19 nb_validated 777 model 0 (finishes Wed 10:02 -- 876/h)
20241030-08:04:24 nb_validated 804 model 0 (finishes Wed 09:56 -- 905/h)
20241030-08:04:37 nb_validated 782 model 2 (finishes Wed 10:02 -- 877/h)
20241030-08:04:42 nb_validated 806 model 0 (finishes Wed 09:57 -- 902/h)
20241030-08:04:56 nb_validated 787 model 4 (finishes Wed 10:02 -- 877/h)
20241030-08:05:01 nb_validated 814 model 2 (finishes Wed 09:56 -- 906/h)
20241030-08:05:14 nb_validated 793 model 1 (finishes Wed 10:01 -- 879/h)
20241030-08:05:19 nb_validated 819 model 4 (finishes Wed 09:56 -- 906/h)
20241030-08:05:33 nb_validated 798 model 4 (finishes Wed 10:01 -- 880/h)
20241030-08:05:38 nb_validated 824 model 2 (finishes Wed 09:56 -- 907/h)
20241030-08:05:52 nb_validated 800 model 1 (finishes Wed 10:02 -- 877/h)
20241030-08:05:57 nb_validated 825 model 1 (finishes Wed 09:57 -- 903/h)
20241030-08:06:10 nb_validated 801 model 1 (finishes Wed 10:02 -- 873/h)
20241030-08:06:15 nb_validated 831 model 2 (finishes Wed 09:56 -- 904/h)
20241030-08:06:29 nb_validated 804 model 2 (finishes Wed 10:03 -- 871/h)
20241030-08:06:34 nb_validated 839 model 2 (finishes Wed 09:56 -- 908/h)
20241030-08:06:48 nb_validated 811 model 0 (finishes Wed 10:02 -- 874/h)
20241030-08:06:52 nb_validated 843 model 1 (finishes Wed 09:56 -- 907/h)
20241030-08:07:06 nb_validated 820 model 0 (finishes Wed 10:01 -- 879/h)
20241030-08:07:10 nb_validated 849 model 2 (finishes Wed 09:56 -- 909/h)
20241030-08:07:25 nb_validated 824 model 4 (finishes Wed 10:01 -- 878/h)
20241030-08:07:28 nb_validated 851 model 2 (finishes Wed 09:56 -- 906/h)
20241030-08:07:43 nb_validated 828 model 1 (finishes Wed 10:01 -- 878/h)
20241030-08:07:47 nb_validated 857 model 2 (finishes Wed 09:56 -- 907/h)
20241030-08:08:01 nb_validated 831 model 1 (finishes Wed 10:02 -- 876/h)
20241030-08:08:05 nb_validated 860 model 3 (finishes Wed 09:56 -- 906/h)
20241030-08:08:20 nb_validated 833 model 3 (finishes Wed 10:02 -- 873/h)
20241030-08:08:23 nb_validated 869 model 3 (finishes Wed 09:55 -- 910/h)
20241030-08:08:38 nb_validated 837 model 1 (finishes Wed 10:02 -- 873/h)
20241030-08:08:41 nb_validated 871 model 3 (finishes Wed 09:56 -- 908/h)
20241030-08:08:57 nb_validated 841 model 1 (finishes Wed 10:02 -- 872/h)
20241030-08:08:59 nb_validated 881 model 4 (finishes Wed 09:55 -- 913/h)
20241030-08:09:15 nb_validated 843 model 2 (finishes Wed 10:03 -- 870/h)
20241030-08:09:18 nb_validated 885 model 0 (finishes Wed 09:55 -- 913/h)
20241030-08:09:33 nb_validated 849 model 1 (finishes Wed 10:03 -- 872/h)
20241030-08:09:36 nb_validated 889 model 3 (finishes Wed 09:55 -- 912/h)
20241030-08:09:51 nb_validated 849 model 3 (finishes Wed 10:04 -- 867/h)
20241030-08:09:54 nb_validated 892 model 3 (finishes Wed 09:55 -- 910/h)
20241030-08:10:09 nb_validated 853 model 3 (finishes Wed 10:04 -- 867/h)
20241030-08:10:12 nb_validated 898 model 2 (finishes Wed 09:55 -- 912/h)
20241030-08:10:27 nb_validated 858 model 3 (finishes Wed 10:03 -- 867/h)
20241030-08:10:31 nb_validated 902 model 0 (finishes Wed 09:55 -- 911/h)
20241030-08:10:46 nb_validated 861 model 0 (finishes Wed 10:04 -- 866/h)
20241030-08:10:49 nb_validated 907 model 1 (finishes Wed 09:55 -- 911/h)
20241030-08:11:04 nb_validated 866 model 0 (finishes Wed 10:04 -- 867/h)
20241030-08:11:07 nb_validated 913 model 0 (finishes Wed 09:55 -- 913/h)
20241030-08:11:22 nb_validated 869 model 0 (finishes Wed 10:04 -- 865/h)
20241030-08:11:26 nb_validated 915 model 1 (finishes Wed 09:55 -- 910/h)
20241030-08:11:41 nb_validated 871 model 2 (finishes Wed 10:04 -- 863/h)
20241030-08:11:45 nb_validated 919 model 0 (finishes Wed 09:56 -- 909/h)
20241030-08:11:59 nb_validated 874 model 2 (finishes Wed 10:05 -- 861/h)
20241030-08:12:03 nb_validated 924 model 1 (finishes Wed 09:55 -- 910/h)
20241030-08:12:17 nb_validated 879 model 4 (finishes Wed 10:05 -- 862/h)
20241030-08:12:22 nb_validated 931 model 3 (finishes Wed 09:55 -- 912/h)
20241030-08:12:35 nb_validated 887 model 4 (finishes Wed 10:04 -- 866/h)
20241030-08:12:40 nb_validated 935 model 0 (finishes Wed 09:55 -- 911/h)
20241030-08:12:54 nb_validated 897 model 4 (finishes Wed 10:03 -- 871/h)
20241030-08:12:58 nb_validated 937 model 1 (finishes Wed 09:56 -- 909/h)
20241030-08:13:13 nb_validated 903 model 0 (finishes Wed 10:02 -- 872/h)
20241030-08:13:17 nb_validated 944 model 2 (finishes Wed 09:55 -- 911/h)
20241030-08:13:31 nb_validated 903 model 3 (finishes Wed 10:03 -- 868/h)
20241030-08:13:36 nb_validated 947 model 1 (finishes Wed 09:56 -- 909/h)
20241030-08:13:49 nb_validated 909 model 2 (finishes Wed 10:03 -- 870/h)
20241030-08:13:54 nb_validated 947 model 0 (finishes Wed 09:56 -- 905/h)
20241030-08:14:07 nb_validated 910 model 3 (finishes Wed 10:04 -- 866/h)
20241030-08:14:13 nb_validated 949 model 1 (finishes Wed 09:57 -- 902/h)
20241030-08:14:25 nb_validated 914 model 2 (finishes Wed 10:04 -- 866/h)
20241030-08:14:31 nb_validated 951 model 4 (finishes Wed 09:57 -- 900/h)
20241030-08:14:44 nb_validated 918 model 1 (finishes Wed 10:04 -- 866/h)
20241030-08:14:48 nb_validated 952 model 3 (finishes Wed 09:58 -- 897/h)
20241030-08:15:02 nb_validated 925 model 3 (finishes Wed 10:03 -- 868/h)
20241030-08:15:07 nb_validated 955 model 1 (finishes Wed 09:58 -- 895/h)
20241030-08:15:20 nb_validated 927 model 3 (finishes Wed 10:04 -- 866/h)
20241030-08:15:25 nb_validated 960 model 2 (finishes Wed 09:58 -- 896/h)
20241030-08:15:38 nb_validated 929 model 2 (finishes Wed 10:04 -- 864/h)
20241030-08:15:44 nb_validated 962 model 0 (finishes Wed 09:59 -- 893/h)
20241030-08:15:56 nb_validated 935 model 0 (finishes Wed 10:04 -- 865/h)
20241030-08:16:03 nb_validated 969 model 2 (finishes Wed 09:58 -- 895/h)
20241030-08:16:14 nb_validated 943 model 4 (finishes Wed 10:03 -- 869/h)
20241030-08:16:21 nb_validated 972 model 1 (finishes Wed 09:58 -- 894/h)
20241030-08:16:32 nb_validated 948 model 0 (finishes Wed 10:03 -- 869/h)
20241030-08:16:39 nb_validated 974 model 3 (finishes Wed 09:59 -- 892/h)
20241030-08:16:51 nb_validated 959 model 4 (finishes Wed 10:02 -- 875/h)
20241030-08:16:58 nb_validated 980 model 0 (finishes Wed 09:59 -- 893/h)
20241030-08:17:09 nb_validated 962 model 1 (finishes Wed 10:02 -- 874/h)
20241030-08:17:16 nb_validated 983 model 0 (finishes Wed 09:59 -- 891/h)
20241030-08:17:27 nb_validated 970 model 0 (finishes Wed 10:02 -- 877/h)
20241030-08:17:34 nb_validated 985 model 4 (finishes Wed 09:59 -- 889/h)
20241030-08:17:45 nb_validated 980 model 3 (finishes Wed 10:01 -- 882/h)
20241030-08:17:53 nb_validated 990 model 0 (finishes Wed 09:59 -- 889/h)
20241030-08:18:04 nb_validated 985 model 0 (finishes Wed 10:01 -- 883/h)
20241030-08:18:11 nb_validated 994 model 1 (finishes Wed 09:59 -- 889/h)
20241030-08:18:23 nb_validated 990 model 0 (finishes Wed 10:00 -- 883/h)
20241030-08:18:29 nb_validated 1001 model 3 (finishes Wed 09:59 -- 891/h)
20241030-08:18:41 nb_validated 994 model 4 (finishes Wed 10:01 -- 882/h)
20241030-08:18:47 nb_validated 1008 model 2 (finishes Wed 09:58 -- 893/h)
20241030-08:18:59 nb_validated 1000 model 3 (finishes Wed 10:00 -- 884/h)
20241030-08:19:06 nb_validated 1010 model 1 (finishes Wed 09:59 -- 891/h)
20241030-08:19:18 nb_validated 1006 model 2 (finishes Wed 10:00 -- 885/h)
20241030-08:19:24 nb_validated 1014 model 3 (finishes Wed 09:59 -- 891/h)
20241030-08:19:36 nb_validated 1008 model 2 (finishes Wed 10:00 -- 883/h)
20241030-08:19:42 nb_validated 1022 model 4 (finishes Wed 09:58 -- 894/h)
20241030-08:19:54 nb_validated 1011 model 1 (finishes Wed 10:01 -- 882/h)
20241030-08:20:01 nb_validated 1024 model 2 (finishes Wed 09:59 -- 892/h)
20241030-08:20:13 nb_validated 1015 model 0 (finishes Wed 10:01 -- 881/h)
20241030-08:20:20 nb_validated 1032 model 0 (finishes Wed 09:58 -- 894/h)
20241030-08:20:31 nb_validated 1023 model 1 (finishes Wed 10:00 -- 884/h)
20241030-08:20:38 nb_validated 1034 model 2 (finishes Wed 09:59 -- 892/h)
20241030-08:20:49 nb_validated 1031 model 3 (finishes Wed 10:00 -- 887/h)
20241030-08:20:57 nb_validated 1038 model 2 (finishes Wed 09:59 -- 892/h)
20241030-08:21:07 nb_validated 1037 model 2 (finishes Wed 09:59 -- 889/h)
20241030-08:21:15 nb_validated 1041 model 4 (finishes Wed 09:59 -- 890/h)
20241030-08:21:25 nb_validated 1038 model 3 (finishes Wed 10:00 -- 886/h)
20241030-08:21:33 nb_validated 1045 model 2 (finishes Wed 09:59 -- 890/h)
20241030-08:21:44 nb_validated 1040 model 4 (finishes Wed 10:00 -- 883/h)
20241030-08:21:52 nb_validated 1049 model 3 (finishes Wed 09:59 -- 889/h)
20241030-08:22:01 nb_validated 1041 model 3 (finishes Wed 10:01 -- 881/h)
20241030-08:22:10 nb_validated 1056 model 0 (finishes Wed 09:59 -- 892/h)
20241030-08:22:20 nb_validated 1045 model 0 (finishes Wed 10:01 -- 880/h)
20241030-08:22:28 nb_validated 1059 model 1 (finishes Wed 09:59 -- 890/h)
20241030-08:22:39 nb_validated 1051 model 0 (finishes Wed 10:01 -- 881/h)
20241030-08:22:47 nb_validated 1063 model 3 (finishes Wed 09:59 -- 890/h)
20241030-08:22:57 nb_validated 1054 model 0 (finishes Wed 10:01 -- 880/h)
20241030-08:23:06 nb_validated 1070 model 4 (finishes Wed 09:59 -- 892/h)
20241030-08:23:16 nb_validated 1057 model 2 (finishes Wed 10:01 -- 879/h)
20241030-08:23:24 nb_validated 1075 model 1 (finishes Wed 09:59 -- 892/h)
20241030-08:23:34 nb_validated 1061 model 4 (finishes Wed 10:01 -- 878/h)
20241030-08:23:43 nb_validated 1078 model 4 (finishes Wed 09:59 -- 891/h)
20241030-08:23:52 nb_validated 1066 model 3 (finishes Wed 10:01 -- 879/h)
20241030-08:24:01 nb_validated 1086 model 2 (finishes Wed 09:58 -- 894/h)
20241030-08:24:11 nb_validated 1066 model 1 (finishes Wed 10:02 -- 875/h)
20241030-08:24:20 nb_validated 1092 model 2 (finishes Wed 09:58 -- 895/h)
20241030-08:24:29 nb_validated 1069 model 4 (finishes Wed 10:02 -- 874/h)
20241030-08:24:38 nb_validated 1101 model 4 (finishes Wed 09:58 -- 898/h)
20241030-08:24:48 nb_validated 1070 model 1 (finishes Wed 10:03 -- 871/h)
20241030-08:24:57 nb_validated 1102 model 1 (finishes Wed 09:58 -- 895/h)
20241030-08:25:06 nb_validated 1072 model 0 (finishes Wed 10:03 -- 869/h)
20241030-08:25:15 nb_validated 1105 model 1 (finishes Wed 09:58 -- 894/h)
20241030-08:25:25 nb_validated 1075 model 2 (finishes Wed 10:03 -- 868/h)
20241030-08:25:34 nb_validated 1110 model 3 (finishes Wed 09:58 -- 894/h)
20241030-08:25:43 nb_validated 1086 model 4 (finishes Wed 10:02 -- 873/h)
20241030-08:25:52 nb_validated 1114 model 0 (finishes Wed 09:58 -- 894/h)
20241030-08:26:01 nb_validated 1089 model 3 (finishes Wed 10:03 -- 872/h)
20241030-08:26:10 nb_validated 1119 model 3 (finishes Wed 09:58 -- 894/h)
20241030-08:26:20 nb_validated 1095 model 4 (finishes Wed 10:02 -- 873/h)
20241030-08:26:28 nb_validated 1124 model 0 (finishes Wed 09:58 -- 895/h)
20241030-08:26:38 nb_validated 1099 model 1 (finishes Wed 10:02 -- 873/h)
20241030-08:26:47 nb_validated 1132 model 0 (finishes Wed 09:58 -- 897/h)
20241030-08:26:57 nb_validated 1106 model 4 (finishes Wed 10:02 -- 875/h)
20241030-08:27:05 nb_validated 1137 model 2 (finishes Wed 09:58 -- 898/h)
20241030-08:27:15 nb_validated 1107 model 2 (finishes Wed 10:03 -- 872/h)
20241030-08:27:23 nb_validated 1141 model 3 (finishes Wed 09:58 -- 897/h)
20241030-08:27:33 nb_validated 1107 model 1 (finishes Wed 10:03 -- 869/h)
20241030-08:27:42 nb_validated 1147 model 2 (finishes Wed 09:58 -- 898/h)
20241030-08:27:51 nb_validated 1110 model 0 (finishes Wed 10:03 -- 868/h)
20241030-08:28:01 nb_validated 1153 model 1 (finishes Wed 09:57 -- 899/h)
20241030-08:28:10 nb_validated 1114 model 1 (finishes Wed 10:04 -- 867/h)
20241030-08:28:19 nb_validated 1155 model 3 (finishes Wed 09:58 -- 897/h)
20241030-08:28:28 nb_validated 1117 model 2 (finishes Wed 10:04 -- 866/h)
20241030-08:28:38 nb_validated 1162 model 4 (finishes Wed 09:57 -- 899/h)
20241030-08:28:46 nb_validated 1121 model 3 (finishes Wed 10:04 -- 866/h)
20241030-08:28:56 nb_validated 1165 model 3 (finishes Wed 09:58 -- 898/h)
20241030-08:29:04 nb_validated 1122 model 3 (finishes Wed 10:04 -- 863/h)
20241030-08:29:14 nb_validated 1170 model 0 (finishes Wed 09:58 -- 898/h)
20241030-08:29:22 nb_validated 1125 model 3 (finishes Wed 10:04 -- 862/h)
20241030-08:29:33 nb_validated 1176 model 1 (finishes Wed 09:57 -- 899/h)
20241030-08:29:41 nb_validated 1133 model 2 (finishes Wed 10:04 -- 865/h)
20241030-08:29:51 nb_validated 1177 model 1 (finishes Wed 09:58 -- 897/h)
20241030-08:29:59 nb_validated 1136 model 1 (finishes Wed 10:04 -- 864/h)
20241030-08:30:10 nb_validated 1177 model 1 (finishes Wed 09:58 -- 893/h)
20241030-08:30:18 nb_validated 1144 model 0 (finishes Wed 10:04 -- 867/h)
20241030-08:30:28 nb_validated 1180 model 2 (finishes Wed 09:59 -- 892/h)
20241030-08:30:36 nb_validated 1148 model 0 (finishes Wed 10:04 -- 866/h)
20241030-08:30:46 nb_validated 1187 model 1 (finishes Wed 09:58 -- 894/h)
20241030-08:30:54 nb_validated 1153 model 0 (finishes Wed 10:04 -- 867/h)
20241030-08:31:04 nb_validated 1193 model 0 (finishes Wed 09:58 -- 895/h)
20241030-08:31:13 nb_validated 1160 model 2 (finishes Wed 10:03 -- 869/h)
20241030-08:31:23 nb_validated 1200 model 0 (finishes Wed 09:58 -- 897/h)
20241030-08:31:31 nb_validated 1165 model 0 (finishes Wed 10:03 -- 869/h)
20241030-08:31:41 nb_validated 1207 model 0 (finishes Wed 09:57 -- 899/h)
20241030-08:31:49 nb_validated 1170 model 2 (finishes Wed 10:03 -- 870/h)
20241030-08:32:00 nb_validated 1214 model 1 (finishes Wed 09:57 -- 900/h)
20241030-08:32:08 nb_validated 1173 model 4 (finishes Wed 10:03 -- 868/h)
20241030-08:32:19 nb_validated 1226 model 2 (finishes Wed 09:56 -- 906/h)
20241030-08:32:27 nb_validated 1177 model 2 (finishes Wed 10:03 -- 868/h)
20241030-08:32:37 nb_validated 1230 model 2 (finishes Wed 09:56 -- 905/h)
20241030-08:32:45 nb_validated 1180 model 2 (finishes Wed 10:04 -- 867/h)
20241030-08:32:56 nb_validated 1233 model 0 (finishes Wed 09:56 -- 904/h)
20241030-08:33:03 nb_validated 1186 model 4 (finishes Wed 10:03 -- 868/h)
20241030-08:33:14 nb_validated 1240 model 4 (finishes Wed 09:56 -- 906/h)
20241030-08:33:21 nb_validated 1187 model 3 (finishes Wed 10:04 -- 866/h)
20241030-08:33:32 nb_validated 1241 model 3 (finishes Wed 09:57 -- 903/h)
20241030-08:33:40 nb_validated 1194 model 2 (finishes Wed 10:03 -- 868/h)
20241030-08:33:50 nb_validated 1248 model 2 (finishes Wed 09:56 -- 905/h)
20241030-08:33:58 nb_validated 1199 model 1 (finishes Wed 10:03 -- 868/h)
20241030-08:34:09 nb_validated 1254 model 0 (finishes Wed 09:56 -- 906/h)
20241030-08:34:16 nb_validated 1201 model 0 (finishes Wed 10:04 -- 866/h)
20241030-08:34:27 nb_validated 1256 model 1 (finishes Wed 09:56 -- 904/h)
20241030-08:34:35 nb_validated 1206 model 2 (finishes Wed 10:04 -- 867/h)
20241030-08:34:45 nb_validated 1259 model 3 (finishes Wed 09:57 -- 903/h)
20241030-08:34:53 nb_validated 1211 model 4 (finishes Wed 10:04 -- 867/h)
20241030-08:35:04 nb_validated 1262 model 1 (finishes Wed 09:57 -- 902/h)
20241030-08:35:12 nb_validated 1217 model 0 (finishes Wed 10:03 -- 868/h)
20241030-08:35:21 nb_validated 1265 model 3 (finishes Wed 09:57 -- 901/h)
20241030-08:35:30 nb_validated 1221 model 3 (finishes Wed 10:03 -- 868/h)
20241030-08:35:39 nb_validated 1267 model 2 (finishes Wed 09:57 -- 899/h)
20241030-08:35:48 nb_validated 1227 model 0 (finishes Wed 10:03 -- 869/h)
20241030-08:35:57 nb_validated 1269 model 3 (finishes Wed 09:58 -- 897/h)
20241030-08:36:07 nb_validated 1227 model 1 (finishes Wed 10:04 -- 866/h)
20241030-08:36:16 nb_validated 1273 model 1 (finishes Wed 09:58 -- 897/h)
20241030-08:36:25 nb_validated 1232 model 1 (finishes Wed 10:04 -- 866/h)
20241030-08:36:34 nb_validated 1274 model 2 (finishes Wed 09:58 -- 894/h)
20241030-08:36:43 nb_validated 1234 model 0 (finishes Wed 10:04 -- 865/h)
20241030-08:36:52 nb_validated 1277 model 3 (finishes Wed 09:58 -- 893/h)
20241030-08:37:01 nb_validated 1237 model 0 (finishes Wed 10:04 -- 864/h)
20241030-08:37:10 nb_validated 1279 model 0 (finishes Wed 09:59 -- 891/h)
20241030-08:37:20 nb_validated 1240 model 1 (finishes Wed 10:04 -- 863/h)
20241030-08:37:29 nb_validated 1283 model 1 (finishes Wed 09:59 -- 891/h)
20241030-08:37:38 nb_validated 1243 model 2 (finishes Wed 10:05 -- 862/h)
20241030-08:37:47 nb_validated 1286 model 2 (finishes Wed 09:59 -- 890/h)
20241030-08:37:56 nb_validated 1246 model 4 (finishes Wed 10:05 -- 861/h)
20241030-08:38:05 nb_validated 1288 model 4 (finishes Wed 09:59 -- 888/h)
20241030-08:38:15 nb_validated 1247 model 2 (finishes Wed 10:05 -- 858/h)
20241030-08:38:23 nb_validated 1293 model 3 (finishes Wed 09:59 -- 889/h)
20241030-08:38:33 nb_validated 1257 model 4 (finishes Wed 10:05 -- 862/h)
20241030-08:38:41 nb_validated 1298 model 0 (finishes Wed 09:59 -- 889/h)
20241030-08:38:51 nb_validated 1264 model 0 (finishes Wed 10:04 -- 864/h)
20241030-08:39:00 nb_validated 1301 model 1 (finishes Wed 09:59 -- 888/h)
20241030-08:39:09 nb_validated 1267 model 2 (finishes Wed 10:04 -- 863/h)
20241030-08:39:19 nb_validated 1308 model 0 (finishes Wed 09:59 -- 890/h)
20241030-08:39:27 nb_validated 1269 model 3 (finishes Wed 10:05 -- 862/h)
20241030-08:39:37 nb_validated 1310 model 1 (finishes Wed 10:00 -- 888/h)
20241030-08:39:45 nb_validated 1272 model 0 (finishes Wed 10:05 -- 861/h)
20241030-08:39:56 nb_validated 1313 model 0 (finishes Wed 10:00 -- 887/h)
20241030-08:40:03 nb_validated 1277 model 2 (finishes Wed 10:05 -- 861/h)
20241030-08:40:13 nb_validated 1314 model 3 (finishes Wed 10:00 -- 885/h)
20241030-08:40:21 nb_validated 1282 model 0 (finishes Wed 10:05 -- 862/h)
20241030-08:40:31 nb_validated 1318 model 0 (finishes Wed 10:00 -- 884/h)
20241030-08:40:40 nb_validated 1287 model 1 (finishes Wed 10:05 -- 862/h)
20241030-08:40:50 nb_validated 1323 model 3 (finishes Wed 10:00 -- 885/h)
20241030-08:40:58 nb_validated 1293 model 3 (finishes Wed 10:04 -- 863/h)
20241030-08:41:08 nb_validated 1325 model 4 (finishes Wed 10:00 -- 883/h)
20241030-08:41:16 nb_validated 1300 model 0 (finishes Wed 10:04 -- 865/h)
20241030-08:41:27 nb_validated 1332 model 4 (finishes Wed 10:00 -- 884/h)
20241030-08:41:34 nb_validated 1303 model 3 (finishes Wed 10:04 -- 864/h)
20241030-08:41:45 nb_validated 1337 model 4 (finishes Wed 10:00 -- 885/h)
20241030-08:41:52 nb_validated 1306 model 4 (finishes Wed 10:04 -- 863/h)
20241030-08:42:04 nb_validated 1343 model 2 (finishes Wed 10:00 -- 886/h)
20241030-08:42:11 nb_validated 1312 model 0 (finishes Wed 10:04 -- 864/h)
20241030-08:42:22 nb_validated 1346 model 3 (finishes Wed 10:00 -- 885/h)
20241030-08:42:29 nb_validated 1315 model 4 (finishes Wed 10:04 -- 863/h)
20241030-08:42:41 nb_validated 1351 model 0 (finishes Wed 10:00 -- 885/h)
20241030-08:42:48 nb_validated 1317 model 2 (finishes Wed 10:05 -- 862/h)
20241030-08:43:00 nb_validated 1356 model 0 (finishes Wed 10:00 -- 885/h)
20241030-08:43:06 nb_validated 1322 model 0 (finishes Wed 10:05 -- 862/h)
20241030-08:43:18 nb_validated 1361 model 1 (finishes Wed 10:00 -- 886/h)
20241030-08:43:25 nb_validated 1323 model 2 (finishes Wed 10:05 -- 860/h)
20241030-08:43:37 nb_validated 1367 model 4 (finishes Wed 10:00 -- 886/h)
20241030-08:43:43 nb_validated 1331 model 4 (finishes Wed 10:05 -- 862/h)
20241030-08:43:55 nb_validated 1377 model 2 (finishes Wed 09:59 -- 890/h)
20241030-08:44:02 nb_validated 1336 model 3 (finishes Wed 10:04 -- 862/h)
20241030-08:44:14 nb_validated 1382 model 4 (finishes Wed 09:59 -- 890/h)
20241030-08:44:20 nb_validated 1342 model 2 (finishes Wed 10:04 -- 863/h)
20241030-08:44:32 nb_validated 1385 model 4 (finishes Wed 09:59 -- 889/h)
20241030-08:44:38 nb_validated 1349 model 4 (finishes Wed 10:04 -- 865/h)
20241030-08:44:50 nb_validated 1390 model 2 (finishes Wed 09:59 -- 890/h)
20241030-08:44:57 nb_validated 1353 model 2 (finishes Wed 10:04 -- 865/h)
20241030-08:45:09 nb_validated 1398 model 4 (finishes Wed 09:59 -- 892/h)
20241030-08:45:16 nb_validated 1358 model 1 (finishes Wed 10:04 -- 865/h)
20241030-08:45:27 nb_validated 1401 model 2 (finishes Wed 09:59 -- 891/h)
20241030-08:45:34 nb_validated 1362 model 2 (finishes Wed 10:04 -- 865/h)
20241030-08:45:45 nb_validated 1407 model 4 (finishes Wed 09:59 -- 892/h)
20241030-08:45:52 nb_validated 1367 model 4 (finishes Wed 10:04 -- 865/h)
20241030-08:46:03 nb_validated 1409 model 3 (finishes Wed 09:59 -- 890/h)
20241030-08:46:11 nb_validated 1374 model 4 (finishes Wed 10:04 -- 867/h)
20241030-08:46:20 nb_validated 1411 model 3 (finishes Wed 09:59 -- 889/h)
20241030-08:46:29 nb_validated 1380 model 3 (finishes Wed 10:03 -- 868/h)
20241030-08:46:39 nb_validated 1413 model 3 (finishes Wed 10:00 -- 887/h)
20241030-08:46:48 nb_validated 1391 model 4 (finishes Wed 10:03 -- 872/h)
20241030-08:46:57 nb_validated 1417 model 0 (finishes Wed 10:00 -- 887/h)
20241030-08:47:06 nb_validated 1397 model 2 (finishes Wed 10:02 -- 873/h)
20241030-08:47:15 nb_validated 1422 model 2 (finishes Wed 10:00 -- 887/h)
20241030-08:47:24 nb_validated 1398 model 2 (finishes Wed 10:03 -- 871/h)
20241030-08:47:34 nb_validated 1426 model 4 (finishes Wed 10:00 -- 887/h)
20241030-08:47:43 nb_validated 1399 model 4 (finishes Wed 10:03 -- 869/h)
20241030-08:47:52 nb_validated 1432 model 3 (finishes Wed 10:00 -- 888/h)
20241030-08:48:01 nb_validated 1402 model 2 (finishes Wed 10:03 -- 868/h)
20241030-08:48:11 nb_validated 1439 model 0 (finishes Wed 09:59 -- 889/h)
20241030-08:48:20 nb_validated 1407 model 4 (finishes Wed 10:03 -- 868/h)
20241030-08:48:29 nb_validated 1443 model 0 (finishes Wed 09:59 -- 889/h)
20241030-08:48:38 nb_validated 1410 model 2 (finishes Wed 10:04 -- 867/h)
20241030-08:48:46 nb_validated 1446 model 3 (finishes Wed 09:59 -- 888/h)
20241030-08:48:57 nb_validated 1412 model 2 (finishes Wed 10:04 -- 866/h)
20241030-08:49:05 nb_validated 1451 model 1 (finishes Wed 09:59 -- 888/h)
20241030-08:49:15 nb_validated 1420 model 3 (finishes Wed 10:03 -- 868/h)
20241030-08:49:23 nb_validated 1454 model 3 (finishes Wed 10:00 -- 887/h)
20241030-08:49:33 nb_validated 1427 model 3 (finishes Wed 10:03 -- 869/h)
20241030-08:49:42 nb_validated 1464 model 0 (finishes Wed 09:59 -- 891/h)
20241030-08:49:52 nb_validated 1431 model 1 (finishes Wed 10:03 -- 869/h)
20241030-08:50:00 nb_validated 1467 model 1 (finishes Wed 09:59 -- 890/h)
20241030-08:50:10 nb_validated 1435 model 0 (finishes Wed 10:03 -- 869/h)
20241030-08:50:18 nb_validated 1468 model 1 (finishes Wed 10:00 -- 888/h)
20241030-08:50:28 nb_validated 1448 model 0 (finishes Wed 10:02 -- 874/h)
20241030-08:50:37 nb_validated 1472 model 0 (finishes Wed 10:00 -- 887/h)
20241030-08:50:46 nb_validated 1453 model 3 (finishes Wed 10:02 -- 874/h)
20241030-08:50:55 nb_validated 1472 model 0 (finishes Wed 10:00 -- 885/h)
20241030-08:51:05 nb_validated 1456 model 3 (finishes Wed 10:02 -- 874/h)
20241030-08:51:14 nb_validated 1479 model 0 (finishes Wed 10:00 -- 886/h)
20241030-08:51:23 nb_validated 1458 model 1 (finishes Wed 10:03 -- 872/h)
20241030-08:51:32 nb_validated 1484 model 0 (finishes Wed 10:00 -- 886/h)
20241030-08:51:41 nb_validated 1462 model 0 (finishes Wed 10:03 -- 872/h)
20241030-08:51:51 nb_validated 1488 model 0 (finishes Wed 10:00 -- 886/h)
20241030-08:51:59 nb_validated 1466 model 0 (finishes Wed 10:03 -- 872/h)
20241030-08:52:09 nb_validated 1496 model 4 (finishes Wed 09:59 -- 888/h)
20241030-08:52:18 nb_validated 1471 model 0 (finishes Wed 10:03 -- 872/h)
20241030-08:52:28 nb_validated 1500 model 4 (finishes Wed 10:00 -- 888/h)
20241030-08:52:37 nb_validated 1479 model 4 (finishes Wed 10:02 -- 874/h)
20241030-08:52:46 nb_validated 1504 model 2 (finishes Wed 10:00 -- 887/h)
20241030-08:52:55 nb_validated 1481 model 1 (finishes Wed 10:02 -- 873/h)
20241030-08:53:05 nb_validated 1506 model 4 (finishes Wed 10:00 -- 886/h)
20241030-08:53:14 nb_validated 1485 model 1 (finishes Wed 10:03 -- 872/h)
20241030-08:53:23 nb_validated 1513 model 3 (finishes Wed 10:00 -- 887/h)
20241030-08:53:33 nb_validated 1493 model 0 (finishes Wed 10:02 -- 874/h)
20241030-08:53:41 nb_validated 1521 model 3 (finishes Wed 09:59 -- 889/h)
20241030-08:53:51 nb_validated 1498 model 4 (finishes Wed 10:02 -- 875/h)
20241030-08:53:59 nb_validated 1525 model 3 (finishes Wed 09:59 -- 889/h)
20241030-08:54:09 nb_validated 1504 model 4 (finishes Wed 10:02 -- 875/h)
20241030-08:54:18 nb_validated 1529 model 1 (finishes Wed 09:59 -- 889/h)
20241030-08:54:27 nb_validated 1506 model 0 (finishes Wed 10:02 -- 874/h)
20241030-08:54:37 nb_validated 1536 model 4 (finishes Wed 09:59 -- 890/h)
20241030-08:54:46 nb_validated 1508 model 2 (finishes Wed 10:02 -- 873/h)
20241030-08:54:55 nb_validated 1537 model 4 (finishes Wed 09:59 -- 888/h)
20241030-08:55:04 nb_validated 1510 model 2 (finishes Wed 10:03 -- 871/h)
20241030-08:55:13 nb_validated 1539 model 2 (finishes Wed 10:00 -- 887/h)
20241030-08:55:22 nb_validated 1515 model 3 (finishes Wed 10:03 -- 872/h)
20241030-08:55:32 nb_validated 1541 model 1 (finishes Wed 10:00 -- 885/h)
20241030-08:55:41 nb_validated 1519 model 0 (finishes Wed 10:03 -- 871/h)
20241030-08:55:51 nb_validated 1545 model 4 (finishes Wed 10:00 -- 885/h)
20241030-08:55:59 nb_validated 1523 model 0 (finishes Wed 10:03 -- 871/h)
20241030-08:56:09 nb_validated 1548 model 2 (finishes Wed 10:00 -- 884/h)
20241030-08:56:18 nb_validated 1527 model 2 (finishes Wed 10:03 -- 871/h)
20241030-08:56:27 nb_validated 1550 model 3 (finishes Wed 10:01 -- 883/h)
20241030-08:56:36 nb_validated 1532 model 0 (finishes Wed 10:03 -- 871/h)
20241030-08:56:45 nb_validated 1554 model 2 (finishes Wed 10:01 -- 882/h)
20241030-08:56:55 nb_validated 1538 model 4 (finishes Wed 10:03 -- 872/h)
20241030-08:57:04 nb_validated 1563 model 2 (finishes Wed 10:00 -- 885/h)
20241030-08:57:14 nb_validated 1541 model 1 (finishes Wed 10:03 -- 871/h)
20241030-08:57:22 nb_validated 1567 model 1 (finishes Wed 10:00 -- 885/h)
20241030-08:57:32 nb_validated 1548 model 0 (finishes Wed 10:02 -- 872/h)
20241030-08:57:40 nb_validated 1569 model 1 (finishes Wed 10:00 -- 883/h)
20241030-08:57:50 nb_validated 1553 model 3 (finishes Wed 10:02 -- 873/h)
20241030-08:57:59 nb_validated 1575 model 0 (finishes Wed 10:00 -- 884/h)
20241030-08:58:09 nb_validated 1555 model 3 (finishes Wed 10:03 -- 871/h)
20241030-08:58:17 nb_validated 1580 model 2 (finishes Wed 10:00 -- 884/h)
20241030-08:58:27 nb_validated 1561 model 2 (finishes Wed 10:03 -- 872/h)
20241030-08:58:36 nb_validated 1583 model 1 (finishes Wed 10:00 -- 883/h)
20241030-08:58:46 nb_validated 1568 model 4 (finishes Wed 10:02 -- 874/h)
20241030-08:58:54 nb_validated 1587 model 4 (finishes Wed 10:00 -- 883/h)
20241030-08:59:04 nb_validated 1574 model 3 (finishes Wed 10:02 -- 875/h)
20241030-08:59:13 nb_validated 1594 model 1 (finishes Wed 10:00 -- 884/h)
20241030-08:59:22 nb_validated 1577 model 1 (finishes Wed 10:02 -- 874/h)
20241030-08:59:32 nb_validated 1601 model 0 (finishes Wed 10:00 -- 886/h)
20241030-08:59:41 nb_validated 1582 model 0 (finishes Wed 10:02 -- 874/h)
20241030-08:59:50 nb_validated 1606 model 4 (finishes Wed 10:00 -- 886/h)
20241030-09:00:00 nb_validated 1585 model 0 (finishes Wed 10:02 -- 873/h)
20241030-09:00:09 nb_validated 1614 model 4 (finishes Wed 09:59 -- 888/h)
20241030-09:00:18 nb_validated 1589 model 1 (finishes Wed 10:02 -- 873/h)
20241030-09:00:28 nb_validated 1621 model 4 (finishes Wed 09:59 -- 889/h)
20241030-09:00:37 nb_validated 1597 model 4 (finishes Wed 10:02 -- 875/h)
20241030-09:00:46 nb_validated 1625 model 2 (finishes Wed 09:59 -- 889/h)
20241030-09:00:55 nb_validated 1603 model 2 (finishes Wed 10:02 -- 876/h)
20241030-09:01:04 nb_validated 1630 model 3 (finishes Wed 09:59 -- 889/h)
20241030-09:01:14 nb_validated 1614 model 1 (finishes Wed 10:01 -- 879/h)
20241030-09:01:23 nb_validated 1637 model 4 (finishes Wed 09:59 -- 890/h)
20241030-09:01:33 nb_validated 1622 model 4 (finishes Wed 10:01 -- 881/h)
20241030-09:01:41 nb_validated 1639 model 4 (finishes Wed 09:59 -- 889/h)
20241030-09:01:51 nb_validated 1631 model 4 (finishes Wed 10:00 -- 883/h)
20241030-09:02:00 nb_validated 1645 model 0 (finishes Wed 09:59 -- 890/h)
20241030-09:02:09 nb_validated 1639 model 4 (finishes Wed 10:00 -- 885/h)
20241030-09:02:19 nb_validated 1649 model 1 (finishes Wed 09:59 -- 889/h)
20241030-09:02:28 nb_validated 1641 model 2 (finishes Wed 10:00 -- 884/h)
20241030-09:02:37 nb_validated 1654 model 0 (finishes Wed 09:59 -- 890/h)
20241030-09:02:47 nb_validated 1642 model 0 (finishes Wed 10:01 -- 882/h)
20241030-09:02:56 nb_validated 1660 model 1 (finishes Wed 09:59 -- 890/h)
20241030-09:03:05 nb_validated 1647 model 2 (finishes Wed 10:01 -- 882/h)
20241030-09:03:15 nb_validated 1664 model 1 (finishes Wed 09:59 -- 890/h)
20241030-09:03:23 nb_validated 1649 model 1 (finishes Wed 10:01 -- 881/h)
20241030-09:03:34 nb_validated 1673 model 4 (finishes Wed 09:59 -- 892/h)
20241030-09:03:41 nb_validated 1653 model 2 (finishes Wed 10:01 -- 881/h)
20241030-09:03:52 nb_validated 1675 model 2 (finishes Wed 09:59 -- 891/h)
20241030-09:03:59 nb_validated 1657 model 3 (finishes Wed 10:01 -- 880/h)
20241030-09:04:11 nb_validated 1678 model 0 (finishes Wed 09:59 -- 890/h)
20241030-09:04:18 nb_validated 1659 model 1 (finishes Wed 10:01 -- 879/h)
20241030-09:04:29 nb_validated 1681 model 2 (finishes Wed 09:59 -- 889/h)
20241030-09:04:37 nb_validated 1662 model 0 (finishes Wed 10:01 -- 878/h)
20241030-09:04:47 nb_validated 1686 model 2 (finishes Wed 09:59 -- 890/h)
20241030-09:04:55 nb_validated 1665 model 2 (finishes Wed 10:01 -- 877/h)
20241030-09:05:05 nb_validated 1690 model 0 (finishes Wed 09:59 -- 889/h)
20241030-09:05:14 nb_validated 1667 model 0 (finishes Wed 10:02 -- 876/h)
20241030-09:05:24 nb_validated 1693 model 1 (finishes Wed 09:59 -- 889/h)
20241030-09:05:33 nb_validated 1671 model 4 (finishes Wed 10:02 -- 876/h)
20241030-09:05:42 nb_validated 1698 model 3 (finishes Wed 09:59 -- 889/h)
20241030-09:05:51 nb_validated 1674 model 3 (finishes Wed 10:02 -- 875/h)
20241030-09:06:01 nb_validated 1703 model 1 (finishes Wed 09:59 -- 889/h)
20241030-09:06:08 nb_validated 1675 model 3 (finishes Wed 10:02 -- 873/h)
20241030-09:06:20 nb_validated 1706 model 2 (finishes Wed 09:59 -- 888/h)
20241030-09:06:26 nb_validated 1676 model 3 (finishes Wed 10:03 -- 872/h)
20241030-09:06:38 nb_validated 1711 model 3 (finishes Wed 09:59 -- 888/h)
20241030-09:06:44 nb_validated 1680 model 3 (finishes Wed 10:03 -- 871/h)
20241030-09:06:56 nb_validated 1717 model 3 (finishes Wed 09:59 -- 889/h)
20241030-09:07:03 nb_validated 1684 model 2 (finishes Wed 10:03 -- 871/h)
20241030-09:07:15 nb_validated 1721 model 3 (finishes Wed 09:59 -- 889/h)
20241030-09:07:21 nb_validated 1688 model 3 (finishes Wed 10:03 -- 871/h)
20241030-09:07:33 nb_validated 1725 model 2 (finishes Wed 09:59 -- 889/h)
20241030-09:07:40 nb_validated 1699 model 0 (finishes Wed 10:02 -- 874/h)
20241030-09:07:52 nb_validated 1732 model 1 (finishes Wed 09:59 -- 890/h)
20241030-09:07:58 nb_validated 1702 model 3 (finishes Wed 10:02 -- 874/h)
20241030-09:08:10 nb_validated 1735 model 4 (finishes Wed 09:59 -- 889/h)
20241030-09:08:17 nb_validated 1706 model 2 (finishes Wed 10:02 -- 873/h)
20241030-09:08:29 nb_validated 1739 model 1 (finishes Wed 09:59 -- 889/h)
20241030-09:08:35 nb_validated 1715 model 4 (finishes Wed 10:02 -- 876/h)
20241030-09:08:48 nb_validated 1740 model 3 (finishes Wed 10:00 -- 887/h)
20241030-09:08:54 nb_validated 1719 model 4 (finishes Wed 10:02 -- 875/h)
20241030-09:09:06 nb_validated 1742 model 2 (finishes Wed 10:00 -- 886/h)
20241030-09:09:12 nb_validated 1727 model 3 (finishes Wed 10:02 -- 877/h)
20241030-09:09:24 nb_validated 1745 model 0 (finishes Wed 10:00 -- 885/h)
20241030-09:09:30 nb_validated 1731 model 0 (finishes Wed 10:02 -- 877/h)
20241030-09:09:43 nb_validated 1755 model 4 (finishes Wed 10:00 -- 888/h)
20241030-09:09:49 nb_validated 1733 model 1 (finishes Wed 10:02 -- 876/h)
20241030-09:10:01 nb_validated 1764 model 2 (finishes Wed 09:59 -- 890/h)
20241030-09:10:07 nb_validated 1738 model 2 (finishes Wed 10:02 -- 876/h)
20241030-09:10:20 nb_validated 1772 model 0 (finishes Wed 09:59 -- 892/h)
20241030-09:10:25 nb_validated 1746 model 2 (finishes Wed 10:01 -- 878/h)
20241030-09:10:38 nb_validated 1773 model 3 (finishes Wed 09:59 -- 890/h)
20241030-09:10:44 nb_validated 1753 model 1 (finishes Wed 10:01 -- 879/h)
20241030-09:10:56 nb_validated 1782 model 4 (finishes Wed 09:59 -- 892/h)
20241030-09:11:03 nb_validated 1760 model 4 (finishes Wed 10:01 -- 880/h)
20241030-09:11:15 nb_validated 1791 model 0 (finishes Wed 09:58 -- 894/h)
20241030-09:11:21 nb_validated 1766 model 1 (finishes Wed 10:01 -- 881/h)
20241030-09:11:33 nb_validated 1795 model 0 (finishes Wed 09:58 -- 894/h)
20241030-09:11:40 nb_validated 1772 model 4 (finishes Wed 10:01 -- 882/h)
20241030-09:11:52 nb_validated 1806 model 3 (finishes Wed 09:58 -- 897/h)
20241030-09:11:58 nb_validated 1775 model 4 (finishes Wed 10:01 -- 881/h)
20241030-09:12:10 nb_validated 1813 model 3 (finishes Wed 09:58 -- 898/h)
20241030-09:12:16 nb_validated 1780 model 2 (finishes Wed 10:01 -- 881/h)
20241030-09:12:29 nb_validated 1816 model 4 (finishes Wed 09:58 -- 897/h)
20241030-09:12:34 nb_validated 1785 model 4 (finishes Wed 10:01 -- 881/h)
20241030-09:12:47 nb_validated 1820 model 4 (finishes Wed 09:58 -- 897/h)
20241030-09:12:53 nb_validated 1793 model 4 (finishes Wed 10:00 -- 883/h)
20241030-09:13:06 nb_validated 1821 model 1 (finishes Wed 09:58 -- 895/h)
20241030-09:13:12 nb_validated 1795 model 1 (finishes Wed 10:01 -- 882/h)
20241030-09:13:24 nb_validated 1826 model 3 (finishes Wed 09:58 -- 896/h)
20241030-09:13:29 nb_validated 1797 model 2 (finishes Wed 10:01 -- 881/h)
20241030-09:13:42 nb_validated 1829 model 3 (finishes Wed 09:58 -- 895/h)
20241030-09:13:48 nb_validated 1800 model 1 (finishes Wed 10:01 -- 880/h)
20241030-09:14:01 nb_validated 1831 model 2 (finishes Wed 09:58 -- 894/h)
20241030-09:14:06 nb_validated 1805 model 0 (finishes Wed 10:01 -- 880/h)
20241030-09:14:19 nb_validated 1835 model 3 (finishes Wed 09:58 -- 893/h)
20241030-09:14:24 nb_validated 1811 model 3 (finishes Wed 10:01 -- 881/h)
20241030-09:14:37 nb_validated 1843 model 4 (finishes Wed 09:58 -- 895/h)
20241030-09:14:43 nb_validated 1812 model 1 (finishes Wed 10:01 -- 879/h)
20241030-09:14:56 nb_validated 1853 model 0 (finishes Wed 09:58 -- 898/h)
20241030-09:15:01 nb_validated 1817 model 1 (finishes Wed 10:01 -- 880/h)
20241030-09:15:14 nb_validated 1860 model 3 (finishes Wed 09:57 -- 899/h)
20241030-09:15:20 nb_validated 1827 model 4 (finishes Wed 10:01 -- 882/h)
20241030-09:15:32 nb_validated 1868 model 3 (finishes Wed 09:57 -- 900/h)
20241030-09:15:38 nb_validated 1830 model 4 (finishes Wed 10:01 -- 881/h)
20241030-09:15:50 nb_validated 1877 model 3 (finishes Wed 09:57 -- 903/h)
20241030-09:15:56 nb_validated 1833 model 2 (finishes Wed 10:01 -- 881/h)
20241030-09:16:09 nb_validated 1881 model 3 (finishes Wed 09:57 -- 902/h)
20241030-09:16:15 nb_validated 1838 model 1 (finishes Wed 10:01 -- 881/h)
20241030-09:16:27 nb_validated 1884 model 0 (finishes Wed 09:57 -- 902/h)
20241030-09:16:33 nb_validated 1841 model 3 (finishes Wed 10:01 -- 880/h)
20241030-09:16:45 nb_validated 1893 model 3 (finishes Wed 09:57 -- 904/h)
20241030-09:16:51 nb_validated 1846 model 2 (finishes Wed 10:01 -- 881/h)
20241030-09:17:04 nb_validated 1899 model 0 (finishes Wed 09:56 -- 904/h)
20241030-09:17:10 nb_validated 1851 model 4 (finishes Wed 10:01 -- 881/h)
20241030-09:17:22 nb_validated 1904 model 3 (finishes Wed 09:56 -- 905/h)
20241030-09:17:28 nb_validated 1856 model 0 (finishes Wed 10:01 -- 881/h)
20241030-09:17:40 nb_validated 1908 model 2 (finishes Wed 09:56 -- 904/h)
20241030-09:17:46 nb_validated 1861 model 0 (finishes Wed 10:01 -- 881/h)
20241030-09:17:59 nb_validated 1910 model 2 (finishes Wed 09:57 -- 903/h)
20241030-09:18:04 nb_validated 1862 model 2 (finishes Wed 10:01 -- 880/h)
20241030-09:18:17 nb_validated 1912 model 0 (finishes Wed 09:57 -- 902/h)
20241030-09:18:23 nb_validated 1867 model 1 (finishes Wed 10:01 -- 880/h)
20241030-09:18:35 nb_validated 1913 model 1 (finishes Wed 09:57 -- 900/h)
20241030-09:18:42 nb_validated 1870 model 1 (finishes Wed 10:01 -- 879/h)
20241030-09:18:53 nb_validated 1916 model 0 (finishes Wed 09:57 -- 899/h)
20241030-09:19:00 nb_validated 1877 model 0 (finishes Wed 10:01 -- 880/h)
20241030-09:19:12 nb_validated 1917 model 3 (finishes Wed 09:58 -- 898/h)
20241030-09:19:18 nb_validated 1883 model 3 (finishes Wed 10:01 -- 881/h)
20241030-09:19:30 nb_validated 1919 model 2 (finishes Wed 09:58 -- 897/h)
20241030-09:19:37 nb_validated 1885 model 3 (finishes Wed 10:01 -- 880/h)
20241030-09:19:48 nb_validated 1923 model 4 (finishes Wed 09:58 -- 896/h)
20241030-09:19:55 nb_validated 1891 model 4 (finishes Wed 10:01 -- 881/h)
20241030-09:20:06 nb_validated 1928 model 2 (finishes Wed 09:58 -- 896/h)
20241030-09:20:13 nb_validated 1897 model 2 (finishes Wed 10:01 -- 881/h)
20241030-09:20:25 nb_validated 1932 model 4 (finishes Wed 09:58 -- 896/h)
20241030-09:20:32 nb_validated 1900 model 3 (finishes Wed 10:01 -- 881/h)
20241030-09:20:43 nb_validated 1934 model 3 (finishes Wed 09:58 -- 895/h)
20241030-09:20:50 nb_validated 1912 model 2 (finishes Wed 10:00 -- 884/h)
20241030-09:21:02 nb_validated 1934 model 1 (finishes Wed 09:59 -- 893/h)
20241030-09:21:08 nb_validated 1916 model 1 (finishes Wed 10:00 -- 884/h)
20241030-09:21:21 nb_validated 1937 model 1 (finishes Wed 09:59 -- 892/h)
20241030-09:21:27 nb_validated 1922 model 2 (finishes Wed 10:00 -- 884/h)
20241030-09:21:39 nb_validated 1941 model 2 (finishes Wed 09:59 -- 892/h)
20241030-09:21:45 nb_validated 1923 model 2 (finishes Wed 10:00 -- 883/h)
20241030-09:21:57 nb_validated 1947 model 2 (finishes Wed 09:59 -- 892/h)
20241030-09:22:04 nb_validated 1933 model 1 (finishes Wed 10:00 -- 885/h)
20241030-09:22:16 nb_validated 1955 model 0 (finishes Wed 09:58 -- 894/h)
20241030-09:22:21 nb_validated 1935 model 3 (finishes Wed 10:00 -- 884/h)
20241030-09:22:34 nb_validated 1961 model 4 (finishes Wed 09:58 -- 895/h)
20241030-09:22:40 nb_validated 1938 model 2 (finishes Wed 10:00 -- 884/h)
20241030-09:22:52 nb_validated 1966 model 3 (finishes Wed 09:58 -- 895/h)
20241030-09:22:58 nb_validated 1944 model 2 (finishes Wed 10:00 -- 884/h)
20241030-09:23:11 nb_validated 1971 model 2 (finishes Wed 09:58 -- 895/h)
20241030-09:23:17 nb_validated 1952 model 0 (finishes Wed 10:00 -- 886/h)
20241030-09:23:29 nb_validated 1976 model 2 (finishes Wed 09:58 -- 895/h)
20241030-09:23:36 nb_validated 1961 model 4 (finishes Wed 10:00 -- 888/h)
20241030-09:23:48 nb_validated 1982 model 1 (finishes Wed 09:58 -- 896/h)
20241030-09:23:54 nb_validated 1966 model 1 (finishes Wed 09:59 -- 888/h)
20241030-09:24:06 nb_validated 1989 model 3 (finishes Wed 09:58 -- 897/h)
20241030-09:24:12 nb_validated 1975 model 4 (finishes Wed 09:59 -- 890/h)
20241030-09:24:23 nb_validated 1991 model 3 (finishes Wed 09:58 -- 896/h)
20241030-09:24:31 nb_validated 1980 model 2 (finishes Wed 09:59 -- 890/h)
20241030-09:24:42 nb_validated 1994 model 1 (finishes Wed 09:58 -- 895/h)
20241030-09:24:49 nb_validated 1987 model 2 (finishes Wed 09:59 -- 891/h)
20241030-09:25:01 nb_validated 2000 model 4 (finishes Wed 09:58 -- 896/h)
20241030-09:25:07 nb_validated 1993 model 3 (finishes Wed 09:59 -- 892/h)
20241030-09:25:19 nb_validated 2006 model 4 (finishes Wed 09:58 -- 896/h)
20241030-09:25:25 nb_validated 1998 model 4 (finishes Wed 09:59 -- 892/h)
20241030-09:25:38 nb_validated 2010 model 4 (finishes Wed 09:58 -- 896/h)
20241030-09:25:44 nb_validated 2003 model 4 (finishes Wed 09:59 -- 892/h)
20241030-09:25:56 nb_validated 2013 model 3 (finishes Wed 09:58 -- 896/h)
20241030-09:26:03 nb_validated 2008 model 2 (finishes Wed 09:59 -- 893/h)
20241030-09:26:14 nb_validated 2018 model 0 (finishes Wed 09:58 -- 896/h)
20241030-09:26:21 nb_validated 2010 model 1 (finishes Wed 09:59 -- 891/h)
20241030-09:26:33 nb_validated 2020 model 4 (finishes Wed 09:58 -- 895/h)
20241030-09:26:40 nb_validated 2015 model 0 (finishes Wed 09:59 -- 892/h)
20241030-09:26:51 nb_validated 2030 model 0 (finishes Wed 09:58 -- 897/h)
20241030-09:26:58 nb_validated 2018 model 2 (finishes Wed 09:59 -- 891/h)
20241030-09:27:09 nb_validated 2035 model 2 (finishes Wed 09:58 -- 897/h)
20241030-09:27:17 nb_validated 2021 model 2 (finishes Wed 09:59 -- 890/h)
20241030-09:27:28 nb_validated 2044 model 4 (finishes Wed 09:57 -- 899/h)
20241030-09:27:35 nb_validated 2028 model 0 (finishes Wed 09:59 -- 891/h)
20241030-09:27:46 nb_validated 2047 model 0 (finishes Wed 09:58 -- 898/h)
20241030-09:27:54 nb_validated 2035 model 4 (finishes Wed 09:59 -- 892/h)
20241030-09:28:05 nb_validated 2047 model 2 (finishes Wed 09:58 -- 896/h)
20241030-09:28:12 nb_validated 2048 model 4 (finishes Wed 09:58 -- 896/h)
20241030-09:28:24 nb_validated 2051 model 1 (finishes Wed 09:58 -- 896/h)
20241030-09:28:31 nb_validated 2054 model 1 (finishes Wed 09:58 -- 897/h)
20241030-09:28:42 nb_validated 2052 model 2 (finishes Wed 09:58 -- 894/h)
20241030-09:28:50 nb_validated 2055 model 2 (finishes Wed 09:58 -- 895/h)
20241030-09:29:01 nb_validated 2059 model 0 (finishes Wed 09:58 -- 896/h)
20241030-09:29:07 nb_validated 2061 model 4 (finishes Wed 09:58 -- 896/h)
20241030-09:29:19 nb_validated 2063 model 4 (finishes Wed 09:58 -- 895/h)
20241030-09:29:26 nb_validated 2067 model 0 (finishes Wed 09:58 -- 896/h)
20241030-09:29:38 nb_validated 2068 model 4 (finishes Wed 09:58 -- 895/h)
20241030-09:29:44 nb_validated 2073 model 2 (finishes Wed 09:58 -- 897/h)
20241030-09:29:56 nb_validated 2070 model 3 (finishes Wed 09:58 -- 894/h)
20241030-09:30:03 nb_validated 2075 model 2 (finishes Wed 09:58 -- 896/h)
20241030-09:30:14 nb_validated 2073 model 3 (finishes Wed 09:58 -- 894/h)
20241030-09:30:21 nb_validated 2077 model 2 (finishes Wed 09:58 -- 895/h)
20241030-09:30:32 nb_validated 2080 model 2 (finishes Wed 09:58 -- 895/h)
20241030-09:30:39 nb_validated 2081 model 4 (finishes Wed 09:58 -- 895/h)
20241030-09:30:50 nb_validated 2085 model 2 (finishes Wed 09:58 -- 895/h)
20241030-09:30:57 nb_validated 2086 model 3 (finishes Wed 09:58 -- 895/h)
20241030-09:31:09 nb_validated 2086 model 1 (finishes Wed 09:58 -- 893/h)
20241030-09:31:15 nb_validated 2097 model 2 (finishes Wed 09:58 -- 897/h)
20241030-09:31:27 nb_validated 2088 model 4 (finishes Wed 09:59 -- 892/h)
20241030-09:31:34 nb_validated 2104 model 0 (finishes Wed 09:58 -- 898/h)
20241030-09:31:46 nb_validated 2095 model 1 (finishes Wed 09:58 -- 893/h)
20241030-09:31:52 nb_validated 2108 model 2 (finishes Wed 09:58 -- 898/h)
20241030-09:32:05 nb_validated 2103 model 1 (finishes Wed 09:58 -- 895/h)
20241030-09:32:11 nb_validated 2112 model 2 (finishes Wed 09:58 -- 898/h)
20241030-09:32:22 nb_validated 2107 model 3 (finishes Wed 09:58 -- 895/h)
20241030-09:32:29 nb_validated 2117 model 2 (finishes Wed 09:58 -- 898/h)
20241030-09:32:40 nb_validated 2111 model 0 (finishes Wed 09:58 -- 894/h)
20241030-09:32:48 nb_validated 2123 model 3 (finishes Wed 09:57 -- 899/h)
20241030-09:32:59 nb_validated 2115 model 4 (finishes Wed 09:58 -- 894/h)
20241030-09:33:06 nb_validated 2131 model 2 (finishes Wed 09:57 -- 900/h)
20241030-09:33:18 nb_validated 2117 model 1 (finishes Wed 09:59 -- 893/h)
20241030-09:33:25 nb_validated 2138 model 2 (finishes Wed 09:57 -- 901/h)
20241030-09:33:36 nb_validated 2123 model 3 (finishes Wed 09:58 -- 894/h)
20241030-09:33:43 nb_validated 2143 model 2 (finishes Wed 09:57 -- 901/h)
20241030-09:33:54 nb_validated 2130 model 1 (finishes Wed 09:58 -- 895/h)
20241030-09:34:02 nb_validated 2148 model 0 (finishes Wed 09:57 -- 901/h)
20241030-09:34:12 nb_validated 2133 model 2 (finishes Wed 09:58 -- 894/h)
20241030-09:34:20 nb_validated 2153 model 3 (finishes Wed 09:57 -- 902/h)
20241030-09:34:30 nb_validated 2136 model 0 (finishes Wed 09:58 -- 893/h)
20241030-09:34:38 nb_validated 2158 model 3 (finishes Wed 09:57 -- 902/h)
20241030-09:34:49 nb_validated 2139 model 0 (finishes Wed 09:59 -- 893/h)
20241030-09:34:56 nb_validated 2162 model 4 (finishes Wed 09:57 -- 902/h)
20241030-09:35:07 nb_validated 2146 model 1 (finishes Wed 09:58 -- 894/h)
20241030-09:35:14 nb_validated 2166 model 3 (finishes Wed 09:57 -- 901/h)
20241030-09:35:26 nb_validated 2152 model 0 (finishes Wed 09:58 -- 894/h)
20241030-09:35:33 nb_validated 2173 model 4 (finishes Wed 09:57 -- 902/h)
20241030-09:35:45 nb_validated 2162 model 0 (finishes Wed 09:58 -- 897/h)
20241030-09:35:51 nb_validated 2177 model 0 (finishes Wed 09:57 -- 902/h)
20241030-09:36:02 nb_validated 2163 model 3 (finishes Wed 09:58 -- 895/h)
20241030-09:36:10 nb_validated 2183 model 2 (finishes Wed 09:57 -- 903/h)
20241030-09:36:21 nb_validated 2170 model 4 (finishes Wed 09:58 -- 896/h)
20241030-09:36:28 nb_validated 2187 model 4 (finishes Wed 09:57 -- 902/h)
20241030-09:36:40 nb_validated 2173 model 0 (finishes Wed 09:58 -- 895/h)
20241030-09:36:47 nb_validated 2193 model 4 (finishes Wed 09:57 -- 903/h)
20241030-09:36:58 nb_validated 2178 model 2 (finishes Wed 09:58 -- 896/h)
20241030-09:37:05 nb_validated 2197 model 1 (finishes Wed 09:57 -- 903/h)
20241030-09:37:17 nb_validated 2182 model 2 (finishes Wed 09:58 -- 895/h)
20241030-09:37:23 nb_validated 2202 model 4 (finishes Wed 09:57 -- 903/h)
20241030-09:37:34 nb_validated 2186 model 3 (finishes Wed 09:58 -- 895/h)
20241030-09:37:42 nb_validated 2209 model 0 (finishes Wed 09:57 -- 904/h)
20241030-09:37:52 nb_validated 2189 model 3 (finishes Wed 09:58 -- 895/h)
20241030-09:38:00 nb_validated 2213 model 0 (finishes Wed 09:57 -- 904/h)
20241030-09:38:10 nb_validated 2195 model 0 (finishes Wed 09:58 -- 895/h)
20241030-09:38:18 nb_validated 2216 model 3 (finishes Wed 09:57 -- 903/h)
20241030-09:38:29 nb_validated 2197 model 2 (finishes Wed 09:58 -- 894/h)
20241030-09:38:36 nb_validated 2225 model 4 (finishes Wed 09:56 -- 905/h)
20241030-09:38:47 nb_validated 2198 model 4 (finishes Wed 09:59 -- 893/h)
20241030-09:38:54 nb_validated 2232 model 4 (finishes Wed 09:56 -- 906/h)
20241030-09:39:06 nb_validated 2202 model 2 (finishes Wed 09:59 -- 892/h)
20241030-09:39:12 nb_validated 2235 model 3 (finishes Wed 09:56 -- 905/h)
20241030-09:39:23 nb_validated 2204 model 3 (finishes Wed 09:59 -- 891/h)
20241030-09:39:30 nb_validated 2238 model 2 (finishes Wed 09:56 -- 905/h)
20241030-09:39:42 nb_validated 2210 model 3 (finishes Wed 09:59 -- 892/h)
20241030-09:39:49 nb_validated 2241 model 2 (finishes Wed 09:57 -- 904/h)
20241030-09:40:01 nb_validated 2218 model 4 (finishes Wed 09:58 -- 893/h)
20241030-09:40:07 nb_validated 2247 model 4 (finishes Wed 09:56 -- 904/h)
20241030-09:40:19 nb_validated 2225 model 2 (finishes Wed 09:58 -- 894/h)
20241030-09:40:25 nb_validated 2249 model 1 (finishes Wed 09:57 -- 903/h)
20241030-09:40:37 nb_validated 2227 model 3 (finishes Wed 09:58 -- 893/h)
20241030-09:40:44 nb_validated 2253 model 2 (finishes Wed 09:57 -- 903/h)
20241030-09:40:56 nb_validated 2233 model 2 (finishes Wed 09:58 -- 894/h)
20241030-09:41:02 nb_validated 2262 model 0 (finishes Wed 09:56 -- 905/h)
20241030-09:41:14 nb_validated 2236 model 0 (finishes Wed 09:58 -- 893/h)
20241030-09:41:21 nb_validated 2272 model 0 (finishes Wed 09:56 -- 907/h)
20241030-09:41:33 nb_validated 2239 model 3 (finishes Wed 09:59 -- 893/h)
20241030-09:41:39 nb_validated 2274 model 1 (finishes Wed 09:56 -- 906/h)
20241030-09:41:51 nb_validated 2243 model 1 (finishes Wed 09:59 -- 892/h)
20241030-09:41:58 nb_validated 2282 model 4 (finishes Wed 09:56 -- 907/h)
20241030-09:42:10 nb_validated 2246 model 0 (finishes Wed 09:59 -- 892/h)
20241030-09:42:16 nb_validated 2292 model 4 (finishes Wed 09:55 -- 909/h)
20241030-09:42:28 nb_validated 2248 model 1 (finishes Wed 09:59 -- 891/h)
20241030-09:42:35 nb_validated 2295 model 2 (finishes Wed 09:56 -- 909/h)
20241030-09:42:46 nb_validated 2251 model 0 (finishes Wed 09:59 -- 890/h)
20241030-09:42:53 nb_validated 2297 model 4 (finishes Wed 09:56 -- 908/h)
20241030-09:43:04 nb_validated 2253 model 3 (finishes Wed 09:59 -- 889/h)
20241030-09:43:11 nb_validated 2299 model 3 (finishes Wed 09:56 -- 907/h)
20241030-09:43:23 nb_validated 2256 model 1 (finishes Wed 09:59 -- 889/h)
20241030-09:43:29 nb_validated 2307 model 4 (finishes Wed 09:56 -- 908/h)
20241030-09:43:41 nb_validated 2261 model 2 (finishes Wed 09:59 -- 889/h)
20241030-09:43:48 nb_validated 2314 model 4 (finishes Wed 09:56 -- 909/h)
20241030-09:44:00 nb_validated 2265 model 0 (finishes Wed 09:59 -- 889/h)
20241030-09:44:07 nb_validated 2319 model 0 (finishes Wed 09:56 -- 909/h)
20241030-09:44:18 nb_validated 2267 model 2 (finishes Wed 10:00 -- 888/h)
20241030-09:44:24 nb_validated 2324 model 3 (finishes Wed 09:56 -- 909/h)
20241030-09:44:36 nb_validated 2270 model 3 (finishes Wed 10:00 -- 887/h)
20241030-09:44:42 nb_validated 2329 model 3 (finishes Wed 09:55 -- 909/h)
20241030-09:44:54 nb_validated 2271 model 1 (finishes Wed 10:00 -- 886/h)
20241030-09:45:00 nb_validated 2332 model 3 (finishes Wed 09:56 -- 909/h)
20241030-09:45:12 nb_validated 2276 model 4 (finishes Wed 10:00 -- 886/h)
20241030-09:45:19 nb_validated 2334 model 0 (finishes Wed 09:56 -- 908/h)
20241030-09:45:30 nb_validated 2278 model 0 (finishes Wed 10:00 -- 885/h)
20241030-09:45:38 nb_validated 2345 model 2 (finishes Wed 09:55 -- 910/h)
20241030-09:45:49 nb_validated 2280 model 2 (finishes Wed 10:00 -- 884/h)
20241030-09:45:57 nb_validated 2349 model 4 (finishes Wed 09:55 -- 910/h)
20241030-09:46:07 nb_validated 2288 model 3 (finishes Wed 10:00 -- 885/h)
20241030-09:46:14 nb_validated 2351 model 0 (finishes Wed 09:56 -- 909/h)
20241030-09:46:25 nb_validated 2293 model 4 (finishes Wed 10:00 -- 885/h)
20241030-09:46:33 nb_validated 2353 model 2 (finishes Wed 09:56 -- 908/h)
20241030-09:46:44 nb_validated 2296 model 3 (finishes Wed 10:00 -- 885/h)
20241030-09:46:52 nb_validated 2358 model 4 (finishes Wed 09:56 -- 908/h)
20241030-09:47:02 nb_validated 2300 model 2 (finishes Wed 10:00 -- 885/h)
20241030-09:47:10 nb_validated 2361 model 4 (finishes Wed 09:56 -- 907/h)
20241030-09:47:21 nb_validated 2305 model 1 (finishes Wed 10:00 -- 885/h)
20241030-09:47:29 nb_validated 2367 model 1 (finishes Wed 09:56 -- 908/h)
20241030-09:47:39 nb_validated 2312 model 3 (finishes Wed 10:00 -- 886/h)
20241030-09:47:47 nb_validated 2372 model 4 (finishes Wed 09:56 -- 908/h)
20241030-09:47:57 nb_validated 2314 model 2 (finishes Wed 10:00 -- 885/h)
20241030-09:48:06 nb_validated 2378 model 2 (finishes Wed 09:56 -- 909/h)
20241030-09:48:15 nb_validated 2315 model 4 (finishes Wed 10:00 -- 884/h)
20241030-09:48:23 nb_validated 2384 model 3 (finishes Wed 09:56 -- 909/h)
20241030-09:48:34 nb_validated 2324 model 4 (finishes Wed 10:00 -- 885/h)
20241030-09:48:41 nb_validated 2395 model 3 (finishes Wed 09:55 -- 912/h)
20241030-09:48:53 nb_validated 2329 model 0 (finishes Wed 10:00 -- 885/h)
20241030-09:49:00 nb_validated 2404 model 0 (finishes Wed 09:55 -- 913/h)
20241030-09:49:11 nb_validated 2338 model 4 (finishes Wed 10:00 -- 887/h)
20241030-09:49:18 nb_validated 2407 model 2 (finishes Wed 09:55 -- 913/h)
20241030-09:49:29 nb_validated 2341 model 2 (finishes Wed 10:00 -- 887/h)
20241030-09:49:37 nb_validated 2409 model 1 (finishes Wed 09:55 -- 912/h)
20241030-09:49:48 nb_validated 2347 model 2 (finishes Wed 10:00 -- 887/h)
20241030-09:49:55 nb_validated 2413 model 2 (finishes Wed 09:55 -- 911/h)
20241030-09:50:06 nb_validated 2351 model 4 (finishes Wed 10:00 -- 887/h)
20241030-09:50:14 nb_validated 2419 model 0 (finishes Wed 09:55 -- 912/h)
20241030-09:50:24 nb_validated 2355 model 3 (finishes Wed 10:00 -- 887/h)
20241030-09:50:32 nb_validated 2423 model 4 (finishes Wed 09:55 -- 912/h)
20241030-09:50:42 nb_validated 2356 model 1 (finishes Wed 10:00 -- 885/h)
20241030-09:50:50 nb_validated 2432 model 4 (finishes Wed 09:55 -- 913/h)
20241030-09:51:01 nb_validated 2361 model 2 (finishes Wed 10:00 -- 886/h)
20241030-09:51:09 nb_validated 2436 model 0 (finishes Wed 09:55 -- 913/h)
20241030-09:51:19 nb_validated 2364 model 1 (finishes Wed 10:00 -- 885/h)
20241030-09:51:27 nb_validated 2440 model 1 (finishes Wed 09:55 -- 913/h)
20241030-09:51:38 nb_validated 2369 model 4 (finishes Wed 10:00 -- 885/h)
20241030-09:51:46 nb_validated 2442 model 0 (finishes Wed 09:55 -- 912/h)
20241030-09:51:56 nb_validated 2376 model 3 (finishes Wed 10:00 -- 886/h)
20241030-09:52:05 nb_validated 2445 model 0 (finishes Wed 09:55 -- 911/h)
20241030-09:52:15 nb_validated 2380 model 0 (finishes Wed 10:00 -- 886/h)
20241030-09:52:23 nb_validated 2447 model 1 (finishes Wed 09:55 -- 910/h)
20241030-09:52:33 nb_validated 2386 model 2 (finishes Wed 10:00 -- 886/h)
20241030-09:52:42 nb_validated 2453 model 1 (finishes Wed 09:55 -- 910/h)
20241030-09:52:52 nb_validated 2388 model 1 (finishes Wed 10:00 -- 885/h)
20241030-09:53:01 nb_validated 2455 model 2 (finishes Wed 09:55 -- 909/h)
20241030-09:53:10 nb_validated 2393 model 0 (finishes Wed 10:00 -- 886/h)
20241030-09:53:19 nb_validated 2457 model 0 (finishes Wed 09:56 -- 908/h)
20241030-09:53:28 nb_validated 2398 model 2 (finishes Wed 10:00 -- 886/h)
20241030-09:53:37 nb_validated 2465 model 4 (finishes Wed 09:55 -- 910/h)
20241030-09:53:47 nb_validated 2403 model 1 (finishes Wed 10:00 -- 886/h)
20241030-09:53:56 nb_validated 2470 model 4 (finishes Wed 09:55 -- 910/h)
20241030-09:54:05 nb_validated 2405 model 3 (finishes Wed 10:00 -- 885/h)
20241030-09:54:14 nb_validated 2476 model 1 (finishes Wed 09:55 -- 910/h)
20241030-09:54:24 nb_validated 2409 model 2 (finishes Wed 10:00 -- 885/h)
20241030-09:54:32 nb_validated 2477 model 3 (finishes Wed 09:56 -- 909/h)
20241030-09:54:42 nb_validated 2417 model 4 (finishes Wed 10:00 -- 886/h)
20241030-09:54:51 nb_validated 2486 model 4 (finishes Wed 09:55 -- 911/h)
20241030-09:55:01 nb_validated 2425 model 1 (finishes Wed 10:00 -- 887/h)
20241030-09:55:09 nb_validated 2487 model 1 (finishes Wed 09:56 -- 909/h)
20241030-09:55:19 nb_validated 2428 model 4 (finishes Wed 10:00 -- 887/h)
20241030-09:55:28 nb_validated 2494 model 0 (finishes Wed 09:55 -- 910/h)
20241030-09:55:38 nb_validated 2431 model 1 (finishes Wed 10:00 -- 886/h)
20241030-09:55:46 nb_validated 2500 model 2 (finishes now! -- 911/h)
20241030-09:55:46 generate_c_quizz_speed 911/h
20241030-09:55:56 nb_validated 2437 model 0 (finishes Wed 10:00 -- 887/h)
20241030-09:56:14 nb_validated 2439 model 4 (finishes Wed 10:00 -- 886/h)
20241030-09:56:32 nb_validated 2447 model 2 (finishes Wed 10:00 -- 887/h)
20241030-09:56:50 nb_validated 2448 model 3 (finishes Wed 10:00 -- 886/h)
20241030-09:57:08 nb_validated 2454 model 0 (finishes Wed 10:00 -- 887/h)
20241030-09:57:26 nb_validated 2456 model 2 (finishes Wed 10:00 -- 886/h)
20241030-09:57:44 nb_validated 2460 model 1 (finishes Wed 10:00 -- 886/h)
20241030-09:58:01 nb_validated 2466 model 3 (finishes Wed 10:00 -- 886/h)
20241030-09:58:19 nb_validated 2466 model 2 (finishes Wed 10:00 -- 884/h)
20241030-09:58:37 nb_validated 2470 model 3 (finishes Wed 10:00 -- 884/h)
20241030-09:58:55 nb_validated 2479 model 1 (finishes Wed 10:00 -- 886/h)
20241030-09:59:14 nb_validated 2480 model 4 (finishes Wed 10:00 -- 885/h)
20241030-09:59:32 nb_validated 2483 model 1 (finishes Wed 10:00 -- 884/h)
20241030-09:59:50 nb_validated 2483 model 1 (finishes Wed 10:00 -- 883/h)
20241030-10:00:08 nb_validated 2489 model 4 (finishes Wed 10:00 -- 883/h)
20241030-10:00:26 nb_validated 2498 model 4 (finishes Wed 10:00 -- 885/h)
20241030-10:00:44 nb_validated 2500 model 3 (finishes now! -- 884/h)
20241030-10:00:44 generate_c_quizz_speed 884/h
20241030-10:00:53 wrote culture_c_quiz_0087.png
20241030-10:00:53 generated_c_quizzes torch.Size([5000, 400])
20241030-12:06:54 argv ./main.py --result_dir=results_default --resume --seed=2
20241030-12:06:54 args.log_filename train.log
20241030-12:06:54 args.result_dir results_default
20241030-12:06:54 args.seed 2
20241030-12:06:54 args.resume True
20241030-12:06:54 args.optimizer adam
20241030-12:06:54 args.nb_warmup_samples 5000
20241030-12:06:54 args.nb_epochs 10000
20241030-12:06:54 args.batch_size 25
20241030-12:06:54 args.train_batch_size None
20241030-12:06:54 args.eval_batch_size 25
20241030-12:06:54 args.nb_train_samples 50000
20241030-12:06:54 args.nb_test_samples 2500
20241030-12:06:54 args.nb_c_quizzes 5000
20241030-12:06:54 args.c_quiz_multiplier 1
20241030-12:06:54 args.learning_rate 0.0005
20241030-12:06:54 args.gradient_clipping None
20241030-12:06:54 args.nb_have_to_be_correct 3
20241030-12:06:54 args.nb_have_to_be_wrong 1
20241030-12:06:54 args.nb_mistakes_to_be_wrong 5
20241030-12:06:54 args.model_type standard
20241030-12:06:54 args.model 37M
20241030-12:06:54 args.dim_model 512
20241030-12:06:54 args.dim_keys 64
20241030-12:06:54 args.dim_hidden 2048
20241030-12:06:54 args.nb_heads 8
20241030-12:06:54 args.nb_blocks 12
20241030-12:06:54 args.dropout 0.5
20241030-12:06:54 args.nb_threads 1
20241030-12:06:54 args.gpus all
20241030-12:06:54 args.nb_models 5
20241030-12:06:54 args.diffusion_nb_iterations 25
20241030-12:06:54 args.diffusion_proba_corruption 0.05
20241030-12:06:54 args.accuracy_to_make_c_quizzes 0.95
20241030-12:06:54 args.proba_prompt_noise 0.05
20241030-12:06:54 args.proba_hint 0.25
20241030-12:06:54 args.quizzes None
20241030-12:06:54 args.test None
20241030-12:06:54 args.grids_world_tasks replace_color,translate,grow,frame
20241030-12:06:54 main_device cuda:0 gpus ['cuda:0', 'cuda:1']
20241030-12:06:54 vocabulary_size 11
20241030-12:06:56 successfully loaded ae_000.pth
20241030-12:06:56 successfully loaded ae_001.pth
20241030-12:06:56 successfully loaded ae_002.pth
20241030-12:06:56 successfully loaded ae_003.pth
20241030-12:06:57 successfully loaded ae_004.pth
20241030-12:06:57 successfully loaded state.pth
20241030-12:06:57 nb_parameters 37820939 (37M)
20241030-12:06:57 wrote state.pth
20241030-12:06:57 --- epoch 87 ----------------------------------------
20241030-12:06:57 current_test_accuracies 0.9556 0.9544 0.9608 0.9700 0.9524
20241030-12:07:00 wrote ae_*_naive.pth
20241030-12:07:00 dummy_rand tensor([0.8552])
20241030-12:07:00 dummy_rand tensor([0.3528])
20241030-12:07:10 nb_validated 2 model 3 (finishes Wed 15:42 -- 697/h)
20241030-12:07:11 nb_validated 4 model 0 (finishes Wed 14:00 -- 1324/h)
20241030-12:07:30 nb_validated 6 model 3 (finishes Wed 15:34 -- 724/h)
20241030-12:07:31 nb_validated 9 model 4 (finishes Wed 14:30 -- 1048/h)
20241030-12:07:49 nb_validated 15 model 0 (finishes Wed 14:24 -- 1087/h)
20241030-12:07:50 nb_validated 11 model 1 (finishes Wed 15:17 -- 786/h)
20241030-12:08:08 nb_validated 18 model 2 (finishes Wed 14:45 -- 945/h)
20241030-12:08:09 nb_validated 15 model 2 (finishes Wed 15:18 -- 782/h)
20241030-12:08:26 nb_validated 26 model 4 (finishes Wed 14:25 -- 1079/h)
20241030-12:08:28 nb_validated 21 model 4 (finishes Wed 15:01 -- 859/h)
20241030-12:08:45 nb_validated 29 model 3 (finishes Wed 14:37 -- 996/h)
20241030-12:08:47 nb_validated 27 model 4 (finishes Wed 14:51 -- 910/h)
20241030-12:09:03 nb_validated 32 model 1 (finishes Wed 14:47 -- 933/h)
20241030-12:09:05 nb_validated 33 model 0 (finishes Wed 14:45 -- 947/h)
20241030-12:09:21 nb_validated 35 model 1 (finishes Wed 14:55 -- 888/h)
20241030-12:09:24 nb_validated 35 model 4 (finishes Wed 14:58 -- 873/h)
20241030-12:09:40 nb_validated 41 model 4 (finishes Wed 14:49 -- 920/h)
20241030-12:09:42 nb_validated 40 model 0 (finishes Wed 14:56 -- 885/h)
20241030-12:09:58 nb_validated 48 model 0 (finishes Wed 14:42 -- 967/h)
20241030-12:10:01 nb_validated 45 model 0 (finishes Wed 14:54 -- 894/h)
20241030-12:10:17 nb_validated 52 model 1 (finishes Wed 14:44 -- 949/h)
20241030-12:10:19 nb_validated 51 model 0 (finishes Wed 14:49 -- 920/h)
20241030-12:10:36 nb_validated 60 model 1 (finishes Wed 14:37 -- 999/h)
20241030-12:10:37 nb_validated 54 model 4 (finishes Wed 14:54 -- 893/h)
20241030-12:10:54 nb_validated 69 model 0 (finishes Wed 14:28 -- 1058/h)
20241030-12:10:56 nb_validated 58 model 0 (finishes Wed 14:56 -- 884/h)
20241030-12:11:13 nb_validated 71 model 0 (finishes Wed 14:35 -- 1009/h)
20241030-12:11:15 nb_validated 64 model 0 (finishes Wed 14:52 -- 904/h)
20241030-12:11:31 nb_validated 75 model 0 (finishes Wed 14:37 -- 994/h)
20241030-12:11:33 nb_validated 67 model 1 (finishes Wed 14:57 -- 881/h)
20241030-12:11:49 nb_validated 81 model 0 (finishes Wed 14:35 -- 1007/h)
20241030-12:11:52 nb_validated 74 model 0 (finishes Wed 14:51 -- 911/h)
20241030-12:12:08 nb_validated 84 model 1 (finishes Wed 14:39 -- 980/h)
20241030-12:12:11 nb_validated 80 model 4 (finishes Wed 14:48 -- 926/h)
20241030-12:12:27 nb_validated 84 model 1 (finishes Wed 14:49 -- 924/h)
20241030-12:12:29 nb_validated 84 model 1 (finishes Wed 14:50 -- 917/h)
20241030-12:12:46 nb_validated 89 model 1 (finishes Wed 14:49 -- 925/h)
20241030-12:12:48 nb_validated 87 model 2 (finishes Wed 14:53 -- 900/h)
20241030-12:13:04 nb_validated 90 model 3 (finishes Wed 14:55 -- 889/h)
20241030-12:13:06 nb_validated 95 model 2 (finishes Wed 14:47 -- 933/h)
20241030-12:13:22 nb_validated 96 model 4 (finishes Wed 14:52 -- 903/h)
20241030-12:13:25 nb_validated 99 model 0 (finishes Wed 14:49 -- 925/h)
20241030-12:13:41 nb_validated 104 model 0 (finishes Wed 14:47 -- 934/h)
20241030-12:13:43 nb_validated 104 model 4 (finishes Wed 14:48 -- 927/h)
20241030-12:13:59 nb_validated 107 model 2 (finishes Wed 14:50 -- 918/h)
20241030-12:14:02 nb_validated 106 model 2 (finishes Wed 14:52 -- 904/h)
20241030-12:14:18 nb_validated 113 model 2 (finishes Wed 14:48 -- 928/h)
20241030-12:14:20 nb_validated 109 model 2 (finishes Wed 14:55 -- 890/h)
20241030-12:14:35 nb_validated 119 model 3 (finishes Wed 14:46 -- 940/h)
20241030-12:14:39 nb_validated 115 model 2 (finishes Wed 14:53 -- 902/h)
20241030-12:14:54 nb_validated 123 model 2 (finishes Wed 14:47 -- 933/h)
20241030-12:14:57 nb_validated 119 model 2 (finishes Wed 14:54 -- 897/h)
20241030-12:15:12 nb_validated 127 model 3 (finishes Wed 14:48 -- 928/h)
20241030-12:15:16 nb_validated 125 model 4 (finishes Wed 14:52 -- 906/h)
20241030-12:15:30 nb_validated 129 model 3 (finishes Wed 14:51 -- 910/h)
20241030-12:15:34 nb_validated 129 model 2 (finishes Wed 14:53 -- 902/h)
20241030-12:15:48 nb_validated 136 model 2 (finishes Wed 14:48 -- 926/h)
20241030-12:15:52 nb_validated 131 model 3 (finishes Wed 14:56 -- 886/h)
20241030-12:16:06 nb_validated 136 model 3 (finishes Wed 14:54 -- 896/h)
20241030-12:16:10 nb_validated 136 model 1 (finishes Wed 14:55 -- 889/h)
20241030-12:16:24 nb_validated 144 model 4 (finishes Wed 14:50 -- 917/h)
20241030-12:16:29 nb_validated 144 model 1 (finishes Wed 14:51 -- 910/h)
20241030-12:16:43 nb_validated 148 model 1 (finishes Wed 14:51 -- 914/h)
20241030-12:16:48 nb_validated 151 model 1 (finishes Wed 14:49 -- 924/h)
20241030-12:17:01 nb_validated 155 model 3 (finishes Wed 14:48 -- 928/h)
20241030-12:17:06 nb_validated 156 model 0 (finishes Wed 14:49 -- 925/h)
20241030-12:17:19 nb_validated 158 model 2 (finishes Wed 14:50 -- 918/h)
20241030-12:17:25 nb_validated 161 model 2 (finishes Wed 14:48 -- 927/h)
20241030-12:17:37 nb_validated 161 model 0 (finishes Wed 14:51 -- 909/h)
20241030-12:17:43 nb_validated 167 model 3 (finishes Wed 14:47 -- 934/h)
20241030-12:17:56 nb_validated 163 model 1 (finishes Wed 14:54 -- 894/h)
20241030-12:18:02 nb_validated 172 model 0 (finishes Wed 14:47 -- 935/h)
20241030-12:18:14 nb_validated 165 model 0 (finishes Wed 14:57 -- 881/h)
20241030-12:18:20 nb_validated 176 model 2 (finishes Wed 14:48 -- 931/h)
20241030-12:18:32 nb_validated 170 model 2 (finishes Wed 14:56 -- 883/h)
20241030-12:18:38 nb_validated 177 model 2 (finishes Wed 14:51 -- 912/h)
20241030-12:18:51 nb_validated 171 model 3 (finishes Wed 15:00 -- 865/h)
20241030-12:18:56 nb_validated 179 model 0 (finishes Wed 14:53 -- 900/h)
20241030-12:19:09 nb_validated 175 model 1 (finishes Wed 15:00 -- 863/h)
20241030-12:19:14 nb_validated 183 model 2 (finishes Wed 14:54 -- 897/h)
20241030-12:19:28 nb_validated 181 model 1 (finishes Wed 14:59 -- 870/h)
20241030-12:19:32 nb_validated 187 model 3 (finishes Wed 14:54 -- 894/h)
20241030-12:19:46 nb_validated 184 model 3 (finishes Wed 15:00 -- 864/h)
20241030-12:19:51 nb_validated 194 model 4 (finishes Wed 14:52 -- 905/h)
20241030-12:20:04 nb_validated 185 model 2 (finishes Wed 15:03 -- 848/h)
20241030-12:20:10 nb_validated 198 model 2 (finishes Wed 14:53 -- 902/h)
20241030-12:20:23 nb_validated 189 model 0 (finishes Wed 15:04 -- 847/h)
20241030-12:20:28 nb_validated 203 model 0 (finishes Wed 14:52 -- 904/h)
20241030-12:20:41 nb_validated 192 model 1 (finishes Wed 15:05 -- 841/h)
20241030-12:20:47 nb_validated 205 model 1 (finishes Wed 14:55 -- 892/h)
20241030-12:21:00 nb_validated 198 model 1 (finishes Wed 15:03 -- 848/h)
20241030-12:21:06 nb_validated 212 model 0 (finishes Wed 14:53 -- 902/h)
20241030-12:21:19 nb_validated 201 model 1 (finishes Wed 15:05 -- 842/h)
20241030-12:21:25 nb_validated 214 model 4 (finishes Wed 14:55 -- 890/h)
20241030-12:21:37 nb_validated 205 model 1 (finishes Wed 15:05 -- 840/h)
20241030-12:21:43 nb_validated 216 model 3 (finishes Wed 14:57 -- 880/h)
20241030-12:21:56 nb_validated 206 model 4 (finishes Wed 15:08 -- 827/h)
20241030-12:22:01 nb_validated 218 model 0 (finishes Wed 14:59 -- 870/h)
20241030-12:22:13 nb_validated 213 model 3 (finishes Wed 15:05 -- 839/h)
20241030-12:22:20 nb_validated 224 model 4 (finishes Wed 14:58 -- 876/h)
20241030-12:22:32 nb_validated 216 model 4 (finishes Wed 15:06 -- 834/h)
20241030-12:22:38 nb_validated 232 model 2 (finishes Wed 14:55 -- 889/h)
20241030-12:22:50 nb_validated 225 model 1 (finishes Wed 15:03 -- 851/h)
20241030-12:22:56 nb_validated 234 model 3 (finishes Wed 14:57 -- 881/h)
20241030-12:23:08 nb_validated 229 model 2 (finishes Wed 15:03 -- 851/h)
20241030-12:23:14 nb_validated 236 model 2 (finishes Wed 14:58 -- 872/h)
20241030-12:23:26 nb_validated 230 model 3 (finishes Wed 15:05 -- 839/h)
20241030-12:23:32 nb_validated 239 model 4 (finishes Wed 14:59 -- 867/h)
20241030-12:23:44 nb_validated 234 model 0 (finishes Wed 15:05 -- 838/h)
20241030-12:23:51 nb_validated 243 model 0 (finishes Wed 15:00 -- 865/h)
20241030-12:24:02 nb_validated 240 model 0 (finishes Wed 15:04 -- 844/h)
20241030-12:24:09 nb_validated 247 model 1 (finishes Wed 15:00 -- 863/h)
20241030-12:24:21 nb_validated 244 model 1 (finishes Wed 15:04 -- 843/h)
20241030-12:24:28 nb_validated 256 model 4 (finishes Wed 14:57 -- 879/h)
20241030-12:24:39 nb_validated 251 model 0 (finishes Wed 15:02 -- 852/h)
20241030-12:24:46 nb_validated 261 model 0 (finishes Wed 14:57 -- 881/h)
20241030-12:24:58 nb_validated 254 model 0 (finishes Wed 15:03 -- 848/h)
20241030-12:25:05 nb_validated 268 model 2 (finishes Wed 14:55 -- 889/h)
20241030-12:25:16 nb_validated 259 model 0 (finishes Wed 15:03 -- 850/h)
20241030-12:25:23 nb_validated 276 model 0 (finishes Wed 14:53 -- 900/h)
20241030-12:25:35 nb_validated 267 model 0 (finishes Wed 15:01 -- 861/h)
20241030-12:25:41 nb_validated 278 model 3 (finishes Wed 14:55 -- 892/h)
20241030-12:25:53 nb_validated 274 model 2 (finishes Wed 14:59 -- 870/h)
20241030-12:26:00 nb_validated 282 model 3 (finishes Wed 14:55 -- 890/h)
20241030-12:26:12 nb_validated 282 model 0 (finishes Wed 14:57 -- 881/h)
20241030-12:26:18 nb_validated 285 model 3 (finishes Wed 14:56 -- 885/h)
20241030-12:26:31 nb_validated 289 model 4 (finishes Wed 14:55 -- 888/h)
20241030-12:26:36 nb_validated 291 model 3 (finishes Wed 14:55 -- 890/h)
20241030-12:26:49 nb_validated 293 model 3 (finishes Wed 14:56 -- 887/h)
20241030-12:26:53 nb_validated 300 model 0 (finishes Wed 14:52 -- 904/h)
20241030-12:27:07 nb_validated 297 model 2 (finishes Wed 14:56 -- 885/h)
20241030-12:27:12 nb_validated 303 model 1 (finishes Wed 14:53 -- 899/h)
20241030-12:27:24 nb_validated 303 model 3 (finishes Wed 14:55 -- 890/h)
20241030-12:27:30 nb_validated 307 model 3 (finishes Wed 14:54 -- 898/h)
20241030-12:27:42 nb_validated 307 model 2 (finishes Wed 14:55 -- 889/h)
20241030-12:27:48 nb_validated 312 model 3 (finishes Wed 14:53 -- 899/h)
20241030-12:28:01 nb_validated 314 model 4 (finishes Wed 14:54 -- 896/h)
20241030-12:28:07 nb_validated 314 model 3 (finishes Wed 14:55 -- 892/h)
20241030-12:28:19 nb_validated 318 model 3 (finishes Wed 14:54 -- 895/h)
20241030-12:28:25 nb_validated 321 model 0 (finishes Wed 14:53 -- 898/h)
20241030-12:28:38 nb_validated 321 model 1 (finishes Wed 14:55 -- 890/h)
20241030-12:28:44 nb_validated 325 model 2 (finishes Wed 14:54 -- 897/h)
20241030-12:28:56 nb_validated 327 model 0 (finishes Wed 14:54 -- 894/h)
20241030-12:29:02 nb_validated 331 model 3 (finishes Wed 14:53 -- 901/h)
20241030-12:29:14 nb_validated 336 model 4 (finishes Wed 14:52 -- 906/h)
20241030-12:29:20 nb_validated 335 model 3 (finishes Wed 14:53 -- 900/h)
20241030-12:29:32 nb_validated 340 model 3 (finishes Wed 14:52 -- 904/h)
20241030-12:29:38 nb_validated 340 model 1 (finishes Wed 14:53 -- 901/h)
20241030-12:29:50 nb_validated 343 model 3 (finishes Wed 14:53 -- 900/h)
20241030-12:29:56 nb_validated 345 model 3 (finishes Wed 14:53 -- 902/h)
20241030-12:30:08 nb_validated 346 model 2 (finishes Wed 14:54 -- 897/h)
20241030-12:30:14 nb_validated 347 model 3 (finishes Wed 14:54 -- 895/h)
20241030-12:30:26 nb_validated 348 model 2 (finishes Wed 14:55 -- 890/h)
20241030-12:30:33 nb_validated 351 model 1 (finishes Wed 14:54 -- 894/h)
20241030-12:30:44 nb_validated 350 model 1 (finishes Wed 14:56 -- 884/h)
20241030-12:30:51 nb_validated 358 model 4 (finishes Wed 14:53 -- 900/h)
20241030-12:31:03 nb_validated 354 model 2 (finishes Wed 14:56 -- 883/h)
20241030-12:31:09 nb_validated 363 model 4 (finishes Wed 14:53 -- 901/h)
20241030-12:31:21 nb_validated 358 model 4 (finishes Wed 14:57 -- 882/h)
20241030-12:31:27 nb_validated 371 model 2 (finishes Wed 14:51 -- 910/h)
20241030-12:31:39 nb_validated 361 model 2 (finishes Wed 14:57 -- 878/h)
20241030-12:31:45 nb_validated 374 model 1 (finishes Wed 14:52 -- 906/h)
20241030-12:31:57 nb_validated 362 model 3 (finishes Wed 14:59 -- 870/h)
20241030-12:32:04 nb_validated 381 model 0 (finishes Wed 14:51 -- 911/h)
20241030-12:32:16 nb_validated 365 model 1 (finishes Wed 15:00 -- 866/h)
20241030-12:32:22 nb_validated 392 model 0 (finishes Wed 14:48 -- 926/h)
20241030-12:32:34 nb_validated 369 model 2 (finishes Wed 15:00 -- 865/h)
20241030-12:32:40 nb_validated 395 model 0 (finishes Wed 14:49 -- 923/h)
20241030-12:32:52 nb_validated 369 model 3 (finishes Wed 15:02 -- 855/h)
20241030-12:32:58 nb_validated 402 model 4 (finishes Wed 14:48 -- 928/h)
20241030-12:33:10 nb_validated 372 model 3 (finishes Wed 15:02 -- 852/h)
20241030-12:33:17 nb_validated 403 model 1 (finishes Wed 14:50 -- 919/h)
20241030-12:33:29 nb_validated 373 model 1 (finishes Wed 15:04 -- 845/h)
20241030-12:33:36 nb_validated 405 model 1 (finishes Wed 14:51 -- 913/h)
20241030-12:33:47 nb_validated 380 model 2 (finishes Wed 15:03 -- 850/h)
20241030-12:33:54 nb_validated 409 model 4 (finishes Wed 14:51 -- 912/h)
20241030-12:34:06 nb_validated 390 model 4 (finishes Wed 15:00 -- 863/h)
20241030-12:34:13 nb_validated 414 model 1 (finishes Wed 14:51 -- 912/h)
20241030-12:34:24 nb_validated 394 model 4 (finishes Wed 15:00 -- 862/h)
20241030-12:34:31 nb_validated 418 model 4 (finishes Wed 14:51 -- 911/h)
20241030-12:34:43 nb_validated 401 model 0 (finishes Wed 14:59 -- 868/h)
20241030-12:34:50 nb_validated 423 model 1 (finishes Wed 14:51 -- 911/h)
20241030-12:35:01 nb_validated 404 model 3 (finishes Wed 15:00 -- 865/h)
20241030-12:35:08 nb_validated 425 model 0 (finishes Wed 14:52 -- 906/h)
20241030-12:35:19 nb_validated 410 model 4 (finishes Wed 14:59 -- 868/h)
20241030-12:35:26 nb_validated 432 model 3 (finishes Wed 14:51 -- 911/h)
20241030-12:35:38 nb_validated 413 model 1 (finishes Wed 15:00 -- 865/h)
20241030-12:35:45 nb_validated 442 model 4 (finishes Wed 14:49 -- 922/h)
20241030-12:35:56 nb_validated 417 model 4 (finishes Wed 15:00 -- 864/h)
20241030-12:36:03 nb_validated 446 model 1 (finishes Wed 14:49 -- 920/h)
20241030-12:36:14 nb_validated 421 model 0 (finishes Wed 15:00 -- 863/h)
20241030-12:36:22 nb_validated 449 model 1 (finishes Wed 14:50 -- 917/h)
20241030-12:36:33 nb_validated 431 model 4 (finishes Wed 14:58 -- 875/h)
20241030-12:36:40 nb_validated 454 model 2 (finishes Wed 14:50 -- 917/h)
20241030-12:36:51 nb_validated 442 model 4 (finishes Wed 14:55 -- 888/h)
20241030-12:36:58 nb_validated 457 model 0 (finishes Wed 14:50 -- 914/h)
20241030-12:37:09 nb_validated 443 model 3 (finishes Wed 14:57 -- 881/h)
20241030-12:37:16 nb_validated 460 model 3 (finishes Wed 14:51 -- 911/h)
20241030-12:37:28 nb_validated 448 model 0 (finishes Wed 14:57 -- 882/h)
20241030-12:37:34 nb_validated 465 model 2 (finishes Wed 14:51 -- 912/h)
20241030-12:37:46 nb_validated 455 model 2 (finishes Wed 14:56 -- 887/h)
20241030-12:37:52 nb_validated 473 model 0 (finishes Wed 14:50 -- 919/h)
20241030-12:38:04 nb_validated 460 model 0 (finishes Wed 14:55 -- 888/h)
20241030-12:38:11 nb_validated 477 model 1 (finishes Wed 14:50 -- 917/h)
20241030-12:38:23 nb_validated 463 model 0 (finishes Wed 14:56 -- 885/h)
20241030-12:38:29 nb_validated 480 model 2 (finishes Wed 14:50 -- 914/h)
20241030-12:38:41 nb_validated 470 model 0 (finishes Wed 14:55 -- 889/h)
20241030-12:38:47 nb_validated 489 model 0 (finishes Wed 14:49 -- 922/h)
20241030-12:39:00 nb_validated 471 model 1 (finishes Wed 14:56 -- 882/h)
20241030-12:39:05 nb_validated 494 model 4 (finishes Wed 14:49 -- 923/h)
20241030-12:39:18 nb_validated 474 model 2 (finishes Wed 14:57 -- 880/h)
20241030-12:39:24 nb_validated 502 model 4 (finishes Wed 14:48 -- 929/h)
20241030-12:39:36 nb_validated 479 model 3 (finishes Wed 14:57 -- 881/h)
20241030-12:39:42 nb_validated 505 model 3 (finishes Wed 14:48 -- 926/h)
20241030-12:39:54 nb_validated 485 model 2 (finishes Wed 14:56 -- 884/h)
20241030-12:40:01 nb_validated 508 model 0 (finishes Wed 14:49 -- 923/h)
20241030-12:40:12 nb_validated 488 model 2 (finishes Wed 14:57 -- 881/h)
20241030-12:40:20 nb_validated 511 model 1 (finishes Wed 14:50 -- 919/h)
20241030-12:40:31 nb_validated 493 model 4 (finishes Wed 14:56 -- 882/h)
20241030-12:40:37 nb_validated 517 model 3 (finishes Wed 14:49 -- 922/h)
20241030-12:40:49 nb_validated 498 model 1 (finishes Wed 14:56 -- 883/h)
20241030-12:40:56 nb_validated 521 model 4 (finishes Wed 14:49 -- 921/h)
20241030-12:41:08 nb_validated 503 model 0 (finishes Wed 14:56 -- 884/h)
20241030-12:41:14 nb_validated 527 model 2 (finishes Wed 14:49 -- 923/h)
20241030-12:41:26 nb_validated 507 model 3 (finishes Wed 14:56 -- 883/h)
20241030-12:41:33 nb_validated 529 model 4 (finishes Wed 14:50 -- 918/h)
20241030-12:41:44 nb_validated 511 model 2 (finishes Wed 14:56 -- 882/h)
20241030-12:41:51 nb_validated 532 model 1 (finishes Wed 14:50 -- 915/h)
20241030-12:42:02 nb_validated 513 model 2 (finishes Wed 14:57 -- 878/h)
20241030-12:42:10 nb_validated 538 model 2 (finishes Wed 14:50 -- 917/h)
20241030-12:42:21 nb_validated 517 model 4 (finishes Wed 14:57 -- 877/h)
20241030-12:42:29 nb_validated 546 model 4 (finishes Wed 14:49 -- 923/h)
20241030-12:42:39 nb_validated 528 model 0 (finishes Wed 14:55 -- 888/h)
20241030-12:42:47 nb_validated 550 model 1 (finishes Wed 14:49 -- 921/h)
20241030-12:42:58 nb_validated 535 model 4 (finishes Wed 14:55 -- 892/h)
20241030-12:43:06 nb_validated 557 model 2 (finishes Wed 14:49 -- 925/h)
20241030-12:43:16 nb_validated 541 model 2 (finishes Wed 14:54 -- 894/h)
20241030-12:43:24 nb_validated 559 model 0 (finishes Wed 14:49 -- 921/h)
20241030-12:43:35 nb_validated 548 model 4 (finishes Wed 14:53 -- 898/h)
20241030-12:43:42 nb_validated 563 model 1 (finishes Wed 14:49 -- 920/h)
20241030-12:43:53 nb_validated 552 model 0 (finishes Wed 14:54 -- 897/h)
20241030-12:44:00 nb_validated 568 model 0 (finishes Wed 14:49 -- 921/h)
20241030-12:44:11 nb_validated 559 model 0 (finishes Wed 14:53 -- 901/h)
20241030-12:44:18 nb_validated 570 model 1 (finishes Wed 14:50 -- 916/h)
20241030-12:44:29 nb_validated 565 model 0 (finishes Wed 14:52 -- 904/h)
20241030-12:44:37 nb_validated 572 model 1 (finishes Wed 14:51 -- 912/h)
20241030-12:44:47 nb_validated 572 model 4 (finishes Wed 14:52 -- 908/h)
20241030-12:44:56 nb_validated 573 model 0 (finishes Wed 14:52 -- 906/h)
20241030-12:45:06 nb_validated 576 model 1 (finishes Wed 14:52 -- 907/h)
20241030-12:45:14 nb_validated 575 model 3 (finishes Wed 14:53 -- 902/h)
20241030-12:45:24 nb_validated 581 model 3 (finishes Wed 14:52 -- 907/h)
20241030-12:45:31 nb_validated 580 model 3 (finishes Wed 14:53 -- 903/h)
20241030-12:45:41 nb_validated 583 model 4 (finishes Wed 14:52 -- 903/h)
20241030-12:45:49 nb_validated 583 model 3 (finishes Wed 14:53 -- 901/h)
20241030-12:46:00 nb_validated 586 model 2 (finishes Wed 14:53 -- 901/h)
20241030-12:46:07 nb_validated 592 model 4 (finishes Wed 14:52 -- 907/h)
20241030-12:46:18 nb_validated 589 model 1 (finishes Wed 14:53 -- 899/h)
20241030-12:46:26 nb_validated 599 model 2 (finishes Wed 14:51 -- 911/h)
20241030-12:46:37 nb_validated 594 model 4 (finishes Wed 14:53 -- 899/h)
20241030-12:46:44 nb_validated 601 model 2 (finishes Wed 14:52 -- 907/h)
20241030-12:46:56 nb_validated 600 model 1 (finishes Wed 14:53 -- 901/h)
20241030-12:47:03 nb_validated 604 model 4 (finishes Wed 14:52 -- 904/h)
20241030-12:47:14 nb_validated 606 model 2 (finishes Wed 14:53 -- 903/h)
20241030-12:47:21 nb_validated 605 model 1 (finishes Wed 14:53 -- 899/h)
20241030-12:47:33 nb_validated 612 model 0 (finishes Wed 14:52 -- 905/h)
20241030-12:47:39 nb_validated 608 model 1 (finishes Wed 14:54 -- 897/h)
20241030-12:47:51 nb_validated 615 model 1 (finishes Wed 14:53 -- 903/h)
20241030-12:47:58 nb_validated 611 model 4 (finishes Wed 14:54 -- 894/h)
20241030-12:48:10 nb_validated 620 model 0 (finishes Wed 14:52 -- 903/h)
20241030-12:48:17 nb_validated 617 model 1 (finishes Wed 14:54 -- 896/h)
20241030-12:48:28 nb_validated 624 model 3 (finishes Wed 14:53 -- 902/h)
20241030-12:48:35 nb_validated 620 model 4 (finishes Wed 14:54 -- 894/h)
20241030-12:48:47 nb_validated 631 model 4 (finishes Wed 14:52 -- 906/h)
20241030-12:48:53 nb_validated 623 model 1 (finishes Wed 14:55 -- 892/h)
20241030-12:49:04 nb_validated 633 model 0 (finishes Wed 14:53 -- 902/h)
20241030-12:49:11 nb_validated 624 model 1 (finishes Wed 14:56 -- 887/h)
20241030-12:49:22 nb_validated 638 model 4 (finishes Wed 14:53 -- 903/h)
20241030-12:49:30 nb_validated 629 model 3 (finishes Wed 14:55 -- 888/h)
20241030-12:49:41 nb_validated 643 model 3 (finishes Wed 14:52 -- 903/h)
20241030-12:49:48 nb_validated 633 model 4 (finishes Wed 14:56 -- 887/h)
20241030-12:49:59 nb_validated 646 model 1 (finishes Wed 14:53 -- 901/h)
20241030-12:50:07 nb_validated 638 model 2 (finishes Wed 14:55 -- 887/h)
20241030-12:50:17 nb_validated 646 model 1 (finishes Wed 14:54 -- 895/h)
20241030-12:50:25 nb_validated 641 model 2 (finishes Wed 14:56 -- 885/h)
20241030-12:50:35 nb_validated 649 model 4 (finishes Wed 14:54 -- 893/h)
20241030-12:50:44 nb_validated 645 model 1 (finishes Wed 14:56 -- 884/h)
20241030-12:50:54 nb_validated 655 model 3 (finishes Wed 14:54 -- 895/h)
20241030-12:51:03 nb_validated 653 model 2 (finishes Wed 14:55 -- 889/h)
20241030-12:51:12 nb_validated 656 model 1 (finishes Wed 14:55 -- 890/h)
20241030-12:51:21 nb_validated 660 model 0 (finishes Wed 14:55 -- 892/h)
20241030-12:51:30 nb_validated 660 model 0 (finishes Wed 14:55 -- 889/h)
20241030-12:51:40 nb_validated 664 model 0 (finishes Wed 14:55 -- 891/h)
20241030-12:51:48 nb_validated 660 model 1 (finishes Wed 14:56 -- 883/h)
20241030-12:51:58 nb_validated 670 model 3 (finishes Wed 14:54 -- 893/h)
20241030-12:52:07 nb_validated 665 model 1 (finishes Wed 14:56 -- 884/h)
20241030-12:52:16 nb_validated 672 model 3 (finishes Wed 14:55 -- 890/h)
20241030-12:52:25 nb_validated 666 model 2 (finishes Wed 14:57 -- 879/h)
20241030-12:52:35 nb_validated 677 model 1 (finishes Wed 14:55 -- 891/h)
20241030-12:52:44 nb_validated 670 model 1 (finishes Wed 14:57 -- 878/h)
20241030-12:52:53 nb_validated 687 model 4 (finishes Wed 14:53 -- 898/h)
20241030-12:53:02 nb_validated 670 model 2 (finishes Wed 14:58 -- 873/h)
20241030-12:53:11 nb_validated 689 model 3 (finishes Wed 14:54 -- 894/h)
20241030-12:53:20 nb_validated 670 model 2 (finishes Wed 14:59 -- 867/h)
20241030-12:53:30 nb_validated 698 model 1 (finishes Wed 14:53 -- 900/h)
20241030-12:53:39 nb_validated 672 model 0 (finishes Wed 15:00 -- 864/h)
20241030-12:53:49 nb_validated 703 model 2 (finishes Wed 14:53 -- 900/h)
20241030-12:53:57 nb_validated 678 model 4 (finishes Wed 15:00 -- 866/h)
20241030-12:54:08 nb_validated 711 model 2 (finishes Wed 14:52 -- 905/h)
20241030-12:54:16 nb_validated 684 model 1 (finishes Wed 14:59 -- 868/h)
20241030-12:54:26 nb_validated 713 model 0 (finishes Wed 14:53 -- 901/h)
20241030-12:54:35 nb_validated 689 model 0 (finishes Wed 14:59 -- 868/h)
20241030-12:54:45 nb_validated 720 model 0 (finishes Wed 14:52 -- 904/h)
20241030-12:54:54 nb_validated 693 model 4 (finishes Wed 14:59 -- 868/h)
20241030-12:55:04 nb_validated 723 model 4 (finishes Wed 14:53 -- 902/h)
20241030-12:55:12 nb_validated 700 model 4 (finishes Wed 14:59 -- 871/h)
20241030-12:55:22 nb_validated 728 model 2 (finishes Wed 14:53 -- 903/h)
20241030-12:55:31 nb_validated 708 model 4 (finishes Wed 14:58 -- 875/h)
20241030-12:55:41 nb_validated 732 model 1 (finishes Wed 14:53 -- 902/h)
20241030-12:55:49 nb_validated 713 model 2 (finishes Wed 14:58 -- 876/h)
20241030-12:55:59 nb_validated 737 model 1 (finishes Wed 14:53 -- 902/h)
20241030-12:56:07 nb_validated 720 model 4 (finishes Wed 14:57 -- 879/h)
20241030-12:56:18 nb_validated 744 model 4 (finishes Wed 14:52 -- 905/h)
20241030-12:56:26 nb_validated 727 model 1 (finishes Wed 14:57 -- 882/h)
20241030-12:56:35 nb_validated 745 model 3 (finishes Wed 14:53 -- 901/h)
20241030-12:56:45 nb_validated 729 model 1 (finishes Wed 14:57 -- 879/h)
20241030-12:56:54 nb_validated 754 model 0 (finishes Wed 14:52 -- 906/h)
20241030-12:57:03 nb_validated 738 model 4 (finishes Wed 14:56 -- 884/h)
20241030-12:57:12 nb_validated 759 model 4 (finishes Wed 14:52 -- 907/h)
20241030-12:57:21 nb_validated 743 model 4 (finishes Wed 14:56 -- 885/h)
20241030-12:57:30 nb_validated 763 model 3 (finishes Wed 14:52 -- 906/h)
20241030-12:57:40 nb_validated 747 model 4 (finishes Wed 14:56 -- 884/h)
20241030-12:57:48 nb_validated 767 model 1 (finishes Wed 14:52 -- 905/h)
20241030-12:57:59 nb_validated 750 model 4 (finishes Wed 14:56 -- 882/h)
20241030-12:58:06 nb_validated 771 model 3 (finishes Wed 14:52 -- 905/h)
20241030-12:58:17 nb_validated 757 model 0 (finishes Wed 14:56 -- 885/h)
20241030-12:58:24 nb_validated 777 model 0 (finishes Wed 14:52 -- 906/h)
20241030-12:58:36 nb_validated 763 model 0 (finishes Wed 14:56 -- 887/h)
20241030-12:58:43 nb_validated 782 model 0 (finishes Wed 14:52 -- 907/h)
20241030-12:58:54 nb_validated 764 model 3 (finishes Wed 14:56 -- 883/h)
20241030-12:59:02 nb_validated 784 model 1 (finishes Wed 14:52 -- 904/h)
20241030-12:59:12 nb_validated 769 model 2 (finishes Wed 14:56 -- 883/h)
20241030-12:59:20 nb_validated 786 model 2 (finishes Wed 14:53 -- 901/h)
20241030-12:59:31 nb_validated 772 model 1 (finishes Wed 14:57 -- 882/h)
20241030-12:59:39 nb_validated 786 model 1 (finishes Wed 14:54 -- 895/h)
20241030-12:59:49 nb_validated 776 model 2 (finishes Wed 14:57 -- 881/h)
20241030-12:59:57 nb_validated 790 model 2 (finishes Wed 14:54 -- 895/h)
20241030-13:00:07 nb_validated 787 model 4 (finishes Wed 14:55 -- 888/h)
20241030-13:00:15 nb_validated 797 model 2 (finishes Wed 14:54 -- 897/h)
20241030-13:00:25 nb_validated 790 model 0 (finishes Wed 14:56 -- 887/h)
20241030-13:00:34 nb_validated 803 model 1 (finishes Wed 14:53 -- 899/h)
20241030-13:00:44 nb_validated 793 model 3 (finishes Wed 14:56 -- 885/h)
20241030-13:00:51 nb_validated 807 model 2 (finishes Wed 14:53 -- 898/h)
20241030-13:01:02 nb_validated 798 model 4 (finishes Wed 14:56 -- 886/h)
20241030-13:01:10 nb_validated 813 model 4 (finishes Wed 14:53 -- 900/h)
20241030-13:01:20 nb_validated 802 model 1 (finishes Wed 14:56 -- 885/h)
20241030-13:01:29 nb_validated 815 model 4 (finishes Wed 14:54 -- 897/h)
20241030-13:01:38 nb_validated 805 model 3 (finishes Wed 14:56 -- 884/h)
20241030-13:01:47 nb_validated 819 model 1 (finishes Wed 14:54 -- 896/h)
20241030-13:01:56 nb_validated 810 model 2 (finishes Wed 14:56 -- 884/h)
20241030-13:02:06 nb_validated 826 model 0 (finishes Wed 14:53 -- 899/h)
20241030-13:02:15 nb_validated 816 model 0 (finishes Wed 14:56 -- 886/h)
20241030-13:02:24 nb_validated 828 model 1 (finishes Wed 14:54 -- 896/h)
20241030-13:02:33 nb_validated 819 model 3 (finishes Wed 14:56 -- 884/h)
20241030-13:02:42 nb_validated 831 model 2 (finishes Wed 14:54 -- 894/h)
20241030-13:02:51 nb_validated 821 model 3 (finishes Wed 14:57 -- 882/h)
20241030-13:03:01 nb_validated 836 model 3 (finishes Wed 14:54 -- 895/h)
20241030-13:03:09 nb_validated 821 model 1 (finishes Wed 14:57 -- 877/h)
20241030-13:03:19 nb_validated 837 model 3 (finishes Wed 14:55 -- 891/h)
20241030-13:03:28 nb_validated 828 model 4 (finishes Wed 14:57 -- 879/h)
20241030-13:03:38 nb_validated 841 model 4 (finishes Wed 14:55 -- 890/h)
20241030-13:03:46 nb_validated 832 model 0 (finishes Wed 14:57 -- 879/h)
20241030-13:03:57 nb_validated 847 model 1 (finishes Wed 14:55 -- 892/h)
20241030-13:04:05 nb_validated 835 model 1 (finishes Wed 14:57 -- 877/h)
20241030-13:04:15 nb_validated 854 model 4 (finishes Wed 14:54 -- 894/h)
20241030-13:04:24 nb_validated 839 model 0 (finishes Wed 14:58 -- 877/h)
20241030-13:04:34 nb_validated 855 model 3 (finishes Wed 14:55 -- 891/h)
20241030-13:04:42 nb_validated 844 model 0 (finishes Wed 14:57 -- 877/h)
20241030-13:04:52 nb_validated 860 model 3 (finishes Wed 14:55 -- 891/h)
20241030-13:05:01 nb_validated 850 model 4 (finishes Wed 14:57 -- 879/h)
20241030-13:05:11 nb_validated 863 model 1 (finishes Wed 14:55 -- 889/h)
20241030-13:05:19 nb_validated 854 model 0 (finishes Wed 14:57 -- 878/h)
20241030-13:05:29 nb_validated 871 model 4 (finishes Wed 14:54 -- 893/h)
20241030-13:05:37 nb_validated 858 model 4 (finishes Wed 14:57 -- 878/h)
20241030-13:05:48 nb_validated 875 model 0 (finishes Wed 14:55 -- 892/h)
20241030-13:05:56 nb_validated 860 model 1 (finishes Wed 14:58 -- 875/h)
20241030-13:06:06 nb_validated 877 model 3 (finishes Wed 14:55 -- 890/h)
20241030-13:06:15 nb_validated 868 model 0 (finishes Wed 14:57 -- 879/h)
20241030-13:06:25 nb_validated 880 model 0 (finishes Wed 14:55 -- 888/h)
20241030-13:06:33 nb_validated 873 model 4 (finishes Wed 14:57 -- 879/h)
20241030-13:06:43 nb_validated 882 model 4 (finishes Wed 14:56 -- 886/h)
20241030-13:06:52 nb_validated 877 model 1 (finishes Wed 14:57 -- 878/h)
20241030-13:07:02 nb_validated 886 model 1 (finishes Wed 14:56 -- 885/h)
20241030-13:07:10 nb_validated 882 model 0 (finishes Wed 14:57 -- 879/h)
20241030-13:07:21 nb_validated 892 model 0 (finishes Wed 14:56 -- 886/h)
20241030-13:07:28 nb_validated 888 model 2 (finishes Wed 14:57 -- 880/h)
20241030-13:07:39 nb_validated 894 model 2 (finishes Wed 14:56 -- 884/h)
20241030-13:07:46 nb_validated 888 model 3 (finishes Wed 14:58 -- 876/h)
20241030-13:07:58 nb_validated 896 model 2 (finishes Wed 14:57 -- 881/h)
20241030-13:08:04 nb_validated 894 model 0 (finishes Wed 14:57 -- 878/h)
20241030-13:08:16 nb_validated 902 model 2 (finishes Wed 14:56 -- 883/h)
20241030-13:08:22 nb_validated 903 model 2 (finishes Wed 14:56 -- 882/h)
20241030-13:08:34 nb_validated 905 model 4 (finishes Wed 14:57 -- 881/h)
20241030-13:08:41 nb_validated 905 model 4 (finishes Wed 14:57 -- 880/h)
20241030-13:08:53 nb_validated 913 model 0 (finishes Wed 14:56 -- 885/h)
20241030-13:09:00 nb_validated 910 model 4 (finishes Wed 14:57 -- 880/h)
20241030-13:09:11 nb_validated 918 model 0 (finishes Wed 14:56 -- 885/h)
20241030-13:09:18 nb_validated 913 model 0 (finishes Wed 14:57 -- 879/h)
20241030-13:09:29 nb_validated 923 model 3 (finishes Wed 14:56 -- 886/h)
20241030-13:09:36 nb_validated 916 model 0 (finishes Wed 14:57 -- 877/h)
20241030-13:09:47 nb_validated 931 model 2 (finishes Wed 14:55 -- 889/h)
20241030-13:09:54 nb_validated 925 model 2 (finishes Wed 14:57 -- 882/h)
20241030-13:10:06 nb_validated 932 model 3 (finishes Wed 14:56 -- 886/h)
20241030-13:10:12 nb_validated 932 model 4 (finishes Wed 14:56 -- 884/h)
20241030-13:10:23 nb_validated 934 model 3 (finishes Wed 14:56 -- 884/h)
20241030-13:10:31 nb_validated 933 model 1 (finishes Wed 14:57 -- 881/h)
20241030-13:10:41 nb_validated 940 model 3 (finishes Wed 14:56 -- 885/h)
20241030-13:10:50 nb_validated 938 model 1 (finishes Wed 14:57 -- 881/h)
20241030-13:10:59 nb_validated 944 model 3 (finishes Wed 14:56 -- 885/h)
20241030-13:11:08 nb_validated 946 model 3 (finishes Wed 14:56 -- 884/h)
20241030-13:11:18 nb_validated 946 model 0 (finishes Wed 14:56 -- 882/h)
20241030-13:11:27 nb_validated 953 model 4 (finishes Wed 14:56 -- 887/h)
20241030-13:11:36 nb_validated 952 model 1 (finishes Wed 14:56 -- 884/h)
20241030-13:11:45 nb_validated 960 model 0 (finishes Wed 14:55 -- 889/h)
20241030-13:11:55 nb_validated 962 model 0 (finishes Wed 14:55 -- 889/h)
20241030-13:12:03 nb_validated 963 model 2 (finishes Wed 14:55 -- 888/h)
20241030-13:12:13 nb_validated 967 model 0 (finishes Wed 14:55 -- 889/h)
20241030-13:12:22 nb_validated 964 model 4 (finishes Wed 14:56 -- 884/h)
20241030-13:12:32 nb_validated 973 model 2 (finishes Wed 14:55 -- 890/h)
20241030-13:12:40 nb_validated 966 model 1 (finishes Wed 14:56 -- 882/h)
20241030-13:12:50 nb_validated 978 model 2 (finishes Wed 14:55 -- 891/h)
20241030-13:12:59 nb_validated 969 model 1 (finishes Wed 14:57 -- 881/h)
20241030-13:13:08 nb_validated 984 model 3 (finishes Wed 14:55 -- 892/h)
20241030-13:13:17 nb_validated 973 model 2 (finishes Wed 14:57 -- 880/h)
20241030-13:13:27 nb_validated 987 model 4 (finishes Wed 14:55 -- 891/h)
20241030-13:13:35 nb_validated 977 model 3 (finishes Wed 14:57 -- 880/h)
20241030-13:13:45 nb_validated 994 model 4 (finishes Wed 14:54 -- 893/h)
20241030-13:13:54 nb_validated 980 model 2 (finishes Wed 14:57 -- 878/h)
20241030-13:14:03 nb_validated 995 model 4 (finishes Wed 14:55 -- 890/h)
20241030-13:14:12 nb_validated 987 model 4 (finishes Wed 14:57 -- 881/h)
20241030-13:14:22 nb_validated 999 model 1 (finishes Wed 14:55 -- 889/h)
20241030-13:14:31 nb_validated 994 model 2 (finishes Wed 14:56 -- 883/h)
20241030-13:14:40 nb_validated 1002 model 3 (finishes Wed 14:55 -- 888/h)
20241030-13:14:49 nb_validated 998 model 1 (finishes Wed 14:56 -- 882/h)
20241030-13:14:59 nb_validated 1013 model 0 (finishes Wed 14:54 -- 894/h)
20241030-13:15:08 nb_validated 999 model 3 (finishes Wed 14:57 -- 879/h)
20241030-13:15:17 nb_validated 1017 model 1 (finishes Wed 14:54 -- 893/h)
20241030-13:15:26 nb_validated 1003 model 3 (finishes Wed 14:57 -- 879/h)
20241030-13:15:35 nb_validated 1021 model 3 (finishes Wed 14:54 -- 893/h)
20241030-13:15:45 nb_validated 1012 model 1 (finishes Wed 14:56 -- 883/h)
20241030-13:15:53 nb_validated 1025 model 1 (finishes Wed 14:55 -- 892/h)
20241030-13:16:02 nb_validated 1015 model 2 (finishes Wed 14:57 -- 882/h)
20241030-13:16:11 nb_validated 1026 model 3 (finishes Wed 14:55 -- 889/h)
20241030-13:16:21 nb_validated 1018 model 1 (finishes Wed 14:57 -- 880/h)
20241030-13:16:30 nb_validated 1030 model 3 (finishes Wed 14:55 -- 889/h)
20241030-13:16:38 nb_validated 1022 model 3 (finishes Wed 14:57 -- 880/h)
20241030-13:16:48 nb_validated 1033 model 3 (finishes Wed 14:55 -- 887/h)
20241030-13:16:57 nb_validated 1024 model 2 (finishes Wed 14:57 -- 878/h)
20241030-13:17:06 nb_validated 1036 model 2 (finishes Wed 14:56 -- 886/h)
20241030-13:17:16 nb_validated 1030 model 2 (finishes Wed 14:57 -- 879/h)
20241030-13:17:24 nb_validated 1042 model 3 (finishes Wed 14:55 -- 887/h)
20241030-13:17:34 nb_validated 1032 model 0 (finishes Wed 14:57 -- 877/h)
20241030-13:17:42 nb_validated 1046 model 4 (finishes Wed 14:56 -- 887/h)
20241030-13:17:52 nb_validated 1036 model 3 (finishes Wed 14:58 -- 877/h)
20241030-13:18:00 nb_validated 1050 model 3 (finishes Wed 14:56 -- 887/h)
20241030-13:18:10 nb_validated 1046 model 4 (finishes Wed 14:57 -- 881/h)
20241030-13:18:18 nb_validated 1057 model 0 (finishes Wed 14:55 -- 889/h)
20241030-13:18:28 nb_validated 1050 model 3 (finishes Wed 14:57 -- 881/h)
20241030-13:18:37 nb_validated 1063 model 3 (finishes Wed 14:55 -- 890/h)
20241030-13:18:47 nb_validated 1055 model 0 (finishes Wed 14:57 -- 881/h)
20241030-13:18:55 nb_validated 1068 model 4 (finishes Wed 14:55 -- 891/h)
20241030-13:19:05 nb_validated 1062 model 0 (finishes Wed 14:56 -- 883/h)
20241030-13:19:13 nb_validated 1072 model 2 (finishes Wed 14:55 -- 890/h)
20241030-13:19:24 nb_validated 1065 model 1 (finishes Wed 14:56 -- 882/h)
20241030-13:19:31 nb_validated 1077 model 2 (finishes Wed 14:55 -- 891/h)
20241030-13:19:43 nb_validated 1072 model 1 (finishes Wed 14:56 -- 884/h)
20241030-13:19:49 nb_validated 1081 model 2 (finishes Wed 14:55 -- 890/h)
20241030-13:20:01 nb_validated 1077 model 0 (finishes Wed 14:56 -- 884/h)
20241030-13:20:08 nb_validated 1085 model 1 (finishes Wed 14:55 -- 890/h)
20241030-13:20:19 nb_validated 1082 model 3 (finishes Wed 14:56 -- 885/h)
20241030-13:20:26 nb_validated 1089 model 1 (finishes Wed 14:55 -- 889/h)
20241030-13:20:38 nb_validated 1086 model 4 (finishes Wed 14:56 -- 884/h)
20241030-13:20:45 nb_validated 1094 model 3 (finishes Wed 14:55 -- 890/h)
20241030-13:20:56 nb_validated 1088 model 1 (finishes Wed 14:56 -- 882/h)
20241030-13:21:03 nb_validated 1094 model 1 (finishes Wed 14:56 -- 886/h)
20241030-13:21:15 nb_validated 1091 model 1 (finishes Wed 14:57 -- 881/h)
20241030-13:21:22 nb_validated 1104 model 2 (finishes Wed 14:55 -- 890/h)
20241030-13:21:34 nb_validated 1094 model 1 (finishes Wed 14:57 -- 880/h)
20241030-13:21:40 nb_validated 1108 model 2 (finishes Wed 14:55 -- 890/h)
20241030-13:21:52 nb_validated 1101 model 3 (finishes Wed 14:57 -- 882/h)
20241030-13:21:59 nb_validated 1117 model 0 (finishes Wed 14:54 -- 893/h)
20241030-13:22:10 nb_validated 1110 model 2 (finishes Wed 14:56 -- 885/h)
20241030-13:22:17 nb_validated 1118 model 0 (finishes Wed 14:55 -- 890/h)
20241030-13:22:28 nb_validated 1112 model 1 (finishes Wed 14:56 -- 883/h)
20241030-13:22:36 nb_validated 1122 model 1 (finishes Wed 14:55 -- 890/h)
20241030-13:22:47 nb_validated 1118 model 2 (finishes Wed 14:56 -- 885/h)
20241030-13:22:54 nb_validated 1123 model 3 (finishes Wed 14:55 -- 887/h)
20241030-13:23:06 nb_validated 1122 model 1 (finishes Wed 14:56 -- 884/h)
20241030-13:23:12 nb_validated 1133 model 2 (finishes Wed 14:55 -- 892/h)
20241030-13:23:24 nb_validated 1124 model 0 (finishes Wed 14:56 -- 882/h)
20241030-13:23:31 nb_validated 1138 model 3 (finishes Wed 14:55 -- 892/h)
20241030-13:23:43 nb_validated 1130 model 0 (finishes Wed 14:56 -- 883/h)
20241030-13:23:50 nb_validated 1141 model 2 (finishes Wed 14:55 -- 891/h)
20241030-13:24:01 nb_validated 1135 model 2 (finishes Wed 14:56 -- 884/h)
20241030-13:24:09 nb_validated 1148 model 4 (finishes Wed 14:55 -- 892/h)
20241030-13:24:19 nb_validated 1139 model 3 (finishes Wed 14:56 -- 883/h)
20241030-13:24:26 nb_validated 1150 model 3 (finishes Wed 14:55 -- 890/h)
20241030-13:24:37 nb_validated 1143 model 2 (finishes Wed 14:56 -- 883/h)
20241030-13:24:45 nb_validated 1154 model 4 (finishes Wed 14:55 -- 890/h)
20241030-13:24:55 nb_validated 1147 model 0 (finishes Wed 14:56 -- 883/h)
20241030-13:25:03 nb_validated 1160 model 4 (finishes Wed 14:55 -- 891/h)
20241030-13:25:14 nb_validated 1152 model 2 (finishes Wed 14:56 -- 883/h)
20241030-13:25:22 nb_validated 1166 model 4 (finishes Wed 14:55 -- 892/h)
20241030-13:25:32 nb_validated 1155 model 2 (finishes Wed 14:56 -- 882/h)
20241030-13:25:40 nb_validated 1171 model 4 (finishes Wed 14:54 -- 893/h)
20241030-13:25:50 nb_validated 1155 model 3 (finishes Wed 14:57 -- 879/h)
20241030-13:25:58 nb_validated 1173 model 3 (finishes Wed 14:55 -- 891/h)
20241030-13:26:08 nb_validated 1161 model 2 (finishes Wed 14:57 -- 880/h)
20241030-13:26:16 nb_validated 1178 model 0 (finishes Wed 14:55 -- 891/h)
20241030-13:26:26 nb_validated 1164 model 3 (finishes Wed 14:57 -- 879/h)
20241030-13:26:34 nb_validated 1185 model 3 (finishes Wed 14:54 -- 893/h)
20241030-13:26:44 nb_validated 1169 model 2 (finishes Wed 14:57 -- 879/h)
20241030-13:26:52 nb_validated 1187 model 3 (finishes Wed 14:55 -- 891/h)
20241030-13:27:03 nb_validated 1174 model 2 (finishes Wed 14:57 -- 879/h)
20241030-13:27:11 nb_validated 1198 model 2 (finishes Wed 14:54 -- 896/h)
20241030-13:27:20 nb_validated 1177 model 3 (finishes Wed 14:57 -- 878/h)
20241030-13:27:29 nb_validated 1201 model 1 (finishes Wed 14:54 -- 895/h)
20241030-13:27:39 nb_validated 1183 model 4 (finishes Wed 14:57 -- 880/h)
20241030-13:27:47 nb_validated 1209 model 0 (finishes Wed 14:54 -- 897/h)
20241030-13:27:58 nb_validated 1193 model 0 (finishes Wed 14:56 -- 884/h)
20241030-13:28:05 nb_validated 1210 model 3 (finishes Wed 14:54 -- 895/h)
20241030-13:28:16 nb_validated 1196 model 1 (finishes Wed 14:56 -- 882/h)
20241030-13:28:23 nb_validated 1212 model 0 (finishes Wed 14:54 -- 893/h)
20241030-13:28:34 nb_validated 1203 model 3 (finishes Wed 14:56 -- 884/h)
20241030-13:28:42 nb_validated 1216 model 2 (finishes Wed 14:54 -- 893/h)
20241030-13:28:53 nb_validated 1214 model 4 (finishes Wed 14:55 -- 889/h)
20241030-13:29:00 nb_validated 1217 model 0 (finishes Wed 14:55 -- 890/h)
20241030-13:29:11 nb_validated 1216 model 4 (finishes Wed 14:55 -- 887/h)
20241030-13:29:18 nb_validated 1220 model 3 (finishes Wed 14:55 -- 889/h)
20241030-13:29:29 nb_validated 1221 model 0 (finishes Wed 14:55 -- 888/h)
20241030-13:29:36 nb_validated 1226 model 0 (finishes Wed 14:55 -- 890/h)
20241030-13:29:48 nb_validated 1225 model 4 (finishes Wed 14:55 -- 887/h)
20241030-13:29:55 nb_validated 1227 model 1 (finishes Wed 14:55 -- 887/h)
20241030-13:30:06 nb_validated 1231 model 4 (finishes Wed 14:55 -- 888/h)
20241030-13:30:12 nb_validated 1231 model 3 (finishes Wed 14:55 -- 887/h)
20241030-13:30:25 nb_validated 1235 model 0 (finishes Wed 14:55 -- 888/h)
20241030-13:30:31 nb_validated 1235 model 0 (finishes Wed 14:56 -- 887/h)
20241030-13:30:43 nb_validated 1235 model 1 (finishes Wed 14:56 -- 885/h)
20241030-13:30:49 nb_validated 1242 model 4 (finishes Wed 14:55 -- 888/h)
20241030-13:31:02 nb_validated 1238 model 0 (finishes Wed 14:56 -- 883/h)
20241030-13:31:08 nb_validated 1246 model 2 (finishes Wed 14:55 -- 888/h)
20241030-13:31:20 nb_validated 1244 model 3 (finishes Wed 14:56 -- 885/h)
20241030-13:31:26 nb_validated 1253 model 4 (finishes Wed 14:55 -- 890/h)
20241030-13:31:38 nb_validated 1253 model 3 (finishes Wed 14:55 -- 888/h)
20241030-13:31:45 nb_validated 1258 model 4 (finishes Wed 14:55 -- 890/h)
20241030-13:31:56 nb_validated 1258 model 2 (finishes Wed 14:55 -- 888/h)
20241030-13:32:02 nb_validated 1259 model 3 (finishes Wed 14:55 -- 888/h)
20241030-13:32:15 nb_validated 1260 model 1 (finishes Wed 14:56 -- 886/h)
20241030-13:32:21 nb_validated 1262 model 2 (finishes Wed 14:56 -- 887/h)
20241030-13:32:33 nb_validated 1266 model 3 (finishes Wed 14:55 -- 887/h)
20241030-13:32:39 nb_validated 1266 model 0 (finishes Wed 14:56 -- 886/h)
20241030-13:32:51 nb_validated 1271 model 3 (finishes Wed 14:55 -- 888/h)
20241030-13:32:57 nb_validated 1272 model 4 (finishes Wed 14:55 -- 887/h)
20241030-13:33:09 nb_validated 1277 model 2 (finishes Wed 14:55 -- 889/h)
20241030-13:33:15 nb_validated 1273 model 2 (finishes Wed 14:56 -- 885/h)
20241030-13:33:28 nb_validated 1283 model 4 (finishes Wed 14:55 -- 890/h)
20241030-13:33:33 nb_validated 1280 model 1 (finishes Wed 14:56 -- 887/h)
20241030-13:33:46 nb_validated 1292 model 4 (finishes Wed 14:54 -- 893/h)
20241030-13:33:52 nb_validated 1289 model 0 (finishes Wed 14:55 -- 890/h)
20241030-13:34:05 nb_validated 1302 model 0 (finishes Wed 14:54 -- 897/h)
20241030-13:34:10 nb_validated 1296 model 3 (finishes Wed 14:55 -- 892/h)
20241030-13:34:23 nb_validated 1308 model 3 (finishes Wed 14:54 -- 898/h)
20241030-13:34:28 nb_validated 1299 model 2 (finishes Wed 14:55 -- 890/h)
20241030-13:34:41 nb_validated 1316 model 3 (finishes Wed 14:53 -- 900/h)
20241030-13:34:47 nb_validated 1303 model 4 (finishes Wed 14:55 -- 890/h)
20241030-13:34:59 nb_validated 1322 model 2 (finishes Wed 14:53 -- 901/h)
20241030-13:35:06 nb_validated 1306 model 1 (finishes Wed 14:55 -- 889/h)
20241030-13:35:17 nb_validated 1331 model 3 (finishes Wed 14:52 -- 904/h)
20241030-13:35:24 nb_validated 1307 model 2 (finishes Wed 14:56 -- 887/h)
20241030-13:35:35 nb_validated 1336 model 0 (finishes Wed 14:52 -- 904/h)
20241030-13:35:42 nb_validated 1308 model 3 (finishes Wed 14:56 -- 884/h)
20241030-13:35:54 nb_validated 1341 model 2 (finishes Wed 14:52 -- 905/h)
20241030-13:36:00 nb_validated 1316 model 4 (finishes Wed 14:56 -- 887/h)
20241030-13:36:12 nb_validated 1343 model 3 (finishes Wed 14:53 -- 903/h)
20241030-13:36:18 nb_validated 1319 model 3 (finishes Wed 14:56 -- 886/h)
20241030-13:36:31 nb_validated 1347 model 1 (finishes Wed 14:53 -- 902/h)
20241030-13:36:36 nb_validated 1327 model 3 (finishes Wed 14:55 -- 888/h)
20241030-13:36:49 nb_validated 1353 model 4 (finishes Wed 14:52 -- 903/h)
20241030-13:36:54 nb_validated 1332 model 4 (finishes Wed 14:55 -- 888/h)
20241030-13:37:07 nb_validated 1356 model 2 (finishes Wed 14:53 -- 902/h)
20241030-13:37:13 nb_validated 1336 model 2 (finishes Wed 14:55 -- 888/h)
20241030-13:37:25 nb_validated 1361 model 0 (finishes Wed 14:53 -- 903/h)
20241030-13:37:31 nb_validated 1341 model 0 (finishes Wed 14:55 -- 888/h)
20241030-13:37:44 nb_validated 1366 model 1 (finishes Wed 14:53 -- 903/h)
20241030-13:37:49 nb_validated 1347 model 2 (finishes Wed 14:55 -- 889/h)
20241030-13:38:02 nb_validated 1374 model 4 (finishes Wed 14:52 -- 905/h)
20241030-13:38:08 nb_validated 1350 model 2 (finishes Wed 14:55 -- 888/h)
20241030-13:38:21 nb_validated 1380 model 4 (finishes Wed 14:52 -- 906/h)
20241030-13:38:26 nb_validated 1358 model 4 (finishes Wed 14:55 -- 891/h)
20241030-13:38:39 nb_validated 1388 model 4 (finishes Wed 14:52 -- 908/h)
20241030-13:38:45 nb_validated 1364 model 2 (finishes Wed 14:55 -- 892/h)
20241030-13:38:57 nb_validated 1391 model 2 (finishes Wed 14:52 -- 907/h)
20241030-13:39:03 nb_validated 1372 model 0 (finishes Wed 14:54 -- 894/h)
20241030-13:39:15 nb_validated 1397 model 3 (finishes Wed 14:52 -- 908/h)
20241030-13:39:21 nb_validated 1377 model 4 (finishes Wed 14:54 -- 894/h)
20241030-13:39:34 nb_validated 1403 model 1 (finishes Wed 14:51 -- 909/h)
20241030-13:39:40 nb_validated 1382 model 1 (finishes Wed 14:54 -- 894/h)
20241030-13:39:51 nb_validated 1405 model 2 (finishes Wed 14:52 -- 907/h)
20241030-13:39:59 nb_validated 1388 model 2 (finishes Wed 14:54 -- 895/h)
20241030-13:40:10 nb_validated 1412 model 2 (finishes Wed 14:51 -- 909/h)
20241030-13:40:17 nb_validated 1391 model 3 (finishes Wed 14:54 -- 894/h)
20241030-13:40:28 nb_validated 1415 model 0 (finishes Wed 14:52 -- 908/h)
20241030-13:40:35 nb_validated 1394 model 2 (finishes Wed 14:54 -- 893/h)
20241030-13:40:47 nb_validated 1421 model 4 (finishes Wed 14:51 -- 909/h)
20241030-13:40:53 nb_validated 1397 model 3 (finishes Wed 14:55 -- 892/h)
20241030-13:41:05 nb_validated 1425 model 2 (finishes Wed 14:52 -- 908/h)
20241030-13:41:12 nb_validated 1403 model 0 (finishes Wed 14:54 -- 893/h)
20241030-13:41:23 nb_validated 1429 model 4 (finishes Wed 14:52 -- 908/h)
20241030-13:41:30 nb_validated 1405 model 3 (finishes Wed 14:55 -- 891/h)
20241030-13:41:42 nb_validated 1435 model 2 (finishes Wed 14:51 -- 909/h)
20241030-13:41:48 nb_validated 1411 model 0 (finishes Wed 14:54 -- 892/h)
20241030-13:42:00 nb_validated 1441 model 1 (finishes Wed 14:51 -- 910/h)
20241030-13:42:07 nb_validated 1413 model 3 (finishes Wed 14:55 -- 891/h)
20241030-13:42:18 nb_validated 1445 model 0 (finishes Wed 14:51 -- 909/h)
20241030-13:42:24 nb_validated 1414 model 3 (finishes Wed 14:55 -- 889/h)
20241030-13:42:37 nb_validated 1450 model 2 (finishes Wed 14:51 -- 909/h)
20241030-13:42:42 nb_validated 1420 model 3 (finishes Wed 14:55 -- 890/h)
20241030-13:42:54 nb_validated 1452 model 3 (finishes Wed 14:52 -- 908/h)
20241030-13:43:01 nb_validated 1423 model 4 (finishes Wed 14:55 -- 889/h)
20241030-13:43:12 nb_validated 1452 model 4 (finishes Wed 14:52 -- 905/h)
20241030-13:43:19 nb_validated 1425 model 3 (finishes Wed 14:55 -- 887/h)
20241030-13:43:30 nb_validated 1453 model 3 (finishes Wed 14:53 -- 903/h)
20241030-13:43:38 nb_validated 1432 model 0 (finishes Wed 14:55 -- 889/h)
20241030-13:43:48 nb_validated 1456 model 4 (finishes Wed 14:53 -- 902/h)
20241030-13:43:56 nb_validated 1438 model 0 (finishes Wed 14:55 -- 890/h)
20241030-13:44:06 nb_validated 1456 model 3 (finishes Wed 14:53 -- 899/h)
20241030-13:44:15 nb_validated 1443 model 0 (finishes Wed 14:55 -- 890/h)
20241030-13:44:25 nb_validated 1465 model 2 (finishes Wed 14:53 -- 902/h)
20241030-13:44:33 nb_validated 1448 model 2 (finishes Wed 14:55 -- 890/h)
20241030-13:44:43 nb_validated 1468 model 1 (finishes Wed 14:53 -- 901/h)
20241030-13:44:52 nb_validated 1451 model 3 (finishes Wed 14:55 -- 889/h)
20241030-13:45:02 nb_validated 1471 model 2 (finishes Wed 14:53 -- 900/h)
20241030-13:45:10 nb_validated 1454 model 3 (finishes Wed 14:55 -- 888/h)
20241030-13:45:20 nb_validated 1475 model 0 (finishes Wed 14:53 -- 899/h)
20241030-13:45:28 nb_validated 1457 model 0 (finishes Wed 14:55 -- 887/h)
20241030-13:45:38 nb_validated 1481 model 4 (finishes Wed 14:53 -- 900/h)
20241030-13:45:47 nb_validated 1464 model 4 (finishes Wed 14:55 -- 889/h)
20241030-13:45:57 nb_validated 1485 model 1 (finishes Wed 14:53 -- 900/h)
20241030-13:46:05 nb_validated 1466 model 3 (finishes Wed 14:55 -- 887/h)
20241030-13:46:15 nb_validated 1489 model 1 (finishes Wed 14:53 -- 900/h)
20241030-13:46:23 nb_validated 1471 model 2 (finishes Wed 14:55 -- 888/h)
20241030-13:46:33 nb_validated 1496 model 2 (finishes Wed 14:53 -- 901/h)
20241030-13:46:41 nb_validated 1477 model 4 (finishes Wed 14:55 -- 888/h)
20241030-13:46:52 nb_validated 1502 model 1 (finishes Wed 14:53 -- 902/h)
20241030-13:47:00 nb_validated 1482 model 2 (finishes Wed 14:55 -- 889/h)
20241030-13:47:10 nb_validated 1508 model 2 (finishes Wed 14:53 -- 903/h)
20241030-13:47:18 nb_validated 1488 model 3 (finishes Wed 14:55 -- 890/h)
20241030-13:47:27 nb_validated 1511 model 2 (finishes Wed 14:53 -- 902/h)
20241030-13:47:36 nb_validated 1497 model 2 (finishes Wed 14:55 -- 892/h)
20241030-13:47:45 nb_validated 1518 model 0 (finishes Wed 14:52 -- 903/h)
20241030-13:47:54 nb_validated 1499 model 0 (finishes Wed 14:55 -- 891/h)
20241030-13:48:04 nb_validated 1522 model 3 (finishes Wed 14:53 -- 903/h)
20241030-13:48:12 nb_validated 1507 model 3 (finishes Wed 14:54 -- 893/h)
20241030-13:48:22 nb_validated 1527 model 2 (finishes Wed 14:52 -- 903/h)
20241030-13:48:31 nb_validated 1509 model 1 (finishes Wed 14:55 -- 891/h)
20241030-13:48:41 nb_validated 1534 model 4 (finishes Wed 14:52 -- 905/h)
20241030-13:48:49 nb_validated 1511 model 1 (finishes Wed 14:55 -- 890/h)
20241030-13:48:59 nb_validated 1540 model 2 (finishes Wed 14:52 -- 906/h)
20241030-13:49:08 nb_validated 1518 model 0 (finishes Wed 14:55 -- 891/h)
20241030-13:49:18 nb_validated 1541 model 1 (finishes Wed 14:52 -- 903/h)
20241030-13:49:26 nb_validated 1523 model 2 (finishes Wed 14:55 -- 892/h)
20241030-13:49:36 nb_validated 1547 model 1 (finishes Wed 14:52 -- 904/h)
20241030-13:49:45 nb_validated 1527 model 2 (finishes Wed 14:55 -- 891/h)
20241030-13:49:55 nb_validated 1551 model 1 (finishes Wed 14:52 -- 904/h)
20241030-13:50:03 nb_validated 1530 model 2 (finishes Wed 14:55 -- 890/h)
20241030-13:50:14 nb_validated 1555 model 1 (finishes Wed 14:52 -- 903/h)
20241030-13:50:22 nb_validated 1535 model 2 (finishes Wed 14:55 -- 891/h)
20241030-13:50:32 nb_validated 1558 model 1 (finishes Wed 14:53 -- 902/h)
20241030-13:50:40 nb_validated 1544 model 4 (finishes Wed 14:54 -- 893/h)
20241030-13:50:51 nb_validated 1562 model 4 (finishes Wed 14:53 -- 902/h)
20241030-13:50:59 nb_validated 1551 model 0 (finishes Wed 14:54 -- 894/h)
20241030-13:51:09 nb_validated 1567 model 0 (finishes Wed 14:53 -- 902/h)
20241030-13:51:17 nb_validated 1559 model 1 (finishes Wed 14:54 -- 896/h)
20241030-13:51:28 nb_validated 1571 model 1 (finishes Wed 14:53 -- 902/h)
20241030-13:51:35 nb_validated 1561 model 2 (finishes Wed 14:54 -- 895/h)
20241030-13:51:46 nb_validated 1573 model 4 (finishes Wed 14:53 -- 900/h)
20241030-13:51:53 nb_validated 1564 model 3 (finishes Wed 14:54 -- 894/h)
20241030-13:52:04 nb_validated 1574 model 1 (finishes Wed 14:53 -- 898/h)
20241030-13:52:12 nb_validated 1571 model 2 (finishes Wed 14:54 -- 895/h)
20241030-13:52:23 nb_validated 1582 model 1 (finishes Wed 14:53 -- 900/h)
20241030-13:52:30 nb_validated 1579 model 3 (finishes Wed 14:54 -- 897/h)
20241030-13:52:41 nb_validated 1584 model 4 (finishes Wed 14:53 -- 899/h)
20241030-13:52:48 nb_validated 1583 model 1 (finishes Wed 14:54 -- 897/h)
20241030-13:53:00 nb_validated 1588 model 2 (finishes Wed 14:53 -- 898/h)
20241030-13:53:07 nb_validated 1587 model 2 (finishes Wed 14:54 -- 897/h)
20241030-13:53:18 nb_validated 1590 model 3 (finishes Wed 14:54 -- 897/h)
20241030-13:53:25 nb_validated 1589 model 2 (finishes Wed 14:54 -- 895/h)
20241030-13:53:36 nb_validated 1592 model 2 (finishes Wed 14:54 -- 896/h)
20241030-13:53:43 nb_validated 1592 model 0 (finishes Wed 14:54 -- 895/h)
20241030-13:53:54 nb_validated 1595 model 3 (finishes Wed 14:54 -- 895/h)
20241030-13:54:02 nb_validated 1598 model 4 (finishes Wed 14:54 -- 895/h)
20241030-13:54:12 nb_validated 1601 model 2 (finishes Wed 14:54 -- 895/h)
20241030-13:54:20 nb_validated 1609 model 4 (finishes Wed 14:53 -- 899/h)
20241030-13:54:31 nb_validated 1605 model 0 (finishes Wed 14:54 -- 895/h)
20241030-13:54:39 nb_validated 1615 model 4 (finishes Wed 14:53 -- 900/h)
20241030-13:54:49 nb_validated 1608 model 1 (finishes Wed 14:54 -- 894/h)
20241030-13:54:57 nb_validated 1620 model 0 (finishes Wed 14:53 -- 900/h)
20241030-13:55:07 nb_validated 1619 model 1 (finishes Wed 14:53 -- 898/h)
20241030-13:55:16 nb_validated 1623 model 2 (finishes Wed 14:53 -- 899/h)
20241030-13:55:26 nb_validated 1624 model 2 (finishes Wed 14:53 -- 898/h)
20241030-13:55:34 nb_validated 1630 model 3 (finishes Wed 14:53 -- 900/h)
20241030-13:55:44 nb_validated 1629 model 2 (finishes Wed 14:53 -- 898/h)
20241030-13:55:53 nb_validated 1641 model 2 (finishes Wed 14:52 -- 904/h)
20241030-13:56:02 nb_validated 1631 model 0 (finishes Wed 14:54 -- 897/h)
20241030-13:56:12 nb_validated 1645 model 1 (finishes Wed 14:52 -- 903/h)
20241030-13:56:21 nb_validated 1639 model 0 (finishes Wed 14:53 -- 899/h)
20241030-13:56:30 nb_validated 1648 model 0 (finishes Wed 14:53 -- 903/h)
20241030-13:56:39 nb_validated 1645 model 3 (finishes Wed 14:53 -- 900/h)
20241030-13:56:48 nb_validated 1657 model 0 (finishes Wed 14:52 -- 905/h)
20241030-13:56:57 nb_validated 1647 model 3 (finishes Wed 14:53 -- 898/h)
20241030-13:57:07 nb_validated 1661 model 0 (finishes Wed 14:52 -- 904/h)
20241030-13:57:16 nb_validated 1653 model 4 (finishes Wed 14:53 -- 899/h)
20241030-13:57:26 nb_validated 1667 model 4 (finishes Wed 14:52 -- 905/h)
20241030-13:57:34 nb_validated 1657 model 1 (finishes Wed 14:53 -- 899/h)
20241030-13:57:45 nb_validated 1678 model 4 (finishes Wed 14:52 -- 909/h)
20241030-13:57:52 nb_validated 1660 model 0 (finishes Wed 14:53 -- 898/h)
20241030-13:58:03 nb_validated 1684 model 0 (finishes Wed 14:51 -- 909/h)
20241030-13:58:11 nb_validated 1669 model 3 (finishes Wed 14:53 -- 900/h)
20241030-13:58:21 nb_validated 1692 model 2 (finishes Wed 14:51 -- 911/h)
20241030-13:58:28 nb_validated 1672 model 3 (finishes Wed 14:53 -- 899/h)
20241030-13:58:40 nb_validated 1695 model 1 (finishes Wed 14:51 -- 910/h)
20241030-13:58:47 nb_validated 1674 model 3 (finishes Wed 14:53 -- 898/h)
20241030-13:58:59 nb_validated 1695 model 1 (finishes Wed 14:52 -- 908/h)
20241030-13:59:05 nb_validated 1679 model 1 (finishes Wed 14:53 -- 898/h)
20241030-13:59:17 nb_validated 1706 model 0 (finishes Wed 14:51 -- 911/h)
20241030-13:59:24 nb_validated 1684 model 4 (finishes Wed 14:53 -- 898/h)
20241030-13:59:35 nb_validated 1712 model 2 (finishes Wed 14:51 -- 912/h)
20241030-13:59:42 nb_validated 1686 model 4 (finishes Wed 14:54 -- 897/h)
20241030-13:59:53 nb_validated 1718 model 4 (finishes Wed 14:51 -- 913/h)
20241030-14:00:00 nb_validated 1694 model 3 (finishes Wed 14:53 -- 899/h)
20241030-14:00:11 nb_validated 1720 model 3 (finishes Wed 14:51 -- 911/h)
20241030-14:00:17 nb_validated 1697 model 3 (finishes Wed 14:53 -- 898/h)
20241030-14:00:29 nb_validated 1724 model 2 (finishes Wed 14:51 -- 911/h)
20241030-14:00:36 nb_validated 1700 model 0 (finishes Wed 14:54 -- 897/h)
20241030-14:00:47 nb_validated 1725 model 1 (finishes Wed 14:51 -- 909/h)
20241030-14:00:54 nb_validated 1706 model 4 (finishes Wed 14:53 -- 898/h)
20241030-14:01:06 nb_validated 1731 model 0 (finishes Wed 14:51 -- 910/h)
20241030-14:01:12 nb_validated 1710 model 3 (finishes Wed 14:53 -- 898/h)
20241030-14:01:24 nb_validated 1734 model 2 (finishes Wed 14:51 -- 909/h)
20241030-14:01:31 nb_validated 1716 model 4 (finishes Wed 14:53 -- 899/h)
20241030-14:01:42 nb_validated 1739 model 0 (finishes Wed 14:51 -- 909/h)
20241030-14:01:49 nb_validated 1722 model 2 (finishes Wed 14:53 -- 899/h)
20241030-14:02:01 nb_validated 1740 model 1 (finishes Wed 14:52 -- 907/h)
20241030-14:02:08 nb_validated 1724 model 0 (finishes Wed 14:53 -- 898/h)
20241030-14:02:19 nb_validated 1746 model 2 (finishes Wed 14:52 -- 908/h)
20241030-14:02:26 nb_validated 1729 model 4 (finishes Wed 14:53 -- 898/h)
20241030-14:02:38 nb_validated 1754 model 0 (finishes Wed 14:51 -- 910/h)
20241030-14:02:45 nb_validated 1734 model 4 (finishes Wed 14:53 -- 898/h)
20241030-14:02:56 nb_validated 1758 model 1 (finishes Wed 14:51 -- 909/h)
20241030-14:03:03 nb_validated 1735 model 2 (finishes Wed 14:54 -- 897/h)
20241030-14:03:15 nb_validated 1763 model 1 (finishes Wed 14:51 -- 909/h)
20241030-14:03:21 nb_validated 1741 model 0 (finishes Wed 14:54 -- 897/h)
20241030-14:03:33 nb_validated 1770 model 2 (finishes Wed 14:51 -- 911/h)
20241030-14:03:40 nb_validated 1745 model 1 (finishes Wed 14:54 -- 897/h)
20241030-14:03:51 nb_validated 1779 model 3 (finishes Wed 14:51 -- 913/h)
20241030-14:03:58 nb_validated 1748 model 2 (finishes Wed 14:54 -- 896/h)
20241030-14:04:10 nb_validated 1785 model 1 (finishes Wed 14:51 -- 914/h)
20241030-14:04:16 nb_validated 1756 model 0 (finishes Wed 14:53 -- 898/h)
20241030-14:04:28 nb_validated 1793 model 1 (finishes Wed 14:50 -- 915/h)
20241030-14:04:35 nb_validated 1759 model 1 (finishes Wed 14:54 -- 897/h)
20241030-14:04:47 nb_validated 1800 model 0 (finishes Wed 14:50 -- 916/h)
20241030-14:04:53 nb_validated 1761 model 0 (finishes Wed 14:54 -- 896/h)
20241030-14:05:05 nb_validated 1806 model 2 (finishes Wed 14:50 -- 917/h)
20241030-14:05:11 nb_validated 1763 model 3 (finishes Wed 14:54 -- 895/h)
20241030-14:05:24 nb_validated 1811 model 4 (finishes Wed 14:50 -- 917/h)
20241030-14:05:29 nb_validated 1765 model 0 (finishes Wed 14:54 -- 893/h)
20241030-14:05:42 nb_validated 1813 model 1 (finishes Wed 14:50 -- 916/h)
20241030-14:05:48 nb_validated 1776 model 4 (finishes Wed 14:54 -- 896/h)
20241030-14:06:01 nb_validated 1822 model 2 (finishes Wed 14:50 -- 918/h)
20241030-14:06:06 nb_validated 1780 model 0 (finishes Wed 14:54 -- 896/h)
20241030-14:06:18 nb_validated 1822 model 3 (finishes Wed 14:50 -- 916/h)
20241030-14:06:24 nb_validated 1783 model 2 (finishes Wed 14:54 -- 895/h)
20241030-14:06:37 nb_validated 1824 model 1 (finishes Wed 14:50 -- 914/h)
20241030-14:06:42 nb_validated 1792 model 2 (finishes Wed 14:54 -- 898/h)
20241030-14:06:56 nb_validated 1826 model 0 (finishes Wed 14:51 -- 913/h)
20241030-14:07:00 nb_validated 1797 model 3 (finishes Wed 14:53 -- 898/h)
20241030-14:07:14 nb_validated 1829 model 2 (finishes Wed 14:51 -- 912/h)
20241030-14:07:18 nb_validated 1798 model 3 (finishes Wed 14:54 -- 896/h)
20241030-14:07:33 nb_validated 1832 model 0 (finishes Wed 14:51 -- 911/h)
20241030-14:07:36 nb_validated 1804 model 3 (finishes Wed 14:54 -- 897/h)
20241030-14:07:51 nb_validated 1837 model 0 (finishes Wed 14:51 -- 911/h)
20241030-14:07:54 nb_validated 1807 model 3 (finishes Wed 14:54 -- 896/h)
20241030-14:08:10 nb_validated 1843 model 2 (finishes Wed 14:51 -- 912/h)
20241030-14:08:12 nb_validated 1809 model 4 (finishes Wed 14:54 -- 895/h)
20241030-14:08:28 nb_validated 1845 model 3 (finishes Wed 14:51 -- 911/h)
20241030-14:08:30 nb_validated 1818 model 0 (finishes Wed 14:54 -- 897/h)
20241030-14:08:46 nb_validated 1848 model 1 (finishes Wed 14:51 -- 910/h)
20241030-14:08:48 nb_validated 1825 model 4 (finishes Wed 14:53 -- 898/h)
20241030-14:09:05 nb_validated 1850 model 2 (finishes Wed 14:51 -- 909/h)
20241030-14:09:07 nb_validated 1826 model 1 (finishes Wed 14:54 -- 897/h)
20241030-14:09:22 nb_validated 1856 model 3 (finishes Wed 14:51 -- 909/h)
20241030-14:09:25 nb_validated 1826 model 4 (finishes Wed 14:54 -- 894/h)
20241030-14:09:41 nb_validated 1859 model 1 (finishes Wed 14:51 -- 909/h)
20241030-14:09:44 nb_validated 1830 model 1 (finishes Wed 14:54 -- 894/h)
20241030-14:09:59 nb_validated 1865 model 0 (finishes Wed 14:51 -- 909/h)
20241030-14:10:02 nb_validated 1833 model 3 (finishes Wed 14:54 -- 893/h)
20241030-14:10:18 nb_validated 1870 model 3 (finishes Wed 14:51 -- 909/h)
20241030-14:10:20 nb_validated 1837 model 2 (finishes Wed 14:54 -- 893/h)
20241030-14:10:36 nb_validated 1873 model 1 (finishes Wed 14:51 -- 909/h)
20241030-14:10:38 nb_validated 1844 model 2 (finishes Wed 14:54 -- 894/h)
20241030-14:10:54 nb_validated 1884 model 2 (finishes Wed 14:51 -- 912/h)
20241030-14:10:56 nb_validated 1845 model 1 (finishes Wed 14:54 -- 893/h)
20241030-14:11:13 nb_validated 1887 model 0 (finishes Wed 14:51 -- 911/h)
20241030-14:11:14 nb_validated 1849 model 0 (finishes Wed 14:54 -- 892/h)
20241030-14:11:31 nb_validated 1894 model 0 (finishes Wed 14:51 -- 912/h)
20241030-14:11:33 nb_validated 1853 model 0 (finishes Wed 14:55 -- 892/h)
20241030-14:11:49 nb_validated 1897 model 3 (finishes Wed 14:51 -- 911/h)
20241030-14:11:51 nb_validated 1854 model 0 (finishes Wed 14:55 -- 890/h)
20241030-14:12:08 nb_validated 1903 model 4 (finishes Wed 14:51 -- 912/h)
20241030-14:12:10 nb_validated 1860 model 2 (finishes Wed 14:55 -- 891/h)
20241030-14:12:26 nb_validated 1907 model 2 (finishes Wed 14:51 -- 912/h)
20241030-14:12:28 nb_validated 1861 model 0 (finishes Wed 14:55 -- 889/h)
20241030-14:12:44 nb_validated 1910 model 3 (finishes Wed 14:51 -- 911/h)
20241030-14:12:47 nb_validated 1865 model 2 (finishes Wed 14:55 -- 889/h)
20241030-14:13:02 nb_validated 1913 model 0 (finishes Wed 14:51 -- 910/h)
20241030-14:13:05 nb_validated 1870 model 3 (finishes Wed 14:55 -- 889/h)
20241030-14:13:21 nb_validated 1919 model 2 (finishes Wed 14:51 -- 911/h)
20241030-14:13:23 nb_validated 1874 model 4 (finishes Wed 14:55 -- 889/h)
20241030-14:13:39 nb_validated 1921 model 3 (finishes Wed 14:51 -- 910/h)
20241030-14:13:41 nb_validated 1879 model 3 (finishes Wed 14:55 -- 889/h)
20241030-14:13:57 nb_validated 1923 model 2 (finishes Wed 14:52 -- 908/h)
20241030-14:13:59 nb_validated 1882 model 2 (finishes Wed 14:55 -- 889/h)
20241030-14:14:16 nb_validated 1926 model 3 (finishes Wed 14:52 -- 908/h)
20241030-14:14:18 nb_validated 1887 model 2 (finishes Wed 14:55 -- 889/h)
20241030-14:14:34 nb_validated 1934 model 2 (finishes Wed 14:51 -- 909/h)
20241030-14:14:37 nb_validated 1892 model 2 (finishes Wed 14:55 -- 889/h)
20241030-14:14:52 nb_validated 1943 model 2 (finishes Wed 14:51 -- 911/h)
20241030-14:14:55 nb_validated 1896 model 2 (finishes Wed 14:55 -- 889/h)
20241030-14:15:10 nb_validated 1947 model 3 (finishes Wed 14:51 -- 911/h)
20241030-14:15:14 nb_validated 1901 model 0 (finishes Wed 14:55 -- 889/h)
20241030-14:15:29 nb_validated 1952 model 2 (finishes Wed 14:51 -- 911/h)
20241030-14:15:31 nb_validated 1905 model 2 (finishes Wed 14:55 -- 889/h)
20241030-14:15:47 nb_validated 1955 model 2 (finishes Wed 14:51 -- 910/h)
20241030-14:15:50 nb_validated 1906 model 0 (finishes Wed 14:55 -- 887/h)
20241030-14:16:05 nb_validated 1958 model 1 (finishes Wed 14:51 -- 910/h)
20241030-14:16:08 nb_validated 1907 model 3 (finishes Wed 14:56 -- 886/h)
20241030-14:16:23 nb_validated 1961 model 2 (finishes Wed 14:51 -- 909/h)
20241030-14:16:27 nb_validated 1913 model 2 (finishes Wed 14:56 -- 886/h)
20241030-14:16:42 nb_validated 1963 model 2 (finishes Wed 14:52 -- 908/h)
20241030-14:16:45 nb_validated 1923 model 3 (finishes Wed 14:55 -- 889/h)
20241030-14:17:00 nb_validated 1968 model 0 (finishes Wed 14:52 -- 908/h)
20241030-14:17:03 nb_validated 1930 model 2 (finishes Wed 14:55 -- 890/h)
20241030-14:17:18 nb_validated 1971 model 2 (finishes Wed 14:52 -- 907/h)
20241030-14:17:22 nb_validated 1937 model 3 (finishes Wed 14:55 -- 891/h)
20241030-14:17:36 nb_validated 1978 model 4 (finishes Wed 14:52 -- 908/h)
20241030-14:17:39 nb_validated 1943 model 2 (finishes Wed 14:55 -- 892/h)
20241030-14:17:54 nb_validated 1983 model 0 (finishes Wed 14:52 -- 908/h)
20241030-14:17:58 nb_validated 1950 model 2 (finishes Wed 14:54 -- 893/h)
20241030-14:18:13 nb_validated 1985 model 1 (finishes Wed 14:52 -- 907/h)
20241030-14:18:17 nb_validated 1956 model 1 (finishes Wed 14:54 -- 893/h)
20241030-14:18:31 nb_validated 1994 model 4 (finishes Wed 14:51 -- 909/h)
20241030-14:18:35 nb_validated 1959 model 2 (finishes Wed 14:54 -- 893/h)
20241030-14:18:50 nb_validated 1999 model 0 (finishes Wed 14:51 -- 909/h)
20241030-14:18:54 nb_validated 1962 model 4 (finishes Wed 14:55 -- 892/h)
20241030-14:19:08 nb_validated 2007 model 3 (finishes Wed 14:51 -- 911/h)
20241030-14:19:12 nb_validated 1966 model 0 (finishes Wed 14:55 -- 892/h)
20241030-14:19:27 nb_validated 2011 model 0 (finishes Wed 14:51 -- 911/h)
20241030-14:19:30 nb_validated 1975 model 2 (finishes Wed 14:54 -- 894/h)
20241030-14:19:44 nb_validated 2012 model 2 (finishes Wed 14:51 -- 909/h)
20241030-14:19:48 nb_validated 1979 model 3 (finishes Wed 14:54 -- 894/h)
20241030-14:20:03 nb_validated 2016 model 2 (finishes Wed 14:51 -- 909/h)
20241030-14:20:07 nb_validated 1988 model 0 (finishes Wed 14:54 -- 896/h)
20241030-14:20:21 nb_validated 2023 model 2 (finishes Wed 14:51 -- 910/h)
20241030-14:20:25 nb_validated 1991 model 2 (finishes Wed 14:54 -- 895/h)
20241030-14:20:40 nb_validated 2028 model 1 (finishes Wed 14:51 -- 910/h)
20241030-14:20:44 nb_validated 1995 model 2 (finishes Wed 14:54 -- 895/h)
20241030-14:20:59 nb_validated 2033 model 0 (finishes Wed 14:51 -- 910/h)
20241030-14:21:02 nb_validated 1999 model 0 (finishes Wed 14:54 -- 894/h)
20241030-14:21:18 nb_validated 2035 model 1 (finishes Wed 14:51 -- 909/h)
20241030-14:21:20 nb_validated 2005 model 4 (finishes Wed 14:54 -- 895/h)
20241030-14:21:36 nb_validated 2039 model 2 (finishes Wed 14:52 -- 908/h)
20241030-14:21:39 nb_validated 2007 model 2 (finishes Wed 14:54 -- 894/h)
20241030-14:21:54 nb_validated 2042 model 4 (finishes Wed 14:52 -- 908/h)
20241030-14:21:58 nb_validated 2007 model 0 (finishes Wed 14:55 -- 892/h)
20241030-14:22:13 nb_validated 2045 model 1 (finishes Wed 14:52 -- 907/h)
20241030-14:22:16 nb_validated 2009 model 0 (finishes Wed 14:55 -- 891/h)
20241030-14:22:32 nb_validated 2049 model 1 (finishes Wed 14:52 -- 907/h)
20241030-14:22:35 nb_validated 2012 model 4 (finishes Wed 14:55 -- 890/h)
20241030-14:22:50 nb_validated 2056 model 4 (finishes Wed 14:52 -- 908/h)
20241030-14:22:53 nb_validated 2019 model 2 (finishes Wed 14:55 -- 891/h)
20241030-14:23:08 nb_validated 2058 model 1 (finishes Wed 14:52 -- 907/h)
20241030-14:23:12 nb_validated 2024 model 1 (finishes Wed 14:55 -- 891/h)
20241030-14:23:27 nb_validated 2064 model 0 (finishes Wed 14:52 -- 907/h)
20241030-14:23:30 nb_validated 2026 model 2 (finishes Wed 14:55 -- 890/h)
20241030-14:23:45 nb_validated 2066 model 3 (finishes Wed 14:52 -- 906/h)
20241030-14:23:48 nb_validated 2029 model 1 (finishes Wed 14:55 -- 889/h)
20241030-14:24:03 nb_validated 2073 model 2 (finishes Wed 14:52 -- 907/h)
20241030-14:24:07 nb_validated 2038 model 4 (finishes Wed 14:55 -- 891/h)
20241030-14:24:22 nb_validated 2074 model 0 (finishes Wed 14:52 -- 905/h)
20241030-14:24:26 nb_validated 2043 model 4 (finishes Wed 14:55 -- 891/h)
20241030-14:24:41 nb_validated 2075 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:24:44 nb_validated 2052 model 4 (finishes Wed 14:54 -- 893/h)
20241030-14:24:59 nb_validated 2080 model 4 (finishes Wed 14:52 -- 904/h)
20241030-14:25:03 nb_validated 2053 model 0 (finishes Wed 14:55 -- 892/h)
20241030-14:25:17 nb_validated 2083 model 3 (finishes Wed 14:52 -- 903/h)
20241030-14:25:21 nb_validated 2060 model 1 (finishes Wed 14:54 -- 893/h)
20241030-14:25:36 nb_validated 2090 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:25:40 nb_validated 2062 model 0 (finishes Wed 14:55 -- 892/h)
20241030-14:25:54 nb_validated 2098 model 3 (finishes Wed 14:52 -- 906/h)
20241030-14:25:59 nb_validated 2066 model 1 (finishes Wed 14:55 -- 891/h)
20241030-14:26:12 nb_validated 2101 model 3 (finishes Wed 14:52 -- 905/h)
20241030-14:26:17 nb_validated 2071 model 3 (finishes Wed 14:55 -- 892/h)
20241030-14:26:30 nb_validated 2105 model 3 (finishes Wed 14:52 -- 905/h)
20241030-14:26:35 nb_validated 2077 model 0 (finishes Wed 14:55 -- 892/h)
20241030-14:26:48 nb_validated 2110 model 4 (finishes Wed 14:52 -- 905/h)
20241030-14:26:54 nb_validated 2087 model 2 (finishes Wed 14:54 -- 895/h)
20241030-14:27:07 nb_validated 2113 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:27:12 nb_validated 2093 model 4 (finishes Wed 14:54 -- 895/h)
20241030-14:27:25 nb_validated 2117 model 2 (finishes Wed 14:52 -- 904/h)
20241030-14:27:31 nb_validated 2095 model 1 (finishes Wed 14:54 -- 894/h)
20241030-14:27:43 nb_validated 2125 model 4 (finishes Wed 14:52 -- 906/h)
20241030-14:27:49 nb_validated 2100 model 1 (finishes Wed 14:54 -- 894/h)
20241030-14:28:02 nb_validated 2127 model 3 (finishes Wed 14:52 -- 904/h)
20241030-14:28:08 nb_validated 2107 model 2 (finishes Wed 14:54 -- 895/h)
20241030-14:28:20 nb_validated 2128 model 3 (finishes Wed 14:53 -- 903/h)
20241030-14:28:26 nb_validated 2112 model 0 (finishes Wed 14:54 -- 895/h)
20241030-14:28:38 nb_validated 2133 model 1 (finishes Wed 14:53 -- 903/h)
20241030-14:28:44 nb_validated 2120 model 0 (finishes Wed 14:54 -- 897/h)
20241030-14:28:57 nb_validated 2137 model 2 (finishes Wed 14:53 -- 903/h)
20241030-14:29:02 nb_validated 2122 model 1 (finishes Wed 14:54 -- 896/h)
20241030-14:29:16 nb_validated 2143 model 4 (finishes Wed 14:52 -- 903/h)
20241030-14:29:21 nb_validated 2124 model 3 (finishes Wed 14:54 -- 895/h)
20241030-14:29:34 nb_validated 2146 model 3 (finishes Wed 14:53 -- 903/h)
20241030-14:29:39 nb_validated 2132 model 4 (finishes Wed 14:54 -- 896/h)
20241030-14:29:52 nb_validated 2154 model 4 (finishes Wed 14:52 -- 904/h)
20241030-14:29:58 nb_validated 2135 model 0 (finishes Wed 14:54 -- 896/h)
20241030-14:30:11 nb_validated 2159 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:30:16 nb_validated 2143 model 0 (finishes Wed 14:54 -- 897/h)
20241030-14:30:30 nb_validated 2164 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:30:35 nb_validated 2151 model 3 (finishes Wed 14:53 -- 898/h)
20241030-14:30:49 nb_validated 2168 model 2 (finishes Wed 14:52 -- 904/h)
20241030-14:30:53 nb_validated 2155 model 4 (finishes Wed 14:53 -- 898/h)
20241030-14:31:07 nb_validated 2171 model 2 (finishes Wed 14:52 -- 903/h)
20241030-14:31:11 nb_validated 2161 model 2 (finishes Wed 14:53 -- 899/h)
20241030-14:31:25 nb_validated 2175 model 3 (finishes Wed 14:53 -- 903/h)
20241030-14:31:29 nb_validated 2165 model 3 (finishes Wed 14:53 -- 899/h)
20241030-14:31:43 nb_validated 2176 model 2 (finishes Wed 14:53 -- 902/h)
20241030-14:31:48 nb_validated 2168 model 2 (finishes Wed 14:53 -- 898/h)
20241030-14:32:01 nb_validated 2179 model 1 (finishes Wed 14:53 -- 901/h)
20241030-14:32:06 nb_validated 2174 model 4 (finishes Wed 14:53 -- 898/h)
20241030-14:32:19 nb_validated 2180 model 3 (finishes Wed 14:53 -- 900/h)
20241030-14:32:25 nb_validated 2180 model 0 (finishes Wed 14:53 -- 899/h)
20241030-14:32:37 nb_validated 2185 model 0 (finishes Wed 14:53 -- 900/h)
20241030-14:32:43 nb_validated 2186 model 0 (finishes Wed 14:53 -- 900/h)
20241030-14:32:55 nb_validated 2187 model 2 (finishes Wed 14:53 -- 899/h)
20241030-14:33:01 nb_validated 2188 model 3 (finishes Wed 14:53 -- 899/h)
20241030-14:33:14 nb_validated 2194 model 2 (finishes Wed 14:53 -- 900/h)
20241030-14:33:20 nb_validated 2194 model 4 (finishes Wed 14:53 -- 899/h)
20241030-14:33:32 nb_validated 2203 model 0 (finishes Wed 14:53 -- 902/h)
20241030-14:33:38 nb_validated 2199 model 0 (finishes Wed 14:53 -- 899/h)
20241030-14:33:50 nb_validated 2206 model 3 (finishes Wed 14:53 -- 901/h)
20241030-14:33:57 nb_validated 2204 model 1 (finishes Wed 14:53 -- 899/h)
20241030-14:34:08 nb_validated 2209 model 1 (finishes Wed 14:53 -- 900/h)
20241030-14:34:14 nb_validated 2207 model 3 (finishes Wed 14:53 -- 899/h)
20241030-14:34:26 nb_validated 2212 model 3 (finishes Wed 14:53 -- 900/h)
20241030-14:34:33 nb_validated 2218 model 0 (finishes Wed 14:53 -- 901/h)
20241030-14:34:43 nb_validated 2215 model 3 (finishes Wed 14:53 -- 899/h)
20241030-14:34:52 nb_validated 2223 model 3 (finishes Wed 14:53 -- 902/h)
20241030-14:35:02 nb_validated 2221 model 2 (finishes Wed 14:53 -- 900/h)
20241030-14:35:10 nb_validated 2227 model 4 (finishes Wed 14:53 -- 901/h)
20241030-14:35:21 nb_validated 2224 model 1 (finishes Wed 14:53 -- 899/h)
20241030-14:35:28 nb_validated 2233 model 3 (finishes Wed 14:53 -- 902/h)
20241030-14:35:39 nb_validated 2230 model 0 (finishes Wed 14:53 -- 900/h)
20241030-14:35:46 nb_validated 2238 model 4 (finishes Wed 14:53 -- 902/h)
20241030-14:35:57 nb_validated 2235 model 3 (finishes Wed 14:53 -- 900/h)
20241030-14:36:05 nb_validated 2245 model 1 (finishes Wed 14:53 -- 903/h)
20241030-14:36:16 nb_validated 2243 model 0 (finishes Wed 14:53 -- 901/h)
20241030-14:36:23 nb_validated 2249 model 1 (finishes Wed 14:53 -- 903/h)
20241030-14:36:35 nb_validated 2251 model 4 (finishes Wed 14:53 -- 902/h)
20241030-14:36:42 nb_validated 2254 model 3 (finishes Wed 14:53 -- 903/h)
20241030-14:36:53 nb_validated 2261 model 3 (finishes Wed 14:52 -- 905/h)
20241030-14:37:00 nb_validated 2256 model 1 (finishes Wed 14:53 -- 902/h)
20241030-14:37:11 nb_validated 2264 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:37:19 nb_validated 2260 model 4 (finishes Wed 14:53 -- 902/h)
20241030-14:37:30 nb_validated 2268 model 0 (finishes Wed 14:52 -- 904/h)
20241030-14:37:37 nb_validated 2260 model 1 (finishes Wed 14:53 -- 900/h)
20241030-14:37:48 nb_validated 2270 model 2 (finishes Wed 14:53 -- 903/h)
20241030-14:37:55 nb_validated 2261 model 3 (finishes Wed 14:53 -- 898/h)
20241030-14:38:06 nb_validated 2273 model 4 (finishes Wed 14:53 -- 902/h)
20241030-14:38:14 nb_validated 2272 model 4 (finishes Wed 14:53 -- 901/h)
20241030-14:38:25 nb_validated 2277 model 4 (finishes Wed 14:53 -- 902/h)
20241030-14:38:32 nb_validated 2274 model 3 (finishes Wed 14:53 -- 900/h)
20241030-14:38:43 nb_validated 2283 model 3 (finishes Wed 14:53 -- 902/h)
20241030-14:38:50 nb_validated 2279 model 0 (finishes Wed 14:53 -- 900/h)
20241030-14:39:01 nb_validated 2289 model 0 (finishes Wed 14:53 -- 903/h)
20241030-14:39:08 nb_validated 2287 model 2 (finishes Wed 14:53 -- 901/h)
20241030-14:39:20 nb_validated 2293 model 0 (finishes Wed 14:53 -- 903/h)
20241030-14:39:26 nb_validated 2296 model 0 (finishes Wed 14:52 -- 903/h)
20241030-14:39:38 nb_validated 2301 model 2 (finishes Wed 14:52 -- 904/h)
20241030-14:39:44 nb_validated 2299 model 3 (finishes Wed 14:53 -- 903/h)
20241030-14:39:57 nb_validated 2307 model 4 (finishes Wed 14:52 -- 904/h)
20241030-14:40:02 nb_validated 2308 model 0 (finishes Wed 14:52 -- 904/h)
20241030-14:40:15 nb_validated 2310 model 2 (finishes Wed 14:52 -- 904/h)
20241030-14:40:20 nb_validated 2314 model 0 (finishes Wed 14:52 -- 905/h)
20241030-14:40:33 nb_validated 2315 model 3 (finishes Wed 14:52 -- 904/h)
20241030-14:40:39 nb_validated 2319 model 1 (finishes Wed 14:52 -- 905/h)
20241030-14:40:51 nb_validated 2323 model 3 (finishes Wed 14:52 -- 905/h)
20241030-14:40:58 nb_validated 2323 model 1 (finishes Wed 14:52 -- 905/h)
20241030-14:41:10 nb_validated 2324 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:41:16 nb_validated 2328 model 3 (finishes Wed 14:52 -- 905/h)
20241030-14:41:29 nb_validated 2326 model 1 (finishes Wed 14:53 -- 903/h)
20241030-14:41:34 nb_validated 2332 model 4 (finishes Wed 14:52 -- 905/h)
20241030-14:41:47 nb_validated 2329 model 1 (finishes Wed 14:53 -- 902/h)
20241030-14:41:52 nb_validated 2334 model 3 (finishes Wed 14:52 -- 904/h)
20241030-14:42:06 nb_validated 2336 model 1 (finishes Wed 14:52 -- 903/h)
20241030-14:42:11 nb_validated 2343 model 4 (finishes Wed 14:52 -- 905/h)
20241030-14:42:24 nb_validated 2341 model 3 (finishes Wed 14:52 -- 903/h)
20241030-14:42:29 nb_validated 2348 model 1 (finishes Wed 14:52 -- 906/h)
20241030-14:42:42 nb_validated 2345 model 4 (finishes Wed 14:53 -- 903/h)
20241030-14:42:47 nb_validated 2353 model 2 (finishes Wed 14:52 -- 906/h)
20241030-14:43:01 nb_validated 2350 model 2 (finishes Wed 14:52 -- 903/h)
20241030-14:43:05 nb_validated 2360 model 4 (finishes Wed 14:52 -- 907/h)
20241030-14:43:19 nb_validated 2352 model 1 (finishes Wed 14:53 -- 902/h)
20241030-14:43:24 nb_validated 2364 model 3 (finishes Wed 14:52 -- 906/h)
20241030-14:43:37 nb_validated 2358 model 4 (finishes Wed 14:53 -- 903/h)
20241030-14:43:42 nb_validated 2369 model 1 (finishes Wed 14:52 -- 907/h)
20241030-14:43:56 nb_validated 2365 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:44:01 nb_validated 2374 model 0 (finishes Wed 14:52 -- 907/h)
20241030-14:44:14 nb_validated 2366 model 2 (finishes Wed 14:53 -- 902/h)
20241030-14:44:19 nb_validated 2377 model 0 (finishes Wed 14:52 -- 906/h)
20241030-14:44:33 nb_validated 2374 model 0 (finishes Wed 14:52 -- 904/h)
20241030-14:44:38 nb_validated 2381 model 2 (finishes Wed 14:52 -- 906/h)
20241030-14:44:51 nb_validated 2376 model 1 (finishes Wed 14:53 -- 903/h)
20241030-14:44:56 nb_validated 2387 model 0 (finishes Wed 14:52 -- 906/h)
20241030-14:45:10 nb_validated 2382 model 4 (finishes Wed 14:53 -- 903/h)
20241030-14:45:15 nb_validated 2392 model 0 (finishes Wed 14:52 -- 906/h)
20241030-14:45:28 nb_validated 2387 model 1 (finishes Wed 14:52 -- 903/h)
20241030-14:45:33 nb_validated 2396 model 2 (finishes Wed 14:52 -- 906/h)
20241030-14:45:47 nb_validated 2392 model 1 (finishes Wed 14:52 -- 903/h)
20241030-14:45:51 nb_validated 2401 model 1 (finishes Wed 14:52 -- 906/h)
20241030-14:46:05 nb_validated 2397 model 0 (finishes Wed 14:52 -- 904/h)
20241030-14:46:10 nb_validated 2403 model 1 (finishes Wed 14:52 -- 905/h)
20241030-14:46:23 nb_validated 2404 model 4 (finishes Wed 14:52 -- 904/h)
20241030-14:46:28 nb_validated 2404 model 0 (finishes Wed 14:52 -- 904/h)
20241030-14:46:42 nb_validated 2410 model 2 (finishes Wed 14:52 -- 905/h)
20241030-14:46:46 nb_validated 2413 model 1 (finishes Wed 14:52 -- 906/h)
20241030-14:47:00 nb_validated 2416 model 4 (finishes Wed 14:52 -- 905/h)
20241030-14:47:05 nb_validated 2421 model 1 (finishes Wed 14:52 -- 907/h)
20241030-14:47:18 nb_validated 2424 model 4 (finishes Wed 14:52 -- 907/h)
20241030-14:47:24 nb_validated 2428 model 0 (finishes Wed 14:52 -- 908/h)
20241030-14:47:37 nb_validated 2426 model 4 (finishes Wed 14:52 -- 906/h)
20241030-14:47:42 nb_validated 2436 model 0 (finishes Wed 14:51 -- 909/h)
20241030-14:47:55 nb_validated 2428 model 1 (finishes Wed 14:52 -- 905/h)
20241030-14:48:00 nb_validated 2439 model 1 (finishes Wed 14:52 -- 908/h)
20241030-14:48:13 nb_validated 2431 model 2 (finishes Wed 14:52 -- 904/h)
20241030-14:48:19 nb_validated 2445 model 4 (finishes Wed 14:51 -- 909/h)
20241030-14:48:31 nb_validated 2437 model 4 (finishes Wed 14:52 -- 905/h)
20241030-14:48:37 nb_validated 2450 model 3 (finishes Wed 14:51 -- 909/h)
20241030-14:48:49 nb_validated 2440 model 3 (finishes Wed 14:52 -- 904/h)
20241030-14:48:56 nb_validated 2452 model 2 (finishes Wed 14:52 -- 908/h)
20241030-14:49:07 nb_validated 2445 model 2 (finishes Wed 14:52 -- 904/h)
20241030-14:49:14 nb_validated 2453 model 3 (finishes Wed 14:52 -- 907/h)
20241030-14:49:26 nb_validated 2452 model 4 (finishes Wed 14:52 -- 905/h)
20241030-14:49:32 nb_validated 2456 model 1 (finishes Wed 14:52 -- 906/h)
20241030-14:49:44 nb_validated 2456 model 3 (finishes Wed 14:52 -- 905/h)
20241030-14:49:50 nb_validated 2461 model 3 (finishes Wed 14:52 -- 906/h)
20241030-14:50:02 nb_validated 2458 model 2 (finishes Wed 14:52 -- 904/h)
20241030-14:50:08 nb_validated 2472 model 4 (finishes Wed 14:51 -- 909/h)
20241030-14:50:20 nb_validated 2461 model 4 (finishes Wed 14:52 -- 903/h)
20241030-14:50:26 nb_validated 2476 model 0 (finishes Wed 14:52 -- 908/h)
20241030-14:50:39 nb_validated 2466 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:50:45 nb_validated 2478 model 1 (finishes Wed 14:52 -- 907/h)
20241030-14:50:57 nb_validated 2469 model 3 (finishes Wed 14:53 -- 903/h)
20241030-14:51:04 nb_validated 2480 model 2 (finishes Wed 14:52 -- 906/h)
20241030-14:51:15 nb_validated 2470 model 3 (finishes Wed 14:53 -- 902/h)
20241030-14:51:22 nb_validated 2483 model 2 (finishes Wed 14:52 -- 906/h)
20241030-14:51:34 nb_validated 2471 model 1 (finishes Wed 14:53 -- 900/h)
20241030-14:51:41 nb_validated 2488 model 2 (finishes Wed 14:52 -- 906/h)
20241030-14:51:52 nb_validated 2476 model 4 (finishes Wed 14:53 -- 901/h)
20241030-14:51:59 nb_validated 2492 model 1 (finishes Wed 14:52 -- 906/h)
20241030-14:52:11 nb_validated 2486 model 1 (finishes Wed 14:53 -- 903/h)
20241030-14:52:18 nb_validated 2495 model 2 (finishes Wed 14:52 -- 905/h)
20241030-14:52:29 nb_validated 2495 model 4 (finishes Wed 14:52 -- 904/h)
20241030-14:52:36 nb_validated 2497 model 1 (finishes Wed 14:52 -- 904/h)
20241030-14:52:45 generate_c_quizz_speed 905/h
20241030-14:52:47 nb_validated 2502 model 4 (finishes now! -- 905/h)
20241030-14:52:47 generate_c_quizz_speed 905/h
20241030-14:52:56 wrote culture_c_quiz_0087.png
20241030-14:52:56 generated_c_quizzes torch.Size([5004, 400])
20241030-16:18:26 argv ./main.py --result_dir=results_default --resume --seed=2
20241030-16:18:26 args.log_filename train.log
20241030-16:18:26 args.result_dir results_default
20241030-16:18:26 args.seed 2
20241030-16:18:26 args.resume True
20241030-16:18:26 args.optimizer adam
20241030-16:18:26 args.nb_warmup_samples 5000
20241030-16:18:26 args.nb_epochs 10000
20241030-16:18:26 args.batch_size 25
20241030-16:18:26 args.train_batch_size None
20241030-16:18:26 args.eval_batch_size 25
20241030-16:18:26 args.nb_train_samples 50000
20241030-16:18:26 args.nb_test_samples 2500
20241030-16:18:26 args.nb_c_quizzes 5000
20241030-16:18:26 args.c_quiz_multiplier 1
20241030-16:18:26 args.learning_rate 0.0005
20241030-16:18:26 args.gradient_clipping None
20241030-16:18:26 args.nb_have_to_be_correct 3
20241030-16:18:26 args.nb_have_to_be_wrong 1
20241030-16:18:26 args.nb_mistakes_to_be_wrong 5
20241030-16:18:26 args.model_type standard
20241030-16:18:26 args.model 37M
20241030-16:18:26 args.dim_model 512
20241030-16:18:26 args.dim_keys 64
20241030-16:18:26 args.dim_hidden 2048
20241030-16:18:26 args.nb_heads 8
20241030-16:18:26 args.nb_blocks 12
20241030-16:18:26 args.dropout 0.5
20241030-16:18:26 args.nb_threads 1
20241030-16:18:26 args.gpus all
20241030-16:18:26 args.nb_models 5
20241030-16:18:26 args.diffusion_nb_iterations 25
20241030-16:18:26 args.diffusion_proba_corruption 0.05
20241030-16:18:26 args.accuracy_to_make_c_quizzes 0.95
20241030-16:18:26 args.proba_prompt_noise 0.05
20241030-16:18:26 args.proba_hint 0.25
20241030-16:18:26 args.quizzes None
20241030-16:18:26 args.test None
20241030-16:18:26 args.grids_world_tasks replace_color,translate,grow,frame
20241030-16:18:26 main_device cuda:0 gpus ['cuda:0', 'cuda:1']
20241030-16:18:26 vocabulary_size 11
20241030-16:18:27 successfully loaded ae_000.pth
20241030-16:18:28 successfully loaded ae_001.pth
20241030-16:18:28 successfully loaded ae_002.pth
20241030-16:18:28 successfully loaded ae_003.pth
20241030-16:18:28 successfully loaded ae_004.pth
20241030-16:18:28 successfully loaded state.pth
20241030-16:18:28 nb_parameters 37820939 (37M)
20241030-16:18:28 wrote state.pth
20241030-16:18:28 --- epoch 87 ----------------------------------------
20241030-16:18:28 current_test_accuracies 0.9556 0.9544 0.9608 0.9700 0.9524
20241030-16:18:32 wrote ae_*_naive.pth
20241030-16:18:32 dummy_rand tensor([0.9382])
20241030-16:18:32 dummy_rand tensor([0.3849])
20241030-16:18:42 nb_validated 1 model 0 (finishes Wed 23:33 -- 344/h)
20241030-16:18:42 nb_validated 2 model 4 (finishes Wed 19:58 -- 681/h)
20241030-16:19:01 nb_validated 6 model 1 (finishes Wed 19:45 -- 726/h)
20241030-16:19:02 nb_validated 8 model 0 (finishes Wed 18:56 -- 947/h)
20241030-16:19:12 nb_validated 12 model 4 (finishes Wed 18:38 -- 1068/h)
20241030-16:19:21 nb_validated 10 model 0 (finishes Wed 19:43 -- 730/h)
20241030-16:19:31 nb_validated 13 model 2 (finishes Wed 19:28 -- 790/h)
20241030-16:19:39 nb_validated 17 model 3 (finishes Wed 19:04 -- 905/h)
20241030-16:19:49 nb_validated 15 model 0 (finishes Wed 19:53 -- 696/h)
20241030-16:19:58 nb_validated 19 model 2 (finishes Wed 19:27 -- 795/h)
20241030-16:20:08 nb_validated 20 model 4 (finishes Wed 19:39 -- 746/h)
20241030-16:20:16 nb_validated 23 model 1 (finishes Wed 19:27 -- 792/h)
20241030-16:20:27 nb_validated 22 model 1 (finishes Wed 19:56 -- 686/h)
20241030-16:20:35 nb_validated 29 model 2 (finishes Wed 19:15 -- 849/h)
20241030-16:20:45 nb_validated 26 model 1 (finishes Wed 19:52 -- 701/h)
20241030-16:20:53 nb_validated 34 model 0 (finishes Wed 19:11 -- 865/h)
20241030-16:21:04 nb_validated 35 model 0 (finishes Wed 19:19 -- 829/h)
20241030-16:21:12 nb_validated 38 model 1 (finishes Wed 19:13 -- 855/h)
20241030-16:21:22 nb_validated 42 model 4 (finishes Wed 19:08 -- 885/h)
20241030-16:21:30 nb_validated 42 model 4 (finishes Wed 19:15 -- 846/h)
20241030-16:21:42 nb_validated 46 model 4 (finishes Wed 19:10 -- 871/h)
20241030-16:21:48 nb_validated 50 model 3 (finishes Wed 19:02 -- 917/h)
20241030-16:22:00 nb_validated 49 model 0 (finishes Wed 19:16 -- 844/h)
20241030-16:22:07 nb_validated 55 model 0 (finishes Wed 19:01 -- 920/h)
20241030-16:22:19 nb_validated 55 model 4 (finishes Wed 19:10 -- 870/h)
20241030-16:22:25 nb_validated 64 model 0 (finishes Wed 18:50 -- 986/h)
20241030-16:22:38 nb_validated 56 model 1 (finishes Wed 19:21 -- 818/h)
20241030-16:22:43 nb_validated 69 model 2 (finishes Wed 18:50 -- 986/h)
20241030-16:22:56 nb_validated 58 model 3 (finishes Wed 19:28 -- 788/h)
20241030-16:23:02 nb_validated 72 model 4 (finishes Wed 18:54 -- 960/h)
20241030-16:23:15 nb_validated 65 model 3 (finishes Wed 19:19 -- 826/h)
20241030-16:23:19 nb_validated 74 model 3 (finishes Wed 19:00 -- 926/h)
20241030-16:23:33 nb_validated 73 model 0 (finishes Wed 19:10 -- 871/h)
20241030-16:23:37 nb_validated 79 model 4 (finishes Wed 18:59 -- 930/h)
20241030-16:23:52 nb_validated 77 model 3 (finishes Wed 19:11 -- 866/h)
20241030-16:23:55 nb_validated 83 model 3 (finishes Wed 19:01 -- 922/h)
20241030-16:24:10 nb_validated 79 model 4 (finishes Wed 19:16 -- 841/h)
20241030-16:24:14 nb_validated 86 model 4 (finishes Wed 19:04 -- 904/h)
20241030-16:24:28 nb_validated 83 model 0 (finishes Wed 19:17 -- 837/h)
20241030-16:24:33 nb_validated 94 model 4 (finishes Wed 18:58 -- 937/h)
20241030-16:24:47 nb_validated 85 model 1 (finishes Wed 19:22 -- 815/h)
20241030-16:24:51 nb_validated 100 model 2 (finishes Wed 18:56 -- 949/h)
20241030-16:25:06 nb_validated 90 model 1 (finishes Wed 19:20 -- 822/h)
20241030-16:25:09 nb_validated 102 model 2 (finishes Wed 19:00 -- 924/h)
20241030-16:25:25 nb_validated 96 model 1 (finishes Wed 19:17 -- 836/h)
20241030-16:25:27 nb_validated 108 model 4 (finishes Wed 18:58 -- 935/h)
20241030-16:25:43 nb_validated 102 model 2 (finishes Wed 19:14 -- 850/h)
20241030-16:25:46 nb_validated 111 model 3 (finishes Wed 19:01 -- 920/h)
20241030-16:26:02 nb_validated 105 model 0 (finishes Wed 19:17 -- 839/h)
20241030-16:26:04 nb_validated 116 model 4 (finishes Wed 19:01 -- 923/h)
20241030-16:26:20 nb_validated 108 model 0 (finishes Wed 19:19 -- 830/h)
20241030-16:26:22 nb_validated 117 model 1 (finishes Wed 19:06 -- 894/h)
20241030-16:26:39 nb_validated 116 model 4 (finishes Wed 19:13 -- 857/h)
20241030-16:26:40 nb_validated 122 model 3 (finishes Wed 19:05 -- 898/h)
20241030-16:26:57 nb_validated 120 model 3 (finishes Wed 19:14 -- 854/h)
20241030-16:26:59 nb_validated 128 model 4 (finishes Wed 19:03 -- 908/h)
20241030-16:27:16 nb_validated 125 model 4 (finishes Wed 19:13 -- 858/h)
20241030-16:27:17 nb_validated 135 model 2 (finishes Wed 19:00 -- 924/h)
20241030-16:27:34 nb_validated 127 model 3 (finishes Wed 19:16 -- 843/h)
20241030-16:27:36 nb_validated 140 model 1 (finishes Wed 19:00 -- 925/h)
20241030-16:27:52 nb_validated 132 model 0 (finishes Wed 19:15 -- 848/h)
20241030-16:27:55 nb_validated 146 model 0 (finishes Wed 18:59 -- 933/h)
20241030-16:28:10 nb_validated 137 model 2 (finishes Wed 19:14 -- 852/h)
20241030-16:28:13 nb_validated 149 model 0 (finishes Wed 19:01 -- 923/h)
20241030-16:28:28 nb_validated 140 model 0 (finishes Wed 19:16 -- 845/h)
20241030-16:28:31 nb_validated 158 model 4 (finishes Wed 18:56 -- 948/h)
20241030-16:28:47 nb_validated 143 model 4 (finishes Wed 19:17 -- 837/h)
20241030-16:28:50 nb_validated 161 model 1 (finishes Wed 18:58 -- 938/h)
20241030-16:29:05 nb_validated 148 model 4 (finishes Wed 19:16 -- 841/h)
20241030-16:29:08 nb_validated 163 model 4 (finishes Wed 19:01 -- 922/h)
20241030-16:29:22 nb_validated 150 model 3 (finishes Wed 19:19 -- 829/h)
20241030-16:29:26 nb_validated 168 model 4 (finishes Wed 19:00 -- 924/h)
20241030-16:29:40 nb_validated 155 model 1 (finishes Wed 19:18 -- 834/h)
20241030-16:29:45 nb_validated 174 model 1 (finishes Wed 18:59 -- 930/h)
20241030-16:29:59 nb_validated 159 model 1 (finishes Wed 19:18 -- 832/h)
20241030-16:30:03 nb_validated 179 model 1 (finishes Wed 18:59 -- 931/h)
20241030-16:30:16 nb_validated 163 model 3 (finishes Wed 19:18 -- 832/h)
20241030-16:30:21 nb_validated 179 model 2 (finishes Wed 19:03 -- 908/h)
20241030-16:30:35 nb_validated 169 model 1 (finishes Wed 19:16 -- 841/h)
20241030-16:30:40 nb_validated 186 model 0 (finishes Wed 19:01 -- 919/h)
20241030-16:30:53 nb_validated 173 model 0 (finishes Wed 19:17 -- 839/h)
20241030-16:30:58 nb_validated 190 model 3 (finishes Wed 19:02 -- 916/h)
20241030-16:31:12 nb_validated 178 model 1 (finishes Wed 19:16 -- 842/h)
20241030-16:31:17 nb_validated 193 model 4 (finishes Wed 19:03 -- 908/h)
20241030-16:31:31 nb_validated 184 model 2 (finishes Wed 19:14 -- 850/h)
20241030-16:31:35 nb_validated 200 model 0 (finishes Wed 19:01 -- 919/h)
20241030-16:31:49 nb_validated 189 model 1 (finishes Wed 19:14 -- 852/h)
20241030-16:31:53 nb_validated 206 model 3 (finishes Wed 19:00 -- 925/h)
20241030-16:32:07 nb_validated 190 model 3 (finishes Wed 19:17 -- 838/h)
20241030-16:32:12 nb_validated 207 model 1 (finishes Wed 19:03 -- 908/h)
20241030-16:32:26 nb_validated 195 model 0 (finishes Wed 19:16 -- 841/h)
20241030-16:32:30 nb_validated 214 model 0 (finishes Wed 19:01 -- 918/h)
20241030-16:32:44 nb_validated 199 model 1 (finishes Wed 19:17 -- 840/h)
20241030-16:32:48 nb_validated 221 model 2 (finishes Wed 19:00 -- 928/h)
20241030-16:33:03 nb_validated 208 model 4 (finishes Wed 19:13 -- 859/h)
20241030-16:33:06 nb_validated 227 model 2 (finishes Wed 18:59 -- 934/h)
20241030-16:33:21 nb_validated 212 model 2 (finishes Wed 19:13 -- 857/h)
20241030-16:33:25 nb_validated 238 model 0 (finishes Wed 18:54 -- 959/h)
20241030-16:33:40 nb_validated 214 model 2 (finishes Wed 19:15 -- 848/h)
20241030-16:33:44 nb_validated 243 model 1 (finishes Wed 18:54 -- 959/h)
20241030-16:33:58 nb_validated 222 model 3 (finishes Wed 19:12 -- 862/h)
20241030-16:34:02 nb_validated 247 model 4 (finishes Wed 18:55 -- 955/h)
20241030-16:34:17 nb_validated 228 model 4 (finishes Wed 19:11 -- 868/h)
20241030-16:34:21 nb_validated 250 model 1 (finishes Wed 18:56 -- 948/h)
20241030-16:34:35 nb_validated 231 model 1 (finishes Wed 19:12 -- 863/h)
20241030-16:34:40 nb_validated 256 model 1 (finishes Wed 18:56 -- 951/h)
20241030-16:34:53 nb_validated 235 model 2 (finishes Wed 19:12 -- 861/h)
20241030-16:34:58 nb_validated 259 model 4 (finishes Wed 18:57 -- 944/h)
20241030-16:35:12 nb_validated 242 model 0 (finishes Wed 19:10 -- 871/h)
20241030-16:35:17 nb_validated 268 model 2 (finishes Wed 18:54 -- 959/h)
20241030-16:35:30 nb_validated 245 model 0 (finishes Wed 19:11 -- 866/h)
20241030-16:35:35 nb_validated 275 model 0 (finishes Wed 18:53 -- 967/h)
20241030-16:35:48 nb_validated 247 model 4 (finishes Wed 19:13 -- 857/h)
20241030-16:35:53 nb_validated 279 model 0 (finishes Wed 18:54 -- 964/h)
20241030-16:36:07 nb_validated 249 model 1 (finishes Wed 19:15 -- 849/h)
20241030-16:36:12 nb_validated 286 model 4 (finishes Wed 18:52 -- 971/h)
20241030-16:36:26 nb_validated 257 model 4 (finishes Wed 19:12 -- 861/h)
20241030-16:36:30 nb_validated 291 model 3 (finishes Wed 18:52 -- 971/h)
20241030-16:36:44 nb_validated 257 model 1 (finishes Wed 19:15 -- 846/h)
20241030-16:36:48 nb_validated 297 model 0 (finishes Wed 18:52 -- 975/h)
20241030-16:37:03 nb_validated 260 model 2 (finishes Wed 19:16 -- 842/h)
20241030-16:37:07 nb_validated 300 model 4 (finishes Wed 18:53 -- 968/h)
20241030-16:37:21 nb_validated 264 model 1 (finishes Wed 19:16 -- 841/h)
20241030-16:37:25 nb_validated 305 model 0 (finishes Wed 18:53 -- 968/h)
20241030-16:37:40 nb_validated 267 model 1 (finishes Wed 19:17 -- 837/h)
20241030-16:37:44 nb_validated 307 model 0 (finishes Wed 18:54 -- 959/h)
20241030-16:37:59 nb_validated 276 model 4 (finishes Wed 19:14 -- 851/h)
20241030-16:38:03 nb_validated 313 model 1 (finishes Wed 18:54 -- 962/h)
20241030-16:38:17 nb_validated 283 model 0 (finishes Wed 19:13 -- 859/h)
20241030-16:38:21 nb_validated 315 model 0 (finishes Wed 18:55 -- 953/h)
20241030-16:38:36 nb_validated 283 model 2 (finishes Wed 19:15 -- 846/h)
20241030-16:38:39 nb_validated 319 model 3 (finishes Wed 18:56 -- 951/h)
20241030-16:38:55 nb_validated 286 model 0 (finishes Wed 19:16 -- 841/h)
20241030-16:38:57 nb_validated 322 model 3 (finishes Wed 18:57 -- 946/h)
20241030-16:39:13 nb_validated 289 model 3 (finishes Wed 19:17 -- 838/h)
20241030-16:39:16 nb_validated 331 model 0 (finishes Wed 18:55 -- 957/h)
20241030-16:39:31 nb_validated 294 model 4 (finishes Wed 19:16 -- 840/h)
20241030-16:39:34 nb_validated 340 model 2 (finishes Wed 18:53 -- 969/h)
20241030-16:39:49 nb_validated 303 model 4 (finishes Wed 19:14 -- 853/h)
20241030-16:39:53 nb_validated 346 model 2 (finishes Wed 18:52 -- 972/h)
20241030-16:40:08 nb_validated 312 model 2 (finishes Wed 19:11 -- 866/h)
20241030-16:40:11 nb_validated 351 model 3 (finishes Wed 18:52 -- 972/h)
20241030-16:40:27 nb_validated 320 model 4 (finishes Wed 19:09 -- 876/h)
20241030-16:40:29 nb_validated 355 model 2 (finishes Wed 18:53 -- 970/h)
20241030-16:40:45 nb_validated 327 model 2 (finishes Wed 19:08 -- 882/h)
20241030-16:40:47 nb_validated 358 model 4 (finishes Wed 18:53 -- 965/h)
20241030-16:41:04 nb_validated 336 model 4 (finishes Wed 19:06 -- 894/h)
20241030-16:41:05 nb_validated 362 model 3 (finishes Wed 18:54 -- 962/h)
20241030-16:41:22 nb_validated 342 model 2 (finishes Wed 19:05 -- 898/h)
20241030-16:41:24 nb_validated 367 model 0 (finishes Wed 18:54 -- 962/h)
20241030-16:41:41 nb_validated 349 model 1 (finishes Wed 19:04 -- 904/h)
20241030-16:41:43 nb_validated 381 model 0 (finishes Wed 18:50 -- 986/h)
20241030-16:42:00 nb_validated 352 model 1 (finishes Wed 19:05 -- 899/h)
20241030-16:42:00 nb_validated 386 model 0 (finishes Wed 18:50 -- 986/h)
20241030-16:42:19 nb_validated 353 model 0 (finishes Wed 19:06 -- 890/h)
20241030-16:42:19 nb_validated 390 model 0 (finishes Wed 18:51 -- 983/h)
20241030-16:42:37 nb_validated 391 model 3 (finishes Wed 18:52 -- 973/h)
20241030-16:42:37 nb_validated 354 model 4 (finishes Wed 19:08 -- 881/h)
20241030-16:42:55 nb_validated 396 model 2 (finishes Wed 18:52 -- 973/h)
20241030-16:42:56 nb_validated 358 model 0 (finishes Wed 19:08 -- 880/h)
20241030-16:43:14 nb_validated 402 model 0 (finishes Wed 18:52 -- 976/h)
20241030-16:43:15 nb_validated 359 model 2 (finishes Wed 19:10 -- 871/h)
20241030-16:43:32 nb_validated 404 model 2 (finishes Wed 18:53 -- 969/h)
20241030-16:43:33 nb_validated 364 model 0 (finishes Wed 19:10 -- 872/h)
20241030-16:43:50 nb_validated 406 model 3 (finishes Wed 18:54 -- 962/h)
20241030-16:43:51 nb_validated 366 model 3 (finishes Wed 19:11 -- 867/h)
20241030-16:44:08 nb_validated 410 model 3 (finishes Wed 18:54 -- 960/h)
20241030-16:44:09 nb_validated 368 model 3 (finishes Wed 19:12 -- 861/h)
20241030-16:44:26 nb_validated 412 model 2 (finishes Wed 18:55 -- 953/h)
20241030-16:44:27 nb_validated 370 model 2 (finishes Wed 19:13 -- 856/h)
20241030-16:44:45 nb_validated 416 model 0 (finishes Wed 18:56 -- 951/h)
20241030-16:44:45 nb_validated 374 model 0 (finishes Wed 19:13 -- 855/h)
20241030-16:45:03 nb_validated 421 model 4 (finishes Wed 18:56 -- 952/h)
20241030-16:45:04 nb_validated 383 model 4 (finishes Wed 19:11 -- 865/h)
20241030-16:45:22 nb_validated 385 model 2 (finishes Wed 19:12 -- 860/h)
20241030-16:45:22 nb_validated 425 model 1 (finishes Wed 18:56 -- 949/h)
20241030-16:45:41 nb_validated 393 model 4 (finishes Wed 19:11 -- 868/h)
20241030-16:45:41 nb_validated 427 model 1 (finishes Wed 18:57 -- 943/h)
20241030-16:45:59 nb_validated 395 model 3 (finishes Wed 19:12 -- 863/h)
20241030-16:46:00 nb_validated 432 model 1 (finishes Wed 18:57 -- 943/h)
20241030-16:46:16 nb_validated 397 model 3 (finishes Wed 19:13 -- 858/h)
20241030-16:46:18 nb_validated 434 model 2 (finishes Wed 18:58 -- 937/h)
20241030-16:46:35 nb_validated 404 model 3 (finishes Wed 19:12 -- 864/h)
20241030-16:46:36 nb_validated 443 model 4 (finishes Wed 18:56 -- 946/h)
20241030-16:46:53 nb_validated 410 model 0 (finishes Wed 19:11 -- 867/h)
20241030-16:46:54 nb_validated 447 model 3 (finishes Wed 18:57 -- 945/h)
20241030-16:47:12 nb_validated 413 model 1 (finishes Wed 19:12 -- 864/h)
20241030-16:47:12 nb_validated 454 model 3 (finishes Wed 18:56 -- 949/h)
20241030-16:47:30 nb_validated 421 model 4 (finishes Wed 19:10 -- 871/h)
20241030-16:47:30 nb_validated 455 model 2 (finishes Wed 18:57 -- 942/h)
20241030-16:47:49 nb_validated 427 model 1 (finishes Wed 19:10 -- 874/h)
20241030-16:47:49 nb_validated 462 model 0 (finishes Wed 18:57 -- 946/h)
20241030-16:48:08 nb_validated 470 model 3 (finishes Wed 18:55 -- 952/h)
20241030-16:48:08 nb_validated 432 model 2 (finishes Wed 19:09 -- 875/h)
20241030-16:48:26 nb_validated 479 model 2 (finishes Wed 18:54 -- 960/h)
20241030-16:48:26 nb_validated 438 model 0 (finishes Wed 19:09 -- 878/h)
20241030-16:48:45 nb_validated 482 model 4 (finishes Wed 18:55 -- 957/h)
20241030-16:48:45 nb_validated 441 model 1 (finishes Wed 19:09 -- 875/h)
20241030-16:49:03 nb_validated 487 model 1 (finishes Wed 18:55 -- 957/h)
20241030-16:49:04 nb_validated 444 model 2 (finishes Wed 19:10 -- 872/h)
20241030-16:49:21 nb_validated 445 model 3 (finishes Wed 19:11 -- 866/h)
20241030-16:49:22 nb_validated 494 model 2 (finishes Wed 18:54 -- 961/h)
20241030-16:49:39 nb_validated 445 model 1 (finishes Wed 19:13 -- 857/h)
20241030-16:49:40 nb_validated 496 model 0 (finishes Wed 18:55 -- 955/h)
20241030-16:49:58 nb_validated 448 model 4 (finishes Wed 19:13 -- 855/h)
20241030-16:49:58 nb_validated 500 model 2 (finishes Wed 18:55 -- 954/h)
20241030-16:50:16 nb_validated 503 model 3 (finishes Wed 18:56 -- 950/h)
20241030-16:50:17 nb_validated 453 model 4 (finishes Wed 19:13 -- 856/h)
20241030-16:50:34 nb_validated 507 model 3 (finishes Wed 18:56 -- 949/h)
20241030-16:50:35 nb_validated 456 model 1 (finishes Wed 19:14 -- 853/h)
20241030-16:50:52 nb_validated 518 model 0 (finishes Wed 18:54 -- 960/h)
20241030-16:50:53 nb_validated 465 model 2 (finishes Wed 19:12 -- 862/h)
20241030-16:51:11 nb_validated 521 model 4 (finishes Wed 18:55 -- 957/h)
20241030-16:51:12 nb_validated 470 model 4 (finishes Wed 19:12 -- 863/h)
20241030-16:51:29 nb_validated 526 model 3 (finishes Wed 18:55 -- 957/h)
20241030-16:51:30 nb_validated 473 model 2 (finishes Wed 19:12 -- 860/h)
20241030-16:51:47 nb_validated 529 model 3 (finishes Wed 18:55 -- 954/h)
20241030-16:51:49 nb_validated 477 model 1 (finishes Wed 19:12 -- 859/h)
20241030-16:52:05 nb_validated 536 model 3 (finishes Wed 18:55 -- 958/h)
20241030-16:52:07 nb_validated 478 model 2 (finishes Wed 19:14 -- 853/h)
20241030-16:52:24 nb_validated 539 model 3 (finishes Wed 18:55 -- 954/h)
20241030-16:52:26 nb_validated 482 model 4 (finishes Wed 19:14 -- 853/h)
20241030-16:52:42 nb_validated 549 model 1 (finishes Wed 18:54 -- 963/h)
20241030-16:52:44 nb_validated 486 model 4 (finishes Wed 19:14 -- 852/h)
20241030-16:53:00 nb_validated 549 model 2 (finishes Wed 18:55 -- 955/h)
20241030-16:53:02 nb_validated 488 model 4 (finishes Wed 19:15 -- 848/h)
20241030-16:53:19 nb_validated 556 model 1 (finishes Wed 18:54 -- 959/h)
20241030-16:53:20 nb_validated 493 model 2 (finishes Wed 19:15 -- 849/h)
20241030-16:53:37 nb_validated 559 model 4 (finishes Wed 18:55 -- 955/h)
20241030-16:53:39 nb_validated 501 model 2 (finishes Wed 19:13 -- 856/h)
20241030-16:53:56 nb_validated 568 model 3 (finishes Wed 18:54 -- 962/h)
20241030-16:53:57 nb_validated 506 model 4 (finishes Wed 19:13 -- 856/h)
20241030-16:54:14 nb_validated 572 model 3 (finishes Wed 18:54 -- 961/h)
20241030-16:54:15 nb_validated 513 model 3 (finishes Wed 19:12 -- 861/h)
20241030-16:54:32 nb_validated 575 model 2 (finishes Wed 18:55 -- 958/h)
20241030-16:54:34 nb_validated 515 model 3 (finishes Wed 19:13 -- 857/h)
20241030-16:54:51 nb_validated 577 model 2 (finishes Wed 18:55 -- 953/h)
20241030-16:54:52 nb_validated 521 model 0 (finishes Wed 19:12 -- 860/h)
20241030-16:55:09 nb_validated 579 model 1 (finishes Wed 18:56 -- 948/h)
20241030-16:55:11 nb_validated 526 model 2 (finishes Wed 19:12 -- 861/h)
20241030-16:55:27 nb_validated 583 model 3 (finishes Wed 18:56 -- 947/h)
20241030-16:55:29 nb_validated 531 model 2 (finishes Wed 19:12 -- 862/h)
20241030-16:55:45 nb_validated 585 model 2 (finishes Wed 18:57 -- 943/h)
20241030-16:55:48 nb_validated 535 model 0 (finishes Wed 19:12 -- 861/h)
20241030-16:56:03 nb_validated 585 model 1 (finishes Wed 18:58 -- 935/h)
20241030-16:56:06 nb_validated 537 model 1 (finishes Wed 19:13 -- 857/h)
20241030-16:56:21 nb_validated 591 model 3 (finishes Wed 18:58 -- 937/h)
20241030-16:56:25 nb_validated 540 model 2 (finishes Wed 19:13 -- 855/h)
20241030-16:56:39 nb_validated 595 model 3 (finishes Wed 18:58 -- 936/h)
20241030-16:56:43 nb_validated 545 model 4 (finishes Wed 19:13 -- 856/h)
20241030-16:56:57 nb_validated 596 model 1 (finishes Wed 18:59 -- 930/h)
20241030-16:57:02 nb_validated 553 model 1 (finishes Wed 19:12 -- 861/h)
20241030-16:57:16 nb_validated 600 model 0 (finishes Wed 18:59 -- 929/h)
20241030-16:57:20 nb_validated 559 model 4 (finishes Wed 19:12 -- 864/h)
20241030-16:57:34 nb_validated 607 model 1 (finishes Wed 18:59 -- 932/h)
20241030-16:57:38 nb_validated 563 model 4 (finishes Wed 19:12 -- 863/h)
20241030-16:57:53 nb_validated 613 model 0 (finishes Wed 18:59 -- 934/h)
20241030-16:57:56 nb_validated 566 model 2 (finishes Wed 19:12 -- 861/h)
20241030-16:58:11 nb_validated 617 model 2 (finishes Wed 18:59 -- 933/h)
20241030-16:58:14 nb_validated 568 model 1 (finishes Wed 19:13 -- 858/h)
20241030-16:58:29 nb_validated 623 model 4 (finishes Wed 18:58 -- 935/h)
20241030-16:58:33 nb_validated 572 model 1 (finishes Wed 19:13 -- 857/h)
20241030-16:58:48 nb_validated 623 model 2 (finishes Wed 19:00 -- 928/h)
20241030-16:58:51 nb_validated 578 model 3 (finishes Wed 19:12 -- 860/h)
20241030-16:59:06 nb_validated 630 model 0 (finishes Wed 18:59 -- 931/h)
20241030-16:59:10 nb_validated 579 model 1 (finishes Wed 19:13 -- 854/h)
20241030-16:59:25 nb_validated 634 model 0 (finishes Wed 18:59 -- 930/h)
20241030-16:59:28 nb_validated 581 model 3 (finishes Wed 19:14 -- 851/h)
20241030-16:59:43 nb_validated 639 model 1 (finishes Wed 18:59 -- 930/h)
20241030-16:59:46 nb_validated 583 model 2 (finishes Wed 19:15 -- 848/h)
20241030-17:00:02 nb_validated 645 model 1 (finishes Wed 18:59 -- 932/h)
20241030-17:00:04 nb_validated 594 model 4 (finishes Wed 19:13 -- 857/h)
20241030-17:00:21 nb_validated 655 model 4 (finishes Wed 18:58 -- 939/h)
20241030-17:00:22 nb_validated 601 model 3 (finishes Wed 19:12 -- 861/h)
20241030-17:00:39 nb_validated 659 model 4 (finishes Wed 18:58 -- 938/h)
20241030-17:00:41 nb_validated 610 model 2 (finishes Wed 19:11 -- 868/h)
20241030-17:00:58 nb_validated 661 model 4 (finishes Wed 18:59 -- 934/h)
20241030-17:01:00 nb_validated 617 model 2 (finishes Wed 19:10 -- 871/h)
20241030-17:01:16 nb_validated 668 model 1 (finishes Wed 18:58 -- 937/h)
20241030-17:01:19 nb_validated 622 model 1 (finishes Wed 19:10 -- 872/h)
20241030-17:01:35 nb_validated 675 model 2 (finishes Wed 18:57 -- 940/h)
20241030-17:01:37 nb_validated 623 model 1 (finishes Wed 19:11 -- 867/h)
20241030-17:01:53 nb_validated 679 model 2 (finishes Wed 18:58 -- 939/h)
20241030-17:01:56 nb_validated 624 model 1 (finishes Wed 19:12 -- 862/h)
20241030-17:02:12 nb_validated 685 model 1 (finishes Wed 18:57 -- 941/h)
20241030-17:02:15 nb_validated 629 model 2 (finishes Wed 19:12 -- 863/h)
20241030-17:02:30 nb_validated 691 model 3 (finishes Wed 18:57 -- 942/h)
20241030-17:02:34 nb_validated 631 model 1 (finishes Wed 19:12 -- 859/h)
20241030-17:02:49 nb_validated 692 model 1 (finishes Wed 18:58 -- 937/h)
20241030-17:02:52 nb_validated 636 model 1 (finishes Wed 19:12 -- 860/h)
20241030-17:03:06 nb_validated 694 model 3 (finishes Wed 18:59 -- 934/h)
20241030-17:03:11 nb_validated 638 model 0 (finishes Wed 19:13 -- 857/h)
20241030-17:03:25 nb_validated 697 model 4 (finishes Wed 18:59 -- 931/h)
20241030-17:03:30 nb_validated 644 model 1 (finishes Wed 19:13 -- 859/h)
20241030-17:03:43 nb_validated 703 model 3 (finishes Wed 18:59 -- 933/h)
20241030-17:03:49 nb_validated 647 model 1 (finishes Wed 19:13 -- 857/h)
20241030-17:04:01 nb_validated 709 model 0 (finishes Wed 18:58 -- 935/h)
20241030-17:04:08 nb_validated 653 model 4 (finishes Wed 19:13 -- 859/h)
20241030-17:04:19 nb_validated 714 model 2 (finishes Wed 18:58 -- 935/h)
20241030-17:04:26 nb_validated 659 model 0 (finishes Wed 19:12 -- 861/h)
20241030-17:04:38 nb_validated 722 model 2 (finishes Wed 18:58 -- 939/h)
20241030-17:04:44 nb_validated 663 model 1 (finishes Wed 19:12 -- 860/h)
20241030-17:04:56 nb_validated 725 model 2 (finishes Wed 18:58 -- 937/h)
20241030-17:05:03 nb_validated 668 model 3 (finishes Wed 19:12 -- 861/h)
20241030-17:05:14 nb_validated 729 model 0 (finishes Wed 18:58 -- 936/h)
20241030-17:05:21 nb_validated 673 model 0 (finishes Wed 19:12 -- 862/h)
20241030-17:05:32 nb_validated 737 model 3 (finishes Wed 18:57 -- 940/h)
20241030-17:05:40 nb_validated 678 model 2 (finishes Wed 19:12 -- 863/h)
20241030-17:05:51 nb_validated 743 model 2 (finishes Wed 18:57 -- 942/h)
20241030-17:05:59 nb_validated 685 model 1 (finishes Wed 19:11 -- 866/h)
20241030-17:06:09 nb_validated 751 model 2 (finishes Wed 18:57 -- 946/h)
20241030-17:06:17 nb_validated 690 model 1 (finishes Wed 19:11 -- 866/h)
20241030-17:06:28 nb_validated 758 model 0 (finishes Wed 18:56 -- 948/h)
20241030-17:06:36 nb_validated 696 model 2 (finishes Wed 19:11 -- 868/h)
20241030-17:06:46 nb_validated 762 model 0 (finishes Wed 18:56 -- 947/h)
20241030-17:06:54 nb_validated 700 model 1 (finishes Wed 19:11 -- 868/h)
20241030-17:07:05 nb_validated 763 model 4 (finishes Wed 18:57 -- 942/h)
20241030-17:07:13 nb_validated 706 model 1 (finishes Wed 19:10 -- 869/h)
20241030-17:07:23 nb_validated 766 model 3 (finishes Wed 18:57 -- 940/h)
20241030-17:07:32 nb_validated 710 model 2 (finishes Wed 19:11 -- 869/h)
20241030-17:07:42 nb_validated 770 model 4 (finishes Wed 18:58 -- 939/h)
20241030-17:07:50 nb_validated 714 model 0 (finishes Wed 19:11 -- 868/h)
20241030-17:08:00 nb_validated 777 model 3 (finishes Wed 18:57 -- 942/h)
20241030-17:08:08 nb_validated 717 model 0 (finishes Wed 19:11 -- 867/h)
20241030-17:08:18 nb_validated 782 model 0 (finishes Wed 18:57 -- 942/h)
20241030-17:08:27 nb_validated 727 model 3 (finishes Wed 19:10 -- 873/h)
20241030-17:08:37 nb_validated 784 model 1 (finishes Wed 18:58 -- 939/h)
20241030-17:08:45 nb_validated 730 model 3 (finishes Wed 19:10 -- 872/h)
20241030-17:08:55 nb_validated 786 model 3 (finishes Wed 18:58 -- 936/h)
20241030-17:09:04 nb_validated 735 model 1 (finishes Wed 19:10 -- 872/h)
20241030-17:09:13 nb_validated 790 model 0 (finishes Wed 18:58 -- 935/h)
20241030-17:09:22 nb_validated 739 model 4 (finishes Wed 19:10 -- 872/h)
20241030-17:09:31 nb_validated 799 model 0 (finishes Wed 18:58 -- 940/h)
20241030-17:09:40 nb_validated 745 model 3 (finishes Wed 19:10 -- 873/h)
20241030-17:09:50 nb_validated 802 model 4 (finishes Wed 18:58 -- 937/h)
20241030-17:09:58 nb_validated 749 model 0 (finishes Wed 19:10 -- 873/h)
20241030-17:10:08 nb_validated 807 model 0 (finishes Wed 18:58 -- 938/h)
20241030-17:10:17 nb_validated 753 model 1 (finishes Wed 19:10 -- 872/h)
20241030-17:10:26 nb_validated 809 model 0 (finishes Wed 18:58 -- 935/h)
20241030-17:10:36 nb_validated 757 model 4 (finishes Wed 19:10 -- 872/h)
20241030-17:10:45 nb_validated 816 model 4 (finishes Wed 18:58 -- 937/h)
20241030-17:10:54 nb_validated 759 model 3 (finishes Wed 19:11 -- 869/h)
20241030-17:11:04 nb_validated 822 model 2 (finishes Wed 18:58 -- 938/h)
20241030-17:11:12 nb_validated 765 model 2 (finishes Wed 19:10 -- 871/h)
20241030-17:11:22 nb_validated 830 model 2 (finishes Wed 18:57 -- 942/h)
20241030-17:11:31 nb_validated 771 model 3 (finishes Wed 19:10 -- 873/h)
20241030-17:11:40 nb_validated 837 model 0 (finishes Wed 18:57 -- 944/h)
20241030-17:11:49 nb_validated 775 model 2 (finishes Wed 19:10 -- 872/h)
20241030-17:11:59 nb_validated 844 model 4 (finishes Wed 18:56 -- 947/h)
20241030-17:12:08 nb_validated 783 model 0 (finishes Wed 19:09 -- 876/h)
20241030-17:12:17 nb_validated 849 model 1 (finishes Wed 18:56 -- 947/h)
20241030-17:12:26 nb_validated 786 model 1 (finishes Wed 19:10 -- 874/h)
20241030-17:12:36 nb_validated 854 model 4 (finishes Wed 18:56 -- 947/h)
20241030-17:12:45 nb_validated 793 model 3 (finishes Wed 19:09 -- 877/h)
20241030-17:12:53 nb_validated 858 model 3 (finishes Wed 18:56 -- 946/h)
20241030-17:13:03 nb_validated 799 model 3 (finishes Wed 19:09 -- 879/h)
20241030-17:13:11 nb_validated 861 model 3 (finishes Wed 18:57 -- 945/h)
20241030-17:13:22 nb_validated 803 model 4 (finishes Wed 19:09 -- 878/h)
20241030-17:13:30 nb_validated 866 model 2 (finishes Wed 18:57 -- 945/h)
20241030-17:13:40 nb_validated 809 model 2 (finishes Wed 19:08 -- 880/h)
20241030-17:13:49 nb_validated 872 model 4 (finishes Wed 18:57 -- 946/h)
20241030-17:13:58 nb_validated 811 model 1 (finishes Wed 19:09 -- 877/h)
20241030-17:14:07 nb_validated 875 model 3 (finishes Wed 18:57 -- 944/h)
20241030-17:14:17 nb_validated 819 model 0 (finishes Wed 19:08 -- 881/h)
20241030-17:14:26 nb_validated 882 model 0 (finishes Wed 18:56 -- 946/h)
20241030-17:14:36 nb_validated 823 model 4 (finishes Wed 19:08 -- 880/h)
20241030-17:14:44 nb_validated 885 model 2 (finishes Wed 18:57 -- 944/h)
20241030-17:14:54 nb_validated 826 model 0 (finishes Wed 19:09 -- 879/h)
20241030-17:15:02 nb_validated 888 model 2 (finishes Wed 18:57 -- 942/h)
20241030-17:15:13 nb_validated 828 model 1 (finishes Wed 19:09 -- 876/h)
20241030-17:15:20 nb_validated 892 model 2 (finishes Wed 18:57 -- 942/h)
20241030-17:15:31 nb_validated 832 model 2 (finishes Wed 19:09 -- 875/h)
20241030-17:15:39 nb_validated 896 model 2 (finishes Wed 18:57 -- 941/h)
20241030-17:15:50 nb_validated 837 model 4 (finishes Wed 19:09 -- 876/h)
20241030-17:15:57 nb_validated 899 model 2 (finishes Wed 18:58 -- 939/h)
20241030-17:16:08 nb_validated 842 model 4 (finishes Wed 19:09 -- 876/h)
20241030-17:16:16 nb_validated 904 model 4 (finishes Wed 18:58 -- 939/h)
20241030-17:16:26 nb_validated 845 model 3 (finishes Wed 19:09 -- 875/h)
20241030-17:16:35 nb_validated 909 model 4 (finishes Wed 18:58 -- 939/h)
20241030-17:16:44 nb_validated 851 model 4 (finishes Wed 19:09 -- 877/h)
20241030-17:16:53 nb_validated 914 model 1 (finishes Wed 18:58 -- 939/h)
20241030-17:17:03 nb_validated 856 model 2 (finishes Wed 19:09 -- 877/h)
20241030-17:17:11 nb_validated 916 model 3 (finishes Wed 18:58 -- 936/h)
20241030-17:17:21 nb_validated 861 model 2 (finishes Wed 19:09 -- 878/h)
20241030-17:17:30 nb_validated 920 model 4 (finishes Wed 18:58 -- 936/h)
20241030-17:17:38 nb_validated 862 model 3 (finishes Wed 19:09 -- 874/h)
20241030-17:17:48 nb_validated 924 model 2 (finishes Wed 18:58 -- 935/h)
20241030-17:17:57 nb_validated 865 model 1 (finishes Wed 19:10 -- 873/h)
20241030-17:18:06 nb_validated 934 model 4 (finishes Wed 18:58 -- 940/h)
20241030-17:18:16 nb_validated 866 model 0 (finishes Wed 19:10 -- 869/h)
20241030-17:18:25 nb_validated 939 model 1 (finishes Wed 18:57 -- 940/h)
20241030-17:18:34 nb_validated 872 model 4 (finishes Wed 19:10 -- 871/h)
20241030-17:18:43 nb_validated 945 model 1 (finishes Wed 18:57 -- 942/h)
20241030-17:18:53 nb_validated 875 model 2 (finishes Wed 19:10 -- 869/h)
20241030-17:19:02 nb_validated 950 model 1 (finishes Wed 18:57 -- 942/h)
20241030-17:19:11 nb_validated 881 model 2 (finishes Wed 19:10 -- 871/h)
20241030-17:19:20 nb_validated 954 model 4 (finishes Wed 18:57 -- 941/h)
20241030-17:19:30 nb_validated 884 model 0 (finishes Wed 19:10 -- 869/h)
20241030-17:19:39 nb_validated 958 model 1 (finishes Wed 18:58 -- 940/h)
20241030-17:19:49 nb_validated 888 model 4 (finishes Wed 19:11 -- 869/h)
20241030-17:19:57 nb_validated 958 model 1 (finishes Wed 18:58 -- 935/h)
20241030-17:20:07 nb_validated 892 model 0 (finishes Wed 19:11 -- 868/h)
20241030-17:20:16 nb_validated 960 model 2 (finishes Wed 18:59 -- 933/h)
20241030-17:20:26 nb_validated 895 model 1 (finishes Wed 19:11 -- 867/h)
20241030-17:20:33 nb_validated 962 model 3 (finishes Wed 18:59 -- 930/h)
20241030-17:20:45 nb_validated 901 model 1 (finishes Wed 19:11 -- 868/h)
20241030-17:20:52 nb_validated 964 model 2 (finishes Wed 19:00 -- 927/h)
20241030-17:21:03 nb_validated 907 model 0 (finishes Wed 19:10 -- 870/h)
20241030-17:21:10 nb_validated 967 model 3 (finishes Wed 19:00 -- 926/h)
20241030-17:21:22 nb_validated 916 model 4 (finishes Wed 19:10 -- 874/h)
20241030-17:21:28 nb_validated 969 model 4 (finishes Wed 19:00 -- 923/h)
20241030-17:21:41 nb_validated 922 model 1 (finishes Wed 19:09 -- 876/h)
20241030-17:21:47 nb_validated 974 model 2 (finishes Wed 19:00 -- 923/h)
20241030-17:21:58 nb_validated 923 model 3 (finishes Wed 19:10 -- 872/h)
20241030-17:22:06 nb_validated 975 model 1 (finishes Wed 19:01 -- 920/h)
20241030-17:22:17 nb_validated 928 model 3 (finishes Wed 19:10 -- 873/h)
20241030-17:22:24 nb_validated 981 model 1 (finishes Wed 19:01 -- 921/h)
20241030-17:22:35 nb_validated 932 model 3 (finishes Wed 19:10 -- 873/h)
20241030-17:22:43 nb_validated 988 model 4 (finishes Wed 19:00 -- 923/h)
20241030-17:22:53 nb_validated 939 model 1 (finishes Wed 19:09 -- 875/h)
20241030-17:23:01 nb_validated 992 model 0 (finishes Wed 19:01 -- 922/h)
20241030-17:23:12 nb_validated 943 model 2 (finishes Wed 19:09 -- 874/h)
20241030-17:23:20 nb_validated 997 model 2 (finishes Wed 19:01 -- 923/h)
20241030-17:23:30 nb_validated 944 model 4 (finishes Wed 19:10 -- 871/h)
20241030-17:23:38 nb_validated 1002 model 3 (finishes Wed 19:00 -- 923/h)
20241030-17:23:49 nb_validated 947 model 0 (finishes Wed 19:10 -- 870/h)
20241030-17:23:57 nb_validated 1005 model 3 (finishes Wed 19:01 -- 921/h)
20241030-17:24:07 nb_validated 951 model 3 (finishes Wed 19:10 -- 870/h)
20241030-17:24:15 nb_validated 1009 model 3 (finishes Wed 19:01 -- 921/h)
20241030-17:24:24 nb_validated 952 model 3 (finishes Wed 19:11 -- 867/h)
20241030-17:24:33 nb_validated 1012 model 1 (finishes Wed 19:01 -- 919/h)
20241030-17:24:43 nb_validated 957 model 1 (finishes Wed 19:11 -- 867/h)
20241030-17:24:51 nb_validated 1016 model 0 (finishes Wed 19:01 -- 919/h)
20241030-17:25:01 nb_validated 963 model 0 (finishes Wed 19:11 -- 868/h)
20241030-17:25:09 nb_validated 1024 model 3 (finishes Wed 19:01 -- 922/h)
20241030-17:25:20 nb_validated 965 model 3 (finishes Wed 19:11 -- 866/h)
20241030-17:25:28 nb_validated 1029 model 4 (finishes Wed 19:01 -- 922/h)
20241030-17:25:38 nb_validated 969 model 3 (finishes Wed 19:11 -- 866/h)
20241030-17:25:46 nb_validated 1032 model 3 (finishes Wed 19:01 -- 920/h)
20241030-17:25:57 nb_validated 971 model 1 (finishes Wed 19:12 -- 864/h)
20241030-17:26:05 nb_validated 1034 model 1 (finishes Wed 19:01 -- 918/h)
20241030-17:26:14 nb_validated 974 model 3 (finishes Wed 19:12 -- 863/h)
20241030-17:26:23 nb_validated 1036 model 4 (finishes Wed 19:02 -- 916/h)
20241030-17:26:33 nb_validated 978 model 2 (finishes Wed 19:12 -- 862/h)
20241030-17:26:41 nb_validated 1040 model 3 (finishes Wed 19:02 -- 915/h)
20241030-17:26:51 nb_validated 985 model 0 (finishes Wed 19:11 -- 865/h)
20241030-17:27:00 nb_validated 1049 model 1 (finishes Wed 19:01 -- 919/h)
20241030-17:27:09 nb_validated 991 model 1 (finishes Wed 19:11 -- 866/h)
20241030-17:27:17 nb_validated 1051 model 3 (finishes Wed 19:02 -- 917/h)
20241030-17:27:27 nb_validated 997 model 3 (finishes Wed 19:11 -- 867/h)
20241030-17:27:36 nb_validated 1055 model 1 (finishes Wed 19:02 -- 916/h)
20241030-17:27:46 nb_validated 1003 model 4 (finishes Wed 19:11 -- 869/h)
20241030-17:27:54 nb_validated 1056 model 1 (finishes Wed 19:02 -- 913/h)
20241030-17:28:04 nb_validated 1009 model 3 (finishes Wed 19:10 -- 870/h)
20241030-17:28:13 nb_validated 1056 model 3 (finishes Wed 19:03 -- 909/h)
20241030-17:28:23 nb_validated 1012 model 1 (finishes Wed 19:11 -- 869/h)
20241030-17:28:31 nb_validated 1062 model 0 (finishes Wed 19:03 -- 910/h)
20241030-17:28:41 nb_validated 1015 model 2 (finishes Wed 19:11 -- 868/h)
20241030-17:28:49 nb_validated 1063 model 0 (finishes Wed 19:03 -- 907/h)
20241030-17:29:00 nb_validated 1017 model 0 (finishes Wed 19:11 -- 865/h)
20241030-17:29:07 nb_validated 1067 model 3 (finishes Wed 19:03 -- 907/h)
20241030-17:29:17 nb_validated 1020 model 3 (finishes Wed 19:11 -- 864/h)
20241030-17:29:25 nb_validated 1069 model 1 (finishes Wed 19:04 -- 904/h)
20241030-17:29:36 nb_validated 1028 model 0 (finishes Wed 19:11 -- 867/h)
20241030-17:29:44 nb_validated 1074 model 1 (finishes Wed 19:04 -- 905/h)
20241030-17:29:54 nb_validated 1030 model 1 (finishes Wed 19:11 -- 865/h)
20241030-17:30:02 nb_validated 1082 model 2 (finishes Wed 19:03 -- 907/h)
20241030-17:30:12 nb_validated 1038 model 3 (finishes Wed 19:11 -- 868/h)
20241030-17:30:20 nb_validated 1086 model 2 (finishes Wed 19:03 -- 907/h)
20241030-17:30:31 nb_validated 1041 model 2 (finishes Wed 19:11 -- 867/h)
20241030-17:30:39 nb_validated 1089 model 1 (finishes Wed 19:04 -- 905/h)
20241030-17:30:49 nb_validated 1043 model 1 (finishes Wed 19:11 -- 865/h)
20241030-17:30:58 nb_validated 1092 model 2 (finishes Wed 19:04 -- 904/h)
20241030-17:31:08 nb_validated 1046 model 0 (finishes Wed 19:12 -- 864/h)
20241030-17:31:16 nb_validated 1099 model 2 (finishes Wed 19:03 -- 906/h)
20241030-17:31:27 nb_validated 1050 model 4 (finishes Wed 19:12 -- 864/h)
20241030-17:31:34 nb_validated 1105 model 0 (finishes Wed 19:03 -- 907/h)
20241030-17:31:45 nb_validated 1054 model 0 (finishes Wed 19:12 -- 863/h)
20241030-17:31:53 nb_validated 1108 model 4 (finishes Wed 19:04 -- 906/h)
20241030-17:32:03 nb_validated 1060 model 3 (finishes Wed 19:11 -- 865/h)
20241030-17:32:11 nb_validated 1112 model 3 (finishes Wed 19:04 -- 905/h)
20241030-17:32:22 nb_validated 1071 model 4 (finishes Wed 19:10 -- 870/h)
20241030-17:32:30 nb_validated 1121 model 4 (finishes Wed 19:03 -- 909/h)
20241030-17:32:41 nb_validated 1075 model 1 (finishes Wed 19:10 -- 869/h)
20241030-17:32:48 nb_validated 1123 model 3 (finishes Wed 19:03 -- 907/h)
20241030-17:32:59 nb_validated 1076 model 0 (finishes Wed 19:11 -- 867/h)
20241030-17:33:06 nb_validated 1123 model 3 (finishes Wed 19:04 -- 903/h)
20241030-17:33:17 nb_validated 1084 model 0 (finishes Wed 19:10 -- 869/h)
20241030-17:33:25 nb_validated 1130 model 2 (finishes Wed 19:04 -- 905/h)
20241030-17:33:35 nb_validated 1089 model 3 (finishes Wed 19:10 -- 870/h)
20241030-17:33:43 nb_validated 1134 model 3 (finishes Wed 19:04 -- 904/h)
20241030-17:33:53 nb_validated 1094 model 3 (finishes Wed 19:10 -- 871/h)
20241030-17:34:01 nb_validated 1138 model 2 (finishes Wed 19:04 -- 904/h)
20241030-17:34:12 nb_validated 1100 model 4 (finishes Wed 19:10 -- 872/h)
20241030-17:34:20 nb_validated 1141 model 0 (finishes Wed 19:04 -- 903/h)
20241030-17:34:30 nb_validated 1105 model 2 (finishes Wed 19:10 -- 872/h)
20241030-17:34:39 nb_validated 1145 model 1 (finishes Wed 19:04 -- 902/h)
20241030-17:34:49 nb_validated 1113 model 2 (finishes Wed 19:09 -- 875/h)
20241030-17:34:57 nb_validated 1149 model 4 (finishes Wed 19:04 -- 902/h)
20241030-17:35:07 nb_validated 1113 model 3 (finishes Wed 19:10 -- 871/h)
20241030-17:35:15 nb_validated 1153 model 0 (finishes Wed 19:04 -- 901/h)
20241030-17:35:25 nb_validated 1120 model 0 (finishes Wed 19:10 -- 873/h)
20241030-17:35:33 nb_validated 1156 model 1 (finishes Wed 19:05 -- 900/h)
20241030-17:35:44 nb_validated 1125 model 0 (finishes Wed 19:10 -- 874/h)
20241030-17:35:51 nb_validated 1159 model 3 (finishes Wed 19:05 -- 899/h)
20241030-17:36:02 nb_validated 1130 model 4 (finishes Wed 19:10 -- 874/h)
20241030-17:36:09 nb_validated 1161 model 1 (finishes Wed 19:05 -- 897/h)
20241030-17:36:20 nb_validated 1138 model 3 (finishes Wed 19:09 -- 877/h)
20241030-17:36:28 nb_validated 1164 model 2 (finishes Wed 19:05 -- 896/h)
20241030-17:36:39 nb_validated 1142 model 1 (finishes Wed 19:09 -- 877/h)
20241030-17:36:47 nb_validated 1174 model 4 (finishes Wed 19:05 -- 900/h)
20241030-17:36:57 nb_validated 1147 model 3 (finishes Wed 19:09 -- 877/h)
20241030-17:37:05 nb_validated 1176 model 3 (finishes Wed 19:05 -- 898/h)
20241030-17:37:15 nb_validated 1150 model 1 (finishes Wed 19:09 -- 876/h)
20241030-17:37:23 nb_validated 1187 model 2 (finishes Wed 19:04 -- 903/h)
20241030-17:37:34 nb_validated 1154 model 1 (finishes Wed 19:09 -- 876/h)
20241030-17:37:42 nb_validated 1192 model 1 (finishes Wed 19:04 -- 903/h)
20241030-17:37:53 nb_validated 1155 model 1 (finishes Wed 19:10 -- 873/h)
20241030-17:38:00 nb_validated 1197 model 0 (finishes Wed 19:04 -- 903/h)
20241030-17:38:11 nb_validated 1161 model 0 (finishes Wed 19:10 -- 874/h)
20241030-17:38:18 nb_validated 1208 model 4 (finishes Wed 19:03 -- 908/h)
20241030-17:38:30 nb_validated 1172 model 0 (finishes Wed 19:09 -- 879/h)
20241030-17:38:36 nb_validated 1211 model 0 (finishes Wed 19:03 -- 907/h)
20241030-17:38:48 nb_validated 1175 model 3 (finishes Wed 19:09 -- 878/h)
20241030-17:38:55 nb_validated 1214 model 1 (finishes Wed 19:04 -- 906/h)
20241030-17:39:06 nb_validated 1180 model 3 (finishes Wed 19:09 -- 878/h)
20241030-17:39:14 nb_validated 1222 model 4 (finishes Wed 19:03 -- 908/h)
20241030-17:39:24 nb_validated 1180 model 2 (finishes Wed 19:09 -- 875/h)
20241030-17:39:32 nb_validated 1224 model 0 (finishes Wed 19:03 -- 906/h)
20241030-17:39:43 nb_validated 1186 model 0 (finishes Wed 19:09 -- 876/h)
20241030-17:39:50 nb_validated 1225 model 1 (finishes Wed 19:04 -- 903/h)
20241030-17:40:02 nb_validated 1188 model 2 (finishes Wed 19:10 -- 874/h)
20241030-17:40:08 nb_validated 1229 model 3 (finishes Wed 19:04 -- 903/h)
20241030-17:40:20 nb_validated 1194 model 0 (finishes Wed 19:09 -- 875/h)
20241030-17:40:27 nb_validated 1233 model 3 (finishes Wed 19:04 -- 903/h)
20241030-17:40:39 nb_validated 1198 model 0 (finishes Wed 19:09 -- 875/h)
20241030-17:40:44 nb_validated 1235 model 3 (finishes Wed 19:04 -- 901/h)
20241030-17:40:58 nb_validated 1199 model 1 (finishes Wed 19:10 -- 872/h)
20241030-17:41:03 nb_validated 1238 model 1 (finishes Wed 19:05 -- 900/h)
20241030-17:41:16 nb_validated 1211 model 2 (finishes Wed 19:09 -- 878/h)
20241030-17:41:22 nb_validated 1242 model 4 (finishes Wed 19:05 -- 899/h)
20241030-17:41:35 nb_validated 1217 model 4 (finishes Wed 19:09 -- 879/h)
20241030-17:41:40 nb_validated 1250 model 3 (finishes Wed 19:04 -- 902/h)
20241030-17:41:53 nb_validated 1220 model 1 (finishes Wed 19:09 -- 878/h)
20241030-17:41:59 nb_validated 1252 model 1 (finishes Wed 19:05 -- 900/h)
20241030-17:42:11 nb_validated 1226 model 3 (finishes Wed 19:09 -- 879/h)
20241030-17:42:17 nb_validated 1255 model 2 (finishes Wed 19:05 -- 898/h)
20241030-17:42:29 nb_validated 1228 model 1 (finishes Wed 19:09 -- 877/h)
20241030-17:42:36 nb_validated 1262 model 0 (finishes Wed 19:05 -- 900/h)
20241030-17:42:47 nb_validated 1234 model 0 (finishes Wed 19:09 -- 878/h)
20241030-17:42:54 nb_validated 1263 model 3 (finishes Wed 19:05 -- 898/h)
20241030-17:43:06 nb_validated 1242 model 4 (finishes Wed 19:08 -- 881/h)
20241030-17:43:12 nb_validated 1267 model 2 (finishes Wed 19:05 -- 897/h)
20241030-17:43:25 nb_validated 1249 model 0 (finishes Wed 19:08 -- 882/h)
20241030-17:43:31 nb_validated 1274 model 2 (finishes Wed 19:05 -- 899/h)
20241030-17:43:43 nb_validated 1258 model 4 (finishes Wed 19:07 -- 885/h)
20241030-17:43:49 nb_validated 1277 model 0 (finishes Wed 19:05 -- 898/h)
20241030-17:44:02 nb_validated 1263 model 0 (finishes Wed 19:07 -- 886/h)
20241030-17:44:08 nb_validated 1282 model 4 (finishes Wed 19:05 -- 898/h)
20241030-17:44:21 nb_validated 1267 model 4 (finishes Wed 19:07 -- 885/h)
20241030-17:44:26 nb_validated 1287 model 2 (finishes Wed 19:05 -- 898/h)
20241030-17:44:40 nb_validated 1276 model 0 (finishes Wed 19:07 -- 888/h)
20241030-17:44:45 nb_validated 1290 model 0 (finishes Wed 19:05 -- 897/h)
20241030-17:44:58 nb_validated 1284 model 0 (finishes Wed 19:06 -- 891/h)
20241030-17:45:03 nb_validated 1302 model 2 (finishes Wed 19:04 -- 902/h)
20241030-17:45:16 nb_validated 1294 model 3 (finishes Wed 19:06 -- 895/h)
20241030-17:45:21 nb_validated 1306 model 0 (finishes Wed 19:04 -- 902/h)
20241030-17:45:35 nb_validated 1298 model 2 (finishes Wed 19:06 -- 894/h)
20241030-17:45:39 nb_validated 1307 model 3 (finishes Wed 19:05 -- 900/h)
20241030-17:45:53 nb_validated 1301 model 0 (finishes Wed 19:06 -- 893/h)
20241030-17:45:58 nb_validated 1310 model 1 (finishes Wed 19:05 -- 898/h)
20241030-17:46:12 nb_validated 1311 model 4 (finishes Wed 19:05 -- 897/h)
20241030-17:46:17 nb_validated 1314 model 1 (finishes Wed 19:05 -- 898/h)
20241030-17:46:30 nb_validated 1313 model 2 (finishes Wed 19:06 -- 895/h)
20241030-17:46:35 nb_validated 1320 model 4 (finishes Wed 19:05 -- 899/h)
20241030-17:46:48 nb_validated 1318 model 2 (finishes Wed 19:05 -- 895/h)
20241030-17:46:54 nb_validated 1327 model 4 (finishes Wed 19:05 -- 901/h)
20241030-17:47:07 nb_validated 1325 model 0 (finishes Wed 19:05 -- 897/h)
20241030-17:47:12 nb_validated 1333 model 3 (finishes Wed 19:04 -- 901/h)
20241030-17:47:25 nb_validated 1332 model 4 (finishes Wed 19:05 -- 899/h)
20241030-17:47:31 nb_validated 1342 model 4 (finishes Wed 19:04 -- 904/h)
20241030-17:47:44 nb_validated 1335 model 0 (finishes Wed 19:05 -- 897/h)
20241030-17:47:49 nb_validated 1345 model 2 (finishes Wed 19:04 -- 903/h)
20241030-17:48:02 nb_validated 1342 model 4 (finishes Wed 19:05 -- 899/h)
20241030-17:48:07 nb_validated 1346 model 4 (finishes Wed 19:04 -- 901/h)
20241030-17:48:20 nb_validated 1344 model 2 (finishes Wed 19:05 -- 897/h)
20241030-17:48:26 nb_validated 1352 model 2 (finishes Wed 19:04 -- 902/h)
20241030-17:48:39 nb_validated 1348 model 0 (finishes Wed 19:05 -- 897/h)
20241030-17:48:44 nb_validated 1357 model 0 (finishes Wed 19:04 -- 902/h)
20241030-17:48:57 nb_validated 1352 model 4 (finishes Wed 19:05 -- 897/h)
20241030-17:49:02 nb_validated 1364 model 0 (finishes Wed 19:04 -- 904/h)
20241030-17:49:15 nb_validated 1353 model 3 (finishes Wed 19:06 -- 894/h)
20241030-17:49:20 nb_validated 1366 model 3 (finishes Wed 19:04 -- 902/h)
20241030-17:49:33 nb_validated 1357 model 3 (finishes Wed 19:06 -- 894/h)
20241030-17:49:38 nb_validated 1371 model 2 (finishes Wed 19:04 -- 902/h)
20241030-17:49:52 nb_validated 1358 model 1 (finishes Wed 19:06 -- 892/h)
20241030-17:49:57 nb_validated 1380 model 1 (finishes Wed 19:04 -- 905/h)
20241030-17:50:11 nb_validated 1363 model 1 (finishes Wed 19:06 -- 892/h)
20241030-17:50:16 nb_validated 1382 model 1 (finishes Wed 19:04 -- 903/h)
20241030-17:50:29 nb_validated 1374 model 4 (finishes Wed 19:05 -- 896/h)
20241030-17:50:35 nb_validated 1384 model 2 (finishes Wed 19:04 -- 902/h)
20241030-17:50:48 nb_validated 1378 model 1 (finishes Wed 19:05 -- 896/h)
20241030-17:50:53 nb_validated 1387 model 0 (finishes Wed 19:05 -- 901/h)
20241030-17:51:06 nb_validated 1386 model 4 (finishes Wed 19:05 -- 898/h)
20241030-17:51:11 nb_validated 1389 model 4 (finishes Wed 19:05 -- 899/h)
20241030-17:51:25 nb_validated 1393 model 4 (finishes Wed 19:05 -- 899/h)
20241030-17:51:30 nb_validated 1391 model 1 (finishes Wed 19:05 -- 897/h)
20241030-17:51:43 nb_validated 1397 model 2 (finishes Wed 19:05 -- 899/h)
20241030-17:51:48 nb_validated 1391 model 2 (finishes Wed 19:06 -- 894/h)
20241030-17:52:01 nb_validated 1402 model 0 (finishes Wed 19:05 -- 899/h)
20241030-17:52:06 nb_validated 1399 model 2 (finishes Wed 19:05 -- 897/h)
20241030-17:52:20 nb_validated 1409 model 2 (finishes Wed 19:04 -- 901/h)
20241030-17:52:24 nb_validated 1402 model 0 (finishes Wed 19:05 -- 896/h)
20241030-17:52:38 nb_validated 1415 model 3 (finishes Wed 19:04 -- 902/h)
20241030-17:52:42 nb_validated 1413 model 2 (finishes Wed 19:05 -- 900/h)
20241030-17:52:56 nb_validated 1418 model 2 (finishes Wed 19:04 -- 901/h)
20241030-17:53:01 nb_validated 1420 model 4 (finishes Wed 19:04 -- 901/h)
20241030-17:53:14 nb_validated 1424 model 2 (finishes Wed 19:04 -- 902/h)
20241030-17:53:19 nb_validated 1428 model 2 (finishes Wed 19:04 -- 903/h)
20241030-17:53:33 nb_validated 1427 model 1 (finishes Wed 19:05 -- 901/h)
20241030-17:53:38 nb_validated 1433 model 0 (finishes Wed 19:04 -- 904/h)
20241030-17:53:52 nb_validated 1431 model 1 (finishes Wed 19:05 -- 900/h)
20241030-17:53:56 nb_validated 1436 model 0 (finishes Wed 19:04 -- 903/h)
20241030-17:54:10 nb_validated 1432 model 2 (finishes Wed 19:05 -- 898/h)
20241030-17:54:14 nb_validated 1445 model 3 (finishes Wed 19:04 -- 905/h)
20241030-17:54:28 nb_validated 1437 model 1 (finishes Wed 19:05 -- 898/h)
20241030-17:54:33 nb_validated 1450 model 1 (finishes Wed 19:04 -- 906/h)
20241030-17:54:47 nb_validated 1441 model 3 (finishes Wed 19:05 -- 898/h)
20241030-17:54:51 nb_validated 1455 model 3 (finishes Wed 19:04 -- 906/h)
20241030-17:55:05 nb_validated 1449 model 4 (finishes Wed 19:05 -- 900/h)
20241030-17:55:08 nb_validated 1455 model 2 (finishes Wed 19:04 -- 903/h)
20241030-17:55:23 nb_validated 1453 model 3 (finishes Wed 19:05 -- 900/h)
20241030-17:55:27 nb_validated 1458 model 0 (finishes Wed 19:04 -- 902/h)
20241030-17:55:42 nb_validated 1457 model 1 (finishes Wed 19:05 -- 899/h)
20241030-17:55:45 nb_validated 1463 model 3 (finishes Wed 19:04 -- 902/h)
20241030-17:56:00 nb_validated 1466 model 2 (finishes Wed 19:04 -- 902/h)
20241030-17:56:04 nb_validated 1469 model 1 (finishes Wed 19:04 -- 903/h)
20241030-17:56:18 nb_validated 1471 model 3 (finishes Wed 19:04 -- 902/h)
20241030-17:56:22 nb_validated 1478 model 0 (finishes Wed 19:04 -- 906/h)
20241030-17:56:37 nb_validated 1480 model 3 (finishes Wed 19:04 -- 905/h)
20241030-17:56:41 nb_validated 1482 model 0 (finishes Wed 19:04 -- 905/h)
20241030-17:56:55 nb_validated 1481 model 2 (finishes Wed 19:04 -- 903/h)
20241030-17:56:59 nb_validated 1484 model 2 (finishes Wed 19:04 -- 904/h)
20241030-17:57:13 nb_validated 1485 model 2 (finishes Wed 19:04 -- 902/h)
20241030-17:57:17 nb_validated 1488 model 3 (finishes Wed 19:04 -- 904/h)
20241030-17:57:32 nb_validated 1491 model 0 (finishes Wed 19:04 -- 903/h)
20241030-17:57:35 nb_validated 1494 model 3 (finishes Wed 19:04 -- 904/h)
20241030-17:57:51 nb_validated 1495 model 1 (finishes Wed 19:04 -- 903/h)
20241030-17:57:53 nb_validated 1498 model 1 (finishes Wed 19:04 -- 904/h)
20241030-17:58:09 nb_validated 1497 model 2 (finishes Wed 19:04 -- 901/h)
20241030-17:58:12 nb_validated 1507 model 2 (finishes Wed 19:03 -- 907/h)
20241030-17:58:27 nb_validated 1502 model 2 (finishes Wed 19:04 -- 901/h)
20241030-17:58:30 nb_validated 1516 model 2 (finishes Wed 19:03 -- 909/h)
20241030-17:58:45 nb_validated 1508 model 0 (finishes Wed 19:04 -- 902/h)
20241030-17:58:48 nb_validated 1519 model 0 (finishes Wed 19:03 -- 908/h)
20241030-17:59:03 nb_validated 1510 model 0 (finishes Wed 19:04 -- 901/h)
20241030-17:59:06 nb_validated 1523 model 3 (finishes Wed 19:03 -- 908/h)
20241030-17:59:22 nb_validated 1513 model 4 (finishes Wed 19:05 -- 900/h)
20241030-17:59:24 nb_validated 1531 model 4 (finishes Wed 19:03 -- 910/h)
20241030-17:59:40 nb_validated 1519 model 3 (finishes Wed 19:04 -- 901/h)
20241030-17:59:43 nb_validated 1536 model 0 (finishes Wed 19:03 -- 910/h)
20241030-17:59:58 nb_validated 1523 model 4 (finishes Wed 19:05 -- 900/h)
20241030-18:00:02 nb_validated 1536 model 1 (finishes Wed 19:03 -- 908/h)
20241030-18:00:17 nb_validated 1528 model 0 (finishes Wed 19:05 -- 901/h)
20241030-18:00:20 nb_validated 1537 model 3 (finishes Wed 19:04 -- 905/h)
20241030-18:00:35 nb_validated 1530 model 0 (finishes Wed 19:05 -- 899/h)
20241030-18:00:38 nb_validated 1543 model 4 (finishes Wed 19:03 -- 906/h)
20241030-18:00:54 nb_validated 1532 model 2 (finishes Wed 19:05 -- 897/h)
20241030-18:00:57 nb_validated 1551 model 2 (finishes Wed 19:03 -- 908/h)
20241030-18:01:13 nb_validated 1533 model 2 (finishes Wed 19:05 -- 895/h)
20241030-18:01:15 nb_validated 1556 model 2 (finishes Wed 19:03 -- 908/h)
20241030-18:01:31 nb_validated 1540 model 1 (finishes Wed 19:05 -- 897/h)
20241030-18:01:34 nb_validated 1561 model 1 (finishes Wed 19:03 -- 909/h)
20241030-18:01:50 nb_validated 1548 model 4 (finishes Wed 19:05 -- 899/h)
20241030-18:01:52 nb_validated 1566 model 0 (finishes Wed 19:03 -- 909/h)
20241030-18:02:08 nb_validated 1551 model 1 (finishes Wed 19:05 -- 898/h)
20241030-18:02:11 nb_validated 1575 model 4 (finishes Wed 19:03 -- 911/h)
20241030-18:02:26 nb_validated 1555 model 0 (finishes Wed 19:05 -- 897/h)
20241030-18:02:29 nb_validated 1581 model 3 (finishes Wed 19:02 -- 912/h)
20241030-18:02:44 nb_validated 1561 model 1 (finishes Wed 19:05 -- 898/h)
20241030-18:02:48 nb_validated 1588 model 1 (finishes Wed 19:02 -- 913/h)
20241030-18:03:03 nb_validated 1567 model 4 (finishes Wed 19:05 -- 899/h)
20241030-18:03:06 nb_validated 1590 model 3 (finishes Wed 19:02 -- 912/h)
20241030-18:03:21 nb_validated 1570 model 3 (finishes Wed 19:05 -- 898/h)
20241030-18:03:25 nb_validated 1595 model 1 (finishes Wed 19:02 -- 912/h)
20241030-18:03:39 nb_validated 1572 model 1 (finishes Wed 19:05 -- 897/h)
20241030-18:03:42 nb_validated 1596 model 3 (finishes Wed 19:03 -- 910/h)
20241030-18:03:57 nb_validated 1574 model 3 (finishes Wed 19:05 -- 895/h)
20241030-18:04:00 nb_validated 1606 model 3 (finishes Wed 19:02 -- 913/h)
20241030-18:04:15 nb_validated 1577 model 0 (finishes Wed 19:06 -- 894/h)
20241030-18:04:18 nb_validated 1608 model 3 (finishes Wed 19:02 -- 912/h)
20241030-18:04:34 nb_validated 1582 model 0 (finishes Wed 19:06 -- 895/h)
20241030-18:04:36 nb_validated 1611 model 0 (finishes Wed 19:03 -- 911/h)
20241030-18:04:52 nb_validated 1589 model 1 (finishes Wed 19:05 -- 896/h)
20241030-18:04:54 nb_validated 1617 model 2 (finishes Wed 19:02 -- 912/h)
20241030-18:05:10 nb_validated 1598 model 4 (finishes Wed 19:05 -- 899/h)
20241030-18:05:12 nb_validated 1621 model 0 (finishes Wed 19:03 -- 911/h)
20241030-18:05:29 nb_validated 1601 model 0 (finishes Wed 19:05 -- 898/h)
20241030-18:05:31 nb_validated 1623 model 2 (finishes Wed 19:03 -- 910/h)
20241030-18:05:47 nb_validated 1607 model 1 (finishes Wed 19:05 -- 898/h)
20241030-18:05:49 nb_validated 1625 model 3 (finishes Wed 19:03 -- 908/h)
20241030-18:06:06 nb_validated 1615 model 1 (finishes Wed 19:05 -- 900/h)
20241030-18:06:07 nb_validated 1629 model 3 (finishes Wed 19:03 -- 908/h)
20241030-18:06:24 nb_validated 1618 model 0 (finishes Wed 19:05 -- 899/h)
20241030-18:06:25 nb_validated 1632 model 3 (finishes Wed 19:03 -- 907/h)
20241030-18:06:43 nb_validated 1621 model 2 (finishes Wed 19:05 -- 898/h)
20241030-18:06:43 nb_validated 1635 model 3 (finishes Wed 19:03 -- 906/h)
20241030-18:07:01 nb_validated 1623 model 1 (finishes Wed 19:05 -- 897/h)
20241030-18:07:01 nb_validated 1644 model 0 (finishes Wed 19:03 -- 909/h)
20241030-18:07:19 nb_validated 1647 model 3 (finishes Wed 19:03 -- 908/h)
20241030-18:07:19 nb_validated 1627 model 4 (finishes Wed 19:05 -- 897/h)
20241030-18:07:37 nb_validated 1630 model 0 (finishes Wed 19:05 -- 896/h)
20241030-18:07:38 nb_validated 1653 model 4 (finishes Wed 19:03 -- 909/h)
20241030-18:07:55 nb_validated 1633 model 4 (finishes Wed 19:06 -- 895/h)
20241030-18:07:56 nb_validated 1657 model 4 (finishes Wed 19:03 -- 908/h)
20241030-18:08:14 nb_validated 1635 model 1 (finishes Wed 19:06 -- 894/h)
20241030-18:08:15 nb_validated 1664 model 4 (finishes Wed 19:03 -- 909/h)
20241030-18:08:33 nb_validated 1647 model 4 (finishes Wed 19:05 -- 898/h)
20241030-18:08:34 nb_validated 1667 model 2 (finishes Wed 19:03 -- 908/h)
20241030-18:08:51 nb_validated 1652 model 3 (finishes Wed 19:05 -- 898/h)
20241030-18:08:52 nb_validated 1671 model 4 (finishes Wed 19:03 -- 908/h)
20241030-18:09:09 nb_validated 1665 model 4 (finishes Wed 19:04 -- 903/h)
20241030-18:09:10 nb_validated 1675 model 1 (finishes Wed 19:03 -- 908/h)
20241030-18:09:28 nb_validated 1672 model 2 (finishes Wed 19:04 -- 904/h)
20241030-18:09:29 nb_validated 1679 model 2 (finishes Wed 19:03 -- 907/h)
20241030-18:09:46 nb_validated 1678 model 4 (finishes Wed 19:04 -- 905/h)
20241030-18:09:48 nb_validated 1683 model 1 (finishes Wed 19:03 -- 907/h)
20241030-18:10:05 nb_validated 1684 model 0 (finishes Wed 19:04 -- 905/h)
20241030-18:10:06 nb_validated 1693 model 2 (finishes Wed 19:03 -- 910/h)
20241030-18:10:23 nb_validated 1686 model 1 (finishes Wed 19:04 -- 904/h)
20241030-18:10:25 nb_validated 1698 model 0 (finishes Wed 19:03 -- 910/h)
20241030-18:10:42 nb_validated 1692 model 2 (finishes Wed 19:04 -- 905/h)
20241030-18:10:43 nb_validated 1707 model 4 (finishes Wed 19:02 -- 912/h)
20241030-18:11:00 nb_validated 1694 model 1 (finishes Wed 19:04 -- 903/h)
20241030-18:11:02 nb_validated 1717 model 1 (finishes Wed 19:02 -- 915/h)
20241030-18:11:18 nb_validated 1699 model 0 (finishes Wed 19:04 -- 903/h)
20241030-18:11:21 nb_validated 1724 model 0 (finishes Wed 19:02 -- 916/h)
20241030-18:11:37 nb_validated 1705 model 0 (finishes Wed 19:04 -- 904/h)
20241030-18:11:39 nb_validated 1728 model 0 (finishes Wed 19:02 -- 916/h)
20241030-18:11:55 nb_validated 1712 model 4 (finishes Wed 19:04 -- 905/h)
20241030-18:11:57 nb_validated 1735 model 3 (finishes Wed 19:01 -- 917/h)
20241030-18:12:14 nb_validated 1717 model 2 (finishes Wed 19:04 -- 906/h)
20241030-18:12:15 nb_validated 1736 model 0 (finishes Wed 19:02 -- 915/h)
20241030-18:12:32 nb_validated 1721 model 4 (finishes Wed 19:04 -- 905/h)
20241030-18:12:34 nb_validated 1739 model 1 (finishes Wed 19:02 -- 914/h)
20241030-18:12:50 nb_validated 1726 model 2 (finishes Wed 19:04 -- 905/h)
20241030-18:12:52 nb_validated 1743 model 4 (finishes Wed 19:02 -- 914/h)
20241030-18:13:09 nb_validated 1731 model 2 (finishes Wed 19:04 -- 906/h)
20241030-18:13:10 nb_validated 1747 model 2 (finishes Wed 19:02 -- 914/h)
20241030-18:13:27 nb_validated 1734 model 2 (finishes Wed 19:04 -- 905/h)
20241030-18:13:29 nb_validated 1752 model 3 (finishes Wed 19:02 -- 914/h)
20241030-18:13:45 nb_validated 1734 model 3 (finishes Wed 19:04 -- 902/h)
20241030-18:13:46 nb_validated 1754 model 3 (finishes Wed 19:02 -- 913/h)
20241030-18:14:04 nb_validated 1742 model 2 (finishes Wed 19:04 -- 904/h)
20241030-18:14:05 nb_validated 1757 model 1 (finishes Wed 19:02 -- 912/h)
20241030-18:14:22 nb_validated 1747 model 4 (finishes Wed 19:04 -- 904/h)
20241030-18:14:23 nb_validated 1764 model 1 (finishes Wed 19:02 -- 913/h)
20241030-18:14:41 nb_validated 1750 model 4 (finishes Wed 19:04 -- 903/h)
20241030-18:14:42 nb_validated 1768 model 4 (finishes Wed 19:02 -- 913/h)
20241030-18:14:59 nb_validated 1752 model 0 (finishes Wed 19:04 -- 902/h)
20241030-18:15:00 nb_validated 1770 model 2 (finishes Wed 19:03 -- 911/h)
20241030-18:15:18 nb_validated 1756 model 1 (finishes Wed 19:04 -- 902/h)
20241030-18:15:19 nb_validated 1772 model 1 (finishes Wed 19:03 -- 910/h)
20241030-18:15:36 nb_validated 1757 model 1 (finishes Wed 19:05 -- 900/h)
20241030-18:15:38 nb_validated 1779 model 1 (finishes Wed 19:03 -- 911/h)
20241030-18:15:55 nb_validated 1766 model 2 (finishes Wed 19:04 -- 902/h)
20241030-18:15:57 nb_validated 1789 model 0 (finishes Wed 19:02 -- 914/h)
20241030-18:16:13 nb_validated 1767 model 3 (finishes Wed 19:05 -- 900/h)
20241030-18:16:16 nb_validated 1800 model 4 (finishes Wed 19:02 -- 917/h)
20241030-18:16:32 nb_validated 1774 model 0 (finishes Wed 19:04 -- 901/h)
20241030-18:16:34 nb_validated 1803 model 3 (finishes Wed 19:02 -- 916/h)
20241030-18:16:51 nb_validated 1779 model 1 (finishes Wed 19:04 -- 902/h)
20241030-18:16:52 nb_validated 1806 model 3 (finishes Wed 19:02 -- 915/h)
20241030-18:17:09 nb_validated 1785 model 0 (finishes Wed 19:04 -- 902/h)
20241030-18:17:10 nb_validated 1811 model 0 (finishes Wed 19:02 -- 915/h)
20241030-18:17:28 nb_validated 1788 model 0 (finishes Wed 19:04 -- 902/h)
20241030-18:17:28 nb_validated 1814 model 0 (finishes Wed 19:02 -- 915/h)
20241030-18:17:46 nb_validated 1792 model 2 (finishes Wed 19:04 -- 901/h)
20241030-18:17:46 nb_validated 1818 model 3 (finishes Wed 19:02 -- 914/h)
20241030-18:18:05 nb_validated 1799 model 1 (finishes Wed 19:04 -- 902/h)
20241030-18:18:05 nb_validated 1822 model 1 (finishes Wed 19:02 -- 914/h)
20241030-18:18:23 nb_validated 1803 model 0 (finishes Wed 19:04 -- 902/h)
20241030-18:18:23 nb_validated 1826 model 1 (finishes Wed 19:02 -- 914/h)
20241030-18:18:42 nb_validated 1831 model 2 (finishes Wed 19:02 -- 914/h)
20241030-18:18:42 nb_validated 1809 model 2 (finishes Wed 19:04 -- 903/h)
20241030-18:19:00 nb_validated 1833 model 2 (finishes Wed 19:02 -- 912/h)
20241030-18:19:01 nb_validated 1817 model 1 (finishes Wed 19:04 -- 904/h)
20241030-18:19:18 nb_validated 1838 model 0 (finishes Wed 19:02 -- 913/h)
20241030-18:19:19 nb_validated 1825 model 4 (finishes Wed 19:04 -- 906/h)
20241030-18:19:37 nb_validated 1841 model 3 (finishes Wed 19:02 -- 912/h)
20241030-18:19:37 nb_validated 1831 model 2 (finishes Wed 19:03 -- 907/h)
20241030-18:19:55 nb_validated 1848 model 0 (finishes Wed 19:02 -- 913/h)
20241030-18:19:56 nb_validated 1839 model 4 (finishes Wed 19:03 -- 908/h)
20241030-18:20:14 nb_validated 1853 model 0 (finishes Wed 19:02 -- 913/h)
20241030-18:20:15 nb_validated 1842 model 1 (finishes Wed 19:03 -- 908/h)
20241030-18:20:32 nb_validated 1860 model 4 (finishes Wed 19:02 -- 914/h)
20241030-18:20:34 nb_validated 1845 model 1 (finishes Wed 19:03 -- 907/h)
20241030-18:20:50 nb_validated 1862 model 3 (finishes Wed 19:02 -- 913/h)
20241030-18:20:52 nb_validated 1856 model 0 (finishes Wed 19:03 -- 910/h)
20241030-18:21:08 nb_validated 1870 model 2 (finishes Wed 19:02 -- 915/h)
20241030-18:21:10 nb_validated 1858 model 2 (finishes Wed 19:03 -- 908/h)
20241030-18:21:27 nb_validated 1876 model 0 (finishes Wed 19:02 -- 915/h)
20241030-18:21:28 nb_validated 1861 model 1 (finishes Wed 19:03 -- 908/h)
20241030-18:21:45 nb_validated 1879 model 1 (finishes Wed 19:02 -- 914/h)
20241030-18:21:47 nb_validated 1865 model 1 (finishes Wed 19:03 -- 907/h)
20241030-18:22:04 nb_validated 1883 model 4 (finishes Wed 19:02 -- 914/h)
20241030-18:22:06 nb_validated 1871 model 4 (finishes Wed 19:03 -- 908/h)
20241030-18:22:22 nb_validated 1890 model 0 (finishes Wed 19:02 -- 915/h)
20241030-18:22:24 nb_validated 1872 model 1 (finishes Wed 19:03 -- 906/h)
20241030-18:22:40 nb_validated 1896 model 3 (finishes Wed 19:02 -- 916/h)
20241030-18:22:43 nb_validated 1876 model 0 (finishes Wed 19:04 -- 906/h)
20241030-18:22:59 nb_validated 1901 model 0 (finishes Wed 19:02 -- 916/h)
20241030-18:23:00 nb_validated 1877 model 3 (finishes Wed 19:04 -- 904/h)
20241030-18:23:17 nb_validated 1904 model 3 (finishes Wed 19:02 -- 915/h)
20241030-18:23:19 nb_validated 1884 model 2 (finishes Wed 19:04 -- 905/h)
20241030-18:23:36 nb_validated 1909 model 1 (finishes Wed 19:02 -- 915/h)
20241030-18:23:37 nb_validated 1891 model 0 (finishes Wed 19:03 -- 907/h)
20241030-18:23:54 nb_validated 1912 model 2 (finishes Wed 19:02 -- 915/h)
20241030-18:23:56 nb_validated 1893 model 2 (finishes Wed 19:04 -- 905/h)
20241030-18:24:13 nb_validated 1915 model 0 (finishes Wed 19:02 -- 914/h)
20241030-18:24:13 nb_validated 1898 model 3 (finishes Wed 19:04 -- 905/h)
20241030-18:24:31 nb_validated 1921 model 2 (finishes Wed 19:02 -- 914/h)
20241030-18:24:32 nb_validated 1899 model 2 (finishes Wed 19:04 -- 904/h)
20241030-18:24:50 nb_validated 1905 model 2 (finishes Wed 19:04 -- 904/h)
20241030-18:24:50 nb_validated 1930 model 2 (finishes Wed 19:02 -- 916/h)
20241030-18:25:08 nb_validated 1932 model 3 (finishes Wed 19:02 -- 915/h)
20241030-18:25:08 nb_validated 1908 model 4 (finishes Wed 19:04 -- 904/h)
20241030-18:25:26 nb_validated 1942 model 0 (finishes Wed 19:01 -- 918/h)
20241030-18:25:27 nb_validated 1908 model 1 (finishes Wed 19:04 -- 901/h)
20241030-18:25:44 nb_validated 1944 model 3 (finishes Wed 19:02 -- 916/h)
20241030-18:25:45 nb_validated 1915 model 4 (finishes Wed 19:04 -- 903/h)
20241030-18:26:03 nb_validated 1950 model 4 (finishes Wed 19:02 -- 917/h)
20241030-18:26:04 nb_validated 1919 model 2 (finishes Wed 19:04 -- 902/h)
20241030-18:26:21 nb_validated 1955 model 4 (finishes Wed 19:02 -- 917/h)
20241030-18:26:22 nb_validated 1923 model 1 (finishes Wed 19:04 -- 902/h)
20241030-18:26:40 nb_validated 1957 model 2 (finishes Wed 19:02 -- 916/h)
20241030-18:26:41 nb_validated 1929 model 3 (finishes Wed 19:04 -- 903/h)
20241030-18:26:58 nb_validated 1958 model 3 (finishes Wed 19:02 -- 914/h)
20241030-18:26:59 nb_validated 1933 model 0 (finishes Wed 19:04 -- 902/h)
20241030-18:27:16 nb_validated 1966 model 3 (finishes Wed 19:02 -- 916/h)
20241030-18:27:17 nb_validated 1939 model 0 (finishes Wed 19:04 -- 903/h)
20241030-18:27:34 nb_validated 1975 model 1 (finishes Wed 19:01 -- 918/h)
20241030-18:27:35 nb_validated 1943 model 2 (finishes Wed 19:04 -- 903/h)
20241030-18:27:53 nb_validated 1981 model 1 (finishes Wed 19:01 -- 918/h)
20241030-18:27:54 nb_validated 1944 model 3 (finishes Wed 19:04 -- 901/h)
20241030-18:28:12 nb_validated 1988 model 4 (finishes Wed 19:01 -- 919/h)
20241030-18:28:12 nb_validated 1949 model 2 (finishes Wed 19:04 -- 901/h)
20241030-18:28:30 nb_validated 1997 model 0 (finishes Wed 19:01 -- 921/h)
20241030-18:28:30 nb_validated 1952 model 4 (finishes Wed 19:04 -- 901/h)
20241030-18:28:47 nb_validated 2000 model 2 (finishes Wed 19:01 -- 921/h)
20241030-18:28:49 nb_validated 1956 model 1 (finishes Wed 19:05 -- 900/h)
20241030-18:29:06 nb_validated 2002 model 1 (finishes Wed 19:01 -- 920/h)
20241030-18:29:07 nb_validated 1957 model 0 (finishes Wed 19:05 -- 899/h)
20241030-18:29:24 nb_validated 2009 model 2 (finishes Wed 19:01 -- 921/h)
20241030-18:29:25 nb_validated 1964 model 2 (finishes Wed 19:05 -- 900/h)
20241030-18:29:42 nb_validated 2013 model 0 (finishes Wed 19:01 -- 920/h)
20241030-18:29:44 nb_validated 1967 model 2 (finishes Wed 19:05 -- 899/h)
20241030-18:30:01 nb_validated 2014 model 2 (finishes Wed 19:01 -- 919/h)
20241030-18:30:01 nb_validated 1970 model 3 (finishes Wed 19:05 -- 898/h)
20241030-18:30:18 nb_validated 2020 model 3 (finishes Wed 19:01 -- 919/h)
20241030-18:30:19 nb_validated 1979 model 4 (finishes Wed 19:05 -- 900/h)
20241030-18:30:37 nb_validated 2024 model 4 (finishes Wed 19:01 -- 919/h)
20241030-18:30:38 nb_validated 1982 model 2 (finishes Wed 19:05 -- 900/h)
20241030-18:30:55 nb_validated 2025 model 0 (finishes Wed 19:01 -- 917/h)
20241030-18:30:56 nb_validated 1991 model 0 (finishes Wed 19:04 -- 902/h)
20241030-18:31:13 nb_validated 2031 model 3 (finishes Wed 19:01 -- 918/h)
20241030-18:31:15 nb_validated 1999 model 2 (finishes Wed 19:04 -- 903/h)
20241030-18:31:31 nb_validated 2037 model 4 (finishes Wed 19:01 -- 919/h)
20241030-18:31:33 nb_validated 2000 model 1 (finishes Wed 19:04 -- 902/h)
20241030-18:31:50 nb_validated 2044 model 4 (finishes Wed 19:01 -- 920/h)
20241030-18:31:51 nb_validated 2006 model 0 (finishes Wed 19:04 -- 902/h)
20241030-18:32:08 nb_validated 2047 model 1 (finishes Wed 19:01 -- 919/h)
20241030-18:32:10 nb_validated 2014 model 1 (finishes Wed 19:04 -- 904/h)
20241030-18:32:27 nb_validated 2049 model 1 (finishes Wed 19:01 -- 917/h)
20241030-18:32:28 nb_validated 2016 model 3 (finishes Wed 19:04 -- 903/h)
20241030-18:32:46 nb_validated 2056 model 3 (finishes Wed 19:01 -- 919/h)
20241030-18:32:47 nb_validated 2019 model 0 (finishes Wed 19:04 -- 902/h)
20241030-18:33:03 nb_validated 2061 model 3 (finishes Wed 19:01 -- 919/h)
20241030-18:33:05 nb_validated 2021 model 0 (finishes Wed 19:04 -- 901/h)
20241030-18:33:22 nb_validated 2062 model 1 (finishes Wed 19:02 -- 917/h)
20241030-18:33:24 nb_validated 2023 model 2 (finishes Wed 19:05 -- 900/h)
20241030-18:33:40 nb_validated 2064 model 3 (finishes Wed 19:02 -- 916/h)
20241030-18:33:42 nb_validated 2028 model 3 (finishes Wed 19:05 -- 900/h)
20241030-18:33:59 nb_validated 2069 model 0 (finishes Wed 19:02 -- 916/h)
20241030-18:34:00 nb_validated 2030 model 2 (finishes Wed 19:05 -- 899/h)
20241030-18:34:18 nb_validated 2076 model 1 (finishes Wed 19:02 -- 917/h)
20241030-18:34:19 nb_validated 2036 model 4 (finishes Wed 19:05 -- 899/h)
20241030-18:34:36 nb_validated 2080 model 1 (finishes Wed 19:02 -- 917/h)
20241030-18:34:37 nb_validated 2041 model 3 (finishes Wed 19:05 -- 899/h)
20241030-18:34:55 nb_validated 2084 model 0 (finishes Wed 19:02 -- 916/h)
20241030-18:34:55 nb_validated 2046 model 4 (finishes Wed 19:05 -- 900/h)
20241030-18:35:13 nb_validated 2088 model 4 (finishes Wed 19:02 -- 916/h)
20241030-18:35:14 nb_validated 2049 model 2 (finishes Wed 19:05 -- 899/h)
20241030-18:35:31 nb_validated 2092 model 4 (finishes Wed 19:02 -- 916/h)
20241030-18:35:32 nb_validated 2052 model 0 (finishes Wed 19:05 -- 898/h)
20241030-18:35:49 nb_validated 2098 model 3 (finishes Wed 19:02 -- 916/h)
20241030-18:35:51 nb_validated 2053 model 1 (finishes Wed 19:05 -- 896/h)
20241030-18:36:07 nb_validated 2100 model 3 (finishes Wed 19:02 -- 915/h)
20241030-18:36:10 nb_validated 2055 model 0 (finishes Wed 19:05 -- 895/h)
20241030-18:36:25 nb_validated 2104 model 3 (finishes Wed 19:02 -- 915/h)
20241030-18:36:28 nb_validated 2066 model 2 (finishes Wed 19:05 -- 898/h)
20241030-18:36:43 nb_validated 2109 model 4 (finishes Wed 19:02 -- 915/h)
20241030-18:36:46 nb_validated 2070 model 0 (finishes Wed 19:05 -- 898/h)
20241030-18:37:01 nb_validated 2114 model 3 (finishes Wed 19:02 -- 915/h)
20241030-18:37:04 nb_validated 2075 model 3 (finishes Wed 19:05 -- 898/h)
20241030-18:37:20 nb_validated 2121 model 4 (finishes Wed 19:02 -- 916/h)
20241030-18:37:23 nb_validated 2080 model 4 (finishes Wed 19:05 -- 898/h)
20241030-18:37:38 nb_validated 2130 model 4 (finishes Wed 19:01 -- 918/h)
20241030-18:37:41 nb_validated 2083 model 1 (finishes Wed 19:05 -- 898/h)
20241030-18:37:57 nb_validated 2141 model 4 (finishes Wed 19:01 -- 921/h)
20241030-18:38:00 nb_validated 2091 model 4 (finishes Wed 19:05 -- 899/h)
20241030-18:38:15 nb_validated 2147 model 2 (finishes Wed 19:01 -- 921/h)
20241030-18:38:18 nb_validated 2094 model 3 (finishes Wed 19:05 -- 898/h)
20241030-18:38:34 nb_validated 2149 model 2 (finishes Wed 19:01 -- 920/h)
20241030-18:38:36 nb_validated 2099 model 2 (finishes Wed 19:05 -- 899/h)
20241030-18:38:51 nb_validated 2149 model 3 (finishes Wed 19:01 -- 918/h)
20241030-18:38:54 nb_validated 2106 model 0 (finishes Wed 19:05 -- 900/h)
20241030-18:39:10 nb_validated 2152 model 0 (finishes Wed 19:01 -- 918/h)
20241030-18:39:13 nb_validated 2107 model 1 (finishes Wed 19:05 -- 898/h)
20241030-18:39:28 nb_validated 2160 model 0 (finishes Wed 19:01 -- 919/h)
20241030-18:39:31 nb_validated 2115 model 4 (finishes Wed 19:05 -- 900/h)
20241030-18:39:47 nb_validated 2171 model 4 (finishes Wed 19:01 -- 922/h)
20241030-18:39:49 nb_validated 2122 model 3 (finishes Wed 19:05 -- 901/h)
20241030-18:40:05 nb_validated 2175 model 0 (finishes Wed 19:01 -- 921/h)
20241030-18:40:08 nb_validated 2126 model 1 (finishes Wed 19:05 -- 900/h)
20241030-18:40:23 nb_validated 2175 model 3 (finishes Wed 19:01 -- 919/h)
20241030-18:40:26 nb_validated 2133 model 0 (finishes Wed 19:04 -- 901/h)
20241030-18:40:41 nb_validated 2179 model 0 (finishes Wed 19:01 -- 919/h)
20241030-18:40:45 nb_validated 2138 model 3 (finishes Wed 19:04 -- 902/h)
20241030-18:41:00 nb_validated 2181 model 0 (finishes Wed 19:01 -- 918/h)
20241030-18:41:03 nb_validated 2145 model 1 (finishes Wed 19:04 -- 903/h)
20241030-18:41:18 nb_validated 2186 model 0 (finishes Wed 19:01 -- 918/h)
20241030-18:41:22 nb_validated 2150 model 1 (finishes Wed 19:04 -- 903/h)
20241030-18:41:37 nb_validated 2191 model 3 (finishes Wed 19:01 -- 918/h)
20241030-18:41:40 nb_validated 2158 model 2 (finishes Wed 19:04 -- 904/h)
20241030-18:41:55 nb_validated 2195 model 2 (finishes Wed 19:01 -- 918/h)
20241030-18:41:59 nb_validated 2164 model 0 (finishes Wed 19:04 -- 905/h)
20241030-18:42:14 nb_validated 2200 model 0 (finishes Wed 19:01 -- 918/h)
20241030-18:42:17 nb_validated 2172 model 4 (finishes Wed 19:04 -- 906/h)
20241030-18:42:32 nb_validated 2205 model 0 (finishes Wed 19:01 -- 918/h)
20241030-18:42:35 nb_validated 2177 model 2 (finishes Wed 19:03 -- 906/h)
20241030-18:42:51 nb_validated 2208 model 0 (finishes Wed 19:01 -- 917/h)
20241030-18:42:54 nb_validated 2181 model 1 (finishes Wed 19:04 -- 906/h)
20241030-18:43:09 nb_validated 2213 model 0 (finishes Wed 19:01 -- 918/h)
20241030-18:43:13 nb_validated 2187 model 4 (finishes Wed 19:03 -- 906/h)
20241030-18:43:27 nb_validated 2218 model 4 (finishes Wed 19:01 -- 918/h)
20241030-18:43:31 nb_validated 2190 model 2 (finishes Wed 19:04 -- 906/h)
20241030-18:43:46 nb_validated 2224 model 0 (finishes Wed 19:01 -- 918/h)
20241030-18:43:49 nb_validated 2194 model 3 (finishes Wed 19:04 -- 906/h)
20241030-18:44:04 nb_validated 2225 model 0 (finishes Wed 19:02 -- 917/h)
20241030-18:44:07 nb_validated 2200 model 4 (finishes Wed 19:03 -- 906/h)
20241030-18:44:22 nb_validated 2235 model 4 (finishes Wed 19:01 -- 919/h)
20241030-18:44:25 nb_validated 2203 model 0 (finishes Wed 19:04 -- 905/h)
20241030-18:44:41 nb_validated 2242 model 2 (finishes Wed 19:01 -- 920/h)
20241030-18:44:43 nb_validated 2209 model 2 (finishes Wed 19:03 -- 906/h)
20241030-18:44:59 nb_validated 2248 model 0 (finishes Wed 19:01 -- 920/h)
20241030-18:45:02 nb_validated 2217 model 1 (finishes Wed 19:03 -- 907/h)
20241030-18:45:18 nb_validated 2253 model 1 (finishes Wed 19:01 -- 921/h)
20241030-18:45:20 nb_validated 2217 model 3 (finishes Wed 19:04 -- 906/h)
20241030-18:45:37 nb_validated 2260 model 4 (finishes Wed 19:01 -- 921/h)
20241030-18:45:38 nb_validated 2217 model 3 (finishes Wed 19:04 -- 904/h)
20241030-18:45:55 nb_validated 2264 model 1 (finishes Wed 19:01 -- 921/h)
20241030-18:45:57 nb_validated 2219 model 1 (finishes Wed 19:04 -- 903/h)
20241030-18:46:13 nb_validated 2269 model 3 (finishes Wed 19:01 -- 921/h)
20241030-18:46:16 nb_validated 2226 model 2 (finishes Wed 19:04 -- 904/h)
20241030-18:46:32 nb_validated 2276 model 0 (finishes Wed 19:01 -- 922/h)
20241030-18:46:34 nb_validated 2228 model 1 (finishes Wed 19:04 -- 902/h)
20241030-18:46:50 nb_validated 2276 model 1 (finishes Wed 19:01 -- 920/h)
20241030-18:46:53 nb_validated 2236 model 0 (finishes Wed 19:04 -- 904/h)
20241030-18:47:08 nb_validated 2279 model 3 (finishes Wed 19:01 -- 920/h)
20241030-18:47:11 nb_validated 2238 model 3 (finishes Wed 19:04 -- 903/h)
20241030-18:47:27 nb_validated 2286 model 3 (finishes Wed 19:01 -- 921/h)
20241030-18:47:29 nb_validated 2238 model 3 (finishes Wed 19:04 -- 901/h)
20241030-18:47:44 nb_validated 2292 model 2 (finishes Wed 19:01 -- 921/h)
20241030-18:47:48 nb_validated 2241 model 2 (finishes Wed 19:05 -- 900/h)
20241030-18:48:03 nb_validated 2295 model 2 (finishes Wed 19:01 -- 920/h)
20241030-18:48:06 nb_validated 2250 model 4 (finishes Wed 19:04 -- 902/h)
20241030-18:48:21 nb_validated 2299 model 1 (finishes Wed 19:01 -- 920/h)
20241030-18:48:25 nb_validated 2255 model 0 (finishes Wed 19:04 -- 902/h)
20241030-18:48:40 nb_validated 2312 model 1 (finishes Wed 19:00 -- 923/h)
20241030-18:48:43 nb_validated 2265 model 0 (finishes Wed 19:04 -- 904/h)
20241030-18:48:58 nb_validated 2317 model 0 (finishes Wed 19:00 -- 924/h)
20241030-18:49:02 nb_validated 2269 model 3 (finishes Wed 19:04 -- 904/h)
20241030-18:49:17 nb_validated 2320 model 4 (finishes Wed 19:00 -- 923/h)
20241030-18:49:20 nb_validated 2278 model 1 (finishes Wed 19:04 -- 906/h)
20241030-18:49:36 nb_validated 2322 model 1 (finishes Wed 19:01 -- 922/h)
20241030-18:49:39 nb_validated 2284 model 3 (finishes Wed 19:03 -- 906/h)
20241030-18:49:54 nb_validated 2331 model 4 (finishes Wed 19:00 -- 923/h)
20241030-18:49:57 nb_validated 2289 model 4 (finishes Wed 19:03 -- 907/h)
20241030-18:50:13 nb_validated 2337 model 1 (finishes Wed 19:00 -- 924/h)
20241030-18:50:15 nb_validated 2293 model 2 (finishes Wed 19:03 -- 906/h)
20241030-18:50:31 nb_validated 2340 model 1 (finishes Wed 19:00 -- 923/h)
20241030-18:50:33 nb_validated 2295 model 3 (finishes Wed 19:04 -- 905/h)
20241030-18:50:49 nb_validated 2345 model 3 (finishes Wed 19:00 -- 923/h)
20241030-18:50:51 nb_validated 2299 model 3 (finishes Wed 19:04 -- 905/h)
20241030-18:51:08 nb_validated 2348 model 1 (finishes Wed 19:01 -- 923/h)
20241030-18:51:10 nb_validated 2302 model 2 (finishes Wed 19:04 -- 904/h)
20241030-18:51:26 nb_validated 2354 model 2 (finishes Wed 19:00 -- 923/h)
20241030-18:51:28 nb_validated 2304 model 1 (finishes Wed 19:04 -- 903/h)
20241030-18:51:45 nb_validated 2357 model 2 (finishes Wed 19:01 -- 923/h)
20241030-18:51:47 nb_validated 2308 model 0 (finishes Wed 19:04 -- 903/h)
20241030-18:52:03 nb_validated 2360 model 1 (finishes Wed 19:01 -- 922/h)
20241030-18:52:05 nb_validated 2316 model 4 (finishes Wed 19:04 -- 904/h)
20241030-18:52:22 nb_validated 2364 model 1 (finishes Wed 19:01 -- 922/h)
20241030-18:52:23 nb_validated 2319 model 0 (finishes Wed 19:04 -- 904/h)
20241030-18:52:41 nb_validated 2368 model 1 (finishes Wed 19:01 -- 921/h)
20241030-18:52:42 nb_validated 2324 model 2 (finishes Wed 19:04 -- 904/h)
20241030-18:52:59 nb_validated 2376 model 3 (finishes Wed 19:01 -- 923/h)
20241030-18:53:00 nb_validated 2329 model 4 (finishes Wed 19:04 -- 904/h)
20241030-18:53:17 nb_validated 2378 model 3 (finishes Wed 19:01 -- 921/h)
20241030-18:53:19 nb_validated 2337 model 4 (finishes Wed 19:04 -- 905/h)
20241030-18:53:35 nb_validated 2381 model 0 (finishes Wed 19:01 -- 921/h)
20241030-18:53:38 nb_validated 2338 model 1 (finishes Wed 19:04 -- 904/h)
20241030-18:53:54 nb_validated 2387 model 2 (finishes Wed 19:01 -- 921/h)
20241030-18:53:57 nb_validated 2341 model 1 (finishes Wed 19:04 -- 903/h)
20241030-18:54:12 nb_validated 2389 model 1 (finishes Wed 19:01 -- 920/h)
20241030-18:54:15 nb_validated 2345 model 1 (finishes Wed 19:04 -- 903/h)
20241030-18:54:30 nb_validated 2393 model 4 (finishes Wed 19:01 -- 920/h)
20241030-18:54:34 nb_validated 2349 model 2 (finishes Wed 19:04 -- 903/h)
20241030-18:54:48 nb_validated 2402 model 0 (finishes Wed 19:01 -- 922/h)
20241030-18:54:52 nb_validated 2356 model 1 (finishes Wed 19:04 -- 904/h)
20241030-18:55:07 nb_validated 2403 model 2 (finishes Wed 19:01 -- 920/h)
20241030-18:55:11 nb_validated 2358 model 1 (finishes Wed 19:04 -- 903/h)
20241030-18:55:25 nb_validated 2407 model 4 (finishes Wed 19:01 -- 920/h)
20241030-18:55:29 nb_validated 2363 model 2 (finishes Wed 19:04 -- 903/h)
20241030-18:55:44 nb_validated 2410 model 3 (finishes Wed 19:01 -- 919/h)
20241030-18:55:47 nb_validated 2368 model 3 (finishes Wed 19:04 -- 903/h)
20241030-18:56:02 nb_validated 2419 model 4 (finishes Wed 19:01 -- 921/h)
20241030-18:56:05 nb_validated 2369 model 3 (finishes Wed 19:04 -- 902/h)
20241030-18:56:21 nb_validated 2421 model 1 (finishes Wed 19:01 -- 920/h)
20241030-18:56:24 nb_validated 2376 model 1 (finishes Wed 19:04 -- 903/h)
20241030-18:56:39 nb_validated 2429 model 3 (finishes Wed 19:01 -- 921/h)
20241030-18:56:42 nb_validated 2379 model 2 (finishes Wed 19:04 -- 902/h)
20241030-18:56:57 nb_validated 2432 model 0 (finishes Wed 19:01 -- 921/h)
20241030-18:57:01 nb_validated 2384 model 4 (finishes Wed 19:04 -- 902/h)
20241030-18:57:15 nb_validated 2433 model 2 (finishes Wed 19:01 -- 919/h)
20241030-18:57:20 nb_validated 2389 model 4 (finishes Wed 19:04 -- 902/h)
20241030-18:57:34 nb_validated 2441 model 4 (finishes Wed 19:01 -- 920/h)
20241030-18:57:38 nb_validated 2392 model 2 (finishes Wed 19:04 -- 902/h)
20241030-18:57:52 nb_validated 2444 model 3 (finishes Wed 19:01 -- 920/h)
20241030-18:57:56 nb_validated 2401 model 2 (finishes Wed 19:04 -- 903/h)
20241030-18:58:11 nb_validated 2456 model 4 (finishes Wed 19:01 -- 923/h)
20241030-18:58:14 nb_validated 2405 model 3 (finishes Wed 19:04 -- 903/h)
20241030-18:58:29 nb_validated 2459 model 2 (finishes Wed 19:01 -- 922/h)
20241030-18:58:33 nb_validated 2408 model 2 (finishes Wed 19:04 -- 902/h)
20241030-18:58:47 nb_validated 2466 model 0 (finishes Wed 19:01 -- 923/h)
20241030-18:58:50 nb_validated 2408 model 3 (finishes Wed 19:04 -- 901/h)
20241030-18:59:05 nb_validated 2472 model 3 (finishes Wed 19:00 -- 923/h)
20241030-18:59:09 nb_validated 2412 model 1 (finishes Wed 19:05 -- 900/h)
20241030-18:59:24 nb_validated 2473 model 1 (finishes Wed 19:01 -- 922/h)
20241030-18:59:28 nb_validated 2417 model 0 (finishes Wed 19:04 -- 901/h)
20241030-18:59:42 nb_validated 2478 model 3 (finishes Wed 19:01 -- 922/h)
20241030-18:59:46 nb_validated 2421 model 1 (finishes Wed 19:05 -- 900/h)
20241030-19:00:00 nb_validated 2481 model 0 (finishes Wed 19:01 -- 921/h)
20241030-19:00:04 nb_validated 2424 model 1 (finishes Wed 19:05 -- 900/h)
20241030-19:00:18 nb_validated 2483 model 3 (finishes Wed 19:01 -- 920/h)
20241030-19:00:23 nb_validated 2427 model 1 (finishes Wed 19:05 -- 899/h)
20241030-19:00:37 nb_validated 2491 model 0 (finishes Wed 19:01 -- 922/h)
20241030-19:00:41 nb_validated 2432 model 1 (finishes Wed 19:05 -- 899/h)
20241030-19:00:55 nb_validated 2498 model 4 (finishes Wed 19:01 -- 922/h)
20241030-19:01:00 nb_validated 2436 model 2 (finishes Wed 19:05 -- 899/h)
20241030-19:01:14 nb_validated 2500 model 1 (finishes now! -- 921/h)
20241030-19:01:14 generate_c_quizz_speed 921/h
20241030-19:01:18 nb_validated 2441 model 2 (finishes Wed 19:05 -- 899/h)
20241030-19:01:35 nb_validated 2448 model 3 (finishes Wed 19:05 -- 900/h)
20241030-19:01:54 nb_validated 2450 model 1 (finishes Wed 19:05 -- 899/h)
20241030-19:02:12 nb_validated 2458 model 4 (finishes Wed 19:05 -- 901/h)
20241030-19:02:30 nb_validated 2462 model 1 (finishes Wed 19:05 -- 900/h)
20241030-19:02:48 nb_validated 2465 model 1 (finishes Wed 19:05 -- 900/h)
20241030-19:03:06 nb_validated 2470 model 0 (finishes Wed 19:05 -- 900/h)
20241030-19:03:25 nb_validated 2478 model 2 (finishes Wed 19:04 -- 901/h)
20241030-19:03:43 nb_validated 2480 model 0 (finishes Wed 19:05 -- 900/h)
20241030-19:04:01 nb_validated 2487 model 4 (finishes Wed 19:04 -- 901/h)
20241030-19:04:19 nb_validated 2491 model 2 (finishes Wed 19:04 -- 901/h)
20241030-19:04:37 nb_validated 2497 model 2 (finishes Wed 19:04 -- 902/h)
20241030-19:04:55 nb_validated 2500 model 1 (finishes now! -- 901/h)
20241030-19:04:55 generate_c_quizz_speed 901/h
20241030-19:05:04 wrote culture_c_quiz_0087.png
20241030-19:05:04 generated_c_quizzes torch.Size([5000, 400])
20241030-19:06:36 nb_c_quizzes 5000
20241030-19:06:36 weakest_accuracies [0, 0]
20241030-19:06:36 dummy_rand tensor([0.1678])
20241030-19:06:36 dummy_rand tensor([0.7619])
20241030-19:06:36 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:06:36 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:09:08 train_loss 87 model 0 0.025321088314056397
20241030-19:09:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:09:08 train_loss 87 model 1 0.027265649795532226
20241030-19:09:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:09:11 test_loss 87 model 0 0.020601654052734376
20241030-19:09:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:09:11 test_loss 87 model 1 0.023452558517456056
20241030-19:09:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:09:13 test_accuracy 87 model 0 nb_correct 2409 / 2500 (96.36%)
20241030-19:09:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:09:13 test_accuracy 87 model 1 nb_correct 2360 / 2500 (94.40%)
20241030-19:09:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:09:23 wrote ae_*.pth
20241030-19:09:23 epoch_duration 170min54s next_finish 22:00:17
20241030-19:09:23 wrote state.pth
20241030-19:09:23 --- epoch 88 ----------------------------------------
20241030-19:09:23 current_test_accuracies 0.9636 0.9440 0.0000 0.0000 0.0000
20241030-19:09:23 nb_c_quizzes 5000
20241030-19:09:23 weakest_accuracies [0, 0]
20241030-19:09:23 dummy_rand tensor([0.6515])
20241030-19:09:23 dummy_rand tensor([0.8506])
20241030-19:09:23 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:09:23 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:11:55 train_loss 88 model 2 0.026776437759399415
20241030-19:11:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:11:55 train_loss 88 model 3 0.026050592422485353
20241030-19:11:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:11:58 test_loss 88 model 2 0.022787322998046877
20241030-19:11:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:11:58 test_loss 88 model 3 0.02631462097167969
20241030-19:11:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:12:00 test_accuracy 88 model 2 nb_correct 2359 / 2500 (94.36%)
20241030-19:12:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:12:00 test_accuracy 88 model 3 nb_correct 2417 / 2500 (96.68%)
20241030-19:12:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:12:10 wrote ae_*.pth
20241030-19:12:10 epoch_duration 2min47s next_finish 19:14:57
20241030-19:12:10 wrote state.pth
20241030-19:12:10 --- epoch 89 ----------------------------------------
20241030-19:12:10 current_test_accuracies 0.9636 0.9440 0.9436 0.9668 0.0000
20241030-19:12:10 nb_c_quizzes 5000
20241030-19:12:10 weakest_accuracies [0, 0.9436]
20241030-19:12:10 dummy_rand tensor([0.8919])
20241030-19:12:10 dummy_rand tensor([0.3088])
20241030-19:12:10 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:12:10 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:14:43 train_loss 89 model 4 0.027847389221191406
20241030-19:14:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:14:43 train_loss 89 model 2 0.025976078033447265
20241030-19:14:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:14:45 test_loss 89 model 4 0.026911163330078126
20241030-19:14:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:14:45 test_loss 89 model 2 0.024282150268554688
20241030-19:14:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:14:47 test_accuracy 89 model 4 nb_correct 2349 / 2500 (93.96%)
20241030-19:14:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:14:47 test_accuracy 89 model 2 nb_correct 2354 / 2500 (94.16%)
20241030-19:14:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:14:57 wrote ae_*.pth
20241030-19:14:57 epoch_duration 2min47s next_finish 19:17:45
20241030-19:14:57 wrote state.pth
20241030-19:14:57 --- epoch 90 ----------------------------------------
20241030-19:14:57 current_test_accuracies 0.9636 0.9440 0.9416 0.9668 0.9396
20241030-19:14:57 nb_c_quizzes 5000
20241030-19:14:57 weakest_accuracies [0.9396, 0.9416]
20241030-19:14:57 dummy_rand tensor([0.7393])
20241030-19:14:57 dummy_rand tensor([0.1511])
20241030-19:14:57 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:14:57 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:17:30 train_loss 90 model 4 0.027065877914428712
20241030-19:17:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:17:30 train_loss 90 model 2 0.025739755630493164
20241030-19:17:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:17:32 test_loss 90 model 4 0.02443389892578125
20241030-19:17:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:17:32 test_loss 90 model 2 0.0274859619140625
20241030-19:17:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:17:34 test_accuracy 90 model 4 nb_correct 2367 / 2500 (94.68%)
20241030-19:17:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:17:35 test_accuracy 90 model 2 nb_correct 2420 / 2500 (96.80%)
20241030-19:17:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:17:44 wrote ae_*.pth
20241030-19:17:44 epoch_duration 2min47s next_finish 19:20:31
20241030-19:17:44 wrote state.pth
20241030-19:17:44 --- epoch 91 ----------------------------------------
20241030-19:17:44 current_test_accuracies 0.9636 0.9440 0.9680 0.9668 0.9468
20241030-19:17:44 nb_c_quizzes 5000
20241030-19:17:44 weakest_accuracies [0.944, 0.9468]
20241030-19:17:44 dummy_rand tensor([0.5558])
20241030-19:17:44 dummy_rand tensor([0.7355])
20241030-19:17:44 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:17:44 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:20:17 train_loss 91 model 1 0.02636891555786133
20241030-19:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:20:17 train_loss 91 model 4 0.026296555519104006
20241030-19:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:20:19 test_loss 91 model 1 0.020915069580078126
20241030-19:20:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:20:19 test_loss 91 model 4 0.024130325317382812
20241030-19:20:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:20:22 test_accuracy 91 model 1 nb_correct 2336 / 2500 (93.44%)
20241030-19:20:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:20:22 test_accuracy 91 model 4 nb_correct 2322 / 2500 (92.88%)
20241030-19:20:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:20:31 wrote ae_*.pth
20241030-19:20:31 epoch_duration 2min47s next_finish 19:23:18
20241030-19:20:31 wrote state.pth
20241030-19:20:31 --- epoch 92 ----------------------------------------
20241030-19:20:31 current_test_accuracies 0.9636 0.9344 0.9680 0.9668 0.9288
20241030-19:20:31 nb_c_quizzes 5000
20241030-19:20:31 weakest_accuracies [0.9288, 0.9344]
20241030-19:20:31 dummy_rand tensor([0.4000])
20241030-19:20:31 dummy_rand tensor([0.7410])
20241030-19:20:31 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:20:31 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:23:04 train_loss 92 model 1 0.02615775203704834
20241030-19:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:23:04 train_loss 92 model 4 0.02673638916015625
20241030-19:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:23:06 test_loss 92 model 1 0.024896316528320313
20241030-19:23:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:23:06 test_loss 92 model 4 0.024313812255859376
20241030-19:23:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:23:09 test_accuracy 92 model 1 nb_correct 2346 / 2500 (93.84%)
20241030-19:23:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:23:09 test_accuracy 92 model 4 nb_correct 2373 / 2500 (94.92%)
20241030-19:23:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:23:18 wrote ae_*.pth
20241030-19:23:18 epoch_duration 2min47s next_finish 19:26:05
20241030-19:23:18 wrote state.pth
20241030-19:23:18 --- epoch 93 ----------------------------------------
20241030-19:23:18 current_test_accuracies 0.9636 0.9384 0.9680 0.9668 0.9492
20241030-19:23:18 nb_c_quizzes 5000
20241030-19:23:18 weakest_accuracies [0.9384, 0.9492]
20241030-19:23:18 dummy_rand tensor([0.0769])
20241030-19:23:18 dummy_rand tensor([0.0431])
20241030-19:23:18 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:23:18 quiz_set nb_w_quizzes 45000 nb_c_quizzes 5000
20241030-19:25:51 train_loss 93 model 1 0.025656913757324217
20241030-19:25:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:25:51 train_loss 93 model 4 0.025923273086547852
20241030-19:25:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:25:53 test_loss 93 model 1 0.02168304443359375
20241030-19:25:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:25:53 test_loss 93 model 4 0.022312126159667968
20241030-19:25:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241030-19:25:56 test_accuracy 93 model 1 nb_correct 2379 / 2500 (95.16%)
20241030-19:25:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:25:56 test_accuracy 93 model 4 nb_correct 2404 / 2500 (96.16%)
20241030-19:25:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241030-19:26:05 wrote ae_*.pth
20241030-19:26:05 epoch_duration 2min46s next_finish 19:28:52
20241030-19:26:05 wrote state.pth
20241030-19:26:05 --- epoch 94 ----------------------------------------
20241030-19:26:05 current_test_accuracies 0.9636 0.9516 0.9680 0.9668 0.9616
20241030-19:26:05 dummy_rand tensor([0.1812])
20241030-19:26:05 dummy_rand tensor([0.5303])
20241030-19:26:14 nb_validated 1 model 3 (finishes Thu 01:35 -- 406/h)
20241030-19:26:15 nb_validated 2 model 4 (finishes Wed 22:42 -- 762/h)
20241030-19:26:32 nb_validated 2 model 1 (finishes Thu 04:50 -- 265/h)
20241030-19:26:33 nb_validated 6 model 3 (finishes Wed 22:35 -- 790/h)
20241030-19:26:51 nb_validated 7 model 1 (finishes Wed 23:55 -- 556/h)
20241030-19:26:51 nb_validated 2 model 4 (finishes Thu 11:14 -- 158/h)
20241030-19:27:09 nb_validated 4 model 0 (finishes Thu 06:26 -- 227/h)
20241030-19:27:09 nb_validated 9 model 4 (finishes Thu 00:20 -- 509/h)
20241030-19:27:26 nb_validated 5 model 0 (finishes Thu 06:40 -- 222/h)
20241030-19:27:27 nb_validated 10 model 0 (finishes Thu 01:04 -- 442/h)
20241030-19:27:44 nb_validated 12 model 0 (finishes Thu 01:10 -- 435/h)
20241030-19:27:45 nb_validated 5 model 3 (finishes Thu 09:14 -- 181/h)
20241030-19:28:03 nb_validated 14 model 1 (finishes Thu 01:15 -- 429/h)
20241030-19:28:03 nb_validated 6 model 3 (finishes Thu 09:02 -- 183/h)
20241030-19:28:21 nb_validated 15 model 1 (finishes Thu 01:42 -- 398/h)
20241030-19:28:21 nb_validated 7 model 3 (finishes Thu 08:52 -- 185/h)
20241030-19:28:39 nb_validated 8 model 0 (finishes Thu 08:44 -- 187/h)
20241030-19:28:39 nb_validated 15 model 4 (finishes Thu 02:33 -- 351/h)
20241030-19:28:57 nb_validated 16 model 0 (finishes Thu 02:53 -- 335/h)
20241030-19:28:57 nb_validated 8 model 1 (finishes Thu 10:21 -- 167/h)
20241030-19:29:15 nb_validated 17 model 0 (finishes Thu 03:10 -- 322/h)
20241030-19:29:15 nb_validated 10 model 2 (finishes Thu 08:38 -- 189/h)
20241030-19:29:33 nb_validated 20 model 1 (finishes Thu 02:38 -- 346/h)
20241030-19:29:33 nb_validated 10 model 2 (finishes Thu 09:52 -- 173/h)
20241030-19:29:51 nb_validated 22 model 0 (finishes Thu 02:33 -- 351/h)
20241030-19:29:51 nb_validated 11 model 3 (finishes Thu 09:41 -- 175/h)
20241030-19:30:09 nb_validated 23 model 2 (finishes Thu 02:46 -- 340/h)
20241030-19:30:09 nb_validated 12 model 4 (finishes Thu 09:33 -- 176/h)
20241030-19:30:26 nb_validated 24 model 2 (finishes Thu 02:58 -- 331/h)
20241030-19:30:27 nb_validated 13 model 3 (finishes Thu 09:25 -- 178/h)
20241030-19:30:44 nb_validated 26 model 1 (finishes Thu 02:52 -- 336/h)
20241030-19:30:46 nb_validated 14 model 3 (finishes Thu 09:21 -- 179/h)
20241030-19:31:02 nb_validated 28 model 4 (finishes Thu 02:48 -- 339/h)
20241030-19:31:04 nb_validated 17 model 3 (finishes Thu 07:37 -- 205/h)
20241030-19:31:20 nb_validated 30 model 3 (finishes Thu 02:43 -- 343/h)
20241030-19:31:22 nb_validated 18 model 4 (finishes Thu 07:39 -- 204/h)
20241030-19:31:39 nb_validated 32 model 4 (finishes Thu 02:40 -- 345/h)
20241030-19:31:40 nb_validated 20 model 1 (finishes Thu 07:03 -- 215/h)
20241030-19:31:57 nb_validated 34 model 2 (finishes Thu 02:36 -- 348/h)
20241030-19:31:58 nb_validated 25 model 1 (finishes Thu 05:14 -- 254/h)
20241030-19:32:14 nb_validated 34 model 2 (finishes Thu 02:58 -- 331/h)
20241030-19:32:17 nb_validated 26 model 1 (finishes Thu 05:21 -- 252/h)
20241030-19:32:32 nb_validated 34 model 0 (finishes Thu 03:19 -- 316/h)
20241030-19:32:35 nb_validated 26 model 1 (finishes Thu 05:50 -- 240/h)
20241030-19:32:50 nb_validated 37 model 2 (finishes Thu 03:01 -- 329/h)
20241030-19:32:53 nb_validated 28 model 4 (finishes Thu 05:33 -- 247/h)
20241030-19:33:08 nb_validated 39 model 0 (finishes Thu 02:57 -- 332/h)
20241030-19:33:12 nb_validated 29 model 1 (finishes Thu 05:38 -- 244/h)
20241030-19:33:25 nb_validated 42 model 0 (finishes Thu 02:42 -- 343/h)
20241030-19:33:30 nb_validated 31 model 4 (finishes Thu 05:23 -- 251/h)
20241030-19:33:44 nb_validated 47 model 2 (finishes Thu 02:12 -- 369/h)
20241030-19:33:49 nb_validated 33 model 4 (finishes Thu 05:10 -- 256/h)
20241030-19:34:02 nb_validated 48 model 0 (finishes Thu 02:19 -- 362/h)
20241030-19:34:06 nb_validated 34 model 2 (finishes Thu 05:15 -- 254/h)
20241030-19:34:20 nb_validated 50 model 1 (finishes Thu 02:18 -- 364/h)
20241030-19:34:25 nb_validated 37 model 1 (finishes Thu 04:48 -- 266/h)
20241030-19:34:38 nb_validated 52 model 2 (finishes Thu 02:16 -- 365/h)
20241030-19:34:43 nb_validated 38 model 3 (finishes Thu 04:53 -- 264/h)
20241030-19:34:56 nb_validated 53 model 1 (finishes Thu 02:23 -- 359/h)
20241030-19:35:01 nb_validated 42 model 0 (finishes Thu 04:17 -- 282/h)
20241030-19:35:14 nb_validated 56 model 1 (finishes Thu 02:14 -- 367/h)
20241030-19:35:19 nb_validated 44 model 4 (finishes Thu 04:10 -- 285/h)
20241030-19:35:32 nb_validated 58 model 0 (finishes Thu 02:13 -- 368/h)
20241030-19:35:38 nb_validated 45 model 1 (finishes Thu 04:15 -- 283/h)
20241030-19:35:50 nb_validated 59 model 3 (finishes Thu 02:19 -- 363/h)
20241030-19:35:56 nb_validated 46 model 4 (finishes Thu 04:20 -- 280/h)
20241030-19:36:09 nb_validated 61 model 4 (finishes Thu 02:18 -- 363/h)
20241030-19:36:14 nb_validated 47 model 1 (finishes Thu 04:25 -- 278/h)
20241030-19:36:26 nb_validated 62 model 2 (finishes Thu 02:23 -- 359/h)
20241030-19:36:31 nb_validated 48 model 2 (finishes Thu 04:29 -- 275/h)
20241030-19:36:44 nb_validated 63 model 2 (finishes Thu 02:28 -- 355/h)
20241030-19:36:49 nb_validated 49 model 0 (finishes Thu 04:33 -- 273/h)
20241030-19:37:02 nb_validated 64 model 3 (finishes Thu 02:33 -- 350/h)
20241030-19:37:07 nb_validated 51 model 3 (finishes Thu 04:27 -- 277/h)
20241030-19:37:21 nb_validated 66 model 1 (finishes Thu 02:32 -- 351/h)
20241030-19:37:26 nb_validated 52 model 4 (finishes Thu 04:31 -- 275/h)
20241030-19:37:39 nb_validated 68 model 0 (finishes Thu 02:30 -- 353/h)
20241030-19:37:44 nb_validated 56 model 0 (finishes Thu 04:05 -- 288/h)
20241030-19:37:57 nb_validated 69 model 0 (finishes Thu 02:35 -- 349/h)
20241030-19:38:02 nb_validated 59 model 4 (finishes Thu 03:52 -- 296/h)
20241030-19:38:15 nb_validated 71 model 0 (finishes Thu 02:34 -- 350/h)
20241030-19:38:21 nb_validated 61 model 4 (finishes Thu 03:48 -- 298/h)
20241030-19:38:33 nb_validated 72 model 0 (finishes Thu 02:38 -- 346/h)
20241030-19:38:39 nb_validated 64 model 3 (finishes Thu 03:36 -- 305/h)
20241030-19:38:50 nb_validated 73 model 2 (finishes Thu 02:42 -- 343/h)
20241030-19:38:58 nb_validated 68 model 4 (finishes Thu 03:19 -- 316/h)
20241030-19:39:08 nb_validated 74 model 0 (finishes Thu 02:46 -- 340/h)
20241030-19:39:16 nb_validated 73 model 4 (finishes Thu 02:57 -- 332/h)
20241030-19:39:26 nb_validated 76 model 3 (finishes Thu 02:45 -- 341/h)
20241030-19:39:34 nb_validated 74 model 0 (finishes Thu 03:01 -- 329/h)
20241030-19:39:44 nb_validated 80 model 0 (finishes Thu 02:32 -- 351/h)
20241030-19:39:53 nb_validated 77 model 4 (finishes Thu 02:53 -- 334/h)
20241030-19:40:02 nb_validated 80 model 3 (finishes Thu 02:41 -- 344/h)
20241030-19:40:11 nb_validated 78 model 0 (finishes Thu 02:57 -- 332/h)
20241030-19:40:20 nb_validated 82 model 0 (finishes Thu 02:40 -- 345/h)
20241030-19:40:29 nb_validated 78 model 2 (finishes Thu 03:07 -- 325/h)
20241030-19:40:38 nb_validated 83 model 3 (finishes Thu 02:43 -- 342/h)
20241030-19:40:46 nb_validated 79 model 3 (finishes Thu 03:10 -- 322/h)
20241030-19:40:56 nb_validated 86 model 1 (finishes Thu 02:37 -- 347/h)
20241030-19:41:05 nb_validated 83 model 1 (finishes Thu 02:57 -- 332/h)
20241030-19:41:14 nb_validated 87 model 1 (finishes Thu 02:41 -- 344/h)
20241030-19:41:23 nb_validated 85 model 2 (finishes Thu 02:55 -- 333/h)
20241030-19:41:32 nb_validated 87 model 0 (finishes Thu 02:49 -- 338/h)
20241030-19:41:41 nb_validated 89 model 0 (finishes Thu 02:43 -- 342/h)
20241030-19:41:50 nb_validated 89 model 0 (finishes Thu 02:48 -- 339/h)
20241030-19:41:59 nb_validated 90 model 1 (finishes Thu 02:47 -- 339/h)
20241030-19:42:09 nb_validated 93 model 4 (finishes Thu 02:37 -- 347/h)
20241030-19:42:17 nb_validated 91 model 4 (finishes Thu 02:50 -- 337/h)
20241030-19:42:27 nb_validated 95 model 1 (finishes Thu 02:36 -- 348/h)
20241030-19:42:35 nb_validated 94 model 3 (finishes Thu 02:44 -- 341/h)
20241030-19:42:45 nb_validated 96 model 0 (finishes Thu 02:39 -- 345/h)
20241030-19:42:53 nb_validated 96 model 2 (finishes Thu 02:43 -- 342/h)
20241030-19:43:03 nb_validated 98 model 1 (finishes Thu 02:38 -- 346/h)
20241030-19:43:11 nb_validated 96 model 2 (finishes Thu 02:51 -- 336/h)
20241030-19:43:21 nb_validated 101 model 0 (finishes Thu 02:33 -- 350/h)
20241030-19:43:29 nb_validated 97 model 2 (finishes Thu 02:54 -- 334/h)
20241030-19:43:39 nb_validated 106 model 0 (finishes Thu 02:20 -- 362/h)
20241030-19:43:47 nb_validated 98 model 3 (finishes Thu 02:57 -- 332/h)
20241030-19:43:57 nb_validated 106 model 3 (finishes Thu 02:27 -- 356/h)
20241030-19:44:04 nb_validated 100 model 2 (finishes Thu 02:55 -- 333/h)
20241030-19:44:16 nb_validated 109 model 3 (finishes Thu 02:22 -- 359/h)
20241030-19:44:22 nb_validated 100 model 2 (finishes Thu 03:03 -- 328/h)
20241030-19:44:34 nb_validated 111 model 4 (finishes Thu 02:22 -- 360/h)
20241030-19:44:40 nb_validated 103 model 0 (finishes Thu 02:57 -- 332/h)
20241030-19:44:52 nb_validated 117 model 4 (finishes Thu 02:07 -- 373/h)
20241030-19:44:58 nb_validated 103 model 1 (finishes Thu 03:04 -- 327/h)
20241030-19:45:10 nb_validated 119 model 0 (finishes Thu 02:06 -- 374/h)
20241030-19:45:17 nb_validated 110 model 4 (finishes Thu 02:42 -- 343/h)
20241030-19:45:28 nb_validated 121 model 4 (finishes Thu 02:06 -- 374/h)
20241030-19:45:36 nb_validated 112 model 4 (finishes Thu 02:41 -- 344/h)
20241030-19:45:46 nb_validated 127 model 0 (finishes Thu 01:53 -- 387/h)
20241030-19:45:54 nb_validated 116 model 0 (finishes Thu 02:33 -- 351/h)
20241030-19:46:04 nb_validated 134 model 3 (finishes Thu 01:38 -- 402/h)
20241030-19:46:12 nb_validated 117 model 3 (finishes Thu 02:35 -- 349/h)
20241030-19:46:22 nb_validated 137 model 2 (finishes Thu 01:36 -- 405/h)
20241030-19:46:30 nb_validated 121 model 3 (finishes Thu 02:27 -- 355/h)
20241030-19:46:40 nb_validated 138 model 1 (finishes Thu 01:38 -- 402/h)
20241030-19:46:48 nb_validated 122 model 2 (finishes Thu 02:30 -- 353/h)
20241030-19:46:57 nb_validated 139 model 2 (finishes Thu 01:41 -- 399/h)
20241030-19:47:06 nb_validated 125 model 2 (finishes Thu 02:26 -- 356/h)
20241030-19:47:16 nb_validated 141 model 4 (finishes Thu 01:41 -- 399/h)
20241030-19:47:24 nb_validated 127 model 1 (finishes Thu 02:25 -- 357/h)
20241030-19:47:33 nb_validated 144 model 3 (finishes Thu 01:38 -- 402/h)
20241030-19:47:42 nb_validated 129 model 0 (finishes Thu 02:24 -- 358/h)
20241030-19:47:51 nb_validated 144 model 1 (finishes Thu 01:43 -- 396/h)
20241030-19:48:00 nb_validated 131 model 4 (finishes Thu 02:24 -- 358/h)
20241030-19:48:09 nb_validated 145 model 3 (finishes Thu 01:46 -- 394/h)
20241030-19:48:18 nb_validated 132 model 0 (finishes Thu 02:26 -- 356/h)
20241030-19:48:28 nb_validated 145 model 3 (finishes Thu 01:51 -- 388/h)
20241030-19:48:36 nb_validated 137 model 3 (finishes Thu 02:16 -- 365/h)
20241030-19:48:46 nb_validated 146 model 4 (finishes Thu 01:54 -- 386/h)
20241030-19:48:54 nb_validated 138 model 3 (finishes Thu 02:19 -- 363/h)
20241030-19:49:04 nb_validated 146 model 2 (finishes Thu 01:59 -- 381/h)
20241030-19:49:12 nb_validated 139 model 0 (finishes Thu 02:21 -- 360/h)
20241030-19:49:22 nb_validated 148 model 0 (finishes Thu 01:59 -- 381/h)
20241030-19:49:30 nb_validated 141 model 1 (finishes Thu 02:21 -- 361/h)
20241030-19:49:40 nb_validated 149 model 2 (finishes Thu 02:01 -- 379/h)
20241030-19:49:48 nb_validated 142 model 2 (finishes Thu 02:23 -- 359/h)
20241030-19:49:58 nb_validated 149 model 2 (finishes Thu 02:06 -- 374/h)
20241030-19:50:06 nb_validated 143 model 0 (finishes Thu 02:25 -- 357/h)
20241030-19:50:16 nb_validated 154 model 0 (finishes Thu 01:58 -- 382/h)
20241030-19:50:23 nb_validated 145 model 2 (finishes Thu 02:25 -- 357/h)
20241030-19:50:34 nb_validated 156 model 4 (finishes Thu 01:58 -- 382/h)
20241030-19:50:42 nb_validated 146 model 0 (finishes Thu 02:27 -- 356/h)
20241030-19:50:52 nb_validated 157 model 0 (finishes Thu 02:00 -- 380/h)
20241030-19:51:00 nb_validated 147 model 4 (finishes Thu 02:29 -- 354/h)
20241030-19:51:10 nb_validated 158 model 1 (finishes Thu 02:03 -- 377/h)
20241030-19:51:18 nb_validated 149 model 4 (finishes Thu 02:29 -- 354/h)
20241030-19:51:29 nb_validated 159 model 3 (finishes Thu 02:05 -- 375/h)
20241030-19:51:37 nb_validated 152 model 4 (finishes Thu 02:25 -- 357/h)
20241030-19:51:47 nb_validated 160 model 3 (finishes Thu 02:07 -- 373/h)
20241030-19:51:54 nb_validated 153 model 3 (finishes Thu 02:27 -- 355/h)
20241030-19:52:05 nb_validated 165 model 4 (finishes Thu 01:59 -- 380/h)
20241030-19:52:13 nb_validated 154 model 0 (finishes Thu 02:30 -- 353/h)
20241030-19:52:23 nb_validated 168 model 2 (finishes Thu 01:57 -- 383/h)
20241030-19:52:31 nb_validated 155 model 4 (finishes Thu 02:32 -- 351/h)
20241030-19:52:41 nb_validated 169 model 3 (finishes Thu 01:59 -- 381/h)
20241030-19:52:49 nb_validated 159 model 2 (finishes Thu 02:26 -- 356/h)
20241030-19:52:58 nb_validated 169 model 2 (finishes Thu 02:03 -- 377/h)
20241030-19:53:08 nb_validated 159 model 0 (finishes Thu 02:31 -- 352/h)
20241030-19:53:16 nb_validated 169 model 0 (finishes Thu 02:08 -- 373/h)
20241030-19:53:26 nb_validated 159 model 4 (finishes Thu 02:36 -- 348/h)
20241030-19:53:34 nb_validated 171 model 2 (finishes Thu 02:07 -- 373/h)
20241030-19:53:44 nb_validated 163 model 4 (finishes Thu 02:30 -- 353/h)
20241030-19:53:52 nb_validated 172 model 3 (finishes Thu 02:09 -- 371/h)
20241030-19:54:02 nb_validated 166 model 2 (finishes Thu 02:27 -- 356/h)
20241030-19:54:10 nb_validated 173 model 0 (finishes Thu 02:11 -- 369/h)
20241030-19:54:20 nb_validated 169 model 2 (finishes Thu 02:23 -- 359/h)
20241030-19:54:28 nb_validated 173 model 1 (finishes Thu 02:16 -- 365/h)
20241030-19:54:38 nb_validated 171 model 0 (finishes Thu 02:23 -- 359/h)
20241030-19:54:47 nb_validated 174 model 1 (finishes Thu 02:18 -- 363/h)
20241030-19:54:56 nb_validated 172 model 4 (finishes Thu 02:25 -- 357/h)
20241030-19:55:05 nb_validated 175 model 0 (finishes Thu 02:20 -- 362/h)
20241030-19:55:15 nb_validated 174 model 3 (finishes Thu 02:25 -- 358/h)
20241030-19:55:23 nb_validated 175 model 2 (finishes Thu 02:24 -- 358/h)
20241030-19:55:32 nb_validated 175 model 2 (finishes Thu 02:26 -- 356/h)
20241030-19:55:41 nb_validated 178 model 3 (finishes Thu 02:21 -- 360/h)
20241030-19:55:51 nb_validated 178 model 4 (finishes Thu 02:24 -- 358/h)
20241030-19:55:58 nb_validated 182 model 0 (finishes Thu 02:16 -- 365/h)
20241030-19:56:09 nb_validated 180 model 4 (finishes Thu 02:23 -- 359/h)
20241030-19:56:17 nb_validated 183 model 4 (finishes Thu 02:18 -- 363/h)
20241030-19:56:27 nb_validated 182 model 3 (finishes Thu 02:23 -- 359/h)
20241030-19:56:35 nb_validated 183 model 1 (finishes Thu 02:22 -- 360/h)
20241030-19:56:46 nb_validated 182 model 4 (finishes Thu 02:27 -- 356/h)
20241030-19:56:53 nb_validated 187 model 4 (finishes Thu 02:17 -- 364/h)
20241030-19:57:04 nb_validated 185 model 4 (finishes Thu 02:24 -- 358/h)
20241030-19:57:11 nb_validated 188 model 0 (finishes Thu 02:19 -- 362/h)
20241030-19:57:22 nb_validated 185 model 4 (finishes Thu 02:28 -- 354/h)
20241030-19:57:29 nb_validated 191 model 1 (finishes Thu 02:17 -- 364/h)
20241030-19:57:40 nb_validated 186 model 2 (finishes Thu 02:30 -- 353/h)
20241030-19:57:48 nb_validated 194 model 1 (finishes Thu 02:14 -- 367/h)
20241030-19:57:58 nb_validated 187 model 4 (finishes Thu 02:32 -- 351/h)
20241030-19:58:06 nb_validated 194 model 0 (finishes Thu 02:18 -- 363/h)
20241030-19:58:16 nb_validated 192 model 0 (finishes Thu 02:25 -- 357/h)
20241030-19:58:24 nb_validated 194 model 0 (finishes Thu 02:22 -- 360/h)
20241030-19:58:34 nb_validated 192 model 4 (finishes Thu 02:29 -- 354/h)
20241030-19:58:42 nb_validated 194 model 3 (finishes Thu 02:26 -- 356/h)
20241030-19:58:52 nb_validated 194 model 0 (finishes Thu 02:28 -- 355/h)
20241030-19:59:00 nb_validated 196 model 0 (finishes Thu 02:25 -- 357/h)
20241030-19:59:10 nb_validated 194 model 0 (finishes Thu 02:32 -- 351/h)
20241030-19:59:18 nb_validated 199 model 0 (finishes Thu 02:23 -- 359/h)
20241030-19:59:28 nb_validated 195 model 3 (finishes Thu 02:34 -- 350/h)
20241030-19:59:36 nb_validated 202 model 2 (finishes Thu 02:20 -- 361/h)
20241030-19:59:46 nb_validated 196 model 2 (finishes Thu 02:35 -- 349/h)
20241030-19:59:54 nb_validated 203 model 2 (finishes Thu 02:22 -- 360/h)
20241030-20:00:04 nb_validated 199 model 4 (finishes Thu 02:33 -- 351/h)
20241030-20:00:12 nb_validated 204 model 0 (finishes Thu 02:24 -- 358/h)
20241030-20:00:22 nb_validated 199 model 1 (finishes Thu 02:36 -- 348/h)
20241030-20:00:30 nb_validated 204 model 3 (finishes Thu 02:27 -- 355/h)
20241030-20:00:40 nb_validated 205 model 0 (finishes Thu 02:27 -- 355/h)
20241030-20:00:48 nb_validated 208 model 1 (finishes Thu 02:23 -- 359/h)
20241030-20:00:58 nb_validated 206 model 2 (finishes Thu 02:29 -- 354/h)
20241030-20:01:07 nb_validated 211 model 3 (finishes Thu 02:21 -- 361/h)
20241030-20:01:16 nb_validated 210 model 2 (finishes Thu 02:24 -- 358/h)
20241030-20:01:24 nb_validated 214 model 2 (finishes Thu 02:18 -- 363/h)
20241030-20:01:34 nb_validated 212 model 1 (finishes Thu 02:24 -- 358/h)
20241030-20:01:42 nb_validated 214 model 0 (finishes Thu 02:22 -- 360/h)
20241030-20:01:52 nb_validated 213 model 2 (finishes Thu 02:25 -- 357/h)
20241030-20:02:01 nb_validated 214 model 3 (finishes Thu 02:25 -- 357/h)
20241030-20:02:10 nb_validated 214 model 4 (finishes Thu 02:27 -- 355/h)
20241030-20:02:19 nb_validated 216 model 1 (finishes Thu 02:25 -- 357/h)
20241030-20:02:28 nb_validated 215 model 3 (finishes Thu 02:29 -- 354/h)
20241030-20:02:37 nb_validated 218 model 4 (finishes Thu 02:25 -- 358/h)
20241030-20:02:46 nb_validated 215 model 3 (finishes Thu 02:32 -- 351/h)
20241030-20:02:55 nb_validated 221 model 2 (finishes Thu 02:22 -- 360/h)
20241030-20:03:04 nb_validated 215 model 3 (finishes Thu 02:36 -- 348/h)
20241030-20:03:12 nb_validated 225 model 2 (finishes Thu 02:18 -- 363/h)
20241030-20:03:22 nb_validated 216 model 1 (finishes Thu 02:37 -- 347/h)
20241030-20:03:31 nb_validated 227 model 1 (finishes Thu 02:18 -- 363/h)
20241030-20:03:40 nb_validated 216 model 3 (finishes Thu 02:41 -- 344/h)
20241030-20:03:49 nb_validated 228 model 3 (finishes Thu 02:19 -- 362/h)
20241030-20:03:58 nb_validated 218 model 2 (finishes Thu 02:40 -- 345/h)
20241030-20:04:08 nb_validated 229 model 4 (finishes Thu 02:21 -- 361/h)
20241030-20:04:16 nb_validated 218 model 3 (finishes Thu 02:44 -- 342/h)
20241030-20:04:26 nb_validated 230 model 2 (finishes Thu 02:22 -- 359/h)
20241030-20:04:35 nb_validated 221 model 3 (finishes Thu 02:41 -- 344/h)
20241030-20:04:44 nb_validated 231 model 2 (finishes Thu 02:24 -- 358/h)
20241030-20:04:53 nb_validated 222 model 1 (finishes Thu 02:42 -- 343/h)
20241030-20:05:02 nb_validated 233 model 1 (finishes Thu 02:23 -- 359/h)
20241030-20:05:11 nb_validated 222 model 2 (finishes Thu 02:46 -- 340/h)
20241030-20:05:20 nb_validated 234 model 3 (finishes Thu 02:25 -- 357/h)
20241030-20:05:29 nb_validated 223 model 4 (finishes Thu 02:47 -- 339/h)
20241030-20:05:37 nb_validated 234 model 2 (finishes Thu 02:28 -- 355/h)
20241030-20:05:47 nb_validated 227 model 0 (finishes Thu 02:43 -- 343/h)
20241030-20:05:55 nb_validated 234 model 1 (finishes Thu 02:31 -- 352/h)
20241030-20:06:05 nb_validated 232 model 0 (finishes Thu 02:37 -- 348/h)
20241030-20:06:13 nb_validated 234 model 3 (finishes Thu 02:34 -- 349/h)
20241030-20:06:23 nb_validated 233 model 3 (finishes Thu 02:38 -- 346/h)
20241030-20:06:31 nb_validated 236 model 3 (finishes Thu 02:34 -- 350/h)
20241030-20:06:40 nb_validated 234 model 2 (finishes Thu 02:39 -- 345/h)
20241030-20:06:49 nb_validated 238 model 0 (finishes Thu 02:33 -- 350/h)
20241030-20:06:59 nb_validated 238 model 1 (finishes Thu 02:35 -- 349/h)
20241030-20:07:08 nb_validated 240 model 0 (finishes Thu 02:33 -- 350/h)
20241030-20:07:17 nb_validated 241 model 3 (finishes Thu 02:33 -- 351/h)
20241030-20:07:25 nb_validated 244 model 2 (finishes Thu 02:29 -- 354/h)
20241030-20:07:35 nb_validated 243 model 2 (finishes Thu 02:32 -- 351/h)
20241030-20:07:44 nb_validated 244 model 4 (finishes Thu 02:32 -- 351/h)
20241030-20:07:53 nb_validated 243 model 1 (finishes Thu 02:36 -- 348/h)
20241030-20:08:02 nb_validated 245 model 4 (finishes Thu 02:34 -- 350/h)
20241030-20:08:10 nb_validated 245 model 0 (finishes Thu 02:35 -- 349/h)
20241030-20:08:20 nb_validated 246 model 4 (finishes Thu 02:35 -- 349/h)
20241030-20:08:29 nb_validated 248 model 0 (finishes Thu 02:33 -- 351/h)
20241030-20:08:38 nb_validated 247 model 3 (finishes Thu 02:36 -- 348/h)
20241030-20:08:46 nb_validated 250 model 2 (finishes Thu 02:32 -- 351/h)
20241030-20:08:56 nb_validated 248 model 0 (finishes Thu 02:38 -- 347/h)
20241030-20:09:05 nb_validated 251 model 4 (finishes Thu 02:34 -- 350/h)
20241030-20:09:14 nb_validated 250 model 2 (finishes Thu 02:37 -- 347/h)
20241030-20:09:23 nb_validated 255 model 3 (finishes Thu 02:30 -- 353/h)
20241030-20:09:32 nb_validated 251 model 2 (finishes Thu 02:38 -- 346/h)
20241030-20:09:41 nb_validated 258 model 0 (finishes Thu 02:28 -- 355/h)
20241030-20:09:49 nb_validated 252 model 2 (finishes Thu 02:39 -- 345/h)
20241030-20:09:59 nb_validated 258 model 1 (finishes Thu 02:31 -- 352/h)
20241030-20:10:08 nb_validated 255 model 4 (finishes Thu 02:37 -- 347/h)
20241030-20:10:17 nb_validated 259 model 4 (finishes Thu 02:32 -- 351/h)
20241030-20:10:26 nb_validated 256 model 1 (finishes Thu 02:39 -- 346/h)
20241030-20:10:35 nb_validated 259 model 2 (finishes Thu 02:35 -- 349/h)
20241030-20:10:45 nb_validated 257 model 3 (finishes Thu 02:40 -- 345/h)
20241030-20:10:53 nb_validated 260 model 1 (finishes Thu 02:36 -- 348/h)
20241030-20:11:03 nb_validated 258 model 1 (finishes Thu 02:41 -- 344/h)
20241030-20:11:11 nb_validated 262 model 0 (finishes Thu 02:36 -- 348/h)
20241030-20:11:21 nb_validated 259 model 1 (finishes Thu 02:43 -- 343/h)
20241030-20:11:29 nb_validated 265 model 4 (finishes Thu 02:34 -- 350/h)
20241030-20:11:40 nb_validated 260 model 4 (finishes Thu 02:44 -- 342/h)
20241030-20:11:47 nb_validated 268 model 1 (finishes Thu 02:32 -- 351/h)
20241030-20:11:58 nb_validated 264 model 4 (finishes Thu 02:40 -- 345/h)
20241030-20:12:05 nb_validated 271 model 2 (finishes Thu 02:30 -- 353/h)
20241030-20:12:16 nb_validated 266 model 2 (finishes Thu 02:40 -- 345/h)
20241030-20:12:23 nb_validated 272 model 0 (finishes Thu 02:31 -- 352/h)
20241030-20:12:34 nb_validated 268 model 0 (finishes Thu 02:39 -- 346/h)
20241030-20:12:41 nb_validated 272 model 3 (finishes Thu 02:34 -- 350/h)
20241030-20:12:51 nb_validated 270 model 0 (finishes Thu 02:39 -- 346/h)
20241030-20:12:59 nb_validated 272 model 0 (finishes Thu 02:37 -- 348/h)
20241030-20:13:09 nb_validated 271 model 3 (finishes Thu 02:40 -- 345/h)
20241030-20:13:17 nb_validated 273 model 2 (finishes Thu 02:38 -- 347/h)
20241030-20:13:27 nb_validated 273 model 1 (finishes Thu 02:39 -- 345/h)
20241030-20:13:34 nb_validated 274 model 2 (finishes Thu 02:39 -- 346/h)
20241030-20:13:45 nb_validated 276 model 0 (finishes Thu 02:37 -- 347/h)
20241030-20:13:53 nb_validated 277 model 1 (finishes Thu 02:37 -- 347/h)
20241030-20:14:03 nb_validated 278 model 1 (finishes Thu 02:37 -- 347/h)
20241030-20:14:11 nb_validated 278 model 2 (finishes Thu 02:38 -- 346/h)
20241030-20:14:22 nb_validated 278 model 1 (finishes Thu 02:40 -- 345/h)
20241030-20:14:29 nb_validated 279 model 1 (finishes Thu 02:39 -- 345/h)
20241030-20:14:40 nb_validated 278 model 2 (finishes Thu 02:42 -- 343/h)
20241030-20:14:47 nb_validated 281 model 2 (finishes Thu 02:39 -- 346/h)
20241030-20:14:58 nb_validated 279 model 0 (finishes Thu 02:44 -- 342/h)
20241030-20:15:05 nb_validated 282 model 1 (finishes Thu 02:40 -- 345/h)
20241030-20:15:16 nb_validated 282 model 1 (finishes Thu 02:42 -- 344/h)
20241030-20:15:24 nb_validated 284 model 3 (finishes Thu 02:40 -- 345/h)
20241030-20:15:34 nb_validated 282 model 1 (finishes Thu 02:44 -- 342/h)
20241030-20:15:41 nb_validated 285 model 3 (finishes Thu 02:41 -- 344/h)
20241030-20:15:52 nb_validated 283 model 2 (finishes Thu 02:45 -- 341/h)
20241030-20:16:00 nb_validated 287 model 4 (finishes Thu 02:40 -- 344/h)
20241030-20:16:09 nb_validated 283 model 0 (finishes Thu 02:48 -- 339/h)
20241030-20:16:18 nb_validated 287 model 0 (finishes Thu 02:43 -- 342/h)
20241030-20:16:27 nb_validated 283 model 3 (finishes Thu 02:50 -- 337/h)
20241030-20:16:36 nb_validated 289 model 4 (finishes Thu 02:43 -- 343/h)
20241030-20:16:45 nb_validated 284 model 2 (finishes Thu 02:52 -- 336/h)
20241030-20:16:54 nb_validated 290 model 2 (finishes Thu 02:44 -- 342/h)
20241030-20:17:04 nb_validated 286 model 4 (finishes Thu 02:51 -- 336/h)
20241030-20:17:12 nb_validated 292 model 3 (finishes Thu 02:43 -- 342/h)
20241030-20:17:22 nb_validated 287 model 1 (finishes Thu 02:52 -- 335/h)
20241030-20:17:30 nb_validated 295 model 1 (finishes Thu 02:41 -- 344/h)
20241030-20:17:40 nb_validated 288 model 1 (finishes Thu 02:53 -- 335/h)
20241030-20:17:48 nb_validated 296 model 1 (finishes Thu 02:42 -- 343/h)
20241030-20:17:58 nb_validated 290 model 1 (finishes Thu 02:53 -- 335/h)
20241030-20:18:06 nb_validated 297 model 0 (finishes Thu 02:43 -- 342/h)
20241030-20:18:16 nb_validated 293 model 4 (finishes Thu 02:51 -- 336/h)
20241030-20:18:24 nb_validated 297 model 2 (finishes Thu 02:46 -- 340/h)
20241030-20:18:34 nb_validated 293 model 3 (finishes Thu 02:53 -- 335/h)
20241030-20:18:42 nb_validated 297 model 0 (finishes Thu 02:48 -- 338/h)
20241030-20:18:52 nb_validated 294 model 1 (finishes Thu 02:54 -- 334/h)
20241030-20:19:00 nb_validated 299 model 3 (finishes Thu 02:48 -- 339/h)
20241030-20:19:10 nb_validated 301 model 1 (finishes Thu 02:46 -- 340/h)
20241030-20:19:18 nb_validated 301 model 0 (finishes Thu 02:48 -- 339/h)
20241030-20:19:28 nb_validated 304 model 3 (finishes Thu 02:45 -- 341/h)
20241030-20:19:36 nb_validated 303 model 3 (finishes Thu 02:47 -- 339/h)
20241030-20:19:46 nb_validated 306 model 4 (finishes Thu 02:44 -- 342/h)
20241030-20:19:55 nb_validated 306 model 4 (finishes Thu 02:45 -- 341/h)
20241030-20:20:04 nb_validated 307 model 0 (finishes Thu 02:45 -- 341/h)
20241030-20:20:13 nb_validated 311 model 3 (finishes Thu 02:41 -- 344/h)
20241030-20:20:22 nb_validated 309 model 4 (finishes Thu 02:45 -- 341/h)
20241030-20:20:30 nb_validated 314 model 4 (finishes Thu 02:39 -- 346/h)
20241030-20:20:41 nb_validated 310 model 1 (finishes Thu 02:46 -- 340/h)
20241030-20:20:49 nb_validated 314 model 4 (finishes Thu 02:41 -- 344/h)
20241030-20:20:59 nb_validated 312 model 4 (finishes Thu 02:45 -- 341/h)
20241030-20:21:07 nb_validated 315 model 1 (finishes Thu 02:42 -- 343/h)
20241030-20:21:17 nb_validated 313 model 0 (finishes Thu 02:46 -- 340/h)
20241030-20:21:25 nb_validated 318 model 1 (finishes Thu 02:41 -- 344/h)
20241030-20:21:35 nb_validated 314 model 4 (finishes Thu 02:47 -- 339/h)
20241030-20:21:43 nb_validated 319 model 0 (finishes Thu 02:42 -- 344/h)
20241030-20:21:53 nb_validated 317 model 2 (finishes Thu 02:46 -- 340/h)
20241030-20:22:02 nb_validated 321 model 4 (finishes Thu 02:41 -- 344/h)
20241030-20:22:11 nb_validated 317 model 2 (finishes Thu 02:48 -- 339/h)
20241030-20:22:20 nb_validated 324 model 3 (finishes Thu 02:40 -- 345/h)
20241030-20:22:29 nb_validated 318 model 3 (finishes Thu 02:49 -- 338/h)
20241030-20:22:38 nb_validated 327 model 0 (finishes Thu 02:38 -- 347/h)
20241030-20:22:48 nb_validated 318 model 3 (finishes Thu 02:51 -- 336/h)
20241030-20:22:56 nb_validated 327 model 1 (finishes Thu 02:40 -- 345/h)
20241030-20:23:06 nb_validated 321 model 4 (finishes Thu 02:50 -- 337/h)
20241030-20:23:14 nb_validated 329 model 1 (finishes Thu 02:40 -- 345/h)
20241030-20:23:24 nb_validated 322 model 0 (finishes Thu 02:51 -- 337/h)
20241030-20:23:32 nb_validated 331 model 1 (finishes Thu 02:39 -- 345/h)
20241030-20:23:42 nb_validated 323 model 1 (finishes Thu 02:51 -- 336/h)
20241030-20:23:49 nb_validated 331 model 2 (finishes Thu 02:42 -- 344/h)
20241030-20:24:00 nb_validated 324 model 0 (finishes Thu 02:52 -- 335/h)
20241030-20:24:07 nb_validated 334 model 0 (finishes Thu 02:40 -- 345/h)
20241030-20:24:18 nb_validated 326 model 0 (finishes Thu 02:52 -- 335/h)
20241030-20:24:25 nb_validated 336 model 3 (finishes Thu 02:40 -- 345/h)
20241030-20:24:36 nb_validated 326 model 0 (finishes Thu 02:54 -- 334/h)
20241030-20:24:43 nb_validated 338 model 1 (finishes Thu 02:39 -- 345/h)
20241030-20:24:54 nb_validated 328 model 3 (finishes Thu 02:54 -- 334/h)
20241030-20:25:01 nb_validated 341 model 3 (finishes Thu 02:38 -- 347/h)
20241030-20:25:12 nb_validated 328 model 3 (finishes Thu 02:56 -- 332/h)
20241030-20:25:19 nb_validated 343 model 0 (finishes Thu 02:37 -- 347/h)
20241030-20:25:30 nb_validated 328 model 1 (finishes Thu 02:58 -- 331/h)
20241030-20:25:37 nb_validated 345 model 2 (finishes Thu 02:37 -- 347/h)
20241030-20:25:48 nb_validated 329 model 2 (finishes Thu 02:59 -- 330/h)
20241030-20:25:55 nb_validated 346 model 1 (finishes Thu 02:38 -- 346/h)
20241030-20:26:05 nb_validated 330 model 1 (finishes Thu 03:00 -- 329/h)
20241030-20:26:13 nb_validated 349 model 3 (finishes Thu 02:36 -- 348/h)
20241030-20:26:24 nb_validated 330 model 1 (finishes Thu 03:02 -- 328/h)
20241030-20:26:32 nb_validated 349 model 4 (finishes Thu 02:39 -- 346/h)
20241030-20:26:41 nb_validated 330 model 3 (finishes Thu 03:05 -- 326/h)
20241030-20:26:50 nb_validated 350 model 0 (finishes Thu 02:40 -- 345/h)
20241030-20:26:59 nb_validated 332 model 1 (finishes Thu 03:04 -- 327/h)
20241030-20:27:09 nb_validated 353 model 4 (finishes Thu 02:38 -- 346/h)
20241030-20:27:17 nb_validated 335 model 3 (finishes Thu 03:02 -- 328/h)
20241030-20:27:27 nb_validated 354 model 2 (finishes Thu 02:39 -- 346/h)
20241030-20:27:35 nb_validated 338 model 1 (finishes Thu 03:00 -- 329/h)
20241030-20:27:45 nb_validated 356 model 2 (finishes Thu 02:39 -- 346/h)
20241030-20:27:53 nb_validated 338 model 3 (finishes Thu 03:03 -- 328/h)
20241030-20:28:03 nb_validated 358 model 4 (finishes Thu 02:38 -- 346/h)
20241030-20:28:11 nb_validated 338 model 2 (finishes Thu 03:05 -- 326/h)
20241030-20:28:21 nb_validated 358 model 0 (finishes Thu 02:40 -- 344/h)
20241030-20:28:29 nb_validated 338 model 0 (finishes Thu 03:07 -- 325/h)
20241030-20:28:39 nb_validated 360 model 2 (finishes Thu 02:40 -- 345/h)
20241030-20:28:47 nb_validated 340 model 2 (finishes Thu 03:07 -- 325/h)
20241030-20:28:57 nb_validated 362 model 0 (finishes Thu 02:40 -- 345/h)
20241030-20:29:05 nb_validated 342 model 0 (finishes Thu 03:06 -- 325/h)
20241030-20:29:16 nb_validated 362 model 4 (finishes Thu 02:42 -- 343/h)
20241030-20:29:23 nb_validated 344 model 3 (finishes Thu 03:06 -- 326/h)
20241030-20:29:34 nb_validated 364 model 1 (finishes Thu 02:42 -- 344/h)
20241030-20:29:41 nb_validated 347 model 2 (finishes Thu 03:04 -- 327/h)
20241030-20:29:52 nb_validated 366 model 0 (finishes Thu 02:41 -- 344/h)
20241030-20:29:59 nb_validated 347 model 2 (finishes Thu 03:06 -- 325/h)
20241030-20:30:10 nb_validated 369 model 2 (finishes Thu 02:40 -- 345/h)
20241030-20:30:17 nb_validated 349 model 1 (finishes Thu 03:05 -- 326/h)
20241030-20:30:28 nb_validated 369 model 3 (finishes Thu 02:42 -- 343/h)
20241030-20:30:35 nb_validated 352 model 4 (finishes Thu 03:04 -- 327/h)
20241030-20:30:46 nb_validated 371 model 0 (finishes Thu 02:41 -- 344/h)
20241030-20:30:53 nb_validated 353 model 3 (finishes Thu 03:05 -- 326/h)
20241030-20:31:04 nb_validated 374 model 3 (finishes Thu 02:40 -- 345/h)
20241030-20:31:11 nb_validated 356 model 2 (finishes Thu 03:03 -- 328/h)
20241030-20:31:22 nb_validated 375 model 3 (finishes Thu 02:41 -- 344/h)
20241030-20:31:29 nb_validated 360 model 3 (finishes Thu 03:00 -- 330/h)
20241030-20:31:41 nb_validated 377 model 2 (finishes Thu 02:41 -- 344/h)
20241030-20:31:47 nb_validated 361 model 3 (finishes Thu 03:01 -- 329/h)
20241030-20:31:59 nb_validated 381 model 4 (finishes Thu 02:38 -- 346/h)
20241030-20:32:05 nb_validated 362 model 2 (finishes Thu 03:01 -- 329/h)
20241030-20:32:17 nb_validated 386 model 1 (finishes Thu 02:34 -- 349/h)
20241030-20:32:23 nb_validated 366 model 0 (finishes Thu 02:58 -- 331/h)
20241030-20:32:36 nb_validated 388 model 0 (finishes Thu 02:34 -- 350/h)
20241030-20:32:41 nb_validated 368 model 3 (finishes Thu 02:58 -- 331/h)
20241030-20:32:53 nb_validated 388 model 0 (finishes Thu 02:36 -- 348/h)
20241030-20:32:59 nb_validated 368 model 1 (finishes Thu 03:00 -- 330/h)
20241030-20:33:11 nb_validated 388 model 3 (finishes Thu 02:38 -- 346/h)
20241030-20:33:17 nb_validated 368 model 2 (finishes Thu 03:02 -- 328/h)
20241030-20:33:30 nb_validated 388 model 3 (finishes Thu 02:40 -- 345/h)
20241030-20:33:36 nb_validated 369 model 4 (finishes Thu 03:03 -- 327/h)
20241030-20:33:48 nb_validated 389 model 4 (finishes Thu 02:41 -- 344/h)
20241030-20:33:54 nb_validated 369 model 4 (finishes Thu 03:05 -- 326/h)
20241030-20:34:06 nb_validated 392 model 0 (finishes Thu 02:39 -- 345/h)
20241030-20:34:12 nb_validated 370 model 3 (finishes Thu 03:06 -- 325/h)
20241030-20:34:24 nb_validated 396 model 4 (finishes Thu 02:37 -- 347/h)
20241030-20:34:31 nb_validated 372 model 1 (finishes Thu 03:05 -- 326/h)
20241030-20:34:43 nb_validated 400 model 4 (finishes Thu 02:34 -- 349/h)
20241030-20:34:49 nb_validated 373 model 2 (finishes Thu 03:06 -- 325/h)
20241030-20:35:01 nb_validated 400 model 3 (finishes Thu 02:36 -- 348/h)
20241030-20:35:07 nb_validated 376 model 2 (finishes Thu 03:05 -- 326/h)
20241030-20:35:19 nb_validated 402 model 3 (finishes Thu 02:36 -- 348/h)
20241030-20:35:25 nb_validated 377 model 1 (finishes Thu 03:05 -- 326/h)
20241030-20:35:37 nb_validated 405 model 0 (finishes Thu 02:35 -- 349/h)
20241030-20:35:44 nb_validated 382 model 1 (finishes Thu 03:01 -- 329/h)
20241030-20:35:55 nb_validated 408 model 3 (finishes Thu 02:33 -- 350/h)
20241030-20:36:02 nb_validated 382 model 0 (finishes Thu 03:03 -- 327/h)
20241030-20:36:13 nb_validated 411 model 3 (finishes Thu 02:32 -- 351/h)
20241030-20:36:20 nb_validated 386 model 0 (finishes Thu 03:01 -- 329/h)
20241030-20:36:31 nb_validated 416 model 0 (finishes Thu 02:29 -- 354/h)
20241030-20:36:38 nb_validated 387 model 2 (finishes Thu 03:01 -- 329/h)
20241030-20:36:49 nb_validated 416 model 0 (finishes Thu 02:31 -- 352/h)
20241030-20:36:56 nb_validated 390 model 1 (finishes Thu 03:00 -- 330/h)
20241030-20:37:07 nb_validated 419 model 3 (finishes Thu 02:29 -- 353/h)
20241030-20:37:14 nb_validated 391 model 2 (finishes Thu 03:00 -- 329/h)
20241030-20:37:25 nb_validated 421 model 1 (finishes Thu 02:29 -- 354/h)
20241030-20:37:32 nb_validated 393 model 4 (finishes Thu 03:00 -- 330/h)
20241030-20:37:43 nb_validated 421 model 2 (finishes Thu 02:31 -- 352/h)
20241030-20:37:50 nb_validated 394 model 2 (finishes Thu 03:01 -- 329/h)
20241030-20:38:01 nb_validated 421 model 2 (finishes Thu 02:33 -- 351/h)
20241030-20:38:08 nb_validated 395 model 0 (finishes Thu 03:02 -- 328/h)
20241030-20:38:19 nb_validated 424 model 0 (finishes Thu 02:31 -- 352/h)
20241030-20:38:26 nb_validated 397 model 2 (finishes Thu 03:01 -- 329/h)
20241030-20:38:38 nb_validated 425 model 4 (finishes Thu 02:32 -- 351/h)
20241030-20:38:44 nb_validated 401 model 3 (finishes Thu 02:58 -- 331/h)
20241030-20:38:56 nb_validated 427 model 4 (finishes Thu 02:32 -- 351/h)
20241030-20:39:02 nb_validated 401 model 1 (finishes Thu 03:00 -- 329/h)
20241030-20:39:14 nb_validated 428 model 1 (finishes Thu 02:33 -- 351/h)
20241030-20:39:20 nb_validated 404 model 1 (finishes Thu 02:59 -- 330/h)
20241030-20:39:32 nb_validated 428 model 1 (finishes Thu 02:35 -- 349/h)
20241030-20:39:39 nb_validated 405 model 4 (finishes Thu 03:00 -- 330/h)
20241030-20:39:50 nb_validated 430 model 1 (finishes Thu 02:34 -- 349/h)
20241030-20:39:58 nb_validated 405 model 4 (finishes Thu 03:02 -- 328/h)
20241030-20:40:09 nb_validated 434 model 4 (finishes Thu 02:32 -- 351/h)
20241030-20:40:15 nb_validated 407 model 2 (finishes Thu 03:01 -- 329/h)
20241030-20:40:27 nb_validated 436 model 3 (finishes Thu 02:32 -- 351/h)
20241030-20:40:34 nb_validated 408 model 1 (finishes Thu 03:02 -- 328/h)
20241030-20:40:45 nb_validated 438 model 1 (finishes Thu 02:32 -- 351/h)
20241030-20:40:51 nb_validated 408 model 0 (finishes Thu 03:04 -- 327/h)
20241030-20:41:04 nb_validated 439 model 4 (finishes Thu 02:33 -- 351/h)
20241030-20:41:10 nb_validated 409 model 4 (finishes Thu 03:04 -- 326/h)
20241030-20:41:22 nb_validated 442 model 1 (finishes Thu 02:31 -- 352/h)
20241030-20:41:28 nb_validated 412 model 0 (finishes Thu 03:03 -- 327/h)
20241030-20:41:40 nb_validated 444 model 3 (finishes Thu 02:31 -- 352/h)
20241030-20:41:46 nb_validated 415 model 4 (finishes Thu 03:01 -- 329/h)
20241030-20:41:58 nb_validated 447 model 3 (finishes Thu 02:30 -- 353/h)
20241030-20:42:04 nb_validated 417 model 1 (finishes Thu 03:01 -- 329/h)
20241030-20:42:17 nb_validated 448 model 2 (finishes Thu 02:31 -- 352/h)
20241030-20:42:22 nb_validated 418 model 3 (finishes Thu 03:02 -- 328/h)
20241030-20:42:35 nb_validated 448 model 4 (finishes Thu 02:32 -- 351/h)
20241030-20:42:39 nb_validated 419 model 2 (finishes Thu 03:02 -- 328/h)
20241030-20:42:53 nb_validated 452 model 4 (finishes Thu 02:30 -- 353/h)
20241030-20:42:58 nb_validated 427 model 4 (finishes Thu 02:56 -- 333/h)
20241030-20:43:11 nb_validated 453 model 1 (finishes Thu 02:31 -- 352/h)
20241030-20:43:16 nb_validated 429 model 2 (finishes Thu 02:55 -- 333/h)
20241030-20:43:29 nb_validated 458 model 2 (finishes Thu 02:28 -- 355/h)
20241030-20:43:34 nb_validated 431 model 0 (finishes Thu 02:55 -- 333/h)
20241030-20:43:47 nb_validated 460 model 0 (finishes Thu 02:28 -- 355/h)
20241030-20:43:52 nb_validated 432 model 1 (finishes Thu 02:56 -- 333/h)
20241030-20:44:06 nb_validated 462 model 1 (finishes Thu 02:28 -- 355/h)
20241030-20:44:10 nb_validated 433 model 1 (finishes Thu 02:56 -- 332/h)
20241030-20:44:23 nb_validated 465 model 2 (finishes Thu 02:27 -- 356/h)
20241030-20:44:28 nb_validated 436 model 0 (finishes Thu 02:55 -- 333/h)
20241030-20:44:42 nb_validated 466 model 1 (finishes Thu 02:27 -- 355/h)
20241030-20:44:46 nb_validated 436 model 1 (finishes Thu 02:57 -- 332/h)
20241030-20:44:59 nb_validated 466 model 0 (finishes Thu 02:29 -- 354/h)
20241030-20:45:04 nb_validated 439 model 1 (finishes Thu 02:55 -- 333/h)
20241030-20:45:18 nb_validated 466 model 3 (finishes Thu 02:31 -- 352/h)
20241030-20:45:22 nb_validated 442 model 0 (finishes Thu 02:54 -- 334/h)
20241030-20:45:36 nb_validated 466 model 1 (finishes Thu 02:32 -- 351/h)
20241030-20:45:41 nb_validated 442 model 4 (finishes Thu 02:56 -- 333/h)
20241030-20:45:54 nb_validated 468 model 0 (finishes Thu 02:32 -- 351/h)
20241030-20:45:59 nb_validated 442 model 2 (finishes Thu 02:58 -- 331/h)
20241030-20:46:13 nb_validated 470 model 1 (finishes Thu 02:32 -- 351/h)
20241030-20:46:17 nb_validated 443 model 4 (finishes Thu 02:58 -- 331/h)
20241030-20:46:31 nb_validated 471 model 4 (finishes Thu 02:33 -- 351/h)
20241030-20:46:35 nb_validated 445 model 3 (finishes Thu 02:58 -- 331/h)
20241030-20:46:49 nb_validated 477 model 1 (finishes Thu 02:29 -- 354/h)
20241030-20:46:54 nb_validated 445 model 4 (finishes Thu 03:00 -- 330/h)
20241030-20:47:07 nb_validated 481 model 4 (finishes Thu 02:27 -- 356/h)
20241030-20:47:12 nb_validated 447 model 2 (finishes Thu 02:59 -- 330/h)
20241030-20:47:26 nb_validated 484 model 4 (finishes Thu 02:26 -- 356/h)
20241030-20:47:30 nb_validated 448 model 1 (finishes Thu 03:00 -- 330/h)
20241030-20:47:45 nb_validated 485 model 1 (finishes Thu 02:26 -- 356/h)
20241030-20:47:48 nb_validated 448 model 4 (finishes Thu 03:02 -- 328/h)
20241030-20:48:03 nb_validated 489 model 0 (finishes Thu 02:25 -- 357/h)
20241030-20:48:07 nb_validated 450 model 0 (finishes Thu 03:01 -- 329/h)
20241030-20:48:21 nb_validated 489 model 4 (finishes Thu 02:26 -- 356/h)
20241030-20:48:25 nb_validated 451 model 0 (finishes Thu 03:02 -- 328/h)
20241030-20:48:39 nb_validated 491 model 4 (finishes Thu 02:26 -- 356/h)
20241030-20:48:43 nb_validated 454 model 0 (finishes Thu 03:01 -- 329/h)
20241030-20:48:57 nb_validated 492 model 3 (finishes Thu 02:27 -- 356/h)
20241030-20:49:01 nb_validated 459 model 4 (finishes Thu 02:57 -- 332/h)
20241030-20:49:15 nb_validated 495 model 2 (finishes Thu 02:26 -- 357/h)
20241030-20:49:19 nb_validated 462 model 1 (finishes Thu 02:56 -- 333/h)
20241030-20:49:33 nb_validated 497 model 0 (finishes Thu 02:25 -- 357/h)
20241030-20:49:37 nb_validated 467 model 0 (finishes Thu 02:53 -- 335/h)
20241030-20:49:52 nb_validated 498 model 4 (finishes Thu 02:26 -- 356/h)
20241030-20:49:55 nb_validated 470 model 4 (finishes Thu 02:52 -- 336/h)
20241030-20:50:10 nb_validated 499 model 2 (finishes Thu 02:27 -- 356/h)
20241030-20:50:13 nb_validated 471 model 0 (finishes Thu 02:52 -- 335/h)
20241030-20:50:27 nb_validated 502 model 2 (finishes Thu 02:26 -- 357/h)
20241030-20:50:32 nb_validated 474 model 4 (finishes Thu 02:51 -- 336/h)
20241030-20:50:45 nb_validated 502 model 4 (finishes Thu 02:27 -- 355/h)
20241030-20:50:50 nb_validated 476 model 4 (finishes Thu 02:51 -- 336/h)
20241030-20:51:03 nb_validated 504 model 2 (finishes Thu 02:27 -- 355/h)
20241030-20:51:08 nb_validated 477 model 3 (finishes Thu 02:51 -- 336/h)
20241030-20:51:21 nb_validated 505 model 2 (finishes Thu 02:28 -- 355/h)
20241030-20:51:26 nb_validated 479 model 2 (finishes Thu 02:51 -- 336/h)
20241030-20:51:39 nb_validated 508 model 1 (finishes Thu 02:27 -- 356/h)
20241030-20:51:44 nb_validated 482 model 3 (finishes Thu 02:50 -- 337/h)
20241030-20:51:57 nb_validated 513 model 3 (finishes Thu 02:24 -- 358/h)
20241030-20:52:02 nb_validated 482 model 3 (finishes Thu 02:51 -- 336/h)
20241030-20:52:16 nb_validated 516 model 4 (finishes Thu 02:23 -- 359/h)
20241030-20:52:20 nb_validated 482 model 0 (finishes Thu 02:53 -- 335/h)
20241030-20:52:34 nb_validated 519 model 0 (finishes Thu 02:22 -- 360/h)
20241030-20:52:38 nb_validated 482 model 3 (finishes Thu 02:54 -- 334/h)
20241030-20:52:52 nb_validated 520 model 3 (finishes Thu 02:23 -- 359/h)
20241030-20:52:57 nb_validated 485 model 4 (finishes Thu 02:53 -- 335/h)
20241030-20:53:10 nb_validated 523 model 4 (finishes Thu 02:22 -- 360/h)
20241030-20:53:15 nb_validated 485 model 4 (finishes Thu 02:55 -- 333/h)
20241030-20:53:28 nb_validated 523 model 2 (finishes Thu 02:23 -- 359/h)
20241030-20:53:33 nb_validated 485 model 2 (finishes Thu 02:56 -- 332/h)
20241030-20:53:46 nb_validated 524 model 0 (finishes Thu 02:24 -- 358/h)
20241030-20:53:51 nb_validated 488 model 3 (finishes Thu 02:55 -- 333/h)
20241030-20:54:04 nb_validated 527 model 1 (finishes Thu 02:23 -- 359/h)
20241030-20:54:09 nb_validated 492 model 4 (finishes Thu 02:53 -- 335/h)
20241030-20:54:22 nb_validated 528 model 0 (finishes Thu 02:24 -- 358/h)
20241030-20:54:27 nb_validated 494 model 2 (finishes Thu 02:53 -- 335/h)
20241030-20:54:40 nb_validated 533 model 3 (finishes Thu 02:21 -- 361/h)
20241030-20:54:45 nb_validated 497 model 1 (finishes Thu 02:52 -- 336/h)
20241030-20:54:58 nb_validated 537 model 3 (finishes Thu 02:19 -- 362/h)
20241030-20:55:03 nb_validated 499 model 0 (finishes Thu 02:51 -- 336/h)
20241030-20:55:16 nb_validated 537 model 0 (finishes Thu 02:21 -- 361/h)
20241030-20:55:21 nb_validated 501 model 2 (finishes Thu 02:51 -- 336/h)
20241030-20:55:34 nb_validated 537 model 2 (finishes Thu 02:22 -- 360/h)
20241030-20:55:38 nb_validated 504 model 3 (finishes Thu 02:50 -- 337/h)
20241030-20:55:52 nb_validated 539 model 4 (finishes Thu 02:22 -- 360/h)
20241030-20:55:56 nb_validated 505 model 3 (finishes Thu 02:50 -- 337/h)
20241030-20:56:10 nb_validated 541 model 4 (finishes Thu 02:22 -- 360/h)
20241030-20:56:14 nb_validated 506 model 3 (finishes Thu 02:51 -- 336/h)
20241030-20:56:27 nb_validated 541 model 2 (finishes Thu 02:23 -- 359/h)
20241030-20:56:32 nb_validated 507 model 3 (finishes Thu 02:52 -- 336/h)
20241030-20:56:45 nb_validated 543 model 2 (finishes Thu 02:23 -- 359/h)
20241030-20:56:50 nb_validated 508 model 1 (finishes Thu 02:52 -- 335/h)
20241030-20:57:04 nb_validated 545 model 1 (finishes Thu 02:23 -- 359/h)
20241030-20:57:08 nb_validated 509 model 3 (finishes Thu 02:53 -- 335/h)
20241030-20:57:22 nb_validated 546 model 1 (finishes Thu 02:24 -- 358/h)
20241030-20:57:26 nb_validated 513 model 2 (finishes Thu 02:51 -- 336/h)
20241030-20:57:40 nb_validated 549 model 3 (finishes Thu 02:23 -- 359/h)
20241030-20:57:44 nb_validated 515 model 1 (finishes Thu 02:50 -- 337/h)
20241030-20:57:58 nb_validated 549 model 2 (finishes Thu 02:24 -- 358/h)
20241030-20:58:02 nb_validated 517 model 0 (finishes Thu 02:50 -- 337/h)
20241030-20:58:16 nb_validated 550 model 1 (finishes Thu 02:25 -- 357/h)
20241030-20:58:20 nb_validated 517 model 1 (finishes Thu 02:52 -- 336/h)
20241030-20:58:34 nb_validated 554 model 1 (finishes Thu 02:23 -- 359/h)
20241030-20:58:38 nb_validated 519 model 2 (finishes Thu 02:51 -- 336/h)
20241030-20:58:52 nb_validated 554 model 2 (finishes Thu 02:24 -- 358/h)
20241030-20:58:56 nb_validated 521 model 1 (finishes Thu 02:51 -- 336/h)
20241030-20:59:11 nb_validated 556 model 0 (finishes Thu 02:24 -- 358/h)
20241030-20:59:14 nb_validated 522 model 2 (finishes Thu 02:52 -- 336/h)
20241030-20:59:28 nb_validated 556 model 0 (finishes Thu 02:25 -- 357/h)
20241030-20:59:31 nb_validated 523 model 2 (finishes Thu 02:52 -- 335/h)
20241030-20:59:47 nb_validated 559 model 3 (finishes Thu 02:25 -- 357/h)
20241030-20:59:49 nb_validated 523 model 2 (finishes Thu 02:54 -- 334/h)
20241030-21:00:06 nb_validated 565 model 4 (finishes Thu 02:22 -- 360/h)
20241030-21:00:07 nb_validated 523 model 1 (finishes Thu 02:55 -- 333/h)
20241030-21:00:23 nb_validated 565 model 2 (finishes Thu 02:23 -- 359/h)
20241030-21:00:26 nb_validated 523 model 3 (finishes Thu 02:57 -- 332/h)
20241030-21:00:41 nb_validated 567 model 3 (finishes Thu 02:23 -- 359/h)
20241030-21:00:44 nb_validated 526 model 3 (finishes Thu 02:55 -- 333/h)
20241030-21:00:59 nb_validated 570 model 4 (finishes Thu 02:22 -- 360/h)
20241030-21:01:02 nb_validated 527 model 2 (finishes Thu 02:56 -- 333/h)
20241030-21:01:17 nb_validated 571 model 1 (finishes Thu 02:22 -- 359/h)
20241030-21:01:20 nb_validated 527 model 4 (finishes Thu 02:57 -- 331/h)
20241030-21:01:35 nb_validated 575 model 1 (finishes Thu 02:21 -- 361/h)
20241030-21:01:38 nb_validated 529 model 3 (finishes Thu 02:57 -- 332/h)
20241030-21:01:53 nb_validated 579 model 4 (finishes Thu 02:19 -- 362/h)
20241030-21:01:57 nb_validated 533 model 3 (finishes Thu 02:55 -- 333/h)
20241030-21:02:11 nb_validated 581 model 3 (finishes Thu 02:19 -- 362/h)
20241030-21:02:15 nb_validated 538 model 4 (finishes Thu 02:52 -- 335/h)
20241030-21:02:29 nb_validated 582 model 1 (finishes Thu 02:20 -- 362/h)
20241030-21:02:33 nb_validated 539 model 1 (finishes Thu 02:53 -- 335/h)
20241030-21:02:47 nb_validated 583 model 1 (finishes Thu 02:20 -- 361/h)
20241030-21:02:51 nb_validated 542 model 0 (finishes Thu 02:52 -- 336/h)
20241030-21:03:06 nb_validated 585 model 4 (finishes Thu 02:20 -- 361/h)
20241030-21:03:10 nb_validated 545 model 1 (finishes Thu 02:51 -- 336/h)
20241030-21:03:24 nb_validated 587 model 4 (finishes Thu 02:20 -- 361/h)
20241030-21:03:28 nb_validated 547 model 4 (finishes Thu 02:51 -- 337/h)
20241030-21:03:43 nb_validated 590 model 2 (finishes Thu 02:19 -- 362/h)
20241030-21:03:46 nb_validated 548 model 3 (finishes Thu 02:51 -- 336/h)
20241030-21:04:01 nb_validated 591 model 1 (finishes Thu 02:20 -- 362/h)
20241030-21:04:04 nb_validated 549 model 1 (finishes Thu 02:52 -- 336/h)
20241030-21:04:19 nb_validated 593 model 4 (finishes Thu 02:20 -- 362/h)
20241030-21:04:22 nb_validated 552 model 0 (finishes Thu 02:51 -- 337/h)
20241030-21:04:37 nb_validated 597 model 1 (finishes Thu 02:18 -- 363/h)
20241030-21:04:39 nb_validated 552 model 3 (finishes Thu 02:52 -- 336/h)
20241030-21:04:55 nb_validated 598 model 1 (finishes Thu 02:19 -- 363/h)
20241030-21:04:57 nb_validated 553 model 2 (finishes Thu 02:53 -- 335/h)
20241030-21:05:13 nb_validated 600 model 0 (finishes Thu 02:19 -- 363/h)
20241030-21:05:15 nb_validated 555 model 3 (finishes Thu 02:52 -- 335/h)
20241030-21:05:31 nb_validated 601 model 3 (finishes Thu 02:19 -- 362/h)
20241030-21:05:33 nb_validated 558 model 2 (finishes Thu 02:51 -- 336/h)
20241030-21:05:48 nb_validated 601 model 0 (finishes Thu 02:20 -- 361/h)
20241030-21:05:51 nb_validated 559 model 4 (finishes Thu 02:52 -- 336/h)
20241030-21:06:07 nb_validated 604 model 4 (finishes Thu 02:20 -- 362/h)
20241030-21:06:09 nb_validated 562 model 1 (finishes Thu 02:51 -- 336/h)
20241030-21:06:25 nb_validated 606 model 3 (finishes Thu 02:19 -- 362/h)
20241030-21:06:27 nb_validated 564 model 2 (finishes Thu 02:50 -- 337/h)
20241030-21:06:43 nb_validated 608 model 0 (finishes Thu 02:19 -- 362/h)
20241030-21:06:45 nb_validated 569 model 3 (finishes Thu 02:48 -- 339/h)
20241030-21:07:01 nb_validated 610 model 0 (finishes Thu 02:19 -- 362/h)
20241030-21:07:03 nb_validated 575 model 1 (finishes Thu 02:45 -- 341/h)
20241030-21:07:19 nb_validated 613 model 3 (finishes Thu 02:18 -- 363/h)
20241030-21:07:21 nb_validated 576 model 4 (finishes Thu 02:45 -- 341/h)
20241030-21:07:37 nb_validated 614 model 3 (finishes Thu 02:19 -- 362/h)
20241030-21:07:39 nb_validated 577 model 3 (finishes Thu 02:46 -- 340/h)
20241030-21:07:55 nb_validated 615 model 1 (finishes Thu 02:20 -- 362/h)
20241030-21:07:57 nb_validated 578 model 2 (finishes Thu 02:46 -- 340/h)
20241030-21:08:14 nb_validated 617 model 0 (finishes Thu 02:19 -- 362/h)
20241030-21:08:16 nb_validated 578 model 4 (finishes Thu 02:48 -- 339/h)
20241030-21:08:32 nb_validated 621 model 1 (finishes Thu 02:18 -- 363/h)
20241030-21:08:34 nb_validated 580 model 0 (finishes Thu 02:47 -- 339/h)
20241030-21:08:50 nb_validated 624 model 1 (finishes Thu 02:17 -- 364/h)
20241030-21:08:52 nb_validated 582 model 1 (finishes Thu 02:47 -- 339/h)
20241030-21:09:08 nb_validated 625 model 1 (finishes Thu 02:18 -- 363/h)
20241030-21:09:09 nb_validated 582 model 2 (finishes Thu 02:48 -- 338/h)
20241030-21:09:26 nb_validated 626 model 1 (finishes Thu 02:18 -- 363/h)
20241030-21:09:28 nb_validated 583 model 4 (finishes Thu 02:49 -- 338/h)
20241030-21:09:44 nb_validated 627 model 3 (finishes Thu 02:19 -- 362/h)
20241030-21:09:46 nb_validated 585 model 3 (finishes Thu 02:49 -- 338/h)
20241030-21:10:03 nb_validated 630 model 4 (finishes Thu 02:18 -- 363/h)
20241030-21:10:04 nb_validated 586 model 2 (finishes Thu 02:49 -- 338/h)
20241030-21:10:20 nb_validated 633 model 2 (finishes Thu 02:17 -- 364/h)
20241030-21:10:21 nb_validated 587 model 0 (finishes Thu 02:50 -- 337/h)
20241030-21:10:38 nb_validated 634 model 3 (finishes Thu 02:18 -- 363/h)
20241030-21:10:40 nb_validated 588 model 0 (finishes Thu 02:50 -- 337/h)
20241030-21:10:56 nb_validated 636 model 2 (finishes Thu 02:18 -- 363/h)
20241030-21:10:58 nb_validated 593 model 1 (finishes Thu 02:48 -- 339/h)
20241030-21:11:14 nb_validated 638 model 2 (finishes Thu 02:18 -- 364/h)
20241030-21:11:16 nb_validated 597 model 1 (finishes Thu 02:46 -- 340/h)
20241030-21:11:32 nb_validated 638 model 3 (finishes Thu 02:19 -- 363/h)
20241030-21:11:34 nb_validated 600 model 0 (finishes Thu 02:45 -- 341/h)
20241030-21:11:50 nb_validated 641 model 0 (finishes Thu 02:18 -- 363/h)
20241030-21:11:52 nb_validated 603 model 0 (finishes Thu 02:44 -- 342/h)
20241030-21:12:08 nb_validated 643 model 1 (finishes Thu 02:18 -- 363/h)
20241030-21:12:11 nb_validated 606 model 4 (finishes Thu 02:43 -- 342/h)
20241030-21:12:26 nb_validated 648 model 1 (finishes Thu 02:16 -- 365/h)
20241030-21:12:29 nb_validated 610 model 3 (finishes Thu 02:42 -- 344/h)
20241030-21:12:44 nb_validated 650 model 1 (finishes Thu 02:16 -- 365/h)
20241030-21:12:47 nb_validated 610 model 2 (finishes Thu 02:43 -- 343/h)
20241030-21:13:03 nb_validated 650 model 1 (finishes Thu 02:17 -- 364/h)
20241030-21:13:05 nb_validated 611 model 2 (finishes Thu 02:43 -- 342/h)
20241030-21:13:20 nb_validated 650 model 2 (finishes Thu 02:18 -- 363/h)
20241030-21:13:23 nb_validated 615 model 0 (finishes Thu 02:42 -- 343/h)
20241030-21:13:39 nb_validated 652 model 3 (finishes Thu 02:18 -- 363/h)
20241030-21:13:41 nb_validated 619 model 2 (finishes Thu 02:40 -- 345/h)
20241030-21:13:57 nb_validated 655 model 3 (finishes Thu 02:17 -- 364/h)
20241030-21:13:59 nb_validated 620 model 3 (finishes Thu 02:41 -- 344/h)
20241030-21:14:15 nb_validated 656 model 2 (finishes Thu 02:18 -- 363/h)
20241030-21:14:17 nb_validated 621 model 4 (finishes Thu 02:41 -- 344/h)
20241030-21:14:33 nb_validated 657 model 3 (finishes Thu 02:18 -- 363/h)
20241030-21:14:35 nb_validated 623 model 3 (finishes Thu 02:41 -- 344/h)
20241030-21:14:51 nb_validated 661 model 0 (finishes Thu 02:17 -- 364/h)
20241030-21:14:53 nb_validated 625 model 4 (finishes Thu 02:41 -- 344/h)
20241030-21:15:09 nb_validated 662 model 1 (finishes Thu 02:17 -- 364/h)
20241030-21:15:12 nb_validated 628 model 2 (finishes Thu 02:40 -- 345/h)
20241030-21:15:27 nb_validated 665 model 2 (finishes Thu 02:17 -- 364/h)
20241030-21:15:30 nb_validated 629 model 1 (finishes Thu 02:40 -- 344/h)
20241030-21:15:45 nb_validated 666 model 4 (finishes Thu 02:17 -- 364/h)
20241030-21:15:49 nb_validated 631 model 1 (finishes Thu 02:40 -- 345/h)
20241030-21:16:02 nb_validated 666 model 0 (finishes Thu 02:18 -- 363/h)
20241030-21:16:06 nb_validated 633 model 2 (finishes Thu 02:40 -- 345/h)
20241030-21:16:21 nb_validated 668 model 1 (finishes Thu 02:18 -- 363/h)
20241030-21:16:24 nb_validated 634 model 3 (finishes Thu 02:41 -- 344/h)
20241030-21:16:39 nb_validated 668 model 1 (finishes Thu 02:19 -- 362/h)
20241030-21:16:43 nb_validated 637 model 4 (finishes Thu 02:40 -- 345/h)
20241030-21:16:57 nb_validated 670 model 0 (finishes Thu 02:19 -- 362/h)
20241030-21:17:01 nb_validated 637 model 1 (finishes Thu 02:41 -- 344/h)
20241030-21:17:15 nb_validated 672 model 0 (finishes Thu 02:19 -- 362/h)
20241030-21:17:18 nb_validated 637 model 2 (finishes Thu 02:42 -- 343/h)
20241030-21:17:33 nb_validated 672 model 0 (finishes Thu 02:20 -- 361/h)
20241030-21:17:36 nb_validated 637 model 4 (finishes Thu 02:43 -- 342/h)
20241030-21:17:51 nb_validated 674 model 3 (finishes Thu 02:20 -- 361/h)
20241030-21:17:54 nb_validated 640 model 2 (finishes Thu 02:42 -- 343/h)
20241030-21:18:09 nb_validated 675 model 2 (finishes Thu 02:21 -- 361/h)
20241030-21:18:12 nb_validated 643 model 1 (finishes Thu 02:42 -- 344/h)
20241030-21:18:27 nb_validated 676 model 2 (finishes Thu 02:21 -- 360/h)
20241030-21:18:30 nb_validated 646 model 3 (finishes Thu 02:41 -- 344/h)
20241030-21:18:45 nb_validated 680 model 4 (finishes Thu 02:20 -- 362/h)
20241030-21:18:48 nb_validated 646 model 3 (finishes Thu 02:42 -- 343/h)
20241030-21:19:04 nb_validated 682 model 4 (finishes Thu 02:20 -- 362/h)
20241030-21:19:06 nb_validated 649 model 2 (finishes Thu 02:41 -- 344/h)
20241030-21:19:23 nb_validated 683 model 4 (finishes Thu 02:20 -- 361/h)
20241030-21:19:24 nb_validated 653 model 0 (finishes Thu 02:39 -- 345/h)
20241030-21:19:41 nb_validated 684 model 1 (finishes Thu 02:21 -- 361/h)
20241030-21:19:42 nb_validated 653 model 2 (finishes Thu 02:41 -- 344/h)
20241030-21:19:59 nb_validated 686 model 4 (finishes Thu 02:21 -- 361/h)
20241030-21:20:00 nb_validated 653 model 2 (finishes Thu 02:42 -- 343/h)
20241030-21:20:17 nb_validated 688 model 0 (finishes Thu 02:21 -- 361/h)
20241030-21:20:18 nb_validated 657 model 0 (finishes Thu 02:40 -- 345/h)
20241030-21:20:36 nb_validated 691 model 1 (finishes Thu 02:20 -- 362/h)
20241030-21:20:36 nb_validated 658 model 4 (finishes Thu 02:41 -- 344/h)
20241030-21:20:54 nb_validated 693 model 0 (finishes Thu 02:20 -- 362/h)
20241030-21:20:54 nb_validated 658 model 4 (finishes Thu 02:42 -- 343/h)
20241030-21:21:12 nb_validated 697 model 4 (finishes Thu 02:18 -- 363/h)
20241030-21:21:12 nb_validated 659 model 2 (finishes Thu 02:42 -- 343/h)
20241030-21:21:30 nb_validated 698 model 0 (finishes Thu 02:19 -- 362/h)
20241030-21:21:30 nb_validated 659 model 0 (finishes Thu 02:43 -- 342/h)
20241030-21:21:48 nb_validated 701 model 3 (finishes Thu 02:18 -- 363/h)
20241030-21:21:48 nb_validated 660 model 1 (finishes Thu 02:44 -- 342/h)
20241030-21:22:05 nb_validated 701 model 3 (finishes Thu 02:19 -- 362/h)
20241030-21:22:06 nb_validated 662 model 3 (finishes Thu 02:44 -- 342/h)
20241030-21:22:24 nb_validated 704 model 1 (finishes Thu 02:19 -- 363/h)
20241030-21:22:24 nb_validated 663 model 2 (finishes Thu 02:44 -- 342/h)
20241030-21:22:42 nb_validated 664 model 3 (finishes Thu 02:45 -- 341/h)
20241030-21:22:42 nb_validated 707 model 1 (finishes Thu 02:18 -- 363/h)
20241030-21:23:00 nb_validated 666 model 1 (finishes Thu 02:44 -- 341/h)
20241030-21:23:01 nb_validated 709 model 4 (finishes Thu 02:18 -- 363/h)
20241030-21:23:18 nb_validated 668 model 3 (finishes Thu 02:44 -- 341/h)
20241030-21:23:19 nb_validated 710 model 3 (finishes Thu 02:18 -- 363/h)
20241030-21:23:36 nb_validated 669 model 3 (finishes Thu 02:45 -- 341/h)
20241030-21:23:36 nb_validated 714 model 0 (finishes Thu 02:17 -- 364/h)
20241030-21:23:54 nb_validated 670 model 1 (finishes Thu 02:45 -- 341/h)
20241030-21:23:55 nb_validated 716 model 4 (finishes Thu 02:17 -- 364/h)
20241030-21:24:12 nb_validated 671 model 2 (finishes Thu 02:46 -- 340/h)
20241030-21:24:13 nb_validated 718 model 3 (finishes Thu 02:17 -- 364/h)
20241030-21:24:30 nb_validated 672 model 1 (finishes Thu 02:46 -- 340/h)
20241030-21:24:31 nb_validated 719 model 2 (finishes Thu 02:17 -- 364/h)
20241030-21:24:48 nb_validated 673 model 3 (finishes Thu 02:47 -- 340/h)
20241030-21:24:49 nb_validated 723 model 0 (finishes Thu 02:16 -- 365/h)
20241030-21:25:06 nb_validated 676 model 3 (finishes Thu 02:46 -- 340/h)
20241030-21:25:07 nb_validated 728 model 4 (finishes Thu 02:14 -- 366/h)
20241030-21:25:24 nb_validated 680 model 4 (finishes Thu 02:44 -- 341/h)
20241030-21:25:25 nb_validated 732 model 4 (finishes Thu 02:13 -- 368/h)
20241030-21:25:42 nb_validated 681 model 0 (finishes Thu 02:45 -- 341/h)
20241030-21:25:43 nb_validated 734 model 2 (finishes Thu 02:13 -- 368/h)
20241030-21:26:00 nb_validated 681 model 0 (finishes Thu 02:46 -- 340/h)
20241030-21:26:02 nb_validated 739 model 4 (finishes Thu 02:11 -- 369/h)
20241030-21:26:18 nb_validated 684 model 3 (finishes Thu 02:45 -- 341/h)
20241030-21:26:20 nb_validated 740 model 1 (finishes Thu 02:12 -- 369/h)
20241030-21:26:36 nb_validated 686 model 0 (finishes Thu 02:45 -- 341/h)
20241030-21:26:38 nb_validated 742 model 0 (finishes Thu 02:12 -- 369/h)
20241030-21:26:54 nb_validated 690 model 3 (finishes Thu 02:43 -- 342/h)
20241030-21:26:56 nb_validated 744 model 0 (finishes Thu 02:12 -- 369/h)
20241030-21:27:11 nb_validated 691 model 2 (finishes Thu 02:44 -- 342/h)
20241030-21:27:14 nb_validated 747 model 1 (finishes Thu 02:11 -- 369/h)
20241030-21:27:29 nb_validated 693 model 0 (finishes Thu 02:44 -- 342/h)
20241030-21:27:32 nb_validated 747 model 3 (finishes Thu 02:12 -- 369/h)
20241030-21:27:47 nb_validated 695 model 2 (finishes Thu 02:43 -- 342/h)
20241030-21:27:50 nb_validated 748 model 0 (finishes Thu 02:12 -- 368/h)
20241030-21:28:05 nb_validated 697 model 0 (finishes Thu 02:43 -- 342/h)
20241030-21:28:08 nb_validated 750 model 1 (finishes Thu 02:12 -- 368/h)
20241030-21:28:23 nb_validated 700 model 4 (finishes Thu 02:42 -- 343/h)
20241030-21:28:26 nb_validated 751 model 3 (finishes Thu 02:13 -- 368/h)
20241030-21:28:41 nb_validated 700 model 3 (finishes Thu 02:43 -- 342/h)
20241030-21:28:45 nb_validated 752 model 1 (finishes Thu 02:13 -- 367/h)
20241030-21:28:59 nb_validated 700 model 2 (finishes Thu 02:45 -- 341/h)
20241030-21:29:03 nb_validated 754 model 0 (finishes Thu 02:13 -- 367/h)
20241030-21:29:17 nb_validated 701 model 0 (finishes Thu 02:45 -- 341/h)
20241030-21:29:20 nb_validated 755 model 2 (finishes Thu 02:14 -- 367/h)
20241030-21:29:35 nb_validated 702 model 0 (finishes Thu 02:45 -- 341/h)
20241030-21:29:38 nb_validated 758 model 1 (finishes Thu 02:13 -- 368/h)
20241030-21:29:53 nb_validated 706 model 0 (finishes Thu 02:44 -- 342/h)
20241030-21:29:56 nb_validated 758 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:30:12 nb_validated 710 model 4 (finishes Thu 02:43 -- 343/h)
20241030-21:30:15 nb_validated 762 model 3 (finishes Thu 02:13 -- 368/h)
20241030-21:30:30 nb_validated 711 model 3 (finishes Thu 02:43 -- 342/h)
20241030-21:30:33 nb_validated 764 model 0 (finishes Thu 02:13 -- 368/h)
20241030-21:30:48 nb_validated 711 model 1 (finishes Thu 02:44 -- 342/h)
20241030-21:30:51 nb_validated 766 model 1 (finishes Thu 02:13 -- 368/h)
20241030-21:31:05 nb_validated 713 model 2 (finishes Thu 02:44 -- 342/h)
20241030-21:31:09 nb_validated 768 model 2 (finishes Thu 02:13 -- 368/h)
20241030-21:31:23 nb_validated 715 model 3 (finishes Thu 02:44 -- 342/h)
20241030-21:31:27 nb_validated 770 model 4 (finishes Thu 02:13 -- 368/h)
20241030-21:31:41 nb_validated 718 model 0 (finishes Thu 02:43 -- 343/h)
20241030-21:31:45 nb_validated 771 model 0 (finishes Thu 02:13 -- 368/h)
20241030-21:31:59 nb_validated 720 model 3 (finishes Thu 02:43 -- 343/h)
20241030-21:32:03 nb_validated 772 model 3 (finishes Thu 02:14 -- 367/h)
20241030-21:32:17 nb_validated 722 model 3 (finishes Thu 02:43 -- 343/h)
20241030-21:32:21 nb_validated 774 model 3 (finishes Thu 02:13 -- 367/h)
20241030-21:32:35 nb_validated 723 model 3 (finishes Thu 02:43 -- 342/h)
20241030-21:32:40 nb_validated 775 model 4 (finishes Thu 02:14 -- 367/h)
20241030-21:32:53 nb_validated 728 model 1 (finishes Thu 02:41 -- 344/h)
20241030-21:32:58 nb_validated 775 model 2 (finishes Thu 02:15 -- 366/h)
20241030-21:33:11 nb_validated 730 model 2 (finishes Thu 02:41 -- 344/h)
20241030-21:33:16 nb_validated 777 model 2 (finishes Thu 02:15 -- 366/h)
20241030-21:33:30 nb_validated 734 model 0 (finishes Thu 02:40 -- 345/h)
20241030-21:33:34 nb_validated 781 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:33:48 nb_validated 738 model 1 (finishes Thu 02:38 -- 346/h)
20241030-21:33:53 nb_validated 782 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:34:06 nb_validated 740 model 3 (finishes Thu 02:38 -- 346/h)
20241030-21:34:11 nb_validated 785 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:34:24 nb_validated 741 model 4 (finishes Thu 02:39 -- 346/h)
20241030-21:34:29 nb_validated 786 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:34:42 nb_validated 742 model 2 (finishes Thu 02:39 -- 346/h)
20241030-21:34:47 nb_validated 787 model 4 (finishes Thu 02:14 -- 366/h)
20241030-21:35:00 nb_validated 744 model 2 (finishes Thu 02:39 -- 346/h)
20241030-21:35:06 nb_validated 787 model 4 (finishes Thu 02:15 -- 366/h)
20241030-21:35:18 nb_validated 746 model 1 (finishes Thu 02:39 -- 346/h)
20241030-21:35:24 nb_validated 788 model 1 (finishes Thu 02:16 -- 365/h)
20241030-21:35:36 nb_validated 747 model 3 (finishes Thu 02:39 -- 346/h)
20241030-21:35:43 nb_validated 790 model 4 (finishes Thu 02:16 -- 365/h)
20241030-21:35:54 nb_validated 749 model 3 (finishes Thu 02:39 -- 346/h)
20241030-21:36:01 nb_validated 793 model 0 (finishes Thu 02:15 -- 366/h)
20241030-21:36:12 nb_validated 751 model 4 (finishes Thu 02:39 -- 346/h)
20241030-21:36:19 nb_validated 795 model 4 (finishes Thu 02:15 -- 366/h)
20241030-21:36:31 nb_validated 757 model 1 (finishes Thu 02:36 -- 348/h)
20241030-21:36:37 nb_validated 795 model 3 (finishes Thu 02:16 -- 365/h)
20241030-21:36:49 nb_validated 759 model 0 (finishes Thu 02:36 -- 348/h)
20241030-21:36:55 nb_validated 797 model 2 (finishes Thu 02:16 -- 365/h)
20241030-21:37:07 nb_validated 760 model 1 (finishes Thu 02:37 -- 348/h)
20241030-21:37:13 nb_validated 798 model 3 (finishes Thu 02:16 -- 365/h)
20241030-21:37:25 nb_validated 761 model 0 (finishes Thu 02:37 -- 347/h)
20241030-21:37:31 nb_validated 801 model 1 (finishes Thu 02:16 -- 365/h)
20241030-21:37:43 nb_validated 764 model 4 (finishes Thu 02:36 -- 348/h)
20241030-21:37:49 nb_validated 803 model 1 (finishes Thu 02:16 -- 365/h)
20241030-21:38:02 nb_validated 764 model 4 (finishes Thu 02:37 -- 347/h)
20241030-21:38:08 nb_validated 805 model 4 (finishes Thu 02:16 -- 365/h)
20241030-21:38:20 nb_validated 765 model 2 (finishes Thu 02:38 -- 347/h)
20241030-21:38:26 nb_validated 808 model 4 (finishes Thu 02:15 -- 366/h)
20241030-21:38:38 nb_validated 765 model 0 (finishes Thu 02:39 -- 346/h)
20241030-21:38:45 nb_validated 808 model 4 (finishes Thu 02:16 -- 365/h)
20241030-21:38:57 nb_validated 767 model 4 (finishes Thu 02:39 -- 346/h)
20241030-21:39:02 nb_validated 810 model 0 (finishes Thu 02:16 -- 365/h)
20241030-21:39:14 nb_validated 767 model 1 (finishes Thu 02:40 -- 345/h)
20241030-21:39:21 nb_validated 815 model 4 (finishes Thu 02:14 -- 366/h)
20241030-21:39:33 nb_validated 771 model 1 (finishes Thu 02:38 -- 346/h)
20241030-21:39:39 nb_validated 816 model 2 (finishes Thu 02:15 -- 366/h)
20241030-21:39:51 nb_validated 775 model 3 (finishes Thu 02:37 -- 347/h)
20241030-21:39:57 nb_validated 816 model 1 (finishes Thu 02:16 -- 365/h)
20241030-21:40:09 nb_validated 775 model 0 (finishes Thu 02:38 -- 346/h)
20241030-21:40:14 nb_validated 818 model 2 (finishes Thu 02:16 -- 365/h)
20241030-21:40:26 nb_validated 776 model 3 (finishes Thu 02:38 -- 346/h)
20241030-21:40:33 nb_validated 821 model 4 (finishes Thu 02:15 -- 366/h)
20241030-21:40:44 nb_validated 778 model 0 (finishes Thu 02:38 -- 346/h)
20241030-21:40:51 nb_validated 823 model 3 (finishes Thu 02:15 -- 366/h)
20241030-21:41:03 nb_validated 780 model 4 (finishes Thu 02:38 -- 346/h)
20241030-21:41:08 nb_validated 824 model 2 (finishes Thu 02:15 -- 366/h)
20241030-21:41:21 nb_validated 783 model 3 (finishes Thu 02:37 -- 347/h)
20241030-21:41:27 nb_validated 828 model 4 (finishes Thu 02:14 -- 367/h)
20241030-21:41:39 nb_validated 786 model 1 (finishes Thu 02:37 -- 347/h)
20241030-21:41:45 nb_validated 828 model 3 (finishes Thu 02:15 -- 366/h)
20241030-21:41:57 nb_validated 788 model 0 (finishes Thu 02:37 -- 348/h)
20241030-21:42:03 nb_validated 832 model 0 (finishes Thu 02:14 -- 367/h)
20241030-21:42:14 nb_validated 792 model 2 (finishes Thu 02:35 -- 349/h)
20241030-21:42:21 nb_validated 840 model 0 (finishes Thu 02:11 -- 369/h)
20241030-21:42:33 nb_validated 792 model 0 (finishes Thu 02:36 -- 348/h)
20241030-21:42:39 nb_validated 841 model 0 (finishes Thu 02:12 -- 369/h)
20241030-21:42:51 nb_validated 793 model 1 (finishes Thu 02:37 -- 347/h)
20241030-21:42:57 nb_validated 842 model 2 (finishes Thu 02:12 -- 369/h)
20241030-21:43:09 nb_validated 794 model 4 (finishes Thu 02:37 -- 347/h)
20241030-21:43:16 nb_validated 843 model 4 (finishes Thu 02:12 -- 368/h)
20241030-21:43:28 nb_validated 797 model 4 (finishes Thu 02:37 -- 348/h)
20241030-21:43:34 nb_validated 846 model 0 (finishes Thu 02:12 -- 369/h)
20241030-21:43:46 nb_validated 799 model 2 (finishes Thu 02:36 -- 348/h)
20241030-21:43:52 nb_validated 847 model 1 (finishes Thu 02:12 -- 368/h)
20241030-21:44:04 nb_validated 800 model 3 (finishes Thu 02:37 -- 347/h)
20241030-21:44:10 nb_validated 849 model 1 (finishes Thu 02:12 -- 368/h)
20241030-21:44:21 nb_validated 802 model 2 (finishes Thu 02:37 -- 348/h)
20241030-21:44:29 nb_validated 851 model 0 (finishes Thu 02:12 -- 368/h)
20241030-21:44:40 nb_validated 805 model 1 (finishes Thu 02:36 -- 348/h)
20241030-21:44:47 nb_validated 853 model 1 (finishes Thu 02:12 -- 369/h)
20241030-21:44:58 nb_validated 805 model 2 (finishes Thu 02:37 -- 347/h)
20241030-21:45:05 nb_validated 857 model 2 (finishes Thu 02:11 -- 369/h)
20241030-21:45:16 nb_validated 807 model 0 (finishes Thu 02:37 -- 347/h)
20241030-21:45:22 nb_validated 858 model 2 (finishes Thu 02:11 -- 369/h)
20241030-21:45:33 nb_validated 810 model 2 (finishes Thu 02:36 -- 348/h)
20241030-21:45:40 nb_validated 859 model 1 (finishes Thu 02:12 -- 369/h)
20241030-21:45:52 nb_validated 811 model 4 (finishes Thu 02:36 -- 348/h)
20241030-21:45:59 nb_validated 861 model 1 (finishes Thu 02:12 -- 369/h)
20241030-21:46:10 nb_validated 811 model 0 (finishes Thu 02:37 -- 347/h)
20241030-21:46:17 nb_validated 863 model 3 (finishes Thu 02:12 -- 369/h)
20241030-21:46:28 nb_validated 813 model 0 (finishes Thu 02:37 -- 347/h)
20241030-21:46:35 nb_validated 864 model 2 (finishes Thu 02:12 -- 368/h)
20241030-21:46:46 nb_validated 814 model 1 (finishes Thu 02:38 -- 347/h)
20241030-21:46:53 nb_validated 864 model 2 (finishes Thu 02:13 -- 368/h)
20241030-21:47:04 nb_validated 815 model 4 (finishes Thu 02:38 -- 346/h)
20241030-21:47:11 nb_validated 864 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:47:22 nb_validated 815 model 1 (finishes Thu 02:39 -- 346/h)
20241030-21:47:29 nb_validated 867 model 1 (finishes Thu 02:13 -- 367/h)
20241030-21:47:41 nb_validated 819 model 1 (finishes Thu 02:38 -- 347/h)
20241030-21:47:47 nb_validated 867 model 3 (finishes Thu 02:14 -- 367/h)
20241030-21:47:59 nb_validated 822 model 3 (finishes Thu 02:37 -- 347/h)
20241030-21:48:05 nb_validated 868 model 2 (finishes Thu 02:15 -- 366/h)
20241030-21:48:16 nb_validated 822 model 3 (finishes Thu 02:38 -- 346/h)
20241030-21:48:23 nb_validated 870 model 1 (finishes Thu 02:14 -- 366/h)
20241030-21:48:34 nb_validated 823 model 0 (finishes Thu 02:38 -- 346/h)
20241030-21:48:41 nb_validated 871 model 2 (finishes Thu 02:15 -- 366/h)
20241030-21:48:52 nb_validated 826 model 2 (finishes Thu 02:38 -- 347/h)
20241030-21:48:59 nb_validated 878 model 0 (finishes Thu 02:12 -- 368/h)
20241030-21:49:10 nb_validated 826 model 2 (finishes Thu 02:39 -- 346/h)
20241030-21:49:17 nb_validated 878 model 3 (finishes Thu 02:13 -- 367/h)
20241030-21:49:29 nb_validated 830 model 4 (finishes Thu 02:37 -- 347/h)
20241030-21:49:34 nb_validated 881 model 0 (finishes Thu 02:13 -- 368/h)
20241030-21:49:47 nb_validated 831 model 1 (finishes Thu 02:38 -- 346/h)
20241030-21:49:52 nb_validated 882 model 2 (finishes Thu 02:13 -- 368/h)
20241030-21:50:05 nb_validated 833 model 1 (finishes Thu 02:38 -- 347/h)
20241030-21:50:10 nb_validated 883 model 2 (finishes Thu 02:14 -- 367/h)
20241030-21:50:23 nb_validated 838 model 1 (finishes Thu 02:36 -- 348/h)
20241030-21:50:28 nb_validated 883 model 3 (finishes Thu 02:14 -- 366/h)
20241030-21:50:41 nb_validated 840 model 3 (finishes Thu 02:36 -- 348/h)
20241030-21:50:46 nb_validated 885 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:51:00 nb_validated 840 model 4 (finishes Thu 02:37 -- 347/h)
20241030-21:51:04 nb_validated 887 model 0 (finishes Thu 02:14 -- 367/h)
20241030-21:51:18 nb_validated 841 model 4 (finishes Thu 02:37 -- 347/h)
20241030-21:51:23 nb_validated 887 model 4 (finishes Thu 02:15 -- 366/h)
20241030-21:51:37 nb_validated 844 model 1 (finishes Thu 02:37 -- 347/h)
20241030-21:51:41 nb_validated 887 model 0 (finishes Thu 02:16 -- 365/h)
20241030-21:51:55 nb_validated 844 model 1 (finishes Thu 02:38 -- 347/h)
20241030-21:51:59 nb_validated 889 model 3 (finishes Thu 02:16 -- 365/h)
20241030-21:52:13 nb_validated 846 model 1 (finishes Thu 02:37 -- 347/h)
20241030-21:52:17 nb_validated 892 model 1 (finishes Thu 02:15 -- 366/h)
20241030-21:52:31 nb_validated 848 model 0 (finishes Thu 02:37 -- 347/h)
20241030-21:52:35 nb_validated 894 model 2 (finishes Thu 02:15 -- 366/h)
20241030-21:52:49 nb_validated 849 model 3 (finishes Thu 02:38 -- 347/h)
20241030-21:52:53 nb_validated 895 model 1 (finishes Thu 02:16 -- 365/h)
20241030-21:53:07 nb_validated 851 model 3 (finishes Thu 02:38 -- 347/h)
20241030-21:53:11 nb_validated 896 model 2 (finishes Thu 02:16 -- 365/h)
20241030-21:53:25 nb_validated 852 model 2 (finishes Thu 02:38 -- 346/h)
20241030-21:53:29 nb_validated 897 model 3 (finishes Thu 02:16 -- 365/h)
20241030-21:53:43 nb_validated 852 model 2 (finishes Thu 02:39 -- 346/h)
20241030-21:53:47 nb_validated 900 model 4 (finishes Thu 02:16 -- 365/h)
20241030-21:54:01 nb_validated 853 model 0 (finishes Thu 02:39 -- 345/h)
20241030-21:54:05 nb_validated 901 model 2 (finishes Thu 02:16 -- 365/h)
20241030-21:54:19 nb_validated 853 model 4 (finishes Thu 02:40 -- 345/h)
20241030-21:54:24 nb_validated 903 model 4 (finishes Thu 02:16 -- 365/h)
20241030-21:54:37 nb_validated 858 model 4 (finishes Thu 02:38 -- 346/h)
20241030-21:54:41 nb_validated 904 model 1 (finishes Thu 02:17 -- 364/h)
20241030-21:54:55 nb_validated 860 model 0 (finishes Thu 02:38 -- 346/h)
20241030-21:55:00 nb_validated 909 model 1 (finishes Thu 02:15 -- 366/h)
20241030-21:55:14 nb_validated 861 model 4 (finishes Thu 02:39 -- 346/h)
20241030-21:55:18 nb_validated 911 model 3 (finishes Thu 02:15 -- 366/h)
20241030-21:55:32 nb_validated 864 model 0 (finishes Thu 02:38 -- 346/h)
20241030-21:55:36 nb_validated 914 model 1 (finishes Thu 02:15 -- 366/h)
20241030-21:55:50 nb_validated 865 model 1 (finishes Thu 02:38 -- 346/h)
20241030-21:55:54 nb_validated 917 model 2 (finishes Thu 02:14 -- 367/h)
20241030-21:56:08 nb_validated 865 model 3 (finishes Thu 02:39 -- 345/h)
20241030-21:56:12 nb_validated 919 model 0 (finishes Thu 02:14 -- 367/h)
20241030-21:56:26 nb_validated 866 model 2 (finishes Thu 02:40 -- 345/h)
20241030-21:56:30 nb_validated 919 model 3 (finishes Thu 02:15 -- 366/h)
20241030-21:56:44 nb_validated 867 model 4 (finishes Thu 02:40 -- 345/h)
20241030-21:56:48 nb_validated 921 model 2 (finishes Thu 02:15 -- 366/h)
20241030-21:57:02 nb_validated 869 model 1 (finishes Thu 02:40 -- 345/h)
20241030-21:57:06 nb_validated 922 model 4 (finishes Thu 02:15 -- 366/h)
20241030-21:57:20 nb_validated 870 model 1 (finishes Thu 02:40 -- 345/h)
20241030-21:57:24 nb_validated 926 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:57:38 nb_validated 870 model 2 (finishes Thu 02:41 -- 344/h)
20241030-21:57:42 nb_validated 929 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:57:56 nb_validated 873 model 4 (finishes Thu 02:40 -- 344/h)
20241030-21:58:01 nb_validated 931 model 1 (finishes Thu 02:14 -- 367/h)
20241030-21:58:14 nb_validated 874 model 2 (finishes Thu 02:41 -- 344/h)
20241030-21:58:19 nb_validated 937 model 4 (finishes Thu 02:12 -- 369/h)
20241030-21:58:32 nb_validated 874 model 3 (finishes Thu 02:42 -- 343/h)
20241030-21:58:37 nb_validated 940 model 0 (finishes Thu 02:11 -- 369/h)
20241030-21:58:50 nb_validated 875 model 2 (finishes Thu 02:42 -- 343/h)
20241030-21:58:54 nb_validated 940 model 2 (finishes Thu 02:12 -- 369/h)
20241030-21:59:08 nb_validated 876 model 3 (finishes Thu 02:42 -- 343/h)
20241030-21:59:13 nb_validated 943 model 0 (finishes Thu 02:12 -- 369/h)
20241030-21:59:26 nb_validated 878 model 3 (finishes Thu 02:42 -- 343/h)
20241030-21:59:31 nb_validated 945 model 1 (finishes Thu 02:11 -- 369/h)
20241030-21:59:44 nb_validated 878 model 0 (finishes Thu 02:43 -- 342/h)
20241030-21:59:49 nb_validated 947 model 1 (finishes Thu 02:11 -- 369/h)
20241030-22:00:02 nb_validated 881 model 0 (finishes Thu 02:42 -- 343/h)
20241030-22:00:07 nb_validated 948 model 2 (finishes Thu 02:12 -- 369/h)
20241030-22:00:20 nb_validated 882 model 2 (finishes Thu 02:43 -- 343/h)
20241030-22:00:24 nb_validated 949 model 2 (finishes Thu 02:12 -- 368/h)
20241030-22:00:38 nb_validated 883 model 3 (finishes Thu 02:43 -- 342/h)
20241030-22:00:42 nb_validated 951 model 0 (finishes Thu 02:12 -- 369/h)
20241030-22:00:56 nb_validated 886 model 3 (finishes Thu 02:42 -- 343/h)
20241030-22:00:59 nb_validated 953 model 2 (finishes Thu 02:12 -- 369/h)
20241030-22:01:13 nb_validated 888 model 0 (finishes Thu 02:42 -- 343/h)
20241030-22:01:18 nb_validated 954 model 1 (finishes Thu 02:12 -- 368/h)
20241030-22:01:32 nb_validated 891 model 2 (finishes Thu 02:42 -- 343/h)
20241030-22:01:35 nb_validated 956 model 0 (finishes Thu 02:12 -- 368/h)
20241030-22:01:49 nb_validated 895 model 2 (finishes Thu 02:41 -- 344/h)
20241030-22:01:53 nb_validated 957 model 2 (finishes Thu 02:13 -- 368/h)
20241030-22:02:08 nb_validated 900 model 1 (finishes Thu 02:39 -- 346/h)
20241030-22:02:11 nb_validated 960 model 0 (finishes Thu 02:12 -- 369/h)
20241030-22:02:26 nb_validated 900 model 3 (finishes Thu 02:40 -- 345/h)
20241030-22:02:29 nb_validated 961 model 2 (finishes Thu 02:12 -- 368/h)
20241030-22:02:44 nb_validated 904 model 4 (finishes Thu 02:39 -- 346/h)
20241030-22:02:47 nb_validated 965 model 3 (finishes Thu 02:12 -- 369/h)
20241030-22:03:02 nb_validated 904 model 2 (finishes Thu 02:40 -- 345/h)
20241030-22:03:05 nb_validated 966 model 4 (finishes Thu 02:12 -- 369/h)
20241030-22:03:21 nb_validated 906 model 1 (finishes Thu 02:40 -- 345/h)
20241030-22:03:24 nb_validated 969 model 2 (finishes Thu 02:11 -- 369/h)
20241030-22:03:39 nb_validated 909 model 0 (finishes Thu 02:39 -- 346/h)
20241030-22:03:41 nb_validated 971 model 2 (finishes Thu 02:11 -- 369/h)
20241030-22:03:57 nb_validated 909 model 1 (finishes Thu 02:40 -- 345/h)
20241030-22:03:59 nb_validated 971 model 1 (finishes Thu 02:12 -- 368/h)
20241030-22:04:15 nb_validated 911 model 4 (finishes Thu 02:40 -- 345/h)
20241030-22:04:18 nb_validated 971 model 4 (finishes Thu 02:13 -- 368/h)
20241030-22:04:33 nb_validated 913 model 4 (finishes Thu 02:40 -- 345/h)
20241030-22:04:36 nb_validated 974 model 2 (finishes Thu 02:12 -- 368/h)
20241030-22:04:51 nb_validated 914 model 0 (finishes Thu 02:40 -- 345/h)
20241030-22:04:54 nb_validated 974 model 3 (finishes Thu 02:13 -- 367/h)
20241030-22:05:10 nb_validated 916 model 3 (finishes Thu 02:40 -- 345/h)
20241030-22:05:12 nb_validated 975 model 0 (finishes Thu 02:14 -- 367/h)
20241030-22:05:28 nb_validated 918 model 3 (finishes Thu 02:40 -- 345/h)
20241030-22:05:30 nb_validated 976 model 2 (finishes Thu 02:14 -- 367/h)
20241030-22:05:46 nb_validated 919 model 3 (finishes Thu 02:40 -- 345/h)
20241030-22:05:48 nb_validated 979 model 3 (finishes Thu 02:13 -- 367/h)
20241030-22:06:04 nb_validated 921 model 4 (finishes Thu 02:40 -- 345/h)
20241030-22:06:06 nb_validated 980 model 1 (finishes Thu 02:14 -- 367/h)
20241030-22:06:22 nb_validated 925 model 4 (finishes Thu 02:39 -- 346/h)
20241030-22:06:24 nb_validated 980 model 4 (finishes Thu 02:15 -- 366/h)
20241030-22:06:40 nb_validated 927 model 3 (finishes Thu 02:39 -- 346/h)
20241030-22:06:42 nb_validated 980 model 0 (finishes Thu 02:15 -- 366/h)
20241030-22:06:58 nb_validated 927 model 1 (finishes Thu 02:39 -- 345/h)
20241030-22:07:01 nb_validated 982 model 4 (finishes Thu 02:15 -- 366/h)
20241030-22:07:16 nb_validated 929 model 1 (finishes Thu 02:39 -- 345/h)
20241030-22:07:19 nb_validated 984 model 0 (finishes Thu 02:15 -- 366/h)
20241030-22:07:34 nb_validated 929 model 4 (finishes Thu 02:40 -- 345/h)
20241030-22:07:37 nb_validated 985 model 2 (finishes Thu 02:16 -- 365/h)
20241030-22:07:52 nb_validated 931 model 2 (finishes Thu 02:40 -- 345/h)
20241030-22:07:55 nb_validated 988 model 0 (finishes Thu 02:15 -- 366/h)
20241030-22:08:10 nb_validated 932 model 2 (finishes Thu 02:40 -- 345/h)
20241030-22:08:13 nb_validated 992 model 4 (finishes Thu 02:14 -- 367/h)
20241030-22:08:29 nb_validated 933 model 1 (finishes Thu 02:41 -- 344/h)
20241030-22:08:31 nb_validated 993 model 1 (finishes Thu 02:15 -- 366/h)
20241030-22:08:47 nb_validated 935 model 3 (finishes Thu 02:41 -- 344/h)
20241030-22:08:49 nb_validated 995 model 3 (finishes Thu 02:14 -- 366/h)
20241030-22:09:05 nb_validated 937 model 3 (finishes Thu 02:40 -- 344/h)
20241030-22:09:08 nb_validated 996 model 3 (finishes Thu 02:15 -- 366/h)
20241030-22:09:23 nb_validated 940 model 2 (finishes Thu 02:40 -- 345/h)
20241030-22:09:25 nb_validated 999 model 2 (finishes Thu 02:14 -- 366/h)
20241030-22:09:40 nb_validated 943 model 2 (finishes Thu 02:39 -- 345/h)
20241030-22:09:44 nb_validated 1002 model 0 (finishes Thu 02:14 -- 367/h)
20241030-22:09:58 nb_validated 944 model 0 (finishes Thu 02:40 -- 345/h)
20241030-22:10:02 nb_validated 1005 model 1 (finishes Thu 02:13 -- 367/h)
20241030-22:10:16 nb_validated 945 model 0 (finishes Thu 02:40 -- 345/h)
20241030-22:10:19 nb_validated 1006 model 0 (finishes Thu 02:14 -- 367/h)
20241030-22:10:34 nb_validated 947 model 3 (finishes Thu 02:40 -- 345/h)
20241030-22:10:37 nb_validated 1008 model 0 (finishes Thu 02:14 -- 367/h)
20241030-22:10:52 nb_validated 950 model 2 (finishes Thu 02:39 -- 345/h)
20241030-22:10:55 nb_validated 1008 model 2 (finishes Thu 02:14 -- 366/h)
20241030-22:11:10 nb_validated 950 model 2 (finishes Thu 02:40 -- 345/h)
20241030-22:11:13 nb_validated 1010 model 2 (finishes Thu 02:14 -- 366/h)
20241030-22:11:27 nb_validated 952 model 2 (finishes Thu 02:40 -- 345/h)
20241030-22:11:32 nb_validated 1015 model 3 (finishes Thu 02:13 -- 368/h)
20241030-22:11:45 nb_validated 953 model 4 (finishes Thu 02:40 -- 345/h)
20241030-22:11:49 nb_validated 1017 model 0 (finishes Thu 02:13 -- 368/h)
20241030-22:12:03 nb_validated 955 model 2 (finishes Thu 02:40 -- 345/h)
20241030-22:12:08 nb_validated 1017 model 3 (finishes Thu 02:14 -- 367/h)
20241030-22:12:21 nb_validated 956 model 0 (finishes Thu 02:40 -- 344/h)
20241030-22:12:26 nb_validated 1018 model 1 (finishes Thu 02:14 -- 367/h)
20241030-22:12:40 nb_validated 956 model 4 (finishes Thu 02:41 -- 344/h)
20241030-22:12:44 nb_validated 1019 model 0 (finishes Thu 02:14 -- 366/h)
20241030-22:12:58 nb_validated 958 model 1 (finishes Thu 02:41 -- 344/h)
20241030-22:13:02 nb_validated 1019 model 3 (finishes Thu 02:15 -- 366/h)
20241030-22:13:16 nb_validated 959 model 4 (finishes Thu 02:41 -- 344/h)
20241030-22:13:20 nb_validated 1020 model 1 (finishes Thu 02:16 -- 365/h)
20241030-22:13:35 nb_validated 965 model 0 (finishes Thu 02:40 -- 345/h)
20241030-22:13:38 nb_validated 1024 model 2 (finishes Thu 02:15 -- 366/h)
20241030-22:13:52 nb_validated 966 model 3 (finishes Thu 02:40 -- 345/h)
20241030-22:13:56 nb_validated 1025 model 1 (finishes Thu 02:15 -- 366/h)
20241030-22:14:10 nb_validated 969 model 0 (finishes Thu 02:39 -- 345/h)
20241030-22:14:14 nb_validated 1025 model 3 (finishes Thu 02:16 -- 365/h)
20241030-22:14:28 nb_validated 972 model 3 (finishes Thu 02:39 -- 346/h)
20241030-22:14:33 nb_validated 1025 model 1 (finishes Thu 02:16 -- 365/h)
20241030-22:14:46 nb_validated 974 model 1 (finishes Thu 02:39 -- 346/h)
20241030-22:14:50 nb_validated 1027 model 2 (finishes Thu 02:16 -- 365/h)
20241030-22:15:05 nb_validated 975 model 1 (finishes Thu 02:39 -- 346/h)
20241030-22:15:08 nb_validated 1030 model 1 (finishes Thu 02:16 -- 365/h)
20241030-22:15:23 nb_validated 976 model 4 (finishes Thu 02:39 -- 345/h)
20241030-22:15:26 nb_validated 1032 model 2 (finishes Thu 02:16 -- 365/h)
20241030-22:15:41 nb_validated 977 model 4 (finishes Thu 02:40 -- 345/h)
20241030-22:15:44 nb_validated 1035 model 2 (finishes Thu 02:15 -- 366/h)
20241030-22:15:59 nb_validated 979 model 0 (finishes Thu 02:39 -- 345/h)
20241030-22:16:02 nb_validated 1037 model 1 (finishes Thu 02:15 -- 366/h)
20241030-22:16:17 nb_validated 981 model 2 (finishes Thu 02:39 -- 345/h)
20241030-22:16:20 nb_validated 1039 model 2 (finishes Thu 02:15 -- 366/h)
20241030-22:16:35 nb_validated 986 model 1 (finishes Thu 02:38 -- 346/h)
20241030-22:16:38 nb_validated 1041 model 2 (finishes Thu 02:15 -- 366/h)
20241030-22:16:53 nb_validated 986 model 2 (finishes Thu 02:39 -- 346/h)
20241030-22:16:55 nb_validated 1041 model 0 (finishes Thu 02:16 -- 365/h)
20241030-22:17:11 nb_validated 987 model 2 (finishes Thu 02:39 -- 346/h)
20241030-22:17:14 nb_validated 1041 model 0 (finishes Thu 02:17 -- 364/h)
20241030-22:17:29 nb_validated 992 model 1 (finishes Thu 02:38 -- 347/h)
20241030-22:17:32 nb_validated 1043 model 3 (finishes Thu 02:17 -- 365/h)
20241030-22:17:47 nb_validated 994 model 0 (finishes Thu 02:37 -- 347/h)
20241030-22:17:50 nb_validated 1046 model 1 (finishes Thu 02:16 -- 365/h)
20241030-22:18:06 nb_validated 994 model 1 (finishes Thu 02:38 -- 346/h)
20241030-22:18:08 nb_validated 1046 model 3 (finishes Thu 02:17 -- 364/h)
20241030-22:18:24 nb_validated 995 model 1 (finishes Thu 02:39 -- 346/h)
20241030-22:18:26 nb_validated 1047 model 3 (finishes Thu 02:17 -- 364/h)
20241030-22:18:42 nb_validated 996 model 1 (finishes Thu 02:39 -- 346/h)
20241030-22:18:43 nb_validated 1051 model 2 (finishes Thu 02:16 -- 365/h)
20241030-22:19:01 nb_validated 998 model 4 (finishes Thu 02:39 -- 346/h)
20241030-22:19:01 nb_validated 1054 model 2 (finishes Thu 02:16 -- 365/h)
20241030-22:19:19 nb_validated 1000 model 1 (finishes Thu 02:39 -- 346/h)
20241030-22:19:19 nb_validated 1056 model 2 (finishes Thu 02:16 -- 365/h)
20241030-22:19:36 nb_validated 1002 model 2 (finishes Thu 02:39 -- 346/h)
20241030-22:19:37 nb_validated 1058 model 2 (finishes Thu 02:16 -- 365/h)
20241030-22:19:54 nb_validated 1004 model 3 (finishes Thu 02:38 -- 346/h)
20241030-22:19:55 nb_validated 1062 model 2 (finishes Thu 02:15 -- 366/h)
20241030-22:20:12 nb_validated 1004 model 2 (finishes Thu 02:39 -- 345/h)
20241030-22:20:13 nb_validated 1062 model 4 (finishes Thu 02:16 -- 365/h)
20241030-22:20:31 nb_validated 1006 model 4 (finishes Thu 02:39 -- 346/h)
20241030-22:20:32 nb_validated 1066 model 0 (finishes Thu 02:15 -- 366/h)
20241030-22:20:50 nb_validated 1007 model 4 (finishes Thu 02:39 -- 345/h)
20241030-22:20:50 nb_validated 1069 model 0 (finishes Thu 02:14 -- 367/h)
20241030-22:21:08 nb_validated 1072 model 1 (finishes Thu 02:14 -- 367/h)
20241030-22:21:08 nb_validated 1009 model 4 (finishes Thu 02:39 -- 345/h)
20241030-22:21:26 nb_validated 1073 model 2 (finishes Thu 02:14 -- 367/h)
20241030-22:21:26 nb_validated 1011 model 3 (finishes Thu 02:39 -- 345/h)
20241030-22:21:44 nb_validated 1076 model 1 (finishes Thu 02:14 -- 367/h)
20241030-22:21:44 nb_validated 1014 model 4 (finishes Thu 02:39 -- 346/h)
20241030-22:22:02 nb_validated 1016 model 0 (finishes Thu 02:39 -- 346/h)
20241030-22:22:02 nb_validated 1077 model 4 (finishes Thu 02:14 -- 367/h)
20241030-22:22:20 nb_validated 1020 model 2 (finishes Thu 02:38 -- 347/h)
20241030-22:22:20 nb_validated 1077 model 2 (finishes Thu 02:15 -- 366/h)
20241030-22:22:38 nb_validated 1022 model 1 (finishes Thu 02:37 -- 347/h)
20241030-22:22:38 nb_validated 1078 model 0 (finishes Thu 02:15 -- 366/h)
20241030-22:22:56 nb_validated 1079 model 2 (finishes Thu 02:15 -- 366/h)
20241030-22:22:56 nb_validated 1025 model 0 (finishes Thu 02:37 -- 347/h)
20241030-22:23:14 nb_validated 1081 model 3 (finishes Thu 02:15 -- 366/h)
20241030-22:23:14 nb_validated 1025 model 1 (finishes Thu 02:38 -- 347/h)
20241030-22:23:32 nb_validated 1026 model 2 (finishes Thu 02:38 -- 346/h)
20241030-22:23:32 nb_validated 1083 model 4 (finishes Thu 02:15 -- 366/h)
20241030-22:23:50 nb_validated 1085 model 1 (finishes Thu 02:15 -- 366/h)
20241030-22:23:50 nb_validated 1030 model 4 (finishes Thu 02:37 -- 347/h)
20241030-22:24:08 nb_validated 1089 model 0 (finishes Thu 02:14 -- 366/h)
20241030-22:24:08 nb_validated 1030 model 3 (finishes Thu 02:38 -- 347/h)
20241030-22:24:26 nb_validated 1090 model 3 (finishes Thu 02:15 -- 366/h)
20241030-22:24:26 nb_validated 1032 model 0 (finishes Thu 02:38 -- 347/h)
20241030-22:24:44 nb_validated 1094 model 4 (finishes Thu 02:14 -- 367/h)
20241030-22:24:45 nb_validated 1034 model 1 (finishes Thu 02:38 -- 347/h)
20241030-22:25:02 nb_validated 1095 model 3 (finishes Thu 02:14 -- 367/h)
20241030-22:25:03 nb_validated 1039 model 4 (finishes Thu 02:36 -- 348/h)
20241030-22:25:20 nb_validated 1096 model 0 (finishes Thu 02:14 -- 366/h)
20241030-22:25:21 nb_validated 1039 model 1 (finishes Thu 02:37 -- 347/h)
20241030-22:25:38 nb_validated 1100 model 2 (finishes Thu 02:14 -- 367/h)
20241030-22:25:39 nb_validated 1045 model 0 (finishes Thu 02:35 -- 349/h)
20241030-22:25:56 nb_validated 1101 model 3 (finishes Thu 02:14 -- 367/h)
20241030-22:25:57 nb_validated 1046 model 0 (finishes Thu 02:35 -- 348/h)
20241030-22:26:15 nb_validated 1103 model 4 (finishes Thu 02:14 -- 367/h)
20241030-22:26:16 nb_validated 1047 model 0 (finishes Thu 02:36 -- 348/h)
20241030-22:26:33 nb_validated 1103 model 3 (finishes Thu 02:15 -- 366/h)
20241030-22:26:34 nb_validated 1048 model 2 (finishes Thu 02:36 -- 348/h)
20241030-22:26:50 nb_validated 1107 model 0 (finishes Thu 02:14 -- 367/h)
20241030-22:26:52 nb_validated 1050 model 1 (finishes Thu 02:36 -- 348/h)
20241030-22:27:08 nb_validated 1108 model 0 (finishes Thu 02:14 -- 367/h)
20241030-22:27:10 nb_validated 1055 model 2 (finishes Thu 02:35 -- 349/h)
20241030-22:27:26 nb_validated 1110 model 0 (finishes Thu 02:14 -- 367/h)
20241030-22:27:28 nb_validated 1056 model 1 (finishes Thu 02:35 -- 349/h)
20241030-22:27:44 nb_validated 1112 model 0 (finishes Thu 02:14 -- 367/h)
20241030-22:27:46 nb_validated 1056 model 1 (finishes Thu 02:36 -- 348/h)
20241030-22:28:02 nb_validated 1114 model 4 (finishes Thu 02:14 -- 367/h)
20241030-22:28:04 nb_validated 1057 model 3 (finishes Thu 02:36 -- 348/h)
20241030-22:28:21 nb_validated 1115 model 4 (finishes Thu 02:14 -- 367/h)
20241030-22:28:23 nb_validated 1059 model 4 (finishes Thu 02:36 -- 348/h)
20241030-22:28:39 nb_validated 1118 model 1 (finishes Thu 02:14 -- 367/h)
20241030-22:28:41 nb_validated 1061 model 3 (finishes Thu 02:36 -- 348/h)
20241030-22:28:56 nb_validated 1119 model 2 (finishes Thu 02:14 -- 367/h)
20241030-22:28:59 nb_validated 1062 model 4 (finishes Thu 02:36 -- 348/h)
20241030-22:29:15 nb_validated 1121 model 1 (finishes Thu 02:14 -- 367/h)
20241030-22:29:16 nb_validated 1064 model 0 (finishes Thu 02:36 -- 348/h)
20241030-22:29:33 nb_validated 1122 model 4 (finishes Thu 02:14 -- 366/h)
20241030-22:29:35 nb_validated 1065 model 1 (finishes Thu 02:36 -- 348/h)
20241030-22:29:52 nb_validated 1123 model 4 (finishes Thu 02:15 -- 366/h)
20241030-22:29:53 nb_validated 1066 model 1 (finishes Thu 02:37 -- 348/h)
20241030-22:30:09 nb_validated 1124 model 2 (finishes Thu 02:15 -- 366/h)
20241030-22:30:11 nb_validated 1068 model 0 (finishes Thu 02:37 -- 348/h)
20241030-22:30:28 nb_validated 1125 model 1 (finishes Thu 02:15 -- 366/h)
20241030-22:30:29 nb_validated 1070 model 3 (finishes Thu 02:36 -- 348/h)
20241030-22:30:45 nb_validated 1128 model 3 (finishes Thu 02:15 -- 366/h)
20241030-22:30:47 nb_validated 1070 model 1 (finishes Thu 02:37 -- 347/h)
20241030-22:31:03 nb_validated 1129 model 3 (finishes Thu 02:15 -- 366/h)
20241030-22:31:05 nb_validated 1072 model 4 (finishes Thu 02:37 -- 347/h)
20241030-22:31:21 nb_validated 1130 model 3 (finishes Thu 02:15 -- 365/h)
20241030-22:31:23 nb_validated 1073 model 1 (finishes Thu 02:37 -- 347/h)
20241030-22:31:39 nb_validated 1131 model 4 (finishes Thu 02:16 -- 365/h)
20241030-22:31:41 nb_validated 1073 model 3 (finishes Thu 02:38 -- 346/h)
20241030-22:31:57 nb_validated 1133 model 3 (finishes Thu 02:16 -- 365/h)
20241030-22:31:59 nb_validated 1073 model 0 (finishes Thu 02:39 -- 346/h)
20241030-22:32:15 nb_validated 1134 model 2 (finishes Thu 02:16 -- 365/h)
20241030-22:32:17 nb_validated 1073 model 0 (finishes Thu 02:39 -- 345/h)
20241030-22:32:33 nb_validated 1135 model 3 (finishes Thu 02:16 -- 365/h)
20241030-22:32:35 nb_validated 1073 model 2 (finishes Thu 02:40 -- 345/h)
20241030-22:32:52 nb_validated 1135 model 4 (finishes Thu 02:17 -- 364/h)
20241030-22:32:53 nb_validated 1076 model 0 (finishes Thu 02:40 -- 345/h)
20241030-22:33:10 nb_validated 1137 model 3 (finishes Thu 02:17 -- 364/h)
20241030-22:33:11 nb_validated 1078 model 1 (finishes Thu 02:39 -- 345/h)
20241030-22:33:28 nb_validated 1138 model 4 (finishes Thu 02:17 -- 364/h)
20241030-22:33:29 nb_validated 1080 model 0 (finishes Thu 02:39 -- 345/h)
20241030-22:33:46 nb_validated 1139 model 2 (finishes Thu 02:18 -- 364/h)
20241030-22:33:47 nb_validated 1083 model 3 (finishes Thu 02:39 -- 346/h)
20241030-22:34:04 nb_validated 1139 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:34:05 nb_validated 1085 model 2 (finishes Thu 02:39 -- 346/h)
20241030-22:34:22 nb_validated 1086 model 3 (finishes Thu 02:39 -- 346/h)
20241030-22:34:22 nb_validated 1140 model 1 (finishes Thu 02:19 -- 363/h)
20241030-22:34:40 nb_validated 1087 model 0 (finishes Thu 02:39 -- 345/h)
20241030-22:34:41 nb_validated 1141 model 1 (finishes Thu 02:19 -- 363/h)
20241030-22:34:59 nb_validated 1089 model 4 (finishes Thu 02:39 -- 345/h)
20241030-22:34:59 nb_validated 1144 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:35:17 nb_validated 1093 model 4 (finishes Thu 02:38 -- 346/h)
20241030-22:35:17 nb_validated 1144 model 1 (finishes Thu 02:19 -- 362/h)
20241030-22:35:35 nb_validated 1096 model 1 (finishes Thu 02:38 -- 347/h)
20241030-22:35:35 nb_validated 1147 model 0 (finishes Thu 02:19 -- 363/h)
20241030-22:35:53 nb_validated 1097 model 1 (finishes Thu 02:38 -- 346/h)
20241030-22:35:53 nb_validated 1148 model 3 (finishes Thu 02:19 -- 362/h)
20241030-22:36:11 nb_validated 1098 model 3 (finishes Thu 02:38 -- 346/h)
20241030-22:36:12 nb_validated 1148 model 0 (finishes Thu 02:20 -- 362/h)
20241030-22:36:29 nb_validated 1098 model 3 (finishes Thu 02:39 -- 346/h)
20241030-22:36:30 nb_validated 1151 model 3 (finishes Thu 02:19 -- 362/h)
20241030-22:36:47 nb_validated 1099 model 2 (finishes Thu 02:39 -- 345/h)
20241030-22:36:48 nb_validated 1156 model 2 (finishes Thu 02:18 -- 363/h)
20241030-22:37:05 nb_validated 1101 model 2 (finishes Thu 02:39 -- 345/h)
20241030-22:37:06 nb_validated 1157 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:37:23 nb_validated 1102 model 3 (finishes Thu 02:40 -- 345/h)
20241030-22:37:24 nb_validated 1158 model 2 (finishes Thu 02:19 -- 363/h)
20241030-22:37:42 nb_validated 1105 model 0 (finishes Thu 02:39 -- 346/h)
20241030-22:37:42 nb_validated 1158 model 3 (finishes Thu 02:19 -- 362/h)
20241030-22:37:59 nb_validated 1160 model 2 (finishes Thu 02:19 -- 362/h)
20241030-22:38:00 nb_validated 1106 model 4 (finishes Thu 02:39 -- 345/h)
20241030-22:38:18 nb_validated 1161 model 0 (finishes Thu 02:19 -- 362/h)
20241030-22:38:18 nb_validated 1106 model 0 (finishes Thu 02:40 -- 345/h)
20241030-22:38:36 nb_validated 1165 model 4 (finishes Thu 02:19 -- 363/h)
20241030-22:38:37 nb_validated 1109 model 3 (finishes Thu 02:40 -- 345/h)
20241030-22:38:54 nb_validated 1168 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:38:55 nb_validated 1113 model 1 (finishes Thu 02:39 -- 346/h)
20241030-22:39:12 nb_validated 1169 model 3 (finishes Thu 02:19 -- 363/h)
20241030-22:39:13 nb_validated 1113 model 4 (finishes Thu 02:39 -- 345/h)
20241030-22:39:30 nb_validated 1171 model 3 (finishes Thu 02:19 -- 363/h)
20241030-22:39:31 nb_validated 1115 model 2 (finishes Thu 02:39 -- 345/h)
20241030-22:39:48 nb_validated 1173 model 3 (finishes Thu 02:18 -- 363/h)
20241030-22:39:49 nb_validated 1116 model 4 (finishes Thu 02:40 -- 345/h)
20241030-22:40:07 nb_validated 1174 model 2 (finishes Thu 02:19 -- 363/h)
20241030-22:40:07 nb_validated 1118 model 3 (finishes Thu 02:39 -- 345/h)
20241030-22:40:25 nb_validated 1175 model 3 (finishes Thu 02:19 -- 362/h)
20241030-22:40:25 nb_validated 1120 model 3 (finishes Thu 02:39 -- 345/h)
20241030-22:40:43 nb_validated 1176 model 1 (finishes Thu 02:19 -- 362/h)
20241030-22:40:43 nb_validated 1120 model 0 (finishes Thu 02:40 -- 345/h)
20241030-22:41:01 nb_validated 1178 model 3 (finishes Thu 02:19 -- 362/h)
20241030-22:41:01 nb_validated 1120 model 0 (finishes Thu 02:41 -- 344/h)
20241030-22:41:19 nb_validated 1180 model 3 (finishes Thu 02:19 -- 362/h)
20241030-22:41:19 nb_validated 1121 model 4 (finishes Thu 02:41 -- 344/h)
20241030-22:41:37 nb_validated 1180 model 0 (finishes Thu 02:20 -- 362/h)
20241030-22:41:37 nb_validated 1121 model 0 (finishes Thu 02:42 -- 343/h)
20241030-22:41:55 nb_validated 1124 model 0 (finishes Thu 02:41 -- 344/h)
20241030-22:41:55 nb_validated 1183 model 4 (finishes Thu 02:19 -- 362/h)
20241030-22:42:13 nb_validated 1125 model 3 (finishes Thu 02:41 -- 344/h)
20241030-22:42:14 nb_validated 1186 model 1 (finishes Thu 02:19 -- 362/h)
20241030-22:42:32 nb_validated 1127 model 1 (finishes Thu 02:41 -- 344/h)
20241030-22:42:32 nb_validated 1190 model 1 (finishes Thu 02:18 -- 363/h)
20241030-22:42:50 nb_validated 1129 model 4 (finishes Thu 02:41 -- 344/h)
20241030-22:42:50 nb_validated 1193 model 2 (finishes Thu 02:18 -- 363/h)
20241030-22:43:08 nb_validated 1131 model 3 (finishes Thu 02:41 -- 344/h)
20241030-22:43:08 nb_validated 1193 model 2 (finishes Thu 02:19 -- 363/h)
20241030-22:43:26 nb_validated 1195 model 0 (finishes Thu 02:18 -- 363/h)
20241030-22:43:26 nb_validated 1134 model 1 (finishes Thu 02:41 -- 344/h)
20241030-22:43:44 nb_validated 1196 model 2 (finishes Thu 02:19 -- 363/h)
20241030-22:43:45 nb_validated 1134 model 4 (finishes Thu 02:41 -- 344/h)
20241030-22:44:02 nb_validated 1198 model 2 (finishes Thu 02:19 -- 363/h)
20241030-22:44:03 nb_validated 1134 model 1 (finishes Thu 02:42 -- 343/h)
20241030-22:44:20 nb_validated 1200 model 4 (finishes Thu 02:19 -- 363/h)
20241030-22:44:21 nb_validated 1137 model 3 (finishes Thu 02:42 -- 344/h)
20241030-22:44:39 nb_validated 1201 model 4 (finishes Thu 02:19 -- 362/h)
20241030-22:44:39 nb_validated 1138 model 0 (finishes Thu 02:42 -- 343/h)
20241030-22:44:57 nb_validated 1202 model 1 (finishes Thu 02:19 -- 362/h)
20241030-22:44:58 nb_validated 1140 model 4 (finishes Thu 02:42 -- 343/h)
20241030-22:45:15 nb_validated 1204 model 3 (finishes Thu 02:19 -- 362/h)
20241030-22:45:16 nb_validated 1140 model 4 (finishes Thu 02:42 -- 343/h)
20241030-22:45:33 nb_validated 1208 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:45:34 nb_validated 1141 model 1 (finishes Thu 02:43 -- 343/h)
20241030-22:45:51 nb_validated 1211 model 2 (finishes Thu 02:18 -- 363/h)
20241030-22:45:52 nb_validated 1143 model 0 (finishes Thu 02:43 -- 343/h)
20241030-22:46:09 nb_validated 1212 model 3 (finishes Thu 02:18 -- 363/h)
20241030-22:46:10 nb_validated 1145 model 2 (finishes Thu 02:42 -- 343/h)
20241030-22:46:27 nb_validated 1216 model 4 (finishes Thu 02:18 -- 364/h)
20241030-22:46:29 nb_validated 1149 model 4 (finishes Thu 02:42 -- 344/h)
20241030-22:46:46 nb_validated 1218 model 4 (finishes Thu 02:17 -- 364/h)
20241030-22:46:47 nb_validated 1150 model 1 (finishes Thu 02:42 -- 343/h)
20241030-22:47:04 nb_validated 1220 model 0 (finishes Thu 02:17 -- 364/h)
20241030-22:47:04 nb_validated 1151 model 2 (finishes Thu 02:42 -- 343/h)
20241030-22:47:22 nb_validated 1151 model 1 (finishes Thu 02:43 -- 343/h)
20241030-22:47:22 nb_validated 1221 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:47:40 nb_validated 1222 model 2 (finishes Thu 02:18 -- 363/h)
20241030-22:47:40 nb_validated 1153 model 2 (finishes Thu 02:43 -- 343/h)
20241030-22:47:58 nb_validated 1222 model 0 (finishes Thu 02:19 -- 363/h)
20241030-22:47:58 nb_validated 1154 model 0 (finishes Thu 02:43 -- 342/h)
20241030-22:48:16 nb_validated 1156 model 3 (finishes Thu 02:43 -- 343/h)
20241030-22:48:16 nb_validated 1225 model 1 (finishes Thu 02:18 -- 363/h)
20241030-22:48:34 nb_validated 1158 model 1 (finishes Thu 02:43 -- 343/h)
20241030-22:48:34 nb_validated 1228 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:48:52 nb_validated 1158 model 0 (finishes Thu 02:43 -- 342/h)
20241030-22:48:52 nb_validated 1228 model 2 (finishes Thu 02:18 -- 363/h)
20241030-22:49:10 nb_validated 1230 model 3 (finishes Thu 02:18 -- 363/h)
20241030-22:49:10 nb_validated 1158 model 1 (finishes Thu 02:44 -- 342/h)
20241030-22:49:28 nb_validated 1232 model 0 (finishes Thu 02:18 -- 363/h)
20241030-22:49:29 nb_validated 1161 model 1 (finishes Thu 02:44 -- 342/h)
20241030-22:49:46 nb_validated 1234 model 0 (finishes Thu 02:18 -- 363/h)
20241030-22:49:47 nb_validated 1161 model 1 (finishes Thu 02:44 -- 341/h)
20241030-22:50:04 nb_validated 1236 model 0 (finishes Thu 02:18 -- 363/h)
20241030-22:50:05 nb_validated 1162 model 1 (finishes Thu 02:44 -- 341/h)
20241030-22:50:22 nb_validated 1238 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:50:23 nb_validated 1164 model 4 (finishes Thu 02:44 -- 341/h)
20241030-22:50:40 nb_validated 1241 model 1 (finishes Thu 02:18 -- 363/h)
20241030-22:50:42 nb_validated 1166 model 3 (finishes Thu 02:44 -- 341/h)
20241030-22:50:58 nb_validated 1241 model 1 (finishes Thu 02:18 -- 363/h)
20241030-22:51:00 nb_validated 1166 model 1 (finishes Thu 02:45 -- 341/h)
20241030-22:51:16 nb_validated 1242 model 1 (finishes Thu 02:19 -- 363/h)
20241030-22:51:18 nb_validated 1169 model 4 (finishes Thu 02:44 -- 341/h)
20241030-22:51:34 nb_validated 1244 model 1 (finishes Thu 02:19 -- 363/h)
20241030-22:51:37 nb_validated 1171 model 1 (finishes Thu 02:44 -- 341/h)
20241030-22:51:53 nb_validated 1247 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:51:55 nb_validated 1171 model 1 (finishes Thu 02:45 -- 341/h)
20241030-22:52:11 nb_validated 1247 model 3 (finishes Thu 02:19 -- 363/h)
20241030-22:52:13 nb_validated 1172 model 0 (finishes Thu 02:45 -- 341/h)
20241030-22:52:30 nb_validated 1248 model 1 (finishes Thu 02:19 -- 362/h)
20241030-22:52:32 nb_validated 1174 model 4 (finishes Thu 02:45 -- 341/h)
20241030-22:52:48 nb_validated 1249 model 2 (finishes Thu 02:19 -- 362/h)
20241030-22:52:50 nb_validated 1175 model 2 (finishes Thu 02:45 -- 340/h)
20241030-22:53:06 nb_validated 1250 model 2 (finishes Thu 02:20 -- 362/h)
20241030-22:53:09 nb_validated 1177 model 1 (finishes Thu 02:45 -- 341/h)
20241030-22:53:24 nb_validated 1253 model 0 (finishes Thu 02:19 -- 362/h)
20241030-22:53:26 nb_validated 1179 model 2 (finishes Thu 02:45 -- 341/h)
20241030-22:53:42 nb_validated 1255 model 4 (finishes Thu 02:19 -- 362/h)
20241030-22:53:45 nb_validated 1179 model 2 (finishes Thu 02:46 -- 340/h)
20241030-22:54:00 nb_validated 1258 model 1 (finishes Thu 02:19 -- 363/h)
20241030-22:54:03 nb_validated 1180 model 4 (finishes Thu 02:46 -- 340/h)
20241030-22:54:18 nb_validated 1261 model 1 (finishes Thu 02:18 -- 363/h)
20241030-22:54:21 nb_validated 1184 model 3 (finishes Thu 02:45 -- 341/h)
20241030-22:54:37 nb_validated 1264 model 2 (finishes Thu 02:18 -- 363/h)
20241030-22:54:39 nb_validated 1186 model 3 (finishes Thu 02:45 -- 341/h)
20241030-22:54:54 nb_validated 1264 model 0 (finishes Thu 02:19 -- 363/h)
20241030-22:54:57 nb_validated 1188 model 0 (finishes Thu 02:45 -- 341/h)
20241030-22:55:12 nb_validated 1267 model 4 (finishes Thu 02:18 -- 363/h)
20241030-22:55:15 nb_validated 1188 model 2 (finishes Thu 02:46 -- 340/h)
20241030-22:55:30 nb_validated 1269 model 2 (finishes Thu 02:18 -- 363/h)
20241030-22:55:33 nb_validated 1189 model 3 (finishes Thu 02:46 -- 340/h)
20241030-22:55:48 nb_validated 1271 model 0 (finishes Thu 02:18 -- 363/h)
20241030-22:55:51 nb_validated 1190 model 3 (finishes Thu 02:46 -- 340/h)
20241030-22:56:06 nb_validated 1273 model 2 (finishes Thu 02:18 -- 363/h)
20241030-22:56:09 nb_validated 1190 model 4 (finishes Thu 02:47 -- 339/h)
20241030-22:56:24 nb_validated 1275 model 3 (finishes Thu 02:18 -- 363/h)
20241030-22:56:28 nb_validated 1195 model 0 (finishes Thu 02:46 -- 340/h)
20241030-22:56:43 nb_validated 1281 model 4 (finishes Thu 02:17 -- 364/h)
20241030-22:56:45 nb_validated 1195 model 2 (finishes Thu 02:46 -- 340/h)
20241030-22:57:01 nb_validated 1283 model 3 (finishes Thu 02:17 -- 364/h)
20241030-22:57:03 nb_validated 1196 model 3 (finishes Thu 02:47 -- 340/h)
20241030-22:57:19 nb_validated 1285 model 2 (finishes Thu 02:17 -- 365/h)
20241030-22:57:21 nb_validated 1196 model 0 (finishes Thu 02:47 -- 339/h)
20241030-22:57:37 nb_validated 1286 model 0 (finishes Thu 02:17 -- 364/h)
20241030-22:57:39 nb_validated 1196 model 4 (finishes Thu 02:48 -- 339/h)
20241030-22:57:55 nb_validated 1287 model 3 (finishes Thu 02:17 -- 364/h)
20241030-22:57:58 nb_validated 1200 model 4 (finishes Thu 02:47 -- 339/h)
20241030-22:58:13 nb_validated 1287 model 3 (finishes Thu 02:18 -- 364/h)
20241030-22:58:16 nb_validated 1201 model 4 (finishes Thu 02:47 -- 339/h)
20241030-22:58:31 nb_validated 1291 model 3 (finishes Thu 02:17 -- 364/h)
20241030-22:58:34 nb_validated 1203 model 1 (finishes Thu 02:47 -- 339/h)
20241030-22:58:49 nb_validated 1294 model 0 (finishes Thu 02:17 -- 364/h)
20241030-22:58:53 nb_validated 1204 model 2 (finishes Thu 02:47 -- 339/h)
20241030-22:59:08 nb_validated 1297 model 4 (finishes Thu 02:16 -- 365/h)
20241030-22:59:11 nb_validated 1207 model 1 (finishes Thu 02:47 -- 339/h)
20241030-22:59:27 nb_validated 1299 model 4 (finishes Thu 02:16 -- 365/h)
20241030-22:59:29 nb_validated 1208 model 1 (finishes Thu 02:47 -- 339/h)
20241030-22:59:45 nb_validated 1299 model 0 (finishes Thu 02:17 -- 364/h)
20241030-22:59:48 nb_validated 1209 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:00:02 nb_validated 1300 model 3 (finishes Thu 02:17 -- 364/h)
20241030-23:00:06 nb_validated 1211 model 3 (finishes Thu 02:47 -- 339/h)
20241030-23:00:21 nb_validated 1304 model 3 (finishes Thu 02:16 -- 365/h)
20241030-23:00:24 nb_validated 1212 model 3 (finishes Thu 02:48 -- 339/h)
20241030-23:00:39 nb_validated 1304 model 2 (finishes Thu 02:17 -- 364/h)
20241030-23:00:42 nb_validated 1214 model 3 (finishes Thu 02:48 -- 339/h)
20241030-23:00:57 nb_validated 1306 model 4 (finishes Thu 02:17 -- 364/h)
20241030-23:01:00 nb_validated 1216 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:01:14 nb_validated 1307 model 2 (finishes Thu 02:17 -- 364/h)
20241030-23:01:18 nb_validated 1217 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:01:32 nb_validated 1309 model 0 (finishes Thu 02:17 -- 364/h)
20241030-23:01:36 nb_validated 1219 model 0 (finishes Thu 02:48 -- 339/h)
20241030-23:01:50 nb_validated 1310 model 0 (finishes Thu 02:17 -- 364/h)
20241030-23:01:54 nb_validated 1220 model 1 (finishes Thu 02:48 -- 339/h)
20241030-23:02:09 nb_validated 1310 model 1 (finishes Thu 02:18 -- 363/h)
20241030-23:02:12 nb_validated 1221 model 2 (finishes Thu 02:48 -- 338/h)
20241030-23:02:27 nb_validated 1310 model 4 (finishes Thu 02:18 -- 363/h)
20241030-23:02:30 nb_validated 1222 model 3 (finishes Thu 02:48 -- 338/h)
20241030-23:02:44 nb_validated 1311 model 2 (finishes Thu 02:19 -- 363/h)
20241030-23:02:47 nb_validated 1226 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:03:03 nb_validated 1311 model 2 (finishes Thu 02:19 -- 362/h)
20241030-23:03:05 nb_validated 1228 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:03:21 nb_validated 1311 model 0 (finishes Thu 02:20 -- 362/h)
20241030-23:03:23 nb_validated 1229 model 2 (finishes Thu 02:48 -- 339/h)
20241030-23:03:39 nb_validated 1313 model 3 (finishes Thu 02:20 -- 362/h)
20241030-23:03:41 nb_validated 1229 model 2 (finishes Thu 02:48 -- 338/h)
20241030-23:03:57 nb_validated 1313 model 2 (finishes Thu 02:20 -- 361/h)
20241030-23:03:59 nb_validated 1231 model 2 (finishes Thu 02:48 -- 338/h)
20241030-23:04:15 nb_validated 1313 model 2 (finishes Thu 02:21 -- 361/h)
20241030-23:04:18 nb_validated 1231 model 4 (finishes Thu 02:49 -- 338/h)
20241030-23:04:33 nb_validated 1315 model 3 (finishes Thu 02:21 -- 361/h)
20241030-23:04:35 nb_validated 1235 model 0 (finishes Thu 02:48 -- 339/h)
20241030-23:04:50 nb_validated 1316 model 2 (finishes Thu 02:21 -- 360/h)
20241030-23:04:53 nb_validated 1236 model 3 (finishes Thu 02:48 -- 338/h)
20241030-23:05:09 nb_validated 1317 model 0 (finishes Thu 02:21 -- 360/h)
20241030-23:05:11 nb_validated 1237 model 3 (finishes Thu 02:48 -- 338/h)
20241030-23:05:27 nb_validated 1317 model 4 (finishes Thu 02:22 -- 360/h)
20241030-23:05:29 nb_validated 1239 model 0 (finishes Thu 02:48 -- 338/h)
20241030-23:05:45 nb_validated 1318 model 0 (finishes Thu 02:22 -- 360/h)
20241030-23:05:47 nb_validated 1241 model 2 (finishes Thu 02:48 -- 338/h)
20241030-23:06:03 nb_validated 1319 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:06:05 nb_validated 1242 model 1 (finishes Thu 02:48 -- 338/h)
20241030-23:06:21 nb_validated 1321 model 3 (finishes Thu 02:22 -- 359/h)
20241030-23:06:23 nb_validated 1242 model 3 (finishes Thu 02:49 -- 338/h)
20241030-23:06:39 nb_validated 1322 model 4 (finishes Thu 02:23 -- 359/h)
20241030-23:06:42 nb_validated 1242 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:06:57 nb_validated 1323 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:06:59 nb_validated 1245 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:07:15 nb_validated 1323 model 2 (finishes Thu 02:24 -- 358/h)
20241030-23:07:18 nb_validated 1245 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:07:33 nb_validated 1324 model 4 (finishes Thu 02:24 -- 358/h)
20241030-23:07:35 nb_validated 1246 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:07:51 nb_validated 1329 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:07:53 nb_validated 1248 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:08:09 nb_validated 1331 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:08:12 nb_validated 1251 model 1 (finishes Thu 02:49 -- 337/h)
20241030-23:08:27 nb_validated 1332 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:08:30 nb_validated 1251 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:08:45 nb_validated 1335 model 4 (finishes Thu 02:23 -- 359/h)
20241030-23:08:48 nb_validated 1253 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:09:04 nb_validated 1337 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:09:05 nb_validated 1255 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:09:22 nb_validated 1337 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:09:23 nb_validated 1257 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:09:40 nb_validated 1337 model 2 (finishes Thu 02:24 -- 358/h)
20241030-23:09:41 nb_validated 1257 model 1 (finishes Thu 02:50 -- 337/h)
20241030-23:09:58 nb_validated 1338 model 4 (finishes Thu 02:24 -- 358/h)
20241030-23:10:00 nb_validated 1260 model 1 (finishes Thu 02:50 -- 337/h)
20241030-23:10:16 nb_validated 1340 model 0 (finishes Thu 02:24 -- 358/h)
20241030-23:10:18 nb_validated 1261 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:10:34 nb_validated 1342 model 4 (finishes Thu 02:24 -- 358/h)
20241030-23:10:35 nb_validated 1263 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:10:53 nb_validated 1345 model 1 (finishes Thu 02:23 -- 358/h)
20241030-23:10:53 nb_validated 1265 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:11:11 nb_validated 1347 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:11:11 nb_validated 1270 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:11:29 nb_validated 1349 model 1 (finishes Thu 02:23 -- 359/h)
20241030-23:11:29 nb_validated 1272 model 1 (finishes Thu 02:49 -- 338/h)
20241030-23:11:47 nb_validated 1351 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:11:47 nb_validated 1274 model 0 (finishes Thu 02:48 -- 338/h)
20241030-23:12:05 nb_validated 1275 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:12:05 nb_validated 1353 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:12:23 nb_validated 1278 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:12:24 nb_validated 1354 model 3 (finishes Thu 02:23 -- 358/h)
20241030-23:12:41 nb_validated 1357 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:12:42 nb_validated 1281 model 3 (finishes Thu 02:48 -- 339/h)
20241030-23:12:59 nb_validated 1359 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:13:00 nb_validated 1283 model 1 (finishes Thu 02:48 -- 339/h)
20241030-23:13:17 nb_validated 1361 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:13:18 nb_validated 1284 model 3 (finishes Thu 02:48 -- 339/h)
20241030-23:13:35 nb_validated 1363 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:13:36 nb_validated 1286 model 1 (finishes Thu 02:48 -- 339/h)
20241030-23:13:53 nb_validated 1365 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:13:55 nb_validated 1287 model 1 (finishes Thu 02:48 -- 338/h)
20241030-23:14:11 nb_validated 1367 model 1 (finishes Thu 02:23 -- 359/h)
20241030-23:14:13 nb_validated 1288 model 0 (finishes Thu 02:48 -- 338/h)
20241030-23:14:29 nb_validated 1369 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:14:30 nb_validated 1290 model 2 (finishes Thu 02:48 -- 338/h)
20241030-23:14:47 nb_validated 1371 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:14:48 nb_validated 1292 model 3 (finishes Thu 02:48 -- 338/h)
20241030-23:15:04 nb_validated 1373 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:15:07 nb_validated 1293 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:15:22 nb_validated 1376 model 0 (finishes Thu 02:22 -- 360/h)
20241030-23:15:25 nb_validated 1296 model 0 (finishes Thu 02:48 -- 339/h)
20241030-23:15:40 nb_validated 1376 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:15:43 nb_validated 1298 model 2 (finishes Thu 02:48 -- 339/h)
20241030-23:15:58 nb_validated 1377 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:16:01 nb_validated 1301 model 1 (finishes Thu 02:47 -- 339/h)
20241030-23:16:16 nb_validated 1378 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:16:20 nb_validated 1303 model 1 (finishes Thu 02:47 -- 339/h)
20241030-23:16:34 nb_validated 1379 model 2 (finishes Thu 02:23 -- 358/h)
20241030-23:16:38 nb_validated 1303 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:16:52 nb_validated 1382 model 4 (finishes Thu 02:23 -- 359/h)
20241030-23:16:55 nb_validated 1303 model 2 (finishes Thu 02:48 -- 338/h)
20241030-23:17:11 nb_validated 1384 model 4 (finishes Thu 02:23 -- 359/h)
20241030-23:17:14 nb_validated 1306 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:17:29 nb_validated 1385 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:17:32 nb_validated 1308 model 2 (finishes Thu 02:48 -- 339/h)
20241030-23:17:47 nb_validated 1385 model 1 (finishes Thu 02:24 -- 358/h)
20241030-23:17:50 nb_validated 1308 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:18:05 nb_validated 1388 model 1 (finishes Thu 02:23 -- 358/h)
20241030-23:18:08 nb_validated 1311 model 3 (finishes Thu 02:48 -- 338/h)
20241030-23:18:23 nb_validated 1391 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:18:26 nb_validated 1311 model 2 (finishes Thu 02:49 -- 338/h)
20241030-23:18:41 nb_validated 1393 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:18:45 nb_validated 1316 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:19:00 nb_validated 1394 model 4 (finishes Thu 02:23 -- 359/h)
20241030-23:19:03 nb_validated 1317 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:19:18 nb_validated 1398 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:19:20 nb_validated 1319 model 2 (finishes Thu 02:48 -- 339/h)
20241030-23:19:36 nb_validated 1399 model 4 (finishes Thu 02:23 -- 359/h)
20241030-23:19:38 nb_validated 1320 model 1 (finishes Thu 02:48 -- 339/h)
20241030-23:19:55 nb_validated 1402 model 1 (finishes Thu 02:23 -- 359/h)
20241030-23:19:57 nb_validated 1320 model 3 (finishes Thu 02:49 -- 338/h)
20241030-23:20:13 nb_validated 1402 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:20:15 nb_validated 1321 model 3 (finishes Thu 02:49 -- 338/h)
20241030-23:20:31 nb_validated 1404 model 4 (finishes Thu 02:23 -- 359/h)
20241030-23:20:33 nb_validated 1322 model 4 (finishes Thu 02:49 -- 338/h)
20241030-23:20:49 nb_validated 1405 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:20:51 nb_validated 1325 model 1 (finishes Thu 02:49 -- 338/h)
20241030-23:21:07 nb_validated 1406 model 2 (finishes Thu 02:24 -- 358/h)
20241030-23:21:09 nb_validated 1327 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:21:25 nb_validated 1406 model 3 (finishes Thu 02:24 -- 358/h)
20241030-23:21:27 nb_validated 1329 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:21:43 nb_validated 1406 model 3 (finishes Thu 02:25 -- 358/h)
20241030-23:21:45 nb_validated 1329 model 1 (finishes Thu 02:49 -- 338/h)
20241030-23:22:02 nb_validated 1410 model 1 (finishes Thu 02:24 -- 358/h)
20241030-23:22:03 nb_validated 1329 model 0 (finishes Thu 02:49 -- 337/h)
20241030-23:22:20 nb_validated 1414 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:22:21 nb_validated 1330 model 0 (finishes Thu 02:50 -- 337/h)
20241030-23:22:38 nb_validated 1418 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:22:40 nb_validated 1331 model 4 (finishes Thu 02:50 -- 337/h)
20241030-23:22:55 nb_validated 1418 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:22:58 nb_validated 1334 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:23:14 nb_validated 1421 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:23:16 nb_validated 1336 model 2 (finishes Thu 02:49 -- 337/h)
20241030-23:23:32 nb_validated 1421 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:23:34 nb_validated 1337 model 0 (finishes Thu 02:50 -- 337/h)
20241030-23:23:50 nb_validated 1424 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:23:52 nb_validated 1338 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:24:08 nb_validated 1427 model 4 (finishes Thu 02:23 -- 359/h)
20241030-23:24:10 nb_validated 1339 model 4 (finishes Thu 02:50 -- 337/h)
20241030-23:24:26 nb_validated 1429 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:24:29 nb_validated 1341 model 1 (finishes Thu 02:50 -- 337/h)
20241030-23:24:44 nb_validated 1432 model 0 (finishes Thu 02:22 -- 360/h)
20241030-23:24:46 nb_validated 1343 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:25:03 nb_validated 1435 model 4 (finishes Thu 02:22 -- 360/h)
20241030-23:25:04 nb_validated 1343 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:25:21 nb_validated 1436 model 1 (finishes Thu 02:22 -- 360/h)
20241030-23:25:23 nb_validated 1343 model 3 (finishes Thu 02:51 -- 336/h)
20241030-23:25:39 nb_validated 1438 model 2 (finishes Thu 02:22 -- 360/h)
20241030-23:25:41 nb_validated 1346 model 1 (finishes Thu 02:51 -- 337/h)
20241030-23:25:57 nb_validated 1440 model 2 (finishes Thu 02:22 -- 360/h)
20241030-23:26:00 nb_validated 1350 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:26:15 nb_validated 1440 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:26:18 nb_validated 1352 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:26:34 nb_validated 1443 model 3 (finishes Thu 02:22 -- 360/h)
20241030-23:26:35 nb_validated 1353 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:26:52 nb_validated 1444 model 3 (finishes Thu 02:22 -- 359/h)
20241030-23:26:53 nb_validated 1354 model 4 (finishes Thu 02:50 -- 337/h)
20241030-23:27:10 nb_validated 1445 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:27:11 nb_validated 1354 model 1 (finishes Thu 02:51 -- 336/h)
20241030-23:27:28 nb_validated 1449 model 4 (finishes Thu 02:22 -- 360/h)
20241030-23:27:29 nb_validated 1357 model 4 (finishes Thu 02:50 -- 337/h)
20241030-23:27:46 nb_validated 1450 model 1 (finishes Thu 02:22 -- 359/h)
20241030-23:27:48 nb_validated 1361 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:28:04 nb_validated 1452 model 2 (finishes Thu 02:22 -- 360/h)
20241030-23:28:06 nb_validated 1363 model 1 (finishes Thu 02:49 -- 337/h)
20241030-23:28:22 nb_validated 1452 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:28:24 nb_validated 1363 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:28:41 nb_validated 1453 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:28:41 nb_validated 1364 model 0 (finishes Thu 02:50 -- 337/h)
20241030-23:28:59 nb_validated 1454 model 1 (finishes Thu 02:23 -- 359/h)
20241030-23:28:59 nb_validated 1364 model 3 (finishes Thu 02:51 -- 336/h)
20241030-23:29:17 nb_validated 1455 model 2 (finishes Thu 02:23 -- 358/h)
20241030-23:29:17 nb_validated 1365 model 0 (finishes Thu 02:51 -- 336/h)
20241030-23:29:35 nb_validated 1458 model 0 (finishes Thu 02:23 -- 359/h)
20241030-23:29:35 nb_validated 1367 model 1 (finishes Thu 02:51 -- 336/h)
20241030-23:29:53 nb_validated 1371 model 0 (finishes Thu 02:50 -- 337/h)
20241030-23:29:53 nb_validated 1462 model 2 (finishes Thu 02:22 -- 359/h)
20241030-23:30:11 nb_validated 1463 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:30:12 nb_validated 1374 model 4 (finishes Thu 02:50 -- 337/h)
20241030-23:30:29 nb_validated 1463 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:30:30 nb_validated 1376 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:30:47 nb_validated 1465 model 3 (finishes Thu 02:23 -- 359/h)
20241030-23:30:48 nb_validated 1378 model 1 (finishes Thu 02:50 -- 337/h)
20241030-23:31:05 nb_validated 1466 model 2 (finishes Thu 02:23 -- 359/h)
20241030-23:31:06 nb_validated 1383 model 1 (finishes Thu 02:48 -- 338/h)
20241030-23:31:23 nb_validated 1467 model 0 (finishes Thu 02:24 -- 358/h)
20241030-23:31:24 nb_validated 1385 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:31:41 nb_validated 1467 model 4 (finishes Thu 02:24 -- 358/h)
20241030-23:31:43 nb_validated 1387 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:31:59 nb_validated 1469 model 3 (finishes Thu 02:24 -- 358/h)
20241030-23:32:01 nb_validated 1388 model 2 (finishes Thu 02:49 -- 338/h)
20241030-23:32:18 nb_validated 1471 model 4 (finishes Thu 02:24 -- 358/h)
20241030-23:32:19 nb_validated 1393 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:32:35 nb_validated 1471 model 2 (finishes Thu 02:25 -- 358/h)
20241030-23:32:37 nb_validated 1396 model 1 (finishes Thu 02:47 -- 339/h)
20241030-23:32:54 nb_validated 1474 model 4 (finishes Thu 02:24 -- 358/h)
20241030-23:32:55 nb_validated 1399 model 3 (finishes Thu 02:47 -- 340/h)
20241030-23:33:11 nb_validated 1475 model 0 (finishes Thu 02:24 -- 358/h)
20241030-23:33:14 nb_validated 1402 model 3 (finishes Thu 02:46 -- 340/h)
20241030-23:33:29 nb_validated 1478 model 1 (finishes Thu 02:24 -- 358/h)
20241030-23:33:31 nb_validated 1402 model 2 (finishes Thu 02:47 -- 339/h)
20241030-23:33:48 nb_validated 1479 model 2 (finishes Thu 02:24 -- 358/h)
20241030-23:33:49 nb_validated 1402 model 1 (finishes Thu 02:47 -- 339/h)
20241030-23:34:06 nb_validated 1480 model 0 (finishes Thu 02:25 -- 358/h)
20241030-23:34:07 nb_validated 1404 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:34:24 nb_validated 1480 model 0 (finishes Thu 02:25 -- 357/h)
20241030-23:34:25 nb_validated 1404 model 3 (finishes Thu 02:48 -- 339/h)
20241030-23:34:42 nb_validated 1480 model 1 (finishes Thu 02:26 -- 357/h)
20241030-23:34:43 nb_validated 1407 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:35:00 nb_validated 1483 model 3 (finishes Thu 02:25 -- 357/h)
20241030-23:35:02 nb_validated 1407 model 1 (finishes Thu 02:48 -- 339/h)
20241030-23:35:18 nb_validated 1483 model 2 (finishes Thu 02:26 -- 357/h)
20241030-23:35:20 nb_validated 1410 model 1 (finishes Thu 02:48 -- 339/h)
20241030-23:35:36 nb_validated 1485 model 0 (finishes Thu 02:26 -- 357/h)
20241030-23:35:38 nb_validated 1412 model 2 (finishes Thu 02:47 -- 339/h)
20241030-23:35:54 nb_validated 1488 model 2 (finishes Thu 02:25 -- 357/h)
20241030-23:35:56 nb_validated 1413 model 1 (finishes Thu 02:48 -- 339/h)
20241030-23:36:12 nb_validated 1488 model 3 (finishes Thu 02:26 -- 356/h)
20241030-23:36:14 nb_validated 1415 model 3 (finishes Thu 02:48 -- 339/h)
20241030-23:36:30 nb_validated 1490 model 1 (finishes Thu 02:26 -- 357/h)
20241030-23:36:32 nb_validated 1418 model 4 (finishes Thu 02:47 -- 339/h)
20241030-23:36:49 nb_validated 1492 model 1 (finishes Thu 02:26 -- 357/h)
20241030-23:36:51 nb_validated 1419 model 4 (finishes Thu 02:47 -- 339/h)
20241030-23:37:07 nb_validated 1492 model 0 (finishes Thu 02:26 -- 356/h)
20241030-23:37:09 nb_validated 1421 model 3 (finishes Thu 02:47 -- 339/h)
20241030-23:37:25 nb_validated 1496 model 1 (finishes Thu 02:26 -- 357/h)
20241030-23:37:27 nb_validated 1422 model 1 (finishes Thu 02:48 -- 339/h)
20241030-23:37:43 nb_validated 1497 model 4 (finishes Thu 02:26 -- 356/h)
20241030-23:37:44 nb_validated 1424 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:38:01 nb_validated 1498 model 2 (finishes Thu 02:26 -- 356/h)
20241030-23:38:02 nb_validated 1425 model 0 (finishes Thu 02:48 -- 339/h)
20241030-23:38:19 nb_validated 1502 model 0 (finishes Thu 02:25 -- 357/h)
20241030-23:38:21 nb_validated 1427 model 0 (finishes Thu 02:48 -- 339/h)
20241030-23:38:37 nb_validated 1503 model 1 (finishes Thu 02:26 -- 357/h)
20241030-23:38:38 nb_validated 1431 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:38:55 nb_validated 1507 model 4 (finishes Thu 02:25 -- 357/h)
20241030-23:38:56 nb_validated 1431 model 2 (finishes Thu 02:47 -- 339/h)
20241030-23:39:13 nb_validated 1507 model 1 (finishes Thu 02:26 -- 357/h)
20241030-23:39:15 nb_validated 1431 model 1 (finishes Thu 02:48 -- 339/h)
20241030-23:39:32 nb_validated 1508 model 4 (finishes Thu 02:26 -- 357/h)
20241030-23:39:33 nb_validated 1431 model 1 (finishes Thu 02:48 -- 338/h)
20241030-23:39:50 nb_validated 1509 model 1 (finishes Thu 02:26 -- 356/h)
20241030-23:39:51 nb_validated 1432 model 4 (finishes Thu 02:49 -- 338/h)
20241030-23:40:08 nb_validated 1514 model 4 (finishes Thu 02:25 -- 357/h)
20241030-23:40:09 nb_validated 1435 model 2 (finishes Thu 02:48 -- 338/h)
20241030-23:40:26 nb_validated 1516 model 0 (finishes Thu 02:25 -- 357/h)
20241030-23:40:27 nb_validated 1437 model 1 (finishes Thu 02:48 -- 338/h)
20241030-23:40:45 nb_validated 1517 model 3 (finishes Thu 02:25 -- 357/h)
20241030-23:40:45 nb_validated 1438 model 3 (finishes Thu 02:48 -- 338/h)
20241030-23:41:03 nb_validated 1440 model 2 (finishes Thu 02:48 -- 338/h)
20241030-23:41:04 nb_validated 1521 model 4 (finishes Thu 02:25 -- 357/h)
20241030-23:41:21 nb_validated 1441 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:41:21 nb_validated 1523 model 2 (finishes Thu 02:25 -- 357/h)
20241030-23:41:40 nb_validated 1526 model 4 (finishes Thu 02:24 -- 358/h)
20241030-23:41:40 nb_validated 1443 model 1 (finishes Thu 02:48 -- 338/h)
20241030-23:41:58 nb_validated 1443 model 1 (finishes Thu 02:49 -- 338/h)
20241030-23:41:58 nb_validated 1528 model 1 (finishes Thu 02:24 -- 358/h)
20241030-23:42:16 nb_validated 1444 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:42:17 nb_validated 1529 model 0 (finishes Thu 02:24 -- 358/h)
20241030-23:42:34 nb_validated 1445 model 2 (finishes Thu 02:49 -- 338/h)
20241030-23:42:34 nb_validated 1533 model 2 (finishes Thu 02:24 -- 358/h)
20241030-23:42:52 nb_validated 1447 model 1 (finishes Thu 02:49 -- 338/h)
20241030-23:42:53 nb_validated 1534 model 4 (finishes Thu 02:24 -- 358/h)
20241030-23:43:10 nb_validated 1447 model 3 (finishes Thu 02:50 -- 337/h)
20241030-23:43:11 nb_validated 1535 model 0 (finishes Thu 02:24 -- 358/h)
20241030-23:43:28 nb_validated 1448 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:43:28 nb_validated 1536 model 3 (finishes Thu 02:25 -- 358/h)
20241030-23:43:46 nb_validated 1450 model 0 (finishes Thu 02:50 -- 337/h)
20241030-23:43:46 nb_validated 1536 model 2 (finishes Thu 02:25 -- 357/h)
20241030-23:44:04 nb_validated 1541 model 0 (finishes Thu 02:24 -- 358/h)
20241030-23:44:04 nb_validated 1452 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:44:22 nb_validated 1453 model 1 (finishes Thu 02:50 -- 337/h)
20241030-23:44:22 nb_validated 1542 model 1 (finishes Thu 02:24 -- 358/h)
20241030-23:44:41 nb_validated 1543 model 3 (finishes Thu 02:25 -- 358/h)
20241030-23:44:41 nb_validated 1454 model 4 (finishes Thu 02:50 -- 337/h)
20241030-23:44:59 nb_validated 1544 model 3 (finishes Thu 02:25 -- 357/h)
20241030-23:44:59 nb_validated 1457 model 0 (finishes Thu 02:50 -- 337/h)
20241030-23:45:16 nb_validated 1546 model 0 (finishes Thu 02:25 -- 357/h)
20241030-23:45:17 nb_validated 1462 model 1 (finishes Thu 02:49 -- 338/h)
20241030-23:45:34 nb_validated 1548 model 3 (finishes Thu 02:25 -- 357/h)
20241030-23:45:35 nb_validated 1464 model 3 (finishes Thu 02:49 -- 338/h)
20241030-23:45:53 nb_validated 1550 model 1 (finishes Thu 02:25 -- 357/h)
20241030-23:45:53 nb_validated 1464 model 3 (finishes Thu 02:49 -- 338/h)
20241030-23:46:11 nb_validated 1552 model 3 (finishes Thu 02:25 -- 358/h)
20241030-23:46:11 nb_validated 1466 model 3 (finishes Thu 02:49 -- 338/h)
20241030-23:46:29 nb_validated 1552 model 2 (finishes Thu 02:25 -- 357/h)
20241030-23:46:30 nb_validated 1467 model 3 (finishes Thu 02:49 -- 338/h)
20241030-23:46:47 nb_validated 1552 model 3 (finishes Thu 02:26 -- 357/h)
20241030-23:46:48 nb_validated 1469 model 3 (finishes Thu 02:49 -- 338/h)
20241030-23:47:05 nb_validated 1554 model 0 (finishes Thu 02:25 -- 357/h)
20241030-23:47:06 nb_validated 1471 model 4 (finishes Thu 02:49 -- 338/h)
20241030-23:47:23 nb_validated 1555 model 3 (finishes Thu 02:26 -- 357/h)
20241030-23:47:23 nb_validated 1471 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:47:41 nb_validated 1558 model 0 (finishes Thu 02:25 -- 357/h)
20241030-23:47:42 nb_validated 1473 model 4 (finishes Thu 02:50 -- 337/h)
20241030-23:47:59 nb_validated 1558 model 3 (finishes Thu 02:26 -- 356/h)
20241030-23:48:00 nb_validated 1475 model 4 (finishes Thu 02:50 -- 337/h)
20241030-23:48:17 nb_validated 1561 model 3 (finishes Thu 02:26 -- 357/h)
20241030-23:48:18 nb_validated 1476 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:48:35 nb_validated 1562 model 1 (finishes Thu 02:26 -- 357/h)
20241030-23:48:36 nb_validated 1476 model 1 (finishes Thu 02:50 -- 337/h)
20241030-23:48:54 nb_validated 1563 model 4 (finishes Thu 02:26 -- 356/h)
20241030-23:48:54 nb_validated 1477 model 1 (finishes Thu 02:50 -- 337/h)
20241030-23:49:12 nb_validated 1566 model 1 (finishes Thu 02:26 -- 357/h)
20241030-23:49:13 nb_validated 1480 model 4 (finishes Thu 02:50 -- 337/h)
20241030-23:49:30 nb_validated 1568 model 0 (finishes Thu 02:26 -- 357/h)
20241030-23:49:31 nb_validated 1483 model 1 (finishes Thu 02:50 -- 337/h)
20241030-23:49:48 nb_validated 1569 model 3 (finishes Thu 02:26 -- 356/h)
20241030-23:49:49 nb_validated 1487 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:50:05 nb_validated 1569 model 2 (finishes Thu 02:26 -- 356/h)
20241030-23:50:07 nb_validated 1490 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:50:23 nb_validated 1572 model 3 (finishes Thu 02:26 -- 356/h)
20241030-23:50:25 nb_validated 1490 model 1 (finishes Thu 02:49 -- 338/h)
20241030-23:50:42 nb_validated 1572 model 2 (finishes Thu 02:26 -- 356/h)
20241030-23:50:43 nb_validated 1492 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:51:00 nb_validated 1573 model 1 (finishes Thu 02:27 -- 356/h)
20241030-23:51:01 nb_validated 1492 model 2 (finishes Thu 02:50 -- 337/h)
20241030-23:51:18 nb_validated 1573 model 3 (finishes Thu 02:27 -- 355/h)
20241030-23:51:19 nb_validated 1494 model 0 (finishes Thu 02:49 -- 337/h)
20241030-23:51:36 nb_validated 1574 model 0 (finishes Thu 02:27 -- 355/h)
20241030-23:51:37 nb_validated 1496 model 4 (finishes Thu 02:49 -- 338/h)
20241030-23:51:54 nb_validated 1577 model 0 (finishes Thu 02:27 -- 355/h)
20241030-23:51:55 nb_validated 1498 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:52:12 nb_validated 1579 model 1 (finishes Thu 02:27 -- 356/h)
20241030-23:52:14 nb_validated 1502 model 4 (finishes Thu 02:49 -- 338/h)
20241030-23:52:30 nb_validated 1582 model 2 (finishes Thu 02:27 -- 356/h)
20241030-23:52:32 nb_validated 1505 model 0 (finishes Thu 02:48 -- 338/h)
20241030-23:52:49 nb_validated 1586 model 4 (finishes Thu 02:26 -- 356/h)
20241030-23:52:50 nb_validated 1505 model 3 (finishes Thu 02:49 -- 338/h)
20241030-23:53:07 nb_validated 1587 model 4 (finishes Thu 02:26 -- 356/h)
20241030-23:53:07 nb_validated 1507 model 0 (finishes Thu 02:49 -- 338/h)
20241030-23:53:25 nb_validated 1591 model 1 (finishes Thu 02:26 -- 357/h)
20241030-23:53:26 nb_validated 1510 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:53:43 nb_validated 1591 model 0 (finishes Thu 02:26 -- 356/h)
20241030-23:53:44 nb_validated 1511 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:54:01 nb_validated 1592 model 1 (finishes Thu 02:26 -- 356/h)
20241030-23:54:02 nb_validated 1515 model 0 (finishes Thu 02:48 -- 339/h)
20241030-23:54:20 nb_validated 1592 model 0 (finishes Thu 02:27 -- 356/h)
20241030-23:54:20 nb_validated 1516 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:54:38 nb_validated 1592 model 1 (finishes Thu 02:27 -- 355/h)
20241030-23:54:38 nb_validated 1519 model 3 (finishes Thu 02:48 -- 339/h)
20241030-23:54:56 nb_validated 1520 model 3 (finishes Thu 02:48 -- 339/h)
20241030-23:54:56 nb_validated 1594 model 1 (finishes Thu 02:27 -- 355/h)
20241030-23:55:14 nb_validated 1524 model 1 (finishes Thu 02:47 -- 339/h)
20241030-23:55:15 nb_validated 1595 model 0 (finishes Thu 02:27 -- 355/h)
20241030-23:55:32 nb_validated 1526 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:55:33 nb_validated 1597 model 3 (finishes Thu 02:27 -- 355/h)
20241030-23:55:50 nb_validated 1526 model 2 (finishes Thu 02:48 -- 339/h)
20241030-23:55:51 nb_validated 1603 model 3 (finishes Thu 02:26 -- 356/h)
20241030-23:56:08 nb_validated 1529 model 1 (finishes Thu 02:47 -- 339/h)
20241030-23:56:09 nb_validated 1607 model 0 (finishes Thu 02:26 -- 357/h)
20241030-23:56:26 nb_validated 1531 model 1 (finishes Thu 02:47 -- 339/h)
20241030-23:56:27 nb_validated 1608 model 3 (finishes Thu 02:26 -- 356/h)
20241030-23:56:44 nb_validated 1534 model 4 (finishes Thu 02:47 -- 340/h)
20241030-23:56:44 nb_validated 1609 model 1 (finishes Thu 02:26 -- 356/h)
20241030-23:57:02 nb_validated 1610 model 0 (finishes Thu 02:26 -- 356/h)
20241030-23:57:02 nb_validated 1534 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:57:20 nb_validated 1612 model 2 (finishes Thu 02:26 -- 356/h)
20241030-23:57:20 nb_validated 1534 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:57:38 nb_validated 1613 model 1 (finishes Thu 02:26 -- 356/h)
20241030-23:57:39 nb_validated 1534 model 4 (finishes Thu 02:48 -- 338/h)
20241030-23:57:56 nb_validated 1615 model 1 (finishes Thu 02:26 -- 356/h)
20241030-23:57:57 nb_validated 1537 model 4 (finishes Thu 02:48 -- 339/h)
20241030-23:58:13 nb_validated 1617 model 0 (finishes Thu 02:26 -- 356/h)
20241030-23:58:15 nb_validated 1540 model 0 (finishes Thu 02:47 -- 339/h)
20241030-23:58:32 nb_validated 1619 model 3 (finishes Thu 02:26 -- 356/h)
20241030-23:58:33 nb_validated 1541 model 2 (finishes Thu 02:48 -- 339/h)
20241030-23:58:50 nb_validated 1620 model 3 (finishes Thu 02:26 -- 356/h)
20241030-23:58:51 nb_validated 1542 model 2 (finishes Thu 02:48 -- 339/h)
20241030-23:59:08 nb_validated 1621 model 4 (finishes Thu 02:27 -- 356/h)
20241030-23:59:09 nb_validated 1545 model 4 (finishes Thu 02:47 -- 339/h)
20241030-23:59:27 nb_validated 1622 model 4 (finishes Thu 02:27 -- 356/h)
20241030-23:59:27 nb_validated 1545 model 2 (finishes Thu 02:48 -- 339/h)
20241030-23:59:44 nb_validated 1623 model 2 (finishes Thu 02:27 -- 355/h)
20241030-23:59:45 nb_validated 1549 model 0 (finishes Thu 02:47 -- 339/h)
20241031-00:00:03 nb_validated 1623 model 2 (finishes Thu 02:28 -- 355/h)
20241031-00:00:04 nb_validated 1551 model 4 (finishes Thu 02:47 -- 339/h)
20241031-00:00:20 nb_validated 1625 model 0 (finishes Thu 02:28 -- 355/h)
20241031-00:00:22 nb_validated 1554 model 2 (finishes Thu 02:47 -- 339/h)
20241031-00:00:39 nb_validated 1628 model 1 (finishes Thu 02:27 -- 355/h)
20241031-00:00:40 nb_validated 1555 model 4 (finishes Thu 02:47 -- 339/h)
20241031-00:00:57 nb_validated 1632 model 2 (finishes Thu 02:27 -- 356/h)
20241031-00:00:58 nb_validated 1556 model 1 (finishes Thu 02:47 -- 339/h)
20241031-00:01:15 nb_validated 1633 model 1 (finishes Thu 02:27 -- 356/h)
20241031-00:01:16 nb_validated 1559 model 2 (finishes Thu 02:47 -- 339/h)
20241031-00:01:34 nb_validated 1636 model 4 (finishes Thu 02:27 -- 356/h)
20241031-00:01:34 nb_validated 1563 model 3 (finishes Thu 02:46 -- 340/h)
20241031-00:01:52 nb_validated 1638 model 0 (finishes Thu 02:26 -- 356/h)
20241031-00:01:52 nb_validated 1566 model 4 (finishes Thu 02:46 -- 340/h)
20241031-00:02:09 nb_validated 1641 model 0 (finishes Thu 02:26 -- 356/h)
20241031-00:02:10 nb_validated 1566 model 3 (finishes Thu 02:46 -- 340/h)
20241031-00:02:27 nb_validated 1642 model 2 (finishes Thu 02:26 -- 356/h)
20241031-00:02:29 nb_validated 1566 model 1 (finishes Thu 02:47 -- 339/h)
20241031-00:02:45 nb_validated 1644 model 2 (finishes Thu 02:26 -- 356/h)
20241031-00:02:47 nb_validated 1567 model 0 (finishes Thu 02:47 -- 339/h)
20241031-00:03:03 nb_validated 1644 model 2 (finishes Thu 02:27 -- 356/h)
20241031-00:03:05 nb_validated 1571 model 2 (finishes Thu 02:46 -- 340/h)
20241031-00:03:21 nb_validated 1647 model 2 (finishes Thu 02:26 -- 356/h)
20241031-00:03:23 nb_validated 1572 model 3 (finishes Thu 02:47 -- 340/h)
20241031-00:03:39 nb_validated 1650 model 1 (finishes Thu 02:26 -- 356/h)
20241031-00:03:41 nb_validated 1573 model 1 (finishes Thu 02:47 -- 339/h)
20241031-00:03:57 nb_validated 1652 model 4 (finishes Thu 02:26 -- 356/h)
20241031-00:03:59 nb_validated 1574 model 1 (finishes Thu 02:47 -- 339/h)
20241031-00:04:15 nb_validated 1653 model 2 (finishes Thu 02:26 -- 356/h)
20241031-00:04:18 nb_validated 1577 model 3 (finishes Thu 02:47 -- 340/h)
20241031-00:04:34 nb_validated 1659 model 4 (finishes Thu 02:25 -- 357/h)
20241031-00:04:36 nb_validated 1579 model 3 (finishes Thu 02:47 -- 340/h)
20241031-00:04:52 nb_validated 1660 model 3 (finishes Thu 02:25 -- 357/h)
20241031-00:04:53 nb_validated 1582 model 2 (finishes Thu 02:46 -- 340/h)
20241031-00:05:10 nb_validated 1663 model 0 (finishes Thu 02:25 -- 357/h)
20241031-00:05:12 nb_validated 1583 model 4 (finishes Thu 02:46 -- 340/h)
20241031-00:05:28 nb_validated 1663 model 0 (finishes Thu 02:26 -- 357/h)
20241031-00:05:30 nb_validated 1585 model 4 (finishes Thu 02:46 -- 340/h)
20241031-00:05:46 nb_validated 1665 model 0 (finishes Thu 02:26 -- 357/h)
20241031-00:05:48 nb_validated 1585 model 0 (finishes Thu 02:47 -- 340/h)
20241031-00:06:04 nb_validated 1667 model 3 (finishes Thu 02:25 -- 357/h)
20241031-00:06:06 nb_validated 1586 model 3 (finishes Thu 02:47 -- 339/h)
20241031-00:06:22 nb_validated 1668 model 1 (finishes Thu 02:26 -- 357/h)
20241031-00:06:24 nb_validated 1591 model 1 (finishes Thu 02:46 -- 340/h)
20241031-00:06:40 nb_validated 1670 model 1 (finishes Thu 02:26 -- 357/h)
20241031-00:06:42 nb_validated 1593 model 3 (finishes Thu 02:46 -- 340/h)
20241031-00:06:57 nb_validated 1670 model 0 (finishes Thu 02:26 -- 356/h)
20241031-00:07:00 nb_validated 1596 model 2 (finishes Thu 02:46 -- 340/h)
20241031-00:07:16 nb_validated 1671 model 1 (finishes Thu 02:26 -- 356/h)
20241031-00:07:18 nb_validated 1600 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:07:34 nb_validated 1672 model 1 (finishes Thu 02:26 -- 356/h)
20241031-00:07:36 nb_validated 1602 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:07:52 nb_validated 1672 model 1 (finishes Thu 02:27 -- 356/h)
20241031-00:07:55 nb_validated 1603 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:08:10 nb_validated 1674 model 0 (finishes Thu 02:27 -- 356/h)
20241031-00:08:13 nb_validated 1604 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:08:28 nb_validated 1675 model 4 (finishes Thu 02:27 -- 355/h)
20241031-00:08:30 nb_validated 1606 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:08:46 nb_validated 1678 model 2 (finishes Thu 02:27 -- 356/h)
20241031-00:08:48 nb_validated 1608 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:09:05 nb_validated 1678 model 3 (finishes Thu 02:27 -- 355/h)
20241031-00:09:07 nb_validated 1610 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:09:22 nb_validated 1681 model 0 (finishes Thu 02:27 -- 356/h)
20241031-00:09:25 nb_validated 1611 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:09:40 nb_validated 1683 model 3 (finishes Thu 02:27 -- 356/h)
20241031-00:09:44 nb_validated 1612 model 3 (finishes Thu 02:45 -- 340/h)
20241031-00:09:59 nb_validated 1685 model 4 (finishes Thu 02:27 -- 356/h)
20241031-00:10:02 nb_validated 1615 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:10:17 nb_validated 1688 model 0 (finishes Thu 02:26 -- 356/h)
20241031-00:10:20 nb_validated 1616 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:10:34 nb_validated 1688 model 2 (finishes Thu 02:27 -- 356/h)
20241031-00:10:38 nb_validated 1618 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:10:53 nb_validated 1690 model 1 (finishes Thu 02:27 -- 356/h)
20241031-00:10:55 nb_validated 1622 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:11:11 nb_validated 1691 model 3 (finishes Thu 02:27 -- 355/h)
20241031-00:11:14 nb_validated 1623 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:11:29 nb_validated 1693 model 2 (finishes Thu 02:27 -- 355/h)
20241031-00:11:32 nb_validated 1624 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:11:47 nb_validated 1695 model 4 (finishes Thu 02:27 -- 355/h)
20241031-00:11:50 nb_validated 1625 model 0 (finishes Thu 02:45 -- 341/h)
20241031-00:12:05 nb_validated 1697 model 2 (finishes Thu 02:27 -- 356/h)
20241031-00:12:08 nb_validated 1627 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:12:22 nb_validated 1698 model 2 (finishes Thu 02:27 -- 355/h)
20241031-00:12:26 nb_validated 1629 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:12:40 nb_validated 1700 model 2 (finishes Thu 02:27 -- 355/h)
20241031-00:12:45 nb_validated 1635 model 1 (finishes Thu 02:44 -- 342/h)
20241031-00:12:58 nb_validated 1700 model 3 (finishes Thu 02:27 -- 355/h)
20241031-00:13:02 nb_validated 1639 model 2 (finishes Thu 02:43 -- 342/h)
20241031-00:13:16 nb_validated 1703 model 1 (finishes Thu 02:27 -- 355/h)
20241031-00:13:21 nb_validated 1641 model 3 (finishes Thu 02:43 -- 342/h)
20241031-00:13:34 nb_validated 1706 model 1 (finishes Thu 02:27 -- 356/h)
20241031-00:13:39 nb_validated 1644 model 4 (finishes Thu 02:43 -- 343/h)
20241031-00:13:52 nb_validated 1709 model 1 (finishes Thu 02:27 -- 356/h)
20241031-00:13:57 nb_validated 1648 model 3 (finishes Thu 02:42 -- 343/h)
20241031-00:14:10 nb_validated 1711 model 0 (finishes Thu 02:27 -- 356/h)
20241031-00:14:15 nb_validated 1650 model 0 (finishes Thu 02:42 -- 343/h)
20241031-00:14:27 nb_validated 1712 model 2 (finishes Thu 02:27 -- 356/h)
20241031-00:14:33 nb_validated 1650 model 2 (finishes Thu 02:43 -- 343/h)
20241031-00:14:46 nb_validated 1713 model 2 (finishes Thu 02:27 -- 356/h)
20241031-00:14:51 nb_validated 1651 model 2 (finishes Thu 02:43 -- 343/h)
20241031-00:15:04 nb_validated 1715 model 1 (finishes Thu 02:27 -- 356/h)
20241031-00:15:09 nb_validated 1653 model 0 (finishes Thu 02:43 -- 343/h)
20241031-00:15:22 nb_validated 1717 model 0 (finishes Thu 02:27 -- 356/h)
20241031-00:15:26 nb_validated 1655 model 2 (finishes Thu 02:43 -- 343/h)
20241031-00:15:40 nb_validated 1718 model 0 (finishes Thu 02:27 -- 355/h)
20241031-00:15:44 nb_validated 1655 model 2 (finishes Thu 02:43 -- 342/h)
20241031-00:15:58 nb_validated 1720 model 3 (finishes Thu 02:27 -- 356/h)
20241031-00:16:02 nb_validated 1656 model 4 (finishes Thu 02:43 -- 342/h)
20241031-00:16:16 nb_validated 1721 model 2 (finishes Thu 02:27 -- 355/h)
20241031-00:16:21 nb_validated 1659 model 1 (finishes Thu 02:43 -- 342/h)
20241031-00:16:34 nb_validated 1723 model 3 (finishes Thu 02:27 -- 355/h)
20241031-00:16:38 nb_validated 1659 model 2 (finishes Thu 02:43 -- 342/h)
20241031-00:16:52 nb_validated 1724 model 3 (finishes Thu 02:27 -- 355/h)
20241031-00:16:57 nb_validated 1659 model 4 (finishes Thu 02:44 -- 342/h)
20241031-00:17:11 nb_validated 1726 model 4 (finishes Thu 02:27 -- 355/h)
20241031-00:17:15 nb_validated 1661 model 4 (finishes Thu 02:44 -- 342/h)
20241031-00:17:29 nb_validated 1726 model 3 (finishes Thu 02:28 -- 355/h)
20241031-00:17:33 nb_validated 1661 model 3 (finishes Thu 02:44 -- 341/h)
20241031-00:17:47 nb_validated 1728 model 1 (finishes Thu 02:28 -- 355/h)
20241031-00:17:51 nb_validated 1662 model 1 (finishes Thu 02:44 -- 341/h)
20241031-00:18:05 nb_validated 1729 model 1 (finishes Thu 02:28 -- 355/h)
20241031-00:18:09 nb_validated 1662 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:18:23 nb_validated 1731 model 4 (finishes Thu 02:28 -- 355/h)
20241031-00:18:27 nb_validated 1665 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:18:41 nb_validated 1735 model 1 (finishes Thu 02:27 -- 355/h)
20241031-00:18:46 nb_validated 1667 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:18:59 nb_validated 1737 model 3 (finishes Thu 02:27 -- 355/h)
20241031-00:19:03 nb_validated 1668 model 0 (finishes Thu 02:45 -- 341/h)
20241031-00:19:17 nb_validated 1739 model 0 (finishes Thu 02:27 -- 355/h)
20241031-00:19:21 nb_validated 1671 model 3 (finishes Thu 02:44 -- 341/h)
20241031-00:19:36 nb_validated 1741 model 4 (finishes Thu 02:27 -- 355/h)
20241031-00:19:39 nb_validated 1673 model 2 (finishes Thu 02:44 -- 341/h)
20241031-00:19:54 nb_validated 1744 model 1 (finishes Thu 02:27 -- 356/h)
20241031-00:19:57 nb_validated 1673 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:20:12 nb_validated 1745 model 1 (finishes Thu 02:27 -- 355/h)
20241031-00:20:15 nb_validated 1674 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:20:30 nb_validated 1746 model 2 (finishes Thu 02:27 -- 355/h)
20241031-00:20:34 nb_validated 1679 model 4 (finishes Thu 02:44 -- 342/h)
20241031-00:20:48 nb_validated 1750 model 0 (finishes Thu 02:27 -- 356/h)
20241031-00:20:52 nb_validated 1679 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:21:06 nb_validated 1752 model 3 (finishes Thu 02:27 -- 356/h)
20241031-00:21:09 nb_validated 1680 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:21:24 nb_validated 1753 model 2 (finishes Thu 02:27 -- 356/h)
20241031-00:21:28 nb_validated 1682 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:21:43 nb_validated 1754 model 4 (finishes Thu 02:27 -- 355/h)
20241031-00:21:46 nb_validated 1682 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:22:01 nb_validated 1756 model 4 (finishes Thu 02:27 -- 356/h)
20241031-00:22:04 nb_validated 1684 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:22:19 nb_validated 1757 model 0 (finishes Thu 02:27 -- 355/h)
20241031-00:22:22 nb_validated 1686 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:22:37 nb_validated 1759 model 0 (finishes Thu 02:27 -- 355/h)
20241031-00:22:41 nb_validated 1688 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:22:55 nb_validated 1760 model 1 (finishes Thu 02:27 -- 355/h)
20241031-00:22:59 nb_validated 1690 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:23:13 nb_validated 1762 model 0 (finishes Thu 02:27 -- 355/h)
20241031-00:23:17 nb_validated 1692 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:23:31 nb_validated 1762 model 2 (finishes Thu 02:28 -- 355/h)
20241031-00:23:36 nb_validated 1693 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:23:49 nb_validated 1763 model 3 (finishes Thu 02:28 -- 355/h)
20241031-00:23:53 nb_validated 1694 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:24:07 nb_validated 1767 model 4 (finishes Thu 02:27 -- 355/h)
20241031-00:24:11 nb_validated 1695 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:24:26 nb_validated 1771 model 4 (finishes Thu 02:27 -- 356/h)
20241031-00:24:29 nb_validated 1700 model 2 (finishes Thu 02:44 -- 341/h)
20241031-00:24:44 nb_validated 1772 model 1 (finishes Thu 02:27 -- 356/h)
20241031-00:24:47 nb_validated 1702 model 1 (finishes Thu 02:44 -- 341/h)
20241031-00:25:02 nb_validated 1773 model 3 (finishes Thu 02:27 -- 355/h)
20241031-00:25:05 nb_validated 1703 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:25:20 nb_validated 1774 model 0 (finishes Thu 02:27 -- 355/h)
20241031-00:25:23 nb_validated 1704 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:25:38 nb_validated 1776 model 0 (finishes Thu 02:27 -- 355/h)
20241031-00:25:41 nb_validated 1705 model 0 (finishes Thu 02:45 -- 341/h)
20241031-00:25:56 nb_validated 1780 model 1 (finishes Thu 02:27 -- 356/h)
20241031-00:25:59 nb_validated 1708 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:26:14 nb_validated 1781 model 3 (finishes Thu 02:27 -- 356/h)
20241031-00:26:17 nb_validated 1710 model 1 (finishes Thu 02:44 -- 341/h)
20241031-00:26:32 nb_validated 1781 model 0 (finishes Thu 02:27 -- 355/h)
20241031-00:26:36 nb_validated 1712 model 1 (finishes Thu 02:44 -- 341/h)
20241031-00:26:50 nb_validated 1781 model 3 (finishes Thu 02:28 -- 355/h)
20241031-00:26:54 nb_validated 1716 model 0 (finishes Thu 02:44 -- 342/h)
20241031-00:27:07 nb_validated 1781 model 2 (finishes Thu 02:28 -- 354/h)
20241031-00:27:12 nb_validated 1718 model 0 (finishes Thu 02:44 -- 342/h)
20241031-00:27:25 nb_validated 1785 model 3 (finishes Thu 02:28 -- 355/h)
20241031-00:27:30 nb_validated 1719 model 2 (finishes Thu 02:44 -- 342/h)
20241031-00:27:43 nb_validated 1787 model 2 (finishes Thu 02:28 -- 355/h)
20241031-00:27:48 nb_validated 1720 model 2 (finishes Thu 02:44 -- 342/h)
20241031-00:28:01 nb_validated 1787 model 3 (finishes Thu 02:28 -- 355/h)
20241031-00:28:06 nb_validated 1720 model 0 (finishes Thu 02:45 -- 341/h)
20241031-00:28:19 nb_validated 1787 model 1 (finishes Thu 02:28 -- 354/h)
20241031-00:28:24 nb_validated 1723 model 3 (finishes Thu 02:44 -- 341/h)
20241031-00:28:37 nb_validated 1788 model 1 (finishes Thu 02:29 -- 354/h)
20241031-00:28:42 nb_validated 1724 model 4 (finishes Thu 02:44 -- 341/h)
20241031-00:28:56 nb_validated 1788 model 4 (finishes Thu 02:29 -- 354/h)
20241031-00:29:00 nb_validated 1725 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:29:14 nb_validated 1788 model 4 (finishes Thu 02:29 -- 353/h)
20241031-00:29:18 nb_validated 1726 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:29:32 nb_validated 1790 model 4 (finishes Thu 02:29 -- 353/h)
20241031-00:29:36 nb_validated 1727 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:29:51 nb_validated 1791 model 4 (finishes Thu 02:30 -- 353/h)
20241031-00:29:55 nb_validated 1728 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:30:10 nb_validated 1792 model 1 (finishes Thu 02:30 -- 353/h)
20241031-00:30:12 nb_validated 1732 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:30:28 nb_validated 1793 model 4 (finishes Thu 02:30 -- 353/h)
20241031-00:30:30 nb_validated 1733 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:30:47 nb_validated 1795 model 3 (finishes Thu 02:30 -- 353/h)
20241031-00:30:48 nb_validated 1734 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:31:05 nb_validated 1796 model 0 (finishes Thu 02:30 -- 353/h)
20241031-00:31:06 nb_validated 1736 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:31:23 nb_validated 1797 model 3 (finishes Thu 02:30 -- 353/h)
20241031-00:31:24 nb_validated 1738 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:31:41 nb_validated 1798 model 4 (finishes Thu 02:31 -- 353/h)
20241031-00:31:43 nb_validated 1738 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:31:59 nb_validated 1798 model 0 (finishes Thu 02:31 -- 352/h)
20241031-00:32:01 nb_validated 1741 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:32:17 nb_validated 1800 model 1 (finishes Thu 02:31 -- 352/h)
20241031-00:32:19 nb_validated 1743 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:32:35 nb_validated 1803 model 3 (finishes Thu 02:31 -- 352/h)
20241031-00:32:37 nb_validated 1746 model 4 (finishes Thu 02:44 -- 341/h)
20241031-00:32:53 nb_validated 1803 model 2 (finishes Thu 02:31 -- 352/h)
20241031-00:32:55 nb_validated 1751 model 4 (finishes Thu 02:44 -- 342/h)
20241031-00:33:11 nb_validated 1806 model 0 (finishes Thu 02:31 -- 352/h)
20241031-00:33:13 nb_validated 1751 model 4 (finishes Thu 02:44 -- 342/h)
20241031-00:33:29 nb_validated 1806 model 1 (finishes Thu 02:31 -- 352/h)
20241031-00:33:31 nb_validated 1752 model 3 (finishes Thu 02:44 -- 341/h)
20241031-00:33:47 nb_validated 1810 model 0 (finishes Thu 02:31 -- 352/h)
20241031-00:33:50 nb_validated 1755 model 3 (finishes Thu 02:44 -- 342/h)
20241031-00:34:05 nb_validated 1810 model 1 (finishes Thu 02:31 -- 352/h)
20241031-00:34:07 nb_validated 1757 model 0 (finishes Thu 02:44 -- 342/h)
20241031-00:34:23 nb_validated 1812 model 2 (finishes Thu 02:31 -- 352/h)
20241031-00:34:26 nb_validated 1759 model 4 (finishes Thu 02:44 -- 342/h)
20241031-00:34:40 nb_validated 1815 model 2 (finishes Thu 02:31 -- 352/h)
20241031-00:34:43 nb_validated 1759 model 3 (finishes Thu 02:44 -- 341/h)
20241031-00:34:58 nb_validated 1816 model 2 (finishes Thu 02:31 -- 352/h)
20241031-00:35:02 nb_validated 1761 model 4 (finishes Thu 02:44 -- 342/h)
20241031-00:35:17 nb_validated 1820 model 4 (finishes Thu 02:30 -- 353/h)
20241031-00:35:20 nb_validated 1762 model 1 (finishes Thu 02:44 -- 341/h)
20241031-00:35:36 nb_validated 1821 model 3 (finishes Thu 02:31 -- 353/h)
20241031-00:35:38 nb_validated 1764 model 3 (finishes Thu 02:44 -- 341/h)
20241031-00:35:53 nb_validated 1826 model 3 (finishes Thu 02:30 -- 353/h)
20241031-00:35:57 nb_validated 1767 model 1 (finishes Thu 02:44 -- 342/h)
20241031-00:36:11 nb_validated 1827 model 1 (finishes Thu 02:30 -- 353/h)
20241031-00:36:15 nb_validated 1768 model 4 (finishes Thu 02:44 -- 342/h)
20241031-00:36:30 nb_validated 1827 model 3 (finishes Thu 02:30 -- 353/h)
20241031-00:36:33 nb_validated 1770 model 1 (finishes Thu 02:44 -- 342/h)
20241031-00:36:47 nb_validated 1828 model 2 (finishes Thu 02:31 -- 353/h)
20241031-00:36:51 nb_validated 1770 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:37:06 nb_validated 1828 model 1 (finishes Thu 02:31 -- 352/h)
20241031-00:37:10 nb_validated 1775 model 4 (finishes Thu 02:44 -- 342/h)
20241031-00:37:24 nb_validated 1828 model 4 (finishes Thu 02:31 -- 352/h)
20241031-00:37:28 nb_validated 1776 model 1 (finishes Thu 02:44 -- 342/h)
20241031-00:37:42 nb_validated 1828 model 2 (finishes Thu 02:32 -- 351/h)
20241031-00:37:46 nb_validated 1776 model 0 (finishes Thu 02:44 -- 341/h)
20241031-00:38:00 nb_validated 1829 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:38:04 nb_validated 1777 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:38:19 nb_validated 1832 model 3 (finishes Thu 02:32 -- 352/h)
20241031-00:38:22 nb_validated 1779 model 0 (finishes Thu 02:44 -- 341/h)
20241031-00:38:37 nb_validated 1833 model 2 (finishes Thu 02:32 -- 351/h)
20241031-00:38:40 nb_validated 1782 model 3 (finishes Thu 02:44 -- 342/h)
20241031-00:38:55 nb_validated 1833 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:38:58 nb_validated 1783 model 3 (finishes Thu 02:44 -- 341/h)
20241031-00:39:13 nb_validated 1834 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:39:15 nb_validated 1783 model 0 (finishes Thu 02:45 -- 341/h)
20241031-00:39:31 nb_validated 1834 model 4 (finishes Thu 02:33 -- 351/h)
20241031-00:39:34 nb_validated 1784 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:39:49 nb_validated 1836 model 1 (finishes Thu 02:33 -- 351/h)
20241031-00:39:52 nb_validated 1786 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:40:07 nb_validated 1837 model 1 (finishes Thu 02:33 -- 350/h)
20241031-00:40:10 nb_validated 1788 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:40:25 nb_validated 1842 model 4 (finishes Thu 02:32 -- 351/h)
20241031-00:40:28 nb_validated 1789 model 0 (finishes Thu 02:45 -- 341/h)
20241031-00:40:44 nb_validated 1844 model 0 (finishes Thu 02:32 -- 351/h)
20241031-00:40:46 nb_validated 1791 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:41:02 nb_validated 1846 model 0 (finishes Thu 02:32 -- 351/h)
20241031-00:41:04 nb_validated 1792 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:41:19 nb_validated 1848 model 2 (finishes Thu 02:32 -- 351/h)
20241031-00:41:23 nb_validated 1792 model 4 (finishes Thu 02:45 -- 341/h)
20241031-00:41:38 nb_validated 1850 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:41:40 nb_validated 1795 model 2 (finishes Thu 02:45 -- 341/h)
20241031-00:41:56 nb_validated 1852 model 3 (finishes Thu 02:32 -- 351/h)
20241031-00:41:58 nb_validated 1795 model 2 (finishes Thu 02:46 -- 340/h)
20241031-00:42:14 nb_validated 1856 model 0 (finishes Thu 02:31 -- 352/h)
20241031-00:42:17 nb_validated 1797 model 4 (finishes Thu 02:45 -- 340/h)
20241031-00:42:33 nb_validated 1859 model 1 (finishes Thu 02:31 -- 352/h)
20241031-00:42:34 nb_validated 1797 model 3 (finishes Thu 02:46 -- 340/h)
20241031-00:42:52 nb_validated 1859 model 4 (finishes Thu 02:32 -- 352/h)
20241031-00:42:52 nb_validated 1798 model 1 (finishes Thu 02:46 -- 340/h)
20241031-00:43:10 nb_validated 1860 model 4 (finishes Thu 02:32 -- 351/h)
20241031-00:43:10 nb_validated 1798 model 1 (finishes Thu 02:46 -- 340/h)
20241031-00:43:28 nb_validated 1799 model 2 (finishes Thu 02:47 -- 340/h)
20241031-00:43:29 nb_validated 1863 model 3 (finishes Thu 02:32 -- 352/h)
20241031-00:43:46 nb_validated 1799 model 3 (finishes Thu 02:47 -- 339/h)
20241031-00:43:47 nb_validated 1865 model 3 (finishes Thu 02:31 -- 352/h)
20241031-00:44:05 nb_validated 1802 model 3 (finishes Thu 02:47 -- 340/h)
20241031-00:44:05 nb_validated 1868 model 2 (finishes Thu 02:31 -- 352/h)
20241031-00:44:23 nb_validated 1868 model 2 (finishes Thu 02:32 -- 352/h)
20241031-00:44:23 nb_validated 1802 model 1 (finishes Thu 02:47 -- 339/h)
20241031-00:44:41 nb_validated 1870 model 3 (finishes Thu 02:32 -- 352/h)
20241031-00:44:41 nb_validated 1803 model 4 (finishes Thu 02:47 -- 339/h)
20241031-00:44:59 nb_validated 1871 model 4 (finishes Thu 02:32 -- 352/h)
20241031-00:44:59 nb_validated 1804 model 2 (finishes Thu 02:48 -- 339/h)
20241031-00:45:17 nb_validated 1806 model 3 (finishes Thu 02:47 -- 339/h)
20241031-00:45:17 nb_validated 1872 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:45:34 nb_validated 1808 model 2 (finishes Thu 02:47 -- 339/h)
20241031-00:45:36 nb_validated 1873 model 3 (finishes Thu 02:32 -- 351/h)
20241031-00:45:53 nb_validated 1812 model 4 (finishes Thu 02:47 -- 339/h)
20241031-00:45:53 nb_validated 1874 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:46:11 nb_validated 1813 model 1 (finishes Thu 02:47 -- 339/h)
20241031-00:46:11 nb_validated 1878 model 0 (finishes Thu 02:32 -- 352/h)
20241031-00:46:29 nb_validated 1816 model 1 (finishes Thu 02:47 -- 340/h)
20241031-00:46:30 nb_validated 1881 model 4 (finishes Thu 02:31 -- 352/h)
20241031-00:46:48 nb_validated 1818 model 4 (finishes Thu 02:47 -- 340/h)
20241031-00:46:48 nb_validated 1881 model 3 (finishes Thu 02:32 -- 351/h)
20241031-00:47:06 nb_validated 1820 model 3 (finishes Thu 02:47 -- 340/h)
20241031-00:47:07 nb_validated 1883 model 4 (finishes Thu 02:32 -- 351/h)
20241031-00:47:24 nb_validated 1822 model 0 (finishes Thu 02:46 -- 340/h)
20241031-00:47:25 nb_validated 1886 model 2 (finishes Thu 02:32 -- 352/h)
20241031-00:47:42 nb_validated 1822 model 3 (finishes Thu 02:47 -- 339/h)
20241031-00:47:43 nb_validated 1886 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:48:00 nb_validated 1826 model 4 (finishes Thu 02:46 -- 340/h)
20241031-00:48:01 nb_validated 1889 model 1 (finishes Thu 02:32 -- 352/h)
20241031-00:48:18 nb_validated 1828 model 3 (finishes Thu 02:46 -- 340/h)
20241031-00:48:19 nb_validated 1890 model 4 (finishes Thu 02:32 -- 351/h)
20241031-00:48:36 nb_validated 1828 model 1 (finishes Thu 02:47 -- 340/h)
20241031-00:48:37 nb_validated 1892 model 2 (finishes Thu 02:32 -- 351/h)
20241031-00:48:54 nb_validated 1830 model 2 (finishes Thu 02:47 -- 340/h)
20241031-00:48:55 nb_validated 1894 model 1 (finishes Thu 02:32 -- 352/h)
20241031-00:49:12 nb_validated 1832 model 3 (finishes Thu 02:47 -- 340/h)
20241031-00:49:13 nb_validated 1896 model 2 (finishes Thu 02:32 -- 352/h)
20241031-00:49:30 nb_validated 1836 model 1 (finishes Thu 02:46 -- 340/h)
20241031-00:49:31 nb_validated 1896 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:49:48 nb_validated 1838 model 2 (finishes Thu 02:46 -- 340/h)
20241031-00:49:50 nb_validated 1896 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:50:06 nb_validated 1840 model 3 (finishes Thu 02:46 -- 340/h)
20241031-00:50:09 nb_validated 1899 model 4 (finishes Thu 02:32 -- 351/h)
20241031-00:50:24 nb_validated 1842 model 0 (finishes Thu 02:46 -- 340/h)
20241031-00:50:27 nb_validated 1903 model 4 (finishes Thu 02:32 -- 352/h)
20241031-00:50:42 nb_validated 1847 model 0 (finishes Thu 02:45 -- 341/h)
20241031-00:50:46 nb_validated 1906 model 3 (finishes Thu 02:31 -- 352/h)
20241031-00:51:00 nb_validated 1847 model 1 (finishes Thu 02:45 -- 341/h)
20241031-00:51:03 nb_validated 1907 model 0 (finishes Thu 02:32 -- 352/h)
20241031-00:51:18 nb_validated 1849 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:51:22 nb_validated 1910 model 4 (finishes Thu 02:31 -- 352/h)
20241031-00:51:36 nb_validated 1851 model 3 (finishes Thu 02:45 -- 341/h)
20241031-00:51:40 nb_validated 1911 model 0 (finishes Thu 02:32 -- 352/h)
20241031-00:51:54 nb_validated 1852 model 0 (finishes Thu 02:45 -- 341/h)
20241031-00:51:58 nb_validated 1912 model 1 (finishes Thu 02:32 -- 352/h)
20241031-00:52:12 nb_validated 1852 model 2 (finishes Thu 02:46 -- 340/h)
20241031-00:52:16 nb_validated 1913 model 1 (finishes Thu 02:32 -- 351/h)
20241031-00:52:30 nb_validated 1853 model 0 (finishes Thu 02:46 -- 340/h)
20241031-00:52:35 nb_validated 1917 model 4 (finishes Thu 02:31 -- 352/h)
20241031-00:52:48 nb_validated 1853 model 1 (finishes Thu 02:46 -- 340/h)
20241031-00:52:52 nb_validated 1917 model 3 (finishes Thu 02:32 -- 351/h)
20241031-00:53:05 nb_validated 1854 model 0 (finishes Thu 02:47 -- 340/h)
20241031-00:53:11 nb_validated 1918 model 4 (finishes Thu 02:32 -- 351/h)
20241031-00:53:23 nb_validated 1855 model 1 (finishes Thu 02:47 -- 340/h)
20241031-00:53:29 nb_validated 1919 model 4 (finishes Thu 02:32 -- 351/h)
20241031-00:53:41 nb_validated 1858 model 0 (finishes Thu 02:46 -- 340/h)
20241031-00:53:47 nb_validated 1920 model 4 (finishes Thu 02:32 -- 351/h)
20241031-00:53:59 nb_validated 1858 model 4 (finishes Thu 02:47 -- 339/h)
20241031-00:54:05 nb_validated 1926 model 1 (finishes Thu 02:31 -- 352/h)
20241031-00:54:18 nb_validated 1858 model 1 (finishes Thu 02:47 -- 339/h)
20241031-00:54:24 nb_validated 1928 model 2 (finishes Thu 02:31 -- 352/h)
20241031-00:54:36 nb_validated 1860 model 4 (finishes Thu 02:47 -- 339/h)
20241031-00:54:42 nb_validated 1932 model 2 (finishes Thu 02:31 -- 352/h)
20241031-00:54:54 nb_validated 1863 model 0 (finishes Thu 02:47 -- 339/h)
20241031-00:54:59 nb_validated 1934 model 2 (finishes Thu 02:31 -- 352/h)
20241031-00:55:12 nb_validated 1865 model 2 (finishes Thu 02:47 -- 340/h)
20241031-00:55:18 nb_validated 1936 model 2 (finishes Thu 02:31 -- 352/h)
20241031-00:55:30 nb_validated 1866 model 4 (finishes Thu 02:47 -- 339/h)
20241031-00:55:35 nb_validated 1937 model 1 (finishes Thu 02:31 -- 352/h)
20241031-00:55:48 nb_validated 1869 model 2 (finishes Thu 02:47 -- 340/h)
20241031-00:55:54 nb_validated 1938 model 3 (finishes Thu 02:31 -- 352/h)
20241031-00:56:06 nb_validated 1869 model 2 (finishes Thu 02:47 -- 339/h)
20241031-00:56:12 nb_validated 1940 model 1 (finishes Thu 02:31 -- 352/h)
20241031-00:56:24 nb_validated 1871 model 0 (finishes Thu 02:47 -- 339/h)
20241031-00:56:29 nb_validated 1943 model 3 (finishes Thu 02:31 -- 352/h)
20241031-00:56:42 nb_validated 1873 model 0 (finishes Thu 02:47 -- 339/h)
20241031-00:56:48 nb_validated 1944 model 3 (finishes Thu 02:31 -- 352/h)
20241031-00:57:00 nb_validated 1873 model 2 (finishes Thu 02:47 -- 339/h)
20241031-00:57:06 nb_validated 1945 model 4 (finishes Thu 02:31 -- 352/h)
20241031-00:57:18 nb_validated 1874 model 0 (finishes Thu 02:47 -- 339/h)
20241031-00:57:24 nb_validated 1949 model 0 (finishes Thu 02:31 -- 352/h)
20241031-00:57:36 nb_validated 1878 model 4 (finishes Thu 02:47 -- 339/h)
20241031-00:57:42 nb_validated 1954 model 0 (finishes Thu 02:30 -- 353/h)
20241031-00:57:54 nb_validated 1879 model 1 (finishes Thu 02:47 -- 339/h)
20241031-00:58:00 nb_validated 1956 model 1 (finishes Thu 02:30 -- 353/h)
20241031-00:58:12 nb_validated 1880 model 1 (finishes Thu 02:47 -- 339/h)
20241031-00:58:18 nb_validated 1960 model 1 (finishes Thu 02:29 -- 353/h)
20241031-00:58:30 nb_validated 1881 model 2 (finishes Thu 02:47 -- 339/h)
20241031-00:58:36 nb_validated 1964 model 0 (finishes Thu 02:29 -- 354/h)
20241031-00:58:48 nb_validated 1885 model 0 (finishes Thu 02:47 -- 339/h)
20241031-00:58:55 nb_validated 1965 model 3 (finishes Thu 02:29 -- 354/h)
20241031-00:59:06 nb_validated 1886 model 4 (finishes Thu 02:47 -- 339/h)
20241031-00:59:13 nb_validated 1967 model 0 (finishes Thu 02:29 -- 354/h)
20241031-00:59:24 nb_validated 1889 model 3 (finishes Thu 02:47 -- 340/h)
20241031-00:59:30 nb_validated 1968 model 2 (finishes Thu 02:29 -- 354/h)
20241031-00:59:42 nb_validated 1891 model 0 (finishes Thu 02:47 -- 340/h)
20241031-00:59:48 nb_validated 1969 model 2 (finishes Thu 02:29 -- 354/h)
20241031-01:00:01 nb_validated 1893 model 1 (finishes Thu 02:47 -- 340/h)
20241031-01:00:05 nb_validated 1970 model 3 (finishes Thu 02:29 -- 353/h)
20241031-01:00:19 nb_validated 1894 model 1 (finishes Thu 02:47 -- 340/h)
20241031-01:00:23 nb_validated 1974 model 1 (finishes Thu 02:29 -- 354/h)
20241031-01:00:37 nb_validated 1895 model 2 (finishes Thu 02:47 -- 339/h)
20241031-01:00:41 nb_validated 1977 model 3 (finishes Thu 02:29 -- 354/h)
20241031-01:00:55 nb_validated 1898 model 0 (finishes Thu 02:47 -- 340/h)
20241031-01:00:59 nb_validated 1977 model 0 (finishes Thu 02:29 -- 354/h)
20241031-01:01:13 nb_validated 1900 model 4 (finishes Thu 02:47 -- 340/h)
20241031-01:01:17 nb_validated 1983 model 1 (finishes Thu 02:28 -- 354/h)
20241031-01:01:32 nb_validated 1900 model 1 (finishes Thu 02:47 -- 339/h)
20241031-01:01:35 nb_validated 1983 model 4 (finishes Thu 02:29 -- 354/h)
20241031-01:01:50 nb_validated 1906 model 0 (finishes Thu 02:46 -- 340/h)
20241031-01:01:53 nb_validated 1986 model 0 (finishes Thu 02:28 -- 354/h)
20241031-01:02:08 nb_validated 1907 model 0 (finishes Thu 02:46 -- 340/h)
20241031-01:02:11 nb_validated 1987 model 3 (finishes Thu 02:28 -- 354/h)
20241031-01:02:26 nb_validated 1911 model 3 (finishes Thu 02:46 -- 340/h)
20241031-01:02:29 nb_validated 1989 model 1 (finishes Thu 02:28 -- 354/h)
20241031-01:02:44 nb_validated 1912 model 1 (finishes Thu 02:46 -- 340/h)
20241031-01:02:47 nb_validated 1992 model 4 (finishes Thu 02:28 -- 354/h)
20241031-01:03:02 nb_validated 1913 model 1 (finishes Thu 02:46 -- 340/h)
20241031-01:03:05 nb_validated 1992 model 3 (finishes Thu 02:29 -- 354/h)
20241031-01:03:20 nb_validated 1916 model 3 (finishes Thu 02:46 -- 340/h)
20241031-01:03:24 nb_validated 1993 model 0 (finishes Thu 02:29 -- 354/h)
20241031-01:03:39 nb_validated 1918 model 0 (finishes Thu 02:46 -- 340/h)
20241031-01:03:41 nb_validated 1995 model 2 (finishes Thu 02:29 -- 354/h)
20241031-01:03:57 nb_validated 1920 model 1 (finishes Thu 02:46 -- 340/h)
20241031-01:03:59 nb_validated 1998 model 3 (finishes Thu 02:28 -- 354/h)
20241031-01:04:15 nb_validated 1920 model 4 (finishes Thu 02:46 -- 340/h)
20241031-01:04:18 nb_validated 1999 model 0 (finishes Thu 02:29 -- 354/h)
20241031-01:04:34 nb_validated 1921 model 4 (finishes Thu 02:46 -- 340/h)
20241031-01:04:36 nb_validated 2000 model 0 (finishes Thu 02:29 -- 354/h)
20241031-01:04:52 nb_validated 1922 model 4 (finishes Thu 02:46 -- 340/h)
20241031-01:04:54 nb_validated 2001 model 0 (finishes Thu 02:29 -- 354/h)
20241031-01:05:10 nb_validated 1925 model 3 (finishes Thu 02:46 -- 340/h)
20241031-01:05:12 nb_validated 2003 model 0 (finishes Thu 02:29 -- 354/h)
20241031-01:05:27 nb_validated 1927 model 3 (finishes Thu 02:46 -- 340/h)
20241031-01:05:30 nb_validated 2005 model 0 (finishes Thu 02:29 -- 354/h)
20241031-01:05:46 nb_validated 1929 model 1 (finishes Thu 02:46 -- 340/h)
20241031-01:05:49 nb_validated 2008 model 1 (finishes Thu 02:29 -- 354/h)
20241031-01:06:04 nb_validated 1929 model 3 (finishes Thu 02:46 -- 340/h)
20241031-01:06:07 nb_validated 2013 model 4 (finishes Thu 02:28 -- 355/h)
20241031-01:06:22 nb_validated 1931 model 0 (finishes Thu 02:46 -- 340/h)
20241031-01:06:26 nb_validated 2014 model 1 (finishes Thu 02:28 -- 355/h)
20241031-01:06:40 nb_validated 1932 model 3 (finishes Thu 02:46 -- 340/h)
20241031-01:06:44 nb_validated 2016 model 4 (finishes Thu 02:28 -- 355/h)
20241031-01:06:57 nb_validated 1932 model 2 (finishes Thu 02:47 -- 340/h)
20241031-01:07:02 nb_validated 2019 model 1 (finishes Thu 02:28 -- 355/h)
20241031-01:07:15 nb_validated 1932 model 2 (finishes Thu 02:47 -- 339/h)
20241031-01:07:20 nb_validated 2020 model 2 (finishes Thu 02:28 -- 355/h)
20241031-01:07:34 nb_validated 1932 model 3 (finishes Thu 02:47 -- 339/h)
20241031-01:07:39 nb_validated 2020 model 1 (finishes Thu 02:28 -- 354/h)
20241031-01:07:51 nb_validated 1932 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:07:56 nb_validated 2022 model 0 (finishes Thu 02:28 -- 354/h)
20241031-01:08:10 nb_validated 1932 model 4 (finishes Thu 02:48 -- 338/h)
20241031-01:08:15 nb_validated 2026 model 0 (finishes Thu 02:28 -- 355/h)
20241031-01:08:28 nb_validated 1933 model 3 (finishes Thu 02:48 -- 338/h)
20241031-01:08:33 nb_validated 2029 model 0 (finishes Thu 02:28 -- 355/h)
20241031-01:08:45 nb_validated 1935 model 2 (finishes Thu 02:48 -- 338/h)
20241031-01:08:51 nb_validated 2032 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:09:04 nb_validated 1938 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:09:09 nb_validated 2034 model 2 (finishes Thu 02:27 -- 355/h)
20241031-01:09:22 nb_validated 1941 model 1 (finishes Thu 02:48 -- 339/h)
20241031-01:09:27 nb_validated 2036 model 1 (finishes Thu 02:27 -- 355/h)
20241031-01:09:40 nb_validated 1942 model 1 (finishes Thu 02:48 -- 339/h)
20241031-01:09:45 nb_validated 2038 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:09:58 nb_validated 1946 model 0 (finishes Thu 02:47 -- 339/h)
20241031-01:10:03 nb_validated 2038 model 0 (finishes Thu 02:28 -- 355/h)
20241031-01:10:16 nb_validated 1946 model 2 (finishes Thu 02:48 -- 339/h)
20241031-01:10:21 nb_validated 2040 model 0 (finishes Thu 02:27 -- 355/h)
20241031-01:10:34 nb_validated 1947 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:10:40 nb_validated 2043 model 4 (finishes Thu 02:27 -- 355/h)
20241031-01:10:52 nb_validated 1950 model 3 (finishes Thu 02:48 -- 339/h)
20241031-01:10:58 nb_validated 2044 model 4 (finishes Thu 02:27 -- 355/h)
20241031-01:11:11 nb_validated 1950 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:11:16 nb_validated 2045 model 4 (finishes Thu 02:28 -- 355/h)
20241031-01:11:29 nb_validated 1955 model 4 (finishes Thu 02:47 -- 339/h)
20241031-01:11:35 nb_validated 2045 model 4 (finishes Thu 02:28 -- 355/h)
20241031-01:11:48 nb_validated 1956 model 3 (finishes Thu 02:47 -- 339/h)
20241031-01:11:54 nb_validated 2051 model 4 (finishes Thu 02:27 -- 355/h)
20241031-01:12:06 nb_validated 1957 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:12:12 nb_validated 2055 model 1 (finishes Thu 02:27 -- 356/h)
20241031-01:12:24 nb_validated 1962 model 2 (finishes Thu 02:47 -- 339/h)
20241031-01:12:30 nb_validated 2057 model 4 (finishes Thu 02:27 -- 356/h)
20241031-01:12:42 nb_validated 1965 model 4 (finishes Thu 02:47 -- 340/h)
20241031-01:12:48 nb_validated 2059 model 1 (finishes Thu 02:27 -- 356/h)
20241031-01:13:00 nb_validated 1965 model 1 (finishes Thu 02:47 -- 339/h)
20241031-01:13:06 nb_validated 2062 model 3 (finishes Thu 02:26 -- 356/h)
20241031-01:13:18 nb_validated 1966 model 3 (finishes Thu 02:47 -- 339/h)
20241031-01:13:24 nb_validated 2063 model 3 (finishes Thu 02:26 -- 356/h)
20241031-01:13:36 nb_validated 1968 model 1 (finishes Thu 02:47 -- 339/h)
20241031-01:13:43 nb_validated 2066 model 4 (finishes Thu 02:26 -- 356/h)
20241031-01:13:54 nb_validated 1972 model 1 (finishes Thu 02:47 -- 340/h)
20241031-01:14:01 nb_validated 2069 model 2 (finishes Thu 02:26 -- 356/h)
20241031-01:14:12 nb_validated 1972 model 1 (finishes Thu 02:47 -- 339/h)
20241031-01:14:19 nb_validated 2074 model 0 (finishes Thu 02:25 -- 357/h)
20241031-01:14:30 nb_validated 1975 model 4 (finishes Thu 02:47 -- 340/h)
20241031-01:14:37 nb_validated 2079 model 4 (finishes Thu 02:25 -- 357/h)
20241031-01:14:48 nb_validated 1976 model 0 (finishes Thu 02:47 -- 339/h)
20241031-01:14:55 nb_validated 2082 model 0 (finishes Thu 02:24 -- 358/h)
20241031-01:15:06 nb_validated 1977 model 2 (finishes Thu 02:47 -- 339/h)
20241031-01:15:13 nb_validated 2082 model 1 (finishes Thu 02:25 -- 357/h)
20241031-01:15:24 nb_validated 1978 model 2 (finishes Thu 02:47 -- 339/h)
20241031-01:15:31 nb_validated 2083 model 3 (finishes Thu 02:25 -- 357/h)
20241031-01:15:42 nb_validated 1978 model 1 (finishes Thu 02:47 -- 339/h)
20241031-01:15:49 nb_validated 2083 model 2 (finishes Thu 02:25 -- 357/h)
20241031-01:16:00 nb_validated 1978 model 2 (finishes Thu 02:48 -- 339/h)
20241031-01:16:07 nb_validated 2085 model 2 (finishes Thu 02:25 -- 357/h)
20241031-01:16:18 nb_validated 1979 model 2 (finishes Thu 02:48 -- 339/h)
20241031-01:16:25 nb_validated 2088 model 1 (finishes Thu 02:25 -- 357/h)
20241031-01:16:36 nb_validated 1981 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:16:44 nb_validated 2091 model 4 (finishes Thu 02:25 -- 357/h)
20241031-01:16:54 nb_validated 1983 model 3 (finishes Thu 02:48 -- 339/h)
20241031-01:17:02 nb_validated 2094 model 4 (finishes Thu 02:25 -- 358/h)
20241031-01:17:12 nb_validated 1987 model 1 (finishes Thu 02:47 -- 339/h)
20241031-01:17:20 nb_validated 2095 model 3 (finishes Thu 02:25 -- 357/h)
20241031-01:17:30 nb_validated 1990 model 1 (finishes Thu 02:47 -- 339/h)
20241031-01:17:38 nb_validated 2096 model 1 (finishes Thu 02:25 -- 357/h)
20241031-01:17:49 nb_validated 1990 model 4 (finishes Thu 02:47 -- 339/h)
20241031-01:17:57 nb_validated 2099 model 4 (finishes Thu 02:25 -- 357/h)
20241031-01:18:07 nb_validated 1991 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:18:15 nb_validated 2103 model 0 (finishes Thu 02:24 -- 358/h)
20241031-01:18:26 nb_validated 1993 model 1 (finishes Thu 02:48 -- 339/h)
20241031-01:18:33 nb_validated 2104 model 2 (finishes Thu 02:24 -- 358/h)
20241031-01:18:44 nb_validated 1996 model 1 (finishes Thu 02:47 -- 339/h)
20241031-01:18:51 nb_validated 2104 model 1 (finishes Thu 02:25 -- 357/h)
20241031-01:19:02 nb_validated 1996 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:19:09 nb_validated 2106 model 4 (finishes Thu 02:25 -- 357/h)
20241031-01:19:20 nb_validated 1996 model 2 (finishes Thu 02:48 -- 339/h)
20241031-01:19:27 nb_validated 2106 model 3 (finishes Thu 02:25 -- 357/h)
20241031-01:19:38 nb_validated 1998 model 1 (finishes Thu 02:48 -- 339/h)
20241031-01:19:45 nb_validated 2109 model 0 (finishes Thu 02:25 -- 357/h)
20241031-01:19:56 nb_validated 1998 model 1 (finishes Thu 02:48 -- 338/h)
20241031-01:20:03 nb_validated 2111 model 1 (finishes Thu 02:25 -- 357/h)
20241031-01:20:15 nb_validated 1999 model 3 (finishes Thu 02:49 -- 338/h)
20241031-01:20:21 nb_validated 2112 model 3 (finishes Thu 02:25 -- 357/h)
20241031-01:20:32 nb_validated 2001 model 2 (finishes Thu 02:48 -- 338/h)
20241031-01:20:39 nb_validated 2115 model 4 (finishes Thu 02:25 -- 357/h)
20241031-01:20:51 nb_validated 2002 model 4 (finishes Thu 02:49 -- 338/h)
20241031-01:20:58 nb_validated 2118 model 0 (finishes Thu 02:24 -- 358/h)
20241031-01:21:09 nb_validated 2005 model 3 (finishes Thu 02:48 -- 338/h)
20241031-01:21:16 nb_validated 2119 model 3 (finishes Thu 02:25 -- 357/h)
20241031-01:21:27 nb_validated 2006 model 3 (finishes Thu 02:48 -- 338/h)
20241031-01:21:34 nb_validated 2119 model 2 (finishes Thu 02:25 -- 357/h)
20241031-01:21:45 nb_validated 2008 model 0 (finishes Thu 02:48 -- 338/h)
20241031-01:21:52 nb_validated 2119 model 4 (finishes Thu 02:25 -- 357/h)
20241031-01:22:02 nb_validated 2008 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:22:10 nb_validated 2121 model 0 (finishes Thu 02:25 -- 357/h)
20241031-01:22:21 nb_validated 2009 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:22:28 nb_validated 2122 model 2 (finishes Thu 02:25 -- 357/h)
20241031-01:22:39 nb_validated 2010 model 0 (finishes Thu 02:49 -- 338/h)
20241031-01:22:46 nb_validated 2122 model 4 (finishes Thu 02:26 -- 356/h)
20241031-01:22:56 nb_validated 2011 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:23:04 nb_validated 2123 model 3 (finishes Thu 02:26 -- 356/h)
20241031-01:23:14 nb_validated 2013 model 0 (finishes Thu 02:49 -- 338/h)
20241031-01:23:22 nb_validated 2123 model 2 (finishes Thu 02:26 -- 356/h)
20241031-01:23:33 nb_validated 2014 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:23:40 nb_validated 2125 model 3 (finishes Thu 02:26 -- 356/h)
20241031-01:23:51 nb_validated 2017 model 3 (finishes Thu 02:49 -- 338/h)
20241031-01:23:58 nb_validated 2128 model 0 (finishes Thu 02:26 -- 356/h)
20241031-01:24:09 nb_validated 2017 model 2 (finishes Thu 02:49 -- 337/h)
20241031-01:24:16 nb_validated 2128 model 2 (finishes Thu 02:26 -- 356/h)
20241031-01:24:27 nb_validated 2018 model 1 (finishes Thu 02:50 -- 337/h)
20241031-01:24:33 nb_validated 2129 model 2 (finishes Thu 02:27 -- 356/h)
20241031-01:24:45 nb_validated 2018 model 3 (finishes Thu 02:50 -- 337/h)
20241031-01:24:51 nb_validated 2130 model 3 (finishes Thu 02:27 -- 356/h)
20241031-01:25:02 nb_validated 2020 model 2 (finishes Thu 02:50 -- 337/h)
20241031-01:25:10 nb_validated 2133 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:25:20 nb_validated 2022 model 2 (finishes Thu 02:50 -- 337/h)
20241031-01:25:27 nb_validated 2135 model 3 (finishes Thu 02:26 -- 356/h)
20241031-01:25:38 nb_validated 2023 model 4 (finishes Thu 02:50 -- 337/h)
20241031-01:25:46 nb_validated 2137 model 3 (finishes Thu 02:26 -- 356/h)
20241031-01:25:56 nb_validated 2025 model 0 (finishes Thu 02:50 -- 337/h)
20241031-01:26:04 nb_validated 2138 model 4 (finishes Thu 02:27 -- 356/h)
20241031-01:26:15 nb_validated 2028 model 1 (finishes Thu 02:50 -- 337/h)
20241031-01:26:22 nb_validated 2140 model 0 (finishes Thu 02:26 -- 356/h)
20241031-01:26:33 nb_validated 2029 model 4 (finishes Thu 02:50 -- 337/h)
20241031-01:26:40 nb_validated 2140 model 0 (finishes Thu 02:27 -- 356/h)
20241031-01:26:51 nb_validated 2029 model 2 (finishes Thu 02:50 -- 337/h)
20241031-01:26:58 nb_validated 2141 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:27:09 nb_validated 2032 model 3 (finishes Thu 02:50 -- 337/h)
20241031-01:27:16 nb_validated 2143 model 0 (finishes Thu 02:27 -- 355/h)
20241031-01:27:27 nb_validated 2035 model 1 (finishes Thu 02:50 -- 337/h)
20241031-01:27:35 nb_validated 2144 model 4 (finishes Thu 02:27 -- 355/h)
20241031-01:27:46 nb_validated 2037 model 1 (finishes Thu 02:49 -- 337/h)
20241031-01:27:53 nb_validated 2150 model 4 (finishes Thu 02:26 -- 356/h)
20241031-01:28:04 nb_validated 2039 model 1 (finishes Thu 02:49 -- 337/h)
20241031-01:28:11 nb_validated 2151 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:28:22 nb_validated 2040 model 3 (finishes Thu 02:50 -- 337/h)
20241031-01:28:29 nb_validated 2152 model 3 (finishes Thu 02:27 -- 356/h)
20241031-01:28:40 nb_validated 2040 model 2 (finishes Thu 02:50 -- 337/h)
20241031-01:28:47 nb_validated 2155 model 4 (finishes Thu 02:26 -- 356/h)
20241031-01:28:58 nb_validated 2045 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:29:05 nb_validated 2156 model 0 (finishes Thu 02:27 -- 356/h)
20241031-01:29:16 nb_validated 2048 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:29:23 nb_validated 2158 model 0 (finishes Thu 02:26 -- 356/h)
20241031-01:29:34 nb_validated 2048 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:29:41 nb_validated 2162 model 0 (finishes Thu 02:26 -- 356/h)
20241031-01:29:52 nb_validated 2051 model 4 (finishes Thu 02:49 -- 338/h)
20241031-01:30:00 nb_validated 2163 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:30:10 nb_validated 2056 model 2 (finishes Thu 02:48 -- 338/h)
20241031-01:30:18 nb_validated 2165 model 3 (finishes Thu 02:26 -- 356/h)
20241031-01:30:28 nb_validated 2059 model 1 (finishes Thu 02:48 -- 339/h)
20241031-01:30:35 nb_validated 2167 model 3 (finishes Thu 02:26 -- 356/h)
20241031-01:30:46 nb_validated 2061 model 3 (finishes Thu 02:48 -- 339/h)
20241031-01:30:53 nb_validated 2168 model 2 (finishes Thu 02:26 -- 356/h)
20241031-01:31:04 nb_validated 2063 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:31:11 nb_validated 2169 model 4 (finishes Thu 02:26 -- 356/h)
20241031-01:31:23 nb_validated 2066 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:31:30 nb_validated 2171 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:31:41 nb_validated 2069 model 2 (finishes Thu 02:47 -- 339/h)
20241031-01:31:48 nb_validated 2173 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:32:00 nb_validated 2071 model 1 (finishes Thu 02:47 -- 339/h)
20241031-01:32:07 nb_validated 2177 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:32:18 nb_validated 2073 model 4 (finishes Thu 02:47 -- 339/h)
20241031-01:32:25 nb_validated 2179 model 0 (finishes Thu 02:26 -- 356/h)
20241031-01:32:37 nb_validated 2073 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:32:43 nb_validated 2179 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:32:54 nb_validated 2076 model 2 (finishes Thu 02:47 -- 339/h)
20241031-01:33:02 nb_validated 2180 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:33:12 nb_validated 2077 model 2 (finishes Thu 02:47 -- 339/h)
20241031-01:33:19 nb_validated 2182 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:33:30 nb_validated 2077 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:33:38 nb_validated 2184 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:33:48 nb_validated 2078 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:33:55 nb_validated 2188 model 1 (finishes Thu 02:26 -- 356/h)
20241031-01:34:06 nb_validated 2080 model 1 (finishes Thu 02:48 -- 339/h)
20241031-01:34:13 nb_validated 2190 model 2 (finishes Thu 02:26 -- 356/h)
20241031-01:34:24 nb_validated 2081 model 2 (finishes Thu 02:48 -- 339/h)
20241031-01:34:31 nb_validated 2191 model 2 (finishes Thu 02:26 -- 356/h)
20241031-01:34:42 nb_validated 2083 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:34:49 nb_validated 2191 model 2 (finishes Thu 02:26 -- 356/h)
20241031-01:35:00 nb_validated 2084 model 0 (finishes Thu 02:48 -- 338/h)
20241031-01:35:07 nb_validated 2191 model 3 (finishes Thu 02:27 -- 356/h)
20241031-01:35:18 nb_validated 2085 model 3 (finishes Thu 02:48 -- 338/h)
20241031-01:35:25 nb_validated 2191 model 2 (finishes Thu 02:27 -- 355/h)
20241031-01:35:36 nb_validated 2086 model 2 (finishes Thu 02:48 -- 338/h)
20241031-01:35:43 nb_validated 2191 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:35:54 nb_validated 2086 model 3 (finishes Thu 02:49 -- 338/h)
20241031-01:36:01 nb_validated 2192 model 1 (finishes Thu 02:28 -- 355/h)
20241031-01:36:12 nb_validated 2088 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:36:19 nb_validated 2195 model 2 (finishes Thu 02:27 -- 355/h)
20241031-01:36:30 nb_validated 2089 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:36:37 nb_validated 2196 model 0 (finishes Thu 02:27 -- 355/h)
20241031-01:36:49 nb_validated 2090 model 4 (finishes Thu 02:49 -- 338/h)
20241031-01:36:55 nb_validated 2199 model 1 (finishes Thu 02:27 -- 355/h)
20241031-01:37:07 nb_validated 2091 model 3 (finishes Thu 02:49 -- 338/h)
20241031-01:37:13 nb_validated 2201 model 4 (finishes Thu 02:27 -- 355/h)
20241031-01:37:24 nb_validated 2094 model 0 (finishes Thu 02:49 -- 338/h)
20241031-01:37:31 nb_validated 2204 model 4 (finishes Thu 02:27 -- 356/h)
20241031-01:37:43 nb_validated 2096 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:37:50 nb_validated 2206 model 4 (finishes Thu 02:27 -- 356/h)
20241031-01:38:00 nb_validated 2099 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:38:08 nb_validated 2207 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:38:19 nb_validated 2101 model 4 (finishes Thu 02:49 -- 338/h)
20241031-01:38:26 nb_validated 2208 model 2 (finishes Thu 02:27 -- 355/h)
20241031-01:38:36 nb_validated 2101 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:38:44 nb_validated 2211 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:38:55 nb_validated 2105 model 3 (finishes Thu 02:48 -- 338/h)
20241031-01:39:02 nb_validated 2214 model 3 (finishes Thu 02:27 -- 356/h)
20241031-01:39:13 nb_validated 2106 model 3 (finishes Thu 02:49 -- 338/h)
20241031-01:39:20 nb_validated 2215 model 2 (finishes Thu 02:27 -- 356/h)
20241031-01:39:31 nb_validated 2107 model 3 (finishes Thu 02:49 -- 338/h)
20241031-01:39:38 nb_validated 2217 model 1 (finishes Thu 02:27 -- 356/h)
20241031-01:39:49 nb_validated 2110 model 3 (finishes Thu 02:48 -- 338/h)
20241031-01:39:56 nb_validated 2219 model 4 (finishes Thu 02:27 -- 356/h)
20241031-01:40:08 nb_validated 2111 model 4 (finishes Thu 02:49 -- 338/h)
20241031-01:40:14 nb_validated 2221 model 3 (finishes Thu 02:27 -- 356/h)
20241031-01:40:26 nb_validated 2114 model 3 (finishes Thu 02:48 -- 338/h)
20241031-01:40:32 nb_validated 2223 model 2 (finishes Thu 02:27 -- 356/h)
20241031-01:40:43 nb_validated 2114 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:40:50 nb_validated 2224 model 4 (finishes Thu 02:27 -- 356/h)
20241031-01:41:01 nb_validated 2116 model 0 (finishes Thu 02:49 -- 338/h)
20241031-01:41:08 nb_validated 2225 model 0 (finishes Thu 02:27 -- 355/h)
20241031-01:41:20 nb_validated 2116 model 4 (finishes Thu 02:49 -- 338/h)
20241031-01:41:27 nb_validated 2229 model 2 (finishes Thu 02:27 -- 356/h)
20241031-01:41:37 nb_validated 2117 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:41:45 nb_validated 2230 model 0 (finishes Thu 02:27 -- 356/h)
20241031-01:41:56 nb_validated 2117 model 4 (finishes Thu 02:49 -- 337/h)
20241031-01:42:03 nb_validated 2231 model 3 (finishes Thu 02:27 -- 356/h)
20241031-01:42:14 nb_validated 2121 model 0 (finishes Thu 02:49 -- 338/h)
20241031-01:42:21 nb_validated 2232 model 1 (finishes Thu 02:27 -- 355/h)
20241031-01:42:32 nb_validated 2123 model 0 (finishes Thu 02:49 -- 338/h)
20241031-01:42:39 nb_validated 2233 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:42:50 nb_validated 2123 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:42:57 nb_validated 2233 model 0 (finishes Thu 02:28 -- 355/h)
20241031-01:43:08 nb_validated 2126 model 3 (finishes Thu 02:49 -- 338/h)
20241031-01:43:15 nb_validated 2233 model 2 (finishes Thu 02:28 -- 355/h)
20241031-01:43:26 nb_validated 2126 model 4 (finishes Thu 02:49 -- 338/h)
20241031-01:43:33 nb_validated 2234 model 1 (finishes Thu 02:28 -- 355/h)
20241031-01:43:45 nb_validated 2127 model 1 (finishes Thu 02:49 -- 337/h)
20241031-01:43:51 nb_validated 2235 model 3 (finishes Thu 02:28 -- 354/h)
20241031-01:44:02 nb_validated 2127 model 0 (finishes Thu 02:50 -- 337/h)
20241031-01:44:09 nb_validated 2236 model 0 (finishes Thu 02:28 -- 354/h)
20241031-01:44:20 nb_validated 2132 model 0 (finishes Thu 02:49 -- 338/h)
20241031-01:44:27 nb_validated 2239 model 3 (finishes Thu 02:28 -- 355/h)
20241031-01:44:38 nb_validated 2132 model 0 (finishes Thu 02:49 -- 337/h)
20241031-01:44:46 nb_validated 2243 model 4 (finishes Thu 02:28 -- 355/h)
20241031-01:44:56 nb_validated 2134 model 1 (finishes Thu 02:49 -- 337/h)
20241031-01:45:04 nb_validated 2246 model 4 (finishes Thu 02:27 -- 355/h)
20241031-01:45:14 nb_validated 2136 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:45:23 nb_validated 2247 model 1 (finishes Thu 02:28 -- 355/h)
20241031-01:45:33 nb_validated 2138 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:45:41 nb_validated 2249 model 2 (finishes Thu 02:28 -- 355/h)
20241031-01:45:51 nb_validated 2140 model 4 (finishes Thu 02:49 -- 338/h)
20241031-01:45:59 nb_validated 2252 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:46:10 nb_validated 2144 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:46:17 nb_validated 2252 model 3 (finishes Thu 02:28 -- 355/h)
20241031-01:46:27 nb_validated 2147 model 3 (finishes Thu 02:49 -- 338/h)
20241031-01:46:35 nb_validated 2253 model 1 (finishes Thu 02:28 -- 355/h)
20241031-01:46:45 nb_validated 2149 model 1 (finishes Thu 02:48 -- 338/h)
20241031-01:46:54 nb_validated 2254 model 4 (finishes Thu 02:28 -- 355/h)
20241031-01:47:03 nb_validated 2151 model 0 (finishes Thu 02:48 -- 338/h)
20241031-01:47:12 nb_validated 2257 model 0 (finishes Thu 02:28 -- 355/h)
20241031-01:47:21 nb_validated 2152 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:47:30 nb_validated 2258 model 2 (finishes Thu 02:28 -- 355/h)
20241031-01:47:39 nb_validated 2155 model 0 (finishes Thu 02:48 -- 338/h)
20241031-01:47:48 nb_validated 2262 model 1 (finishes Thu 02:27 -- 355/h)
20241031-01:47:57 nb_validated 2156 model 3 (finishes Thu 02:48 -- 338/h)
20241031-01:48:06 nb_validated 2264 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:48:15 nb_validated 2158 model 2 (finishes Thu 02:48 -- 338/h)
20241031-01:48:24 nb_validated 2266 model 4 (finishes Thu 02:27 -- 355/h)
20241031-01:48:33 nb_validated 2161 model 2 (finishes Thu 02:48 -- 339/h)
20241031-01:48:42 nb_validated 2267 model 2 (finishes Thu 02:28 -- 355/h)
20241031-01:48:51 nb_validated 2161 model 0 (finishes Thu 02:48 -- 338/h)
20241031-01:49:00 nb_validated 2269 model 3 (finishes Thu 02:27 -- 355/h)
20241031-01:49:09 nb_validated 2162 model 1 (finishes Thu 02:49 -- 338/h)
20241031-01:49:18 nb_validated 2274 model 1 (finishes Thu 02:27 -- 356/h)
20241031-01:49:27 nb_validated 2164 model 2 (finishes Thu 02:48 -- 338/h)
20241031-01:49:36 nb_validated 2274 model 2 (finishes Thu 02:27 -- 355/h)
20241031-01:49:45 nb_validated 2168 model 2 (finishes Thu 02:48 -- 339/h)
20241031-01:49:54 nb_validated 2279 model 1 (finishes Thu 02:27 -- 356/h)
20241031-01:50:03 nb_validated 2169 model 2 (finishes Thu 02:48 -- 338/h)
20241031-01:50:12 nb_validated 2284 model 3 (finishes Thu 02:26 -- 356/h)
20241031-01:50:21 nb_validated 2172 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:50:30 nb_validated 2288 model 2 (finishes Thu 02:26 -- 357/h)
20241031-01:50:39 nb_validated 2175 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:50:48 nb_validated 2290 model 3 (finishes Thu 02:26 -- 357/h)
20241031-01:50:57 nb_validated 2176 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:51:06 nb_validated 2291 model 3 (finishes Thu 02:26 -- 357/h)
20241031-01:51:15 nb_validated 2178 model 2 (finishes Thu 02:48 -- 339/h)
20241031-01:51:24 nb_validated 2293 model 0 (finishes Thu 02:26 -- 357/h)
20241031-01:51:33 nb_validated 2179 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:51:42 nb_validated 2300 model 2 (finishes Thu 02:25 -- 357/h)
20241031-01:51:51 nb_validated 2180 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:52:00 nb_validated 2304 model 2 (finishes Thu 02:24 -- 358/h)
20241031-01:52:09 nb_validated 2181 model 0 (finishes Thu 02:48 -- 338/h)
20241031-01:52:18 nb_validated 2308 model 2 (finishes Thu 02:24 -- 358/h)
20241031-01:52:27 nb_validated 2183 model 3 (finishes Thu 02:48 -- 339/h)
20241031-01:52:36 nb_validated 2310 model 0 (finishes Thu 02:24 -- 358/h)
20241031-01:52:45 nb_validated 2184 model 1 (finishes Thu 02:48 -- 338/h)
20241031-01:52:54 nb_validated 2312 model 1 (finishes Thu 02:24 -- 358/h)
20241031-01:53:04 nb_validated 2185 model 2 (finishes Thu 02:48 -- 338/h)
20241031-01:53:12 nb_validated 2314 model 2 (finishes Thu 02:24 -- 358/h)
20241031-01:53:21 nb_validated 2185 model 0 (finishes Thu 02:49 -- 338/h)
20241031-01:53:30 nb_validated 2318 model 4 (finishes Thu 02:23 -- 358/h)
20241031-01:53:39 nb_validated 2187 model 3 (finishes Thu 02:49 -- 338/h)
20241031-01:53:48 nb_validated 2321 model 0 (finishes Thu 02:23 -- 359/h)
20241031-01:53:58 nb_validated 2190 model 3 (finishes Thu 02:48 -- 338/h)
20241031-01:54:06 nb_validated 2321 model 0 (finishes Thu 02:24 -- 358/h)
20241031-01:54:16 nb_validated 2191 model 2 (finishes Thu 02:49 -- 338/h)
20241031-01:54:25 nb_validated 2324 model 4 (finishes Thu 02:23 -- 359/h)
20241031-01:54:34 nb_validated 2194 model 0 (finishes Thu 02:48 -- 338/h)
20241031-01:54:43 nb_validated 2329 model 1 (finishes Thu 02:23 -- 359/h)
20241031-01:54:52 nb_validated 2196 model 0 (finishes Thu 02:48 -- 338/h)
20241031-01:55:01 nb_validated 2331 model 4 (finishes Thu 02:23 -- 359/h)
20241031-01:55:10 nb_validated 2200 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:55:18 nb_validated 2337 model 1 (finishes Thu 02:22 -- 360/h)
20241031-01:55:29 nb_validated 2203 model 4 (finishes Thu 02:47 -- 339/h)
20241031-01:55:36 nb_validated 2338 model 0 (finishes Thu 02:22 -- 360/h)
20241031-01:55:47 nb_validated 2204 model 3 (finishes Thu 02:48 -- 339/h)
20241031-01:55:55 nb_validated 2339 model 1 (finishes Thu 02:22 -- 360/h)
20241031-01:56:05 nb_validated 2207 model 2 (finishes Thu 02:47 -- 339/h)
20241031-01:56:13 nb_validated 2342 model 0 (finishes Thu 02:22 -- 360/h)
20241031-01:56:23 nb_validated 2207 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:56:30 nb_validated 2343 model 2 (finishes Thu 02:22 -- 360/h)
20241031-01:56:41 nb_validated 2209 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:56:49 nb_validated 2344 model 4 (finishes Thu 02:22 -- 359/h)
20241031-01:56:59 nb_validated 2210 model 2 (finishes Thu 02:48 -- 339/h)
20241031-01:57:06 nb_validated 2348 model 3 (finishes Thu 02:22 -- 360/h)
20241031-01:57:17 nb_validated 2212 model 3 (finishes Thu 02:48 -- 339/h)
20241031-01:57:24 nb_validated 2349 model 2 (finishes Thu 02:22 -- 360/h)
20241031-01:57:35 nb_validated 2214 model 3 (finishes Thu 02:48 -- 339/h)
20241031-01:57:42 nb_validated 2350 model 1 (finishes Thu 02:22 -- 360/h)
20241031-01:57:53 nb_validated 2215 model 4 (finishes Thu 02:48 -- 339/h)
20241031-01:58:01 nb_validated 2352 model 0 (finishes Thu 02:22 -- 360/h)
20241031-01:58:11 nb_validated 2217 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:58:19 nb_validated 2353 model 0 (finishes Thu 02:22 -- 359/h)
20241031-01:58:29 nb_validated 2218 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:58:37 nb_validated 2354 model 2 (finishes Thu 02:22 -- 359/h)
20241031-01:58:48 nb_validated 2220 model 1 (finishes Thu 02:48 -- 339/h)
20241031-01:58:55 nb_validated 2357 model 4 (finishes Thu 02:22 -- 360/h)
20241031-01:59:05 nb_validated 2222 model 0 (finishes Thu 02:48 -- 339/h)
20241031-01:59:13 nb_validated 2360 model 2 (finishes Thu 02:22 -- 360/h)
20241031-01:59:23 nb_validated 2222 model 2 (finishes Thu 02:48 -- 338/h)
20241031-01:59:30 nb_validated 2361 model 3 (finishes Thu 02:22 -- 360/h)
20241031-01:59:41 nb_validated 2223 model 1 (finishes Thu 02:48 -- 338/h)
20241031-01:59:48 nb_validated 2361 model 2 (finishes Thu 02:22 -- 359/h)
20241031-01:59:59 nb_validated 2223 model 2 (finishes Thu 02:49 -- 338/h)
20241031-02:00:07 nb_validated 2364 model 1 (finishes Thu 02:22 -- 359/h)
20241031-02:00:17 nb_validated 2224 model 3 (finishes Thu 02:49 -- 338/h)
20241031-02:00:24 nb_validated 2365 model 3 (finishes Thu 02:22 -- 359/h)
20241031-02:00:35 nb_validated 2226 model 4 (finishes Thu 02:49 -- 338/h)
20241031-02:00:43 nb_validated 2366 model 0 (finishes Thu 02:23 -- 359/h)
20241031-02:00:53 nb_validated 2228 model 0 (finishes Thu 02:49 -- 338/h)
20241031-02:01:01 nb_validated 2366 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:01:11 nb_validated 2228 model 0 (finishes Thu 02:49 -- 338/h)
20241031-02:01:19 nb_validated 2368 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:01:29 nb_validated 2234 model 2 (finishes Thu 02:48 -- 339/h)
20241031-02:01:37 nb_validated 2369 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:01:47 nb_validated 2235 model 1 (finishes Thu 02:48 -- 338/h)
20241031-02:01:54 nb_validated 2371 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:02:05 nb_validated 2237 model 0 (finishes Thu 02:48 -- 338/h)
20241031-02:02:12 nb_validated 2371 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:02:23 nb_validated 2237 model 3 (finishes Thu 02:48 -- 338/h)
20241031-02:02:30 nb_validated 2373 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:02:41 nb_validated 2238 model 0 (finishes Thu 02:49 -- 338/h)
20241031-02:02:49 nb_validated 2375 model 4 (finishes Thu 02:23 -- 359/h)
20241031-02:02:59 nb_validated 2240 model 4 (finishes Thu 02:49 -- 338/h)
20241031-02:03:07 nb_validated 2376 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:03:18 nb_validated 2242 model 1 (finishes Thu 02:49 -- 338/h)
20241031-02:03:25 nb_validated 2378 model 4 (finishes Thu 02:23 -- 359/h)
20241031-02:03:36 nb_validated 2242 model 3 (finishes Thu 02:49 -- 338/h)
20241031-02:03:43 nb_validated 2379 model 0 (finishes Thu 02:23 -- 358/h)
20241031-02:03:53 nb_validated 2243 model 2 (finishes Thu 02:49 -- 338/h)
20241031-02:04:01 nb_validated 2381 model 0 (finishes Thu 02:23 -- 359/h)
20241031-02:04:11 nb_validated 2244 model 2 (finishes Thu 02:49 -- 338/h)
20241031-02:04:19 nb_validated 2381 model 1 (finishes Thu 02:24 -- 358/h)
20241031-02:04:29 nb_validated 2247 model 3 (finishes Thu 02:49 -- 338/h)
20241031-02:04:38 nb_validated 2383 model 4 (finishes Thu 02:24 -- 358/h)
20241031-02:04:47 nb_validated 2249 model 2 (finishes Thu 02:49 -- 338/h)
20241031-02:04:55 nb_validated 2384 model 2 (finishes Thu 02:24 -- 358/h)
20241031-02:05:06 nb_validated 2251 model 4 (finishes Thu 02:49 -- 338/h)
20241031-02:05:14 nb_validated 2387 model 4 (finishes Thu 02:24 -- 358/h)
20241031-02:05:24 nb_validated 2252 model 0 (finishes Thu 02:49 -- 338/h)
20241031-02:05:32 nb_validated 2390 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:05:42 nb_validated 2259 model 3 (finishes Thu 02:48 -- 339/h)
20241031-02:05:50 nb_validated 2390 model 4 (finishes Thu 02:24 -- 358/h)
20241031-02:06:00 nb_validated 2259 model 0 (finishes Thu 02:48 -- 338/h)
20241031-02:06:09 nb_validated 2391 model 3 (finishes Thu 02:24 -- 358/h)
20241031-02:06:18 nb_validated 2262 model 2 (finishes Thu 02:48 -- 339/h)
20241031-02:06:26 nb_validated 2392 model 2 (finishes Thu 02:24 -- 358/h)
20241031-02:06:36 nb_validated 2265 model 4 (finishes Thu 02:48 -- 339/h)
20241031-02:06:44 nb_validated 2392 model 3 (finishes Thu 02:24 -- 358/h)
20241031-02:06:54 nb_validated 2268 model 1 (finishes Thu 02:47 -- 339/h)
20241031-02:07:02 nb_validated 2394 model 1 (finishes Thu 02:24 -- 358/h)
20241031-02:07:13 nb_validated 2269 model 1 (finishes Thu 02:48 -- 339/h)
20241031-02:07:20 nb_validated 2396 model 1 (finishes Thu 02:24 -- 358/h)
20241031-02:07:31 nb_validated 2274 model 0 (finishes Thu 02:47 -- 339/h)
20241031-02:07:38 nb_validated 2397 model 3 (finishes Thu 02:24 -- 358/h)
20241031-02:07:49 nb_validated 2279 model 0 (finishes Thu 02:46 -- 340/h)
20241031-02:07:56 nb_validated 2398 model 3 (finishes Thu 02:25 -- 358/h)
20241031-02:08:07 nb_validated 2282 model 3 (finishes Thu 02:46 -- 340/h)
20241031-02:08:14 nb_validated 2401 model 0 (finishes Thu 02:24 -- 358/h)
20241031-02:08:25 nb_validated 2285 model 3 (finishes Thu 02:46 -- 340/h)
20241031-02:08:32 nb_validated 2405 model 3 (finishes Thu 02:24 -- 358/h)
20241031-02:08:43 nb_validated 2285 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:08:50 nb_validated 2407 model 1 (finishes Thu 02:24 -- 358/h)
20241031-02:09:02 nb_validated 2287 model 0 (finishes Thu 02:46 -- 340/h)
20241031-02:09:08 nb_validated 2407 model 1 (finishes Thu 02:24 -- 358/h)
20241031-02:09:20 nb_validated 2289 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:09:26 nb_validated 2408 model 3 (finishes Thu 02:24 -- 358/h)
20241031-02:09:38 nb_validated 2291 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:09:44 nb_validated 2409 model 3 (finishes Thu 02:24 -- 358/h)
20241031-02:09:56 nb_validated 2293 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:10:02 nb_validated 2411 model 1 (finishes Thu 02:24 -- 358/h)
20241031-02:10:14 nb_validated 2295 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:10:20 nb_validated 2413 model 0 (finishes Thu 02:24 -- 358/h)
20241031-02:10:32 nb_validated 2297 model 0 (finishes Thu 02:46 -- 340/h)
20241031-02:10:38 nb_validated 2417 model 0 (finishes Thu 02:24 -- 358/h)
20241031-02:10:50 nb_validated 2298 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:10:56 nb_validated 2418 model 1 (finishes Thu 02:24 -- 358/h)
20241031-02:11:08 nb_validated 2301 model 3 (finishes Thu 02:46 -- 340/h)
20241031-02:11:15 nb_validated 2422 model 3 (finishes Thu 02:24 -- 358/h)
20241031-02:11:27 nb_validated 2301 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:11:33 nb_validated 2423 model 3 (finishes Thu 02:24 -- 358/h)
20241031-02:11:44 nb_validated 2302 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:11:51 nb_validated 2428 model 0 (finishes Thu 02:23 -- 359/h)
20241031-02:12:03 nb_validated 2306 model 0 (finishes Thu 02:46 -- 340/h)
20241031-02:12:09 nb_validated 2431 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:12:21 nb_validated 2309 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:12:28 nb_validated 2434 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:12:39 nb_validated 2309 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:12:46 nb_validated 2435 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:12:57 nb_validated 2311 model 3 (finishes Thu 02:46 -- 340/h)
20241031-02:13:04 nb_validated 2437 model 1 (finishes Thu 02:23 -- 359/h)
20241031-02:13:15 nb_validated 2312 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:13:23 nb_validated 2441 model 4 (finishes Thu 02:23 -- 359/h)
20241031-02:13:34 nb_validated 2312 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:13:40 nb_validated 2442 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:13:52 nb_validated 2314 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:13:59 nb_validated 2442 model 4 (finishes Thu 02:23 -- 359/h)
20241031-02:14:10 nb_validated 2315 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:14:17 nb_validated 2444 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:14:28 nb_validated 2318 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:14:34 nb_validated 2445 model 0 (finishes Thu 02:23 -- 359/h)
20241031-02:14:46 nb_validated 2321 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:14:53 nb_validated 2448 model 4 (finishes Thu 02:23 -- 359/h)
20241031-02:15:05 nb_validated 2322 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:15:11 nb_validated 2451 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:15:22 nb_validated 2323 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:15:29 nb_validated 2452 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:15:40 nb_validated 2324 model 0 (finishes Thu 02:46 -- 340/h)
20241031-02:15:47 nb_validated 2454 model 0 (finishes Thu 02:23 -- 359/h)
20241031-02:15:58 nb_validated 2326 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:16:05 nb_validated 2457 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:16:16 nb_validated 2326 model 3 (finishes Thu 02:46 -- 340/h)
20241031-02:16:23 nb_validated 2457 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:16:34 nb_validated 2329 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:16:41 nb_validated 2463 model 1 (finishes Thu 02:22 -- 359/h)
20241031-02:16:52 nb_validated 2331 model 3 (finishes Thu 02:46 -- 340/h)
20241031-02:16:59 nb_validated 2463 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:17:10 nb_validated 2332 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:17:17 nb_validated 2464 model 1 (finishes Thu 02:23 -- 359/h)
20241031-02:17:28 nb_validated 2334 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:17:35 nb_validated 2465 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:17:46 nb_validated 2336 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:17:53 nb_validated 2466 model 0 (finishes Thu 02:23 -- 359/h)
20241031-02:18:04 nb_validated 2338 model 3 (finishes Thu 02:46 -- 340/h)
20241031-02:18:12 nb_validated 2469 model 4 (finishes Thu 02:23 -- 359/h)
20241031-02:18:22 nb_validated 2338 model 0 (finishes Thu 02:46 -- 340/h)
20241031-02:18:30 nb_validated 2470 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:18:41 nb_validated 2343 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:18:48 nb_validated 2471 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:18:58 nb_validated 2346 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:19:06 nb_validated 2472 model 0 (finishes Thu 02:23 -- 359/h)
20241031-02:19:17 nb_validated 2350 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:19:25 nb_validated 2472 model 4 (finishes Thu 02:24 -- 358/h)
20241031-02:19:34 nb_validated 2350 model 2 (finishes Thu 02:45 -- 341/h)
20241031-02:19:43 nb_validated 2475 model 4 (finishes Thu 02:23 -- 359/h)
20241031-02:19:53 nb_validated 2352 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:20:01 nb_validated 2476 model 0 (finishes Thu 02:24 -- 358/h)
20241031-02:20:11 nb_validated 2353 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:20:19 nb_validated 2477 model 0 (finishes Thu 02:24 -- 358/h)
20241031-02:20:29 nb_validated 2354 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:20:37 nb_validated 2479 model 2 (finishes Thu 02:24 -- 358/h)
20241031-02:20:47 nb_validated 2356 model 4 (finishes Thu 02:46 -- 340/h)
20241031-02:20:55 nb_validated 2480 model 3 (finishes Thu 02:24 -- 358/h)
20241031-02:21:05 nb_validated 2358 model 2 (finishes Thu 02:46 -- 340/h)
20241031-02:21:13 nb_validated 2485 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:21:23 nb_validated 2361 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:21:31 nb_validated 2489 model 4 (finishes Thu 02:23 -- 359/h)
20241031-02:21:41 nb_validated 2362 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:21:50 nb_validated 2491 model 1 (finishes Thu 02:23 -- 359/h)
20241031-02:21:59 nb_validated 2366 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:22:08 nb_validated 2494 model 0 (finishes Thu 02:23 -- 359/h)
20241031-02:22:18 nb_validated 2369 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:22:26 nb_validated 2495 model 3 (finishes Thu 02:23 -- 359/h)
20241031-02:22:36 nb_validated 2370 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:22:44 nb_validated 2495 model 2 (finishes Thu 02:23 -- 359/h)
20241031-02:22:54 nb_validated 2372 model 0 (finishes Thu 02:45 -- 341/h)
20241031-02:23:03 nb_validated 2496 model 1 (finishes Thu 02:23 -- 359/h)
20241031-02:23:12 nb_validated 2375 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:23:21 nb_validated 2496 model 1 (finishes Thu 02:24 -- 358/h)
20241031-02:23:31 nb_validated 2378 model 4 (finishes Thu 02:44 -- 341/h)
20241031-02:23:40 nb_validated 2497 model 4 (finishes Thu 02:24 -- 358/h)
20241031-02:23:49 nb_validated 2380 model 2 (finishes Thu 02:44 -- 341/h)
20241031-02:23:58 nb_validated 2500 model 1 (finishes now! -- 358/h)
20241031-02:23:58 generate_c_quizz_speed 358/h
20241031-02:24:06 nb_validated 2381 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:24:24 nb_validated 2382 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:24:41 nb_validated 2384 model 0 (finishes Thu 02:45 -- 341/h)
20241031-02:24:59 nb_validated 2385 model 0 (finishes Thu 02:45 -- 341/h)
20241031-02:25:17 nb_validated 2387 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:25:34 nb_validated 2388 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:25:52 nb_validated 2389 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:26:10 nb_validated 2391 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:26:27 nb_validated 2391 model 0 (finishes Thu 02:45 -- 341/h)
20241031-02:26:45 nb_validated 2391 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:27:03 nb_validated 2392 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:27:20 nb_validated 2394 model 2 (finishes Thu 02:45 -- 340/h)
20241031-02:27:38 nb_validated 2398 model 2 (finishes Thu 02:45 -- 341/h)
20241031-02:27:56 nb_validated 2398 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:28:13 nb_validated 2399 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:28:31 nb_validated 2403 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:28:49 nb_validated 2404 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:29:07 nb_validated 2406 model 0 (finishes Thu 02:45 -- 341/h)
20241031-02:29:24 nb_validated 2411 model 2 (finishes Thu 02:45 -- 341/h)
20241031-02:29:42 nb_validated 2412 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:30:00 nb_validated 2415 model 4 (finishes Thu 02:44 -- 341/h)
20241031-02:30:18 nb_validated 2417 model 0 (finishes Thu 02:44 -- 341/h)
20241031-02:30:35 nb_validated 2417 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:30:53 nb_validated 2419 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:31:10 nb_validated 2420 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:31:28 nb_validated 2420 model 0 (finishes Thu 02:45 -- 341/h)
20241031-02:31:46 nb_validated 2420 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:32:04 nb_validated 2421 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:32:22 nb_validated 2423 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:32:39 nb_validated 2423 model 1 (finishes Thu 02:46 -- 340/h)
20241031-02:32:57 nb_validated 2426 model 4 (finishes Thu 02:45 -- 340/h)
20241031-02:33:15 nb_validated 2429 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:33:33 nb_validated 2432 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:33:50 nb_validated 2436 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:34:08 nb_validated 2436 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:34:26 nb_validated 2439 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:34:44 nb_validated 2441 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:35:01 nb_validated 2444 model 0 (finishes Thu 02:44 -- 341/h)
20241031-02:35:19 nb_validated 2449 model 1 (finishes Thu 02:44 -- 342/h)
20241031-02:35:36 nb_validated 2450 model 2 (finishes Thu 02:44 -- 342/h)
20241031-02:35:53 nb_validated 2452 model 0 (finishes Thu 02:44 -- 342/h)
20241031-02:36:10 nb_validated 2454 model 3 (finishes Thu 02:44 -- 342/h)
20241031-02:36:28 nb_validated 2455 model 2 (finishes Thu 02:44 -- 342/h)
20241031-02:36:46 nb_validated 2456 model 4 (finishes Thu 02:44 -- 342/h)
20241031-02:37:03 nb_validated 2458 model 1 (finishes Thu 02:44 -- 342/h)
20241031-02:37:21 nb_validated 2463 model 3 (finishes Thu 02:43 -- 342/h)
20241031-02:37:39 nb_validated 2464 model 0 (finishes Thu 02:43 -- 342/h)
20241031-02:37:56 nb_validated 2466 model 0 (finishes Thu 02:43 -- 342/h)
20241031-02:38:14 nb_validated 2467 model 1 (finishes Thu 02:44 -- 342/h)
20241031-02:38:31 nb_validated 2469 model 2 (finishes Thu 02:43 -- 342/h)
20241031-02:38:49 nb_validated 2475 model 0 (finishes Thu 02:43 -- 343/h)
20241031-02:39:06 nb_validated 2475 model 3 (finishes Thu 02:43 -- 342/h)
20241031-02:39:24 nb_validated 2477 model 2 (finishes Thu 02:43 -- 342/h)
20241031-02:39:41 nb_validated 2478 model 2 (finishes Thu 02:43 -- 342/h)
20241031-02:39:59 nb_validated 2479 model 3 (finishes Thu 02:43 -- 342/h)
20241031-02:40:16 nb_validated 2479 model 0 (finishes Thu 02:43 -- 342/h)
20241031-02:40:33 nb_validated 2481 model 2 (finishes Thu 02:43 -- 342/h)
20241031-02:40:51 nb_validated 2482 model 1 (finishes Thu 02:44 -- 342/h)
20241031-02:41:09 nb_validated 2482 model 1 (finishes Thu 02:44 -- 342/h)
20241031-02:41:26 nb_validated 2483 model 3 (finishes Thu 02:44 -- 342/h)
20241031-02:41:43 nb_validated 2484 model 2 (finishes Thu 02:44 -- 342/h)
20241031-02:42:01 nb_validated 2485 model 1 (finishes Thu 02:44 -- 342/h)
20241031-02:42:19 nb_validated 2485 model 2 (finishes Thu 02:44 -- 341/h)
20241031-02:42:36 nb_validated 2486 model 2 (finishes Thu 02:45 -- 341/h)
20241031-02:42:54 nb_validated 2486 model 0 (finishes Thu 02:45 -- 341/h)
20241031-02:43:12 nb_validated 2487 model 0 (finishes Thu 02:45 -- 341/h)
20241031-02:43:29 nb_validated 2488 model 2 (finishes Thu 02:45 -- 341/h)
20241031-02:43:47 nb_validated 2488 model 1 (finishes Thu 02:45 -- 341/h)
20241031-02:44:04 nb_validated 2490 model 2 (finishes Thu 02:45 -- 341/h)
20241031-02:44:22 nb_validated 2491 model 0 (finishes Thu 02:45 -- 341/h)
20241031-02:44:40 nb_validated 2494 model 4 (finishes Thu 02:45 -- 341/h)
20241031-02:44:57 nb_validated 2496 model 2 (finishes Thu 02:45 -- 341/h)
20241031-02:45:15 nb_validated 2497 model 3 (finishes Thu 02:45 -- 341/h)
20241031-02:45:33 nb_validated 2498 model 2 (finishes Thu 02:45 -- 341/h)
20241031-02:45:50 nb_validated 2498 model 0 (finishes Thu 02:46 -- 340/h)
20241031-02:45:58 generate_c_quizz_speed 340/h
20241031-02:46:07 wrote culture_c_quiz_0094.png
20241031-02:46:07 generated_c_quizzes torch.Size([5000, 400])
20241031-02:49:10 nb_c_quizzes 10000
20241031-02:49:10 weakest_accuracies [0, 0]
20241031-02:49:10 dummy_rand tensor([0.9427])
20241031-02:49:10 dummy_rand tensor([0.2769])
20241031-02:49:10 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-02:49:10 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-02:51:42 train_loss 94 model 0 0.026429648399353026
20241031-02:51:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:51:42 train_loss 94 model 1 0.027202871322631834
20241031-02:51:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:51:45 test_loss 94 model 0 0.021660728454589842
20241031-02:51:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:51:45 test_loss 94 model 1 0.026161575317382814
20241031-02:51:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:51:47 test_accuracy 94 model 0 nb_correct 2363 / 2500 (94.52%)
20241031-02:51:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-02:51:47 test_accuracy 94 model 1 nb_correct 2382 / 2500 (95.28%)
20241031-02:51:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-02:51:57 wrote ae_*.pth
20241031-02:51:57 epoch_duration 445min51s next_finish 10:17:48
20241031-02:51:57 wrote state.pth
20241031-02:51:57 --- epoch 95 ----------------------------------------
20241031-02:51:57 current_test_accuracies 0.9452 0.9528 0.0000 0.0000 0.0000
20241031-02:51:57 nb_c_quizzes 10000
20241031-02:51:57 weakest_accuracies [0, 0]
20241031-02:51:57 dummy_rand tensor([0.1279])
20241031-02:51:57 dummy_rand tensor([0.7357])
20241031-02:51:57 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-02:51:57 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-02:54:29 train_loss 95 model 2 0.02743517303466797
20241031-02:54:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:54:29 train_loss 95 model 3 0.02794491958618164
20241031-02:54:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:54:31 test_loss 95 model 2 0.0247064208984375
20241031-02:54:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:54:31 test_loss 95 model 3 0.023541393280029296
20241031-02:54:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:54:34 test_accuracy 95 model 2 nb_correct 2306 / 2500 (92.24%)
20241031-02:54:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-02:54:34 test_accuracy 95 model 3 nb_correct 2278 / 2500 (91.12%)
20241031-02:54:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-02:54:44 wrote ae_*.pth
20241031-02:54:44 epoch_duration 2min47s next_finish 02:57:31
20241031-02:54:44 wrote state.pth
20241031-02:54:44 --- epoch 96 ----------------------------------------
20241031-02:54:44 current_test_accuracies 0.9452 0.9528 0.9224 0.9112 0.0000
20241031-02:54:44 nb_c_quizzes 10000
20241031-02:54:44 weakest_accuracies [0, 0.9112]
20241031-02:54:44 dummy_rand tensor([0.6528])
20241031-02:54:44 dummy_rand tensor([0.0281])
20241031-02:54:44 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-02:54:44 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-02:57:16 train_loss 96 model 4 0.027877178192138672
20241031-02:57:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:57:16 train_loss 96 model 3 0.027003019332885743
20241031-02:57:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:57:18 test_loss 96 model 4 0.024844512939453126
20241031-02:57:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:57:19 test_loss 96 model 3 0.02910400390625
20241031-02:57:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-02:57:21 test_accuracy 96 model 4 nb_correct 2330 / 2500 (93.20%)
20241031-02:57:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-02:57:21 test_accuracy 96 model 3 nb_correct 2377 / 2500 (95.08%)
20241031-02:57:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-02:57:31 wrote ae_*.pth
20241031-02:57:31 epoch_duration 2min47s next_finish 03:00:18
20241031-02:57:31 wrote state.pth
20241031-02:57:31 --- epoch 97 ----------------------------------------
20241031-02:57:31 current_test_accuracies 0.9452 0.9528 0.9224 0.9508 0.9320
20241031-02:57:31 nb_c_quizzes 10000
20241031-02:57:31 weakest_accuracies [0.9224, 0.932]
20241031-02:57:31 dummy_rand tensor([0.0510])
20241031-02:57:31 dummy_rand tensor([0.3219])
20241031-02:57:31 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-02:57:31 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:00:03 train_loss 97 model 4 0.027816793441772462
20241031-03:00:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:00:03 train_loss 97 model 2 0.02683627414703369
20241031-03:00:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:00:06 test_loss 97 model 4 0.02379180908203125
20241031-03:00:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:00:06 test_loss 97 model 2 0.023328704833984373
20241031-03:00:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:00:08 test_accuracy 97 model 4 nb_correct 2318 / 2500 (92.72%)
20241031-03:00:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:00:08 test_accuracy 97 model 2 nb_correct 2386 / 2500 (95.44%)
20241031-03:00:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:00:18 wrote ae_*.pth
20241031-03:00:18 epoch_duration 2min47s next_finish 03:03:05
20241031-03:00:18 wrote state.pth
20241031-03:00:18 --- epoch 98 ----------------------------------------
20241031-03:00:18 current_test_accuracies 0.9452 0.9528 0.9544 0.9508 0.9272
20241031-03:00:18 nb_c_quizzes 10000
20241031-03:00:18 weakest_accuracies [0.9272, 0.9452]
20241031-03:00:18 dummy_rand tensor([0.5151])
20241031-03:00:18 dummy_rand tensor([0.6729])
20241031-03:00:18 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:00:18 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:02:50 train_loss 98 model 0 0.025804288864135744
20241031-03:02:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:02:50 train_loss 98 model 4 0.027443967819213867
20241031-03:02:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:02:53 test_loss 98 model 0 0.02630531311035156
20241031-03:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:02:53 test_loss 98 model 4 0.02380565643310547
20241031-03:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:02:55 test_accuracy 98 model 0 nb_correct 2366 / 2500 (94.64%)
20241031-03:02:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:02:55 test_accuracy 98 model 4 nb_correct 2352 / 2500 (94.08%)
20241031-03:02:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:03:05 wrote ae_*.pth
20241031-03:03:05 epoch_duration 2min47s next_finish 03:05:52
20241031-03:03:05 wrote state.pth
20241031-03:03:05 --- epoch 99 ----------------------------------------
20241031-03:03:05 current_test_accuracies 0.9464 0.9528 0.9544 0.9508 0.9408
20241031-03:03:05 nb_c_quizzes 10000
20241031-03:03:05 weakest_accuracies [0.9408, 0.9464]
20241031-03:03:05 dummy_rand tensor([0.5310])
20241031-03:03:05 dummy_rand tensor([0.9612])
20241031-03:03:05 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:03:05 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:05:37 train_loss 99 model 4 0.026627301216125488
20241031-03:05:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:05:37 train_loss 99 model 0 0.025813035011291504
20241031-03:05:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:05:40 test_loss 99 model 4 0.022636146545410157
20241031-03:05:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:05:40 test_loss 99 model 0 0.021592426300048827
20241031-03:05:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:05:42 test_accuracy 99 model 4 nb_correct 2350 / 2500 (94.00%)
20241031-03:05:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:05:42 test_accuracy 99 model 0 nb_correct 2402 / 2500 (96.08%)
20241031-03:05:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:05:52 wrote ae_*.pth
20241031-03:05:52 epoch_duration 2min46s next_finish 03:08:39
20241031-03:05:52 wrote state.pth
20241031-03:05:52 --- epoch 100 ----------------------------------------
20241031-03:05:52 current_test_accuracies 0.9608 0.9528 0.9544 0.9508 0.9400
20241031-03:05:52 nb_c_quizzes 10000
20241031-03:05:52 weakest_accuracies [0.94, 0.9508]
20241031-03:05:52 dummy_rand tensor([0.9778])
20241031-03:05:52 dummy_rand tensor([0.7327])
20241031-03:05:52 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:05:52 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:08:24 train_loss 100 model 3 0.027027035713195802
20241031-03:08:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:08:24 train_loss 100 model 4 0.026229664802551268
20241031-03:08:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:08:27 test_loss 100 model 3 0.02421417236328125
20241031-03:08:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:08:27 test_loss 100 model 4 0.025337028503417968
20241031-03:08:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:08:29 test_accuracy 100 model 3 nb_correct 2369 / 2500 (94.76%)
20241031-03:08:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:08:29 test_accuracy 100 model 4 nb_correct 2388 / 2500 (95.52%)
20241031-03:08:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:08:39 wrote ae_*.pth
20241031-03:08:39 epoch_duration 2min46s next_finish 03:11:26
20241031-03:08:39 wrote state.pth
20241031-03:08:39 --- epoch 101 ----------------------------------------
20241031-03:08:39 current_test_accuracies 0.9608 0.9528 0.9544 0.9476 0.9552
20241031-03:08:39 nb_c_quizzes 10000
20241031-03:08:39 weakest_accuracies [0.9476, 0.9528]
20241031-03:08:39 dummy_rand tensor([0.0257])
20241031-03:08:39 dummy_rand tensor([0.7036])
20241031-03:08:39 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:08:39 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:11:12 train_loss 101 model 3 0.026552228927612304
20241031-03:11:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:11:12 train_loss 101 model 1 0.02686284637451172
20241031-03:11:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:11:14 test_loss 101 model 3 0.024467086791992186
20241031-03:11:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:11:14 test_loss 101 model 1 0.026328887939453125
20241031-03:11:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:11:16 test_accuracy 101 model 3 nb_correct 2402 / 2500 (96.08%)
20241031-03:11:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:11:16 test_accuracy 101 model 1 nb_correct 2321 / 2500 (92.84%)
20241031-03:11:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:11:26 wrote ae_*.pth
20241031-03:11:26 epoch_duration 2min47s next_finish 03:14:13
20241031-03:11:26 wrote state.pth
20241031-03:11:26 --- epoch 102 ----------------------------------------
20241031-03:11:26 current_test_accuracies 0.9608 0.9284 0.9544 0.9608 0.9552
20241031-03:11:26 nb_c_quizzes 10000
20241031-03:11:26 weakest_accuracies [0.9284, 0.9544]
20241031-03:11:26 dummy_rand tensor([0.5099])
20241031-03:11:26 dummy_rand tensor([0.8329])
20241031-03:11:26 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:11:26 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:13:59 train_loss 102 model 2 0.026963525772094727
20241031-03:13:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:13:59 train_loss 102 model 1 0.02642998695373535
20241031-03:13:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:14:01 test_loss 102 model 2 0.021136379241943358
20241031-03:14:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:14:01 test_loss 102 model 1 0.02431114196777344
20241031-03:14:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:14:03 test_accuracy 102 model 2 nb_correct 2365 / 2500 (94.60%)
20241031-03:14:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:14:04 test_accuracy 102 model 1 nb_correct 2386 / 2500 (95.44%)
20241031-03:14:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:14:13 wrote ae_*.pth
20241031-03:14:13 epoch_duration 2min47s next_finish 03:17:00
20241031-03:14:13 wrote state.pth
20241031-03:14:13 --- epoch 103 ----------------------------------------
20241031-03:14:13 current_test_accuracies 0.9608 0.9544 0.9460 0.9608 0.9552
20241031-03:14:13 nb_c_quizzes 10000
20241031-03:14:13 weakest_accuracies [0.946, 0.9544]
20241031-03:14:13 dummy_rand tensor([0.0994])
20241031-03:14:13 dummy_rand tensor([0.4471])
20241031-03:14:13 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:14:13 quiz_set nb_w_quizzes 40000 nb_c_quizzes 10000
20241031-03:16:46 train_loss 103 model 1 0.026306251525878906
20241031-03:16:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:16:46 train_loss 103 model 2 0.026459270477294922
20241031-03:16:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:16:48 test_loss 103 model 1 0.024050140380859376
20241031-03:16:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:16:48 test_loss 103 model 2 0.02185455322265625
20241031-03:16:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-03:16:50 test_accuracy 103 model 1 nb_correct 2382 / 2500 (95.28%)
20241031-03:16:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:16:50 test_accuracy 103 model 2 nb_correct 2388 / 2500 (95.52%)
20241031-03:16:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-03:17:00 wrote ae_*.pth
20241031-03:17:00 epoch_duration 2min46s next_finish 03:19:47
20241031-03:17:00 wrote state.pth
20241031-03:17:00 --- epoch 104 ----------------------------------------
20241031-03:17:00 current_test_accuracies 0.9608 0.9528 0.9552 0.9608 0.9552
20241031-03:17:00 dummy_rand tensor([0.5243])
20241031-03:17:00 dummy_rand tensor([0.8388])
20241031-03:17:09 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241031-03:17:09 nb_validated 1 model 3 (finishes Thu 09:35 -- 396/h)
20241031-03:17:27 nb_validated 1 model 1 (finishes Thu 22:04 -- 133/h)
20241031-03:17:27 nb_validated 1 model 3 (finishes Thu 22:12 -- 132/h)
20241031-03:17:45 nb_validated 1 model 2 (finishes Fri 10:33 -- 79/h)
20241031-03:17:45 nb_validated 2 model 0 (finishes Thu 18:56 -- 159/h)
20241031-03:18:03 nb_validated 3 model 2 (finishes Thu 17:50 -- 171/h)
20241031-03:18:03 nb_validated 3 model 2 (finishes Thu 17:54 -- 171/h)
20241031-03:18:21 nb_validated 3 model 1 (finishes Thu 22:01 -- 133/h)
20241031-03:18:21 nb_validated 3 model 3 (finishes Thu 22:06 -- 132/h)
20241031-03:18:39 nb_validated 6 model 0 (finishes Thu 14:44 -- 218/h)
20241031-03:18:39 nb_validated 4 model 2 (finishes Thu 20:30 -- 145/h)
20241031-03:18:57 nb_validated 9 model 1 (finishes Thu 12:19 -- 276/h)
20241031-03:18:58 nb_validated 5 model 1 (finishes Thu 19:37 -- 152/h)
20241031-03:19:15 nb_validated 10 model 3 (finishes Thu 12:39 -- 266/h)
20241031-03:19:16 nb_validated 6 model 1 (finishes Thu 19:03 -- 158/h)
20241031-03:19:33 nb_validated 11 model 1 (finishes Thu 12:56 -- 258/h)
20241031-03:19:35 nb_validated 9 model 3 (finishes Thu 15:12 -- 209/h)
20241031-03:19:51 nb_validated 14 model 2 (finishes Thu 11:44 -- 295/h)
20241031-03:19:53 nb_validated 11 model 1 (finishes Thu 14:12 -- 228/h)
20241031-03:20:09 nb_validated 15 model 4 (finishes Thu 12:01 -- 285/h)
20241031-03:20:11 nb_validated 15 model 4 (finishes Thu 12:08 -- 282/h)
20241031-03:20:27 nb_validated 17 model 3 (finishes Thu 11:45 -- 295/h)
20241031-03:20:29 nb_validated 16 model 3 (finishes Thu 12:22 -- 274/h)
20241031-03:20:45 nb_validated 18 model 2 (finishes Thu 11:57 -- 288/h)
20241031-03:20:48 nb_validated 17 model 3 (finishes Thu 12:35 -- 268/h)
20241031-03:21:03 nb_validated 21 model 2 (finishes Thu 11:19 -- 311/h)
20241031-03:21:06 nb_validated 21 model 1 (finishes Thu 11:25 -- 307/h)
20241031-03:21:21 nb_validated 22 model 3 (finishes Thu 11:32 -- 302/h)
20241031-03:21:24 nb_validated 21 model 0 (finishes Thu 12:01 -- 286/h)
20241031-03:21:39 nb_validated 26 model 3 (finishes Thu 10:44 -- 335/h)
20241031-03:21:42 nb_validated 23 model 4 (finishes Thu 11:48 -- 293/h)
20241031-03:21:57 nb_validated 29 model 2 (finishes Thu 10:23 -- 351/h)
20241031-03:22:00 nb_validated 23 model 0 (finishes Thu 12:20 -- 275/h)
20241031-03:22:14 nb_validated 30 model 4 (finishes Thu 10:33 -- 343/h)
20241031-03:22:18 nb_validated 24 model 4 (finishes Thu 12:29 -- 271/h)
20241031-03:22:32 nb_validated 30 model 4 (finishes Thu 10:58 -- 324/h)
20241031-03:22:36 nb_validated 25 model 4 (finishes Thu 12:37 -- 267/h)
20241031-03:22:50 nb_validated 30 model 4 (finishes Thu 11:23 -- 308/h)
20241031-03:22:54 nb_validated 26 model 0 (finishes Thu 12:44 -- 264/h)
20241031-03:23:08 nb_validated 30 model 2 (finishes Thu 11:48 -- 293/h)
20241031-03:23:12 nb_validated 28 model 1 (finishes Thu 12:30 -- 270/h)
20241031-03:23:26 nb_validated 32 model 2 (finishes Thu 11:39 -- 298/h)
20241031-03:23:30 nb_validated 29 model 4 (finishes Thu 12:37 -- 267/h)
20241031-03:23:44 nb_validated 32 model 4 (finishes Thu 12:03 -- 285/h)
20241031-03:23:48 nb_validated 30 model 4 (finishes Thu 12:44 -- 264/h)
20241031-03:24:02 nb_validated 35 model 4 (finishes Thu 11:38 -- 298/h)
20241031-03:24:06 nb_validated 31 model 2 (finishes Thu 12:50 -- 261/h)
20241031-03:24:19 nb_validated 35 model 2 (finishes Thu 11:59 -- 286/h)
20241031-03:24:24 nb_validated 32 model 4 (finishes Thu 12:55 -- 259/h)
20241031-03:24:37 nb_validated 37 model 2 (finishes Thu 11:51 -- 291/h)
20241031-03:24:42 nb_validated 35 model 4 (finishes Thu 12:27 -- 272/h)
20241031-03:24:56 nb_validated 37 model 1 (finishes Thu 12:12 -- 280/h)
20241031-03:25:00 nb_validated 35 model 2 (finishes Thu 12:48 -- 262/h)
20241031-03:25:14 nb_validated 39 model 4 (finishes Thu 12:04 -- 284/h)
20241031-03:25:18 nb_validated 38 model 3 (finishes Thu 12:23 -- 274/h)
20241031-03:25:32 nb_validated 40 model 2 (finishes Thu 12:09 -- 281/h)
20241031-03:25:36 nb_validated 39 model 0 (finishes Thu 12:27 -- 272/h)
20241031-03:25:50 nb_validated 42 model 2 (finishes Thu 12:02 -- 285/h)
20241031-03:25:54 nb_validated 39 model 1 (finishes Thu 12:47 -- 262/h)
20241031-03:26:07 nb_validated 42 model 2 (finishes Thu 12:20 -- 276/h)
20241031-03:26:12 nb_validated 39 model 3 (finishes Thu 13:06 -- 254/h)
20241031-03:26:25 nb_validated 45 model 1 (finishes Thu 12:00 -- 286/h)
20241031-03:26:30 nb_validated 41 model 2 (finishes Thu 12:56 -- 259/h)
20241031-03:26:43 nb_validated 45 model 4 (finishes Thu 12:16 -- 277/h)
20241031-03:26:48 nb_validated 41 model 3 (finishes Thu 13:14 -- 251/h)
20241031-03:27:01 nb_validated 45 model 1 (finishes Thu 12:33 -- 269/h)
20241031-03:27:06 nb_validated 42 model 0 (finishes Thu 13:17 -- 249/h)
20241031-03:27:19 nb_validated 45 model 0 (finishes Thu 12:49 -- 261/h)
20241031-03:27:24 nb_validated 42 model 4 (finishes Thu 13:35 -- 242/h)
20241031-03:27:36 nb_validated 45 model 0 (finishes Thu 13:06 -- 254/h)
20241031-03:27:41 nb_validated 44 model 0 (finishes Thu 13:24 -- 246/h)
20241031-03:27:54 nb_validated 45 model 0 (finishes Thu 13:22 -- 247/h)
20241031-03:27:59 nb_validated 44 model 3 (finishes Thu 13:41 -- 240/h)
20241031-03:28:12 nb_validated 45 model 1 (finishes Thu 13:39 -- 240/h)
20241031-03:28:17 nb_validated 45 model 0 (finishes Thu 13:43 -- 239/h)
20241031-03:28:30 nb_validated 45 model 2 (finishes Thu 13:56 -- 234/h)
20241031-03:28:35 nb_validated 46 model 2 (finishes Thu 13:46 -- 238/h)
20241031-03:28:49 nb_validated 47 model 4 (finishes Thu 13:45 -- 238/h)
20241031-03:28:53 nb_validated 48 model 2 (finishes Thu 13:35 -- 242/h)
20241031-03:29:06 nb_validated 47 model 3 (finishes Thu 14:00 -- 233/h)
20241031-03:29:11 nb_validated 48 model 3 (finishes Thu 13:51 -- 236/h)
20241031-03:29:24 nb_validated 49 model 2 (finishes Thu 13:49 -- 237/h)
20241031-03:29:29 nb_validated 51 model 3 (finishes Thu 13:28 -- 245/h)
20241031-03:29:42 nb_validated 49 model 0 (finishes Thu 14:04 -- 231/h)
20241031-03:29:47 nb_validated 51 model 0 (finishes Thu 13:43 -- 239/h)
20241031-03:29:59 nb_validated 49 model 2 (finishes Thu 14:19 -- 226/h)
20241031-03:30:05 nb_validated 52 model 0 (finishes Thu 13:45 -- 238/h)
20241031-03:30:18 nb_validated 52 model 0 (finishes Thu 13:56 -- 234/h)
20241031-03:30:23 nb_validated 52 model 4 (finishes Thu 14:00 -- 233/h)
20241031-03:30:36 nb_validated 53 model 0 (finishes Thu 13:58 -- 233/h)
20241031-03:30:41 nb_validated 52 model 0 (finishes Thu 14:14 -- 228/h)
20241031-03:30:54 nb_validated 53 model 1 (finishes Thu 14:12 -- 228/h)
20241031-03:30:59 nb_validated 54 model 1 (finishes Thu 14:04 -- 231/h)
20241031-03:31:12 nb_validated 56 model 3 (finishes Thu 13:51 -- 236/h)
20241031-03:31:17 nb_validated 55 model 1 (finishes Thu 14:06 -- 231/h)
20241031-03:31:31 nb_validated 61 model 1 (finishes Thu 13:11 -- 252/h)
20241031-03:31:35 nb_validated 57 model 3 (finishes Thu 13:56 -- 234/h)
20241031-03:31:49 nb_validated 62 model 3 (finishes Thu 13:14 -- 251/h)
20241031-03:31:54 nb_validated 60 model 0 (finishes Thu 13:37 -- 241/h)
20241031-03:32:07 nb_validated 63 model 0 (finishes Thu 13:16 -- 250/h)
20241031-03:32:12 nb_validated 60 model 1 (finishes Thu 13:50 -- 236/h)
20241031-03:32:24 nb_validated 63 model 2 (finishes Thu 13:28 -- 245/h)
20241031-03:32:31 nb_validated 63 model 3 (finishes Thu 13:32 -- 243/h)
20241031-03:32:43 nb_validated 64 model 2 (finishes Thu 13:30 -- 244/h)
20241031-03:32:49 nb_validated 66 model 1 (finishes Thu 13:16 -- 250/h)
20241031-03:33:01 nb_validated 66 model 2 (finishes Thu 13:23 -- 247/h)
20241031-03:33:07 nb_validated 69 model 0 (finishes Thu 13:00 -- 256/h)
20241031-03:33:19 nb_validated 71 model 0 (finishes Thu 12:51 -- 261/h)
20241031-03:33:25 nb_validated 69 model 1 (finishes Thu 13:11 -- 252/h)
20241031-03:33:37 nb_validated 72 model 3 (finishes Thu 12:53 -- 260/h)
20241031-03:33:43 nb_validated 71 model 1 (finishes Thu 13:05 -- 254/h)
20241031-03:33:55 nb_validated 73 model 4 (finishes Thu 12:56 -- 259/h)
20241031-03:34:01 nb_validated 71 model 3 (finishes Thu 13:16 -- 250/h)
20241031-03:34:13 nb_validated 73 model 3 (finishes Thu 13:06 -- 254/h)
20241031-03:34:19 nb_validated 72 model 2 (finishes Thu 13:18 -- 249/h)
20241031-03:34:31 nb_validated 73 model 4 (finishes Thu 13:16 -- 250/h)
20241031-03:34:37 nb_validated 72 model 0 (finishes Thu 13:28 -- 245/h)
20241031-03:34:49 nb_validated 75 model 2 (finishes Thu 13:10 -- 252/h)
20241031-03:34:54 nb_validated 73 model 2 (finishes Thu 13:30 -- 244/h)
20241031-03:35:07 nb_validated 75 model 1 (finishes Thu 13:21 -- 248/h)
20241031-03:35:13 nb_validated 76 model 4 (finishes Thu 13:16 -- 250/h)
20241031-03:35:25 nb_validated 76 model 0 (finishes Thu 13:22 -- 247/h)
20241031-03:35:31 nb_validated 77 model 4 (finishes Thu 13:18 -- 249/h)
20241031-03:35:43 nb_validated 77 model 4 (finishes Thu 13:24 -- 246/h)
20241031-03:35:49 nb_validated 78 model 3 (finishes Thu 13:20 -- 248/h)
20241031-03:36:02 nb_validated 78 model 1 (finishes Thu 13:26 -- 245/h)
20241031-03:36:07 nb_validated 80 model 2 (finishes Thu 13:14 -- 251/h)
20241031-03:36:20 nb_validated 79 model 3 (finishes Thu 13:28 -- 245/h)
20241031-03:36:26 nb_validated 82 model 1 (finishes Thu 13:09 -- 253/h)
20241031-03:36:38 nb_validated 80 model 3 (finishes Thu 13:30 -- 244/h)
20241031-03:36:44 nb_validated 84 model 1 (finishes Thu 13:04 -- 255/h)
20241031-03:36:55 nb_validated 82 model 0 (finishes Thu 13:24 -- 246/h)
20241031-03:37:02 nb_validated 84 model 0 (finishes Thu 13:13 -- 251/h)
20241031-03:37:13 nb_validated 84 model 2 (finishes Thu 13:18 -- 249/h)
20241031-03:37:20 nb_validated 85 model 3 (finishes Thu 13:15 -- 250/h)
20241031-03:37:31 nb_validated 85 model 3 (finishes Thu 13:20 -- 248/h)
20241031-03:37:39 nb_validated 86 model 1 (finishes Thu 13:17 -- 249/h)
20241031-03:37:49 nb_validated 85 model 2 (finishes Thu 13:29 -- 244/h)
20241031-03:37:57 nb_validated 89 model 3 (finishes Thu 13:05 -- 254/h)
20241031-03:38:07 nb_validated 85 model 2 (finishes Thu 13:38 -- 241/h)
20241031-03:38:15 nb_validated 93 model 1 (finishes Thu 12:48 -- 262/h)
20241031-03:38:25 nb_validated 89 model 4 (finishes Thu 13:18 -- 249/h)
20241031-03:38:34 nb_validated 94 model 1 (finishes Thu 12:50 -- 261/h)
20241031-03:38:43 nb_validated 90 model 1 (finishes Thu 13:20 -- 248/h)
20241031-03:38:52 nb_validated 97 model 1 (finishes Thu 12:40 -- 266/h)
20241031-03:39:01 nb_validated 92 model 4 (finishes Thu 13:15 -- 250/h)
20241031-03:39:10 nb_validated 98 model 0 (finishes Thu 12:42 -- 265/h)
20241031-03:39:19 nb_validated 93 model 0 (finishes Thu 13:17 -- 249/h)
20241031-03:39:28 nb_validated 101 model 0 (finishes Thu 12:33 -- 269/h)
20241031-03:39:37 nb_validated 95 model 2 (finishes Thu 13:12 -- 252/h)
20241031-03:39:46 nb_validated 102 model 2 (finishes Thu 12:34 -- 268/h)
20241031-03:39:55 nb_validated 95 model 3 (finishes Thu 13:20 -- 248/h)
20241031-03:40:04 nb_validated 102 model 3 (finishes Thu 12:42 -- 265/h)
20241031-03:40:13 nb_validated 97 model 4 (finishes Thu 13:15 -- 250/h)
20241031-03:40:22 nb_validated 106 model 0 (finishes Thu 12:28 -- 272/h)
20241031-03:40:31 nb_validated 100 model 0 (finishes Thu 13:04 -- 255/h)
20241031-03:40:40 nb_validated 108 model 1 (finishes Thu 12:24 -- 273/h)
20241031-03:40:49 nb_validated 101 model 4 (finishes Thu 13:06 -- 254/h)
20241031-03:40:58 nb_validated 111 model 2 (finishes Thu 12:16 -- 277/h)
20241031-03:41:07 nb_validated 102 model 0 (finishes Thu 13:07 -- 253/h)
20241031-03:41:15 nb_validated 112 model 2 (finishes Thu 12:18 -- 277/h)
20241031-03:41:25 nb_validated 104 model 1 (finishes Thu 13:04 -- 255/h)
20241031-03:41:34 nb_validated 113 model 3 (finishes Thu 12:20 -- 275/h)
20241031-03:41:43 nb_validated 105 model 0 (finishes Thu 13:05 -- 254/h)
20241031-03:41:52 nb_validated 113 model 3 (finishes Thu 12:27 -- 272/h)
20241031-03:42:01 nb_validated 107 model 1 (finishes Thu 13:01 -- 256/h)
20241031-03:42:11 nb_validated 114 model 0 (finishes Thu 12:29 -- 271/h)
20241031-03:42:19 nb_validated 109 model 4 (finishes Thu 12:57 -- 258/h)
20241031-03:42:29 nb_validated 116 model 1 (finishes Thu 12:26 -- 273/h)
20241031-03:42:37 nb_validated 110 model 1 (finishes Thu 12:59 -- 257/h)
20241031-03:42:47 nb_validated 116 model 2 (finishes Thu 12:32 -- 269/h)
20241031-03:42:55 nb_validated 111 model 3 (finishes Thu 13:00 -- 256/h)
20241031-03:43:05 nb_validated 118 model 2 (finishes Thu 12:29 -- 271/h)
20241031-03:43:13 nb_validated 112 model 3 (finishes Thu 13:02 -- 256/h)
20241031-03:43:23 nb_validated 118 model 2 (finishes Thu 12:35 -- 268/h)
20241031-03:43:31 nb_validated 113 model 2 (finishes Thu 13:03 -- 255/h)
20241031-03:43:40 nb_validated 120 model 2 (finishes Thu 12:32 -- 269/h)
20241031-03:43:49 nb_validated 113 model 1 (finishes Thu 13:10 -- 252/h)
20241031-03:43:58 nb_validated 120 model 3 (finishes Thu 12:38 -- 267/h)
20241031-03:44:07 nb_validated 118 model 1 (finishes Thu 12:51 -- 261/h)
20241031-03:44:16 nb_validated 121 model 2 (finishes Thu 12:40 -- 266/h)
20241031-03:44:25 nb_validated 119 model 1 (finishes Thu 12:53 -- 260/h)
20241031-03:44:34 nb_validated 121 model 2 (finishes Thu 12:46 -- 263/h)
20241031-03:44:43 nb_validated 120 model 4 (finishes Thu 12:54 -- 259/h)
20241031-03:44:52 nb_validated 122 model 4 (finishes Thu 12:48 -- 262/h)
20241031-03:45:01 nb_validated 120 model 1 (finishes Thu 13:00 -- 256/h)
20241031-03:45:11 nb_validated 125 model 1 (finishes Thu 12:40 -- 266/h)
20241031-03:45:19 nb_validated 122 model 4 (finishes Thu 12:57 -- 258/h)
20241031-03:45:28 nb_validated 125 model 2 (finishes Thu 12:46 -- 263/h)
20241031-03:45:37 nb_validated 123 model 0 (finishes Thu 12:58 -- 257/h)
20241031-03:45:47 nb_validated 130 model 4 (finishes Thu 12:30 -- 271/h)
20241031-03:45:55 nb_validated 123 model 0 (finishes Thu 13:04 -- 255/h)
20241031-03:46:05 nb_validated 132 model 0 (finishes Thu 12:27 -- 272/h)
20241031-03:46:13 nb_validated 124 model 1 (finishes Thu 13:06 -- 254/h)
20241031-03:46:22 nb_validated 134 model 0 (finishes Thu 12:24 -- 273/h)
20241031-03:46:31 nb_validated 126 model 0 (finishes Thu 13:02 -- 256/h)
20241031-03:46:40 nb_validated 135 model 4 (finishes Thu 12:26 -- 272/h)
20241031-03:46:49 nb_validated 127 model 2 (finishes Thu 13:04 -- 255/h)
20241031-03:46:58 nb_validated 135 model 2 (finishes Thu 12:31 -- 270/h)
20241031-03:47:07 nb_validated 128 model 2 (finishes Thu 13:05 -- 255/h)
20241031-03:47:16 nb_validated 137 model 3 (finishes Thu 12:29 -- 271/h)
20241031-03:47:25 nb_validated 130 model 3 (finishes Thu 13:01 -- 256/h)
20241031-03:47:34 nb_validated 137 model 0 (finishes Thu 12:34 -- 268/h)
20241031-03:47:43 nb_validated 132 model 3 (finishes Thu 12:58 -- 257/h)
20241031-03:47:52 nb_validated 137 model 4 (finishes Thu 12:40 -- 266/h)
20241031-03:48:01 nb_validated 132 model 1 (finishes Thu 13:04 -- 255/h)
20241031-03:48:10 nb_validated 137 model 3 (finishes Thu 12:45 -- 263/h)
20241031-03:48:20 nb_validated 134 model 3 (finishes Thu 13:01 -- 256/h)
20241031-03:48:28 nb_validated 138 model 3 (finishes Thu 12:47 -- 263/h)
20241031-03:48:37 nb_validated 135 model 2 (finishes Thu 13:02 -- 256/h)
20241031-03:48:46 nb_validated 138 model 0 (finishes Thu 12:52 -- 260/h)
20241031-03:48:56 nb_validated 138 model 1 (finishes Thu 12:55 -- 259/h)
20241031-03:49:04 nb_validated 141 model 1 (finishes Thu 12:45 -- 263/h)
20241031-03:49:14 nb_validated 138 model 2 (finishes Thu 13:00 -- 256/h)
20241031-03:49:22 nb_validated 143 model 0 (finishes Thu 12:42 -- 265/h)
20241031-03:49:32 nb_validated 139 model 4 (finishes Thu 13:02 -- 256/h)
20241031-03:49:40 nb_validated 145 model 4 (finishes Thu 12:40 -- 266/h)
20241031-03:49:50 nb_validated 139 model 3 (finishes Thu 13:07 -- 254/h)
20241031-03:49:58 nb_validated 145 model 1 (finishes Thu 12:45 -- 263/h)
20241031-03:50:08 nb_validated 141 model 4 (finishes Thu 13:04 -- 255/h)
20241031-03:50:17 nb_validated 146 model 3 (finishes Thu 12:46 -- 263/h)
20241031-03:50:25 nb_validated 141 model 0 (finishes Thu 13:09 -- 253/h)
20241031-03:50:35 nb_validated 151 model 1 (finishes Thu 12:33 -- 269/h)
20241031-03:50:43 nb_validated 143 model 0 (finishes Thu 13:06 -- 254/h)
20241031-03:50:53 nb_validated 152 model 1 (finishes Thu 12:34 -- 269/h)
20241031-03:51:01 nb_validated 144 model 3 (finishes Thu 13:07 -- 253/h)
20241031-03:51:12 nb_validated 154 model 3 (finishes Thu 12:32 -- 270/h)
20241031-03:51:19 nb_validated 146 model 2 (finishes Thu 13:04 -- 255/h)
20241031-03:51:30 nb_validated 154 model 3 (finishes Thu 12:36 -- 267/h)
20241031-03:51:37 nb_validated 148 model 3 (finishes Thu 13:01 -- 256/h)
20241031-03:51:48 nb_validated 156 model 1 (finishes Thu 12:34 -- 268/h)
20241031-03:51:54 nb_validated 148 model 3 (finishes Thu 13:06 -- 254/h)
20241031-03:52:06 nb_validated 158 model 0 (finishes Thu 12:32 -- 270/h)
20241031-03:52:13 nb_validated 150 model 1 (finishes Thu 13:03 -- 255/h)
20241031-03:52:24 nb_validated 158 model 3 (finishes Thu 12:37 -- 267/h)
20241031-03:52:31 nb_validated 150 model 2 (finishes Thu 13:08 -- 253/h)
20241031-03:52:43 nb_validated 159 model 1 (finishes Thu 12:38 -- 267/h)
20241031-03:52:49 nb_validated 152 model 1 (finishes Thu 13:06 -- 254/h)
20241031-03:53:00 nb_validated 160 model 2 (finishes Thu 12:39 -- 266/h)
20241031-03:53:07 nb_validated 154 model 0 (finishes Thu 13:03 -- 255/h)
20241031-03:53:19 nb_validated 161 model 1 (finishes Thu 12:40 -- 266/h)
20241031-03:53:25 nb_validated 155 model 1 (finishes Thu 13:04 -- 255/h)
20241031-03:53:37 nb_validated 166 model 1 (finishes Thu 12:28 -- 271/h)
20241031-03:53:43 nb_validated 157 model 0 (finishes Thu 13:01 -- 256/h)
20241031-03:53:55 nb_validated 168 model 4 (finishes Thu 12:26 -- 272/h)
20241031-03:54:01 nb_validated 158 model 3 (finishes Thu 13:02 -- 256/h)
20241031-03:54:13 nb_validated 171 model 2 (finishes Thu 12:21 -- 275/h)
20241031-03:54:19 nb_validated 159 model 1 (finishes Thu 13:03 -- 255/h)
20241031-03:54:30 nb_validated 174 model 4 (finishes Thu 12:15 -- 278/h)
20241031-03:54:38 nb_validated 162 model 1 (finishes Thu 12:57 -- 258/h)
20241031-03:54:49 nb_validated 176 model 1 (finishes Thu 12:14 -- 279/h)
20241031-03:54:56 nb_validated 163 model 0 (finishes Thu 12:58 -- 257/h)
20241031-03:55:07 nb_validated 177 model 2 (finishes Thu 12:15 -- 278/h)
20241031-03:55:14 nb_validated 164 model 1 (finishes Thu 12:59 -- 257/h)
20241031-03:55:24 nb_validated 177 model 2 (finishes Thu 12:19 -- 276/h)
20241031-03:55:33 nb_validated 164 model 1 (finishes Thu 13:04 -- 255/h)
20241031-03:55:43 nb_validated 177 model 3 (finishes Thu 12:23 -- 274/h)
20241031-03:55:51 nb_validated 164 model 3 (finishes Thu 13:09 -- 253/h)
20241031-03:56:01 nb_validated 177 model 2 (finishes Thu 12:28 -- 272/h)
20241031-03:56:09 nb_validated 164 model 1 (finishes Thu 13:13 -- 251/h)
20241031-03:56:19 nb_validated 179 model 0 (finishes Thu 12:26 -- 273/h)
20241031-03:56:27 nb_validated 166 model 0 (finishes Thu 13:11 -- 252/h)
20241031-03:56:36 nb_validated 179 model 2 (finishes Thu 12:30 -- 271/h)
20241031-03:56:45 nb_validated 168 model 2 (finishes Thu 13:08 -- 253/h)
20241031-03:56:55 nb_validated 181 model 1 (finishes Thu 12:28 -- 272/h)
20241031-03:57:02 nb_validated 169 model 2 (finishes Thu 13:09 -- 253/h)
20241031-03:57:13 nb_validated 184 model 4 (finishes Thu 12:23 -- 274/h)
20241031-03:57:20 nb_validated 170 model 1 (finishes Thu 13:10 -- 252/h)
20241031-03:57:31 nb_validated 186 model 2 (finishes Thu 12:21 -- 275/h)
20241031-03:57:38 nb_validated 171 model 0 (finishes Thu 13:11 -- 252/h)
20241031-03:57:48 nb_validated 190 model 2 (finishes Thu 12:13 -- 279/h)
20241031-03:57:56 nb_validated 171 model 4 (finishes Thu 13:15 -- 250/h)
20241031-03:58:07 nb_validated 192 model 2 (finishes Thu 12:12 -- 280/h)
20241031-03:58:14 nb_validated 171 model 1 (finishes Thu 13:19 -- 248/h)
20241031-03:58:25 nb_validated 193 model 2 (finishes Thu 12:13 -- 279/h)
20241031-03:58:33 nb_validated 173 model 2 (finishes Thu 13:17 -- 249/h)
20241031-03:58:43 nb_validated 194 model 1 (finishes Thu 12:14 -- 278/h)
20241031-03:58:50 nb_validated 174 model 2 (finishes Thu 13:18 -- 249/h)
20241031-03:59:01 nb_validated 195 model 4 (finishes Thu 12:15 -- 278/h)
20241031-03:59:09 nb_validated 175 model 1 (finishes Thu 13:19 -- 249/h)
20241031-03:59:19 nb_validated 196 model 4 (finishes Thu 12:16 -- 277/h)
20241031-03:59:26 nb_validated 176 model 0 (finishes Thu 13:19 -- 248/h)
20241031-03:59:37 nb_validated 198 model 3 (finishes Thu 12:15 -- 278/h)
20241031-03:59:44 nb_validated 178 model 4 (finishes Thu 13:17 -- 249/h)
20241031-03:59:55 nb_validated 201 model 0 (finishes Thu 12:10 -- 280/h)
20241031-04:00:02 nb_validated 179 model 3 (finishes Thu 13:18 -- 249/h)
20241031-04:00:13 nb_validated 203 model 3 (finishes Thu 12:09 -- 281/h)
20241031-04:00:20 nb_validated 179 model 3 (finishes Thu 13:22 -- 247/h)
20241031-04:00:31 nb_validated 207 model 1 (finishes Thu 12:02 -- 285/h)
20241031-04:00:38 nb_validated 181 model 0 (finishes Thu 13:19 -- 248/h)
20241031-04:00:49 nb_validated 208 model 2 (finishes Thu 12:03 -- 284/h)
20241031-04:00:56 nb_validated 182 model 3 (finishes Thu 13:20 -- 248/h)
20241031-04:01:07 nb_validated 211 model 3 (finishes Thu 11:59 -- 286/h)
20241031-04:01:14 nb_validated 185 model 2 (finishes Thu 13:14 -- 250/h)
20241031-04:01:25 nb_validated 212 model 3 (finishes Thu 12:00 -- 286/h)
20241031-04:01:32 nb_validated 187 model 2 (finishes Thu 13:12 -- 251/h)
20241031-04:01:43 nb_validated 213 model 1 (finishes Thu 12:01 -- 285/h)
20241031-04:01:50 nb_validated 187 model 0 (finishes Thu 13:16 -- 250/h)
20241031-04:02:01 nb_validated 213 model 3 (finishes Thu 12:05 -- 283/h)
20241031-04:02:08 nb_validated 187 model 2 (finishes Thu 13:20 -- 248/h)
20241031-04:02:19 nb_validated 213 model 4 (finishes Thu 12:08 -- 281/h)
20241031-04:02:26 nb_validated 190 model 4 (finishes Thu 13:14 -- 250/h)
20241031-04:02:37 nb_validated 214 model 0 (finishes Thu 12:09 -- 281/h)
20241031-04:02:44 nb_validated 191 model 0 (finishes Thu 13:15 -- 250/h)
20241031-04:02:56 nb_validated 217 model 1 (finishes Thu 12:06 -- 283/h)
20241031-04:03:02 nb_validated 193 model 4 (finishes Thu 13:13 -- 251/h)
20241031-04:03:14 nb_validated 219 model 3 (finishes Thu 12:04 -- 284/h)
20241031-04:03:20 nb_validated 194 model 1 (finishes Thu 13:14 -- 251/h)
20241031-04:03:32 nb_validated 220 model 1 (finishes Thu 12:05 -- 283/h)
20241031-04:03:38 nb_validated 194 model 2 (finishes Thu 13:17 -- 249/h)
20241031-04:03:50 nb_validated 220 model 3 (finishes Thu 12:09 -- 281/h)
20241031-04:03:55 nb_validated 196 model 2 (finishes Thu 13:15 -- 250/h)
20241031-04:04:08 nb_validated 220 model 0 (finishes Thu 12:12 -- 280/h)
20241031-04:04:13 nb_validated 196 model 0 (finishes Thu 13:19 -- 249/h)
20241031-04:04:26 nb_validated 221 model 1 (finishes Thu 12:13 -- 279/h)
20241031-04:04:31 nb_validated 196 model 2 (finishes Thu 13:23 -- 247/h)
20241031-04:04:44 nb_validated 221 model 0 (finishes Thu 12:17 -- 277/h)
20241031-04:04:48 nb_validated 198 model 0 (finishes Thu 13:20 -- 248/h)
20241031-04:05:02 nb_validated 225 model 0 (finishes Thu 12:10 -- 281/h)
20241031-04:05:06 nb_validated 202 model 2 (finishes Thu 13:12 -- 251/h)
20241031-04:05:20 nb_validated 228 model 3 (finishes Thu 12:07 -- 282/h)
20241031-04:05:23 nb_validated 203 model 0 (finishes Thu 13:12 -- 251/h)
20241031-04:05:39 nb_validated 228 model 4 (finishes Thu 12:10 -- 281/h)
20241031-04:05:41 nb_validated 205 model 2 (finishes Thu 13:10 -- 252/h)
20241031-04:05:56 nb_validated 230 model 0 (finishes Thu 12:08 -- 281/h)
20241031-04:05:59 nb_validated 206 model 0 (finishes Thu 13:11 -- 252/h)
20241031-04:06:15 nb_validated 230 model 4 (finishes Thu 12:12 -- 280/h)
20241031-04:06:17 nb_validated 207 model 4 (finishes Thu 13:12 -- 252/h)
20241031-04:06:33 nb_validated 232 model 1 (finishes Thu 12:11 -- 280/h)
20241031-04:06:35 nb_validated 211 model 0 (finishes Thu 13:04 -- 255/h)
20241031-04:06:51 nb_validated 234 model 2 (finishes Thu 12:09 -- 281/h)
20241031-04:06:53 nb_validated 213 model 3 (finishes Thu 13:02 -- 256/h)
20241031-04:07:09 nb_validated 235 model 1 (finishes Thu 12:10 -- 281/h)
20241031-04:07:11 nb_validated 215 model 2 (finishes Thu 13:00 -- 257/h)
20241031-04:07:28 nb_validated 238 model 3 (finishes Thu 12:07 -- 282/h)
20241031-04:07:29 nb_validated 218 model 2 (finishes Thu 12:55 -- 259/h)
20241031-04:07:46 nb_validated 241 model 1 (finishes Thu 12:03 -- 284/h)
20241031-04:07:47 nb_validated 219 model 4 (finishes Thu 12:56 -- 258/h)
20241031-04:08:04 nb_validated 242 model 3 (finishes Thu 12:04 -- 284/h)
20241031-04:08:05 nb_validated 219 model 0 (finishes Thu 13:00 -- 257/h)
20241031-04:08:22 nb_validated 246 model 3 (finishes Thu 11:59 -- 287/h)
20241031-04:08:23 nb_validated 220 model 0 (finishes Thu 13:00 -- 256/h)
20241031-04:08:41 nb_validated 247 model 1 (finishes Thu 12:00 -- 286/h)
20241031-04:08:41 nb_validated 220 model 1 (finishes Thu 13:04 -- 255/h)
20241031-04:08:59 nb_validated 249 model 2 (finishes Thu 11:58 -- 287/h)
20241031-04:08:59 nb_validated 220 model 4 (finishes Thu 13:07 -- 253/h)
20241031-04:09:17 nb_validated 251 model 4 (finishes Thu 11:57 -- 288/h)
20241031-04:09:17 nb_validated 222 model 0 (finishes Thu 13:05 -- 254/h)
20241031-04:09:35 nb_validated 223 model 4 (finishes Thu 13:06 -- 254/h)
20241031-04:09:35 nb_validated 252 model 0 (finishes Thu 11:58 -- 287/h)
20241031-04:09:52 nb_validated 223 model 4 (finishes Thu 13:09 -- 253/h)
20241031-04:09:53 nb_validated 255 model 4 (finishes Thu 11:55 -- 289/h)
20241031-04:10:10 nb_validated 224 model 2 (finishes Thu 13:10 -- 252/h)
20241031-04:10:11 nb_validated 257 model 2 (finishes Thu 11:54 -- 289/h)
20241031-04:10:27 nb_validated 226 model 2 (finishes Thu 13:08 -- 253/h)
20241031-04:10:29 nb_validated 258 model 4 (finishes Thu 11:55 -- 289/h)
20241031-04:10:45 nb_validated 232 model 0 (finishes Thu 12:56 -- 258/h)
20241031-04:10:47 nb_validated 259 model 2 (finishes Thu 11:56 -- 288/h)
20241031-04:11:03 nb_validated 235 model 0 (finishes Thu 12:51 -- 260/h)
20241031-04:11:06 nb_validated 263 model 1 (finishes Thu 11:51 -- 291/h)
20241031-04:11:21 nb_validated 235 model 3 (finishes Thu 12:55 -- 259/h)
20241031-04:11:23 nb_validated 264 model 4 (finishes Thu 11:52 -- 291/h)
20241031-04:11:39 nb_validated 236 model 4 (finishes Thu 12:55 -- 259/h)
20241031-04:11:41 nb_validated 265 model 2 (finishes Thu 11:52 -- 290/h)
20241031-04:11:57 nb_validated 236 model 3 (finishes Thu 12:59 -- 257/h)
20241031-04:11:59 nb_validated 265 model 3 (finishes Thu 11:55 -- 289/h)
20241031-04:12:15 nb_validated 236 model 0 (finishes Thu 13:02 -- 256/h)
20241031-04:12:18 nb_validated 265 model 3 (finishes Thu 11:58 -- 287/h)
20241031-04:12:33 nb_validated 238 model 1 (finishes Thu 13:00 -- 257/h)
20241031-04:12:36 nb_validated 265 model 2 (finishes Thu 12:01 -- 285/h)
20241031-04:12:52 nb_validated 239 model 3 (finishes Thu 13:01 -- 256/h)
20241031-04:12:54 nb_validated 267 model 3 (finishes Thu 12:00 -- 286/h)
20241031-04:13:10 nb_validated 241 model 2 (finishes Thu 12:59 -- 257/h)
20241031-04:13:12 nb_validated 267 model 3 (finishes Thu 12:03 -- 285/h)
20241031-04:13:28 nb_validated 243 model 4 (finishes Thu 12:57 -- 258/h)
20241031-04:13:30 nb_validated 270 model 2 (finishes Thu 12:00 -- 286/h)
20241031-04:13:45 nb_validated 243 model 2 (finishes Thu 13:00 -- 256/h)
20241031-04:13:48 nb_validated 271 model 0 (finishes Thu 12:01 -- 286/h)
20241031-04:14:03 nb_validated 245 model 4 (finishes Thu 12:59 -- 257/h)
20241031-04:14:07 nb_validated 272 model 1 (finishes Thu 12:01 -- 285/h)
20241031-04:14:21 nb_validated 245 model 0 (finishes Thu 13:02 -- 256/h)
20241031-04:14:25 nb_validated 274 model 4 (finishes Thu 12:00 -- 286/h)
20241031-04:14:39 nb_validated 247 model 2 (finishes Thu 13:00 -- 257/h)
20241031-04:14:44 nb_validated 275 model 1 (finishes Thu 12:01 -- 285/h)
20241031-04:14:57 nb_validated 247 model 3 (finishes Thu 13:03 -- 255/h)
20241031-04:15:02 nb_validated 276 model 4 (finishes Thu 12:02 -- 285/h)
20241031-04:15:14 nb_validated 249 model 2 (finishes Thu 13:01 -- 256/h)
20241031-04:15:21 nb_validated 278 model 1 (finishes Thu 12:01 -- 285/h)
20241031-04:15:32 nb_validated 251 model 0 (finishes Thu 13:00 -- 257/h)
20241031-04:15:39 nb_validated 279 model 4 (finishes Thu 12:02 -- 285/h)
20241031-04:15:51 nb_validated 255 model 1 (finishes Thu 12:53 -- 260/h)
20241031-04:15:57 nb_validated 279 model 0 (finishes Thu 12:05 -- 283/h)
20241031-04:16:09 nb_validated 257 model 3 (finishes Thu 12:52 -- 260/h)
20241031-04:16:15 nb_validated 280 model 2 (finishes Thu 12:05 -- 283/h)
20241031-04:16:27 nb_validated 258 model 3 (finishes Thu 12:53 -- 260/h)
20241031-04:16:33 nb_validated 281 model 0 (finishes Thu 12:06 -- 283/h)
20241031-04:16:45 nb_validated 261 model 0 (finishes Thu 12:49 -- 262/h)
20241031-04:16:51 nb_validated 282 model 4 (finishes Thu 12:07 -- 282/h)
20241031-04:17:04 nb_validated 264 model 1 (finishes Thu 12:45 -- 263/h)
20241031-04:17:09 nb_validated 282 model 1 (finishes Thu 12:10 -- 281/h)
20241031-04:17:22 nb_validated 265 model 4 (finishes Thu 12:46 -- 263/h)
20241031-04:17:28 nb_validated 283 model 1 (finishes Thu 12:11 -- 280/h)
20241031-04:17:39 nb_validated 268 model 0 (finishes Thu 12:42 -- 265/h)
20241031-04:17:46 nb_validated 283 model 3 (finishes Thu 12:13 -- 279/h)
20241031-04:17:57 nb_validated 271 model 1 (finishes Thu 12:39 -- 266/h)
20241031-04:18:04 nb_validated 283 model 3 (finishes Thu 12:16 -- 278/h)
20241031-04:18:15 nb_validated 272 model 3 (finishes Thu 12:40 -- 266/h)
20241031-04:18:22 nb_validated 283 model 4 (finishes Thu 12:19 -- 276/h)
20241031-04:18:33 nb_validated 275 model 1 (finishes Thu 12:36 -- 268/h)
20241031-04:18:40 nb_validated 285 model 1 (finishes Thu 12:17 -- 277/h)
20241031-04:18:51 nb_validated 275 model 2 (finishes Thu 12:39 -- 266/h)
20241031-04:18:58 nb_validated 286 model 2 (finishes Thu 12:18 -- 276/h)
20241031-04:19:09 nb_validated 275 model 2 (finishes Thu 12:41 -- 265/h)
20241031-04:19:16 nb_validated 286 model 3 (finishes Thu 12:21 -- 275/h)
20241031-04:19:27 nb_validated 275 model 3 (finishes Thu 12:44 -- 264/h)
20241031-04:19:34 nb_validated 286 model 4 (finishes Thu 12:23 -- 274/h)
20241031-04:19:45 nb_validated 278 model 1 (finishes Thu 12:41 -- 265/h)
20241031-04:19:52 nb_validated 290 model 0 (finishes Thu 12:19 -- 276/h)
20241031-04:20:03 nb_validated 281 model 4 (finishes Thu 12:38 -- 267/h)
20241031-04:20:10 nb_validated 291 model 2 (finishes Thu 12:19 -- 276/h)
20241031-04:20:21 nb_validated 281 model 0 (finishes Thu 12:40 -- 266/h)
20241031-04:20:28 nb_validated 292 model 0 (finishes Thu 12:20 -- 276/h)
20241031-04:20:39 nb_validated 283 model 4 (finishes Thu 12:39 -- 266/h)
20241031-04:20:46 nb_validated 292 model 0 (finishes Thu 12:22 -- 274/h)
20241031-04:20:57 nb_validated 284 model 4 (finishes Thu 12:39 -- 266/h)
20241031-04:21:04 nb_validated 293 model 3 (finishes Thu 12:23 -- 274/h)
20241031-04:21:15 nb_validated 286 model 3 (finishes Thu 12:38 -- 267/h)
20241031-04:21:23 nb_validated 294 model 2 (finishes Thu 12:24 -- 274/h)
20241031-04:21:33 nb_validated 286 model 3 (finishes Thu 12:41 -- 265/h)
20241031-04:21:41 nb_validated 296 model 1 (finishes Thu 12:23 -- 274/h)
20241031-04:21:51 nb_validated 289 model 2 (finishes Thu 12:38 -- 267/h)
20241031-04:21:58 nb_validated 299 model 2 (finishes Thu 12:20 -- 276/h)
20241031-04:22:09 nb_validated 290 model 2 (finishes Thu 12:38 -- 267/h)
20241031-04:22:16 nb_validated 299 model 0 (finishes Thu 12:22 -- 274/h)
20241031-04:22:27 nb_validated 290 model 0 (finishes Thu 12:41 -- 265/h)
20241031-04:22:35 nb_validated 300 model 2 (finishes Thu 12:23 -- 274/h)
20241031-04:22:45 nb_validated 290 model 2 (finishes Thu 12:43 -- 264/h)
20241031-04:22:53 nb_validated 301 model 2 (finishes Thu 12:24 -- 274/h)
20241031-04:23:03 nb_validated 291 model 2 (finishes Thu 12:44 -- 264/h)
20241031-04:23:11 nb_validated 302 model 3 (finishes Thu 12:24 -- 273/h)
20241031-04:23:20 nb_validated 291 model 3 (finishes Thu 12:46 -- 263/h)
20241031-04:23:29 nb_validated 303 model 2 (finishes Thu 12:25 -- 273/h)
20241031-04:23:38 nb_validated 292 model 0 (finishes Thu 12:47 -- 262/h)
20241031-04:23:47 nb_validated 304 model 3 (finishes Thu 12:26 -- 273/h)
20241031-04:23:56 nb_validated 292 model 4 (finishes Thu 12:50 -- 261/h)
20241031-04:24:05 nb_validated 305 model 0 (finishes Thu 12:26 -- 272/h)
20241031-04:24:14 nb_validated 295 model 2 (finishes Thu 12:46 -- 263/h)
20241031-04:24:23 nb_validated 307 model 1 (finishes Thu 12:25 -- 273/h)
20241031-04:24:33 nb_validated 298 model 1 (finishes Thu 12:43 -- 264/h)
20241031-04:24:41 nb_validated 307 model 3 (finishes Thu 12:28 -- 272/h)
20241031-04:24:50 nb_validated 300 model 3 (finishes Thu 12:42 -- 265/h)
20241031-04:24:59 nb_validated 308 model 2 (finishes Thu 12:28 -- 271/h)
20241031-04:25:08 nb_validated 300 model 2 (finishes Thu 12:44 -- 264/h)
20241031-04:25:17 nb_validated 310 model 4 (finishes Thu 12:27 -- 272/h)
20241031-04:25:27 nb_validated 301 model 1 (finishes Thu 12:45 -- 263/h)
20241031-04:25:35 nb_validated 311 model 2 (finishes Thu 12:28 -- 272/h)
20241031-04:25:44 nb_validated 301 model 3 (finishes Thu 12:47 -- 262/h)
20241031-04:25:53 nb_validated 314 model 2 (finishes Thu 12:25 -- 273/h)
20241031-04:26:03 nb_validated 301 model 1 (finishes Thu 12:50 -- 261/h)
20241031-04:26:11 nb_validated 315 model 2 (finishes Thu 12:26 -- 273/h)
20241031-04:26:21 nb_validated 302 model 2 (finishes Thu 12:51 -- 261/h)
20241031-04:26:29 nb_validated 315 model 2 (finishes Thu 12:28 -- 272/h)
20241031-04:26:39 nb_validated 303 model 2 (finishes Thu 12:51 -- 261/h)
20241031-04:26:47 nb_validated 316 model 0 (finishes Thu 12:29 -- 271/h)
20241031-04:26:57 nb_validated 305 model 3 (finishes Thu 12:50 -- 261/h)
20241031-04:27:05 nb_validated 317 model 0 (finishes Thu 12:29 -- 271/h)
20241031-04:27:15 nb_validated 307 model 4 (finishes Thu 12:49 -- 262/h)
20241031-04:27:23 nb_validated 320 model 1 (finishes Thu 12:26 -- 272/h)
20241031-04:27:33 nb_validated 309 model 2 (finishes Thu 12:47 -- 262/h)
20241031-04:27:41 nb_validated 320 model 0 (finishes Thu 12:29 -- 271/h)
20241031-04:27:51 nb_validated 311 model 4 (finishes Thu 12:46 -- 263/h)
20241031-04:27:59 nb_validated 322 model 1 (finishes Thu 12:28 -- 272/h)
20241031-04:28:09 nb_validated 312 model 4 (finishes Thu 12:47 -- 263/h)
20241031-04:28:18 nb_validated 324 model 4 (finishes Thu 12:27 -- 272/h)
20241031-04:28:26 nb_validated 312 model 0 (finishes Thu 12:49 -- 262/h)
20241031-04:28:35 nb_validated 324 model 0 (finishes Thu 12:29 -- 271/h)
20241031-04:28:44 nb_validated 312 model 2 (finishes Thu 12:51 -- 260/h)
20241031-04:28:54 nb_validated 326 model 3 (finishes Thu 12:28 -- 272/h)
20241031-04:29:02 nb_validated 313 model 0 (finishes Thu 12:52 -- 260/h)
20241031-04:29:12 nb_validated 326 model 3 (finishes Thu 12:30 -- 270/h)
20241031-04:29:20 nb_validated 315 model 2 (finishes Thu 12:51 -- 261/h)
20241031-04:29:30 nb_validated 327 model 4 (finishes Thu 12:31 -- 270/h)
20241031-04:29:37 nb_validated 315 model 2 (finishes Thu 12:53 -- 260/h)
20241031-04:29:47 nb_validated 329 model 2 (finishes Thu 12:30 -- 271/h)
20241031-04:29:55 nb_validated 315 model 4 (finishes Thu 12:55 -- 259/h)
20241031-04:30:06 nb_validated 329 model 1 (finishes Thu 12:32 -- 270/h)
20241031-04:30:14 nb_validated 316 model 3 (finishes Thu 12:56 -- 258/h)
20241031-04:30:23 nb_validated 331 model 0 (finishes Thu 12:31 -- 270/h)
20241031-04:30:33 nb_validated 319 model 1 (finishes Thu 12:53 -- 260/h)
20241031-04:30:42 nb_validated 332 model 2 (finishes Thu 12:31 -- 270/h)
20241031-04:30:51 nb_validated 322 model 0 (finishes Thu 12:50 -- 261/h)
20241031-04:31:00 nb_validated 334 model 1 (finishes Thu 12:30 -- 270/h)
20241031-04:31:09 nb_validated 323 model 0 (finishes Thu 12:50 -- 261/h)
20241031-04:31:18 nb_validated 335 model 3 (finishes Thu 12:31 -- 270/h)
20241031-04:31:27 nb_validated 323 model 2 (finishes Thu 12:53 -- 260/h)
20241031-04:31:35 nb_validated 336 model 2 (finishes Thu 12:31 -- 270/h)
20241031-04:31:45 nb_validated 324 model 3 (finishes Thu 12:53 -- 260/h)
20241031-04:31:53 nb_validated 338 model 4 (finishes Thu 12:30 -- 270/h)
20241031-04:32:03 nb_validated 327 model 1 (finishes Thu 12:50 -- 261/h)
20241031-04:32:12 nb_validated 339 model 2 (finishes Thu 12:31 -- 270/h)
20241031-04:32:21 nb_validated 328 model 4 (finishes Thu 12:51 -- 261/h)
20241031-04:32:29 nb_validated 341 model 2 (finishes Thu 12:30 -- 271/h)
20241031-04:32:39 nb_validated 329 model 2 (finishes Thu 12:51 -- 260/h)
20241031-04:32:48 nb_validated 343 model 4 (finishes Thu 12:29 -- 271/h)
20241031-04:32:57 nb_validated 334 model 0 (finishes Thu 12:45 -- 263/h)
20241031-04:33:06 nb_validated 344 model 2 (finishes Thu 12:30 -- 271/h)
20241031-04:33:15 nb_validated 337 model 4 (finishes Thu 12:42 -- 265/h)
20241031-04:33:24 nb_validated 348 model 4 (finishes Thu 12:25 -- 273/h)
20241031-04:33:33 nb_validated 338 model 3 (finishes Thu 12:43 -- 264/h)
20241031-04:33:42 nb_validated 348 model 4 (finishes Thu 12:27 -- 272/h)
20241031-04:33:51 nb_validated 339 model 3 (finishes Thu 12:43 -- 264/h)
20241031-04:34:00 nb_validated 349 model 0 (finishes Thu 12:28 -- 271/h)
20241031-04:34:09 nb_validated 341 model 3 (finishes Thu 12:42 -- 265/h)
20241031-04:34:18 nb_validated 352 model 0 (finishes Thu 12:25 -- 273/h)
20241031-04:34:27 nb_validated 343 model 0 (finishes Thu 12:41 -- 265/h)
20241031-04:34:36 nb_validated 352 model 2 (finishes Thu 12:28 -- 272/h)
20241031-04:34:46 nb_validated 344 model 1 (finishes Thu 12:42 -- 265/h)
20241031-04:34:54 nb_validated 356 model 1 (finishes Thu 12:24 -- 274/h)
20241031-04:35:04 nb_validated 344 model 3 (finishes Thu 12:44 -- 264/h)
20241031-04:35:11 nb_validated 356 model 3 (finishes Thu 12:26 -- 273/h)
20241031-04:35:22 nb_validated 345 model 4 (finishes Thu 12:44 -- 264/h)
20241031-04:35:30 nb_validated 357 model 4 (finishes Thu 12:26 -- 272/h)
20241031-04:35:40 nb_validated 345 model 3 (finishes Thu 12:47 -- 263/h)
20241031-04:35:48 nb_validated 359 model 2 (finishes Thu 12:25 -- 273/h)
20241031-04:35:59 nb_validated 348 model 1 (finishes Thu 12:44 -- 264/h)
20241031-04:36:05 nb_validated 362 model 0 (finishes Thu 12:23 -- 274/h)
20241031-04:36:17 nb_validated 349 model 1 (finishes Thu 12:44 -- 264/h)
20241031-04:36:23 nb_validated 366 model 3 (finishes Thu 12:19 -- 276/h)
20241031-04:36:36 nb_validated 349 model 4 (finishes Thu 12:47 -- 263/h)
20241031-04:36:41 nb_validated 369 model 3 (finishes Thu 12:16 -- 277/h)
20241031-04:36:53 nb_validated 351 model 3 (finishes Thu 12:46 -- 263/h)
20241031-04:36:59 nb_validated 370 model 3 (finishes Thu 12:17 -- 277/h)
20241031-04:37:12 nb_validated 351 model 1 (finishes Thu 12:48 -- 262/h)
20241031-04:37:17 nb_validated 370 model 0 (finishes Thu 12:19 -- 276/h)
20241031-04:37:30 nb_validated 351 model 4 (finishes Thu 12:50 -- 261/h)
20241031-04:37:35 nb_validated 371 model 3 (finishes Thu 12:20 -- 276/h)
20241031-04:37:48 nb_validated 353 model 4 (finishes Thu 12:49 -- 262/h)
20241031-04:37:53 nb_validated 372 model 2 (finishes Thu 12:20 -- 275/h)
20241031-04:38:07 nb_validated 353 model 3 (finishes Thu 12:51 -- 261/h)
20241031-04:38:11 nb_validated 373 model 0 (finishes Thu 12:21 -- 275/h)
20241031-04:38:25 nb_validated 355 model 0 (finishes Thu 12:50 -- 261/h)
20241031-04:38:29 nb_validated 373 model 0 (finishes Thu 12:23 -- 274/h)
20241031-04:38:43 nb_validated 355 model 1 (finishes Thu 12:52 -- 260/h)
20241031-04:38:47 nb_validated 375 model 1 (finishes Thu 12:22 -- 275/h)
20241031-04:39:01 nb_validated 356 model 4 (finishes Thu 12:53 -- 260/h)
20241031-04:39:05 nb_validated 380 model 1 (finishes Thu 12:17 -- 277/h)
20241031-04:39:19 nb_validated 358 model 4 (finishes Thu 12:51 -- 260/h)
20241031-04:39:23 nb_validated 380 model 2 (finishes Thu 12:19 -- 276/h)
20241031-04:39:37 nb_validated 358 model 2 (finishes Thu 12:53 -- 259/h)
20241031-04:39:42 nb_validated 381 model 1 (finishes Thu 12:19 -- 276/h)
20241031-04:39:55 nb_validated 358 model 3 (finishes Thu 12:56 -- 259/h)
20241031-04:40:00 nb_validated 382 model 0 (finishes Thu 12:20 -- 276/h)
20241031-04:40:13 nb_validated 359 model 4 (finishes Thu 12:56 -- 258/h)
20241031-04:40:18 nb_validated 382 model 2 (finishes Thu 12:22 -- 275/h)
20241031-04:40:31 nb_validated 360 model 3 (finishes Thu 12:56 -- 258/h)
20241031-04:40:36 nb_validated 382 model 3 (finishes Thu 12:24 -- 274/h)
20241031-04:40:48 nb_validated 362 model 0 (finishes Thu 12:55 -- 259/h)
20241031-04:40:54 nb_validated 384 model 0 (finishes Thu 12:23 -- 274/h)
20241031-04:41:06 nb_validated 365 model 1 (finishes Thu 12:53 -- 260/h)
20241031-04:41:12 nb_validated 387 model 2 (finishes Thu 12:20 -- 275/h)
20241031-04:41:24 nb_validated 365 model 3 (finishes Thu 12:55 -- 259/h)
20241031-04:41:30 nb_validated 389 model 3 (finishes Thu 12:20 -- 276/h)
20241031-04:41:42 nb_validated 365 model 1 (finishes Thu 12:57 -- 258/h)
20241031-04:41:48 nb_validated 390 model 1 (finishes Thu 12:20 -- 275/h)
20241031-04:42:00 nb_validated 365 model 2 (finishes Thu 12:59 -- 257/h)
20241031-04:42:06 nb_validated 392 model 2 (finishes Thu 12:19 -- 276/h)
20241031-04:42:18 nb_validated 366 model 4 (finishes Thu 12:59 -- 257/h)
20241031-04:42:24 nb_validated 396 model 4 (finishes Thu 12:16 -- 278/h)
20241031-04:42:37 nb_validated 371 model 1 (finishes Thu 12:53 -- 260/h)
20241031-04:42:42 nb_validated 397 model 3 (finishes Thu 12:16 -- 277/h)
20241031-04:42:54 nb_validated 371 model 3 (finishes Thu 12:55 -- 259/h)
20241031-04:43:00 nb_validated 400 model 2 (finishes Thu 12:14 -- 279/h)
20241031-04:43:13 nb_validated 375 model 1 (finishes Thu 12:51 -- 260/h)
20241031-04:43:19 nb_validated 405 model 1 (finishes Thu 12:09 -- 281/h)
20241031-04:43:31 nb_validated 375 model 4 (finishes Thu 12:53 -- 260/h)
20241031-04:43:37 nb_validated 406 model 3 (finishes Thu 12:10 -- 281/h)
20241031-04:43:49 nb_validated 378 model 3 (finishes Thu 12:51 -- 261/h)
20241031-04:43:55 nb_validated 407 model 1 (finishes Thu 12:10 -- 280/h)
20241031-04:44:07 nb_validated 379 model 1 (finishes Thu 12:51 -- 261/h)
20241031-04:44:13 nb_validated 409 model 0 (finishes Thu 12:10 -- 281/h)
20241031-04:44:26 nb_validated 379 model 0 (finishes Thu 12:53 -- 260/h)
20241031-04:44:31 nb_validated 410 model 3 (finishes Thu 12:10 -- 281/h)
20241031-04:44:44 nb_validated 381 model 4 (finishes Thu 12:52 -- 260/h)
20241031-04:44:50 nb_validated 410 model 4 (finishes Thu 12:12 -- 280/h)
20241031-04:45:02 nb_validated 383 model 1 (finishes Thu 12:51 -- 261/h)
20241031-04:45:07 nb_validated 413 model 0 (finishes Thu 12:10 -- 281/h)
20241031-04:45:20 nb_validated 384 model 4 (finishes Thu 12:52 -- 260/h)
20241031-04:45:25 nb_validated 413 model 2 (finishes Thu 12:12 -- 280/h)
20241031-04:45:38 nb_validated 384 model 4 (finishes Thu 12:54 -- 259/h)
20241031-04:45:44 nb_validated 414 model 3 (finishes Thu 12:12 -- 279/h)
20241031-04:45:57 nb_validated 386 model 3 (finishes Thu 12:53 -- 260/h)
20241031-04:46:02 nb_validated 416 model 1 (finishes Thu 12:12 -- 280/h)
20241031-04:46:15 nb_validated 388 model 4 (finishes Thu 12:52 -- 260/h)
20241031-04:46:20 nb_validated 417 model 0 (finishes Thu 12:12 -- 280/h)
20241031-04:46:33 nb_validated 389 model 1 (finishes Thu 12:52 -- 260/h)
20241031-04:46:38 nb_validated 417 model 0 (finishes Thu 12:14 -- 279/h)
20241031-04:46:52 nb_validated 389 model 1 (finishes Thu 12:54 -- 259/h)
20241031-04:46:56 nb_validated 419 model 0 (finishes Thu 12:13 -- 279/h)
20241031-04:47:11 nb_validated 391 model 1 (finishes Thu 12:53 -- 260/h)
20241031-04:47:14 nb_validated 420 model 2 (finishes Thu 12:14 -- 279/h)
20241031-04:47:28 nb_validated 392 model 0 (finishes Thu 12:53 -- 259/h)
20241031-04:47:32 nb_validated 420 model 3 (finishes Thu 12:15 -- 278/h)
20241031-04:47:46 nb_validated 395 model 0 (finishes Thu 12:51 -- 261/h)
20241031-04:47:50 nb_validated 421 model 0 (finishes Thu 12:16 -- 278/h)
20241031-04:48:04 nb_validated 397 model 0 (finishes Thu 12:50 -- 261/h)
20241031-04:48:08 nb_validated 422 model 4 (finishes Thu 12:16 -- 277/h)
20241031-04:48:22 nb_validated 399 model 2 (finishes Thu 12:49 -- 262/h)
20241031-04:48:26 nb_validated 426 model 1 (finishes Thu 12:13 -- 279/h)
20241031-04:48:39 nb_validated 401 model 0 (finishes Thu 12:48 -- 262/h)
20241031-04:48:44 nb_validated 428 model 3 (finishes Thu 12:12 -- 279/h)
20241031-04:48:57 nb_validated 402 model 4 (finishes Thu 12:48 -- 262/h)
20241031-04:49:03 nb_validated 430 model 0 (finishes Thu 12:12 -- 280/h)
20241031-04:49:16 nb_validated 403 model 0 (finishes Thu 12:49 -- 262/h)
20241031-04:49:21 nb_validated 431 model 4 (finishes Thu 12:12 -- 280/h)
20241031-04:49:33 nb_validated 407 model 0 (finishes Thu 12:45 -- 263/h)
20241031-04:49:39 nb_validated 431 model 0 (finishes Thu 12:14 -- 279/h)
20241031-04:49:52 nb_validated 407 model 3 (finishes Thu 12:47 -- 262/h)
20241031-04:49:57 nb_validated 435 model 4 (finishes Thu 12:11 -- 280/h)
20241031-04:50:09 nb_validated 408 model 2 (finishes Thu 12:47 -- 262/h)
20241031-04:50:15 nb_validated 436 model 4 (finishes Thu 12:11 -- 280/h)
20241031-04:50:27 nb_validated 409 model 1 (finishes Thu 12:48 -- 262/h)
20241031-04:50:33 nb_validated 438 model 3 (finishes Thu 12:11 -- 280/h)
20241031-04:50:46 nb_validated 409 model 1 (finishes Thu 12:50 -- 261/h)
20241031-04:50:52 nb_validated 441 model 4 (finishes Thu 12:09 -- 281/h)
20241031-04:51:04 nb_validated 410 model 4 (finishes Thu 12:50 -- 261/h)
20241031-04:51:10 nb_validated 443 model 2 (finishes Thu 12:08 -- 282/h)
20241031-04:51:22 nb_validated 410 model 2 (finishes Thu 12:52 -- 260/h)
20241031-04:51:27 nb_validated 444 model 2 (finishes Thu 12:08 -- 282/h)
20241031-04:51:40 nb_validated 411 model 0 (finishes Thu 12:52 -- 260/h)
20241031-04:51:45 nb_validated 444 model 3 (finishes Thu 12:10 -- 281/h)
20241031-04:51:57 nb_validated 412 model 4 (finishes Thu 12:53 -- 260/h)
20241031-04:52:03 nb_validated 445 model 2 (finishes Thu 12:10 -- 280/h)
20241031-04:52:15 nb_validated 416 model 2 (finishes Thu 12:49 -- 262/h)
20241031-04:52:21 nb_validated 447 model 0 (finishes Thu 12:10 -- 281/h)
20241031-04:52:34 nb_validated 418 model 1 (finishes Thu 12:48 -- 262/h)
20241031-04:52:39 nb_validated 447 model 4 (finishes Thu 12:11 -- 280/h)
20241031-04:52:52 nb_validated 418 model 1 (finishes Thu 12:50 -- 261/h)
20241031-04:52:57 nb_validated 448 model 4 (finishes Thu 12:12 -- 280/h)
20241031-04:53:10 nb_validated 420 model 0 (finishes Thu 12:49 -- 262/h)
20241031-04:53:15 nb_validated 448 model 3 (finishes Thu 12:14 -- 279/h)
20241031-04:53:29 nb_validated 420 model 1 (finishes Thu 12:51 -- 261/h)
20241031-04:53:33 nb_validated 449 model 1 (finishes Thu 12:14 -- 279/h)
20241031-04:53:47 nb_validated 421 model 3 (finishes Thu 12:51 -- 261/h)
20241031-04:53:51 nb_validated 452 model 2 (finishes Thu 12:12 -- 279/h)
20241031-04:54:05 nb_validated 422 model 4 (finishes Thu 12:52 -- 260/h)
20241031-04:54:10 nb_validated 454 model 4 (finishes Thu 12:12 -- 280/h)
20241031-04:54:23 nb_validated 425 model 0 (finishes Thu 12:49 -- 261/h)
20241031-04:54:28 nb_validated 454 model 4 (finishes Thu 12:13 -- 279/h)
20241031-04:54:40 nb_validated 425 model 3 (finishes Thu 12:51 -- 261/h)
20241031-04:54:45 nb_validated 455 model 2 (finishes Thu 12:14 -- 279/h)
20241031-04:54:59 nb_validated 426 model 1 (finishes Thu 12:52 -- 260/h)
20241031-04:55:03 nb_validated 455 model 2 (finishes Thu 12:15 -- 278/h)
20241031-04:55:17 nb_validated 426 model 1 (finishes Thu 12:53 -- 260/h)
20241031-04:55:21 nb_validated 456 model 4 (finishes Thu 12:16 -- 278/h)
20241031-04:55:35 nb_validated 428 model 3 (finishes Thu 12:52 -- 260/h)
20241031-04:55:39 nb_validated 459 model 0 (finishes Thu 12:14 -- 279/h)
20241031-04:55:54 nb_validated 428 model 1 (finishes Thu 12:54 -- 259/h)
20241031-04:55:57 nb_validated 462 model 1 (finishes Thu 12:12 -- 280/h)
20241031-04:56:12 nb_validated 428 model 2 (finishes Thu 12:56 -- 258/h)
20241031-04:56:15 nb_validated 463 model 4 (finishes Thu 12:12 -- 279/h)
20241031-04:56:29 nb_validated 428 model 1 (finishes Thu 12:58 -- 258/h)
20241031-04:56:34 nb_validated 464 model 3 (finishes Thu 12:13 -- 279/h)
20241031-04:56:47 nb_validated 429 model 2 (finishes Thu 12:58 -- 257/h)
20241031-04:56:52 nb_validated 467 model 4 (finishes Thu 12:11 -- 280/h)
20241031-04:57:05 nb_validated 432 model 4 (finishes Thu 12:56 -- 258/h)
20241031-04:57:10 nb_validated 467 model 0 (finishes Thu 12:13 -- 279/h)
20241031-04:57:22 nb_validated 433 model 2 (finishes Thu 12:56 -- 258/h)
20241031-04:57:29 nb_validated 469 model 1 (finishes Thu 12:12 -- 280/h)
20241031-04:57:40 nb_validated 434 model 3 (finishes Thu 12:56 -- 258/h)
20241031-04:57:47 nb_validated 469 model 3 (finishes Thu 12:14 -- 279/h)
20241031-04:57:58 nb_validated 435 model 4 (finishes Thu 12:57 -- 258/h)
20241031-04:58:05 nb_validated 473 model 0 (finishes Thu 12:11 -- 280/h)
20241031-04:58:16 nb_validated 436 model 0 (finishes Thu 12:57 -- 258/h)
20241031-04:58:23 nb_validated 474 model 1 (finishes Thu 12:11 -- 280/h)
20241031-04:58:34 nb_validated 436 model 0 (finishes Thu 12:59 -- 257/h)
20241031-04:58:42 nb_validated 478 model 4 (finishes Thu 12:08 -- 282/h)
20241031-04:58:52 nb_validated 437 model 3 (finishes Thu 12:59 -- 257/h)
20241031-04:59:00 nb_validated 480 model 0 (finishes Thu 12:08 -- 282/h)
20241031-04:59:09 nb_validated 439 model 0 (finishes Thu 12:58 -- 257/h)
20241031-04:59:18 nb_validated 482 model 1 (finishes Thu 12:07 -- 282/h)
20241031-04:59:27 nb_validated 442 model 4 (finishes Thu 12:56 -- 258/h)
20241031-04:59:37 nb_validated 484 model 3 (finishes Thu 12:07 -- 283/h)
20241031-04:59:45 nb_validated 443 model 1 (finishes Thu 12:56 -- 258/h)
20241031-04:59:55 nb_validated 485 model 3 (finishes Thu 12:07 -- 282/h)
20241031-05:00:04 nb_validated 444 model 4 (finishes Thu 12:57 -- 258/h)
20241031-05:00:13 nb_validated 487 model 3 (finishes Thu 12:06 -- 283/h)
20241031-05:00:22 nb_validated 445 model 3 (finishes Thu 12:57 -- 258/h)
20241031-05:00:31 nb_validated 489 model 1 (finishes Thu 12:06 -- 283/h)
20241031-05:00:40 nb_validated 448 model 2 (finishes Thu 12:55 -- 259/h)
20241031-05:00:49 nb_validated 489 model 3 (finishes Thu 12:07 -- 282/h)
20241031-05:00:58 nb_validated 449 model 2 (finishes Thu 12:55 -- 259/h)
20241031-05:01:07 nb_validated 490 model 1 (finishes Thu 12:08 -- 282/h)
20241031-05:01:15 nb_validated 450 model 3 (finishes Thu 12:56 -- 258/h)
20241031-05:01:25 nb_validated 491 model 4 (finishes Thu 12:08 -- 282/h)
20241031-05:01:34 nb_validated 453 model 1 (finishes Thu 12:54 -- 259/h)
20241031-05:01:43 nb_validated 492 model 2 (finishes Thu 12:09 -- 281/h)
20241031-05:01:51 nb_validated 456 model 0 (finishes Thu 12:51 -- 260/h)
20241031-05:02:01 nb_validated 494 model 3 (finishes Thu 12:08 -- 282/h)
20241031-05:02:09 nb_validated 459 model 0 (finishes Thu 12:49 -- 261/h)
20241031-05:02:19 nb_validated 494 model 2 (finishes Thu 12:09 -- 281/h)
20241031-05:02:28 nb_validated 460 model 4 (finishes Thu 12:50 -- 261/h)
20241031-05:02:37 nb_validated 494 model 2 (finishes Thu 12:11 -- 280/h)
20241031-05:02:46 nb_validated 460 model 0 (finishes Thu 12:51 -- 260/h)
20241031-05:02:55 nb_validated 494 model 1 (finishes Thu 12:13 -- 279/h)
20241031-05:03:04 nb_validated 462 model 1 (finishes Thu 12:50 -- 261/h)
20241031-05:03:13 nb_validated 495 model 0 (finishes Thu 12:13 -- 279/h)
20241031-05:03:23 nb_validated 462 model 4 (finishes Thu 12:52 -- 260/h)
20241031-05:03:30 nb_validated 496 model 0 (finishes Thu 12:13 -- 279/h)
20241031-05:03:41 nb_validated 464 model 2 (finishes Thu 12:51 -- 260/h)
20241031-05:03:49 nb_validated 499 model 1 (finishes Thu 12:12 -- 280/h)
20241031-05:03:59 nb_validated 466 model 4 (finishes Thu 12:50 -- 261/h)
20241031-05:04:07 nb_validated 499 model 3 (finishes Thu 12:13 -- 279/h)
20241031-05:04:17 nb_validated 467 model 1 (finishes Thu 12:51 -- 261/h)
20241031-05:04:25 nb_validated 500 model 1 (finishes Thu 12:14 -- 279/h)
20241031-05:04:35 nb_validated 468 model 1 (finishes Thu 12:51 -- 261/h)
20241031-05:04:43 nb_validated 502 model 2 (finishes Thu 12:13 -- 279/h)
20241031-05:04:53 nb_validated 471 model 3 (finishes Thu 12:49 -- 261/h)
20241031-05:05:01 nb_validated 502 model 0 (finishes Thu 12:14 -- 278/h)
20241031-05:05:11 nb_validated 473 model 1 (finishes Thu 12:48 -- 262/h)
20241031-05:05:19 nb_validated 504 model 0 (finishes Thu 12:14 -- 279/h)
20241031-05:05:29 nb_validated 473 model 2 (finishes Thu 12:50 -- 261/h)
20241031-05:05:37 nb_validated 505 model 4 (finishes Thu 12:14 -- 278/h)
20241031-05:05:47 nb_validated 473 model 4 (finishes Thu 12:51 -- 260/h)
20241031-05:05:55 nb_validated 507 model 1 (finishes Thu 12:14 -- 279/h)
20241031-05:06:06 nb_validated 474 model 1 (finishes Thu 12:52 -- 260/h)
20241031-05:06:13 nb_validated 507 model 0 (finishes Thu 12:15 -- 278/h)
20241031-05:06:24 nb_validated 475 model 4 (finishes Thu 12:52 -- 260/h)
20241031-05:06:31 nb_validated 508 model 1 (finishes Thu 12:15 -- 278/h)
20241031-05:06:42 nb_validated 475 model 3 (finishes Thu 12:54 -- 259/h)
20241031-05:06:49 nb_validated 511 model 2 (finishes Thu 12:14 -- 279/h)
20241031-05:07:00 nb_validated 478 model 1 (finishes Thu 12:52 -- 260/h)
20241031-05:07:07 nb_validated 511 model 2 (finishes Thu 12:15 -- 278/h)
20241031-05:07:18 nb_validated 481 model 2 (finishes Thu 12:50 -- 261/h)
20241031-05:07:25 nb_validated 511 model 3 (finishes Thu 12:17 -- 277/h)
20241031-05:07:36 nb_validated 483 model 4 (finishes Thu 12:49 -- 262/h)
20241031-05:07:43 nb_validated 513 model 4 (finishes Thu 12:16 -- 277/h)
20241031-05:07:54 nb_validated 485 model 4 (finishes Thu 12:48 -- 262/h)
20241031-05:08:02 nb_validated 513 model 1 (finishes Thu 12:18 -- 277/h)
20241031-05:08:13 nb_validated 487 model 1 (finishes Thu 12:47 -- 262/h)
20241031-05:08:20 nb_validated 513 model 4 (finishes Thu 12:19 -- 276/h)
20241031-05:08:31 nb_validated 489 model 2 (finishes Thu 12:47 -- 263/h)
20241031-05:08:37 nb_validated 515 model 0 (finishes Thu 12:18 -- 276/h)
20241031-05:08:48 nb_validated 490 model 0 (finishes Thu 12:47 -- 262/h)
20241031-05:08:55 nb_validated 516 model 2 (finishes Thu 12:19 -- 276/h)
20241031-05:09:06 nb_validated 492 model 2 (finishes Thu 12:46 -- 263/h)
20241031-05:09:14 nb_validated 517 model 4 (finishes Thu 12:19 -- 276/h)
20241031-05:09:23 nb_validated 496 model 0 (finishes Thu 12:43 -- 264/h)
20241031-05:09:31 nb_validated 518 model 2 (finishes Thu 12:20 -- 276/h)
20241031-05:09:41 nb_validated 496 model 2 (finishes Thu 12:44 -- 264/h)
20241031-05:09:50 nb_validated 519 model 1 (finishes Thu 12:20 -- 275/h)
20241031-05:09:59 nb_validated 497 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:10:08 nb_validated 522 model 0 (finishes Thu 12:18 -- 276/h)
20241031-05:10:17 nb_validated 497 model 3 (finishes Thu 12:46 -- 263/h)
20241031-05:10:26 nb_validated 524 model 0 (finishes Thu 12:18 -- 277/h)
20241031-05:10:35 nb_validated 498 model 3 (finishes Thu 12:47 -- 263/h)
20241031-05:10:43 nb_validated 526 model 3 (finishes Thu 12:17 -- 277/h)
20241031-05:10:53 nb_validated 499 model 2 (finishes Thu 12:47 -- 262/h)
20241031-05:11:02 nb_validated 527 model 1 (finishes Thu 12:17 -- 277/h)
20241031-05:11:11 nb_validated 500 model 2 (finishes Thu 12:47 -- 262/h)
20241031-05:11:20 nb_validated 533 model 4 (finishes Thu 12:13 -- 279/h)
20241031-05:11:29 nb_validated 501 model 3 (finishes Thu 12:48 -- 262/h)
20241031-05:11:38 nb_validated 533 model 3 (finishes Thu 12:14 -- 278/h)
20241031-05:11:48 nb_validated 504 model 1 (finishes Thu 12:46 -- 263/h)
20241031-05:11:56 nb_validated 533 model 1 (finishes Thu 12:16 -- 278/h)
20241031-05:12:06 nb_validated 505 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:12:14 nb_validated 534 model 0 (finishes Thu 12:16 -- 278/h)
20241031-05:12:23 nb_validated 505 model 2 (finishes Thu 12:48 -- 262/h)
20241031-05:12:33 nb_validated 538 model 1 (finishes Thu 12:13 -- 279/h)
20241031-05:12:42 nb_validated 507 model 4 (finishes Thu 12:47 -- 262/h)
20241031-05:12:51 nb_validated 538 model 4 (finishes Thu 12:15 -- 278/h)
20241031-05:13:00 nb_validated 509 model 1 (finishes Thu 12:46 -- 263/h)
20241031-05:13:09 nb_validated 538 model 4 (finishes Thu 12:16 -- 277/h)
20241031-05:13:18 nb_validated 509 model 3 (finishes Thu 12:48 -- 262/h)
20241031-05:13:28 nb_validated 542 model 0 (finishes Thu 12:14 -- 279/h)
20241031-05:13:36 nb_validated 511 model 4 (finishes Thu 12:47 -- 262/h)
20241031-05:13:46 nb_validated 544 model 3 (finishes Thu 12:13 -- 279/h)
20241031-05:13:54 nb_validated 511 model 0 (finishes Thu 12:48 -- 262/h)
20241031-05:14:04 nb_validated 545 model 1 (finishes Thu 12:14 -- 279/h)
20241031-05:14:12 nb_validated 513 model 3 (finishes Thu 12:48 -- 262/h)
20241031-05:14:22 nb_validated 545 model 2 (finishes Thu 12:15 -- 278/h)
20241031-05:14:30 nb_validated 514 model 3 (finishes Thu 12:48 -- 262/h)
20241031-05:14:40 nb_validated 545 model 4 (finishes Thu 12:16 -- 277/h)
20241031-05:14:48 nb_validated 515 model 0 (finishes Thu 12:48 -- 262/h)
20241031-05:14:58 nb_validated 546 model 0 (finishes Thu 12:17 -- 277/h)
20241031-05:15:07 nb_validated 516 model 1 (finishes Thu 12:49 -- 262/h)
20241031-05:15:16 nb_validated 547 model 2 (finishes Thu 12:17 -- 277/h)
20241031-05:15:25 nb_validated 516 model 3 (finishes Thu 12:50 -- 261/h)
20241031-05:15:35 nb_validated 549 model 1 (finishes Thu 12:16 -- 277/h)
20241031-05:15:43 nb_validated 517 model 1 (finishes Thu 12:51 -- 261/h)
20241031-05:15:52 nb_validated 551 model 4 (finishes Thu 12:16 -- 278/h)
20241031-05:16:01 nb_validated 521 model 0 (finishes Thu 12:48 -- 262/h)
20241031-05:16:11 nb_validated 553 model 3 (finishes Thu 12:15 -- 278/h)
20241031-05:16:19 nb_validated 523 model 0 (finishes Thu 12:47 -- 262/h)
20241031-05:16:29 nb_validated 553 model 4 (finishes Thu 12:17 -- 277/h)
20241031-05:16:37 nb_validated 524 model 0 (finishes Thu 12:47 -- 262/h)
20241031-05:16:47 nb_validated 555 model 0 (finishes Thu 12:16 -- 278/h)
20241031-05:16:55 nb_validated 526 model 2 (finishes Thu 12:46 -- 263/h)
20241031-05:17:05 nb_validated 557 model 0 (finishes Thu 12:15 -- 278/h)
20241031-05:17:12 nb_validated 526 model 2 (finishes Thu 12:48 -- 262/h)
20241031-05:17:23 nb_validated 557 model 3 (finishes Thu 12:17 -- 277/h)
20241031-05:17:30 nb_validated 527 model 0 (finishes Thu 12:48 -- 262/h)
20241031-05:17:41 nb_validated 558 model 3 (finishes Thu 12:17 -- 277/h)
20241031-05:17:48 nb_validated 528 model 0 (finishes Thu 12:48 -- 262/h)
20241031-05:18:00 nb_validated 559 model 4 (finishes Thu 12:18 -- 277/h)
20241031-05:18:06 nb_validated 529 model 3 (finishes Thu 12:49 -- 262/h)
20241031-05:18:18 nb_validated 560 model 4 (finishes Thu 12:18 -- 277/h)
20241031-05:18:23 nb_validated 530 model 2 (finishes Thu 12:49 -- 261/h)
20241031-05:18:36 nb_validated 563 model 2 (finishes Thu 12:16 -- 277/h)
20241031-05:18:42 nb_validated 532 model 3 (finishes Thu 12:48 -- 262/h)
20241031-05:18:54 nb_validated 563 model 2 (finishes Thu 12:18 -- 277/h)
20241031-05:18:59 nb_validated 536 model 0 (finishes Thu 12:45 -- 263/h)
20241031-05:19:12 nb_validated 564 model 4 (finishes Thu 12:18 -- 276/h)
20241031-05:19:18 nb_validated 536 model 4 (finishes Thu 12:47 -- 262/h)
20241031-05:19:30 nb_validated 565 model 4 (finishes Thu 12:19 -- 276/h)
20241031-05:19:35 nb_validated 539 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:19:49 nb_validated 567 model 3 (finishes Thu 12:18 -- 277/h)
20241031-05:19:53 nb_validated 541 model 0 (finishes Thu 12:44 -- 264/h)
20241031-05:20:06 nb_validated 569 model 0 (finishes Thu 12:17 -- 277/h)
20241031-05:20:11 nb_validated 542 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:20:24 nb_validated 569 model 0 (finishes Thu 12:19 -- 276/h)
20241031-05:20:29 nb_validated 543 model 0 (finishes Thu 12:45 -- 263/h)
20241031-05:20:43 nb_validated 570 model 1 (finishes Thu 12:19 -- 276/h)
20241031-05:20:47 nb_validated 544 model 1 (finishes Thu 12:45 -- 263/h)
20241031-05:21:01 nb_validated 574 model 3 (finishes Thu 12:17 -- 277/h)
20241031-05:21:05 nb_validated 545 model 4 (finishes Thu 12:46 -- 263/h)
20241031-05:21:19 nb_validated 577 model 1 (finishes Thu 12:15 -- 278/h)
20241031-05:21:23 nb_validated 546 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:21:37 nb_validated 578 model 0 (finishes Thu 12:16 -- 278/h)
20241031-05:21:41 nb_validated 546 model 3 (finishes Thu 12:47 -- 262/h)
20241031-05:21:55 nb_validated 578 model 4 (finishes Thu 12:17 -- 277/h)
20241031-05:22:00 nb_validated 547 model 3 (finishes Thu 12:48 -- 262/h)
20241031-05:22:13 nb_validated 580 model 1 (finishes Thu 12:16 -- 277/h)
20241031-05:22:17 nb_validated 548 model 2 (finishes Thu 12:48 -- 262/h)
20241031-05:22:32 nb_validated 582 model 0 (finishes Thu 12:16 -- 278/h)
20241031-05:22:36 nb_validated 550 model 4 (finishes Thu 12:47 -- 262/h)
20241031-05:22:50 nb_validated 583 model 1 (finishes Thu 12:16 -- 277/h)
20241031-05:22:54 nb_validated 551 model 3 (finishes Thu 12:48 -- 262/h)
20241031-05:23:08 nb_validated 583 model 0 (finishes Thu 12:17 -- 277/h)
20241031-05:23:12 nb_validated 551 model 3 (finishes Thu 12:49 -- 261/h)
20241031-05:23:26 nb_validated 583 model 4 (finishes Thu 12:19 -- 276/h)
20241031-05:23:30 nb_validated 553 model 0 (finishes Thu 12:48 -- 262/h)
20241031-05:23:44 nb_validated 584 model 4 (finishes Thu 12:19 -- 276/h)
20241031-05:23:48 nb_validated 553 model 0 (finishes Thu 12:50 -- 261/h)
20241031-05:24:02 nb_validated 585 model 2 (finishes Thu 12:19 -- 276/h)
20241031-05:24:06 nb_validated 554 model 4 (finishes Thu 12:50 -- 261/h)
20241031-05:24:20 nb_validated 586 model 2 (finishes Thu 12:20 -- 276/h)
20241031-05:24:24 nb_validated 555 model 3 (finishes Thu 12:50 -- 261/h)
20241031-05:24:38 nb_validated 586 model 2 (finishes Thu 12:21 -- 275/h)
20241031-05:24:42 nb_validated 556 model 4 (finishes Thu 12:51 -- 261/h)
20241031-05:24:55 nb_validated 589 model 0 (finishes Thu 12:19 -- 276/h)
20241031-05:25:00 nb_validated 557 model 3 (finishes Thu 12:51 -- 261/h)
20241031-05:25:14 nb_validated 589 model 3 (finishes Thu 12:21 -- 275/h)
20241031-05:25:18 nb_validated 560 model 1 (finishes Thu 12:49 -- 261/h)
20241031-05:25:32 nb_validated 591 model 0 (finishes Thu 12:20 -- 275/h)
20241031-05:25:36 nb_validated 565 model 2 (finishes Thu 12:46 -- 263/h)
20241031-05:25:50 nb_validated 594 model 4 (finishes Thu 12:19 -- 276/h)
20241031-05:25:53 nb_validated 565 model 0 (finishes Thu 12:47 -- 263/h)
20241031-05:26:08 nb_validated 594 model 2 (finishes Thu 12:20 -- 276/h)
20241031-05:26:11 nb_validated 567 model 2 (finishes Thu 12:46 -- 263/h)
20241031-05:26:26 nb_validated 596 model 3 (finishes Thu 12:19 -- 276/h)
20241031-05:26:29 nb_validated 567 model 2 (finishes Thu 12:47 -- 262/h)
20241031-05:26:44 nb_validated 596 model 2 (finishes Thu 12:21 -- 275/h)
20241031-05:26:47 nb_validated 570 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:27:02 nb_validated 596 model 0 (finishes Thu 12:22 -- 274/h)
20241031-05:27:04 nb_validated 570 model 0 (finishes Thu 12:47 -- 262/h)
20241031-05:27:21 nb_validated 597 model 3 (finishes Thu 12:22 -- 274/h)
20241031-05:27:22 nb_validated 571 model 2 (finishes Thu 12:47 -- 262/h)
20241031-05:27:39 nb_validated 599 model 4 (finishes Thu 12:22 -- 275/h)
20241031-05:27:41 nb_validated 572 model 4 (finishes Thu 12:48 -- 262/h)
20241031-05:27:57 nb_validated 601 model 0 (finishes Thu 12:21 -- 275/h)
20241031-05:27:59 nb_validated 574 model 2 (finishes Thu 12:47 -- 262/h)
20241031-05:28:14 nb_validated 603 model 2 (finishes Thu 12:21 -- 275/h)
20241031-05:28:16 nb_validated 575 model 0 (finishes Thu 12:47 -- 262/h)
20241031-05:28:32 nb_validated 603 model 2 (finishes Thu 12:22 -- 275/h)
20241031-05:28:34 nb_validated 576 model 4 (finishes Thu 12:48 -- 262/h)
20241031-05:28:50 nb_validated 604 model 0 (finishes Thu 12:22 -- 274/h)
20241031-05:28:53 nb_validated 580 model 0 (finishes Thu 12:45 -- 263/h)
20241031-05:29:08 nb_validated 606 model 4 (finishes Thu 12:22 -- 275/h)
20241031-05:29:11 nb_validated 580 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:29:26 nb_validated 609 model 3 (finishes Thu 12:20 -- 275/h)
20241031-05:29:29 nb_validated 580 model 4 (finishes Thu 12:48 -- 262/h)
20241031-05:29:44 nb_validated 611 model 3 (finishes Thu 12:20 -- 276/h)
20241031-05:29:47 nb_validated 582 model 0 (finishes Thu 12:47 -- 262/h)
20241031-05:30:03 nb_validated 612 model 0 (finishes Thu 12:20 -- 276/h)
20241031-05:30:05 nb_validated 583 model 3 (finishes Thu 12:47 -- 262/h)
20241031-05:30:20 nb_validated 616 model 3 (finishes Thu 12:18 -- 277/h)
20241031-05:30:23 nb_validated 584 model 3 (finishes Thu 12:47 -- 262/h)
20241031-05:30:38 nb_validated 618 model 2 (finishes Thu 12:17 -- 277/h)
20241031-05:30:41 nb_validated 588 model 4 (finishes Thu 12:45 -- 263/h)
20241031-05:30:56 nb_validated 620 model 2 (finishes Thu 12:17 -- 277/h)
20241031-05:30:58 nb_validated 589 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:31:14 nb_validated 622 model 1 (finishes Thu 12:16 -- 278/h)
20241031-05:31:16 nb_validated 589 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:31:32 nb_validated 624 model 3 (finishes Thu 12:16 -- 278/h)
20241031-05:31:34 nb_validated 589 model 3 (finishes Thu 12:48 -- 262/h)
20241031-05:31:50 nb_validated 627 model 1 (finishes Thu 12:14 -- 279/h)
20241031-05:31:52 nb_validated 592 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:32:08 nb_validated 628 model 3 (finishes Thu 12:14 -- 278/h)
20241031-05:32:11 nb_validated 593 model 2 (finishes Thu 12:46 -- 263/h)
20241031-05:32:25 nb_validated 629 model 0 (finishes Thu 12:15 -- 278/h)
20241031-05:32:28 nb_validated 595 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:32:44 nb_validated 631 model 0 (finishes Thu 12:14 -- 278/h)
20241031-05:32:47 nb_validated 597 model 1 (finishes Thu 12:45 -- 263/h)
20241031-05:33:01 nb_validated 633 model 0 (finishes Thu 12:14 -- 279/h)
20241031-05:33:05 nb_validated 599 model 4 (finishes Thu 12:44 -- 264/h)
20241031-05:33:20 nb_validated 635 model 0 (finishes Thu 12:13 -- 279/h)
20241031-05:33:23 nb_validated 600 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:33:37 nb_validated 636 model 2 (finishes Thu 12:14 -- 279/h)
20241031-05:33:41 nb_validated 601 model 1 (finishes Thu 12:45 -- 263/h)
20241031-05:33:55 nb_validated 638 model 2 (finishes Thu 12:13 -- 279/h)
20241031-05:33:59 nb_validated 603 model 0 (finishes Thu 12:44 -- 264/h)
20241031-05:34:13 nb_validated 638 model 3 (finishes Thu 12:14 -- 278/h)
20241031-05:34:16 nb_validated 604 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:34:31 nb_validated 638 model 1 (finishes Thu 12:15 -- 278/h)
20241031-05:34:35 nb_validated 604 model 4 (finishes Thu 12:46 -- 263/h)
20241031-05:34:49 nb_validated 639 model 2 (finishes Thu 12:16 -- 278/h)
20241031-05:34:52 nb_validated 606 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:35:08 nb_validated 641 model 4 (finishes Thu 12:15 -- 278/h)
20241031-05:35:10 nb_validated 608 model 1 (finishes Thu 12:45 -- 264/h)
20241031-05:35:26 nb_validated 641 model 1 (finishes Thu 12:16 -- 277/h)
20241031-05:35:28 nb_validated 608 model 2 (finishes Thu 12:46 -- 263/h)
20241031-05:35:44 nb_validated 644 model 2 (finishes Thu 12:15 -- 278/h)
20241031-05:35:46 nb_validated 608 model 0 (finishes Thu 12:47 -- 262/h)
20241031-05:36:02 nb_validated 646 model 4 (finishes Thu 12:15 -- 278/h)
20241031-05:36:04 nb_validated 610 model 2 (finishes Thu 12:46 -- 263/h)
20241031-05:36:20 nb_validated 646 model 2 (finishes Thu 12:16 -- 278/h)
20241031-05:36:22 nb_validated 611 model 4 (finishes Thu 12:47 -- 263/h)
20241031-05:36:38 nb_validated 649 model 1 (finishes Thu 12:14 -- 278/h)
20241031-05:36:40 nb_validated 613 model 4 (finishes Thu 12:46 -- 263/h)
20241031-05:36:56 nb_validated 652 model 2 (finishes Thu 12:13 -- 279/h)
20241031-05:36:58 nb_validated 615 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:37:15 nb_validated 653 model 1 (finishes Thu 12:13 -- 279/h)
20241031-05:37:16 nb_validated 618 model 2 (finishes Thu 12:44 -- 264/h)
20241031-05:37:33 nb_validated 654 model 3 (finishes Thu 12:14 -- 279/h)
20241031-05:37:34 nb_validated 618 model 3 (finishes Thu 12:45 -- 263/h)
20241031-05:37:51 nb_validated 654 model 4 (finishes Thu 12:15 -- 278/h)
20241031-05:37:52 nb_validated 618 model 3 (finishes Thu 12:46 -- 263/h)
20241031-05:38:09 nb_validated 655 model 1 (finishes Thu 12:15 -- 278/h)
20241031-05:38:10 nb_validated 620 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:38:27 nb_validated 655 model 4 (finishes Thu 12:16 -- 277/h)
20241031-05:38:28 nb_validated 622 model 4 (finishes Thu 12:45 -- 263/h)
20241031-05:38:45 nb_validated 625 model 2 (finishes Thu 12:44 -- 264/h)
20241031-05:38:46 nb_validated 655 model 4 (finishes Thu 12:18 -- 277/h)
20241031-05:39:03 nb_validated 625 model 0 (finishes Thu 12:45 -- 263/h)
20241031-05:39:04 nb_validated 656 model 2 (finishes Thu 12:18 -- 277/h)
20241031-05:39:21 nb_validated 625 model 4 (finishes Thu 12:46 -- 263/h)
20241031-05:39:21 nb_validated 656 model 0 (finishes Thu 12:19 -- 276/h)
20241031-05:39:39 nb_validated 631 model 4 (finishes Thu 12:42 -- 265/h)
20241031-05:39:39 nb_validated 659 model 0 (finishes Thu 12:18 -- 277/h)
20241031-05:39:57 nb_validated 631 model 0 (finishes Thu 12:43 -- 264/h)
20241031-05:39:57 nb_validated 660 model 1 (finishes Thu 12:18 -- 277/h)
20241031-05:40:15 nb_validated 634 model 4 (finishes Thu 12:41 -- 265/h)
20241031-05:40:15 nb_validated 660 model 4 (finishes Thu 12:19 -- 276/h)
20241031-05:40:32 nb_validated 636 model 4 (finishes Thu 12:41 -- 265/h)
20241031-05:40:33 nb_validated 662 model 4 (finishes Thu 12:19 -- 276/h)
20241031-05:40:50 nb_validated 637 model 0 (finishes Thu 12:41 -- 265/h)
20241031-05:40:51 nb_validated 666 model 3 (finishes Thu 12:17 -- 277/h)
20241031-05:41:09 nb_validated 639 model 3 (finishes Thu 12:40 -- 265/h)
20241031-05:41:10 nb_validated 668 model 1 (finishes Thu 12:16 -- 278/h)
20241031-05:41:27 nb_validated 641 model 0 (finishes Thu 12:40 -- 266/h)
20241031-05:41:27 nb_validated 669 model 4 (finishes Thu 12:16 -- 277/h)
20241031-05:41:44 nb_validated 641 model 2 (finishes Thu 12:41 -- 265/h)
20241031-05:41:46 nb_validated 671 model 3 (finishes Thu 12:16 -- 278/h)
20241031-05:42:03 nb_validated 642 model 4 (finishes Thu 12:41 -- 265/h)
20241031-05:42:04 nb_validated 672 model 1 (finishes Thu 12:16 -- 277/h)
20241031-05:42:20 nb_validated 643 model 0 (finishes Thu 12:42 -- 265/h)
20241031-05:42:22 nb_validated 672 model 4 (finishes Thu 12:17 -- 277/h)
20241031-05:42:39 nb_validated 644 model 3 (finishes Thu 12:42 -- 265/h)
20241031-05:42:40 nb_validated 673 model 2 (finishes Thu 12:18 -- 277/h)
20241031-05:42:57 nb_validated 647 model 1 (finishes Thu 12:40 -- 265/h)
20241031-05:42:58 nb_validated 675 model 2 (finishes Thu 12:17 -- 277/h)
20241031-05:43:16 nb_validated 649 model 1 (finishes Thu 12:40 -- 266/h)
20241031-05:43:16 nb_validated 677 model 4 (finishes Thu 12:17 -- 277/h)
20241031-05:43:33 nb_validated 649 model 2 (finishes Thu 12:41 -- 265/h)
20241031-05:43:34 nb_validated 678 model 2 (finishes Thu 12:17 -- 277/h)
20241031-05:43:51 nb_validated 651 model 0 (finishes Thu 12:40 -- 265/h)
20241031-05:43:52 nb_validated 678 model 3 (finishes Thu 12:18 -- 276/h)
20241031-05:44:09 nb_validated 651 model 1 (finishes Thu 12:42 -- 265/h)
20241031-05:44:11 nb_validated 679 model 3 (finishes Thu 12:18 -- 276/h)
20241031-05:44:28 nb_validated 651 model 1 (finishes Thu 12:43 -- 264/h)
20241031-05:44:28 nb_validated 682 model 3 (finishes Thu 12:17 -- 277/h)
20241031-05:44:46 nb_validated 651 model 3 (finishes Thu 12:44 -- 264/h)
20241031-05:44:47 nb_validated 683 model 3 (finishes Thu 12:17 -- 277/h)
20241031-05:45:03 nb_validated 651 model 0 (finishes Thu 12:45 -- 263/h)
20241031-05:45:05 nb_validated 683 model 0 (finishes Thu 12:19 -- 276/h)
20241031-05:45:21 nb_validated 651 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:45:23 nb_validated 684 model 4 (finishes Thu 12:19 -- 276/h)
20241031-05:45:39 nb_validated 653 model 1 (finishes Thu 12:46 -- 263/h)
20241031-05:45:40 nb_validated 687 model 0 (finishes Thu 12:18 -- 277/h)
20241031-05:45:57 nb_validated 653 model 1 (finishes Thu 12:47 -- 263/h)
20241031-05:45:58 nb_validated 692 model 2 (finishes Thu 12:15 -- 278/h)
20241031-05:46:15 nb_validated 654 model 2 (finishes Thu 12:47 -- 262/h)
20241031-05:46:16 nb_validated 693 model 4 (finishes Thu 12:15 -- 278/h)
20241031-05:46:33 nb_validated 655 model 3 (finishes Thu 12:47 -- 262/h)
20241031-05:46:34 nb_validated 694 model 2 (finishes Thu 12:15 -- 278/h)
20241031-05:46:51 nb_validated 695 model 0 (finishes Thu 12:16 -- 278/h)
20241031-05:46:51 nb_validated 658 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:47:09 nb_validated 660 model 0 (finishes Thu 12:45 -- 263/h)
20241031-05:47:10 nb_validated 697 model 1 (finishes Thu 12:15 -- 278/h)
20241031-05:47:27 nb_validated 663 model 4 (finishes Thu 12:44 -- 264/h)
20241031-05:47:28 nb_validated 700 model 0 (finishes Thu 12:14 -- 279/h)
20241031-05:47:45 nb_validated 664 model 2 (finishes Thu 12:44 -- 264/h)
20241031-05:47:46 nb_validated 703 model 4 (finishes Thu 12:13 -- 279/h)
20241031-05:48:03 nb_validated 664 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:48:04 nb_validated 703 model 2 (finishes Thu 12:14 -- 279/h)
20241031-05:48:21 nb_validated 664 model 4 (finishes Thu 12:46 -- 263/h)
20241031-05:48:22 nb_validated 703 model 2 (finishes Thu 12:15 -- 278/h)
20241031-05:48:38 nb_validated 665 model 2 (finishes Thu 12:47 -- 263/h)
20241031-05:48:40 nb_validated 706 model 4 (finishes Thu 12:14 -- 279/h)
20241031-05:48:56 nb_validated 665 model 0 (finishes Thu 12:48 -- 262/h)
20241031-05:48:58 nb_validated 708 model 0 (finishes Thu 12:13 -- 279/h)
20241031-05:49:14 nb_validated 667 model 3 (finishes Thu 12:47 -- 262/h)
20241031-05:49:16 nb_validated 708 model 3 (finishes Thu 12:14 -- 278/h)
20241031-05:49:32 nb_validated 668 model 0 (finishes Thu 12:47 -- 262/h)
20241031-05:49:34 nb_validated 709 model 1 (finishes Thu 12:14 -- 278/h)
20241031-05:49:50 nb_validated 668 model 0 (finishes Thu 12:48 -- 262/h)
20241031-05:49:53 nb_validated 712 model 4 (finishes Thu 12:13 -- 279/h)
20241031-05:50:08 nb_validated 670 model 2 (finishes Thu 12:48 -- 262/h)
20241031-05:50:11 nb_validated 714 model 0 (finishes Thu 12:13 -- 279/h)
20241031-05:50:26 nb_validated 673 model 4 (finishes Thu 12:46 -- 263/h)
20241031-05:50:29 nb_validated 715 model 2 (finishes Thu 12:13 -- 279/h)
20241031-05:50:44 nb_validated 674 model 4 (finishes Thu 12:47 -- 263/h)
20241031-05:50:47 nb_validated 717 model 3 (finishes Thu 12:13 -- 279/h)
20241031-05:51:02 nb_validated 674 model 0 (finishes Thu 12:48 -- 262/h)
20241031-05:51:05 nb_validated 719 model 3 (finishes Thu 12:12 -- 279/h)
20241031-05:51:20 nb_validated 677 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:51:23 nb_validated 721 model 4 (finishes Thu 12:12 -- 280/h)
20241031-05:51:37 nb_validated 679 model 4 (finishes Thu 12:46 -- 263/h)
20241031-05:51:41 nb_validated 721 model 0 (finishes Thu 12:13 -- 279/h)
20241031-05:51:55 nb_validated 681 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:51:59 nb_validated 721 model 4 (finishes Thu 12:14 -- 279/h)
20241031-05:52:14 nb_validated 682 model 1 (finishes Thu 12:46 -- 263/h)
20241031-05:52:17 nb_validated 722 model 4 (finishes Thu 12:14 -- 278/h)
20241031-05:52:31 nb_validated 683 model 3 (finishes Thu 12:46 -- 263/h)
20241031-05:52:36 nb_validated 725 model 1 (finishes Thu 12:13 -- 279/h)
20241031-05:52:49 nb_validated 684 model 3 (finishes Thu 12:46 -- 263/h)
20241031-05:52:54 nb_validated 726 model 4 (finishes Thu 12:13 -- 279/h)
20241031-05:53:07 nb_validated 685 model 2 (finishes Thu 12:46 -- 263/h)
20241031-05:53:13 nb_validated 727 model 3 (finishes Thu 12:14 -- 279/h)
20241031-05:53:25 nb_validated 688 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:53:31 nb_validated 727 model 3 (finishes Thu 12:15 -- 278/h)
20241031-05:53:43 nb_validated 689 model 1 (finishes Thu 12:45 -- 263/h)
20241031-05:53:49 nb_validated 728 model 2 (finishes Thu 12:15 -- 278/h)
20241031-05:54:01 nb_validated 691 model 2 (finishes Thu 12:45 -- 264/h)
20241031-05:54:07 nb_validated 732 model 1 (finishes Thu 12:13 -- 279/h)
20241031-05:54:19 nb_validated 692 model 3 (finishes Thu 12:45 -- 263/h)
20241031-05:54:25 nb_validated 736 model 2 (finishes Thu 12:11 -- 280/h)
20241031-05:54:37 nb_validated 692 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:54:43 nb_validated 738 model 1 (finishes Thu 12:11 -- 280/h)
20241031-05:54:55 nb_validated 694 model 1 (finishes Thu 12:45 -- 263/h)
20241031-05:55:02 nb_validated 738 model 3 (finishes Thu 12:12 -- 280/h)
20241031-05:55:13 nb_validated 694 model 1 (finishes Thu 12:46 -- 263/h)
20241031-05:55:20 nb_validated 740 model 0 (finishes Thu 12:11 -- 280/h)
20241031-05:55:31 nb_validated 694 model 4 (finishes Thu 12:48 -- 262/h)
20241031-05:55:38 nb_validated 741 model 0 (finishes Thu 12:12 -- 280/h)
20241031-05:55:49 nb_validated 694 model 3 (finishes Thu 12:49 -- 262/h)
20241031-05:55:56 nb_validated 741 model 2 (finishes Thu 12:13 -- 279/h)
20241031-05:56:07 nb_validated 696 model 1 (finishes Thu 12:48 -- 262/h)
20241031-05:56:14 nb_validated 741 model 4 (finishes Thu 12:14 -- 279/h)
20241031-05:56:25 nb_validated 698 model 2 (finishes Thu 12:47 -- 262/h)
20241031-05:56:32 nb_validated 741 model 1 (finishes Thu 12:15 -- 278/h)
20241031-05:56:44 nb_validated 701 model 1 (finishes Thu 12:46 -- 263/h)
20241031-05:56:50 nb_validated 742 model 0 (finishes Thu 12:15 -- 278/h)
20241031-05:57:02 nb_validated 702 model 1 (finishes Thu 12:46 -- 263/h)
20241031-05:57:09 nb_validated 744 model 0 (finishes Thu 12:15 -- 278/h)
20241031-05:57:20 nb_validated 704 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:57:27 nb_validated 745 model 1 (finishes Thu 12:15 -- 278/h)
20241031-05:57:37 nb_validated 706 model 0 (finishes Thu 12:45 -- 263/h)
20241031-05:57:45 nb_validated 746 model 3 (finishes Thu 12:15 -- 278/h)
20241031-05:57:55 nb_validated 707 model 0 (finishes Thu 12:46 -- 263/h)
20241031-05:58:02 nb_validated 746 model 2 (finishes Thu 12:16 -- 277/h)
20241031-05:58:13 nb_validated 707 model 0 (finishes Thu 12:47 -- 263/h)
20241031-05:58:21 nb_validated 748 model 3 (finishes Thu 12:16 -- 278/h)
20241031-05:58:31 nb_validated 708 model 0 (finishes Thu 12:47 -- 263/h)
20241031-05:58:39 nb_validated 748 model 4 (finishes Thu 12:17 -- 277/h)
20241031-05:58:49 nb_validated 711 model 0 (finishes Thu 12:45 -- 263/h)
20241031-05:58:57 nb_validated 750 model 0 (finishes Thu 12:16 -- 277/h)
20241031-05:59:07 nb_validated 713 model 2 (finishes Thu 12:45 -- 263/h)
20241031-05:59:15 nb_validated 750 model 3 (finishes Thu 12:17 -- 277/h)
20241031-05:59:25 nb_validated 713 model 4 (finishes Thu 12:46 -- 263/h)
20241031-05:59:33 nb_validated 752 model 0 (finishes Thu 12:17 -- 277/h)
20241031-05:59:43 nb_validated 714 model 1 (finishes Thu 12:46 -- 263/h)
20241031-05:59:51 nb_validated 755 model 2 (finishes Thu 12:16 -- 278/h)
20241031-06:00:01 nb_validated 715 model 0 (finishes Thu 12:47 -- 263/h)
20241031-06:00:09 nb_validated 758 model 0 (finishes Thu 12:15 -- 278/h)
20241031-06:00:19 nb_validated 716 model 0 (finishes Thu 12:47 -- 263/h)
20241031-06:00:27 nb_validated 758 model 0 (finishes Thu 12:16 -- 278/h)
20241031-06:00:37 nb_validated 719 model 2 (finishes Thu 12:45 -- 263/h)
20241031-06:00:45 nb_validated 761 model 1 (finishes Thu 12:14 -- 278/h)
20241031-06:00:54 nb_validated 720 model 4 (finishes Thu 12:46 -- 263/h)
20241031-06:01:03 nb_validated 762 model 2 (finishes Thu 12:15 -- 278/h)
20241031-06:01:12 nb_validated 720 model 1 (finishes Thu 12:47 -- 263/h)
20241031-06:01:20 nb_validated 763 model 2 (finishes Thu 12:15 -- 278/h)
20241031-06:01:30 nb_validated 723 model 4 (finishes Thu 12:45 -- 263/h)
20241031-06:01:38 nb_validated 764 model 3 (finishes Thu 12:15 -- 278/h)
20241031-06:01:48 nb_validated 725 model 0 (finishes Thu 12:45 -- 263/h)
20241031-06:01:56 nb_validated 765 model 2 (finishes Thu 12:16 -- 278/h)
20241031-06:02:06 nb_validated 726 model 2 (finishes Thu 12:45 -- 263/h)
20241031-06:02:14 nb_validated 766 model 1 (finishes Thu 12:16 -- 278/h)
20241031-06:02:24 nb_validated 727 model 1 (finishes Thu 12:45 -- 263/h)
20241031-06:02:32 nb_validated 769 model 4 (finishes Thu 12:15 -- 278/h)
20241031-06:02:43 nb_validated 729 model 1 (finishes Thu 12:45 -- 263/h)
20241031-06:02:51 nb_validated 771 model 3 (finishes Thu 12:14 -- 278/h)
20241031-06:03:01 nb_validated 729 model 0 (finishes Thu 12:46 -- 263/h)
20241031-06:03:09 nb_validated 774 model 1 (finishes Thu 12:13 -- 279/h)
20241031-06:03:19 nb_validated 731 model 0 (finishes Thu 12:45 -- 263/h)
20241031-06:03:27 nb_validated 774 model 3 (finishes Thu 12:14 -- 279/h)
20241031-06:03:37 nb_validated 731 model 2 (finishes Thu 12:46 -- 263/h)
20241031-06:03:45 nb_validated 776 model 1 (finishes Thu 12:14 -- 279/h)
20241031-06:03:55 nb_validated 732 model 2 (finishes Thu 12:47 -- 263/h)
20241031-06:04:04 nb_validated 776 model 3 (finishes Thu 12:15 -- 278/h)
20241031-06:04:13 nb_validated 733 model 3 (finishes Thu 12:47 -- 263/h)
20241031-06:04:22 nb_validated 777 model 2 (finishes Thu 12:15 -- 278/h)
20241031-06:04:31 nb_validated 736 model 1 (finishes Thu 12:46 -- 263/h)
20241031-06:04:40 nb_validated 778 model 4 (finishes Thu 12:15 -- 278/h)
20241031-06:04:50 nb_validated 737 model 0 (finishes Thu 12:46 -- 263/h)
20241031-06:04:58 nb_validated 779 model 3 (finishes Thu 12:16 -- 278/h)
20241031-06:05:08 nb_validated 737 model 2 (finishes Thu 12:47 -- 263/h)
20241031-06:05:16 nb_validated 780 model 2 (finishes Thu 12:16 -- 278/h)
20241031-06:05:25 nb_validated 739 model 0 (finishes Thu 12:46 -- 263/h)
20241031-06:05:34 nb_validated 780 model 2 (finishes Thu 12:17 -- 277/h)
20241031-06:05:43 nb_validated 740 model 2 (finishes Thu 12:46 -- 263/h)
20241031-06:05:52 nb_validated 781 model 3 (finishes Thu 12:17 -- 277/h)
20241031-06:06:00 nb_validated 741 model 2 (finishes Thu 12:47 -- 263/h)
20241031-06:06:10 nb_validated 783 model 3 (finishes Thu 12:17 -- 277/h)
20241031-06:06:19 nb_validated 742 model 0 (finishes Thu 12:47 -- 262/h)
20241031-06:06:28 nb_validated 786 model 4 (finishes Thu 12:16 -- 278/h)
20241031-06:06:37 nb_validated 744 model 4 (finishes Thu 12:46 -- 263/h)
20241031-06:06:46 nb_validated 787 model 4 (finishes Thu 12:16 -- 278/h)
20241031-06:06:55 nb_validated 748 model 0 (finishes Thu 12:44 -- 264/h)
20241031-06:07:04 nb_validated 790 model 3 (finishes Thu 12:15 -- 278/h)
20241031-06:07:13 nb_validated 753 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:07:22 nb_validated 792 model 1 (finishes Thu 12:14 -- 278/h)
20241031-06:07:30 nb_validated 753 model 2 (finishes Thu 12:43 -- 264/h)
20241031-06:07:41 nb_validated 792 model 4 (finishes Thu 12:15 -- 278/h)
20241031-06:07:49 nb_validated 755 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:07:58 nb_validated 793 model 0 (finishes Thu 12:16 -- 278/h)
20241031-06:08:06 nb_validated 759 model 0 (finishes Thu 12:40 -- 266/h)
20241031-06:08:16 nb_validated 794 model 2 (finishes Thu 12:16 -- 278/h)
20241031-06:08:24 nb_validated 760 model 4 (finishes Thu 12:40 -- 266/h)
20241031-06:08:34 nb_validated 795 model 0 (finishes Thu 12:16 -- 278/h)
20241031-06:08:42 nb_validated 761 model 0 (finishes Thu 12:41 -- 265/h)
20241031-06:08:52 nb_validated 797 model 4 (finishes Thu 12:16 -- 278/h)
20241031-06:09:00 nb_validated 762 model 1 (finishes Thu 12:41 -- 265/h)
20241031-06:09:10 nb_validated 799 model 0 (finishes Thu 12:15 -- 278/h)
20241031-06:09:18 nb_validated 762 model 2 (finishes Thu 12:42 -- 265/h)
20241031-06:09:29 nb_validated 802 model 1 (finishes Thu 12:14 -- 278/h)
20241031-06:09:36 nb_validated 763 model 3 (finishes Thu 12:42 -- 265/h)
20241031-06:09:47 nb_validated 803 model 1 (finishes Thu 12:14 -- 278/h)
20241031-06:09:54 nb_validated 765 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:10:06 nb_validated 805 model 1 (finishes Thu 12:14 -- 279/h)
20241031-06:10:12 nb_validated 767 model 0 (finishes Thu 12:41 -- 265/h)
20241031-06:10:24 nb_validated 806 model 1 (finishes Thu 12:14 -- 278/h)
20241031-06:10:30 nb_validated 767 model 4 (finishes Thu 12:42 -- 265/h)
20241031-06:10:42 nb_validated 807 model 3 (finishes Thu 12:15 -- 278/h)
20241031-06:10:49 nb_validated 769 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:11:01 nb_validated 808 model 0 (finishes Thu 12:15 -- 278/h)
20241031-06:11:07 nb_validated 770 model 4 (finishes Thu 12:42 -- 265/h)
20241031-06:11:18 nb_validated 810 model 2 (finishes Thu 12:14 -- 278/h)
20241031-06:11:25 nb_validated 771 model 4 (finishes Thu 12:42 -- 265/h)
20241031-06:11:36 nb_validated 811 model 2 (finishes Thu 12:15 -- 278/h)
20241031-06:11:43 nb_validated 771 model 1 (finishes Thu 12:43 -- 264/h)
20241031-06:11:55 nb_validated 813 model 4 (finishes Thu 12:14 -- 278/h)
20241031-06:12:02 nb_validated 772 model 0 (finishes Thu 12:43 -- 264/h)
20241031-06:12:12 nb_validated 815 model 2 (finishes Thu 12:14 -- 279/h)
20241031-06:12:20 nb_validated 772 model 3 (finishes Thu 12:44 -- 264/h)
20241031-06:12:30 nb_validated 816 model 1 (finishes Thu 12:14 -- 278/h)
20241031-06:12:38 nb_validated 772 model 2 (finishes Thu 12:45 -- 263/h)
20241031-06:12:48 nb_validated 818 model 3 (finishes Thu 12:14 -- 279/h)
20241031-06:12:56 nb_validated 775 model 3 (finishes Thu 12:44 -- 264/h)
20241031-06:13:06 nb_validated 820 model 1 (finishes Thu 12:13 -- 279/h)
20241031-06:13:14 nb_validated 776 model 4 (finishes Thu 12:44 -- 264/h)
20241031-06:13:25 nb_validated 820 model 3 (finishes Thu 12:14 -- 278/h)
20241031-06:13:32 nb_validated 778 model 3 (finishes Thu 12:44 -- 264/h)
20241031-06:13:43 nb_validated 823 model 4 (finishes Thu 12:13 -- 279/h)
20241031-06:13:49 nb_validated 779 model 2 (finishes Thu 12:44 -- 264/h)
20241031-06:14:01 nb_validated 824 model 0 (finishes Thu 12:14 -- 279/h)
20241031-06:14:07 nb_validated 779 model 3 (finishes Thu 12:45 -- 263/h)
20241031-06:14:18 nb_validated 824 model 0 (finishes Thu 12:14 -- 278/h)
20241031-06:14:25 nb_validated 779 model 0 (finishes Thu 12:46 -- 263/h)
20241031-06:14:37 nb_validated 824 model 1 (finishes Thu 12:15 -- 278/h)
20241031-06:14:42 nb_validated 781 model 2 (finishes Thu 12:45 -- 263/h)
20241031-06:14:55 nb_validated 825 model 3 (finishes Thu 12:16 -- 278/h)
20241031-06:15:00 nb_validated 783 model 4 (finishes Thu 12:45 -- 263/h)
20241031-06:15:13 nb_validated 826 model 4 (finishes Thu 12:16 -- 278/h)
20241031-06:15:18 nb_validated 784 model 2 (finishes Thu 12:45 -- 263/h)
20241031-06:15:31 nb_validated 827 model 2 (finishes Thu 12:16 -- 277/h)
20241031-06:15:37 nb_validated 784 model 3 (finishes Thu 12:46 -- 263/h)
20241031-06:15:49 nb_validated 827 model 4 (finishes Thu 12:17 -- 277/h)
20241031-06:15:55 nb_validated 784 model 1 (finishes Thu 12:47 -- 262/h)
20241031-06:16:07 nb_validated 827 model 3 (finishes Thu 12:18 -- 277/h)
20241031-06:16:13 nb_validated 786 model 2 (finishes Thu 12:47 -- 263/h)
20241031-06:16:25 nb_validated 828 model 4 (finishes Thu 12:18 -- 276/h)
20241031-06:16:31 nb_validated 789 model 2 (finishes Thu 12:45 -- 263/h)
20241031-06:16:43 nb_validated 828 model 2 (finishes Thu 12:19 -- 276/h)
20241031-06:16:49 nb_validated 790 model 2 (finishes Thu 12:46 -- 263/h)
20241031-06:17:01 nb_validated 830 model 0 (finishes Thu 12:19 -- 276/h)
20241031-06:17:07 nb_validated 791 model 2 (finishes Thu 12:46 -- 263/h)
20241031-06:17:19 nb_validated 831 model 0 (finishes Thu 12:19 -- 276/h)
20241031-06:17:25 nb_validated 792 model 1 (finishes Thu 12:46 -- 263/h)
20241031-06:17:37 nb_validated 832 model 3 (finishes Thu 12:19 -- 276/h)
20241031-06:17:43 nb_validated 792 model 3 (finishes Thu 12:47 -- 262/h)
20241031-06:17:55 nb_validated 834 model 1 (finishes Thu 12:19 -- 276/h)
20241031-06:18:01 nb_validated 794 model 4 (finishes Thu 12:46 -- 263/h)
20241031-06:18:14 nb_validated 838 model 3 (finishes Thu 12:17 -- 277/h)
20241031-06:18:18 nb_validated 797 model 2 (finishes Thu 12:45 -- 263/h)
20241031-06:18:32 nb_validated 839 model 4 (finishes Thu 12:17 -- 277/h)
20241031-06:18:36 nb_validated 801 model 2 (finishes Thu 12:43 -- 264/h)
20241031-06:18:50 nb_validated 841 model 1 (finishes Thu 12:17 -- 277/h)
20241031-06:18:54 nb_validated 802 model 1 (finishes Thu 12:44 -- 264/h)
20241031-06:19:09 nb_validated 841 model 1 (finishes Thu 12:18 -- 277/h)
20241031-06:19:12 nb_validated 802 model 2 (finishes Thu 12:44 -- 264/h)
20241031-06:19:27 nb_validated 842 model 3 (finishes Thu 12:18 -- 276/h)
20241031-06:19:30 nb_validated 802 model 2 (finishes Thu 12:45 -- 263/h)
20241031-06:19:45 nb_validated 843 model 1 (finishes Thu 12:18 -- 276/h)
20241031-06:19:48 nb_validated 805 model 4 (finishes Thu 12:44 -- 264/h)
20241031-06:20:03 nb_validated 843 model 3 (finishes Thu 12:19 -- 276/h)
20241031-06:20:06 nb_validated 808 model 3 (finishes Thu 12:43 -- 264/h)
20241031-06:20:21 nb_validated 844 model 2 (finishes Thu 12:20 -- 276/h)
20241031-06:20:24 nb_validated 809 model 3 (finishes Thu 12:43 -- 264/h)
20241031-06:20:40 nb_validated 845 model 1 (finishes Thu 12:20 -- 276/h)
20241031-06:20:43 nb_validated 811 model 3 (finishes Thu 12:43 -- 264/h)
20241031-06:20:58 nb_validated 846 model 1 (finishes Thu 12:20 -- 275/h)
20241031-06:21:01 nb_validated 813 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:21:16 nb_validated 848 model 1 (finishes Thu 12:20 -- 276/h)
20241031-06:21:19 nb_validated 814 model 4 (finishes Thu 12:43 -- 264/h)
20241031-06:21:34 nb_validated 848 model 4 (finishes Thu 12:21 -- 275/h)
20241031-06:21:38 nb_validated 818 model 1 (finishes Thu 12:41 -- 265/h)
20241031-06:21:52 nb_validated 849 model 3 (finishes Thu 12:21 -- 275/h)
20241031-06:21:56 nb_validated 819 model 0 (finishes Thu 12:41 -- 265/h)
20241031-06:22:10 nb_validated 850 model 3 (finishes Thu 12:21 -- 275/h)
20241031-06:22:14 nb_validated 819 model 0 (finishes Thu 12:42 -- 265/h)
20241031-06:22:28 nb_validated 850 model 0 (finishes Thu 12:22 -- 274/h)
20241031-06:22:32 nb_validated 822 model 2 (finishes Thu 12:41 -- 265/h)
20241031-06:22:45 nb_validated 850 model 0 (finishes Thu 12:23 -- 274/h)
20241031-06:22:50 nb_validated 823 model 1 (finishes Thu 12:41 -- 265/h)
20241031-06:23:03 nb_validated 850 model 0 (finishes Thu 12:24 -- 274/h)
20241031-06:23:08 nb_validated 824 model 3 (finishes Thu 12:41 -- 265/h)
20241031-06:23:21 nb_validated 851 model 2 (finishes Thu 12:24 -- 274/h)
20241031-06:23:26 nb_validated 824 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:23:39 nb_validated 852 model 2 (finishes Thu 12:24 -- 273/h)
20241031-06:23:45 nb_validated 828 model 1 (finishes Thu 12:40 -- 266/h)
20241031-06:23:56 nb_validated 853 model 2 (finishes Thu 12:24 -- 273/h)
20241031-06:24:03 nb_validated 828 model 0 (finishes Thu 12:41 -- 265/h)
20241031-06:24:15 nb_validated 854 model 1 (finishes Thu 12:25 -- 273/h)
20241031-06:24:21 nb_validated 833 model 0 (finishes Thu 12:39 -- 266/h)
20241031-06:24:33 nb_validated 857 model 1 (finishes Thu 12:24 -- 274/h)
20241031-06:24:39 nb_validated 833 model 1 (finishes Thu 12:40 -- 266/h)
20241031-06:24:51 nb_validated 859 model 1 (finishes Thu 12:23 -- 274/h)
20241031-06:24:57 nb_validated 837 model 1 (finishes Thu 12:38 -- 267/h)
20241031-06:25:09 nb_validated 860 model 0 (finishes Thu 12:23 -- 274/h)
20241031-06:25:15 nb_validated 837 model 3 (finishes Thu 12:39 -- 266/h)
20241031-06:25:27 nb_validated 863 model 0 (finishes Thu 12:22 -- 274/h)
20241031-06:25:34 nb_validated 838 model 3 (finishes Thu 12:39 -- 266/h)
20241031-06:25:45 nb_validated 863 model 4 (finishes Thu 12:23 -- 274/h)
20241031-06:25:51 nb_validated 839 model 0 (finishes Thu 12:39 -- 266/h)
20241031-06:26:03 nb_validated 865 model 3 (finishes Thu 12:23 -- 274/h)
20241031-06:26:09 nb_validated 842 model 0 (finishes Thu 12:38 -- 267/h)
20241031-06:26:21 nb_validated 866 model 4 (finishes Thu 12:23 -- 274/h)
20241031-06:26:27 nb_validated 843 model 1 (finishes Thu 12:38 -- 266/h)
20241031-06:26:39 nb_validated 869 model 3 (finishes Thu 12:22 -- 274/h)
20241031-06:26:45 nb_validated 844 model 0 (finishes Thu 12:39 -- 266/h)
20241031-06:26:58 nb_validated 870 model 0 (finishes Thu 12:22 -- 274/h)
20241031-06:27:03 nb_validated 847 model 0 (finishes Thu 12:37 -- 267/h)
20241031-06:27:16 nb_validated 872 model 3 (finishes Thu 12:22 -- 274/h)
20241031-06:27:21 nb_validated 848 model 4 (finishes Thu 12:38 -- 267/h)
20241031-06:27:34 nb_validated 873 model 0 (finishes Thu 12:22 -- 274/h)
20241031-06:27:39 nb_validated 848 model 2 (finishes Thu 12:39 -- 266/h)
20241031-06:27:51 nb_validated 876 model 2 (finishes Thu 12:21 -- 275/h)
20241031-06:27:57 nb_validated 849 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:28:10 nb_validated 878 model 3 (finishes Thu 12:21 -- 275/h)
20241031-06:28:15 nb_validated 849 model 4 (finishes Thu 12:40 -- 266/h)
20241031-06:28:28 nb_validated 882 model 4 (finishes Thu 12:19 -- 276/h)
20241031-06:28:33 nb_validated 850 model 3 (finishes Thu 12:40 -- 266/h)
20241031-06:28:46 nb_validated 884 model 4 (finishes Thu 12:19 -- 276/h)
20241031-06:28:51 nb_validated 850 model 1 (finishes Thu 12:41 -- 265/h)
20241031-06:29:04 nb_validated 885 model 1 (finishes Thu 12:19 -- 276/h)
20241031-06:29:09 nb_validated 852 model 4 (finishes Thu 12:40 -- 266/h)
20241031-06:29:23 nb_validated 886 model 3 (finishes Thu 12:19 -- 276/h)
20241031-06:29:27 nb_validated 853 model 2 (finishes Thu 12:41 -- 265/h)
20241031-06:29:40 nb_validated 886 model 4 (finishes Thu 12:20 -- 275/h)
20241031-06:29:45 nb_validated 854 model 4 (finishes Thu 12:41 -- 265/h)
20241031-06:29:58 nb_validated 888 model 4 (finishes Thu 12:20 -- 276/h)
20241031-06:30:03 nb_validated 857 model 4 (finishes Thu 12:40 -- 266/h)
20241031-06:30:16 nb_validated 888 model 2 (finishes Thu 12:21 -- 275/h)
20241031-06:30:20 nb_validated 858 model 0 (finishes Thu 12:40 -- 266/h)
20241031-06:30:34 nb_validated 889 model 1 (finishes Thu 12:21 -- 275/h)
20241031-06:30:38 nb_validated 859 model 0 (finishes Thu 12:40 -- 266/h)
20241031-06:30:52 nb_validated 890 model 3 (finishes Thu 12:21 -- 275/h)
20241031-06:30:57 nb_validated 859 model 1 (finishes Thu 12:41 -- 265/h)
20241031-06:31:10 nb_validated 891 model 1 (finishes Thu 12:21 -- 275/h)
20241031-06:31:15 nb_validated 861 model 1 (finishes Thu 12:41 -- 265/h)
20241031-06:31:29 nb_validated 893 model 1 (finishes Thu 12:21 -- 275/h)
20241031-06:31:33 nb_validated 867 model 2 (finishes Thu 12:37 -- 267/h)
20241031-06:31:47 nb_validated 893 model 3 (finishes Thu 12:22 -- 275/h)
20241031-06:31:51 nb_validated 868 model 3 (finishes Thu 12:38 -- 267/h)
20241031-06:32:06 nb_validated 893 model 4 (finishes Thu 12:23 -- 274/h)
20241031-06:32:09 nb_validated 870 model 3 (finishes Thu 12:37 -- 267/h)
20241031-06:32:24 nb_validated 897 model 1 (finishes Thu 12:21 -- 275/h)
20241031-06:32:27 nb_validated 872 model 3 (finishes Thu 12:37 -- 267/h)
20241031-06:32:42 nb_validated 899 model 4 (finishes Thu 12:21 -- 275/h)
20241031-06:32:45 nb_validated 873 model 1 (finishes Thu 12:37 -- 267/h)
20241031-06:33:01 nb_validated 903 model 1 (finishes Thu 12:19 -- 276/h)
20241031-06:33:03 nb_validated 874 model 4 (finishes Thu 12:37 -- 267/h)
20241031-06:33:19 nb_validated 905 model 3 (finishes Thu 12:19 -- 276/h)
20241031-06:33:21 nb_validated 875 model 2 (finishes Thu 12:38 -- 267/h)
20241031-06:33:38 nb_validated 906 model 1 (finishes Thu 12:19 -- 276/h)
20241031-06:33:39 nb_validated 877 model 1 (finishes Thu 12:37 -- 267/h)
20241031-06:33:56 nb_validated 908 model 3 (finishes Thu 12:19 -- 276/h)
20241031-06:33:57 nb_validated 877 model 2 (finishes Thu 12:38 -- 267/h)
20241031-06:34:14 nb_validated 908 model 3 (finishes Thu 12:20 -- 276/h)
20241031-06:34:15 nb_validated 878 model 3 (finishes Thu 12:38 -- 267/h)
20241031-06:34:32 nb_validated 908 model 4 (finishes Thu 12:20 -- 275/h)
20241031-06:34:33 nb_validated 880 model 0 (finishes Thu 12:38 -- 267/h)
20241031-06:34:50 nb_validated 910 model 3 (finishes Thu 12:20 -- 275/h)
20241031-06:34:51 nb_validated 880 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:35:08 nb_validated 912 model 0 (finishes Thu 12:20 -- 276/h)
20241031-06:35:10 nb_validated 880 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:35:26 nb_validated 914 model 3 (finishes Thu 12:19 -- 276/h)
20241031-06:35:27 nb_validated 883 model 0 (finishes Thu 12:38 -- 266/h)
20241031-06:35:45 nb_validated 916 model 4 (finishes Thu 12:19 -- 276/h)
20241031-06:35:45 nb_validated 885 model 2 (finishes Thu 12:38 -- 267/h)
20241031-06:36:03 nb_validated 918 model 3 (finishes Thu 12:19 -- 276/h)
20241031-06:36:03 nb_validated 887 model 0 (finishes Thu 12:38 -- 267/h)
20241031-06:36:21 nb_validated 921 model 0 (finishes Thu 12:18 -- 277/h)
20241031-06:36:21 nb_validated 888 model 0 (finishes Thu 12:38 -- 267/h)
20241031-06:36:39 nb_validated 921 model 2 (finishes Thu 12:18 -- 276/h)
20241031-06:36:39 nb_validated 888 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:36:57 nb_validated 889 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:36:57 nb_validated 922 model 1 (finishes Thu 12:19 -- 276/h)
20241031-06:37:14 nb_validated 891 model 0 (finishes Thu 12:38 -- 266/h)
20241031-06:37:15 nb_validated 923 model 3 (finishes Thu 12:19 -- 276/h)
20241031-06:37:32 nb_validated 893 model 4 (finishes Thu 12:38 -- 267/h)
20241031-06:37:33 nb_validated 924 model 4 (finishes Thu 12:19 -- 276/h)
20241031-06:37:50 nb_validated 894 model 3 (finishes Thu 12:38 -- 267/h)
20241031-06:37:51 nb_validated 926 model 1 (finishes Thu 12:19 -- 276/h)
20241031-06:38:08 nb_validated 896 model 1 (finishes Thu 12:38 -- 267/h)
20241031-06:38:09 nb_validated 928 model 0 (finishes Thu 12:18 -- 276/h)
20241031-06:38:26 nb_validated 896 model 0 (finishes Thu 12:39 -- 266/h)
20241031-06:38:27 nb_validated 928 model 4 (finishes Thu 12:19 -- 276/h)
20241031-06:38:44 nb_validated 898 model 4 (finishes Thu 12:38 -- 267/h)
20241031-06:38:46 nb_validated 929 model 4 (finishes Thu 12:19 -- 276/h)
20241031-06:39:02 nb_validated 898 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:39:04 nb_validated 929 model 3 (finishes Thu 12:20 -- 275/h)
20241031-06:39:20 nb_validated 899 model 1 (finishes Thu 12:39 -- 266/h)
20241031-06:39:23 nb_validated 930 model 4 (finishes Thu 12:21 -- 275/h)
20241031-06:39:38 nb_validated 899 model 3 (finishes Thu 12:40 -- 266/h)
20241031-06:39:41 nb_validated 932 model 2 (finishes Thu 12:20 -- 275/h)
20241031-06:39:57 nb_validated 899 model 1 (finishes Thu 12:41 -- 265/h)
20241031-06:39:59 nb_validated 933 model 2 (finishes Thu 12:20 -- 275/h)
20241031-06:40:15 nb_validated 903 model 3 (finishes Thu 12:39 -- 266/h)
20241031-06:40:17 nb_validated 935 model 3 (finishes Thu 12:20 -- 275/h)
20241031-06:40:33 nb_validated 905 model 0 (finishes Thu 12:39 -- 266/h)
20241031-06:40:35 nb_validated 936 model 3 (finishes Thu 12:20 -- 275/h)
20241031-06:40:51 nb_validated 907 model 3 (finishes Thu 12:38 -- 266/h)
20241031-06:40:53 nb_validated 936 model 0 (finishes Thu 12:21 -- 275/h)
20241031-06:41:09 nb_validated 909 model 2 (finishes Thu 12:38 -- 267/h)
20241031-06:41:12 nb_validated 938 model 4 (finishes Thu 12:21 -- 275/h)
20241031-06:41:27 nb_validated 910 model 3 (finishes Thu 12:38 -- 267/h)
20241031-06:41:29 nb_validated 941 model 3 (finishes Thu 12:20 -- 276/h)
20241031-06:41:46 nb_validated 912 model 3 (finishes Thu 12:38 -- 267/h)
20241031-06:41:47 nb_validated 942 model 4 (finishes Thu 12:20 -- 275/h)
20241031-06:42:04 nb_validated 916 model 4 (finishes Thu 12:36 -- 268/h)
20241031-06:42:05 nb_validated 945 model 0 (finishes Thu 12:19 -- 276/h)
20241031-06:42:22 nb_validated 917 model 1 (finishes Thu 12:36 -- 267/h)
20241031-06:42:23 nb_validated 945 model 0 (finishes Thu 12:20 -- 276/h)
20241031-06:42:40 nb_validated 918 model 3 (finishes Thu 12:37 -- 267/h)
20241031-06:42:41 nb_validated 950 model 2 (finishes Thu 12:18 -- 277/h)
20241031-06:42:58 nb_validated 921 model 4 (finishes Thu 12:36 -- 268/h)
20241031-06:42:59 nb_validated 953 model 1 (finishes Thu 12:17 -- 277/h)
20241031-06:43:16 nb_validated 921 model 1 (finishes Thu 12:36 -- 267/h)
20241031-06:43:17 nb_validated 954 model 0 (finishes Thu 12:17 -- 277/h)
20241031-06:43:34 nb_validated 921 model 0 (finishes Thu 12:37 -- 267/h)
20241031-06:43:35 nb_validated 957 model 0 (finishes Thu 12:16 -- 277/h)
20241031-06:43:52 nb_validated 921 model 0 (finishes Thu 12:38 -- 267/h)
20241031-06:43:53 nb_validated 958 model 4 (finishes Thu 12:16 -- 277/h)
20241031-06:44:10 nb_validated 921 model 3 (finishes Thu 12:39 -- 266/h)
20241031-06:44:11 nb_validated 958 model 3 (finishes Thu 12:17 -- 277/h)
20241031-06:44:28 nb_validated 924 model 3 (finishes Thu 12:38 -- 267/h)
20241031-06:44:29 nb_validated 958 model 0 (finishes Thu 12:18 -- 277/h)
20241031-06:44:45 nb_validated 926 model 3 (finishes Thu 12:37 -- 267/h)
20241031-06:44:47 nb_validated 959 model 2 (finishes Thu 12:18 -- 276/h)
20241031-06:45:03 nb_validated 928 model 2 (finishes Thu 12:37 -- 267/h)
20241031-06:45:05 nb_validated 962 model 0 (finishes Thu 12:17 -- 277/h)
20241031-06:45:21 nb_validated 929 model 3 (finishes Thu 12:37 -- 267/h)
20241031-06:45:23 nb_validated 965 model 4 (finishes Thu 12:16 -- 277/h)
20241031-06:45:39 nb_validated 931 model 0 (finishes Thu 12:37 -- 267/h)
20241031-06:45:41 nb_validated 968 model 0 (finishes Thu 12:15 -- 278/h)
20241031-06:45:57 nb_validated 931 model 4 (finishes Thu 12:38 -- 267/h)
20241031-06:46:00 nb_validated 968 model 1 (finishes Thu 12:16 -- 277/h)
20241031-06:46:15 nb_validated 931 model 0 (finishes Thu 12:38 -- 266/h)
20241031-06:46:17 nb_validated 969 model 0 (finishes Thu 12:16 -- 277/h)
20241031-06:46:33 nb_validated 931 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:46:36 nb_validated 971 model 1 (finishes Thu 12:16 -- 277/h)
20241031-06:46:51 nb_validated 932 model 0 (finishes Thu 12:39 -- 266/h)
20241031-06:46:54 nb_validated 971 model 2 (finishes Thu 12:17 -- 277/h)
20241031-06:47:09 nb_validated 934 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:47:11 nb_validated 972 model 0 (finishes Thu 12:17 -- 277/h)
20241031-06:47:27 nb_validated 935 model 3 (finishes Thu 12:39 -- 266/h)
20241031-06:47:29 nb_validated 973 model 3 (finishes Thu 12:17 -- 277/h)
20241031-06:47:45 nb_validated 937 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:47:47 nb_validated 973 model 0 (finishes Thu 12:18 -- 276/h)
20241031-06:48:04 nb_validated 938 model 4 (finishes Thu 12:39 -- 266/h)
20241031-06:48:05 nb_validated 975 model 1 (finishes Thu 12:18 -- 277/h)
20241031-06:48:22 nb_validated 939 model 1 (finishes Thu 12:39 -- 266/h)
20241031-06:48:24 nb_validated 977 model 1 (finishes Thu 12:17 -- 277/h)
20241031-06:48:40 nb_validated 940 model 3 (finishes Thu 12:39 -- 266/h)
20241031-06:48:42 nb_validated 978 model 3 (finishes Thu 12:18 -- 277/h)
20241031-06:48:59 nb_validated 940 model 4 (finishes Thu 12:40 -- 266/h)
20241031-06:49:00 nb_validated 981 model 1 (finishes Thu 12:17 -- 277/h)
20241031-06:49:16 nb_validated 941 model 2 (finishes Thu 12:40 -- 265/h)
20241031-06:49:17 nb_validated 982 model 0 (finishes Thu 12:17 -- 277/h)
20241031-06:49:35 nb_validated 942 model 4 (finishes Thu 12:41 -- 265/h)
20241031-06:49:35 nb_validated 984 model 2 (finishes Thu 12:17 -- 277/h)
20241031-06:49:52 nb_validated 945 model 4 (finishes Thu 12:40 -- 266/h)
20241031-06:49:53 nb_validated 986 model 3 (finishes Thu 12:16 -- 277/h)
20241031-06:50:10 nb_validated 946 model 4 (finishes Thu 12:40 -- 266/h)
20241031-06:50:11 nb_validated 987 model 3 (finishes Thu 12:16 -- 277/h)
20241031-06:50:28 nb_validated 949 model 0 (finishes Thu 12:39 -- 266/h)
20241031-06:50:29 nb_validated 990 model 4 (finishes Thu 12:16 -- 278/h)
20241031-06:50:46 nb_validated 950 model 0 (finishes Thu 12:39 -- 266/h)
20241031-06:50:47 nb_validated 990 model 1 (finishes Thu 12:16 -- 277/h)
20241031-06:51:05 nb_validated 950 model 3 (finishes Thu 12:40 -- 266/h)
20241031-06:51:06 nb_validated 992 model 1 (finishes Thu 12:16 -- 278/h)
20241031-06:51:23 nb_validated 951 model 1 (finishes Thu 12:40 -- 266/h)
20241031-06:51:24 nb_validated 994 model 4 (finishes Thu 12:16 -- 278/h)
20241031-06:51:41 nb_validated 953 model 4 (finishes Thu 12:40 -- 266/h)
20241031-06:51:42 nb_validated 994 model 3 (finishes Thu 12:17 -- 277/h)
20241031-06:51:58 nb_validated 953 model 0 (finishes Thu 12:40 -- 265/h)
20241031-06:52:01 nb_validated 995 model 4 (finishes Thu 12:17 -- 277/h)
20241031-06:52:16 nb_validated 954 model 0 (finishes Thu 12:41 -- 265/h)
20241031-06:52:18 nb_validated 995 model 4 (finishes Thu 12:17 -- 277/h)
20241031-06:52:34 nb_validated 955 model 2 (finishes Thu 12:41 -- 265/h)
20241031-06:52:37 nb_validated 999 model 1 (finishes Thu 12:16 -- 277/h)
20241031-06:52:52 nb_validated 958 model 3 (finishes Thu 12:40 -- 266/h)
20241031-06:52:55 nb_validated 1000 model 4 (finishes Thu 12:16 -- 277/h)
20241031-06:53:10 nb_validated 958 model 1 (finishes Thu 12:41 -- 265/h)
20241031-06:53:13 nb_validated 1005 model 2 (finishes Thu 12:14 -- 278/h)
20241031-06:53:28 nb_validated 958 model 3 (finishes Thu 12:41 -- 265/h)
20241031-06:53:31 nb_validated 1006 model 3 (finishes Thu 12:15 -- 278/h)
20241031-06:53:46 nb_validated 958 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:53:50 nb_validated 1007 model 3 (finishes Thu 12:15 -- 278/h)
20241031-06:54:05 nb_validated 959 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:54:08 nb_validated 1007 model 4 (finishes Thu 12:16 -- 278/h)
20241031-06:54:22 nb_validated 961 model 2 (finishes Thu 12:42 -- 265/h)
20241031-06:54:25 nb_validated 1011 model 0 (finishes Thu 12:14 -- 278/h)
20241031-06:54:41 nb_validated 963 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:54:43 nb_validated 1014 model 3 (finishes Thu 12:13 -- 279/h)
20241031-06:54:59 nb_validated 963 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:55:02 nb_validated 1015 model 1 (finishes Thu 12:14 -- 279/h)
20241031-06:55:17 nb_validated 963 model 1 (finishes Thu 12:43 -- 264/h)
20241031-06:55:20 nb_validated 1018 model 1 (finishes Thu 12:13 -- 279/h)
20241031-06:55:35 nb_validated 964 model 1 (finishes Thu 12:43 -- 264/h)
20241031-06:55:38 nb_validated 1018 model 4 (finishes Thu 12:13 -- 279/h)
20241031-06:55:54 nb_validated 967 model 1 (finishes Thu 12:42 -- 265/h)
20241031-06:55:56 nb_validated 1019 model 4 (finishes Thu 12:14 -- 279/h)
20241031-06:56:12 nb_validated 968 model 1 (finishes Thu 12:43 -- 264/h)
20241031-06:56:14 nb_validated 1020 model 3 (finishes Thu 12:14 -- 279/h)
20241031-06:56:29 nb_validated 968 model 2 (finishes Thu 12:43 -- 264/h)
20241031-06:56:31 nb_validated 1021 model 0 (finishes Thu 12:14 -- 279/h)
20241031-06:56:48 nb_validated 970 model 1 (finishes Thu 12:43 -- 264/h)
20241031-06:56:49 nb_validated 1025 model 2 (finishes Thu 12:13 -- 279/h)
20241031-06:57:06 nb_validated 971 model 4 (finishes Thu 12:43 -- 264/h)
20241031-06:57:08 nb_validated 1026 model 1 (finishes Thu 12:13 -- 279/h)
20241031-06:57:24 nb_validated 972 model 1 (finishes Thu 12:43 -- 264/h)
20241031-06:57:26 nb_validated 1028 model 0 (finishes Thu 12:13 -- 279/h)
20241031-06:57:42 nb_validated 973 model 2 (finishes Thu 12:44 -- 264/h)
20241031-06:57:44 nb_validated 1030 model 4 (finishes Thu 12:12 -- 279/h)
20241031-06:58:00 nb_validated 975 model 3 (finishes Thu 12:43 -- 264/h)
20241031-06:58:02 nb_validated 1030 model 2 (finishes Thu 12:13 -- 279/h)
20241031-06:58:18 nb_validated 977 model 2 (finishes Thu 12:43 -- 264/h)
20241031-06:58:20 nb_validated 1030 model 4 (finishes Thu 12:14 -- 279/h)
20241031-06:58:36 nb_validated 978 model 0 (finishes Thu 12:43 -- 264/h)
20241031-06:58:39 nb_validated 1031 model 1 (finishes Thu 12:14 -- 279/h)
20241031-06:58:53 nb_validated 978 model 2 (finishes Thu 12:44 -- 264/h)
20241031-06:58:57 nb_validated 1032 model 2 (finishes Thu 12:14 -- 278/h)
20241031-06:59:11 nb_validated 979 model 1 (finishes Thu 12:44 -- 264/h)
20241031-06:59:15 nb_validated 1034 model 3 (finishes Thu 12:14 -- 279/h)
20241031-06:59:29 nb_validated 980 model 0 (finishes Thu 12:44 -- 264/h)
20241031-06:59:33 nb_validated 1036 model 4 (finishes Thu 12:14 -- 279/h)
20241031-06:59:47 nb_validated 982 model 4 (finishes Thu 12:44 -- 264/h)
20241031-06:59:51 nb_validated 1036 model 4 (finishes Thu 12:14 -- 278/h)
20241031-07:00:05 nb_validated 982 model 3 (finishes Thu 12:44 -- 264/h)
20241031-07:00:09 nb_validated 1037 model 4 (finishes Thu 12:14 -- 278/h)
20241031-07:00:23 nb_validated 982 model 3 (finishes Thu 12:45 -- 263/h)
20241031-07:00:28 nb_validated 1038 model 3 (finishes Thu 12:15 -- 278/h)
20241031-07:00:41 nb_validated 982 model 2 (finishes Thu 12:46 -- 263/h)
20241031-07:00:46 nb_validated 1039 model 1 (finishes Thu 12:15 -- 278/h)
20241031-07:00:59 nb_validated 982 model 2 (finishes Thu 12:47 -- 263/h)
20241031-07:01:05 nb_validated 1041 model 4 (finishes Thu 12:15 -- 278/h)
20241031-07:01:17 nb_validated 983 model 0 (finishes Thu 12:47 -- 262/h)
20241031-07:01:23 nb_validated 1042 model 4 (finishes Thu 12:15 -- 278/h)
20241031-07:01:35 nb_validated 984 model 1 (finishes Thu 12:47 -- 262/h)
20241031-07:01:41 nb_validated 1043 model 4 (finishes Thu 12:15 -- 278/h)
20241031-07:01:53 nb_validated 984 model 0 (finishes Thu 12:48 -- 262/h)
20241031-07:01:59 nb_validated 1043 model 4 (finishes Thu 12:16 -- 278/h)
20241031-07:02:11 nb_validated 984 model 2 (finishes Thu 12:49 -- 262/h)
20241031-07:02:17 nb_validated 1045 model 3 (finishes Thu 12:15 -- 278/h)
20241031-07:02:28 nb_validated 985 model 2 (finishes Thu 12:49 -- 262/h)
20241031-07:02:36 nb_validated 1046 model 1 (finishes Thu 12:16 -- 278/h)
20241031-07:02:46 nb_validated 988 model 1 (finishes Thu 12:48 -- 262/h)
20241031-07:02:54 nb_validated 1047 model 1 (finishes Thu 12:16 -- 278/h)
20241031-07:03:04 nb_validated 989 model 4 (finishes Thu 12:48 -- 262/h)
20241031-07:03:13 nb_validated 1047 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:03:22 nb_validated 990 model 0 (finishes Thu 12:48 -- 262/h)
20241031-07:03:31 nb_validated 1049 model 0 (finishes Thu 12:16 -- 277/h)
20241031-07:03:40 nb_validated 991 model 1 (finishes Thu 12:48 -- 262/h)
20241031-07:03:48 nb_validated 1049 model 2 (finishes Thu 12:17 -- 277/h)
20241031-07:03:58 nb_validated 995 model 3 (finishes Thu 12:47 -- 263/h)
20241031-07:04:06 nb_validated 1050 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:04:16 nb_validated 1000 model 4 (finishes Thu 12:45 -- 264/h)
20241031-07:04:24 nb_validated 1051 model 2 (finishes Thu 12:17 -- 277/h)
20241031-07:04:34 nb_validated 1001 model 3 (finishes Thu 12:45 -- 263/h)
20241031-07:04:43 nb_validated 1052 model 1 (finishes Thu 12:18 -- 277/h)
20241031-07:04:52 nb_validated 1003 model 2 (finishes Thu 12:44 -- 264/h)
20241031-07:05:01 nb_validated 1054 model 3 (finishes Thu 12:17 -- 277/h)
20241031-07:05:10 nb_validated 1005 model 0 (finishes Thu 12:44 -- 264/h)
20241031-07:05:19 nb_validated 1056 model 4 (finishes Thu 12:17 -- 277/h)
20241031-07:05:28 nb_validated 1007 model 4 (finishes Thu 12:44 -- 264/h)
20241031-07:05:37 nb_validated 1059 model 1 (finishes Thu 12:16 -- 277/h)
20241031-07:05:46 nb_validated 1008 model 4 (finishes Thu 12:44 -- 264/h)
20241031-07:05:56 nb_validated 1061 model 3 (finishes Thu 12:16 -- 278/h)
20241031-07:06:04 nb_validated 1012 model 4 (finishes Thu 12:42 -- 265/h)
20241031-07:06:14 nb_validated 1062 model 0 (finishes Thu 12:16 -- 277/h)
20241031-07:06:22 nb_validated 1012 model 3 (finishes Thu 12:43 -- 264/h)
20241031-07:06:32 nb_validated 1063 model 2 (finishes Thu 12:16 -- 277/h)
20241031-07:06:40 nb_validated 1013 model 2 (finishes Thu 12:43 -- 264/h)
20241031-07:06:50 nb_validated 1064 model 1 (finishes Thu 12:17 -- 277/h)
20241031-07:06:58 nb_validated 1014 model 2 (finishes Thu 12:43 -- 264/h)
20241031-07:07:08 nb_validated 1064 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:07:16 nb_validated 1014 model 0 (finishes Thu 12:44 -- 264/h)
20241031-07:07:26 nb_validated 1066 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:07:34 nb_validated 1017 model 4 (finishes Thu 12:43 -- 264/h)
20241031-07:07:45 nb_validated 1067 model 1 (finishes Thu 12:17 -- 277/h)
20241031-07:07:52 nb_validated 1017 model 4 (finishes Thu 12:44 -- 264/h)
20241031-07:08:03 nb_validated 1067 model 1 (finishes Thu 12:18 -- 277/h)
20241031-07:08:10 nb_validated 1020 model 2 (finishes Thu 12:43 -- 264/h)
20241031-07:08:22 nb_validated 1070 model 1 (finishes Thu 12:17 -- 277/h)
20241031-07:08:28 nb_validated 1020 model 4 (finishes Thu 12:44 -- 264/h)
20241031-07:08:40 nb_validated 1072 model 3 (finishes Thu 12:17 -- 277/h)
20241031-07:08:46 nb_validated 1022 model 1 (finishes Thu 12:43 -- 264/h)
20241031-07:08:58 nb_validated 1073 model 3 (finishes Thu 12:17 -- 277/h)
20241031-07:09:04 nb_validated 1023 model 3 (finishes Thu 12:44 -- 264/h)
20241031-07:09:17 nb_validated 1074 model 3 (finishes Thu 12:17 -- 277/h)
20241031-07:09:21 nb_validated 1024 model 1 (finishes Thu 12:44 -- 264/h)
20241031-07:09:35 nb_validated 1077 model 2 (finishes Thu 12:16 -- 277/h)
20241031-07:09:40 nb_validated 1026 model 1 (finishes Thu 12:43 -- 264/h)
20241031-07:09:53 nb_validated 1078 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:09:58 nb_validated 1027 model 0 (finishes Thu 12:44 -- 264/h)
20241031-07:10:11 nb_validated 1078 model 4 (finishes Thu 12:17 -- 277/h)
20241031-07:10:15 nb_validated 1027 model 0 (finishes Thu 12:44 -- 264/h)
20241031-07:10:29 nb_validated 1078 model 3 (finishes Thu 12:18 -- 277/h)
20241031-07:10:33 nb_validated 1027 model 0 (finishes Thu 12:45 -- 263/h)
20241031-07:10:47 nb_validated 1079 model 2 (finishes Thu 12:18 -- 276/h)
20241031-07:10:51 nb_validated 1028 model 3 (finishes Thu 12:45 -- 263/h)
20241031-07:11:05 nb_validated 1080 model 0 (finishes Thu 12:18 -- 276/h)
20241031-07:11:09 nb_validated 1030 model 2 (finishes Thu 12:45 -- 263/h)
20241031-07:11:24 nb_validated 1082 model 2 (finishes Thu 12:18 -- 276/h)
20241031-07:11:27 nb_validated 1032 model 1 (finishes Thu 12:44 -- 264/h)
20241031-07:11:42 nb_validated 1082 model 3 (finishes Thu 12:19 -- 276/h)
20241031-07:11:45 nb_validated 1035 model 0 (finishes Thu 12:44 -- 264/h)
20241031-07:12:01 nb_validated 1083 model 4 (finishes Thu 12:19 -- 276/h)
20241031-07:12:03 nb_validated 1038 model 2 (finishes Thu 12:43 -- 264/h)
20241031-07:12:19 nb_validated 1084 model 4 (finishes Thu 12:19 -- 276/h)
20241031-07:12:21 nb_validated 1038 model 4 (finishes Thu 12:43 -- 264/h)
20241031-07:12:37 nb_validated 1085 model 4 (finishes Thu 12:19 -- 276/h)
20241031-07:12:39 nb_validated 1039 model 4 (finishes Thu 12:44 -- 264/h)
20241031-07:12:55 nb_validated 1086 model 2 (finishes Thu 12:20 -- 276/h)
20241031-07:12:57 nb_validated 1040 model 4 (finishes Thu 12:44 -- 264/h)
20241031-07:13:13 nb_validated 1087 model 4 (finishes Thu 12:20 -- 276/h)
20241031-07:13:14 nb_validated 1041 model 0 (finishes Thu 12:44 -- 264/h)
20241031-07:13:32 nb_validated 1093 model 1 (finishes Thu 12:18 -- 277/h)
20241031-07:13:33 nb_validated 1045 model 3 (finishes Thu 12:42 -- 265/h)
20241031-07:13:50 nb_validated 1093 model 1 (finishes Thu 12:18 -- 276/h)
20241031-07:13:51 nb_validated 1047 model 1 (finishes Thu 12:42 -- 265/h)
20241031-07:14:09 nb_validated 1096 model 1 (finishes Thu 12:17 -- 277/h)
20241031-07:14:10 nb_validated 1048 model 1 (finishes Thu 12:42 -- 265/h)
20241031-07:14:27 nb_validated 1097 model 4 (finishes Thu 12:18 -- 277/h)
20241031-07:14:27 nb_validated 1049 model 0 (finishes Thu 12:42 -- 265/h)
20241031-07:14:45 nb_validated 1098 model 0 (finishes Thu 12:18 -- 277/h)
20241031-07:14:45 nb_validated 1050 model 3 (finishes Thu 12:43 -- 264/h)
20241031-07:15:03 nb_validated 1100 model 3 (finishes Thu 12:18 -- 277/h)
20241031-07:15:04 nb_validated 1052 model 0 (finishes Thu 12:42 -- 265/h)
20241031-07:15:21 nb_validated 1101 model 4 (finishes Thu 12:18 -- 277/h)
20241031-07:15:22 nb_validated 1053 model 3 (finishes Thu 12:42 -- 265/h)
20241031-07:15:39 nb_validated 1102 model 0 (finishes Thu 12:18 -- 277/h)
20241031-07:15:40 nb_validated 1055 model 2 (finishes Thu 12:42 -- 265/h)
20241031-07:15:57 nb_validated 1103 model 4 (finishes Thu 12:18 -- 276/h)
20241031-07:15:58 nb_validated 1056 model 1 (finishes Thu 12:42 -- 265/h)
20241031-07:16:15 nb_validated 1104 model 4 (finishes Thu 12:18 -- 276/h)
20241031-07:16:16 nb_validated 1058 model 3 (finishes Thu 12:42 -- 265/h)
20241031-07:16:33 nb_validated 1105 model 4 (finishes Thu 12:18 -- 276/h)
20241031-07:16:34 nb_validated 1060 model 3 (finishes Thu 12:42 -- 265/h)
20241031-07:16:51 nb_validated 1108 model 4 (finishes Thu 12:18 -- 277/h)
20241031-07:16:52 nb_validated 1061 model 4 (finishes Thu 12:42 -- 265/h)
20241031-07:17:09 nb_validated 1111 model 1 (finishes Thu 12:17 -- 277/h)
20241031-07:17:10 nb_validated 1061 model 2 (finishes Thu 12:42 -- 265/h)
20241031-07:17:27 nb_validated 1111 model 0 (finishes Thu 12:18 -- 277/h)
20241031-07:17:28 nb_validated 1062 model 2 (finishes Thu 12:43 -- 264/h)
20241031-07:17:45 nb_validated 1111 model 3 (finishes Thu 12:18 -- 276/h)
20241031-07:17:46 nb_validated 1065 model 1 (finishes Thu 12:42 -- 265/h)
20241031-07:18:03 nb_validated 1111 model 4 (finishes Thu 12:19 -- 276/h)
20241031-07:18:04 nb_validated 1066 model 4 (finishes Thu 12:42 -- 265/h)
20241031-07:18:21 nb_validated 1113 model 4 (finishes Thu 12:19 -- 276/h)
20241031-07:18:22 nb_validated 1066 model 0 (finishes Thu 12:43 -- 264/h)
20241031-07:18:40 nb_validated 1066 model 0 (finishes Thu 12:43 -- 264/h)
20241031-07:18:40 nb_validated 1116 model 1 (finishes Thu 12:18 -- 277/h)
20241031-07:18:58 nb_validated 1070 model 4 (finishes Thu 12:42 -- 265/h)
20241031-07:18:58 nb_validated 1119 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:19:15 nb_validated 1074 model 2 (finishes Thu 12:40 -- 265/h)
20241031-07:19:16 nb_validated 1121 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:19:33 nb_validated 1077 model 0 (finishes Thu 12:40 -- 266/h)
20241031-07:19:34 nb_validated 1122 model 3 (finishes Thu 12:17 -- 277/h)
20241031-07:19:51 nb_validated 1079 model 2 (finishes Thu 12:39 -- 266/h)
20241031-07:19:52 nb_validated 1123 model 2 (finishes Thu 12:17 -- 277/h)
20241031-07:20:10 nb_validated 1125 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:20:10 nb_validated 1080 model 2 (finishes Thu 12:39 -- 266/h)
20241031-07:20:28 nb_validated 1125 model 3 (finishes Thu 12:18 -- 277/h)
20241031-07:20:28 nb_validated 1080 model 0 (finishes Thu 12:40 -- 266/h)
20241031-07:20:46 nb_validated 1126 model 2 (finishes Thu 12:18 -- 277/h)
20241031-07:20:46 nb_validated 1081 model 3 (finishes Thu 12:40 -- 266/h)
20241031-07:21:03 nb_validated 1082 model 2 (finishes Thu 12:40 -- 266/h)
20241031-07:21:04 nb_validated 1127 model 2 (finishes Thu 12:18 -- 277/h)
20241031-07:21:21 nb_validated 1084 model 3 (finishes Thu 12:40 -- 266/h)
20241031-07:21:22 nb_validated 1127 model 3 (finishes Thu 12:19 -- 276/h)
20241031-07:21:39 nb_validated 1085 model 0 (finishes Thu 12:40 -- 266/h)
20241031-07:21:41 nb_validated 1128 model 3 (finishes Thu 12:19 -- 276/h)
20241031-07:21:56 nb_validated 1087 model 0 (finishes Thu 12:40 -- 266/h)
20241031-07:21:59 nb_validated 1129 model 2 (finishes Thu 12:19 -- 276/h)
20241031-07:22:15 nb_validated 1090 model 1 (finishes Thu 12:39 -- 266/h)
20241031-07:22:17 nb_validated 1130 model 3 (finishes Thu 12:19 -- 276/h)
20241031-07:22:32 nb_validated 1091 model 2 (finishes Thu 12:39 -- 266/h)
20241031-07:22:35 nb_validated 1130 model 4 (finishes Thu 12:20 -- 276/h)
20241031-07:22:50 nb_validated 1091 model 4 (finishes Thu 12:40 -- 266/h)
20241031-07:22:53 nb_validated 1134 model 2 (finishes Thu 12:19 -- 276/h)
20241031-07:23:08 nb_validated 1092 model 2 (finishes Thu 12:40 -- 266/h)
20241031-07:23:11 nb_validated 1134 model 2 (finishes Thu 12:19 -- 276/h)
20241031-07:23:26 nb_validated 1093 model 3 (finishes Thu 12:40 -- 266/h)
20241031-07:23:29 nb_validated 1136 model 2 (finishes Thu 12:19 -- 276/h)
20241031-07:23:45 nb_validated 1095 model 1 (finishes Thu 12:40 -- 266/h)
20241031-07:23:47 nb_validated 1140 model 3 (finishes Thu 12:18 -- 277/h)
20241031-07:24:03 nb_validated 1097 model 1 (finishes Thu 12:40 -- 266/h)
20241031-07:24:06 nb_validated 1141 model 3 (finishes Thu 12:18 -- 277/h)
20241031-07:24:22 nb_validated 1099 model 1 (finishes Thu 12:39 -- 266/h)
20241031-07:24:24 nb_validated 1141 model 3 (finishes Thu 12:19 -- 276/h)
20241031-07:24:40 nb_validated 1102 model 2 (finishes Thu 12:38 -- 266/h)
20241031-07:24:42 nb_validated 1142 model 0 (finishes Thu 12:19 -- 276/h)
20241031-07:24:57 nb_validated 1102 model 2 (finishes Thu 12:39 -- 266/h)
20241031-07:25:00 nb_validated 1143 model 1 (finishes Thu 12:19 -- 276/h)
20241031-07:25:16 nb_validated 1103 model 4 (finishes Thu 12:39 -- 266/h)
20241031-07:25:18 nb_validated 1144 model 4 (finishes Thu 12:19 -- 276/h)
20241031-07:25:34 nb_validated 1104 model 0 (finishes Thu 12:39 -- 266/h)
20241031-07:25:36 nb_validated 1144 model 2 (finishes Thu 12:20 -- 276/h)
20241031-07:25:53 nb_validated 1106 model 1 (finishes Thu 12:39 -- 266/h)
20241031-07:25:55 nb_validated 1148 model 1 (finishes Thu 12:19 -- 276/h)
20241031-07:26:11 nb_validated 1106 model 4 (finishes Thu 12:40 -- 266/h)
20241031-07:26:13 nb_validated 1148 model 1 (finishes Thu 12:19 -- 276/h)
20241031-07:26:28 nb_validated 1106 model 3 (finishes Thu 12:40 -- 265/h)
20241031-07:26:31 nb_validated 1149 model 2 (finishes Thu 12:19 -- 276/h)
20241031-07:26:47 nb_validated 1107 model 3 (finishes Thu 12:41 -- 265/h)
20241031-07:26:50 nb_validated 1152 model 1 (finishes Thu 12:19 -- 276/h)
20241031-07:27:05 nb_validated 1107 model 4 (finishes Thu 12:41 -- 265/h)
20241031-07:27:08 nb_validated 1154 model 3 (finishes Thu 12:18 -- 276/h)
20241031-07:27:22 nb_validated 1110 model 2 (finishes Thu 12:40 -- 266/h)
20241031-07:27:25 nb_validated 1156 model 2 (finishes Thu 12:18 -- 276/h)
20241031-07:27:40 nb_validated 1110 model 3 (finishes Thu 12:41 -- 265/h)
20241031-07:27:43 nb_validated 1160 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:27:58 nb_validated 1113 model 2 (finishes Thu 12:40 -- 266/h)
20241031-07:28:01 nb_validated 1162 model 0 (finishes Thu 12:17 -- 277/h)
20241031-07:28:15 nb_validated 1113 model 0 (finishes Thu 12:41 -- 265/h)
20241031-07:28:18 nb_validated 1163 model 2 (finishes Thu 12:17 -- 277/h)
20241031-07:28:33 nb_validated 1113 model 1 (finishes Thu 12:42 -- 265/h)
20241031-07:28:37 nb_validated 1163 model 2 (finishes Thu 12:17 -- 277/h)
20241031-07:28:51 nb_validated 1115 model 1 (finishes Thu 12:41 -- 265/h)
20241031-07:28:54 nb_validated 1164 model 2 (finishes Thu 12:18 -- 277/h)
20241031-07:29:10 nb_validated 1117 model 4 (finishes Thu 12:41 -- 265/h)
20241031-07:29:13 nb_validated 1165 model 1 (finishes Thu 12:18 -- 277/h)
20241031-07:29:28 nb_validated 1118 model 3 (finishes Thu 12:41 -- 265/h)
20241031-07:29:31 nb_validated 1166 model 2 (finishes Thu 12:18 -- 277/h)
20241031-07:29:46 nb_validated 1118 model 3 (finishes Thu 12:42 -- 265/h)
20241031-07:29:49 nb_validated 1166 model 3 (finishes Thu 12:19 -- 276/h)
20241031-07:30:04 nb_validated 1120 model 0 (finishes Thu 12:41 -- 265/h)
20241031-07:30:07 nb_validated 1168 model 4 (finishes Thu 12:18 -- 276/h)
20241031-07:30:22 nb_validated 1121 model 2 (finishes Thu 12:42 -- 265/h)
20241031-07:30:25 nb_validated 1168 model 0 (finishes Thu 12:19 -- 276/h)
20241031-07:30:40 nb_validated 1123 model 3 (finishes Thu 12:41 -- 265/h)
20241031-07:30:43 nb_validated 1170 model 4 (finishes Thu 12:19 -- 276/h)
20241031-07:30:58 nb_validated 1124 model 1 (finishes Thu 12:41 -- 265/h)
20241031-07:31:01 nb_validated 1171 model 3 (finishes Thu 12:19 -- 276/h)
20241031-07:31:16 nb_validated 1124 model 3 (finishes Thu 12:42 -- 265/h)
20241031-07:31:19 nb_validated 1173 model 3 (finishes Thu 12:19 -- 276/h)
20241031-07:31:34 nb_validated 1125 model 4 (finishes Thu 12:42 -- 265/h)
20241031-07:31:37 nb_validated 1175 model 1 (finishes Thu 12:18 -- 276/h)
20241031-07:31:52 nb_validated 1126 model 4 (finishes Thu 12:42 -- 265/h)
20241031-07:31:55 nb_validated 1175 model 0 (finishes Thu 12:19 -- 276/h)
20241031-07:32:10 nb_validated 1127 model 3 (finishes Thu 12:43 -- 264/h)
20241031-07:32:12 nb_validated 1176 model 2 (finishes Thu 12:19 -- 276/h)
20241031-07:32:28 nb_validated 1128 model 0 (finishes Thu 12:43 -- 264/h)
20241031-07:32:30 nb_validated 1176 model 0 (finishes Thu 12:20 -- 276/h)
20241031-07:32:46 nb_validated 1128 model 0 (finishes Thu 12:43 -- 264/h)
20241031-07:32:48 nb_validated 1176 model 3 (finishes Thu 12:20 -- 275/h)
20241031-07:33:04 nb_validated 1129 model 2 (finishes Thu 12:44 -- 264/h)
20241031-07:33:06 nb_validated 1179 model 2 (finishes Thu 12:20 -- 276/h)
20241031-07:33:22 nb_validated 1130 model 2 (finishes Thu 12:44 -- 264/h)
20241031-07:33:24 nb_validated 1179 model 3 (finishes Thu 12:20 -- 275/h)
20241031-07:33:40 nb_validated 1131 model 1 (finishes Thu 12:44 -- 264/h)
20241031-07:33:42 nb_validated 1179 model 3 (finishes Thu 12:21 -- 275/h)
20241031-07:33:58 nb_validated 1131 model 0 (finishes Thu 12:45 -- 264/h)
20241031-07:34:00 nb_validated 1180 model 1 (finishes Thu 12:21 -- 275/h)
20241031-07:34:16 nb_validated 1133 model 1 (finishes Thu 12:44 -- 264/h)
20241031-07:34:18 nb_validated 1183 model 1 (finishes Thu 12:20 -- 275/h)
20241031-07:34:33 nb_validated 1133 model 2 (finishes Thu 12:45 -- 263/h)
20241031-07:34:36 nb_validated 1185 model 2 (finishes Thu 12:20 -- 276/h)
20241031-07:34:52 nb_validated 1135 model 1 (finishes Thu 12:45 -- 264/h)
20241031-07:34:54 nb_validated 1186 model 1 (finishes Thu 12:20 -- 275/h)
20241031-07:35:11 nb_validated 1135 model 4 (finishes Thu 12:45 -- 263/h)
20241031-07:35:12 nb_validated 1187 model 4 (finishes Thu 12:20 -- 275/h)
20241031-07:35:28 nb_validated 1135 model 0 (finishes Thu 12:46 -- 263/h)
20241031-07:35:30 nb_validated 1188 model 0 (finishes Thu 12:20 -- 275/h)
20241031-07:35:46 nb_validated 1137 model 3 (finishes Thu 12:45 -- 263/h)
20241031-07:35:48 nb_validated 1191 model 0 (finishes Thu 12:20 -- 276/h)
20241031-07:36:04 nb_validated 1137 model 0 (finishes Thu 12:46 -- 263/h)
20241031-07:36:06 nb_validated 1193 model 1 (finishes Thu 12:19 -- 276/h)
20241031-07:36:22 nb_validated 1140 model 1 (finishes Thu 12:45 -- 263/h)
20241031-07:36:24 nb_validated 1194 model 2 (finishes Thu 12:20 -- 276/h)
20241031-07:36:40 nb_validated 1140 model 0 (finishes Thu 12:46 -- 263/h)
20241031-07:36:42 nb_validated 1194 model 0 (finishes Thu 12:20 -- 275/h)
20241031-07:36:58 nb_validated 1142 model 0 (finishes Thu 12:46 -- 263/h)
20241031-07:37:00 nb_validated 1194 model 4 (finishes Thu 12:21 -- 275/h)
20241031-07:37:17 nb_validated 1144 model 3 (finishes Thu 12:45 -- 263/h)
20241031-07:37:18 nb_validated 1194 model 4 (finishes Thu 12:22 -- 275/h)
20241031-07:37:34 nb_validated 1145 model 2 (finishes Thu 12:45 -- 263/h)
20241031-07:37:36 nb_validated 1195 model 4 (finishes Thu 12:22 -- 275/h)
20241031-07:37:53 nb_validated 1147 model 4 (finishes Thu 12:45 -- 263/h)
20241031-07:37:54 nb_validated 1195 model 4 (finishes Thu 12:22 -- 274/h)
20241031-07:38:11 nb_validated 1150 model 2 (finishes Thu 12:44 -- 264/h)
20241031-07:38:12 nb_validated 1196 model 3 (finishes Thu 12:23 -- 274/h)
20241031-07:38:29 nb_validated 1151 model 4 (finishes Thu 12:44 -- 264/h)
20241031-07:38:30 nb_validated 1196 model 0 (finishes Thu 12:23 -- 274/h)
20241031-07:38:47 nb_validated 1151 model 4 (finishes Thu 12:45 -- 263/h)
20241031-07:38:48 nb_validated 1196 model 0 (finishes Thu 12:24 -- 274/h)
20241031-07:39:04 nb_validated 1151 model 3 (finishes Thu 12:46 -- 263/h)
20241031-07:39:06 nb_validated 1197 model 0 (finishes Thu 12:24 -- 274/h)
20241031-07:39:22 nb_validated 1153 model 1 (finishes Thu 12:45 -- 263/h)
20241031-07:39:24 nb_validated 1197 model 3 (finishes Thu 12:25 -- 273/h)
20241031-07:39:40 nb_validated 1154 model 0 (finishes Thu 12:46 -- 263/h)
20241031-07:39:42 nb_validated 1197 model 3 (finishes Thu 12:25 -- 273/h)
20241031-07:39:57 nb_validated 1155 model 3 (finishes Thu 12:46 -- 263/h)
20241031-07:40:00 nb_validated 1201 model 4 (finishes Thu 12:24 -- 273/h)
20241031-07:40:15 nb_validated 1156 model 2 (finishes Thu 12:46 -- 263/h)
20241031-07:40:18 nb_validated 1202 model 1 (finishes Thu 12:24 -- 273/h)
20241031-07:40:33 nb_validated 1159 model 2 (finishes Thu 12:45 -- 263/h)
20241031-07:40:36 nb_validated 1203 model 2 (finishes Thu 12:24 -- 273/h)
20241031-07:40:51 nb_validated 1159 model 3 (finishes Thu 12:46 -- 263/h)
20241031-07:40:54 nb_validated 1204 model 2 (finishes Thu 12:24 -- 273/h)
20241031-07:41:09 nb_validated 1161 model 4 (finishes Thu 12:45 -- 263/h)
20241031-07:41:12 nb_validated 1206 model 2 (finishes Thu 12:24 -- 273/h)
20241031-07:41:26 nb_validated 1161 model 2 (finishes Thu 12:46 -- 263/h)
20241031-07:41:30 nb_validated 1206 model 4 (finishes Thu 12:25 -- 273/h)
20241031-07:41:44 nb_validated 1162 model 1 (finishes Thu 12:46 -- 263/h)
20241031-07:41:48 nb_validated 1206 model 4 (finishes Thu 12:25 -- 273/h)
20241031-07:42:03 nb_validated 1164 model 1 (finishes Thu 12:46 -- 263/h)
20241031-07:42:06 nb_validated 1211 model 0 (finishes Thu 12:24 -- 274/h)
20241031-07:42:20 nb_validated 1164 model 4 (finishes Thu 12:46 -- 263/h)
20241031-07:42:24 nb_validated 1211 model 3 (finishes Thu 12:24 -- 273/h)
20241031-07:42:37 nb_validated 1164 model 0 (finishes Thu 12:47 -- 262/h)
20241031-07:42:43 nb_validated 1213 model 1 (finishes Thu 12:24 -- 273/h)
20241031-07:42:56 nb_validated 1166 model 4 (finishes Thu 12:47 -- 263/h)
20241031-07:43:01 nb_validated 1213 model 0 (finishes Thu 12:25 -- 273/h)
20241031-07:43:14 nb_validated 1166 model 3 (finishes Thu 12:47 -- 262/h)
20241031-07:43:19 nb_validated 1215 model 4 (finishes Thu 12:24 -- 273/h)
20241031-07:43:32 nb_validated 1167 model 4 (finishes Thu 12:47 -- 262/h)
20241031-07:43:37 nb_validated 1218 model 0 (finishes Thu 12:24 -- 274/h)
20241031-07:43:51 nb_validated 1170 model 4 (finishes Thu 12:47 -- 263/h)
20241031-07:43:55 nb_validated 1221 model 4 (finishes Thu 12:23 -- 274/h)
20241031-07:44:08 nb_validated 1170 model 3 (finishes Thu 12:47 -- 262/h)
20241031-07:44:13 nb_validated 1221 model 3 (finishes Thu 12:24 -- 274/h)
20241031-07:44:26 nb_validated 1173 model 2 (finishes Thu 12:46 -- 263/h)
20241031-07:44:31 nb_validated 1222 model 2 (finishes Thu 12:24 -- 274/h)
20241031-07:44:44 nb_validated 1175 model 4 (finishes Thu 12:46 -- 263/h)
20241031-07:44:49 nb_validated 1224 model 3 (finishes Thu 12:24 -- 274/h)
20241031-07:45:02 nb_validated 1176 model 2 (finishes Thu 12:46 -- 263/h)
20241031-07:45:07 nb_validated 1224 model 4 (finishes Thu 12:24 -- 273/h)
20241031-07:45:20 nb_validated 1179 model 1 (finishes Thu 12:46 -- 263/h)
20241031-07:45:25 nb_validated 1224 model 3 (finishes Thu 12:25 -- 273/h)
20241031-07:45:38 nb_validated 1182 model 3 (finishes Thu 12:45 -- 263/h)
20241031-07:45:43 nb_validated 1225 model 0 (finishes Thu 12:25 -- 273/h)
20241031-07:45:57 nb_validated 1182 model 3 (finishes Thu 12:45 -- 263/h)
20241031-07:46:01 nb_validated 1225 model 2 (finishes Thu 12:26 -- 273/h)
20241031-07:46:14 nb_validated 1182 model 0 (finishes Thu 12:46 -- 263/h)
20241031-07:46:20 nb_validated 1226 model 4 (finishes Thu 12:26 -- 273/h)
20241031-07:46:32 nb_validated 1185 model 3 (finishes Thu 12:45 -- 263/h)
20241031-07:46:38 nb_validated 1227 model 1 (finishes Thu 12:26 -- 273/h)
20241031-07:46:50 nb_validated 1188 model 0 (finishes Thu 12:44 -- 264/h)
20241031-07:46:57 nb_validated 1229 model 3 (finishes Thu 12:26 -- 273/h)
20241031-07:47:09 nb_validated 1189 model 0 (finishes Thu 12:45 -- 264/h)
20241031-07:47:15 nb_validated 1229 model 1 (finishes Thu 12:26 -- 272/h)
20241031-07:47:26 nb_validated 1193 model 3 (finishes Thu 12:43 -- 264/h)
20241031-07:47:33 nb_validated 1229 model 2 (finishes Thu 12:27 -- 272/h)
20241031-07:47:45 nb_validated 1195 model 0 (finishes Thu 12:43 -- 264/h)
20241031-07:47:51 nb_validated 1230 model 2 (finishes Thu 12:27 -- 272/h)
20241031-07:48:02 nb_validated 1195 model 3 (finishes Thu 12:44 -- 264/h)
20241031-07:48:09 nb_validated 1230 model 3 (finishes Thu 12:28 -- 272/h)
20241031-07:48:20 nb_validated 1198 model 3 (finishes Thu 12:43 -- 264/h)
20241031-07:48:28 nb_validated 1230 model 3 (finishes Thu 12:28 -- 271/h)
20241031-07:48:38 nb_validated 1199 model 0 (finishes Thu 12:43 -- 264/h)
20241031-07:48:45 nb_validated 1231 model 2 (finishes Thu 12:28 -- 271/h)
20241031-07:48:56 nb_validated 1204 model 3 (finishes Thu 12:41 -- 265/h)
20241031-07:49:03 nb_validated 1232 model 3 (finishes Thu 12:29 -- 271/h)
20241031-07:49:13 nb_validated 1208 model 0 (finishes Thu 12:40 -- 266/h)
20241031-07:49:22 nb_validated 1233 model 4 (finishes Thu 12:29 -- 271/h)
20241031-07:49:32 nb_validated 1210 model 1 (finishes Thu 12:40 -- 266/h)
20241031-07:49:40 nb_validated 1233 model 4 (finishes Thu 12:29 -- 271/h)
20241031-07:49:50 nb_validated 1213 model 1 (finishes Thu 12:39 -- 266/h)
20241031-07:49:59 nb_validated 1235 model 1 (finishes Thu 12:29 -- 271/h)
20241031-07:50:08 nb_validated 1214 model 2 (finishes Thu 12:39 -- 266/h)
20241031-07:50:17 nb_validated 1237 model 4 (finishes Thu 12:29 -- 271/h)
20241031-07:50:26 nb_validated 1217 model 1 (finishes Thu 12:38 -- 267/h)
20241031-07:50:34 nb_validated 1238 model 0 (finishes Thu 12:29 -- 271/h)
20241031-07:50:44 nb_validated 1218 model 3 (finishes Thu 12:38 -- 266/h)
20241031-07:50:53 nb_validated 1243 model 1 (finishes Thu 12:27 -- 272/h)
20241031-07:51:02 nb_validated 1219 model 0 (finishes Thu 12:39 -- 266/h)
20241031-07:51:11 nb_validated 1245 model 1 (finishes Thu 12:27 -- 272/h)
20241031-07:51:20 nb_validated 1221 model 2 (finishes Thu 12:38 -- 267/h)
20241031-07:51:28 nb_validated 1246 model 0 (finishes Thu 12:27 -- 272/h)
20241031-07:51:38 nb_validated 1223 model 3 (finishes Thu 12:38 -- 267/h)
20241031-07:51:46 nb_validated 1247 model 0 (finishes Thu 12:27 -- 272/h)
20241031-07:51:57 nb_validated 1224 model 1 (finishes Thu 12:38 -- 267/h)
20241031-07:52:04 nb_validated 1249 model 0 (finishes Thu 12:27 -- 272/h)
20241031-07:52:15 nb_validated 1226 model 0 (finishes Thu 12:38 -- 267/h)
20241031-07:52:22 nb_validated 1252 model 4 (finishes Thu 12:26 -- 272/h)
20241031-07:52:33 nb_validated 1227 model 0 (finishes Thu 12:38 -- 267/h)
20241031-07:52:40 nb_validated 1253 model 4 (finishes Thu 12:27 -- 272/h)
20241031-07:52:51 nb_validated 1228 model 2 (finishes Thu 12:38 -- 267/h)
20241031-07:52:58 nb_validated 1254 model 2 (finishes Thu 12:27 -- 272/h)
20241031-07:53:08 nb_validated 1231 model 0 (finishes Thu 12:37 -- 267/h)
20241031-07:53:16 nb_validated 1254 model 0 (finishes Thu 12:27 -- 272/h)
20241031-07:53:27 nb_validated 1232 model 1 (finishes Thu 12:37 -- 267/h)
20241031-07:53:34 nb_validated 1255 model 4 (finishes Thu 12:27 -- 272/h)
20241031-07:53:45 nb_validated 1232 model 3 (finishes Thu 12:38 -- 267/h)
20241031-07:53:52 nb_validated 1256 model 2 (finishes Thu 12:28 -- 272/h)
20241031-07:54:03 nb_validated 1237 model 1 (finishes Thu 12:36 -- 267/h)
20241031-07:54:10 nb_validated 1257 model 2 (finishes Thu 12:28 -- 272/h)
20241031-07:54:21 nb_validated 1239 model 2 (finishes Thu 12:36 -- 268/h)
20241031-07:54:28 nb_validated 1258 model 4 (finishes Thu 12:28 -- 272/h)
20241031-07:54:39 nb_validated 1240 model 2 (finishes Thu 12:36 -- 267/h)
20241031-07:54:46 nb_validated 1259 model 4 (finishes Thu 12:28 -- 271/h)
20241031-07:54:56 nb_validated 1241 model 0 (finishes Thu 12:36 -- 267/h)
20241031-07:55:04 nb_validated 1262 model 2 (finishes Thu 12:27 -- 272/h)
20241031-07:55:14 nb_validated 1242 model 2 (finishes Thu 12:37 -- 267/h)
20241031-07:55:22 nb_validated 1262 model 4 (finishes Thu 12:28 -- 272/h)
20241031-07:55:32 nb_validated 1243 model 2 (finishes Thu 12:37 -- 267/h)
20241031-07:55:40 nb_validated 1264 model 1 (finishes Thu 12:28 -- 272/h)
20241031-07:55:49 nb_validated 1245 model 2 (finishes Thu 12:36 -- 267/h)
20241031-07:55:58 nb_validated 1265 model 2 (finishes Thu 12:28 -- 272/h)
20241031-07:56:07 nb_validated 1250 model 4 (finishes Thu 12:35 -- 268/h)
20241031-07:56:16 nb_validated 1267 model 2 (finishes Thu 12:28 -- 272/h)
20241031-07:56:25 nb_validated 1250 model 1 (finishes Thu 12:35 -- 268/h)
20241031-07:56:34 nb_validated 1269 model 3 (finishes Thu 12:27 -- 272/h)
20241031-07:56:43 nb_validated 1250 model 2 (finishes Thu 12:36 -- 268/h)
20241031-07:56:52 nb_validated 1271 model 0 (finishes Thu 12:27 -- 272/h)
20241031-07:57:00 nb_validated 1251 model 0 (finishes Thu 12:36 -- 268/h)
20241031-07:57:10 nb_validated 1273 model 3 (finishes Thu 12:27 -- 272/h)
20241031-07:57:19 nb_validated 1251 model 1 (finishes Thu 12:37 -- 267/h)
20241031-07:57:28 nb_validated 1273 model 3 (finishes Thu 12:27 -- 272/h)
20241031-07:57:37 nb_validated 1251 model 4 (finishes Thu 12:37 -- 267/h)
20241031-07:57:46 nb_validated 1276 model 0 (finishes Thu 12:27 -- 272/h)
20241031-07:57:56 nb_validated 1254 model 1 (finishes Thu 12:37 -- 267/h)
20241031-07:58:04 nb_validated 1277 model 4 (finishes Thu 12:27 -- 272/h)
20241031-07:58:14 nb_validated 1256 model 2 (finishes Thu 12:36 -- 267/h)
20241031-07:58:23 nb_validated 1278 model 3 (finishes Thu 12:27 -- 272/h)
20241031-07:58:32 nb_validated 1257 model 1 (finishes Thu 12:36 -- 267/h)
20241031-07:58:41 nb_validated 1279 model 0 (finishes Thu 12:27 -- 272/h)
20241031-07:58:50 nb_validated 1260 model 1 (finishes Thu 12:36 -- 268/h)
20241031-07:59:00 nb_validated 1280 model 1 (finishes Thu 12:27 -- 272/h)
20241031-07:59:08 nb_validated 1261 model 1 (finishes Thu 12:36 -- 268/h)
20241031-07:59:17 nb_validated 1282 model 0 (finishes Thu 12:27 -- 272/h)
20241031-07:59:26 nb_validated 1264 model 2 (finishes Thu 12:35 -- 268/h)
20241031-07:59:35 nb_validated 1282 model 0 (finishes Thu 12:28 -- 272/h)
20241031-07:59:44 nb_validated 1264 model 3 (finishes Thu 12:36 -- 268/h)
20241031-07:59:54 nb_validated 1283 model 3 (finishes Thu 12:28 -- 272/h)
20241031-08:00:02 nb_validated 1266 model 1 (finishes Thu 12:35 -- 268/h)
20241031-08:00:11 nb_validated 1284 model 4 (finishes Thu 12:28 -- 272/h)
20241031-08:00:21 nb_validated 1267 model 3 (finishes Thu 12:36 -- 268/h)
20241031-08:00:29 nb_validated 1285 model 1 (finishes Thu 12:28 -- 271/h)
20241031-08:00:39 nb_validated 1269 model 4 (finishes Thu 12:35 -- 268/h)
20241031-08:00:48 nb_validated 1286 model 1 (finishes Thu 12:28 -- 271/h)
20241031-08:00:57 nb_validated 1272 model 0 (finishes Thu 12:35 -- 268/h)
20241031-08:01:05 nb_validated 1289 model 0 (finishes Thu 12:27 -- 272/h)
20241031-08:01:15 nb_validated 1274 model 3 (finishes Thu 12:34 -- 268/h)
20241031-08:01:23 nb_validated 1290 model 3 (finishes Thu 12:28 -- 272/h)
20241031-08:01:33 nb_validated 1277 model 2 (finishes Thu 12:34 -- 269/h)
20241031-08:01:41 nb_validated 1290 model 0 (finishes Thu 12:28 -- 271/h)
20241031-08:01:51 nb_validated 1277 model 4 (finishes Thu 12:34 -- 268/h)
20241031-08:01:59 nb_validated 1291 model 2 (finishes Thu 12:28 -- 271/h)
20241031-08:02:10 nb_validated 1278 model 1 (finishes Thu 12:34 -- 268/h)
20241031-08:02:17 nb_validated 1291 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:02:27 nb_validated 1278 model 1 (finishes Thu 12:35 -- 268/h)
20241031-08:02:36 nb_validated 1292 model 3 (finishes Thu 12:29 -- 271/h)
20241031-08:02:45 nb_validated 1278 model 0 (finishes Thu 12:35 -- 268/h)
20241031-08:02:54 nb_validated 1293 model 1 (finishes Thu 12:29 -- 271/h)
20241031-08:03:03 nb_validated 1279 model 2 (finishes Thu 12:36 -- 268/h)
20241031-08:03:11 nb_validated 1293 model 0 (finishes Thu 12:30 -- 271/h)
20241031-08:03:21 nb_validated 1281 model 1 (finishes Thu 12:35 -- 268/h)
20241031-08:03:29 nb_validated 1295 model 2 (finishes Thu 12:30 -- 271/h)
20241031-08:03:39 nb_validated 1281 model 2 (finishes Thu 12:36 -- 268/h)
20241031-08:03:47 nb_validated 1297 model 1 (finishes Thu 12:29 -- 271/h)
20241031-08:03:57 nb_validated 1284 model 2 (finishes Thu 12:35 -- 268/h)
20241031-08:04:05 nb_validated 1297 model 0 (finishes Thu 12:30 -- 271/h)
20241031-08:04:15 nb_validated 1286 model 1 (finishes Thu 12:35 -- 268/h)
20241031-08:04:23 nb_validated 1297 model 0 (finishes Thu 12:30 -- 270/h)
20241031-08:04:33 nb_validated 1288 model 4 (finishes Thu 12:35 -- 268/h)
20241031-08:04:41 nb_validated 1299 model 1 (finishes Thu 12:30 -- 270/h)
20241031-08:04:51 nb_validated 1288 model 0 (finishes Thu 12:35 -- 268/h)
20241031-08:05:00 nb_validated 1299 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:05:10 nb_validated 1290 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:05:18 nb_validated 1299 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:05:27 nb_validated 1292 model 0 (finishes Thu 12:35 -- 268/h)
20241031-08:05:36 nb_validated 1301 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:05:45 nb_validated 1292 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:05:54 nb_validated 1304 model 3 (finishes Thu 12:30 -- 270/h)
20241031-08:06:03 nb_validated 1294 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:06:12 nb_validated 1306 model 2 (finishes Thu 12:30 -- 270/h)
20241031-08:06:21 nb_validated 1294 model 3 (finishes Thu 12:36 -- 268/h)
20241031-08:06:30 nb_validated 1307 model 0 (finishes Thu 12:30 -- 270/h)
20241031-08:06:39 nb_validated 1297 model 0 (finishes Thu 12:35 -- 268/h)
20241031-08:06:49 nb_validated 1308 model 1 (finishes Thu 12:30 -- 270/h)
20241031-08:06:57 nb_validated 1297 model 4 (finishes Thu 12:35 -- 268/h)
20241031-08:07:07 nb_validated 1308 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:07:15 nb_validated 1298 model 3 (finishes Thu 12:36 -- 268/h)
20241031-08:07:25 nb_validated 1308 model 2 (finishes Thu 12:32 -- 270/h)
20241031-08:07:33 nb_validated 1300 model 4 (finishes Thu 12:35 -- 268/h)
20241031-08:07:43 nb_validated 1308 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:07:51 nb_validated 1303 model 0 (finishes Thu 12:35 -- 268/h)
20241031-08:08:00 nb_validated 1308 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:08:09 nb_validated 1306 model 2 (finishes Thu 12:34 -- 269/h)
20241031-08:08:19 nb_validated 1308 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:08:27 nb_validated 1307 model 4 (finishes Thu 12:34 -- 269/h)
20241031-08:08:37 nb_validated 1308 model 4 (finishes Thu 12:34 -- 269/h)
20241031-08:08:45 nb_validated 1309 model 2 (finishes Thu 12:34 -- 269/h)
20241031-08:08:55 nb_validated 1308 model 3 (finishes Thu 12:34 -- 268/h)
20241031-08:09:03 nb_validated 1310 model 2 (finishes Thu 12:34 -- 269/h)
20241031-08:09:13 nb_validated 1309 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:09:21 nb_validated 1312 model 1 (finishes Thu 12:34 -- 269/h)
20241031-08:09:31 nb_validated 1310 model 0 (finishes Thu 12:35 -- 268/h)
20241031-08:09:39 nb_validated 1314 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:09:49 nb_validated 1311 model 4 (finishes Thu 12:35 -- 268/h)
20241031-08:09:57 nb_validated 1318 model 0 (finishes Thu 12:32 -- 269/h)
20241031-08:10:08 nb_validated 1312 model 1 (finishes Thu 12:35 -- 268/h)
20241031-08:10:15 nb_validated 1320 model 4 (finishes Thu 12:32 -- 270/h)
20241031-08:10:26 nb_validated 1312 model 0 (finishes Thu 12:36 -- 268/h)
20241031-08:10:33 nb_validated 1320 model 0 (finishes Thu 12:32 -- 269/h)
20241031-08:10:44 nb_validated 1312 model 0 (finishes Thu 12:36 -- 268/h)
20241031-08:10:51 nb_validated 1320 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:11:02 nb_validated 1315 model 2 (finishes Thu 12:35 -- 268/h)
20241031-08:11:09 nb_validated 1320 model 4 (finishes Thu 12:34 -- 269/h)
20241031-08:11:20 nb_validated 1317 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:11:28 nb_validated 1322 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:11:38 nb_validated 1318 model 1 (finishes Thu 12:35 -- 268/h)
20241031-08:11:46 nb_validated 1325 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:11:56 nb_validated 1319 model 3 (finishes Thu 12:36 -- 268/h)
20241031-08:12:04 nb_validated 1325 model 0 (finishes Thu 12:33 -- 269/h)
20241031-08:12:15 nb_validated 1320 model 3 (finishes Thu 12:36 -- 268/h)
20241031-08:12:21 nb_validated 1326 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:12:33 nb_validated 1320 model 1 (finishes Thu 12:36 -- 267/h)
20241031-08:12:39 nb_validated 1327 model 0 (finishes Thu 12:34 -- 269/h)
20241031-08:12:51 nb_validated 1322 model 1 (finishes Thu 12:36 -- 268/h)
20241031-08:12:57 nb_validated 1327 model 4 (finishes Thu 12:34 -- 269/h)
20241031-08:13:10 nb_validated 1327 model 4 (finishes Thu 12:34 -- 268/h)
20241031-08:13:15 nb_validated 1329 model 2 (finishes Thu 12:34 -- 269/h)
20241031-08:13:28 nb_validated 1327 model 0 (finishes Thu 12:35 -- 268/h)
20241031-08:13:33 nb_validated 1332 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:13:46 nb_validated 1327 model 1 (finishes Thu 12:36 -- 268/h)
20241031-08:13:51 nb_validated 1334 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:14:04 nb_validated 1329 model 2 (finishes Thu 12:35 -- 268/h)
20241031-08:14:09 nb_validated 1335 model 0 (finishes Thu 12:33 -- 269/h)
20241031-08:14:22 nb_validated 1330 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:14:26 nb_validated 1337 model 0 (finishes Thu 12:33 -- 269/h)
20241031-08:14:41 nb_validated 1332 model 1 (finishes Thu 12:35 -- 268/h)
20241031-08:14:45 nb_validated 1339 model 0 (finishes Thu 12:32 -- 269/h)
20241031-08:14:59 nb_validated 1333 model 2 (finishes Thu 12:35 -- 268/h)
20241031-08:15:02 nb_validated 1342 model 3 (finishes Thu 12:32 -- 270/h)
20241031-08:15:16 nb_validated 1333 model 2 (finishes Thu 12:36 -- 268/h)
20241031-08:15:20 nb_validated 1342 model 4 (finishes Thu 12:32 -- 269/h)
20241031-08:15:34 nb_validated 1333 model 2 (finishes Thu 12:36 -- 267/h)
20241031-08:15:38 nb_validated 1345 model 2 (finishes Thu 12:32 -- 270/h)
20241031-08:15:53 nb_validated 1333 model 0 (finishes Thu 12:37 -- 267/h)
20241031-08:15:56 nb_validated 1347 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:16:11 nb_validated 1334 model 4 (finishes Thu 12:37 -- 267/h)
20241031-08:16:14 nb_validated 1347 model 0 (finishes Thu 12:32 -- 270/h)
20241031-08:16:29 nb_validated 1335 model 2 (finishes Thu 12:37 -- 267/h)
20241031-08:16:31 nb_validated 1347 model 2 (finishes Thu 12:32 -- 269/h)
20241031-08:16:47 nb_validated 1336 model 1 (finishes Thu 12:37 -- 267/h)
20241031-08:16:49 nb_validated 1347 model 4 (finishes Thu 12:33 -- 269/h)
20241031-08:17:04 nb_validated 1337 model 2 (finishes Thu 12:38 -- 267/h)
20241031-08:17:07 nb_validated 1347 model 4 (finishes Thu 12:34 -- 269/h)
20241031-08:17:22 nb_validated 1337 model 4 (finishes Thu 12:38 -- 267/h)
20241031-08:17:25 nb_validated 1349 model 4 (finishes Thu 12:33 -- 269/h)
20241031-08:17:40 nb_validated 1337 model 0 (finishes Thu 12:39 -- 266/h)
20241031-08:17:43 nb_validated 1350 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:17:59 nb_validated 1338 model 1 (finishes Thu 12:39 -- 266/h)
20241031-08:18:01 nb_validated 1351 model 0 (finishes Thu 12:34 -- 269/h)
20241031-08:18:17 nb_validated 1339 model 1 (finishes Thu 12:39 -- 266/h)
20241031-08:18:19 nb_validated 1353 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:18:35 nb_validated 1341 model 2 (finishes Thu 12:39 -- 266/h)
20241031-08:18:37 nb_validated 1356 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:18:53 nb_validated 1342 model 2 (finishes Thu 12:39 -- 266/h)
20241031-08:18:55 nb_validated 1356 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:19:11 nb_validated 1342 model 2 (finishes Thu 12:39 -- 266/h)
20241031-08:19:13 nb_validated 1358 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:19:29 nb_validated 1342 model 3 (finishes Thu 12:40 -- 266/h)
20241031-08:19:32 nb_validated 1359 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:19:47 nb_validated 1346 model 1 (finishes Thu 12:39 -- 266/h)
20241031-08:19:50 nb_validated 1359 model 3 (finishes Thu 12:34 -- 269/h)
20241031-08:20:05 nb_validated 1347 model 2 (finishes Thu 12:39 -- 266/h)
20241031-08:20:08 nb_validated 1359 model 2 (finishes Thu 12:34 -- 268/h)
20241031-08:20:23 nb_validated 1349 model 3 (finishes Thu 12:39 -- 266/h)
20241031-08:20:26 nb_validated 1360 model 3 (finishes Thu 12:34 -- 268/h)
20241031-08:20:41 nb_validated 1350 model 3 (finishes Thu 12:39 -- 266/h)
20241031-08:20:44 nb_validated 1364 model 0 (finishes Thu 12:33 -- 269/h)
20241031-08:20:59 nb_validated 1352 model 0 (finishes Thu 12:39 -- 266/h)
20241031-08:21:02 nb_validated 1366 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:21:17 nb_validated 1353 model 0 (finishes Thu 12:39 -- 266/h)
20241031-08:21:21 nb_validated 1367 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:21:36 nb_validated 1353 model 0 (finishes Thu 12:39 -- 266/h)
20241031-08:21:39 nb_validated 1369 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:21:54 nb_validated 1353 model 2 (finishes Thu 12:40 -- 266/h)
20241031-08:21:57 nb_validated 1371 model 4 (finishes Thu 12:33 -- 269/h)
20241031-08:22:12 nb_validated 1355 model 2 (finishes Thu 12:40 -- 266/h)
20241031-08:22:14 nb_validated 1373 model 0 (finishes Thu 12:32 -- 269/h)
20241031-08:22:30 nb_validated 1357 model 2 (finishes Thu 12:39 -- 266/h)
20241031-08:22:33 nb_validated 1376 model 3 (finishes Thu 12:32 -- 270/h)
20241031-08:22:48 nb_validated 1358 model 2 (finishes Thu 12:39 -- 266/h)
20241031-08:22:51 nb_validated 1376 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:23:06 nb_validated 1361 model 1 (finishes Thu 12:39 -- 266/h)
20241031-08:23:09 nb_validated 1378 model 0 (finishes Thu 12:32 -- 270/h)
20241031-08:23:24 nb_validated 1362 model 0 (finishes Thu 12:39 -- 266/h)
20241031-08:23:27 nb_validated 1379 model 3 (finishes Thu 12:32 -- 269/h)
20241031-08:23:42 nb_validated 1364 model 4 (finishes Thu 12:39 -- 266/h)
20241031-08:23:44 nb_validated 1380 model 3 (finishes Thu 12:32 -- 269/h)
20241031-08:24:00 nb_validated 1366 model 4 (finishes Thu 12:38 -- 266/h)
20241031-08:24:03 nb_validated 1380 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:24:19 nb_validated 1367 model 1 (finishes Thu 12:39 -- 266/h)
20241031-08:24:20 nb_validated 1383 model 4 (finishes Thu 12:32 -- 269/h)
20241031-08:24:37 nb_validated 1369 model 3 (finishes Thu 12:38 -- 267/h)
20241031-08:24:39 nb_validated 1384 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:24:55 nb_validated 1370 model 0 (finishes Thu 12:38 -- 266/h)
20241031-08:24:56 nb_validated 1386 model 2 (finishes Thu 12:32 -- 270/h)
20241031-08:25:13 nb_validated 1372 model 4 (finishes Thu 12:38 -- 267/h)
20241031-08:25:14 nb_validated 1388 model 2 (finishes Thu 12:32 -- 270/h)
20241031-08:25:31 nb_validated 1372 model 4 (finishes Thu 12:39 -- 266/h)
20241031-08:25:33 nb_validated 1388 model 3 (finishes Thu 12:32 -- 269/h)
20241031-08:25:49 nb_validated 1375 model 1 (finishes Thu 12:38 -- 267/h)
20241031-08:25:50 nb_validated 1389 model 2 (finishes Thu 12:32 -- 269/h)
20241031-08:26:07 nb_validated 1379 model 1 (finishes Thu 12:37 -- 267/h)
20241031-08:26:08 nb_validated 1390 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:26:25 nb_validated 1380 model 2 (finishes Thu 12:37 -- 267/h)
20241031-08:26:26 nb_validated 1392 model 0 (finishes Thu 12:32 -- 269/h)
20241031-08:26:44 nb_validated 1380 model 3 (finishes Thu 12:38 -- 267/h)
20241031-08:26:44 nb_validated 1394 model 0 (finishes Thu 12:32 -- 270/h)
20241031-08:27:02 nb_validated 1382 model 4 (finishes Thu 12:37 -- 267/h)
20241031-08:27:02 nb_validated 1394 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:27:19 nb_validated 1385 model 3 (finishes Thu 12:37 -- 267/h)
20241031-08:27:20 nb_validated 1396 model 0 (finishes Thu 12:32 -- 269/h)
20241031-08:27:37 nb_validated 1398 model 2 (finishes Thu 12:32 -- 270/h)
20241031-08:27:38 nb_validated 1386 model 1 (finishes Thu 12:37 -- 267/h)
20241031-08:27:56 nb_validated 1400 model 1 (finishes Thu 12:32 -- 270/h)
20241031-08:27:56 nb_validated 1386 model 1 (finishes Thu 12:37 -- 267/h)
20241031-08:28:13 nb_validated 1401 model 3 (finishes Thu 12:32 -- 270/h)
20241031-08:28:14 nb_validated 1388 model 1 (finishes Thu 12:37 -- 267/h)
20241031-08:28:32 nb_validated 1401 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:28:32 nb_validated 1389 model 3 (finishes Thu 12:37 -- 267/h)
20241031-08:28:49 nb_validated 1402 model 4 (finishes Thu 12:33 -- 269/h)
20241031-08:28:50 nb_validated 1395 model 2 (finishes Thu 12:35 -- 268/h)
20241031-08:29:08 nb_validated 1403 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:29:08 nb_validated 1396 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:29:26 nb_validated 1403 model 4 (finishes Thu 12:33 -- 269/h)
20241031-08:29:27 nb_validated 1398 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:29:44 nb_validated 1407 model 3 (finishes Thu 12:32 -- 269/h)
20241031-08:29:45 nb_validated 1400 model 0 (finishes Thu 12:35 -- 268/h)
20241031-08:30:02 nb_validated 1407 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:30:03 nb_validated 1401 model 2 (finishes Thu 12:35 -- 268/h)
20241031-08:30:20 nb_validated 1407 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:30:21 nb_validated 1402 model 2 (finishes Thu 12:35 -- 268/h)
20241031-08:30:38 nb_validated 1408 model 4 (finishes Thu 12:33 -- 269/h)
20241031-08:30:39 nb_validated 1404 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:30:55 nb_validated 1409 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:30:58 nb_validated 1406 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:31:12 nb_validated 1410 model 2 (finishes Thu 12:34 -- 269/h)
20241031-08:31:15 nb_validated 1407 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:31:30 nb_validated 1413 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:31:33 nb_validated 1407 model 3 (finishes Thu 12:35 -- 268/h)
20241031-08:31:49 nb_validated 1416 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:31:51 nb_validated 1412 model 0 (finishes Thu 12:34 -- 269/h)
20241031-08:32:07 nb_validated 1417 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:32:10 nb_validated 1416 model 0 (finishes Thu 12:33 -- 269/h)
20241031-08:32:25 nb_validated 1419 model 0 (finishes Thu 12:32 -- 269/h)
20241031-08:32:28 nb_validated 1417 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:32:43 nb_validated 1420 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:32:45 nb_validated 1419 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:33:00 nb_validated 1420 model 4 (finishes Thu 12:33 -- 269/h)
20241031-08:33:03 nb_validated 1423 model 0 (finishes Thu 12:32 -- 270/h)
20241031-08:33:19 nb_validated 1423 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:33:21 nb_validated 1423 model 3 (finishes Thu 12:32 -- 269/h)
20241031-08:33:37 nb_validated 1426 model 3 (finishes Thu 12:32 -- 270/h)
20241031-08:33:39 nb_validated 1424 model 0 (finishes Thu 12:32 -- 269/h)
20241031-08:33:55 nb_validated 1428 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:33:58 nb_validated 1424 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:34:13 nb_validated 1428 model 3 (finishes Thu 12:32 -- 270/h)
20241031-08:34:16 nb_validated 1426 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:34:31 nb_validated 1430 model 3 (finishes Thu 12:32 -- 270/h)
20241031-08:34:34 nb_validated 1427 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:34:49 nb_validated 1430 model 2 (finishes Thu 12:32 -- 269/h)
20241031-08:34:53 nb_validated 1428 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:35:07 nb_validated 1434 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:35:11 nb_validated 1431 model 4 (finishes Thu 12:32 -- 269/h)
20241031-08:35:25 nb_validated 1437 model 1 (finishes Thu 12:30 -- 270/h)
20241031-08:35:30 nb_validated 1433 model 4 (finishes Thu 12:32 -- 269/h)
20241031-08:35:43 nb_validated 1438 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:35:48 nb_validated 1434 model 2 (finishes Thu 12:32 -- 269/h)
20241031-08:36:01 nb_validated 1438 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:36:06 nb_validated 1436 model 3 (finishes Thu 12:32 -- 270/h)
20241031-08:36:19 nb_validated 1441 model 4 (finishes Thu 12:30 -- 270/h)
20241031-08:36:24 nb_validated 1438 model 4 (finishes Thu 12:32 -- 270/h)
20241031-08:36:37 nb_validated 1441 model 0 (finishes Thu 12:31 -- 270/h)
20241031-08:36:43 nb_validated 1441 model 1 (finishes Thu 12:31 -- 270/h)
20241031-08:36:55 nb_validated 1442 model 0 (finishes Thu 12:31 -- 270/h)
20241031-08:37:01 nb_validated 1445 model 1 (finishes Thu 12:30 -- 270/h)
20241031-08:37:13 nb_validated 1443 model 2 (finishes Thu 12:31 -- 270/h)
20241031-08:37:20 nb_validated 1450 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:37:31 nb_validated 1443 model 4 (finishes Thu 12:32 -- 270/h)
20241031-08:37:38 nb_validated 1452 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:37:49 nb_validated 1446 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:37:56 nb_validated 1453 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:38:07 nb_validated 1447 model 0 (finishes Thu 12:31 -- 270/h)
20241031-08:38:14 nb_validated 1454 model 2 (finishes Thu 12:29 -- 271/h)
20241031-08:38:24 nb_validated 1447 model 2 (finishes Thu 12:32 -- 270/h)
20241031-08:38:32 nb_validated 1454 model 1 (finishes Thu 12:29 -- 271/h)
20241031-08:38:42 nb_validated 1448 model 2 (finishes Thu 12:32 -- 270/h)
20241031-08:38:50 nb_validated 1456 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:39:00 nb_validated 1448 model 3 (finishes Thu 12:32 -- 269/h)
20241031-08:39:08 nb_validated 1456 model 0 (finishes Thu 12:30 -- 271/h)
20241031-08:39:18 nb_validated 1448 model 4 (finishes Thu 12:33 -- 269/h)
20241031-08:39:26 nb_validated 1460 model 2 (finishes Thu 12:29 -- 271/h)
20241031-08:39:36 nb_validated 1449 model 4 (finishes Thu 12:33 -- 269/h)
20241031-08:39:44 nb_validated 1461 model 2 (finishes Thu 12:29 -- 271/h)
20241031-08:39:54 nb_validated 1451 model 1 (finishes Thu 12:33 -- 269/h)
20241031-08:40:01 nb_validated 1463 model 2 (finishes Thu 12:28 -- 271/h)
20241031-08:40:12 nb_validated 1452 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:40:20 nb_validated 1463 model 3 (finishes Thu 12:29 -- 271/h)
20241031-08:40:30 nb_validated 1454 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:40:37 nb_validated 1464 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:40:47 nb_validated 1455 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:40:55 nb_validated 1465 model 2 (finishes Thu 12:29 -- 271/h)
20241031-08:41:05 nb_validated 1455 model 0 (finishes Thu 12:33 -- 269/h)
20241031-08:41:14 nb_validated 1467 model 2 (finishes Thu 12:29 -- 271/h)
20241031-08:41:22 nb_validated 1458 model 0 (finishes Thu 12:33 -- 269/h)
20241031-08:41:31 nb_validated 1468 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:41:40 nb_validated 1460 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:41:49 nb_validated 1469 model 1 (finishes Thu 12:29 -- 271/h)
20241031-08:41:58 nb_validated 1464 model 0 (finishes Thu 12:31 -- 270/h)
20241031-08:42:08 nb_validated 1471 model 3 (finishes Thu 12:29 -- 271/h)
20241031-08:42:17 nb_validated 1466 model 1 (finishes Thu 12:31 -- 270/h)
20241031-08:42:26 nb_validated 1471 model 4 (finishes Thu 12:30 -- 271/h)
20241031-08:42:35 nb_validated 1469 model 2 (finishes Thu 12:31 -- 270/h)
20241031-08:42:43 nb_validated 1473 model 3 (finishes Thu 12:29 -- 271/h)
20241031-08:42:52 nb_validated 1474 model 3 (finishes Thu 12:29 -- 271/h)
20241031-08:43:01 nb_validated 1474 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:43:10 nb_validated 1474 model 2 (finishes Thu 12:30 -- 271/h)
20241031-08:43:20 nb_validated 1475 model 4 (finishes Thu 12:30 -- 271/h)
20241031-08:43:28 nb_validated 1476 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:43:38 nb_validated 1476 model 1 (finishes Thu 12:30 -- 271/h)
20241031-08:43:46 nb_validated 1477 model 4 (finishes Thu 12:30 -- 271/h)
20241031-08:43:56 nb_validated 1476 model 3 (finishes Thu 12:30 -- 270/h)
20241031-08:44:04 nb_validated 1480 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:44:14 nb_validated 1477 model 0 (finishes Thu 12:30 -- 270/h)
20241031-08:44:22 nb_validated 1481 model 2 (finishes Thu 12:29 -- 271/h)
20241031-08:44:32 nb_validated 1479 model 2 (finishes Thu 12:30 -- 270/h)
20241031-08:44:39 nb_validated 1483 model 2 (finishes Thu 12:29 -- 271/h)
20241031-08:44:50 nb_validated 1481 model 2 (finishes Thu 12:30 -- 271/h)
20241031-08:44:57 nb_validated 1485 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:45:08 nb_validated 1482 model 2 (finishes Thu 12:30 -- 270/h)
20241031-08:45:15 nb_validated 1486 model 3 (finishes Thu 12:29 -- 271/h)
20241031-08:45:26 nb_validated 1482 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:45:32 nb_validated 1489 model 2 (finishes Thu 12:28 -- 271/h)
20241031-08:45:44 nb_validated 1483 model 2 (finishes Thu 12:31 -- 270/h)
20241031-08:45:51 nb_validated 1489 model 2 (finishes Thu 12:29 -- 271/h)
20241031-08:46:02 nb_validated 1483 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:46:09 nb_validated 1490 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:46:20 nb_validated 1486 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:46:27 nb_validated 1490 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:46:38 nb_validated 1487 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:46:45 nb_validated 1492 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:46:56 nb_validated 1489 model 0 (finishes Thu 12:30 -- 270/h)
20241031-08:47:03 nb_validated 1493 model 1 (finishes Thu 12:29 -- 271/h)
20241031-08:47:13 nb_validated 1489 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:47:21 nb_validated 1495 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:47:32 nb_validated 1491 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:47:39 nb_validated 1498 model 4 (finishes Thu 12:28 -- 271/h)
20241031-08:47:50 nb_validated 1491 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:47:57 nb_validated 1500 model 0 (finishes Thu 12:28 -- 271/h)
20241031-08:48:08 nb_validated 1491 model 3 (finishes Thu 12:32 -- 270/h)
20241031-08:48:15 nb_validated 1502 model 4 (finishes Thu 12:28 -- 272/h)
20241031-08:48:27 nb_validated 1491 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:48:34 nb_validated 1505 model 3 (finishes Thu 12:27 -- 272/h)
20241031-08:48:45 nb_validated 1492 model 1 (finishes Thu 12:32 -- 269/h)
20241031-08:48:51 nb_validated 1506 model 2 (finishes Thu 12:27 -- 272/h)
20241031-08:49:03 nb_validated 1493 model 3 (finishes Thu 12:33 -- 269/h)
20241031-08:49:09 nb_validated 1509 model 0 (finishes Thu 12:27 -- 272/h)
20241031-08:49:20 nb_validated 1494 model 2 (finishes Thu 12:33 -- 269/h)
20241031-08:49:28 nb_validated 1510 model 1 (finishes Thu 12:27 -- 272/h)
20241031-08:49:39 nb_validated 1497 model 1 (finishes Thu 12:32 -- 270/h)
20241031-08:49:46 nb_validated 1513 model 2 (finishes Thu 12:26 -- 272/h)
20241031-08:49:57 nb_validated 1501 model 3 (finishes Thu 12:31 -- 270/h)
20241031-08:50:04 nb_validated 1514 model 4 (finishes Thu 12:26 -- 272/h)
20241031-08:50:15 nb_validated 1502 model 1 (finishes Thu 12:31 -- 270/h)
20241031-08:50:21 nb_validated 1519 model 2 (finishes Thu 12:25 -- 273/h)
20241031-08:50:33 nb_validated 1504 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:50:39 nb_validated 1521 model 4 (finishes Thu 12:25 -- 273/h)
20241031-08:50:51 nb_validated 1505 model 0 (finishes Thu 12:31 -- 270/h)
20241031-08:50:57 nb_validated 1521 model 2 (finishes Thu 12:25 -- 273/h)
20241031-08:51:09 nb_validated 1506 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:51:15 nb_validated 1524 model 4 (finishes Thu 12:25 -- 273/h)
20241031-08:51:27 nb_validated 1507 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:51:33 nb_validated 1526 model 2 (finishes Thu 12:25 -- 273/h)
20241031-08:51:45 nb_validated 1507 model 3 (finishes Thu 12:32 -- 270/h)
20241031-08:51:51 nb_validated 1526 model 0 (finishes Thu 12:25 -- 273/h)
20241031-08:52:03 nb_validated 1509 model 0 (finishes Thu 12:32 -- 270/h)
20241031-08:52:09 nb_validated 1527 model 4 (finishes Thu 12:25 -- 273/h)
20241031-08:52:21 nb_validated 1509 model 4 (finishes Thu 12:32 -- 269/h)
20241031-08:52:28 nb_validated 1528 model 1 (finishes Thu 12:25 -- 273/h)
20241031-08:52:39 nb_validated 1513 model 4 (finishes Thu 12:31 -- 270/h)
20241031-08:52:46 nb_validated 1528 model 1 (finishes Thu 12:26 -- 273/h)
20241031-08:52:58 nb_validated 1516 model 1 (finishes Thu 12:31 -- 270/h)
20241031-08:53:04 nb_validated 1529 model 1 (finishes Thu 12:26 -- 272/h)
20241031-08:53:16 nb_validated 1520 model 2 (finishes Thu 12:30 -- 271/h)
20241031-08:53:22 nb_validated 1533 model 1 (finishes Thu 12:25 -- 273/h)
20241031-08:53:34 nb_validated 1521 model 0 (finishes Thu 12:30 -- 271/h)
20241031-08:53:40 nb_validated 1537 model 0 (finishes Thu 12:24 -- 273/h)
20241031-08:53:52 nb_validated 1521 model 4 (finishes Thu 12:30 -- 270/h)
20241031-08:53:57 nb_validated 1537 model 4 (finishes Thu 12:25 -- 273/h)
20241031-08:54:10 nb_validated 1523 model 0 (finishes Thu 12:30 -- 271/h)
20241031-08:54:15 nb_validated 1538 model 3 (finishes Thu 12:25 -- 273/h)
20241031-08:54:28 nb_validated 1525 model 0 (finishes Thu 12:30 -- 271/h)
20241031-08:54:33 nb_validated 1539 model 0 (finishes Thu 12:25 -- 273/h)
20241031-08:54:46 nb_validated 1528 model 1 (finishes Thu 12:29 -- 271/h)
20241031-08:54:51 nb_validated 1541 model 4 (finishes Thu 12:25 -- 273/h)
20241031-08:55:05 nb_validated 1529 model 1 (finishes Thu 12:29 -- 271/h)
20241031-08:55:09 nb_validated 1543 model 0 (finishes Thu 12:24 -- 273/h)
20241031-08:55:23 nb_validated 1529 model 4 (finishes Thu 12:30 -- 271/h)
20241031-08:55:28 nb_validated 1543 model 3 (finishes Thu 12:25 -- 273/h)
20241031-08:55:41 nb_validated 1531 model 1 (finishes Thu 12:30 -- 271/h)
20241031-08:55:46 nb_validated 1545 model 1 (finishes Thu 12:25 -- 273/h)
20241031-08:55:59 nb_validated 1532 model 1 (finishes Thu 12:30 -- 271/h)
20241031-08:56:05 nb_validated 1546 model 3 (finishes Thu 12:25 -- 273/h)
20241031-08:56:17 nb_validated 1533 model 1 (finishes Thu 12:30 -- 271/h)
20241031-08:56:23 nb_validated 1549 model 0 (finishes Thu 12:24 -- 273/h)
20241031-08:56:36 nb_validated 1535 model 4 (finishes Thu 12:30 -- 271/h)
20241031-08:56:41 nb_validated 1552 model 1 (finishes Thu 12:24 -- 274/h)
20241031-08:56:54 nb_validated 1537 model 3 (finishes Thu 12:29 -- 271/h)
20241031-08:56:59 nb_validated 1554 model 2 (finishes Thu 12:23 -- 274/h)
20241031-08:57:12 nb_validated 1538 model 0 (finishes Thu 12:30 -- 271/h)
20241031-08:57:17 nb_validated 1556 model 3 (finishes Thu 12:23 -- 274/h)
20241031-08:57:30 nb_validated 1541 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:57:35 nb_validated 1558 model 4 (finishes Thu 12:23 -- 274/h)
20241031-08:57:48 nb_validated 1543 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:57:53 nb_validated 1559 model 1 (finishes Thu 12:23 -- 274/h)
20241031-08:58:05 nb_validated 1543 model 2 (finishes Thu 12:29 -- 271/h)
20241031-08:58:11 nb_validated 1560 model 1 (finishes Thu 12:23 -- 274/h)
20241031-08:58:23 nb_validated 1544 model 0 (finishes Thu 12:29 -- 271/h)
20241031-08:58:29 nb_validated 1563 model 3 (finishes Thu 12:23 -- 274/h)
20241031-08:58:42 nb_validated 1547 model 1 (finishes Thu 12:29 -- 271/h)
20241031-08:58:47 nb_validated 1566 model 1 (finishes Thu 12:22 -- 274/h)
20241031-08:59:00 nb_validated 1547 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:59:05 nb_validated 1568 model 3 (finishes Thu 12:22 -- 275/h)
20241031-08:59:18 nb_validated 1548 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:59:23 nb_validated 1569 model 1 (finishes Thu 12:22 -- 274/h)
20241031-08:59:36 nb_validated 1549 model 4 (finishes Thu 12:29 -- 271/h)
20241031-08:59:41 nb_validated 1571 model 4 (finishes Thu 12:22 -- 275/h)
20241031-08:59:54 nb_validated 1550 model 0 (finishes Thu 12:30 -- 271/h)
20241031-08:59:59 nb_validated 1571 model 1 (finishes Thu 12:22 -- 274/h)
20241031-09:00:12 nb_validated 1552 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:00:17 nb_validated 1573 model 2 (finishes Thu 12:22 -- 274/h)
20241031-09:00:31 nb_validated 1555 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:00:35 nb_validated 1573 model 4 (finishes Thu 12:23 -- 274/h)
20241031-09:00:49 nb_validated 1557 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:00:53 nb_validated 1575 model 2 (finishes Thu 12:22 -- 274/h)
20241031-09:01:06 nb_validated 1557 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:01:11 nb_validated 1577 model 1 (finishes Thu 12:22 -- 274/h)
20241031-09:01:24 nb_validated 1557 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:01:29 nb_validated 1578 model 1 (finishes Thu 12:22 -- 274/h)
20241031-09:01:42 nb_validated 1557 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:01:48 nb_validated 1579 model 1 (finishes Thu 12:22 -- 274/h)
20241031-09:02:00 nb_validated 1558 model 3 (finishes Thu 12:30 -- 270/h)
20241031-09:02:06 nb_validated 1579 model 3 (finishes Thu 12:23 -- 274/h)
20241031-09:02:17 nb_validated 1559 model 2 (finishes Thu 12:30 -- 270/h)
20241031-09:02:24 nb_validated 1581 model 0 (finishes Thu 12:23 -- 274/h)
20241031-09:02:36 nb_validated 1559 model 4 (finishes Thu 12:31 -- 270/h)
20241031-09:02:42 nb_validated 1581 model 1 (finishes Thu 12:23 -- 274/h)
20241031-09:02:54 nb_validated 1561 model 4 (finishes Thu 12:30 -- 270/h)
20241031-09:03:00 nb_validated 1582 model 3 (finishes Thu 12:23 -- 274/h)
20241031-09:03:12 nb_validated 1561 model 2 (finishes Thu 12:31 -- 270/h)
20241031-09:03:18 nb_validated 1582 model 0 (finishes Thu 12:24 -- 274/h)
20241031-09:03:30 nb_validated 1562 model 1 (finishes Thu 12:31 -- 270/h)
20241031-09:03:36 nb_validated 1583 model 1 (finishes Thu 12:24 -- 274/h)
20241031-09:03:48 nb_validated 1564 model 1 (finishes Thu 12:31 -- 270/h)
20241031-09:03:54 nb_validated 1583 model 3 (finishes Thu 12:24 -- 273/h)
20241031-09:04:06 nb_validated 1565 model 0 (finishes Thu 12:31 -- 270/h)
20241031-09:04:12 nb_validated 1585 model 4 (finishes Thu 12:24 -- 273/h)
20241031-09:04:24 nb_validated 1566 model 0 (finishes Thu 12:31 -- 270/h)
20241031-09:04:30 nb_validated 1589 model 1 (finishes Thu 12:23 -- 274/h)
20241031-09:04:42 nb_validated 1567 model 4 (finishes Thu 12:31 -- 270/h)
20241031-09:04:49 nb_validated 1589 model 4 (finishes Thu 12:24 -- 274/h)
20241031-09:05:00 nb_validated 1567 model 4 (finishes Thu 12:32 -- 270/h)
20241031-09:05:06 nb_validated 1591 model 2 (finishes Thu 12:24 -- 274/h)
20241031-09:05:18 nb_validated 1569 model 2 (finishes Thu 12:31 -- 270/h)
20241031-09:05:24 nb_validated 1592 model 3 (finishes Thu 12:24 -- 274/h)
20241031-09:05:36 nb_validated 1571 model 0 (finishes Thu 12:31 -- 270/h)
20241031-09:05:42 nb_validated 1593 model 0 (finishes Thu 12:24 -- 274/h)
20241031-09:05:53 nb_validated 1572 model 0 (finishes Thu 12:31 -- 270/h)
20241031-09:06:00 nb_validated 1593 model 4 (finishes Thu 12:24 -- 273/h)
20241031-09:06:12 nb_validated 1575 model 4 (finishes Thu 12:31 -- 270/h)
20241031-09:06:18 nb_validated 1597 model 0 (finishes Thu 12:23 -- 274/h)
20241031-09:06:30 nb_validated 1576 model 2 (finishes Thu 12:31 -- 270/h)
20241031-09:06:36 nb_validated 1597 model 3 (finishes Thu 12:24 -- 274/h)
20241031-09:06:48 nb_validated 1577 model 2 (finishes Thu 12:31 -- 270/h)
20241031-09:06:55 nb_validated 1597 model 1 (finishes Thu 12:24 -- 273/h)
20241031-09:07:05 nb_validated 1580 model 3 (finishes Thu 12:30 -- 270/h)
20241031-09:07:13 nb_validated 1597 model 1 (finishes Thu 12:25 -- 273/h)
20241031-09:07:23 nb_validated 1583 model 0 (finishes Thu 12:30 -- 271/h)
20241031-09:07:31 nb_validated 1600 model 4 (finishes Thu 12:24 -- 273/h)
20241031-09:07:41 nb_validated 1584 model 0 (finishes Thu 12:30 -- 271/h)
20241031-09:07:49 nb_validated 1600 model 2 (finishes Thu 12:25 -- 273/h)
20241031-09:07:59 nb_validated 1585 model 1 (finishes Thu 12:30 -- 270/h)
20241031-09:08:07 nb_validated 1601 model 1 (finishes Thu 12:25 -- 273/h)
20241031-09:08:17 nb_validated 1587 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:08:24 nb_validated 1602 model 4 (finishes Thu 12:25 -- 273/h)
20241031-09:08:36 nb_validated 1590 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:08:43 nb_validated 1602 model 1 (finishes Thu 12:25 -- 273/h)
20241031-09:08:54 nb_validated 1592 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:09:00 nb_validated 1603 model 2 (finishes Thu 12:25 -- 273/h)
20241031-09:09:12 nb_validated 1593 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:09:18 nb_validated 1606 model 0 (finishes Thu 12:25 -- 273/h)
20241031-09:09:30 nb_validated 1595 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:09:37 nb_validated 1608 model 3 (finishes Thu 12:25 -- 273/h)
20241031-09:09:48 nb_validated 1596 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:09:55 nb_validated 1610 model 4 (finishes Thu 12:25 -- 273/h)
20241031-09:10:06 nb_validated 1597 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:10:13 nb_validated 1612 model 1 (finishes Thu 12:24 -- 273/h)
20241031-09:10:24 nb_validated 1599 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:10:31 nb_validated 1613 model 1 (finishes Thu 12:24 -- 273/h)
20241031-09:10:42 nb_validated 1599 model 2 (finishes Thu 12:30 -- 271/h)
20241031-09:10:49 nb_validated 1613 model 4 (finishes Thu 12:25 -- 273/h)
20241031-09:11:00 nb_validated 1599 model 0 (finishes Thu 12:30 -- 271/h)
20241031-09:11:07 nb_validated 1615 model 0 (finishes Thu 12:25 -- 273/h)
20241031-09:11:18 nb_validated 1599 model 1 (finishes Thu 12:30 -- 270/h)
20241031-09:11:25 nb_validated 1617 model 4 (finishes Thu 12:24 -- 273/h)
20241031-09:11:36 nb_validated 1602 model 2 (finishes Thu 12:30 -- 271/h)
20241031-09:11:42 nb_validated 1618 model 0 (finishes Thu 12:25 -- 273/h)
20241031-09:11:55 nb_validated 1603 model 4 (finishes Thu 12:30 -- 270/h)
20241031-09:12:00 nb_validated 1621 model 3 (finishes Thu 12:24 -- 273/h)
20241031-09:12:13 nb_validated 1604 model 3 (finishes Thu 12:30 -- 270/h)
20241031-09:12:19 nb_validated 1623 model 1 (finishes Thu 12:24 -- 274/h)
20241031-09:12:31 nb_validated 1606 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:12:36 nb_validated 1624 model 0 (finishes Thu 12:24 -- 274/h)
20241031-09:12:49 nb_validated 1608 model 0 (finishes Thu 12:30 -- 271/h)
20241031-09:12:54 nb_validated 1627 model 0 (finishes Thu 12:23 -- 274/h)
20241031-09:13:07 nb_validated 1610 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:13:12 nb_validated 1628 model 0 (finishes Thu 12:24 -- 274/h)
20241031-09:13:25 nb_validated 1612 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:13:30 nb_validated 1630 model 3 (finishes Thu 12:23 -- 274/h)
20241031-09:13:43 nb_validated 1613 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:13:48 nb_validated 1630 model 4 (finishes Thu 12:24 -- 274/h)
20241031-09:14:02 nb_validated 1613 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:14:06 nb_validated 1630 model 2 (finishes Thu 12:24 -- 273/h)
20241031-09:14:19 nb_validated 1613 model 0 (finishes Thu 12:30 -- 270/h)
20241031-09:14:24 nb_validated 1633 model 3 (finishes Thu 12:24 -- 274/h)
20241031-09:14:38 nb_validated 1616 model 4 (finishes Thu 12:30 -- 271/h)
20241031-09:14:42 nb_validated 1637 model 3 (finishes Thu 12:23 -- 274/h)
20241031-09:14:56 nb_validated 1617 model 3 (finishes Thu 12:30 -- 271/h)
20241031-09:15:00 nb_validated 1638 model 4 (finishes Thu 12:23 -- 274/h)
20241031-09:15:14 nb_validated 1618 model 4 (finishes Thu 12:30 -- 270/h)
20241031-09:15:18 nb_validated 1640 model 3 (finishes Thu 12:23 -- 274/h)
20241031-09:15:32 nb_validated 1618 model 3 (finishes Thu 12:30 -- 270/h)
20241031-09:15:36 nb_validated 1643 model 4 (finishes Thu 12:22 -- 274/h)
20241031-09:15:51 nb_validated 1620 model 4 (finishes Thu 12:30 -- 270/h)
20241031-09:15:54 nb_validated 1645 model 2 (finishes Thu 12:22 -- 275/h)
20241031-09:16:09 nb_validated 1620 model 3 (finishes Thu 12:31 -- 270/h)
20241031-09:16:12 nb_validated 1645 model 3 (finishes Thu 12:22 -- 274/h)
20241031-09:16:27 nb_validated 1622 model 4 (finishes Thu 12:31 -- 270/h)
20241031-09:16:30 nb_validated 1645 model 3 (finishes Thu 12:23 -- 274/h)
20241031-09:16:45 nb_validated 1624 model 2 (finishes Thu 12:30 -- 270/h)
20241031-09:16:48 nb_validated 1646 model 4 (finishes Thu 12:23 -- 274/h)
20241031-09:17:03 nb_validated 1626 model 0 (finishes Thu 12:30 -- 270/h)
20241031-09:17:06 nb_validated 1646 model 3 (finishes Thu 12:23 -- 274/h)
20241031-09:17:20 nb_validated 1628 model 2 (finishes Thu 12:30 -- 271/h)
20241031-09:17:24 nb_validated 1651 model 4 (finishes Thu 12:22 -- 274/h)
20241031-09:17:39 nb_validated 1629 model 4 (finishes Thu 12:30 -- 271/h)
20241031-09:17:42 nb_validated 1653 model 1 (finishes Thu 12:22 -- 274/h)
20241031-09:17:57 nb_validated 1631 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:18:00 nb_validated 1656 model 2 (finishes Thu 12:21 -- 275/h)
20241031-09:18:15 nb_validated 1631 model 2 (finishes Thu 12:30 -- 270/h)
20241031-09:18:18 nb_validated 1659 model 0 (finishes Thu 12:21 -- 275/h)
20241031-09:18:33 nb_validated 1632 model 0 (finishes Thu 12:30 -- 270/h)
20241031-09:18:36 nb_validated 1662 model 3 (finishes Thu 12:20 -- 275/h)
20241031-09:18:51 nb_validated 1635 model 4 (finishes Thu 12:30 -- 271/h)
20241031-09:18:54 nb_validated 1662 model 3 (finishes Thu 12:21 -- 275/h)
20241031-09:19:09 nb_validated 1636 model 0 (finishes Thu 12:30 -- 271/h)
20241031-09:19:12 nb_validated 1662 model 4 (finishes Thu 12:21 -- 275/h)
20241031-09:19:28 nb_validated 1637 model 1 (finishes Thu 12:30 -- 270/h)
20241031-09:19:30 nb_validated 1662 model 1 (finishes Thu 12:22 -- 275/h)
20241031-09:19:46 nb_validated 1638 model 2 (finishes Thu 12:30 -- 270/h)
20241031-09:19:48 nb_validated 1663 model 0 (finishes Thu 12:22 -- 275/h)
20241031-09:20:03 nb_validated 1640 model 2 (finishes Thu 12:30 -- 271/h)
20241031-09:20:06 nb_validated 1663 model 0 (finishes Thu 12:22 -- 274/h)
20241031-09:20:22 nb_validated 1646 model 0 (finishes Thu 12:28 -- 271/h)
20241031-09:20:24 nb_validated 1664 model 3 (finishes Thu 12:22 -- 274/h)
20241031-09:20:39 nb_validated 1646 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:20:42 nb_validated 1665 model 2 (finishes Thu 12:23 -- 274/h)
20241031-09:20:58 nb_validated 1648 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:21:00 nb_validated 1665 model 4 (finishes Thu 12:23 -- 274/h)
20241031-09:21:16 nb_validated 1650 model 4 (finishes Thu 12:28 -- 271/h)
20241031-09:21:18 nb_validated 1669 model 4 (finishes Thu 12:22 -- 274/h)
20241031-09:21:34 nb_validated 1651 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:21:35 nb_validated 1671 model 1 (finishes Thu 12:22 -- 274/h)
20241031-09:21:52 nb_validated 1652 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:21:54 nb_validated 1675 model 4 (finishes Thu 12:21 -- 275/h)
20241031-09:22:11 nb_validated 1654 model 1 (finishes Thu 12:28 -- 271/h)
20241031-09:22:12 nb_validated 1676 model 4 (finishes Thu 12:21 -- 275/h)
20241031-09:22:29 nb_validated 1656 model 0 (finishes Thu 12:28 -- 271/h)
20241031-09:22:30 nb_validated 1677 model 0 (finishes Thu 12:21 -- 275/h)
20241031-09:22:46 nb_validated 1659 model 0 (finishes Thu 12:28 -- 272/h)
20241031-09:22:48 nb_validated 1678 model 4 (finishes Thu 12:21 -- 275/h)
20241031-09:23:04 nb_validated 1662 model 2 (finishes Thu 12:27 -- 272/h)
20241031-09:23:06 nb_validated 1678 model 3 (finishes Thu 12:22 -- 275/h)
20241031-09:23:22 nb_validated 1663 model 4 (finishes Thu 12:27 -- 272/h)
20241031-09:23:24 nb_validated 1682 model 2 (finishes Thu 12:21 -- 275/h)
20241031-09:23:40 nb_validated 1663 model 2 (finishes Thu 12:28 -- 272/h)
20241031-09:23:42 nb_validated 1683 model 4 (finishes Thu 12:21 -- 275/h)
20241031-09:23:58 nb_validated 1663 model 0 (finishes Thu 12:28 -- 271/h)
20241031-09:24:00 nb_validated 1686 model 1 (finishes Thu 12:21 -- 275/h)
20241031-09:24:16 nb_validated 1663 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:24:19 nb_validated 1688 model 3 (finishes Thu 12:21 -- 275/h)
20241031-09:24:34 nb_validated 1664 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:24:37 nb_validated 1690 model 1 (finishes Thu 12:20 -- 275/h)
20241031-09:24:52 nb_validated 1664 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:24:55 nb_validated 1691 model 2 (finishes Thu 12:20 -- 275/h)
20241031-09:25:11 nb_validated 1665 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:25:13 nb_validated 1692 model 2 (finishes Thu 12:21 -- 275/h)
20241031-09:25:29 nb_validated 1666 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:25:31 nb_validated 1692 model 1 (finishes Thu 12:21 -- 275/h)
20241031-09:25:47 nb_validated 1670 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:25:49 nb_validated 1696 model 4 (finishes Thu 12:20 -- 275/h)
20241031-09:26:05 nb_validated 1672 model 1 (finishes Thu 12:28 -- 271/h)
20241031-09:26:07 nb_validated 1698 model 4 (finishes Thu 12:20 -- 276/h)
20241031-09:26:23 nb_validated 1673 model 3 (finishes Thu 12:28 -- 271/h)
20241031-09:26:25 nb_validated 1701 model 2 (finishes Thu 12:19 -- 276/h)
20241031-09:26:42 nb_validated 1676 model 1 (finishes Thu 12:28 -- 272/h)
20241031-09:26:43 nb_validated 1702 model 3 (finishes Thu 12:20 -- 276/h)
20241031-09:27:00 nb_validated 1677 model 3 (finishes Thu 12:28 -- 271/h)
20241031-09:27:01 nb_validated 1703 model 0 (finishes Thu 12:20 -- 276/h)
20241031-09:27:18 nb_validated 1681 model 0 (finishes Thu 12:27 -- 272/h)
20241031-09:27:19 nb_validated 1706 model 0 (finishes Thu 12:19 -- 276/h)
20241031-09:27:36 nb_validated 1683 model 3 (finishes Thu 12:27 -- 272/h)
20241031-09:27:37 nb_validated 1707 model 3 (finishes Thu 12:19 -- 276/h)
20241031-09:27:55 nb_validated 1683 model 4 (finishes Thu 12:27 -- 272/h)
20241031-09:27:55 nb_validated 1710 model 1 (finishes Thu 12:19 -- 276/h)
20241031-09:28:13 nb_validated 1683 model 1 (finishes Thu 12:28 -- 272/h)
20241031-09:28:13 nb_validated 1711 model 4 (finishes Thu 12:19 -- 276/h)
20241031-09:28:31 nb_validated 1686 model 3 (finishes Thu 12:27 -- 272/h)
20241031-09:28:31 nb_validated 1711 model 4 (finishes Thu 12:19 -- 276/h)
20241031-09:28:49 nb_validated 1687 model 3 (finishes Thu 12:28 -- 272/h)
20241031-09:28:49 nb_validated 1711 model 0 (finishes Thu 12:20 -- 276/h)
20241031-09:29:07 nb_validated 1715 model 1 (finishes Thu 12:19 -- 276/h)
20241031-09:29:07 nb_validated 1687 model 3 (finishes Thu 12:28 -- 272/h)
20241031-09:29:25 nb_validated 1716 model 4 (finishes Thu 12:19 -- 276/h)
20241031-09:29:25 nb_validated 1690 model 4 (finishes Thu 12:27 -- 272/h)
20241031-09:29:43 nb_validated 1717 model 4 (finishes Thu 12:19 -- 276/h)
20241031-09:29:44 nb_validated 1691 model 3 (finishes Thu 12:28 -- 272/h)
20241031-09:30:01 nb_validated 1719 model 1 (finishes Thu 12:19 -- 276/h)
20241031-09:30:02 nb_validated 1693 model 0 (finishes Thu 12:27 -- 272/h)
20241031-09:30:19 nb_validated 1719 model 2 (finishes Thu 12:19 -- 276/h)
20241031-09:30:19 nb_validated 1696 model 0 (finishes Thu 12:27 -- 272/h)
20241031-09:30:36 nb_validated 1719 model 2 (finishes Thu 12:20 -- 276/h)
20241031-09:30:37 nb_validated 1697 model 4 (finishes Thu 12:27 -- 272/h)
20241031-09:30:55 nb_validated 1720 model 2 (finishes Thu 12:20 -- 276/h)
20241031-09:30:56 nb_validated 1698 model 2 (finishes Thu 12:27 -- 272/h)
20241031-09:31:13 nb_validated 1723 model 2 (finishes Thu 12:19 -- 276/h)
20241031-09:31:13 nb_validated 1699 model 0 (finishes Thu 12:27 -- 272/h)
20241031-09:31:31 nb_validated 1723 model 0 (finishes Thu 12:20 -- 276/h)
20241031-09:31:32 nb_validated 1699 model 1 (finishes Thu 12:28 -- 272/h)
20241031-09:31:48 nb_validated 1725 model 0 (finishes Thu 12:20 -- 276/h)
20241031-09:31:50 nb_validated 1700 model 4 (finishes Thu 12:28 -- 272/h)
20241031-09:32:06 nb_validated 1726 model 2 (finishes Thu 12:20 -- 276/h)
20241031-09:32:08 nb_validated 1700 model 4 (finishes Thu 12:28 -- 271/h)
20241031-09:32:24 nb_validated 1726 model 4 (finishes Thu 12:20 -- 275/h)
20241031-09:32:27 nb_validated 1701 model 1 (finishes Thu 12:28 -- 271/h)
20241031-09:32:42 nb_validated 1728 model 1 (finishes Thu 12:20 -- 275/h)
20241031-09:32:45 nb_validated 1705 model 4 (finishes Thu 12:27 -- 272/h)
20241031-09:33:00 nb_validated 1732 model 3 (finishes Thu 12:19 -- 276/h)
20241031-09:33:03 nb_validated 1707 model 2 (finishes Thu 12:27 -- 272/h)
20241031-09:33:18 nb_validated 1733 model 4 (finishes Thu 12:19 -- 276/h)
20241031-09:33:21 nb_validated 1707 model 1 (finishes Thu 12:28 -- 272/h)
20241031-09:33:36 nb_validated 1734 model 2 (finishes Thu 12:19 -- 276/h)
20241031-09:33:39 nb_validated 1708 model 1 (finishes Thu 12:28 -- 272/h)
20241031-09:33:54 nb_validated 1735 model 4 (finishes Thu 12:20 -- 276/h)
20241031-09:33:57 nb_validated 1708 model 4 (finishes Thu 12:28 -- 271/h)
20241031-09:34:12 nb_validated 1736 model 4 (finishes Thu 12:20 -- 276/h)
20241031-09:34:15 nb_validated 1709 model 0 (finishes Thu 12:28 -- 271/h)
20241031-09:34:30 nb_validated 1740 model 1 (finishes Thu 12:19 -- 276/h)
20241031-09:34:33 nb_validated 1710 model 0 (finishes Thu 12:28 -- 271/h)
20241031-09:34:49 nb_validated 1743 model 0 (finishes Thu 12:18 -- 276/h)
20241031-09:34:51 nb_validated 1712 model 2 (finishes Thu 12:28 -- 271/h)
20241031-09:35:07 nb_validated 1745 model 3 (finishes Thu 12:18 -- 276/h)
20241031-09:35:09 nb_validated 1712 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:35:25 nb_validated 1746 model 4 (finishes Thu 12:18 -- 276/h)
20241031-09:35:27 nb_validated 1713 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:35:43 nb_validated 1747 model 1 (finishes Thu 12:18 -- 276/h)
20241031-09:35:46 nb_validated 1715 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:36:01 nb_validated 1750 model 0 (finishes Thu 12:18 -- 277/h)
20241031-09:36:04 nb_validated 1717 model 0 (finishes Thu 12:28 -- 271/h)
20241031-09:36:19 nb_validated 1753 model 2 (finishes Thu 12:17 -- 277/h)
20241031-09:36:22 nb_validated 1717 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:36:37 nb_validated 1756 model 1 (finishes Thu 12:17 -- 277/h)
20241031-09:36:40 nb_validated 1718 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:36:55 nb_validated 1757 model 3 (finishes Thu 12:17 -- 277/h)
20241031-09:36:58 nb_validated 1718 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:37:13 nb_validated 1760 model 2 (finishes Thu 12:17 -- 277/h)
20241031-09:37:16 nb_validated 1718 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:37:31 nb_validated 1761 model 2 (finishes Thu 12:17 -- 277/h)
20241031-09:37:34 nb_validated 1720 model 2 (finishes Thu 12:30 -- 271/h)
20241031-09:37:49 nb_validated 1762 model 1 (finishes Thu 12:17 -- 277/h)
20241031-09:37:53 nb_validated 1721 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:38:07 nb_validated 1762 model 0 (finishes Thu 12:17 -- 277/h)
20241031-09:38:11 nb_validated 1723 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:38:25 nb_validated 1763 model 4 (finishes Thu 12:17 -- 277/h)
20241031-09:38:29 nb_validated 1726 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:38:42 nb_validated 1764 model 0 (finishes Thu 12:17 -- 277/h)
20241031-09:38:48 nb_validated 1727 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:39:00 nb_validated 1765 model 0 (finishes Thu 12:18 -- 277/h)
20241031-09:39:06 nb_validated 1727 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:39:18 nb_validated 1766 model 4 (finishes Thu 12:18 -- 277/h)
20241031-09:39:23 nb_validated 1730 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:39:36 nb_validated 1770 model 4 (finishes Thu 12:17 -- 277/h)
20241031-09:39:42 nb_validated 1730 model 0 (finishes Thu 12:30 -- 271/h)
20241031-09:39:54 nb_validated 1770 model 2 (finishes Thu 12:17 -- 277/h)
20241031-09:40:00 nb_validated 1731 model 3 (finishes Thu 12:30 -- 271/h)
20241031-09:40:12 nb_validated 1772 model 1 (finishes Thu 12:17 -- 277/h)
20241031-09:40:18 nb_validated 1733 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:40:30 nb_validated 1773 model 4 (finishes Thu 12:17 -- 277/h)
20241031-09:40:36 nb_validated 1737 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:40:48 nb_validated 1773 model 0 (finishes Thu 12:18 -- 277/h)
20241031-09:40:53 nb_validated 1738 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:41:06 nb_validated 1775 model 2 (finishes Thu 12:17 -- 277/h)
20241031-09:41:12 nb_validated 1738 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:41:24 nb_validated 1778 model 4 (finishes Thu 12:17 -- 277/h)
20241031-09:41:29 nb_validated 1740 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:41:42 nb_validated 1780 model 1 (finishes Thu 12:17 -- 277/h)
20241031-09:41:47 nb_validated 1741 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:41:59 nb_validated 1781 model 2 (finishes Thu 12:17 -- 277/h)
20241031-09:42:05 nb_validated 1743 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:42:17 nb_validated 1782 model 2 (finishes Thu 12:17 -- 277/h)
20241031-09:42:23 nb_validated 1744 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:42:35 nb_validated 1784 model 0 (finishes Thu 12:17 -- 277/h)
20241031-09:42:41 nb_validated 1744 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:42:53 nb_validated 1787 model 2 (finishes Thu 12:16 -- 277/h)
20241031-09:42:59 nb_validated 1750 model 4 (finishes Thu 12:28 -- 272/h)
20241031-09:43:11 nb_validated 1789 model 3 (finishes Thu 12:16 -- 277/h)
20241031-09:43:17 nb_validated 1751 model 3 (finishes Thu 12:28 -- 271/h)
20241031-09:43:29 nb_validated 1790 model 4 (finishes Thu 12:16 -- 277/h)
20241031-09:43:36 nb_validated 1752 model 1 (finishes Thu 12:28 -- 271/h)
20241031-09:43:47 nb_validated 1790 model 3 (finishes Thu 12:17 -- 277/h)
20241031-09:43:54 nb_validated 1752 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:44:05 nb_validated 1791 model 4 (finishes Thu 12:17 -- 277/h)
20241031-09:44:12 nb_validated 1752 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:44:23 nb_validated 1794 model 2 (finishes Thu 12:16 -- 277/h)
20241031-09:44:30 nb_validated 1755 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:44:40 nb_validated 1795 model 0 (finishes Thu 12:16 -- 277/h)
20241031-09:44:48 nb_validated 1757 model 3 (finishes Thu 12:28 -- 271/h)
20241031-09:44:59 nb_validated 1796 model 1 (finishes Thu 12:17 -- 277/h)
20241031-09:45:06 nb_validated 1758 model 0 (finishes Thu 12:28 -- 271/h)
20241031-09:45:17 nb_validated 1799 model 1 (finishes Thu 12:16 -- 277/h)
20241031-09:45:24 nb_validated 1759 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:45:35 nb_validated 1803 model 1 (finishes Thu 12:15 -- 278/h)
20241031-09:45:42 nb_validated 1759 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:45:53 nb_validated 1806 model 2 (finishes Thu 12:15 -- 278/h)
20241031-09:46:00 nb_validated 1760 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:46:11 nb_validated 1809 model 4 (finishes Thu 12:14 -- 278/h)
20241031-09:46:19 nb_validated 1761 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:46:29 nb_validated 1811 model 2 (finishes Thu 12:14 -- 278/h)
20241031-09:46:37 nb_validated 1761 model 1 (finishes Thu 12:30 -- 271/h)
20241031-09:46:48 nb_validated 1812 model 0 (finishes Thu 12:14 -- 278/h)
20241031-09:46:55 nb_validated 1762 model 0 (finishes Thu 12:30 -- 271/h)
20241031-09:47:06 nb_validated 1812 model 3 (finishes Thu 12:15 -- 278/h)
20241031-09:47:13 nb_validated 1764 model 3 (finishes Thu 12:30 -- 271/h)
20241031-09:47:23 nb_validated 1812 model 3 (finishes Thu 12:15 -- 278/h)
20241031-09:47:31 nb_validated 1764 model 3 (finishes Thu 12:30 -- 271/h)
20241031-09:47:41 nb_validated 1815 model 4 (finishes Thu 12:15 -- 278/h)
20241031-09:47:49 nb_validated 1764 model 4 (finishes Thu 12:30 -- 270/h)
20241031-09:48:00 nb_validated 1816 model 3 (finishes Thu 12:15 -- 278/h)
20241031-09:48:08 nb_validated 1766 model 4 (finishes Thu 12:30 -- 270/h)
20241031-09:48:18 nb_validated 1820 model 0 (finishes Thu 12:14 -- 279/h)
20241031-09:48:26 nb_validated 1768 model 3 (finishes Thu 12:30 -- 271/h)
20241031-09:48:36 nb_validated 1820 model 2 (finishes Thu 12:14 -- 278/h)
20241031-09:48:44 nb_validated 1769 model 3 (finishes Thu 12:30 -- 270/h)
20241031-09:48:54 nb_validated 1823 model 4 (finishes Thu 12:14 -- 279/h)
20241031-09:49:02 nb_validated 1771 model 3 (finishes Thu 12:30 -- 271/h)
20241031-09:49:12 nb_validated 1827 model 1 (finishes Thu 12:13 -- 279/h)
20241031-09:49:20 nb_validated 1772 model 2 (finishes Thu 12:30 -- 270/h)
20241031-09:49:31 nb_validated 1828 model 4 (finishes Thu 12:13 -- 279/h)
20241031-09:49:38 nb_validated 1777 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:49:48 nb_validated 1828 model 2 (finishes Thu 12:14 -- 279/h)
20241031-09:49:56 nb_validated 1778 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:50:06 nb_validated 1829 model 2 (finishes Thu 12:14 -- 279/h)
20241031-09:50:14 nb_validated 1781 model 0 (finishes Thu 12:28 -- 271/h)
20241031-09:50:24 nb_validated 1831 model 4 (finishes Thu 12:14 -- 279/h)
20241031-09:50:32 nb_validated 1781 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:50:42 nb_validated 1835 model 2 (finishes Thu 12:13 -- 279/h)
20241031-09:50:51 nb_validated 1784 model 4 (finishes Thu 12:28 -- 271/h)
20241031-09:51:00 nb_validated 1836 model 0 (finishes Thu 12:13 -- 279/h)
20241031-09:51:09 nb_validated 1785 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:51:18 nb_validated 1838 model 1 (finishes Thu 12:13 -- 279/h)
20241031-09:51:27 nb_validated 1786 model 1 (finishes Thu 12:29 -- 271/h)
20241031-09:51:36 nb_validated 1838 model 0 (finishes Thu 12:13 -- 279/h)
20241031-09:51:46 nb_validated 1786 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:51:54 nb_validated 1839 model 1 (finishes Thu 12:13 -- 279/h)
20241031-09:52:03 nb_validated 1787 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:52:12 nb_validated 1840 model 1 (finishes Thu 12:13 -- 279/h)
20241031-09:52:21 nb_validated 1788 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:52:30 nb_validated 1840 model 1 (finishes Thu 12:14 -- 279/h)
20241031-09:52:39 nb_validated 1790 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:52:49 nb_validated 1842 model 1 (finishes Thu 12:14 -- 279/h)
20241031-09:52:57 nb_validated 1792 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:53:06 nb_validated 1844 model 0 (finishes Thu 12:14 -- 279/h)
20241031-09:53:15 nb_validated 1794 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:53:24 nb_validated 1845 model 4 (finishes Thu 12:14 -- 279/h)
20241031-09:53:33 nb_validated 1798 model 1 (finishes Thu 12:28 -- 272/h)
20241031-09:53:42 nb_validated 1847 model 2 (finishes Thu 12:13 -- 279/h)
20241031-09:53:52 nb_validated 1798 model 3 (finishes Thu 12:28 -- 271/h)
20241031-09:54:01 nb_validated 1849 model 1 (finishes Thu 12:13 -- 279/h)
20241031-09:54:09 nb_validated 1798 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:54:19 nb_validated 1851 model 1 (finishes Thu 12:13 -- 279/h)
20241031-09:54:28 nb_validated 1802 model 3 (finishes Thu 12:28 -- 272/h)
20241031-09:54:37 nb_validated 1851 model 4 (finishes Thu 12:14 -- 279/h)
20241031-09:54:46 nb_validated 1803 model 3 (finishes Thu 12:28 -- 271/h)
20241031-09:54:56 nb_validated 1854 model 1 (finishes Thu 12:13 -- 279/h)
20241031-09:55:05 nb_validated 1804 model 1 (finishes Thu 12:28 -- 271/h)
20241031-09:55:14 nb_validated 1855 model 4 (finishes Thu 12:13 -- 279/h)
20241031-09:55:23 nb_validated 1807 model 2 (finishes Thu 12:28 -- 272/h)
20241031-09:55:32 nb_validated 1856 model 0 (finishes Thu 12:13 -- 279/h)
20241031-09:55:41 nb_validated 1808 model 3 (finishes Thu 12:28 -- 272/h)
20241031-09:55:50 nb_validated 1858 model 4 (finishes Thu 12:13 -- 279/h)
20241031-09:55:59 nb_validated 1809 model 1 (finishes Thu 12:28 -- 272/h)
20241031-09:56:08 nb_validated 1860 model 0 (finishes Thu 12:13 -- 279/h)
20241031-09:56:17 nb_validated 1810 model 1 (finishes Thu 12:28 -- 271/h)
20241031-09:56:26 nb_validated 1863 model 4 (finishes Thu 12:13 -- 279/h)
20241031-09:56:35 nb_validated 1812 model 4 (finishes Thu 12:28 -- 272/h)
20241031-09:56:44 nb_validated 1865 model 2 (finishes Thu 12:12 -- 279/h)
20241031-09:56:53 nb_validated 1813 model 2 (finishes Thu 12:28 -- 272/h)
20241031-09:57:01 nb_validated 1867 model 0 (finishes Thu 12:12 -- 280/h)
20241031-09:57:11 nb_validated 1814 model 0 (finishes Thu 12:28 -- 271/h)
20241031-09:57:20 nb_validated 1868 model 4 (finishes Thu 12:12 -- 279/h)
20241031-09:57:29 nb_validated 1815 model 3 (finishes Thu 12:28 -- 271/h)
20241031-09:57:37 nb_validated 1871 model 2 (finishes Thu 12:12 -- 280/h)
20241031-09:57:47 nb_validated 1815 model 0 (finishes Thu 12:29 -- 271/h)
20241031-09:57:55 nb_validated 1871 model 2 (finishes Thu 12:12 -- 280/h)
20241031-09:58:05 nb_validated 1815 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:58:13 nb_validated 1872 model 3 (finishes Thu 12:12 -- 279/h)
20241031-09:58:23 nb_validated 1815 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:58:31 nb_validated 1872 model 4 (finishes Thu 12:13 -- 279/h)
20241031-09:58:42 nb_validated 1816 model 2 (finishes Thu 12:29 -- 271/h)
20241031-09:58:49 nb_validated 1877 model 3 (finishes Thu 12:12 -- 280/h)
20241031-09:59:00 nb_validated 1819 model 3 (finishes Thu 12:29 -- 271/h)
20241031-09:59:07 nb_validated 1878 model 4 (finishes Thu 12:12 -- 280/h)
20241031-09:59:18 nb_validated 1820 model 4 (finishes Thu 12:29 -- 271/h)
20241031-09:59:25 nb_validated 1880 model 2 (finishes Thu 12:12 -- 280/h)
20241031-09:59:35 nb_validated 1820 model 3 (finishes Thu 12:30 -- 271/h)
20241031-09:59:43 nb_validated 1881 model 1 (finishes Thu 12:12 -- 280/h)
20241031-09:59:54 nb_validated 1822 model 3 (finishes Thu 12:29 -- 271/h)
20241031-10:00:01 nb_validated 1881 model 0 (finishes Thu 12:12 -- 280/h)
20241031-10:00:12 nb_validated 1822 model 3 (finishes Thu 12:30 -- 271/h)
20241031-10:00:19 nb_validated 1883 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:00:30 nb_validated 1822 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:00:37 nb_validated 1886 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:00:48 nb_validated 1824 model 1 (finishes Thu 12:30 -- 271/h)
20241031-10:00:55 nb_validated 1886 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:01:07 nb_validated 1827 model 1 (finishes Thu 12:29 -- 271/h)
20241031-10:01:13 nb_validated 1889 model 0 (finishes Thu 12:11 -- 280/h)
20241031-10:01:24 nb_validated 1828 model 0 (finishes Thu 12:30 -- 271/h)
20241031-10:01:31 nb_validated 1891 model 1 (finishes Thu 12:11 -- 280/h)
20241031-10:01:43 nb_validated 1829 model 3 (finishes Thu 12:30 -- 271/h)
20241031-10:01:49 nb_validated 1891 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:02:01 nb_validated 1830 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:02:07 nb_validated 1896 model 0 (finishes Thu 12:11 -- 280/h)
20241031-10:02:19 nb_validated 1831 model 3 (finishes Thu 12:30 -- 271/h)
20241031-10:02:25 nb_validated 1896 model 4 (finishes Thu 12:11 -- 280/h)
20241031-10:02:38 nb_validated 1832 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:02:43 nb_validated 1896 model 0 (finishes Thu 12:11 -- 280/h)
20241031-10:02:56 nb_validated 1834 model 1 (finishes Thu 12:30 -- 271/h)
20241031-10:03:00 nb_validated 1896 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:03:14 nb_validated 1837 model 4 (finishes Thu 12:29 -- 271/h)
20241031-10:03:18 nb_validated 1898 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:03:33 nb_validated 1837 model 3 (finishes Thu 12:30 -- 271/h)
20241031-10:03:36 nb_validated 1900 model 0 (finishes Thu 12:12 -- 280/h)
20241031-10:03:50 nb_validated 1838 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:03:54 nb_validated 1901 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:04:09 nb_validated 1840 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:04:12 nb_validated 1902 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:04:27 nb_validated 1842 model 2 (finishes Thu 12:29 -- 271/h)
20241031-10:04:30 nb_validated 1903 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:04:44 nb_validated 1843 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:04:48 nb_validated 1904 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:05:02 nb_validated 1844 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:05:06 nb_validated 1909 model 0 (finishes Thu 12:11 -- 280/h)
20241031-10:05:20 nb_validated 1844 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:05:24 nb_validated 1910 model 2 (finishes Thu 12:11 -- 280/h)
20241031-10:05:38 nb_validated 1846 model 3 (finishes Thu 12:30 -- 271/h)
20241031-10:05:42 nb_validated 1912 model 2 (finishes Thu 12:11 -- 280/h)
20241031-10:05:56 nb_validated 1848 model 0 (finishes Thu 12:30 -- 271/h)
20241031-10:06:00 nb_validated 1914 model 2 (finishes Thu 12:11 -- 280/h)
20241031-10:06:14 nb_validated 1849 model 0 (finishes Thu 12:30 -- 271/h)
20241031-10:06:18 nb_validated 1915 model 3 (finishes Thu 12:11 -- 280/h)
20241031-10:06:32 nb_validated 1852 model 4 (finishes Thu 12:29 -- 271/h)
20241031-10:06:36 nb_validated 1916 model 0 (finishes Thu 12:11 -- 280/h)
20241031-10:06:50 nb_validated 1852 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:06:53 nb_validated 1917 model 0 (finishes Thu 12:11 -- 280/h)
20241031-10:07:08 nb_validated 1854 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:07:12 nb_validated 1917 model 3 (finishes Thu 12:11 -- 280/h)
20241031-10:07:26 nb_validated 1856 model 0 (finishes Thu 12:29 -- 271/h)
20241031-10:07:29 nb_validated 1918 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:07:44 nb_validated 1859 model 1 (finishes Thu 12:29 -- 271/h)
20241031-10:07:48 nb_validated 1920 model 1 (finishes Thu 12:11 -- 280/h)
20241031-10:08:02 nb_validated 1859 model 4 (finishes Thu 12:29 -- 271/h)
20241031-10:08:06 nb_validated 1920 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:08:20 nb_validated 1859 model 0 (finishes Thu 12:30 -- 271/h)
20241031-10:08:23 nb_validated 1922 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:08:38 nb_validated 1859 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:08:41 nb_validated 1923 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:08:56 nb_validated 1860 model 4 (finishes Thu 12:30 -- 270/h)
20241031-10:08:59 nb_validated 1925 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:09:14 nb_validated 1862 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:09:17 nb_validated 1925 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:09:32 nb_validated 1864 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:09:35 nb_validated 1925 model 3 (finishes Thu 12:12 -- 279/h)
20241031-10:09:51 nb_validated 1865 model 3 (finishes Thu 12:30 -- 271/h)
20241031-10:09:53 nb_validated 1925 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:10:09 nb_validated 1866 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:10:11 nb_validated 1929 model 0 (finishes Thu 12:12 -- 280/h)
20241031-10:10:27 nb_validated 1867 model 4 (finishes Thu 12:30 -- 270/h)
20241031-10:10:29 nb_validated 1931 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:10:45 nb_validated 1868 model 1 (finishes Thu 12:30 -- 270/h)
20241031-10:10:47 nb_validated 1932 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:11:04 nb_validated 1870 model 1 (finishes Thu 12:30 -- 270/h)
20241031-10:11:05 nb_validated 1932 model 3 (finishes Thu 12:12 -- 279/h)
20241031-10:11:22 nb_validated 1873 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:11:23 nb_validated 1932 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:11:40 nb_validated 1874 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:11:42 nb_validated 1934 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:11:58 nb_validated 1874 model 4 (finishes Thu 12:30 -- 270/h)
20241031-10:12:00 nb_validated 1936 model 0 (finishes Thu 12:12 -- 279/h)
20241031-10:12:17 nb_validated 1876 model 3 (finishes Thu 12:30 -- 271/h)
20241031-10:12:18 nb_validated 1937 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:12:35 nb_validated 1878 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:12:36 nb_validated 1937 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:12:53 nb_validated 1879 model 1 (finishes Thu 12:30 -- 271/h)
20241031-10:12:54 nb_validated 1941 model 0 (finishes Thu 12:12 -- 280/h)
20241031-10:13:11 nb_validated 1879 model 4 (finishes Thu 12:30 -- 270/h)
20241031-10:13:13 nb_validated 1943 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:13:30 nb_validated 1879 model 1 (finishes Thu 12:31 -- 270/h)
20241031-10:13:30 nb_validated 1947 model 2 (finishes Thu 12:11 -- 280/h)
20241031-10:13:47 nb_validated 1880 model 0 (finishes Thu 12:31 -- 270/h)
20241031-10:13:48 nb_validated 1947 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:14:06 nb_validated 1881 model 4 (finishes Thu 12:31 -- 270/h)
20241031-10:14:06 nb_validated 1949 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:14:24 nb_validated 1953 model 0 (finishes Thu 12:11 -- 280/h)
20241031-10:14:24 nb_validated 1881 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:14:42 nb_validated 1953 model 4 (finishes Thu 12:11 -- 280/h)
20241031-10:14:42 nb_validated 1884 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:15:00 nb_validated 1953 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:15:00 nb_validated 1887 model 2 (finishes Thu 12:30 -- 270/h)
20241031-10:15:18 nb_validated 1954 model 1 (finishes Thu 12:12 -- 280/h)
20241031-10:15:19 nb_validated 1889 model 4 (finishes Thu 12:30 -- 270/h)
20241031-10:15:36 nb_validated 1955 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:15:37 nb_validated 1890 model 1 (finishes Thu 12:30 -- 270/h)
20241031-10:15:54 nb_validated 1955 model 0 (finishes Thu 12:12 -- 280/h)
20241031-10:15:55 nb_validated 1894 model 2 (finishes Thu 12:29 -- 271/h)
20241031-10:16:12 nb_validated 1957 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:16:13 nb_validated 1895 model 1 (finishes Thu 12:30 -- 271/h)
20241031-10:16:30 nb_validated 1957 model 4 (finishes Thu 12:12 -- 279/h)
20241031-10:16:31 nb_validated 1897 model 0 (finishes Thu 12:29 -- 271/h)
20241031-10:16:47 nb_validated 1960 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:16:49 nb_validated 1899 model 3 (finishes Thu 12:29 -- 271/h)
20241031-10:17:05 nb_validated 1962 model 0 (finishes Thu 12:12 -- 280/h)
20241031-10:17:07 nb_validated 1900 model 4 (finishes Thu 12:29 -- 271/h)
20241031-10:17:23 nb_validated 1964 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:17:25 nb_validated 1901 model 0 (finishes Thu 12:29 -- 271/h)
20241031-10:17:41 nb_validated 1965 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:17:44 nb_validated 1903 model 1 (finishes Thu 12:29 -- 271/h)
20241031-10:17:59 nb_validated 1966 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:18:02 nb_validated 1904 model 4 (finishes Thu 12:29 -- 271/h)
20241031-10:18:17 nb_validated 1967 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:18:20 nb_validated 1905 model 2 (finishes Thu 12:29 -- 271/h)
20241031-10:18:35 nb_validated 1968 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:18:38 nb_validated 1905 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:18:53 nb_validated 1969 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:18:56 nb_validated 1906 model 1 (finishes Thu 12:30 -- 271/h)
20241031-10:19:12 nb_validated 1969 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:19:14 nb_validated 1906 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:19:29 nb_validated 1969 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:19:32 nb_validated 1907 model 2 (finishes Thu 12:30 -- 270/h)
20241031-10:19:47 nb_validated 1971 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:19:50 nb_validated 1908 model 0 (finishes Thu 12:31 -- 270/h)
20241031-10:20:05 nb_validated 1971 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:20:08 nb_validated 1910 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:20:23 nb_validated 1971 model 1 (finishes Thu 12:14 -- 279/h)
20241031-10:20:26 nb_validated 1913 model 1 (finishes Thu 12:30 -- 271/h)
20241031-10:20:41 nb_validated 1972 model 0 (finishes Thu 12:14 -- 279/h)
20241031-10:20:44 nb_validated 1913 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:20:58 nb_validated 1973 model 0 (finishes Thu 12:14 -- 279/h)
20241031-10:21:02 nb_validated 1913 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:21:17 nb_validated 1975 model 1 (finishes Thu 12:14 -- 279/h)
20241031-10:21:20 nb_validated 1915 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:21:34 nb_validated 1976 model 0 (finishes Thu 12:14 -- 279/h)
20241031-10:21:38 nb_validated 1917 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:21:52 nb_validated 1978 model 1 (finishes Thu 12:14 -- 279/h)
20241031-10:21:56 nb_validated 1917 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:22:10 nb_validated 1978 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:22:14 nb_validated 1918 model 0 (finishes Thu 12:31 -- 270/h)
20241031-10:22:29 nb_validated 1979 model 1 (finishes Thu 12:14 -- 279/h)
20241031-10:22:32 nb_validated 1920 model 2 (finishes Thu 12:31 -- 270/h)
20241031-10:22:47 nb_validated 1984 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:22:50 nb_validated 1921 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:23:05 nb_validated 1985 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:23:08 nb_validated 1922 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:23:23 nb_validated 1985 model 0 (finishes Thu 12:14 -- 279/h)
20241031-10:23:26 nb_validated 1924 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:23:41 nb_validated 1985 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:23:44 nb_validated 1927 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:23:59 nb_validated 1987 model 0 (finishes Thu 12:14 -- 279/h)
20241031-10:24:03 nb_validated 1929 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:24:17 nb_validated 1988 model 0 (finishes Thu 12:14 -- 279/h)
20241031-10:24:21 nb_validated 1929 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:24:35 nb_validated 1989 model 3 (finishes Thu 12:14 -- 279/h)
20241031-10:24:39 nb_validated 1929 model 1 (finishes Thu 12:31 -- 270/h)
20241031-10:24:53 nb_validated 1991 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:24:57 nb_validated 1930 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:25:11 nb_validated 1993 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:25:15 nb_validated 1931 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:25:29 nb_validated 1995 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:25:33 nb_validated 1933 model 0 (finishes Thu 12:31 -- 270/h)
20241031-10:25:47 nb_validated 1995 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:25:51 nb_validated 1933 model 0 (finishes Thu 12:31 -- 270/h)
20241031-10:26:04 nb_validated 1996 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:26:09 nb_validated 1933 model 3 (finishes Thu 12:32 -- 270/h)
20241031-10:26:23 nb_validated 1998 model 4 (finishes Thu 12:14 -- 279/h)
20241031-10:26:27 nb_validated 1934 model 2 (finishes Thu 12:32 -- 270/h)
20241031-10:26:41 nb_validated 2005 model 1 (finishes Thu 12:12 -- 279/h)
20241031-10:26:45 nb_validated 1935 model 4 (finishes Thu 12:32 -- 270/h)
20241031-10:26:59 nb_validated 2008 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:27:03 nb_validated 1937 model 0 (finishes Thu 12:32 -- 270/h)
20241031-10:27:18 nb_validated 2010 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:27:20 nb_validated 1942 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:27:36 nb_validated 2013 model 1 (finishes Thu 12:11 -- 280/h)
20241031-10:27:38 nb_validated 1943 model 0 (finishes Thu 12:31 -- 270/h)
20241031-10:27:54 nb_validated 2013 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:27:56 nb_validated 1945 model 4 (finishes Thu 12:30 -- 270/h)
20241031-10:28:12 nb_validated 2014 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:28:14 nb_validated 1945 model 0 (finishes Thu 12:31 -- 270/h)
20241031-10:28:30 nb_validated 2015 model 1 (finishes Thu 12:12 -- 280/h)
20241031-10:28:32 nb_validated 1947 model 4 (finishes Thu 12:31 -- 270/h)
20241031-10:28:48 nb_validated 2017 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:28:50 nb_validated 1949 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:29:06 nb_validated 2018 model 2 (finishes Thu 12:12 -- 280/h)
20241031-10:29:08 nb_validated 1951 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:29:24 nb_validated 2018 model 4 (finishes Thu 12:12 -- 280/h)
20241031-10:29:26 nb_validated 1954 model 1 (finishes Thu 12:30 -- 271/h)
20241031-10:29:42 nb_validated 2018 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:29:44 nb_validated 1955 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:29:59 nb_validated 2020 model 0 (finishes Thu 12:12 -- 279/h)
20241031-10:30:02 nb_validated 1955 model 4 (finishes Thu 12:30 -- 270/h)
20241031-10:30:17 nb_validated 2022 model 0 (finishes Thu 12:12 -- 280/h)
20241031-10:30:20 nb_validated 1955 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:30:35 nb_validated 2022 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:30:38 nb_validated 1958 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:30:53 nb_validated 2022 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:30:56 nb_validated 1960 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:31:11 nb_validated 2022 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:31:14 nb_validated 1962 model 1 (finishes Thu 12:30 -- 271/h)
20241031-10:31:29 nb_validated 2026 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:31:32 nb_validated 1963 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:31:47 nb_validated 2026 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:31:50 nb_validated 1963 model 4 (finishes Thu 12:30 -- 270/h)
20241031-10:32:05 nb_validated 2026 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:32:08 nb_validated 1965 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:32:24 nb_validated 2028 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:32:27 nb_validated 1965 model 3 (finishes Thu 12:31 -- 270/h)
20241031-10:32:42 nb_validated 2029 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:32:45 nb_validated 1967 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:32:59 nb_validated 2030 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:33:03 nb_validated 1970 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:33:17 nb_validated 2030 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:33:21 nb_validated 1970 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:33:35 nb_validated 2031 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:33:39 nb_validated 1971 model 0 (finishes Thu 12:30 -- 270/h)
20241031-10:33:53 nb_validated 2034 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:33:57 nb_validated 1974 model 0 (finishes Thu 12:30 -- 271/h)
20241031-10:34:11 nb_validated 2037 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:34:15 nb_validated 1974 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:34:29 nb_validated 2039 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:34:33 nb_validated 1976 model 3 (finishes Thu 12:30 -- 270/h)
20241031-10:34:47 nb_validated 2039 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:34:51 nb_validated 1976 model 2 (finishes Thu 12:30 -- 270/h)
20241031-10:35:05 nb_validated 2040 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:35:09 nb_validated 1976 model 2 (finishes Thu 12:31 -- 270/h)
20241031-10:35:23 nb_validated 2041 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:35:27 nb_validated 1977 model 1 (finishes Thu 12:31 -- 270/h)
20241031-10:35:42 nb_validated 2045 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:35:45 nb_validated 1977 model 0 (finishes Thu 12:31 -- 270/h)
20241031-10:36:00 nb_validated 2045 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:36:03 nb_validated 1977 model 3 (finishes Thu 12:32 -- 270/h)
20241031-10:36:18 nb_validated 2046 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:36:21 nb_validated 1979 model 2 (finishes Thu 12:32 -- 270/h)
20241031-10:36:36 nb_validated 2048 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:36:39 nb_validated 1980 model 4 (finishes Thu 12:32 -- 270/h)
20241031-10:36:55 nb_validated 2049 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:36:57 nb_validated 1982 model 0 (finishes Thu 12:31 -- 270/h)
20241031-10:37:12 nb_validated 2049 model 4 (finishes Thu 12:14 -- 279/h)
20241031-10:37:15 nb_validated 1983 model 3 (finishes Thu 12:32 -- 270/h)
20241031-10:37:31 nb_validated 2049 model 4 (finishes Thu 12:14 -- 279/h)
20241031-10:37:34 nb_validated 1984 model 1 (finishes Thu 12:32 -- 270/h)
20241031-10:37:48 nb_validated 2051 model 0 (finishes Thu 12:14 -- 279/h)
20241031-10:37:52 nb_validated 1984 model 4 (finishes Thu 12:32 -- 270/h)
20241031-10:38:07 nb_validated 2054 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:38:10 nb_validated 1984 model 3 (finishes Thu 12:32 -- 269/h)
20241031-10:38:25 nb_validated 2055 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:38:28 nb_validated 1985 model 0 (finishes Thu 12:33 -- 269/h)
20241031-10:38:43 nb_validated 2057 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:38:47 nb_validated 1986 model 3 (finishes Thu 12:33 -- 269/h)
20241031-10:39:01 nb_validated 2057 model 3 (finishes Thu 12:14 -- 279/h)
20241031-10:39:04 nb_validated 1986 model 2 (finishes Thu 12:33 -- 269/h)
20241031-10:39:19 nb_validated 2058 model 1 (finishes Thu 12:14 -- 279/h)
20241031-10:39:23 nb_validated 1988 model 1 (finishes Thu 12:33 -- 269/h)
20241031-10:39:37 nb_validated 2060 model 1 (finishes Thu 12:14 -- 279/h)
20241031-10:39:41 nb_validated 1988 model 1 (finishes Thu 12:33 -- 269/h)
20241031-10:39:55 nb_validated 2061 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:39:59 nb_validated 1988 model 4 (finishes Thu 12:34 -- 269/h)
20241031-10:40:13 nb_validated 2065 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:40:17 nb_validated 1988 model 3 (finishes Thu 12:34 -- 269/h)
20241031-10:40:31 nb_validated 2065 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:40:35 nb_validated 1990 model 0 (finishes Thu 12:34 -- 269/h)
20241031-10:40:49 nb_validated 2068 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:40:52 nb_validated 1990 model 0 (finishes Thu 12:34 -- 268/h)
20241031-10:41:08 nb_validated 2069 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:41:10 nb_validated 1990 model 2 (finishes Thu 12:35 -- 268/h)
20241031-10:41:26 nb_validated 2070 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:41:28 nb_validated 1991 model 3 (finishes Thu 12:35 -- 268/h)
20241031-10:41:44 nb_validated 2070 model 3 (finishes Thu 12:14 -- 279/h)
20241031-10:41:46 nb_validated 1991 model 0 (finishes Thu 12:35 -- 268/h)
20241031-10:42:02 nb_validated 2070 model 1 (finishes Thu 12:14 -- 279/h)
20241031-10:42:04 nb_validated 1991 model 3 (finishes Thu 12:35 -- 268/h)
20241031-10:42:20 nb_validated 2071 model 3 (finishes Thu 12:14 -- 279/h)
20241031-10:42:22 nb_validated 1993 model 2 (finishes Thu 12:35 -- 268/h)
20241031-10:42:38 nb_validated 2071 model 0 (finishes Thu 12:14 -- 278/h)
20241031-10:42:40 nb_validated 1994 model 2 (finishes Thu 12:35 -- 268/h)
20241031-10:42:56 nb_validated 2072 model 4 (finishes Thu 12:15 -- 278/h)
20241031-10:42:58 nb_validated 1996 model 1 (finishes Thu 12:35 -- 268/h)
20241031-10:43:14 nb_validated 2076 model 3 (finishes Thu 12:14 -- 279/h)
20241031-10:43:16 nb_validated 1996 model 2 (finishes Thu 12:35 -- 268/h)
20241031-10:43:32 nb_validated 2078 model 1 (finishes Thu 12:14 -- 279/h)
20241031-10:43:34 nb_validated 1998 model 1 (finishes Thu 12:35 -- 268/h)
20241031-10:43:50 nb_validated 2081 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:43:53 nb_validated 2003 model 1 (finishes Thu 12:34 -- 268/h)
20241031-10:44:07 nb_validated 2084 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:44:11 nb_validated 2005 model 1 (finishes Thu 12:34 -- 269/h)
20241031-10:44:26 nb_validated 2087 model 1 (finishes Thu 12:12 -- 279/h)
20241031-10:44:29 nb_validated 2005 model 4 (finishes Thu 12:34 -- 268/h)
20241031-10:44:44 nb_validated 2089 model 4 (finishes Thu 12:12 -- 279/h)
20241031-10:44:47 nb_validated 2007 model 0 (finishes Thu 12:34 -- 268/h)
20241031-10:45:02 nb_validated 2091 model 3 (finishes Thu 12:12 -- 280/h)
20241031-10:45:05 nb_validated 2008 model 0 (finishes Thu 12:34 -- 268/h)
20241031-10:45:19 nb_validated 2091 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:45:24 nb_validated 2009 model 4 (finishes Thu 12:34 -- 268/h)
20241031-10:45:38 nb_validated 2092 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:45:41 nb_validated 2012 model 0 (finishes Thu 12:34 -- 269/h)
20241031-10:45:56 nb_validated 2093 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:46:00 nb_validated 2012 model 3 (finishes Thu 12:34 -- 268/h)
20241031-10:46:14 nb_validated 2095 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:46:18 nb_validated 2014 model 0 (finishes Thu 12:34 -- 268/h)
20241031-10:46:32 nb_validated 2097 model 1 (finishes Thu 12:12 -- 279/h)
20241031-10:46:35 nb_validated 2015 model 4 (finishes Thu 12:34 -- 268/h)
20241031-10:46:50 nb_validated 2098 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:46:53 nb_validated 2018 model 3 (finishes Thu 12:34 -- 269/h)
20241031-10:47:08 nb_validated 2099 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:47:12 nb_validated 2019 model 1 (finishes Thu 12:34 -- 269/h)
20241031-10:47:26 nb_validated 2100 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:47:30 nb_validated 2020 model 4 (finishes Thu 12:34 -- 269/h)
20241031-10:47:44 nb_validated 2101 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:47:48 nb_validated 2022 model 4 (finishes Thu 12:34 -- 269/h)
20241031-10:48:02 nb_validated 2101 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:48:06 nb_validated 2022 model 4 (finishes Thu 12:34 -- 268/h)
20241031-10:48:20 nb_validated 2103 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:48:24 nb_validated 2024 model 1 (finishes Thu 12:34 -- 269/h)
20241031-10:48:39 nb_validated 2105 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:48:43 nb_validated 2026 model 4 (finishes Thu 12:34 -- 269/h)
20241031-10:48:57 nb_validated 2107 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:49:01 nb_validated 2026 model 3 (finishes Thu 12:34 -- 268/h)
20241031-10:49:15 nb_validated 2107 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:49:18 nb_validated 2027 model 2 (finishes Thu 12:34 -- 268/h)
20241031-10:49:32 nb_validated 2108 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:49:37 nb_validated 2030 model 4 (finishes Thu 12:34 -- 269/h)
20241031-10:49:50 nb_validated 2108 model 4 (finishes Thu 12:14 -- 279/h)
20241031-10:49:55 nb_validated 2031 model 4 (finishes Thu 12:34 -- 269/h)
20241031-10:50:09 nb_validated 2110 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:50:13 nb_validated 2034 model 0 (finishes Thu 12:34 -- 269/h)
20241031-10:50:27 nb_validated 2111 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:50:31 nb_validated 2035 model 4 (finishes Thu 12:34 -- 269/h)
20241031-10:50:45 nb_validated 2113 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:50:49 nb_validated 2039 model 0 (finishes Thu 12:33 -- 269/h)
20241031-10:51:03 nb_validated 2114 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:51:07 nb_validated 2042 model 2 (finishes Thu 12:32 -- 269/h)
20241031-10:51:21 nb_validated 2116 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:51:25 nb_validated 2044 model 1 (finishes Thu 12:32 -- 269/h)
20241031-10:51:39 nb_validated 2120 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:51:43 nb_validated 2051 model 2 (finishes Thu 12:31 -- 270/h)
20241031-10:51:57 nb_validated 2121 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:52:01 nb_validated 2052 model 2 (finishes Thu 12:31 -- 270/h)
20241031-10:52:15 nb_validated 2122 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:52:19 nb_validated 2055 model 2 (finishes Thu 12:30 -- 270/h)
20241031-10:52:32 nb_validated 2122 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:52:37 nb_validated 2060 model 1 (finishes Thu 12:29 -- 271/h)
20241031-10:52:50 nb_validated 2123 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:52:55 nb_validated 2061 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:53:08 nb_validated 2126 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:53:14 nb_validated 2062 model 4 (finishes Thu 12:30 -- 271/h)
20241031-10:53:26 nb_validated 2128 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:53:31 nb_validated 2062 model 2 (finishes Thu 12:30 -- 271/h)
20241031-10:53:44 nb_validated 2130 model 1 (finishes Thu 12:13 -- 279/h)
20241031-10:53:50 nb_validated 2066 model 1 (finishes Thu 12:29 -- 271/h)
20241031-10:54:02 nb_validated 2131 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:54:08 nb_validated 2068 model 1 (finishes Thu 12:29 -- 271/h)
20241031-10:54:20 nb_validated 2132 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:54:26 nb_validated 2071 model 1 (finishes Thu 12:29 -- 271/h)
20241031-10:54:38 nb_validated 2132 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:54:44 nb_validated 2074 model 2 (finishes Thu 12:28 -- 271/h)
20241031-10:54:56 nb_validated 2134 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:55:02 nb_validated 2077 model 4 (finishes Thu 12:28 -- 272/h)
20241031-10:55:14 nb_validated 2137 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:55:20 nb_validated 2077 model 3 (finishes Thu 12:28 -- 271/h)
20241031-10:55:32 nb_validated 2138 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:55:39 nb_validated 2080 model 1 (finishes Thu 12:28 -- 272/h)
20241031-10:55:50 nb_validated 2141 model 1 (finishes Thu 12:12 -- 279/h)
20241031-10:55:56 nb_validated 2083 model 2 (finishes Thu 12:27 -- 272/h)
20241031-10:56:08 nb_validated 2141 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:56:15 nb_validated 2086 model 1 (finishes Thu 12:27 -- 272/h)
20241031-10:56:26 nb_validated 2142 model 4 (finishes Thu 12:13 -- 279/h)
20241031-10:56:32 nb_validated 2087 model 2 (finishes Thu 12:27 -- 272/h)
20241031-10:56:45 nb_validated 2144 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:56:50 nb_validated 2089 model 0 (finishes Thu 12:27 -- 272/h)
20241031-10:57:02 nb_validated 2146 model 3 (finishes Thu 12:12 -- 279/h)
20241031-10:57:08 nb_validated 2089 model 4 (finishes Thu 12:27 -- 272/h)
20241031-10:57:20 nb_validated 2147 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:57:26 nb_validated 2091 model 0 (finishes Thu 12:27 -- 272/h)
20241031-10:57:38 nb_validated 2149 model 4 (finishes Thu 12:12 -- 279/h)
20241031-10:57:44 nb_validated 2093 model 0 (finishes Thu 12:27 -- 272/h)
20241031-10:57:55 nb_validated 2150 model 3 (finishes Thu 12:12 -- 279/h)
20241031-10:58:02 nb_validated 2096 model 2 (finishes Thu 12:26 -- 272/h)
20241031-10:58:13 nb_validated 2150 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:58:20 nb_validated 2096 model 0 (finishes Thu 12:27 -- 272/h)
20241031-10:58:31 nb_validated 2150 model 2 (finishes Thu 12:13 -- 279/h)
20241031-10:58:38 nb_validated 2099 model 1 (finishes Thu 12:26 -- 272/h)
20241031-10:58:49 nb_validated 2151 model 0 (finishes Thu 12:13 -- 279/h)
20241031-10:58:56 nb_validated 2100 model 4 (finishes Thu 12:26 -- 272/h)
20241031-10:59:07 nb_validated 2152 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:59:14 nb_validated 2100 model 4 (finishes Thu 12:27 -- 272/h)
20241031-10:59:24 nb_validated 2152 model 2 (finishes Thu 12:14 -- 279/h)
20241031-10:59:32 nb_validated 2102 model 4 (finishes Thu 12:27 -- 272/h)
20241031-10:59:43 nb_validated 2155 model 3 (finishes Thu 12:13 -- 279/h)
20241031-10:59:50 nb_validated 2102 model 3 (finishes Thu 12:27 -- 272/h)
20241031-11:00:01 nb_validated 2158 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:00:08 nb_validated 2103 model 2 (finishes Thu 12:27 -- 272/h)
20241031-11:00:19 nb_validated 2158 model 1 (finishes Thu 12:13 -- 279/h)
20241031-11:00:26 nb_validated 2103 model 0 (finishes Thu 12:27 -- 272/h)
20241031-11:00:37 nb_validated 2160 model 1 (finishes Thu 12:13 -- 279/h)
20241031-11:00:44 nb_validated 2104 model 1 (finishes Thu 12:28 -- 272/h)
20241031-11:00:55 nb_validated 2162 model 4 (finishes Thu 12:13 -- 279/h)
20241031-11:01:02 nb_validated 2106 model 0 (finishes Thu 12:27 -- 272/h)
20241031-11:01:13 nb_validated 2164 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:01:20 nb_validated 2107 model 2 (finishes Thu 12:27 -- 272/h)
20241031-11:01:31 nb_validated 2165 model 4 (finishes Thu 12:13 -- 279/h)
20241031-11:01:38 nb_validated 2107 model 3 (finishes Thu 12:28 -- 272/h)
20241031-11:01:49 nb_validated 2171 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:01:56 nb_validated 2108 model 2 (finishes Thu 12:28 -- 272/h)
20241031-11:02:07 nb_validated 2173 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:02:14 nb_validated 2108 model 2 (finishes Thu 12:28 -- 271/h)
20241031-11:02:25 nb_validated 2174 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:02:32 nb_validated 2111 model 2 (finishes Thu 12:28 -- 272/h)
20241031-11:02:43 nb_validated 2175 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:02:50 nb_validated 2111 model 3 (finishes Thu 12:28 -- 271/h)
20241031-11:03:01 nb_validated 2176 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:03:08 nb_validated 2112 model 3 (finishes Thu 12:28 -- 271/h)
20241031-11:03:20 nb_validated 2178 model 2 (finishes Thu 12:12 -- 280/h)
20241031-11:03:26 nb_validated 2116 model 1 (finishes Thu 12:28 -- 272/h)
20241031-11:03:38 nb_validated 2179 model 4 (finishes Thu 12:12 -- 280/h)
20241031-11:03:44 nb_validated 2116 model 1 (finishes Thu 12:28 -- 272/h)
20241031-11:03:56 nb_validated 2180 model 4 (finishes Thu 12:12 -- 280/h)
20241031-11:04:03 nb_validated 2117 model 2 (finishes Thu 12:28 -- 271/h)
20241031-11:04:13 nb_validated 2184 model 0 (finishes Thu 12:11 -- 280/h)
20241031-11:04:21 nb_validated 2121 model 4 (finishes Thu 12:27 -- 272/h)
20241031-11:04:31 nb_validated 2187 model 0 (finishes Thu 12:11 -- 280/h)
20241031-11:04:39 nb_validated 2126 model 1 (finishes Thu 12:26 -- 272/h)
20241031-11:04:49 nb_validated 2187 model 3 (finishes Thu 12:11 -- 280/h)
20241031-11:04:57 nb_validated 2126 model 2 (finishes Thu 12:27 -- 272/h)
20241031-11:05:07 nb_validated 2188 model 2 (finishes Thu 12:11 -- 280/h)
20241031-11:05:14 nb_validated 2127 model 2 (finishes Thu 12:27 -- 272/h)
20241031-11:05:26 nb_validated 2190 model 1 (finishes Thu 12:11 -- 280/h)
20241031-11:05:32 nb_validated 2127 model 3 (finishes Thu 12:27 -- 272/h)
20241031-11:05:44 nb_validated 2191 model 1 (finishes Thu 12:11 -- 280/h)
20241031-11:05:50 nb_validated 2128 model 2 (finishes Thu 12:27 -- 272/h)
20241031-11:06:02 nb_validated 2193 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:06:08 nb_validated 2129 model 3 (finishes Thu 12:27 -- 272/h)
20241031-11:06:20 nb_validated 2195 model 0 (finishes Thu 12:11 -- 280/h)
20241031-11:06:26 nb_validated 2130 model 0 (finishes Thu 12:27 -- 272/h)
20241031-11:06:38 nb_validated 2199 model 1 (finishes Thu 12:10 -- 280/h)
20241031-11:06:44 nb_validated 2132 model 1 (finishes Thu 12:27 -- 272/h)
20241031-11:06:57 nb_validated 2200 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:07:03 nb_validated 2134 model 1 (finishes Thu 12:27 -- 272/h)
20241031-11:07:15 nb_validated 2201 model 3 (finishes Thu 12:11 -- 280/h)
20241031-11:07:21 nb_validated 2135 model 1 (finishes Thu 12:27 -- 272/h)
20241031-11:07:33 nb_validated 2204 model 1 (finishes Thu 12:10 -- 281/h)
20241031-11:07:39 nb_validated 2136 model 3 (finishes Thu 12:27 -- 272/h)
20241031-11:07:51 nb_validated 2204 model 3 (finishes Thu 12:11 -- 280/h)
20241031-11:07:57 nb_validated 2139 model 1 (finishes Thu 12:27 -- 272/h)
20241031-11:08:09 nb_validated 2205 model 0 (finishes Thu 12:11 -- 280/h)
20241031-11:08:15 nb_validated 2141 model 0 (finishes Thu 12:27 -- 272/h)
20241031-11:08:27 nb_validated 2208 model 3 (finishes Thu 12:10 -- 281/h)
20241031-11:08:33 nb_validated 2142 model 2 (finishes Thu 12:27 -- 272/h)
20241031-11:08:45 nb_validated 2208 model 3 (finishes Thu 12:11 -- 280/h)
20241031-11:08:51 nb_validated 2143 model 1 (finishes Thu 12:27 -- 272/h)
20241031-11:09:03 nb_validated 2208 model 2 (finishes Thu 12:11 -- 280/h)
20241031-11:09:10 nb_validated 2143 model 1 (finishes Thu 12:27 -- 272/h)
20241031-11:09:21 nb_validated 2211 model 0 (finishes Thu 12:11 -- 280/h)
20241031-11:09:28 nb_validated 2143 model 4 (finishes Thu 12:28 -- 272/h)
20241031-11:09:39 nb_validated 2211 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:09:46 nb_validated 2143 model 3 (finishes Thu 12:28 -- 271/h)
20241031-11:09:57 nb_validated 2212 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:10:04 nb_validated 2143 model 4 (finishes Thu 12:28 -- 271/h)
20241031-11:10:16 nb_validated 2212 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:10:22 nb_validated 2145 model 4 (finishes Thu 12:28 -- 271/h)
20241031-11:10:33 nb_validated 2214 model 2 (finishes Thu 12:11 -- 280/h)
20241031-11:10:40 nb_validated 2145 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:10:52 nb_validated 2215 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:10:58 nb_validated 2146 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:11:10 nb_validated 2215 model 2 (finishes Thu 12:12 -- 280/h)
20241031-11:11:16 nb_validated 2146 model 2 (finishes Thu 12:29 -- 271/h)
20241031-11:11:28 nb_validated 2215 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:11:34 nb_validated 2147 model 4 (finishes Thu 12:29 -- 271/h)
20241031-11:11:46 nb_validated 2216 model 1 (finishes Thu 12:12 -- 280/h)
20241031-11:11:52 nb_validated 2150 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:12:04 nb_validated 2216 model 0 (finishes Thu 12:12 -- 279/h)
20241031-11:12:10 nb_validated 2150 model 2 (finishes Thu 12:29 -- 271/h)
20241031-11:12:21 nb_validated 2218 model 3 (finishes Thu 12:12 -- 279/h)
20241031-11:12:29 nb_validated 2152 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:12:40 nb_validated 2222 model 1 (finishes Thu 12:12 -- 280/h)
20241031-11:12:47 nb_validated 2155 model 0 (finishes Thu 12:28 -- 271/h)
20241031-11:12:57 nb_validated 2223 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:13:04 nb_validated 2155 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:13:15 nb_validated 2224 model 1 (finishes Thu 12:12 -- 280/h)
20241031-11:13:23 nb_validated 2156 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:13:33 nb_validated 2226 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:13:41 nb_validated 2159 model 3 (finishes Thu 12:28 -- 271/h)
20241031-11:13:51 nb_validated 2231 model 3 (finishes Thu 12:11 -- 280/h)
20241031-11:13:59 nb_validated 2159 model 2 (finishes Thu 12:29 -- 271/h)
20241031-11:14:09 nb_validated 2231 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:14:17 nb_validated 2161 model 4 (finishes Thu 12:29 -- 271/h)
20241031-11:14:27 nb_validated 2234 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:14:35 nb_validated 2162 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:14:45 nb_validated 2236 model 1 (finishes Thu 12:11 -- 280/h)
20241031-11:14:53 nb_validated 2163 model 4 (finishes Thu 12:29 -- 271/h)
20241031-11:15:04 nb_validated 2236 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:15:11 nb_validated 2164 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:15:22 nb_validated 2239 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:15:29 nb_validated 2166 model 4 (finishes Thu 12:29 -- 271/h)
20241031-11:15:40 nb_validated 2240 model 2 (finishes Thu 12:11 -- 280/h)
20241031-11:15:46 nb_validated 2167 model 2 (finishes Thu 12:29 -- 271/h)
20241031-11:15:57 nb_validated 2242 model 2 (finishes Thu 12:11 -- 280/h)
20241031-11:16:05 nb_validated 2170 model 1 (finishes Thu 12:28 -- 271/h)
20241031-11:16:15 nb_validated 2243 model 0 (finishes Thu 12:11 -- 280/h)
20241031-11:16:24 nb_validated 2170 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:16:33 nb_validated 2243 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:16:41 nb_validated 2172 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:16:51 nb_validated 2243 model 0 (finishes Thu 12:11 -- 280/h)
20241031-11:16:59 nb_validated 2172 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:17:10 nb_validated 2244 model 1 (finishes Thu 12:11 -- 280/h)
20241031-11:17:17 nb_validated 2172 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:17:27 nb_validated 2244 model 2 (finishes Thu 12:12 -- 280/h)
20241031-11:17:36 nb_validated 2172 model 2 (finishes Thu 12:30 -- 271/h)
20241031-11:17:45 nb_validated 2247 model 1 (finishes Thu 12:11 -- 280/h)
20241031-11:17:54 nb_validated 2173 model 1 (finishes Thu 12:30 -- 271/h)
20241031-11:18:03 nb_validated 2248 model 3 (finishes Thu 12:11 -- 280/h)
20241031-11:18:12 nb_validated 2174 model 2 (finishes Thu 12:30 -- 271/h)
20241031-11:18:21 nb_validated 2249 model 4 (finishes Thu 12:12 -- 280/h)
20241031-11:18:30 nb_validated 2174 model 3 (finishes Thu 12:30 -- 270/h)
20241031-11:18:39 nb_validated 2249 model 2 (finishes Thu 12:12 -- 280/h)
20241031-11:18:49 nb_validated 2175 model 1 (finishes Thu 12:30 -- 270/h)
20241031-11:18:57 nb_validated 2250 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:19:06 nb_validated 2176 model 0 (finishes Thu 12:30 -- 270/h)
20241031-11:19:15 nb_validated 2251 model 4 (finishes Thu 12:12 -- 280/h)
20241031-11:19:24 nb_validated 2177 model 0 (finishes Thu 12:30 -- 270/h)
20241031-11:19:32 nb_validated 2251 model 3 (finishes Thu 12:12 -- 279/h)
20241031-11:19:42 nb_validated 2178 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:19:50 nb_validated 2254 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:20:00 nb_validated 2178 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:20:08 nb_validated 2255 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:20:18 nb_validated 2180 model 4 (finishes Thu 12:31 -- 270/h)
20241031-11:20:25 nb_validated 2258 model 4 (finishes Thu 12:12 -- 280/h)
20241031-11:20:37 nb_validated 2182 model 1 (finishes Thu 12:31 -- 270/h)
20241031-11:20:43 nb_validated 2261 model 1 (finishes Thu 12:11 -- 280/h)
20241031-11:20:55 nb_validated 2184 model 1 (finishes Thu 12:30 -- 270/h)
20241031-11:21:01 nb_validated 2261 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:21:13 nb_validated 2185 model 0 (finishes Thu 12:31 -- 270/h)
20241031-11:21:19 nb_validated 2261 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:21:31 nb_validated 2190 model 2 (finishes Thu 12:30 -- 271/h)
20241031-11:21:37 nb_validated 2262 model 2 (finishes Thu 12:12 -- 280/h)
20241031-11:21:49 nb_validated 2190 model 1 (finishes Thu 12:30 -- 271/h)
20241031-11:21:55 nb_validated 2262 model 1 (finishes Thu 12:12 -- 279/h)
20241031-11:22:07 nb_validated 2192 model 2 (finishes Thu 12:30 -- 271/h)
20241031-11:22:13 nb_validated 2263 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:22:25 nb_validated 2192 model 0 (finishes Thu 12:30 -- 270/h)
20241031-11:22:31 nb_validated 2266 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:22:43 nb_validated 2192 model 4 (finishes Thu 12:30 -- 270/h)
20241031-11:22:49 nb_validated 2267 model 3 (finishes Thu 12:12 -- 279/h)
20241031-11:23:02 nb_validated 2194 model 1 (finishes Thu 12:30 -- 270/h)
20241031-11:23:07 nb_validated 2269 model 4 (finishes Thu 12:12 -- 280/h)
20241031-11:23:20 nb_validated 2194 model 4 (finishes Thu 12:31 -- 270/h)
20241031-11:23:25 nb_validated 2272 model 2 (finishes Thu 12:12 -- 280/h)
20241031-11:23:38 nb_validated 2196 model 1 (finishes Thu 12:31 -- 270/h)
20241031-11:23:44 nb_validated 2274 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:23:56 nb_validated 2197 model 1 (finishes Thu 12:31 -- 270/h)
20241031-11:24:01 nb_validated 2275 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:24:14 nb_validated 2198 model 4 (finishes Thu 12:31 -- 270/h)
20241031-11:24:19 nb_validated 2277 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:24:32 nb_validated 2198 model 3 (finishes Thu 12:31 -- 270/h)
20241031-11:24:37 nb_validated 2277 model 4 (finishes Thu 12:12 -- 280/h)
20241031-11:24:51 nb_validated 2198 model 3 (finishes Thu 12:31 -- 270/h)
20241031-11:24:55 nb_validated 2278 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:25:08 nb_validated 2200 model 0 (finishes Thu 12:31 -- 270/h)
20241031-11:25:13 nb_validated 2279 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:25:27 nb_validated 2201 model 1 (finishes Thu 12:31 -- 270/h)
20241031-11:25:31 nb_validated 2280 model 2 (finishes Thu 12:12 -- 280/h)
20241031-11:25:45 nb_validated 2203 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:25:50 nb_validated 2281 model 1 (finishes Thu 12:12 -- 279/h)
20241031-11:26:03 nb_validated 2203 model 3 (finishes Thu 12:31 -- 270/h)
20241031-11:26:07 nb_validated 2281 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:26:21 nb_validated 2205 model 1 (finishes Thu 12:31 -- 270/h)
20241031-11:26:25 nb_validated 2282 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:26:39 nb_validated 2205 model 3 (finishes Thu 12:32 -- 270/h)
20241031-11:26:43 nb_validated 2282 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:26:57 nb_validated 2205 model 2 (finishes Thu 12:32 -- 270/h)
20241031-11:27:01 nb_validated 2282 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:27:15 nb_validated 2206 model 2 (finishes Thu 12:32 -- 269/h)
20241031-11:27:19 nb_validated 2283 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:27:34 nb_validated 2207 model 0 (finishes Thu 12:32 -- 269/h)
20241031-11:27:37 nb_validated 2283 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:27:51 nb_validated 2207 model 3 (finishes Thu 12:33 -- 269/h)
20241031-11:27:55 nb_validated 2285 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:28:10 nb_validated 2210 model 1 (finishes Thu 12:32 -- 269/h)
20241031-11:28:13 nb_validated 2285 model 4 (finishes Thu 12:14 -- 279/h)
20241031-11:28:28 nb_validated 2213 model 2 (finishes Thu 12:32 -- 270/h)
20241031-11:28:31 nb_validated 2288 model 2 (finishes Thu 12:14 -- 279/h)
20241031-11:28:46 nb_validated 2213 model 3 (finishes Thu 12:32 -- 270/h)
20241031-11:28:49 nb_validated 2290 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:29:04 nb_validated 2214 model 0 (finishes Thu 12:32 -- 269/h)
20241031-11:29:07 nb_validated 2292 model 1 (finishes Thu 12:13 -- 279/h)
20241031-11:29:21 nb_validated 2216 model 2 (finishes Thu 12:32 -- 270/h)
20241031-11:29:25 nb_validated 2293 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:29:39 nb_validated 2216 model 0 (finishes Thu 12:32 -- 269/h)
20241031-11:29:43 nb_validated 2293 model 4 (finishes Thu 12:14 -- 279/h)
20241031-11:29:58 nb_validated 2218 model 4 (finishes Thu 12:32 -- 269/h)
20241031-11:30:01 nb_validated 2294 model 0 (finishes Thu 12:14 -- 279/h)
20241031-11:30:16 nb_validated 2218 model 4 (finishes Thu 12:32 -- 269/h)
20241031-11:30:19 nb_validated 2295 model 0 (finishes Thu 12:14 -- 279/h)
20241031-11:30:34 nb_validated 2218 model 3 (finishes Thu 12:33 -- 269/h)
20241031-11:30:37 nb_validated 2297 model 3 (finishes Thu 12:14 -- 279/h)
20241031-11:30:52 nb_validated 2219 model 0 (finishes Thu 12:33 -- 269/h)
20241031-11:30:55 nb_validated 2300 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:31:10 nb_validated 2219 model 3 (finishes Thu 12:33 -- 269/h)
20241031-11:31:14 nb_validated 2301 model 1 (finishes Thu 12:13 -- 279/h)
20241031-11:31:28 nb_validated 2219 model 1 (finishes Thu 12:34 -- 269/h)
20241031-11:31:31 nb_validated 2303 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:31:47 nb_validated 2220 model 0 (finishes Thu 12:34 -- 269/h)
20241031-11:31:49 nb_validated 2303 model 4 (finishes Thu 12:14 -- 279/h)
20241031-11:32:05 nb_validated 2221 model 0 (finishes Thu 12:34 -- 269/h)
20241031-11:32:08 nb_validated 2304 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:32:23 nb_validated 2222 model 3 (finishes Thu 12:34 -- 269/h)
20241031-11:32:26 nb_validated 2304 model 3 (finishes Thu 12:14 -- 279/h)
20241031-11:32:41 nb_validated 2224 model 3 (finishes Thu 12:34 -- 269/h)
20241031-11:32:44 nb_validated 2306 model 2 (finishes Thu 12:14 -- 279/h)
20241031-11:32:59 nb_validated 2225 model 4 (finishes Thu 12:34 -- 269/h)
20241031-11:33:02 nb_validated 2309 model 2 (finishes Thu 12:14 -- 279/h)
20241031-11:33:17 nb_validated 2227 model 0 (finishes Thu 12:34 -- 269/h)
20241031-11:33:20 nb_validated 2310 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:33:35 nb_validated 2231 model 0 (finishes Thu 12:33 -- 269/h)
20241031-11:33:38 nb_validated 2314 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:33:53 nb_validated 2231 model 2 (finishes Thu 12:33 -- 269/h)
20241031-11:33:56 nb_validated 2314 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:34:11 nb_validated 2233 model 4 (finishes Thu 12:33 -- 269/h)
20241031-11:34:14 nb_validated 2314 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:34:29 nb_validated 2234 model 4 (finishes Thu 12:33 -- 269/h)
20241031-11:34:32 nb_validated 2314 model 3 (finishes Thu 12:14 -- 279/h)
20241031-11:34:47 nb_validated 2235 model 4 (finishes Thu 12:33 -- 269/h)
20241031-11:34:50 nb_validated 2318 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:35:05 nb_validated 2235 model 2 (finishes Thu 12:34 -- 269/h)
20241031-11:35:08 nb_validated 2321 model 1 (finishes Thu 12:13 -- 279/h)
20241031-11:35:23 nb_validated 2236 model 4 (finishes Thu 12:34 -- 269/h)
20241031-11:35:26 nb_validated 2322 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:35:42 nb_validated 2237 model 3 (finishes Thu 12:34 -- 269/h)
20241031-11:35:44 nb_validated 2324 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:35:59 nb_validated 2242 model 2 (finishes Thu 12:33 -- 269/h)
20241031-11:36:01 nb_validated 2325 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:36:17 nb_validated 2244 model 3 (finishes Thu 12:33 -- 269/h)
20241031-11:36:20 nb_validated 2326 model 1 (finishes Thu 12:13 -- 279/h)
20241031-11:36:35 nb_validated 2246 model 0 (finishes Thu 12:33 -- 269/h)
20241031-11:36:38 nb_validated 2327 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:36:53 nb_validated 2246 model 4 (finishes Thu 12:33 -- 269/h)
20241031-11:36:56 nb_validated 2327 model 4 (finishes Thu 12:14 -- 279/h)
20241031-11:37:11 nb_validated 2246 model 2 (finishes Thu 12:33 -- 269/h)
20241031-11:37:13 nb_validated 2328 model 2 (finishes Thu 12:14 -- 279/h)
20241031-11:37:28 nb_validated 2248 model 0 (finishes Thu 12:33 -- 269/h)
20241031-11:37:31 nb_validated 2330 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:37:46 nb_validated 2250 model 4 (finishes Thu 12:33 -- 269/h)
20241031-11:37:50 nb_validated 2331 model 0 (finishes Thu 12:14 -- 279/h)
20241031-11:38:04 nb_validated 2251 model 2 (finishes Thu 12:33 -- 269/h)
20241031-11:38:08 nb_validated 2331 model 4 (finishes Thu 12:14 -- 279/h)
20241031-11:38:22 nb_validated 2255 model 2 (finishes Thu 12:32 -- 269/h)
20241031-11:38:26 nb_validated 2331 model 4 (finishes Thu 12:14 -- 278/h)
20241031-11:38:41 nb_validated 2259 model 1 (finishes Thu 12:32 -- 270/h)
20241031-11:38:44 nb_validated 2332 model 0 (finishes Thu 12:14 -- 278/h)
20241031-11:39:00 nb_validated 2261 model 4 (finishes Thu 12:32 -- 270/h)
20241031-11:39:01 nb_validated 2334 model 3 (finishes Thu 12:14 -- 278/h)
20241031-11:39:18 nb_validated 2261 model 0 (finishes Thu 12:32 -- 270/h)
20241031-11:39:19 nb_validated 2334 model 0 (finishes Thu 12:15 -- 278/h)
20241031-11:39:36 nb_validated 2263 model 4 (finishes Thu 12:32 -- 270/h)
20241031-11:39:37 nb_validated 2337 model 0 (finishes Thu 12:14 -- 278/h)
20241031-11:39:54 nb_validated 2267 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:39:55 nb_validated 2340 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:40:11 nb_validated 2267 model 0 (finishes Thu 12:31 -- 270/h)
20241031-11:40:13 nb_validated 2343 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:40:29 nb_validated 2270 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:40:31 nb_validated 2344 model 3 (finishes Thu 12:14 -- 279/h)
20241031-11:40:48 nb_validated 2271 model 4 (finishes Thu 12:31 -- 270/h)
20241031-11:40:49 nb_validated 2347 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:41:05 nb_validated 2272 model 4 (finishes Thu 12:31 -- 270/h)
20241031-11:41:07 nb_validated 2348 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:41:23 nb_validated 2274 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:41:25 nb_validated 2352 model 4 (finishes Thu 12:13 -- 279/h)
20241031-11:41:41 nb_validated 2274 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:41:43 nb_validated 2354 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:41:59 nb_validated 2276 model 0 (finishes Thu 12:31 -- 270/h)
20241031-11:42:01 nb_validated 2356 model 0 (finishes Thu 12:12 -- 279/h)
20241031-11:42:17 nb_validated 2277 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:42:19 nb_validated 2358 model 1 (finishes Thu 12:12 -- 279/h)
20241031-11:42:35 nb_validated 2278 model 3 (finishes Thu 12:31 -- 270/h)
20241031-11:42:37 nb_validated 2363 model 2 (finishes Thu 12:11 -- 280/h)
20241031-11:42:53 nb_validated 2280 model 3 (finishes Thu 12:31 -- 270/h)
20241031-11:42:55 nb_validated 2365 model 3 (finishes Thu 12:11 -- 280/h)
20241031-11:43:11 nb_validated 2280 model 1 (finishes Thu 12:32 -- 270/h)
20241031-11:43:14 nb_validated 2366 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:43:29 nb_validated 2283 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:43:31 nb_validated 2367 model 4 (finishes Thu 12:11 -- 280/h)
20241031-11:43:47 nb_validated 2285 model 0 (finishes Thu 12:31 -- 270/h)
20241031-11:43:49 nb_validated 2368 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:44:05 nb_validated 2288 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:44:07 nb_validated 2368 model 0 (finishes Thu 12:12 -- 280/h)
20241031-11:44:23 nb_validated 2289 model 3 (finishes Thu 12:31 -- 270/h)
20241031-11:44:25 nb_validated 2370 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:44:41 nb_validated 2290 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:44:43 nb_validated 2372 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:44:59 nb_validated 2292 model 1 (finishes Thu 12:31 -- 270/h)
20241031-11:45:01 nb_validated 2372 model 2 (finishes Thu 12:12 -- 280/h)
20241031-11:45:17 nb_validated 2293 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:45:19 nb_validated 2372 model 4 (finishes Thu 12:12 -- 279/h)
20241031-11:45:35 nb_validated 2294 model 1 (finishes Thu 12:31 -- 270/h)
20241031-11:45:37 nb_validated 2374 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:45:53 nb_validated 2295 model 0 (finishes Thu 12:31 -- 270/h)
20241031-11:45:55 nb_validated 2377 model 1 (finishes Thu 12:12 -- 280/h)
20241031-11:46:11 nb_validated 2296 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:46:13 nb_validated 2377 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:46:30 nb_validated 2297 model 4 (finishes Thu 12:31 -- 270/h)
20241031-11:46:31 nb_validated 2378 model 4 (finishes Thu 12:12 -- 280/h)
20241031-11:46:48 nb_validated 2300 model 0 (finishes Thu 12:31 -- 270/h)
20241031-11:46:49 nb_validated 2379 model 3 (finishes Thu 12:12 -- 279/h)
20241031-11:47:06 nb_validated 2302 model 4 (finishes Thu 12:30 -- 270/h)
20241031-11:47:07 nb_validated 2381 model 3 (finishes Thu 12:12 -- 280/h)
20241031-11:47:24 nb_validated 2303 model 2 (finishes Thu 12:31 -- 270/h)
20241031-11:47:25 nb_validated 2381 model 4 (finishes Thu 12:12 -- 279/h)
20241031-11:47:42 nb_validated 2306 model 0 (finishes Thu 12:30 -- 270/h)
20241031-11:47:43 nb_validated 2382 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:48:00 nb_validated 2307 model 3 (finishes Thu 12:30 -- 270/h)
20241031-11:48:01 nb_validated 2384 model 3 (finishes Thu 12:12 -- 279/h)
20241031-11:48:19 nb_validated 2386 model 2 (finishes Thu 12:12 -- 279/h)
20241031-11:48:19 nb_validated 2310 model 1 (finishes Thu 12:30 -- 271/h)
20241031-11:48:37 nb_validated 2313 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:48:37 nb_validated 2387 model 3 (finishes Thu 12:12 -- 279/h)
20241031-11:48:55 nb_validated 2316 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:48:55 nb_validated 2388 model 0 (finishes Thu 12:12 -- 279/h)
20241031-11:49:13 nb_validated 2316 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:49:14 nb_validated 2390 model 3 (finishes Thu 12:12 -- 279/h)
20241031-11:49:31 nb_validated 2319 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:49:31 nb_validated 2391 model 2 (finishes Thu 12:12 -- 279/h)
20241031-11:49:49 nb_validated 2321 model 2 (finishes Thu 12:29 -- 271/h)
20241031-11:49:49 nb_validated 2393 model 2 (finishes Thu 12:12 -- 279/h)
20241031-11:50:07 nb_validated 2323 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:50:07 nb_validated 2393 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:50:26 nb_validated 2394 model 4 (finishes Thu 12:13 -- 279/h)
20241031-11:50:26 nb_validated 2324 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:50:44 nb_validated 2394 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:50:44 nb_validated 2326 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:51:02 nb_validated 2327 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:51:02 nb_validated 2395 model 1 (finishes Thu 12:13 -- 279/h)
20241031-11:51:20 nb_validated 2327 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:51:20 nb_validated 2396 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:51:37 nb_validated 2397 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:51:38 nb_validated 2328 model 4 (finishes Thu 12:29 -- 271/h)
20241031-11:51:55 nb_validated 2399 model 4 (finishes Thu 12:13 -- 279/h)
20241031-11:51:56 nb_validated 2332 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:52:13 nb_validated 2400 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:52:14 nb_validated 2332 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:52:31 nb_validated 2401 model 2 (finishes Thu 12:13 -- 279/h)
20241031-11:52:32 nb_validated 2334 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:52:49 nb_validated 2402 model 4 (finishes Thu 12:13 -- 279/h)
20241031-11:52:50 nb_validated 2334 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:53:07 nb_validated 2403 model 3 (finishes Thu 12:13 -- 279/h)
20241031-11:53:08 nb_validated 2337 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:53:25 nb_validated 2403 model 3 (finishes Thu 12:14 -- 279/h)
20241031-11:53:26 nb_validated 2339 model 0 (finishes Thu 12:28 -- 271/h)
20241031-11:53:43 nb_validated 2403 model 3 (finishes Thu 12:14 -- 279/h)
20241031-11:53:44 nb_validated 2339 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:54:01 nb_validated 2404 model 2 (finishes Thu 12:14 -- 278/h)
20241031-11:54:03 nb_validated 2340 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:54:19 nb_validated 2405 model 4 (finishes Thu 12:14 -- 278/h)
20241031-11:54:21 nb_validated 2342 model 3 (finishes Thu 12:29 -- 271/h)
20241031-11:54:37 nb_validated 2408 model 4 (finishes Thu 12:14 -- 279/h)
20241031-11:54:39 nb_validated 2343 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:54:55 nb_validated 2408 model 3 (finishes Thu 12:14 -- 278/h)
20241031-11:54:58 nb_validated 2344 model 1 (finishes Thu 12:29 -- 271/h)
20241031-11:55:12 nb_validated 2408 model 2 (finishes Thu 12:15 -- 278/h)
20241031-11:55:16 nb_validated 2346 model 0 (finishes Thu 12:29 -- 271/h)
20241031-11:55:31 nb_validated 2411 model 1 (finishes Thu 12:14 -- 278/h)
20241031-11:55:34 nb_validated 2351 model 2 (finishes Thu 12:28 -- 272/h)
20241031-11:55:49 nb_validated 2414 model 0 (finishes Thu 12:14 -- 279/h)
20241031-11:55:52 nb_validated 2353 model 2 (finishes Thu 12:28 -- 272/h)
20241031-11:56:07 nb_validated 2416 model 2 (finishes Thu 12:14 -- 279/h)
20241031-11:56:10 nb_validated 2353 model 4 (finishes Thu 12:28 -- 271/h)
20241031-11:56:24 nb_validated 2419 model 0 (finishes Thu 12:13 -- 279/h)
20241031-11:56:29 nb_validated 2354 model 1 (finishes Thu 12:28 -- 271/h)
20241031-11:56:43 nb_validated 2419 model 3 (finishes Thu 12:14 -- 279/h)
20241031-11:56:47 nb_validated 2356 model 4 (finishes Thu 12:28 -- 271/h)
20241031-11:57:01 nb_validated 2419 model 3 (finishes Thu 12:14 -- 279/h)
20241031-11:57:05 nb_validated 2357 model 4 (finishes Thu 12:28 -- 271/h)
20241031-11:57:18 nb_validated 2420 model 2 (finishes Thu 12:14 -- 279/h)
20241031-11:57:23 nb_validated 2358 model 2 (finishes Thu 12:28 -- 271/h)
20241031-11:57:36 nb_validated 2423 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:57:40 nb_validated 2359 model 2 (finishes Thu 12:28 -- 271/h)
20241031-11:57:55 nb_validated 2424 model 4 (finishes Thu 12:14 -- 279/h)
20241031-11:57:59 nb_validated 2361 model 1 (finishes Thu 12:28 -- 271/h)
20241031-11:58:13 nb_validated 2424 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:58:17 nb_validated 2362 model 3 (finishes Thu 12:28 -- 271/h)
20241031-11:58:31 nb_validated 2427 model 2 (finishes Thu 12:14 -- 279/h)
20241031-11:58:35 nb_validated 2365 model 0 (finishes Thu 12:28 -- 272/h)
20241031-11:58:48 nb_validated 2428 model 2 (finishes Thu 12:14 -- 279/h)
20241031-11:58:53 nb_validated 2366 model 3 (finishes Thu 12:28 -- 272/h)
20241031-11:59:06 nb_validated 2428 model 0 (finishes Thu 12:14 -- 279/h)
20241031-11:59:12 nb_validated 2367 model 0 (finishes Thu 12:28 -- 271/h)
20241031-11:59:24 nb_validated 2431 model 1 (finishes Thu 12:14 -- 279/h)
20241031-11:59:30 nb_validated 2369 model 2 (finishes Thu 12:28 -- 272/h)
20241031-11:59:42 nb_validated 2432 model 3 (finishes Thu 12:14 -- 279/h)
20241031-11:59:47 nb_validated 2369 model 4 (finishes Thu 12:28 -- 271/h)
20241031-12:00:00 nb_validated 2436 model 0 (finishes Thu 12:13 -- 279/h)
20241031-12:00:06 nb_validated 2370 model 4 (finishes Thu 12:28 -- 271/h)
20241031-12:00:18 nb_validated 2437 model 2 (finishes Thu 12:13 -- 279/h)
20241031-12:00:24 nb_validated 2370 model 4 (finishes Thu 12:29 -- 271/h)
20241031-12:00:35 nb_validated 2440 model 3 (finishes Thu 12:13 -- 279/h)
20241031-12:00:42 nb_validated 2370 model 0 (finishes Thu 12:29 -- 271/h)
20241031-12:00:53 nb_validated 2442 model 4 (finishes Thu 12:13 -- 279/h)
20241031-12:00:59 nb_validated 2371 model 0 (finishes Thu 12:29 -- 271/h)
20241031-12:01:11 nb_validated 2442 model 4 (finishes Thu 12:13 -- 279/h)
20241031-12:01:18 nb_validated 2371 model 3 (finishes Thu 12:29 -- 271/h)
20241031-12:01:29 nb_validated 2443 model 0 (finishes Thu 12:13 -- 279/h)
20241031-12:01:36 nb_validated 2371 model 3 (finishes Thu 12:30 -- 271/h)
20241031-12:01:47 nb_validated 2444 model 2 (finishes Thu 12:13 -- 279/h)
20241031-12:01:54 nb_validated 2371 model 4 (finishes Thu 12:30 -- 271/h)
20241031-12:02:04 nb_validated 2446 model 2 (finishes Thu 12:13 -- 279/h)
20241031-12:02:12 nb_validated 2372 model 1 (finishes Thu 12:30 -- 270/h)
20241031-12:02:22 nb_validated 2446 model 3 (finishes Thu 12:13 -- 279/h)
20241031-12:02:30 nb_validated 2373 model 0 (finishes Thu 12:30 -- 270/h)
20241031-12:02:41 nb_validated 2448 model 1 (finishes Thu 12:13 -- 279/h)
20241031-12:02:48 nb_validated 2373 model 1 (finishes Thu 12:30 -- 270/h)
20241031-12:02:59 nb_validated 2448 model 1 (finishes Thu 12:14 -- 279/h)
20241031-12:03:07 nb_validated 2373 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:03:17 nb_validated 2449 model 3 (finishes Thu 12:14 -- 279/h)
20241031-12:03:25 nb_validated 2376 model 1 (finishes Thu 12:30 -- 270/h)
20241031-12:03:35 nb_validated 2451 model 1 (finishes Thu 12:14 -- 279/h)
20241031-12:03:43 nb_validated 2376 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:03:52 nb_validated 2454 model 0 (finishes Thu 12:13 -- 279/h)
20241031-12:04:01 nb_validated 2377 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:04:10 nb_validated 2455 model 0 (finishes Thu 12:13 -- 279/h)
20241031-12:04:19 nb_validated 2377 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:04:28 nb_validated 2456 model 4 (finishes Thu 12:13 -- 279/h)
20241031-12:04:37 nb_validated 2380 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:04:46 nb_validated 2456 model 3 (finishes Thu 12:14 -- 279/h)
20241031-12:04:55 nb_validated 2382 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:05:04 nb_validated 2457 model 2 (finishes Thu 12:14 -- 279/h)
20241031-12:05:14 nb_validated 2383 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:05:22 nb_validated 2457 model 0 (finishes Thu 12:14 -- 279/h)
20241031-12:05:32 nb_validated 2384 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:05:40 nb_validated 2459 model 0 (finishes Thu 12:14 -- 279/h)
20241031-12:05:49 nb_validated 2384 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:05:58 nb_validated 2460 model 1 (finishes Thu 12:14 -- 279/h)
20241031-12:06:08 nb_validated 2386 model 4 (finishes Thu 12:31 -- 270/h)
20241031-12:06:17 nb_validated 2461 model 3 (finishes Thu 12:14 -- 278/h)
20241031-12:06:26 nb_validated 2387 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:06:34 nb_validated 2462 model 2 (finishes Thu 12:14 -- 278/h)
20241031-12:06:44 nb_validated 2389 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:06:52 nb_validated 2463 model 2 (finishes Thu 12:14 -- 278/h)
20241031-12:07:02 nb_validated 2389 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:07:10 nb_validated 2464 model 0 (finishes Thu 12:14 -- 278/h)
20241031-12:07:20 nb_validated 2391 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:07:28 nb_validated 2465 model 0 (finishes Thu 12:15 -- 278/h)
20241031-12:07:38 nb_validated 2394 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:07:45 nb_validated 2467 model 4 (finishes Thu 12:14 -- 278/h)
20241031-12:07:56 nb_validated 2397 model 0 (finishes Thu 12:30 -- 270/h)
20241031-12:08:03 nb_validated 2468 model 3 (finishes Thu 12:14 -- 278/h)
20241031-12:08:14 nb_validated 2398 model 2 (finishes Thu 12:30 -- 270/h)
20241031-12:08:21 nb_validated 2468 model 2 (finishes Thu 12:15 -- 278/h)
20241031-12:08:32 nb_validated 2399 model 1 (finishes Thu 12:30 -- 270/h)
20241031-12:08:39 nb_validated 2471 model 2 (finishes Thu 12:14 -- 278/h)
20241031-12:08:51 nb_validated 2400 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:08:57 nb_validated 2473 model 1 (finishes Thu 12:14 -- 278/h)
20241031-12:09:09 nb_validated 2400 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:09:16 nb_validated 2477 model 3 (finishes Thu 12:14 -- 279/h)
20241031-12:09:27 nb_validated 2402 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:09:34 nb_validated 2478 model 1 (finishes Thu 12:14 -- 279/h)
20241031-12:09:46 nb_validated 2403 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:09:52 nb_validated 2479 model 2 (finishes Thu 12:14 -- 279/h)
20241031-12:10:04 nb_validated 2403 model 4 (finishes Thu 12:31 -- 270/h)
20241031-12:10:10 nb_validated 2479 model 1 (finishes Thu 12:14 -- 278/h)
20241031-12:10:22 nb_validated 2405 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:10:27 nb_validated 2485 model 2 (finishes Thu 12:13 -- 279/h)
20241031-12:10:40 nb_validated 2405 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:10:46 nb_validated 2486 model 0 (finishes Thu 12:13 -- 279/h)
20241031-12:10:58 nb_validated 2406 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:11:03 nb_validated 2488 model 2 (finishes Thu 12:13 -- 279/h)
20241031-12:11:16 nb_validated 2406 model 0 (finishes Thu 12:32 -- 270/h)
20241031-12:11:21 nb_validated 2489 model 3 (finishes Thu 12:13 -- 279/h)
20241031-12:11:34 nb_validated 2406 model 0 (finishes Thu 12:32 -- 270/h)
20241031-12:11:39 nb_validated 2493 model 2 (finishes Thu 12:13 -- 279/h)
20241031-12:11:52 nb_validated 2406 model 4 (finishes Thu 12:32 -- 269/h)
20241031-12:11:57 nb_validated 2493 model 0 (finishes Thu 12:13 -- 279/h)
20241031-12:12:10 nb_validated 2411 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:12:15 nb_validated 2493 model 2 (finishes Thu 12:13 -- 279/h)
20241031-12:12:28 nb_validated 2412 model 2 (finishes Thu 12:32 -- 270/h)
20241031-12:12:33 nb_validated 2493 model 1 (finishes Thu 12:14 -- 279/h)
20241031-12:12:46 nb_validated 2415 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:12:52 nb_validated 2494 model 4 (finishes Thu 12:14 -- 279/h)
20241031-12:13:04 nb_validated 2416 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:13:09 nb_validated 2495 model 2 (finishes Thu 12:14 -- 279/h)
20241031-12:13:23 nb_validated 2417 model 4 (finishes Thu 12:31 -- 270/h)
20241031-12:13:27 nb_validated 2498 model 4 (finishes Thu 12:13 -- 279/h)
20241031-12:13:41 nb_validated 2418 model 4 (finishes Thu 12:31 -- 270/h)
20241031-12:13:45 nb_validated 2501 model 4 (finishes now! -- 279/h)
20241031-12:13:45 generate_c_quizz_speed 279/h
20241031-12:13:59 nb_validated 2418 model 3 (finishes Thu 12:32 -- 270/h)
20241031-12:14:16 nb_validated 2420 model 4 (finishes Thu 12:32 -- 270/h)
20241031-12:14:34 nb_validated 2423 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:14:52 nb_validated 2425 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:15:09 nb_validated 2427 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:15:27 nb_validated 2427 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:15:44 nb_validated 2428 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:16:02 nb_validated 2429 model 4 (finishes Thu 12:31 -- 270/h)
20241031-12:16:20 nb_validated 2429 model 3 (finishes Thu 12:32 -- 270/h)
20241031-12:16:37 nb_validated 2431 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:16:55 nb_validated 2431 model 4 (finishes Thu 12:32 -- 270/h)
20241031-12:17:12 nb_validated 2433 model 1 (finishes Thu 12:32 -- 270/h)
20241031-12:17:30 nb_validated 2433 model 2 (finishes Thu 12:32 -- 270/h)
20241031-12:17:48 nb_validated 2434 model 4 (finishes Thu 12:32 -- 270/h)
20241031-12:18:06 nb_validated 2435 model 4 (finishes Thu 12:32 -- 270/h)
20241031-12:18:24 nb_validated 2436 model 0 (finishes Thu 12:32 -- 269/h)
20241031-12:18:41 nb_validated 2437 model 2 (finishes Thu 12:32 -- 269/h)
20241031-12:18:59 nb_validated 2439 model 4 (finishes Thu 12:32 -- 270/h)
20241031-12:19:17 nb_validated 2441 model 3 (finishes Thu 12:32 -- 270/h)
20241031-12:19:34 nb_validated 2443 model 3 (finishes Thu 12:32 -- 270/h)
20241031-12:19:51 nb_validated 2443 model 0 (finishes Thu 12:32 -- 270/h)
20241031-12:20:09 nb_validated 2445 model 0 (finishes Thu 12:32 -- 270/h)
20241031-12:20:26 nb_validated 2445 model 1 (finishes Thu 12:32 -- 269/h)
20241031-12:20:44 nb_validated 2446 model 0 (finishes Thu 12:32 -- 269/h)
20241031-12:21:01 nb_validated 2448 model 3 (finishes Thu 12:32 -- 269/h)
20241031-12:21:19 nb_validated 2449 model 0 (finishes Thu 12:32 -- 269/h)
20241031-12:21:36 nb_validated 2452 model 4 (finishes Thu 12:32 -- 270/h)
20241031-12:21:54 nb_validated 2452 model 2 (finishes Thu 12:32 -- 269/h)
20241031-12:22:12 nb_validated 2453 model 1 (finishes Thu 12:32 -- 269/h)
20241031-12:22:30 nb_validated 2453 model 4 (finishes Thu 12:32 -- 269/h)
20241031-12:22:48 nb_validated 2455 model 4 (finishes Thu 12:32 -- 269/h)
20241031-12:23:05 nb_validated 2459 model 0 (finishes Thu 12:32 -- 270/h)
20241031-12:23:23 nb_validated 2461 model 1 (finishes Thu 12:32 -- 270/h)
20241031-12:23:41 nb_validated 2461 model 4 (finishes Thu 12:32 -- 270/h)
20241031-12:23:59 nb_validated 2463 model 0 (finishes Thu 12:32 -- 270/h)
20241031-12:24:16 nb_validated 2464 model 2 (finishes Thu 12:32 -- 270/h)
20241031-12:24:33 nb_validated 2467 model 0 (finishes Thu 12:31 -- 270/h)
20241031-12:24:51 nb_validated 2468 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:25:08 nb_validated 2469 model 2 (finishes Thu 12:32 -- 270/h)
20241031-12:25:25 nb_validated 2470 model 0 (finishes Thu 12:32 -- 270/h)
20241031-12:25:43 nb_validated 2473 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:26:01 nb_validated 2474 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:26:18 nb_validated 2477 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:26:36 nb_validated 2478 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:26:54 nb_validated 2480 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:27:11 nb_validated 2480 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:27:29 nb_validated 2482 model 4 (finishes Thu 12:31 -- 270/h)
20241031-12:27:46 nb_validated 2483 model 3 (finishes Thu 12:31 -- 270/h)
20241031-12:28:04 nb_validated 2483 model 4 (finishes Thu 12:31 -- 270/h)
20241031-12:28:22 nb_validated 2485 model 2 (finishes Thu 12:31 -- 270/h)
20241031-12:28:39 nb_validated 2486 model 1 (finishes Thu 12:31 -- 270/h)
20241031-12:28:58 nb_validated 2486 model 1 (finishes Thu 12:32 -- 270/h)
20241031-12:29:15 nb_validated 2486 model 1 (finishes Thu 12:32 -- 270/h)
20241031-12:29:33 nb_validated 2487 model 0 (finishes Thu 12:32 -- 270/h)
20241031-12:29:51 nb_validated 2487 model 1 (finishes Thu 12:32 -- 269/h)
20241031-12:30:08 nb_validated 2488 model 4 (finishes Thu 12:32 -- 269/h)
20241031-12:30:26 nb_validated 2488 model 1 (finishes Thu 12:33 -- 269/h)
20241031-12:30:43 nb_validated 2488 model 2 (finishes Thu 12:33 -- 269/h)
20241031-12:31:01 nb_validated 2488 model 3 (finishes Thu 12:33 -- 269/h)
20241031-12:31:19 nb_validated 2490 model 1 (finishes Thu 12:33 -- 269/h)
20241031-12:31:36 nb_validated 2491 model 2 (finishes Thu 12:33 -- 269/h)
20241031-12:31:54 nb_validated 2493 model 2 (finishes Thu 12:33 -- 269/h)
20241031-12:32:11 nb_validated 2493 model 3 (finishes Thu 12:33 -- 269/h)
20241031-12:32:28 nb_validated 2494 model 2 (finishes Thu 12:33 -- 269/h)
20241031-12:32:47 nb_validated 2496 model 1 (finishes Thu 12:33 -- 269/h)
20241031-12:33:04 nb_validated 2499 model 3 (finishes Thu 12:33 -- 269/h)
20241031-12:33:22 nb_validated 2500 model 1 (finishes now! -- 269/h)
20241031-12:33:22 generate_c_quizz_speed 269/h
20241031-12:33:30 wrote culture_c_quiz_0104.png
20241031-12:33:30 generated_c_quizzes torch.Size([5001, 400])
20241031-12:38:05 nb_c_quizzes 15001
20241031-12:38:05 weakest_accuracies [0, 0]
20241031-12:38:05 dummy_rand tensor([0.9842])
20241031-12:38:05 dummy_rand tensor([0.2543])
20241031-12:38:05 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:38:05 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:40:37 train_loss 104 model 0 0.02816236114501953
20241031-12:40:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:40:37 train_loss 104 model 1 0.028743425369262696
20241031-12:40:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:40:39 test_loss 104 model 0 0.022544136047363283
20241031-12:40:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:40:39 test_loss 104 model 1 0.02296142578125
20241031-12:40:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:40:42 test_accuracy 104 model 0 nb_correct 2284 / 2500 (91.36%)
20241031-12:40:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:40:42 test_accuracy 104 model 1 nb_correct 2311 / 2500 (92.44%)
20241031-12:40:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:40:51 wrote ae_*.pth
20241031-12:40:51 epoch_duration 563min51s next_finish 22:04:43
20241031-12:40:51 wrote state.pth
20241031-12:40:51 --- epoch 105 ----------------------------------------
20241031-12:40:51 current_test_accuracies 0.9136 0.9244 0.0000 0.0000 0.0000
20241031-12:40:51 nb_c_quizzes 15001
20241031-12:40:51 weakest_accuracies [0, 0]
20241031-12:40:51 dummy_rand tensor([0.2889])
20241031-12:40:51 dummy_rand tensor([0.9521])
20241031-12:40:51 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:40:51 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:43:24 train_loss 105 model 3 0.028752056121826172
20241031-12:43:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:43:24 train_loss 105 model 2 0.02817289352416992
20241031-12:43:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:43:26 test_loss 105 model 3 0.02346771240234375
20241031-12:43:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:43:26 test_loss 105 model 2 0.02408317565917969
20241031-12:43:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:43:29 test_accuracy 105 model 3 nb_correct 2328 / 2500 (93.12%)
20241031-12:43:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:43:29 test_accuracy 105 model 2 nb_correct 2294 / 2500 (91.76%)
20241031-12:43:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:43:38 wrote ae_*.pth
20241031-12:43:38 epoch_duration 2min47s next_finish 12:46:25
20241031-12:43:38 wrote state.pth
20241031-12:43:38 --- epoch 106 ----------------------------------------
20241031-12:43:38 current_test_accuracies 0.9136 0.9244 0.9176 0.9312 0.0000
20241031-12:43:38 nb_c_quizzes 15001
20241031-12:43:38 weakest_accuracies [0, 0.9136]
20241031-12:43:38 dummy_rand tensor([0.0415])
20241031-12:43:38 dummy_rand tensor([0.8716])
20241031-12:43:39 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:43:39 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:46:11 train_loss 106 model 0 0.027032848358154296
20241031-12:46:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:46:11 train_loss 106 model 4 0.02896595001220703
20241031-12:46:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:46:13 test_loss 106 model 0 0.023442583084106447
20241031-12:46:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:46:13 test_loss 106 model 4 0.022252273559570313
20241031-12:46:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:46:15 test_accuracy 106 model 0 nb_correct 2329 / 2500 (93.16%)
20241031-12:46:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:46:15 test_accuracy 106 model 4 nb_correct 2236 / 2500 (89.44%)
20241031-12:46:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:46:25 wrote ae_*.pth
20241031-12:46:25 epoch_duration 2min47s next_finish 12:49:12
20241031-12:46:25 wrote state.pth
20241031-12:46:25 --- epoch 107 ----------------------------------------
20241031-12:46:25 current_test_accuracies 0.9316 0.9244 0.9176 0.9312 0.8944
20241031-12:46:25 nb_c_quizzes 15001
20241031-12:46:25 weakest_accuracies [0.8944, 0.9176]
20241031-12:46:25 dummy_rand tensor([0.9071])
20241031-12:46:25 dummy_rand tensor([0.5296])
20241031-12:46:26 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:46:26 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:48:58 train_loss 107 model 2 0.02830721664428711
20241031-12:48:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:48:58 train_loss 107 model 4 0.027807945251464843
20241031-12:48:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:49:00 test_loss 107 model 2 0.025283975601196287
20241031-12:49:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:49:00 test_loss 107 model 4 0.02355417251586914
20241031-12:49:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:49:02 test_accuracy 107 model 2 nb_correct 2258 / 2500 (90.32%)
20241031-12:49:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:49:02 test_accuracy 107 model 4 nb_correct 2308 / 2500 (92.32%)
20241031-12:49:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:49:12 wrote ae_*.pth
20241031-12:49:12 epoch_duration 2min46s next_finish 12:51:59
20241031-12:49:12 wrote state.pth
20241031-12:49:12 --- epoch 108 ----------------------------------------
20241031-12:49:12 current_test_accuracies 0.9316 0.9244 0.9032 0.9312 0.9232
20241031-12:49:12 nb_c_quizzes 15001
20241031-12:49:12 weakest_accuracies [0.9032, 0.9232]
20241031-12:49:12 dummy_rand tensor([0.0807])
20241031-12:49:12 dummy_rand tensor([0.7603])
20241031-12:49:12 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:49:12 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:51:44 train_loss 108 model 2 0.028161247253417968
20241031-12:51:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:51:45 train_loss 108 model 4 0.027846729278564453
20241031-12:51:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:51:47 test_loss 108 model 2 0.022499446868896485
20241031-12:51:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:51:47 test_loss 108 model 4 0.02216310501098633
20241031-12:51:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:51:49 test_accuracy 108 model 2 nb_correct 2353 / 2500 (94.12%)
20241031-12:51:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:51:49 test_accuracy 108 model 4 nb_correct 2292 / 2500 (91.68%)
20241031-12:51:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:51:59 wrote ae_*.pth
20241031-12:51:59 epoch_duration 2min46s next_finish 12:54:45
20241031-12:51:59 wrote state.pth
20241031-12:51:59 --- epoch 109 ----------------------------------------
20241031-12:51:59 current_test_accuracies 0.9316 0.9244 0.9412 0.9312 0.9168
20241031-12:51:59 nb_c_quizzes 15001
20241031-12:51:59 weakest_accuracies [0.9168, 0.9244]
20241031-12:51:59 dummy_rand tensor([0.0288])
20241031-12:51:59 dummy_rand tensor([0.2059])
20241031-12:51:59 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:51:59 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:54:31 train_loss 109 model 4 0.02802223205566406
20241031-12:54:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:54:31 train_loss 109 model 1 0.027902517318725586
20241031-12:54:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:54:33 test_loss 109 model 4 0.02214530944824219
20241031-12:54:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:54:33 test_loss 109 model 1 0.02203629493713379
20241031-12:54:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:54:36 test_accuracy 109 model 4 nb_correct 2291 / 2500 (91.64%)
20241031-12:54:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:54:36 test_accuracy 109 model 1 nb_correct 2368 / 2500 (94.72%)
20241031-12:54:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:54:45 wrote ae_*.pth
20241031-12:54:45 epoch_duration 2min46s next_finish 12:57:32
20241031-12:54:46 wrote state.pth
20241031-12:54:46 --- epoch 110 ----------------------------------------
20241031-12:54:46 current_test_accuracies 0.9316 0.9472 0.9412 0.9312 0.9164
20241031-12:54:46 nb_c_quizzes 15001
20241031-12:54:46 weakest_accuracies [0.9164, 0.9312]
20241031-12:54:46 dummy_rand tensor([0.5346])
20241031-12:54:46 dummy_rand tensor([0.6982])
20241031-12:54:46 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:54:46 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:57:17 train_loss 110 model 4 0.026803207397460938
20241031-12:57:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:57:17 train_loss 110 model 3 0.02769873809814453
20241031-12:57:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:57:20 test_loss 110 model 4 0.02278450012207031
20241031-12:57:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:57:20 test_loss 110 model 3 0.024053192138671874
20241031-12:57:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-12:57:22 test_accuracy 110 model 4 nb_correct 2350 / 2500 (94.00%)
20241031-12:57:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:57:22 test_accuracy 110 model 3 nb_correct 2399 / 2500 (95.96%)
20241031-12:57:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-12:57:32 wrote ae_*.pth
20241031-12:57:32 epoch_duration 2min46s next_finish 13:00:18
20241031-12:57:32 wrote state.pth
20241031-12:57:32 --- epoch 111 ----------------------------------------
20241031-12:57:32 current_test_accuracies 0.9316 0.9472 0.9412 0.9596 0.9400
20241031-12:57:32 nb_c_quizzes 15001
20241031-12:57:32 weakest_accuracies [0.9316, 0.94]
20241031-12:57:32 dummy_rand tensor([0.5484])
20241031-12:57:32 dummy_rand tensor([0.8508])
20241031-12:57:32 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-12:57:32 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:00:04 train_loss 111 model 0 0.027101791381835938
20241031-13:00:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:00:04 train_loss 111 model 4 0.027384117126464845
20241031-13:00:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:00:07 test_loss 111 model 0 0.025150642395019532
20241031-13:00:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:00:07 test_loss 111 model 4 0.0244366455078125
20241031-13:00:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:00:09 test_accuracy 111 model 0 nb_correct 2284 / 2500 (91.36%)
20241031-13:00:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:00:09 test_accuracy 111 model 4 nb_correct 2335 / 2500 (93.40%)
20241031-13:00:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:00:19 wrote ae_*.pth
20241031-13:00:19 epoch_duration 2min46s next_finish 13:03:05
20241031-13:00:19 wrote state.pth
20241031-13:00:19 --- epoch 112 ----------------------------------------
20241031-13:00:19 current_test_accuracies 0.9136 0.9472 0.9412 0.9596 0.9340
20241031-13:00:19 nb_c_quizzes 15001
20241031-13:00:19 weakest_accuracies [0.9136, 0.934]
20241031-13:00:19 dummy_rand tensor([0.3102])
20241031-13:00:19 dummy_rand tensor([0.6356])
20241031-13:00:19 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:00:19 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:02:51 train_loss 112 model 4 0.02702140426635742
20241031-13:02:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:02:51 train_loss 112 model 0 0.02696944808959961
20241031-13:02:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:02:53 test_loss 112 model 4 0.02295228958129883
20241031-13:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:02:53 test_loss 112 model 0 0.024106178283691406
20241031-13:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:02:56 test_accuracy 112 model 4 nb_correct 2188 / 2500 (87.52%)
20241031-13:02:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:02:56 test_accuracy 112 model 0 nb_correct 2301 / 2500 (92.04%)
20241031-13:02:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:03:05 wrote ae_*.pth
20241031-13:03:05 epoch_duration 2min46s next_finish 13:05:52
20241031-13:03:05 wrote state.pth
20241031-13:03:05 --- epoch 113 ----------------------------------------
20241031-13:03:05 current_test_accuracies 0.9204 0.9472 0.9412 0.9596 0.8752
20241031-13:03:05 nb_c_quizzes 15001
20241031-13:03:05 weakest_accuracies [0.8752, 0.9204]
20241031-13:03:05 dummy_rand tensor([0.7227])
20241031-13:03:05 dummy_rand tensor([0.2944])
20241031-13:03:06 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:03:06 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:05:38 train_loss 113 model 4 0.026512784004211427
20241031-13:05:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:05:38 train_loss 113 model 0 0.026887299537658692
20241031-13:05:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:05:40 test_loss 113 model 4 0.023731689453125
20241031-13:05:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:05:40 test_loss 113 model 0 0.02561221122741699
20241031-13:05:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:05:42 test_accuracy 113 model 4 nb_correct 2322 / 2500 (92.88%)
20241031-13:05:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:05:43 test_accuracy 113 model 0 nb_correct 2231 / 2500 (89.24%)
20241031-13:05:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:05:52 wrote ae_*.pth
20241031-13:05:52 epoch_duration 2min46s next_finish 13:08:39
20241031-13:05:52 wrote state.pth
20241031-13:05:52 --- epoch 114 ----------------------------------------
20241031-13:05:52 current_test_accuracies 0.8924 0.9472 0.9412 0.9596 0.9288
20241031-13:05:52 nb_c_quizzes 15001
20241031-13:05:52 weakest_accuracies [0.8924, 0.9288]
20241031-13:05:52 dummy_rand tensor([0.0246])
20241031-13:05:52 dummy_rand tensor([0.5277])
20241031-13:05:52 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:05:52 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:08:25 train_loss 114 model 0 0.026682376861572266
20241031-13:08:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:08:25 train_loss 114 model 4 0.026393247604370118
20241031-13:08:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:08:27 test_loss 114 model 0 0.02019477844238281
20241031-13:08:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:08:27 test_loss 114 model 4 0.02235630989074707
20241031-13:08:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:08:29 test_accuracy 114 model 0 nb_correct 2259 / 2500 (90.36%)
20241031-13:08:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:08:29 test_accuracy 114 model 4 nb_correct 2367 / 2500 (94.68%)
20241031-13:08:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:08:39 wrote ae_*.pth
20241031-13:08:39 epoch_duration 2min46s next_finish 13:11:26
20241031-13:08:39 wrote state.pth
20241031-13:08:39 --- epoch 115 ----------------------------------------
20241031-13:08:39 current_test_accuracies 0.9036 0.9472 0.9412 0.9596 0.9468
20241031-13:08:39 nb_c_quizzes 15001
20241031-13:08:39 weakest_accuracies [0.9036, 0.9412]
20241031-13:08:39 dummy_rand tensor([0.2291])
20241031-13:08:39 dummy_rand tensor([0.0967])
20241031-13:08:39 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:08:39 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:11:11 train_loss 115 model 2 0.027659698486328124
20241031-13:11:11 train_loss 115 model 0 0.026456332206726073
20241031-13:11:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:11:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:11:14 test_loss 115 model 2 0.02348968505859375
20241031-13:11:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:11:14 test_loss 115 model 0 0.0228997802734375
20241031-13:11:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:11:16 test_accuracy 115 model 2 nb_correct 2292 / 2500 (91.68%)
20241031-13:11:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:11:16 test_accuracy 115 model 0 nb_correct 2380 / 2500 (95.20%)
20241031-13:11:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:11:26 wrote ae_*.pth
20241031-13:11:26 epoch_duration 2min46s next_finish 13:14:13
20241031-13:11:26 wrote state.pth
20241031-13:11:26 --- epoch 116 ----------------------------------------
20241031-13:11:26 current_test_accuracies 0.9520 0.9472 0.9168 0.9596 0.9468
20241031-13:11:26 nb_c_quizzes 15001
20241031-13:11:26 weakest_accuracies [0.9168, 0.9468]
20241031-13:11:26 dummy_rand tensor([0.0099])
20241031-13:11:26 dummy_rand tensor([0.6149])
20241031-13:11:26 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:11:26 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:13:59 train_loss 116 model 4 0.02631132411956787
20241031-13:13:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:13:59 train_loss 116 model 2 0.026466588973999023
20241031-13:13:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:14:01 test_loss 116 model 4 0.02217948913574219
20241031-13:14:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:14:01 test_loss 116 model 2 0.022373809814453124
20241031-13:14:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:14:03 test_accuracy 116 model 4 nb_correct 2282 / 2500 (91.28%)
20241031-13:14:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:14:03 test_accuracy 116 model 2 nb_correct 2355 / 2500 (94.20%)
20241031-13:14:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:14:13 wrote ae_*.pth
20241031-13:14:13 epoch_duration 2min47s next_finish 13:17:01
20241031-13:14:14 wrote state.pth
20241031-13:14:14 --- epoch 117 ----------------------------------------
20241031-13:14:14 current_test_accuracies 0.9520 0.9472 0.9420 0.9596 0.9128
20241031-13:14:14 nb_c_quizzes 15001
20241031-13:14:14 weakest_accuracies [0.9128, 0.942]
20241031-13:14:14 dummy_rand tensor([0.4252])
20241031-13:14:14 dummy_rand tensor([0.3633])
20241031-13:14:14 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:14:14 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:16:46 train_loss 117 model 4 0.026585289001464844
20241031-13:16:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:16:46 train_loss 117 model 2 0.02754901123046875
20241031-13:16:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:16:48 test_loss 117 model 4 0.021981468200683595
20241031-13:16:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:16:48 test_loss 117 model 2 0.023611488342285155
20241031-13:16:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:16:51 test_accuracy 117 model 4 nb_correct 2323 / 2500 (92.92%)
20241031-13:16:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:16:51 test_accuracy 117 model 2 nb_correct 2345 / 2500 (93.80%)
20241031-13:16:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:17:00 wrote ae_*.pth
20241031-13:17:00 epoch_duration 2min46s next_finish 13:19:47
20241031-13:17:00 wrote state.pth
20241031-13:17:00 --- epoch 118 ----------------------------------------
20241031-13:17:00 current_test_accuracies 0.9520 0.9472 0.9380 0.9596 0.9292
20241031-13:17:00 nb_c_quizzes 15001
20241031-13:17:00 weakest_accuracies [0.9292, 0.938]
20241031-13:17:00 dummy_rand tensor([0.5667])
20241031-13:17:00 dummy_rand tensor([0.5195])
20241031-13:17:00 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:17:00 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:19:33 train_loss 118 model 4 0.026513999462127687
20241031-13:19:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:19:33 train_loss 118 model 2 0.02711636734008789
20241031-13:19:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:19:35 test_loss 118 model 4 0.023119430541992187
20241031-13:19:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:19:35 test_loss 118 model 2 0.026806106567382814
20241031-13:19:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:19:37 test_accuracy 118 model 4 nb_correct 2344 / 2500 (93.76%)
20241031-13:19:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:19:37 test_accuracy 118 model 2 nb_correct 2398 / 2500 (95.92%)
20241031-13:19:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:19:47 wrote ae_*.pth
20241031-13:19:47 epoch_duration 2min46s next_finish 13:22:34
20241031-13:19:47 wrote state.pth
20241031-13:19:47 --- epoch 119 ----------------------------------------
20241031-13:19:47 current_test_accuracies 0.9520 0.9472 0.9592 0.9596 0.9376
20241031-13:19:47 nb_c_quizzes 15001
20241031-13:19:47 weakest_accuracies [0.9376, 0.9472]
20241031-13:19:47 dummy_rand tensor([0.5201])
20241031-13:19:47 dummy_rand tensor([0.3952])
20241031-13:19:47 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:19:47 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:22:19 train_loss 119 model 4 0.02558864974975586
20241031-13:22:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:22:19 train_loss 119 model 1 0.027952545166015624
20241031-13:22:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:22:22 test_loss 119 model 4 0.023231468200683593
20241031-13:22:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:22:22 test_loss 119 model 1 0.023180007934570312
20241031-13:22:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:22:24 test_accuracy 119 model 4 nb_correct 2340 / 2500 (93.60%)
20241031-13:22:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:22:24 test_accuracy 119 model 1 nb_correct 2351 / 2500 (94.04%)
20241031-13:22:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:22:34 wrote ae_*.pth
20241031-13:22:34 epoch_duration 2min46s next_finish 13:25:20
20241031-13:22:34 wrote state.pth
20241031-13:22:34 --- epoch 120 ----------------------------------------
20241031-13:22:34 current_test_accuracies 0.9520 0.9404 0.9592 0.9596 0.9360
20241031-13:22:34 nb_c_quizzes 15001
20241031-13:22:34 weakest_accuracies [0.936, 0.9404]
20241031-13:22:34 dummy_rand tensor([0.5550])
20241031-13:22:34 dummy_rand tensor([0.3122])
20241031-13:22:34 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:22:34 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:25:06 train_loss 120 model 4 0.025860442161560058
20241031-13:25:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:25:06 train_loss 120 model 1 0.02770025062561035
20241031-13:25:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:25:09 test_loss 120 model 4 0.021699504852294924
20241031-13:25:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:25:09 test_loss 120 model 1 0.021156005859375
20241031-13:25:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:25:11 test_accuracy 120 model 4 nb_correct 2346 / 2500 (93.84%)
20241031-13:25:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:25:11 test_accuracy 120 model 1 nb_correct 2340 / 2500 (93.60%)
20241031-13:25:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:25:21 wrote ae_*.pth
20241031-13:25:21 epoch_duration 2min47s next_finish 13:28:08
20241031-13:25:21 wrote state.pth
20241031-13:25:21 --- epoch 121 ----------------------------------------
20241031-13:25:21 current_test_accuracies 0.9520 0.9360 0.9592 0.9596 0.9384
20241031-13:25:21 nb_c_quizzes 15001
20241031-13:25:21 weakest_accuracies [0.936, 0.9384]
20241031-13:25:21 dummy_rand tensor([0.9272])
20241031-13:25:21 dummy_rand tensor([0.8141])
20241031-13:25:21 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:25:21 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:27:53 train_loss 121 model 1 0.02733140754699707
20241031-13:27:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:27:53 train_loss 121 model 4 0.026393388748168944
20241031-13:27:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:27:55 test_loss 121 model 1 0.021470909118652345
20241031-13:27:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:27:55 test_loss 121 model 4 0.022740135192871092
20241031-13:27:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:27:58 test_accuracy 121 model 1 nb_correct 2320 / 2500 (92.80%)
20241031-13:27:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:27:58 test_accuracy 121 model 4 nb_correct 2329 / 2500 (93.16%)
20241031-13:27:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:28:07 wrote ae_*.pth
20241031-13:28:07 epoch_duration 2min46s next_finish 13:30:54
20241031-13:28:08 wrote state.pth
20241031-13:28:08 --- epoch 122 ----------------------------------------
20241031-13:28:08 current_test_accuracies 0.9520 0.9280 0.9592 0.9596 0.9316
20241031-13:28:08 nb_c_quizzes 15001
20241031-13:28:08 weakest_accuracies [0.928, 0.9316]
20241031-13:28:08 dummy_rand tensor([0.9832])
20241031-13:28:08 dummy_rand tensor([0.2768])
20241031-13:28:08 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:28:08 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:30:40 train_loss 122 model 4 0.025817703247070313
20241031-13:30:40 train_loss 122 model 1 0.027699176788330077
20241031-13:30:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:30:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:30:42 test_loss 122 model 4 0.021043243408203124
20241031-13:30:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:30:42 test_loss 122 model 1 0.022125091552734375
20241031-13:30:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:30:44 test_accuracy 122 model 4 nb_correct 2323 / 2500 (92.92%)
20241031-13:30:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:30:44 test_accuracy 122 model 1 nb_correct 2288 / 2500 (91.52%)
20241031-13:30:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:30:54 wrote ae_*.pth
20241031-13:30:54 epoch_duration 2min46s next_finish 13:33:41
20241031-13:30:54 wrote state.pth
20241031-13:30:54 --- epoch 123 ----------------------------------------
20241031-13:30:54 current_test_accuracies 0.9520 0.9152 0.9592 0.9596 0.9292
20241031-13:30:54 nb_c_quizzes 15001
20241031-13:30:54 weakest_accuracies [0.9152, 0.9292]
20241031-13:30:54 dummy_rand tensor([0.9745])
20241031-13:30:54 dummy_rand tensor([0.4907])
20241031-13:30:54 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:30:54 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:33:26 train_loss 123 model 4 0.025685717582702636
20241031-13:33:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:33:26 train_loss 123 model 1 0.026932186126708984
20241031-13:33:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:33:29 test_loss 123 model 4 0.02230517029762268
20241031-13:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:33:29 test_loss 123 model 1 0.019517717361450197
20241031-13:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:33:31 test_accuracy 123 model 4 nb_correct 2351 / 2500 (94.04%)
20241031-13:33:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:33:31 test_accuracy 123 model 1 nb_correct 2326 / 2500 (93.04%)
20241031-13:33:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:33:41 wrote ae_*.pth
20241031-13:33:41 epoch_duration 2min46s next_finish 13:36:27
20241031-13:33:41 wrote state.pth
20241031-13:33:41 --- epoch 124 ----------------------------------------
20241031-13:33:41 current_test_accuracies 0.9520 0.9304 0.9592 0.9596 0.9404
20241031-13:33:41 nb_c_quizzes 15001
20241031-13:33:41 weakest_accuracies [0.9304, 0.9404]
20241031-13:33:41 dummy_rand tensor([0.0593])
20241031-13:33:41 dummy_rand tensor([0.6304])
20241031-13:33:41 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:33:41 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:36:13 train_loss 124 model 1 0.026801143646240234
20241031-13:36:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:36:13 train_loss 124 model 4 0.025581313133239747
20241031-13:36:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:36:15 test_loss 124 model 1 0.021190032958984376
20241031-13:36:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:36:15 test_loss 124 model 4 0.02113576889038086
20241031-13:36:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:36:17 test_accuracy 124 model 1 nb_correct 2273 / 2500 (90.92%)
20241031-13:36:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:36:18 test_accuracy 124 model 4 nb_correct 2322 / 2500 (92.88%)
20241031-13:36:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:36:27 wrote ae_*.pth
20241031-13:36:27 epoch_duration 2min46s next_finish 13:39:14
20241031-13:36:27 wrote state.pth
20241031-13:36:27 --- epoch 125 ----------------------------------------
20241031-13:36:27 current_test_accuracies 0.9520 0.9092 0.9592 0.9596 0.9288
20241031-13:36:27 nb_c_quizzes 15001
20241031-13:36:27 weakest_accuracies [0.9092, 0.9288]
20241031-13:36:27 dummy_rand tensor([0.7144])
20241031-13:36:27 dummy_rand tensor([0.3870])
20241031-13:36:27 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:36:27 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:38:59 train_loss 125 model 1 0.02655885314941406
20241031-13:38:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:39:00 train_loss 125 model 4 0.025747381210327148
20241031-13:39:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:39:02 test_loss 125 model 1 0.0210711669921875
20241031-13:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:39:02 test_loss 125 model 4 0.024063453674316407
20241031-13:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:39:04 test_accuracy 125 model 1 nb_correct 2381 / 2500 (95.24%)
20241031-13:39:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:39:04 test_accuracy 125 model 4 nb_correct 2321 / 2500 (92.84%)
20241031-13:39:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:39:14 wrote ae_*.pth
20241031-13:39:14 epoch_duration 2min46s next_finish 13:42:01
20241031-13:39:14 wrote state.pth
20241031-13:39:14 --- epoch 126 ----------------------------------------
20241031-13:39:14 current_test_accuracies 0.9520 0.9524 0.9592 0.9596 0.9284
20241031-13:39:14 nb_c_quizzes 15001
20241031-13:39:14 weakest_accuracies [0.9284, 0.952]
20241031-13:39:14 dummy_rand tensor([0.6999])
20241031-13:39:14 dummy_rand tensor([0.5068])
20241031-13:39:14 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:39:14 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:41:46 train_loss 126 model 0 0.026251654624938964
20241031-13:41:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:41:46 train_loss 126 model 4 0.02497155475616455
20241031-13:41:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:41:49 test_loss 126 model 0 0.019571990966796876
20241031-13:41:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:41:49 test_loss 126 model 4 0.021030921936035157
20241031-13:41:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:41:51 test_accuracy 126 model 0 nb_correct 2354 / 2500 (94.16%)
20241031-13:41:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:41:51 test_accuracy 126 model 4 nb_correct 2341 / 2500 (93.64%)
20241031-13:41:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:42:01 wrote ae_*.pth
20241031-13:42:01 epoch_duration 2min46s next_finish 13:44:48
20241031-13:42:01 wrote state.pth
20241031-13:42:01 --- epoch 127 ----------------------------------------
20241031-13:42:01 current_test_accuracies 0.9416 0.9524 0.9592 0.9596 0.9364
20241031-13:42:01 nb_c_quizzes 15001
20241031-13:42:01 weakest_accuracies [0.9364, 0.9416]
20241031-13:42:01 dummy_rand tensor([0.9292])
20241031-13:42:01 dummy_rand tensor([0.7802])
20241031-13:42:01 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:42:01 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:44:33 train_loss 127 model 4 0.0250794734954834
20241031-13:44:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:44:33 train_loss 127 model 0 0.026704998016357423
20241031-13:44:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:44:35 test_loss 127 model 4 0.022359161376953124
20241031-13:44:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:44:36 test_loss 127 model 0 0.021297731399536134
20241031-13:44:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:44:38 test_accuracy 127 model 4 nb_correct 2349 / 2500 (93.96%)
20241031-13:44:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:44:38 test_accuracy 127 model 0 nb_correct 2372 / 2500 (94.88%)
20241031-13:44:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:44:47 wrote ae_*.pth
20241031-13:44:47 epoch_duration 2min46s next_finish 13:47:34
20241031-13:44:47 wrote state.pth
20241031-13:44:47 --- epoch 128 ----------------------------------------
20241031-13:44:47 current_test_accuracies 0.9488 0.9524 0.9592 0.9596 0.9396
20241031-13:44:47 nb_c_quizzes 15001
20241031-13:44:47 weakest_accuracies [0.9396, 0.9488]
20241031-13:44:47 dummy_rand tensor([0.6083])
20241031-13:44:47 dummy_rand tensor([0.3277])
20241031-13:44:48 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:44:48 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:47:20 train_loss 128 model 4 0.02490465497970581
20241031-13:47:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:47:20 train_loss 128 model 0 0.026184866905212403
20241031-13:47:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:47:22 test_loss 128 model 4 0.023676528930664062
20241031-13:47:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:47:22 test_loss 128 model 0 0.019108734130859374
20241031-13:47:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:47:24 test_accuracy 128 model 4 nb_correct 2380 / 2500 (95.20%)
20241031-13:47:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:47:24 test_accuracy 128 model 0 nb_correct 2341 / 2500 (93.64%)
20241031-13:47:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:47:34 wrote ae_*.pth
20241031-13:47:34 epoch_duration 2min46s next_finish 13:50:21
20241031-13:47:34 wrote state.pth
20241031-13:47:34 --- epoch 129 ----------------------------------------
20241031-13:47:34 current_test_accuracies 0.9364 0.9524 0.9592 0.9596 0.9520
20241031-13:47:34 nb_c_quizzes 15001
20241031-13:47:34 weakest_accuracies [0.9364, 0.952]
20241031-13:47:34 dummy_rand tensor([0.3690])
20241031-13:47:34 dummy_rand tensor([0.6579])
20241031-13:47:34 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:47:34 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:50:06 train_loss 129 model 0 0.026025850296020506
20241031-13:50:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:50:06 train_loss 129 model 4 0.025218701601028442
20241031-13:50:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:50:09 test_loss 129 model 0 0.020673599243164063
20241031-13:50:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:50:09 test_loss 129 model 4 0.021443166732788087
20241031-13:50:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:50:11 test_accuracy 129 model 0 nb_correct 2321 / 2500 (92.84%)
20241031-13:50:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:50:11 test_accuracy 129 model 4 nb_correct 2347 / 2500 (93.88%)
20241031-13:50:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:50:21 wrote ae_*.pth
20241031-13:50:21 epoch_duration 2min46s next_finish 13:53:07
20241031-13:50:21 wrote state.pth
20241031-13:50:21 --- epoch 130 ----------------------------------------
20241031-13:50:21 current_test_accuracies 0.9284 0.9524 0.9592 0.9596 0.9388
20241031-13:50:21 nb_c_quizzes 15001
20241031-13:50:21 weakest_accuracies [0.9284, 0.9388]
20241031-13:50:21 dummy_rand tensor([0.5663])
20241031-13:50:21 dummy_rand tensor([0.7783])
20241031-13:50:21 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:50:21 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:52:53 train_loss 130 model 4 0.025555294990539552
20241031-13:52:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:52:53 train_loss 130 model 0 0.02556813430786133
20241031-13:52:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:52:55 test_loss 130 model 4 0.019670791625976562
20241031-13:52:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:52:55 test_loss 130 model 0 0.02068920135498047
20241031-13:52:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:52:57 test_accuracy 130 model 4 nb_correct 2349 / 2500 (93.96%)
20241031-13:52:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:52:57 test_accuracy 130 model 0 nb_correct 2379 / 2500 (95.16%)
20241031-13:52:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:53:07 wrote ae_*.pth
20241031-13:53:07 epoch_duration 2min46s next_finish 13:55:54
20241031-13:53:07 wrote state.pth
20241031-13:53:07 --- epoch 131 ----------------------------------------
20241031-13:53:07 current_test_accuracies 0.9516 0.9524 0.9592 0.9596 0.9396
20241031-13:53:07 nb_c_quizzes 15001
20241031-13:53:07 weakest_accuracies [0.9396, 0.9516]
20241031-13:53:07 dummy_rand tensor([0.9472])
20241031-13:53:07 dummy_rand tensor([0.4849])
20241031-13:53:07 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:53:07 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:55:40 train_loss 131 model 0 0.02530918216705322
20241031-13:55:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:55:40 train_loss 131 model 4 0.024227563858032226
20241031-13:55:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:55:42 test_loss 131 model 0 0.020273399353027344
20241031-13:55:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:55:42 test_loss 131 model 4 0.020997390747070313
20241031-13:55:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:55:44 test_accuracy 131 model 0 nb_correct 2322 / 2500 (92.88%)
20241031-13:55:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:55:44 test_accuracy 131 model 4 nb_correct 2356 / 2500 (94.24%)
20241031-13:55:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:55:54 wrote ae_*.pth
20241031-13:55:54 epoch_duration 2min46s next_finish 13:58:41
20241031-13:55:54 wrote state.pth
20241031-13:55:54 --- epoch 132 ----------------------------------------
20241031-13:55:54 current_test_accuracies 0.9288 0.9524 0.9592 0.9596 0.9424
20241031-13:55:54 nb_c_quizzes 15001
20241031-13:55:54 weakest_accuracies [0.9288, 0.9424]
20241031-13:55:54 dummy_rand tensor([0.3120])
20241031-13:55:54 dummy_rand tensor([0.0368])
20241031-13:55:54 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:55:54 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:58:26 train_loss 132 model 0 0.025559380531311036
20241031-13:58:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:58:27 train_loss 132 model 4 0.024581882476806642
20241031-13:58:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:58:29 test_loss 132 model 0 0.0234271240234375
20241031-13:58:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:58:29 test_loss 132 model 4 0.022706928253173827
20241031-13:58:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-13:58:31 test_accuracy 132 model 0 nb_correct 2364 / 2500 (94.56%)
20241031-13:58:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:58:31 test_accuracy 132 model 4 nb_correct 2385 / 2500 (95.40%)
20241031-13:58:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-13:58:41 wrote ae_*.pth
20241031-13:58:41 epoch_duration 2min46s next_finish 14:01:27
20241031-13:58:41 wrote state.pth
20241031-13:58:41 --- epoch 133 ----------------------------------------
20241031-13:58:41 current_test_accuracies 0.9456 0.9524 0.9592 0.9596 0.9540
20241031-13:58:41 nb_c_quizzes 15001
20241031-13:58:41 weakest_accuracies [0.9456, 0.9524]
20241031-13:58:41 dummy_rand tensor([0.0409])
20241031-13:58:41 dummy_rand tensor([0.8127])
20241031-13:58:41 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-13:58:41 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:01:13 train_loss 133 model 1 0.025609149932861328
20241031-14:01:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:01:13 train_loss 133 model 0 0.025193628311157228
20241031-14:01:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:01:15 test_loss 133 model 1 0.023209686279296874
20241031-14:01:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:01:15 test_loss 133 model 0 0.017899065017700194
20241031-14:01:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:01:18 test_accuracy 133 model 1 nb_correct 2347 / 2500 (93.88%)
20241031-14:01:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:01:18 test_accuracy 133 model 0 nb_correct 2400 / 2500 (96.00%)
20241031-14:01:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:01:28 wrote ae_*.pth
20241031-14:01:28 epoch_duration 2min46s next_finish 14:04:14
20241031-14:01:28 wrote state.pth
20241031-14:01:28 --- epoch 134 ----------------------------------------
20241031-14:01:28 current_test_accuracies 0.9600 0.9388 0.9592 0.9596 0.9540
20241031-14:01:28 nb_c_quizzes 15001
20241031-14:01:28 weakest_accuracies [0.9388, 0.954]
20241031-14:01:28 dummy_rand tensor([0.9248])
20241031-14:01:28 dummy_rand tensor([0.8221])
20241031-14:01:28 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:01:28 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:04:00 train_loss 134 model 1 0.025862598419189455
20241031-14:04:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:04:00 train_loss 134 model 4 0.02505837917327881
20241031-14:04:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:04:02 test_loss 134 model 1 0.02321565628051758
20241031-14:04:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:04:02 test_loss 134 model 4 0.022554359436035155
20241031-14:04:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:04:05 test_accuracy 134 model 1 nb_correct 2362 / 2500 (94.48%)
20241031-14:04:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:04:05 test_accuracy 134 model 4 nb_correct 2317 / 2500 (92.68%)
20241031-14:04:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:04:14 wrote ae_*.pth
20241031-14:04:14 epoch_duration 2min46s next_finish 14:07:01
20241031-14:04:15 wrote state.pth
20241031-14:04:15 --- epoch 135 ----------------------------------------
20241031-14:04:15 current_test_accuracies 0.9600 0.9448 0.9592 0.9596 0.9268
20241031-14:04:15 nb_c_quizzes 15001
20241031-14:04:15 weakest_accuracies [0.9268, 0.9448]
20241031-14:04:15 dummy_rand tensor([0.8747])
20241031-14:04:15 dummy_rand tensor([0.9494])
20241031-14:04:15 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:04:15 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:06:47 train_loss 135 model 4 0.024340085983276367
20241031-14:06:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:06:47 train_loss 135 model 1 0.026327850341796875
20241031-14:06:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:06:49 test_loss 135 model 4 0.023208484649658204
20241031-14:06:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:06:49 test_loss 135 model 1 0.022619352340698243
20241031-14:06:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:06:52 test_accuracy 135 model 4 nb_correct 2383 / 2500 (95.32%)
20241031-14:06:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:06:52 test_accuracy 135 model 1 nb_correct 2282 / 2500 (91.28%)
20241031-14:06:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:07:01 wrote ae_*.pth
20241031-14:07:01 epoch_duration 2min46s next_finish 14:09:48
20241031-14:07:01 wrote state.pth
20241031-14:07:01 --- epoch 136 ----------------------------------------
20241031-14:07:01 current_test_accuracies 0.9600 0.9128 0.9592 0.9596 0.9532
20241031-14:07:01 nb_c_quizzes 15001
20241031-14:07:01 weakest_accuracies [0.9128, 0.9532]
20241031-14:07:01 dummy_rand tensor([0.4084])
20241031-14:07:01 dummy_rand tensor([0.6446])
20241031-14:07:01 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:07:01 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:09:34 train_loss 136 model 4 0.024544918060302734
20241031-14:09:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:09:34 train_loss 136 model 1 0.026029047012329103
20241031-14:09:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:09:36 test_loss 136 model 4 0.024141178131103516
20241031-14:09:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:09:36 test_loss 136 model 1 0.022203445434570312
20241031-14:09:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:09:38 test_accuracy 136 model 4 nb_correct 2356 / 2500 (94.24%)
20241031-14:09:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:09:38 test_accuracy 136 model 1 nb_correct 2387 / 2500 (95.48%)
20241031-14:09:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:09:48 wrote ae_*.pth
20241031-14:09:48 epoch_duration 2min46s next_finish 14:12:35
20241031-14:09:48 wrote state.pth
20241031-14:09:48 --- epoch 137 ----------------------------------------
20241031-14:09:48 current_test_accuracies 0.9600 0.9548 0.9592 0.9596 0.9424
20241031-14:09:48 nb_c_quizzes 15001
20241031-14:09:48 weakest_accuracies [0.9424, 0.9548]
20241031-14:09:48 dummy_rand tensor([0.3699])
20241031-14:09:48 dummy_rand tensor([0.2363])
20241031-14:09:48 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:09:48 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:12:20 train_loss 137 model 4 0.024493253707885743
20241031-14:12:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:12:20 train_loss 137 model 1 0.025418210983276367
20241031-14:12:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:12:23 test_loss 137 model 4 0.020700550079345702
20241031-14:12:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:12:23 test_loss 137 model 1 0.021556625366210936
20241031-14:12:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:12:25 test_accuracy 137 model 4 nb_correct 2320 / 2500 (92.80%)
20241031-14:12:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:12:25 test_accuracy 137 model 1 nb_correct 2335 / 2500 (93.40%)
20241031-14:12:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:12:35 wrote ae_*.pth
20241031-14:12:35 epoch_duration 2min46s next_finish 14:15:21
20241031-14:12:35 wrote state.pth
20241031-14:12:35 --- epoch 138 ----------------------------------------
20241031-14:12:35 current_test_accuracies 0.9600 0.9340 0.9592 0.9596 0.9280
20241031-14:12:35 nb_c_quizzes 15001
20241031-14:12:35 weakest_accuracies [0.928, 0.934]
20241031-14:12:35 dummy_rand tensor([0.9708])
20241031-14:12:35 dummy_rand tensor([0.5791])
20241031-14:12:35 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:12:35 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:15:07 train_loss 138 model 4 0.02433015012741089
20241031-14:15:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:15:07 train_loss 138 model 1 0.025758087158203127
20241031-14:15:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:15:09 test_loss 138 model 4 0.021240692138671875
20241031-14:15:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:15:09 test_loss 138 model 1 0.022192535400390626
20241031-14:15:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:15:12 test_accuracy 138 model 4 nb_correct 2347 / 2500 (93.88%)
20241031-14:15:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:15:12 test_accuracy 138 model 1 nb_correct 2333 / 2500 (93.32%)
20241031-14:15:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:15:21 wrote ae_*.pth
20241031-14:15:21 epoch_duration 2min46s next_finish 14:18:08
20241031-14:15:22 wrote state.pth
20241031-14:15:22 --- epoch 139 ----------------------------------------
20241031-14:15:22 current_test_accuracies 0.9600 0.9332 0.9592 0.9596 0.9388
20241031-14:15:22 nb_c_quizzes 15001
20241031-14:15:22 weakest_accuracies [0.9332, 0.9388]
20241031-14:15:22 dummy_rand tensor([0.8985])
20241031-14:15:22 dummy_rand tensor([0.6614])
20241031-14:15:22 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:15:22 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:17:54 train_loss 139 model 1 0.025627033233642578
20241031-14:17:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:17:54 train_loss 139 model 4 0.024597129821777343
20241031-14:17:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:17:56 test_loss 139 model 1 0.022195892333984377
20241031-14:17:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:17:56 test_loss 139 model 4 0.02137809753417969
20241031-14:17:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:17:59 test_accuracy 139 model 1 nb_correct 2356 / 2500 (94.24%)
20241031-14:17:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:17:59 test_accuracy 139 model 4 nb_correct 2286 / 2500 (91.44%)
20241031-14:17:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:18:08 wrote ae_*.pth
20241031-14:18:08 epoch_duration 2min46s next_finish 14:20:55
20241031-14:18:08 wrote state.pth
20241031-14:18:08 --- epoch 140 ----------------------------------------
20241031-14:18:08 current_test_accuracies 0.9600 0.9424 0.9592 0.9596 0.9144
20241031-14:18:08 nb_c_quizzes 15001
20241031-14:18:08 weakest_accuracies [0.9144, 0.9424]
20241031-14:18:08 dummy_rand tensor([0.8468])
20241031-14:18:08 dummy_rand tensor([0.7535])
20241031-14:18:08 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:18:08 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:20:41 train_loss 140 model 4 0.024823156356811524
20241031-14:20:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:20:41 train_loss 140 model 1 0.02578311574459076
20241031-14:20:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:20:43 test_loss 140 model 4 0.022875595092773437
20241031-14:20:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:20:43 test_loss 140 model 1 0.021143274307250978
20241031-14:20:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:20:45 test_accuracy 140 model 4 nb_correct 2331 / 2500 (93.24%)
20241031-14:20:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:20:45 test_accuracy 140 model 1 nb_correct 2380 / 2500 (95.20%)
20241031-14:20:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:20:55 wrote ae_*.pth
20241031-14:20:55 epoch_duration 2min46s next_finish 14:23:42
20241031-14:20:55 wrote state.pth
20241031-14:20:55 --- epoch 141 ----------------------------------------
20241031-14:20:55 current_test_accuracies 0.9600 0.9520 0.9592 0.9596 0.9324
20241031-14:20:55 nb_c_quizzes 15001
20241031-14:20:55 weakest_accuracies [0.9324, 0.952]
20241031-14:20:55 dummy_rand tensor([0.4097])
20241031-14:20:55 dummy_rand tensor([0.3827])
20241031-14:20:55 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:20:55 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:23:27 train_loss 141 model 4 0.024510828971862793
20241031-14:23:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:23:27 train_loss 141 model 1 0.025377420425415038
20241031-14:23:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:23:29 test_loss 141 model 4 0.023336944580078126
20241031-14:23:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:23:29 test_loss 141 model 1 0.021793975830078124
20241031-14:23:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:23:32 test_accuracy 141 model 4 nb_correct 2341 / 2500 (93.64%)
20241031-14:23:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:23:32 test_accuracy 141 model 1 nb_correct 2392 / 2500 (95.68%)
20241031-14:23:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:23:41 wrote ae_*.pth
20241031-14:23:41 epoch_duration 2min46s next_finish 14:26:28
20241031-14:23:41 wrote state.pth
20241031-14:23:41 --- epoch 142 ----------------------------------------
20241031-14:23:41 current_test_accuracies 0.9600 0.9568 0.9592 0.9596 0.9364
20241031-14:23:41 nb_c_quizzes 15001
20241031-14:23:41 weakest_accuracies [0.9364, 0.9568]
20241031-14:23:41 dummy_rand tensor([0.2825])
20241031-14:23:41 dummy_rand tensor([0.4583])
20241031-14:23:42 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:23:42 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:26:14 train_loss 142 model 4 0.0244237756729126
20241031-14:26:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:26:14 train_loss 142 model 1 0.025244833946228028
20241031-14:26:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:26:16 test_loss 142 model 4 0.0207373046875
20241031-14:26:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:26:16 test_loss 142 model 1 0.023133926391601563
20241031-14:26:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:26:18 test_accuracy 142 model 4 nb_correct 2262 / 2500 (90.48%)
20241031-14:26:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:26:18 test_accuracy 142 model 1 nb_correct 2297 / 2500 (91.88%)
20241031-14:26:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:26:28 wrote ae_*.pth
20241031-14:26:28 epoch_duration 2min46s next_finish 14:29:15
20241031-14:26:28 wrote state.pth
20241031-14:26:28 --- epoch 143 ----------------------------------------
20241031-14:26:28 current_test_accuracies 0.9600 0.9188 0.9592 0.9596 0.9048
20241031-14:26:28 nb_c_quizzes 15001
20241031-14:26:28 weakest_accuracies [0.9048, 0.9188]
20241031-14:26:28 dummy_rand tensor([0.2596])
20241031-14:26:28 dummy_rand tensor([0.9473])
20241031-14:26:28 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:26:28 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:29:00 train_loss 143 model 4 0.024550012588500977
20241031-14:29:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:29:00 train_loss 143 model 1 0.025533865451812743
20241031-14:29:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:29:03 test_loss 143 model 4 0.022243804931640625
20241031-14:29:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:29:03 test_loss 143 model 1 0.019919891357421875
20241031-14:29:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:29:05 test_accuracy 143 model 4 nb_correct 2344 / 2500 (93.76%)
20241031-14:29:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:29:05 test_accuracy 143 model 1 nb_correct 2349 / 2500 (93.96%)
20241031-14:29:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:29:15 wrote ae_*.pth
20241031-14:29:15 epoch_duration 2min46s next_finish 14:32:02
20241031-14:29:15 wrote state.pth
20241031-14:29:15 --- epoch 144 ----------------------------------------
20241031-14:29:15 current_test_accuracies 0.9600 0.9396 0.9592 0.9596 0.9376
20241031-14:29:15 nb_c_quizzes 15001
20241031-14:29:15 weakest_accuracies [0.9376, 0.9396]
20241031-14:29:15 dummy_rand tensor([0.0692])
20241031-14:29:15 dummy_rand tensor([0.6321])
20241031-14:29:15 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:29:15 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:31:47 train_loss 144 model 4 0.023329748153686523
20241031-14:31:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:31:47 train_loss 144 model 1 0.02509926414489746
20241031-14:31:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:31:49 test_loss 144 model 4 0.018213119506835938
20241031-14:31:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:31:49 test_loss 144 model 1 0.020822525024414062
20241031-14:31:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:31:52 test_accuracy 144 model 4 nb_correct 2299 / 2500 (91.96%)
20241031-14:31:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:31:52 test_accuracy 144 model 1 nb_correct 2372 / 2500 (94.88%)
20241031-14:31:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:32:02 wrote ae_*.pth
20241031-14:32:02 epoch_duration 2min46s next_finish 14:34:48
20241031-14:32:02 wrote state.pth
20241031-14:32:02 --- epoch 145 ----------------------------------------
20241031-14:32:02 current_test_accuracies 0.9600 0.9488 0.9592 0.9596 0.9196
20241031-14:32:02 nb_c_quizzes 15001
20241031-14:32:02 weakest_accuracies [0.9196, 0.9488]
20241031-14:32:02 dummy_rand tensor([0.9167])
20241031-14:32:02 dummy_rand tensor([0.5458])
20241031-14:32:02 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:32:02 quiz_set nb_w_quizzes 34999 nb_c_quizzes 15001
20241031-14:34:34 train_loss 145 model 1 0.02502613067626953
20241031-14:34:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:34:34 train_loss 145 model 4 0.024026390075683593
20241031-14:34:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:34:36 test_loss 145 model 1 0.025127201080322265
20241031-14:34:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:34:36 test_loss 145 model 4 0.02171834945678711
20241031-14:34:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-14:34:38 test_accuracy 145 model 1 nb_correct 2386 / 2500 (95.44%)
20241031-14:34:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:34:38 test_accuracy 145 model 4 nb_correct 2398 / 2500 (95.92%)
20241031-14:34:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-14:34:48 wrote ae_*.pth
20241031-14:34:48 epoch_duration 2min46s next_finish 14:37:35
20241031-14:34:48 wrote state.pth
20241031-14:34:48 --- epoch 146 ----------------------------------------
20241031-14:34:48 current_test_accuracies 0.9600 0.9544 0.9592 0.9596 0.9592
20241031-14:34:48 dummy_rand tensor([0.7224])
20241031-14:34:48 dummy_rand tensor([0.3700])
20241031-14:34:57 nb_validated 1 model 1 (finishes Thu 20:34 -- 416/h)
20241031-14:34:57 nb_validated 2 model 2 (finishes Thu 17:36 -- 823/h)
20241031-14:35:14 nb_validated 3 model 1 (finishes Thu 20:37 -- 414/h)
20241031-14:35:15 nb_validated 4 model 0 (finishes Thu 19:09 -- 545/h)
20241031-14:35:32 nb_validated 10 model 1 (finishes Thu 17:38 -- 817/h)
20241031-14:35:32 nb_validated 8 model 4 (finishes Thu 18:24 -- 652/h)
20241031-14:35:50 nb_validated 13 model 4 (finishes Thu 17:53 -- 753/h)
20241031-14:35:51 nb_validated 10 model 2 (finishes Thu 18:53 -- 578/h)
20241031-14:36:08 nb_validated 11 model 1 (finishes Thu 19:35 -- 498/h)
20241031-14:36:08 nb_validated 16 model 2 (finishes Thu 18:02 -- 721/h)
20241031-14:36:25 nb_validated 14 model 0 (finishes Thu 19:23 -- 519/h)
20241031-14:36:26 nb_validated 23 model 0 (finishes Thu 17:31 -- 850/h)
20241031-14:36:43 nb_validated 19 model 2 (finishes Thu 18:46 -- 596/h)
20241031-14:36:43 nb_validated 27 model 2 (finishes Thu 17:32 -- 845/h)
20241031-14:37:01 nb_validated 24 model 2 (finishes Thu 18:24 -- 653/h)
20241031-14:37:01 nb_validated 30 model 0 (finishes Thu 17:38 -- 816/h)
20241031-14:37:18 nb_validated 31 model 4 (finishes Thu 17:56 -- 744/h)
20241031-14:37:18 nb_validated 24 model 2 (finishes Thu 18:55 -- 575/h)
20241031-14:37:36 nb_validated 27 model 0 (finishes Thu 18:53 -- 580/h)
20241031-14:37:36 nb_validated 34 model 3 (finishes Thu 18:00 -- 730/h)
20241031-14:37:54 nb_validated 28 model 2 (finishes Thu 19:10 -- 543/h)
20241031-14:37:54 nb_validated 40 model 1 (finishes Thu 17:48 -- 776/h)
20241031-14:38:12 nb_validated 44 model 0 (finishes Thu 17:47 -- 779/h)
20241031-14:38:12 nb_validated 32 model 4 (finishes Thu 18:59 -- 565/h)
20241031-14:38:29 nb_validated 45 model 2 (finishes Thu 17:59 -- 733/h)
20241031-14:38:30 nb_validated 35 model 1 (finishes Thu 18:58 -- 569/h)
20241031-14:38:47 nb_validated 37 model 4 (finishes Thu 19:03 -- 557/h)
20241031-14:38:47 nb_validated 48 model 2 (finishes Thu 18:02 -- 723/h)
20241031-14:39:05 nb_validated 39 model 3 (finishes Thu 19:08 -- 547/h)
20241031-14:39:05 nb_validated 53 model 3 (finishes Thu 17:56 -- 742/h)
20241031-14:39:23 nb_validated 45 model 4 (finishes Thu 18:48 -- 590/h)
20241031-14:39:23 nb_validated 57 model 4 (finishes Thu 17:55 -- 746/h)
20241031-14:39:40 nb_validated 51 model 0 (finishes Thu 18:33 -- 628/h)
20241031-14:39:41 nb_validated 58 model 3 (finishes Thu 18:05 -- 712/h)
20241031-14:39:58 nb_validated 54 model 3 (finishes Thu 18:33 -- 627/h)
20241031-14:39:59 nb_validated 61 model 2 (finishes Thu 18:07 -- 706/h)
20241031-14:40:16 nb_validated 56 model 4 (finishes Thu 18:38 -- 615/h)
20241031-14:40:17 nb_validated 64 model 0 (finishes Thu 18:08 -- 701/h)
20241031-14:40:33 nb_validated 60 model 1 (finishes Thu 18:34 -- 626/h)
20241031-14:40:34 nb_validated 68 model 4 (finishes Thu 18:06 -- 707/h)
20241031-14:40:51 nb_validated 61 model 0 (finishes Thu 18:42 -- 606/h)
20241031-14:40:52 nb_validated 71 model 1 (finishes Thu 18:08 -- 703/h)
20241031-14:41:09 nb_validated 61 model 3 (finishes Thu 18:54 -- 577/h)
20241031-14:41:10 nb_validated 74 model 0 (finishes Thu 18:09 -- 698/h)
20241031-14:41:27 nb_validated 62 model 3 (finishes Thu 19:02 -- 560/h)
20241031-14:41:27 nb_validated 75 model 2 (finishes Thu 18:16 -- 676/h)
20241031-14:41:44 nb_validated 63 model 2 (finishes Thu 19:09 -- 545/h)
20241031-14:41:45 nb_validated 81 model 0 (finishes Thu 18:09 -- 699/h)
20241031-14:42:02 nb_validated 69 model 2 (finishes Thu 18:56 -- 572/h)
20241031-14:42:03 nb_validated 85 model 0 (finishes Thu 18:07 -- 704/h)
20241031-14:42:20 nb_validated 89 model 1 (finishes Thu 18:06 -- 709/h)
20241031-14:42:20 nb_validated 72 model 2 (finishes Thu 18:56 -- 573/h)
20241031-14:42:37 nb_validated 92 model 1 (finishes Thu 18:07 -- 706/h)
20241031-14:42:38 nb_validated 74 model 3 (finishes Thu 18:59 -- 566/h)
20241031-14:42:55 nb_validated 97 model 4 (finishes Thu 18:03 -- 717/h)
20241031-14:42:56 nb_validated 76 model 1 (finishes Thu 19:01 -- 561/h)
20241031-14:43:12 nb_validated 97 model 1 (finishes Thu 18:11 -- 693/h)
20241031-14:43:13 nb_validated 81 model 0 (finishes Thu 18:54 -- 577/h)
20241031-14:43:30 nb_validated 98 model 4 (finishes Thu 18:16 -- 676/h)
20241031-14:43:31 nb_validated 85 model 4 (finishes Thu 18:51 -- 585/h)
20241031-14:43:48 nb_validated 102 model 0 (finishes Thu 18:15 -- 680/h)
20241031-14:43:49 nb_validated 86 model 4 (finishes Thu 18:56 -- 572/h)
20241031-14:44:06 nb_validated 104 model 4 (finishes Thu 18:18 -- 671/h)
20241031-14:44:07 nb_validated 89 model 3 (finishes Thu 18:56 -- 574/h)
20241031-14:44:24 nb_validated 106 model 2 (finishes Thu 18:20 -- 663/h)
20241031-14:44:24 nb_validated 90 model 3 (finishes Thu 19:01 -- 562/h)
20241031-14:44:41 nb_validated 107 model 3 (finishes Thu 18:25 -- 649/h)
20241031-14:44:42 nb_validated 94 model 0 (finishes Thu 18:58 -- 569/h)
20241031-14:44:59 nb_validated 108 model 2 (finishes Thu 18:30 -- 636/h)
20241031-14:45:00 nb_validated 94 model 3 (finishes Thu 19:05 -- 553/h)
20241031-14:45:17 nb_validated 111 model 1 (finishes Thu 18:30 -- 635/h)
20241031-14:45:17 nb_validated 99 model 2 (finishes Thu 18:59 -- 566/h)
20241031-14:45:34 nb_validated 113 model 1 (finishes Thu 18:32 -- 629/h)
20241031-14:45:35 nb_validated 103 model 4 (finishes Thu 18:56 -- 573/h)
20241031-14:45:52 nb_validated 117 model 4 (finishes Thu 18:31 -- 634/h)
20241031-14:45:53 nb_validated 105 model 2 (finishes Thu 18:58 -- 568/h)
20241031-14:46:10 nb_validated 118 model 1 (finishes Thu 18:35 -- 623/h)
20241031-14:46:11 nb_validated 111 model 3 (finishes Thu 18:50 -- 585/h)
20241031-14:46:28 nb_validated 113 model 0 (finishes Thu 18:52 -- 581/h)
20241031-14:46:28 nb_validated 121 model 4 (finishes Thu 18:35 -- 622/h)
20241031-14:46:46 nb_validated 116 model 3 (finishes Thu 18:52 -- 582/h)
20241031-14:46:46 nb_validated 125 model 4 (finishes Thu 18:34 -- 626/h)
20241031-14:47:04 nb_validated 118 model 1 (finishes Thu 18:54 -- 577/h)
20241031-14:47:04 nb_validated 127 model 0 (finishes Thu 18:36 -- 621/h)
20241031-14:47:21 nb_validated 124 model 0 (finishes Thu 18:47 -- 593/h)
20241031-14:47:22 nb_validated 129 model 4 (finishes Thu 18:38 -- 616/h)
20241031-14:47:38 nb_validated 126 model 4 (finishes Thu 18:49 -- 589/h)
20241031-14:47:40 nb_validated 132 model 0 (finishes Thu 18:38 -- 615/h)
20241031-14:47:56 nb_validated 128 model 0 (finishes Thu 18:51 -- 585/h)
20241031-14:47:58 nb_validated 135 model 0 (finishes Thu 18:38 -- 615/h)
20241031-14:48:14 nb_validated 130 model 0 (finishes Thu 18:52 -- 581/h)
20241031-14:48:15 nb_validated 136 model 4 (finishes Thu 18:42 -- 606/h)
20241031-14:48:31 nb_validated 131 model 0 (finishes Thu 18:56 -- 573/h)
20241031-14:48:33 nb_validated 141 model 4 (finishes Thu 18:38 -- 615/h)
20241031-14:48:49 nb_validated 131 model 3 (finishes Thu 19:02 -- 561/h)
20241031-14:48:51 nb_validated 146 model 0 (finishes Thu 18:35 -- 623/h)
20241031-14:49:07 nb_validated 135 model 3 (finishes Thu 18:59 -- 566/h)
20241031-14:49:09 nb_validated 147 model 3 (finishes Thu 18:38 -- 615/h)
20241031-14:49:25 nb_validated 136 model 3 (finishes Thu 19:03 -- 558/h)
20241031-14:49:27 nb_validated 148 model 2 (finishes Thu 18:42 -- 606/h)
20241031-14:49:42 nb_validated 138 model 2 (finishes Thu 19:04 -- 555/h)
20241031-14:49:44 nb_validated 149 model 1 (finishes Thu 18:45 -- 598/h)
20241031-14:50:00 nb_validated 140 model 0 (finishes Thu 19:06 -- 552/h)
20241031-14:50:02 nb_validated 151 model 3 (finishes Thu 18:46 -- 595/h)
20241031-14:50:18 nb_validated 143 model 3 (finishes Thu 19:05 -- 554/h)
20241031-14:50:20 nb_validated 153 model 3 (finishes Thu 18:48 -- 591/h)
20241031-14:50:36 nb_validated 146 model 4 (finishes Thu 19:05 -- 554/h)
20241031-14:50:37 nb_validated 156 model 1 (finishes Thu 18:48 -- 592/h)
20241031-14:50:53 nb_validated 149 model 3 (finishes Thu 19:04 -- 555/h)
20241031-14:50:54 nb_validated 159 model 4 (finishes Thu 18:47 -- 592/h)
20241031-14:51:11 nb_validated 152 model 4 (finishes Thu 19:04 -- 556/h)
20241031-14:51:12 nb_validated 161 model 3 (finishes Thu 18:49 -- 589/h)
20241031-14:51:29 nb_validated 153 model 1 (finishes Thu 19:07 -- 550/h)
20241031-14:51:30 nb_validated 163 model 2 (finishes Thu 18:50 -- 586/h)
20241031-14:51:46 nb_validated 156 model 1 (finishes Thu 19:06 -- 551/h)
20241031-14:51:48 nb_validated 167 model 4 (finishes Thu 18:49 -- 589/h)
20241031-14:52:04 nb_validated 157 model 3 (finishes Thu 19:09 -- 545/h)
20241031-14:52:05 nb_validated 169 model 4 (finishes Thu 18:50 -- 586/h)
20241031-14:52:21 nb_validated 159 model 1 (finishes Thu 19:10 -- 543/h)
20241031-14:52:23 nb_validated 171 model 4 (finishes Thu 18:51 -- 583/h)
20241031-14:52:39 nb_validated 165 model 1 (finishes Thu 19:05 -- 554/h)
20241031-14:52:41 nb_validated 174 model 1 (finishes Thu 18:51 -- 583/h)
20241031-14:52:57 nb_validated 170 model 1 (finishes Thu 19:01 -- 562/h)
20241031-14:52:59 nb_validated 174 model 3 (finishes Thu 18:55 -- 574/h)
20241031-14:53:14 nb_validated 175 model 1 (finishes Thu 18:58 -- 569/h)
20241031-14:53:17 nb_validated 178 model 4 (finishes Thu 18:54 -- 578/h)
20241031-14:53:32 nb_validated 183 model 2 (finishes Thu 18:50 -- 586/h)
20241031-14:53:34 nb_validated 181 model 1 (finishes Thu 18:53 -- 578/h)
20241031-14:53:49 nb_validated 186 model 3 (finishes Thu 18:50 -- 586/h)
20241031-14:53:52 nb_validated 185 model 0 (finishes Thu 18:52 -- 582/h)
20241031-14:54:07 nb_validated 188 model 0 (finishes Thu 18:51 -- 584/h)
20241031-14:54:09 nb_validated 187 model 3 (finishes Thu 18:53 -- 579/h)
20241031-14:54:25 nb_validated 190 model 1 (finishes Thu 18:52 -- 581/h)
20241031-14:54:27 nb_validated 187 model 2 (finishes Thu 18:57 -- 571/h)
20241031-14:54:42 nb_validated 192 model 3 (finishes Thu 18:53 -- 579/h)
20241031-14:54:45 nb_validated 188 model 3 (finishes Thu 18:59 -- 565/h)
20241031-14:54:59 nb_validated 199 model 2 (finishes Thu 18:48 -- 591/h)
20241031-14:55:02 nb_validated 193 model 1 (finishes Thu 18:56 -- 572/h)
20241031-14:55:17 nb_validated 201 model 3 (finishes Thu 18:49 -- 588/h)
20241031-14:55:19 nb_validated 199 model 4 (finishes Thu 18:52 -- 581/h)
20241031-14:55:35 nb_validated 204 model 4 (finishes Thu 18:49 -- 589/h)
20241031-14:55:37 nb_validated 200 model 2 (finishes Thu 18:55 -- 576/h)
20241031-14:55:53 nb_validated 208 model 3 (finishes Thu 18:48 -- 592/h)
20241031-14:55:55 nb_validated 203 model 0 (finishes Thu 18:54 -- 576/h)
20241031-14:56:10 nb_validated 209 model 2 (finishes Thu 18:50 -- 586/h)
20241031-14:56:13 nb_validated 203 model 3 (finishes Thu 18:58 -- 568/h)
20241031-14:56:28 nb_validated 211 model 4 (finishes Thu 18:51 -- 584/h)
20241031-14:56:31 nb_validated 207 model 2 (finishes Thu 18:56 -- 572/h)
20241031-14:56:46 nb_validated 213 model 3 (finishes Thu 18:52 -- 582/h)
20241031-14:56:48 nb_validated 209 model 2 (finishes Thu 18:57 -- 569/h)
20241031-14:57:04 nb_validated 216 model 3 (finishes Thu 18:52 -- 582/h)
20241031-14:57:06 nb_validated 211 model 2 (finishes Thu 18:59 -- 567/h)
20241031-14:57:22 nb_validated 217 model 0 (finishes Thu 18:54 -- 577/h)
20241031-14:57:24 nb_validated 218 model 1 (finishes Thu 18:53 -- 578/h)
20241031-14:57:39 nb_validated 221 model 0 (finishes Thu 18:53 -- 580/h)
20241031-14:57:42 nb_validated 222 model 0 (finishes Thu 18:52 -- 581/h)
20241031-14:57:57 nb_validated 222 model 3 (finishes Thu 18:55 -- 575/h)
20241031-14:57:59 nb_validated 226 model 0 (finishes Thu 18:51 -- 585/h)
20241031-14:58:14 nb_validated 226 model 1 (finishes Thu 18:54 -- 578/h)
20241031-14:58:17 nb_validated 228 model 3 (finishes Thu 18:52 -- 582/h)
20241031-14:58:32 nb_validated 230 model 3 (finishes Thu 18:52 -- 581/h)
20241031-14:58:34 nb_validated 230 model 3 (finishes Thu 18:53 -- 580/h)
20241031-14:58:50 nb_validated 233 model 0 (finishes Thu 18:52 -- 581/h)
20241031-14:58:53 nb_validated 232 model 3 (finishes Thu 18:54 -- 578/h)
20241031-14:59:07 nb_validated 239 model 1 (finishes Thu 18:49 -- 589/h)
20241031-14:59:10 nb_validated 235 model 3 (finishes Thu 18:54 -- 578/h)
20241031-14:59:25 nb_validated 240 model 1 (finishes Thu 18:51 -- 585/h)
20241031-14:59:28 nb_validated 239 model 3 (finishes Thu 18:52 -- 581/h)
20241031-14:59:43 nb_validated 244 model 3 (finishes Thu 18:49 -- 587/h)
20241031-14:59:45 nb_validated 240 model 1 (finishes Thu 18:54 -- 577/h)
20241031-15:00:00 nb_validated 245 model 1 (finishes Thu 18:51 -- 583/h)
20241031-15:00:03 nb_validated 241 model 0 (finishes Thu 18:56 -- 572/h)
20241031-15:00:18 nb_validated 249 model 1 (finishes Thu 18:50 -- 586/h)
20241031-15:00:21 nb_validated 243 model 4 (finishes Thu 18:57 -- 570/h)
20241031-15:00:35 nb_validated 252 model 2 (finishes Thu 18:50 -- 586/h)
20241031-15:00:38 nb_validated 246 model 3 (finishes Thu 18:57 -- 571/h)
20241031-15:00:53 nb_validated 256 model 2 (finishes Thu 18:49 -- 588/h)
20241031-15:00:56 nb_validated 248 model 2 (finishes Thu 18:58 -- 569/h)
20241031-15:01:11 nb_validated 260 model 1 (finishes Thu 18:48 -- 591/h)
20241031-15:01:14 nb_validated 249 model 4 (finishes Thu 19:00 -- 565/h)
20241031-15:01:29 nb_validated 262 model 3 (finishes Thu 18:49 -- 589/h)
20241031-15:01:31 nb_validated 252 model 3 (finishes Thu 18:59 -- 566/h)
20241031-15:01:47 nb_validated 265 model 4 (finishes Thu 18:49 -- 589/h)
20241031-15:01:49 nb_validated 254 model 2 (finishes Thu 19:00 -- 564/h)
20241031-15:02:05 nb_validated 268 model 2 (finishes Thu 18:49 -- 589/h)
20241031-15:02:06 nb_validated 257 model 0 (finishes Thu 19:00 -- 564/h)
20241031-15:02:22 nb_validated 268 model 3 (finishes Thu 18:51 -- 583/h)
20241031-15:02:24 nb_validated 265 model 0 (finishes Thu 18:55 -- 576/h)
20241031-15:02:40 nb_validated 268 model 0 (finishes Thu 18:54 -- 577/h)
20241031-15:02:41 nb_validated 268 model 0 (finishes Thu 18:54 -- 576/h)
20241031-15:02:58 nb_validated 270 model 0 (finishes Thu 18:55 -- 575/h)
20241031-15:02:58 nb_validated 272 model 0 (finishes Thu 18:53 -- 579/h)
20241031-15:03:16 nb_validated 272 model 0 (finishes Thu 18:56 -- 573/h)
20241031-15:03:16 nb_validated 276 model 2 (finishes Thu 18:52 -- 581/h)
20241031-15:03:33 nb_validated 276 model 3 (finishes Thu 18:55 -- 575/h)
20241031-15:03:34 nb_validated 277 model 1 (finishes Thu 18:54 -- 577/h)
20241031-15:03:51 nb_validated 279 model 0 (finishes Thu 18:55 -- 576/h)
20241031-15:03:51 nb_validated 279 model 4 (finishes Thu 18:55 -- 576/h)
20241031-15:04:09 nb_validated 283 model 4 (finishes Thu 18:53 -- 578/h)
20241031-15:04:09 nb_validated 282 model 3 (finishes Thu 18:54 -- 576/h)
20241031-15:04:26 nb_validated 286 model 1 (finishes Thu 18:53 -- 579/h)
20241031-15:04:27 nb_validated 285 model 3 (finishes Thu 18:54 -- 576/h)
20241031-15:04:43 nb_validated 287 model 1 (finishes Thu 18:55 -- 575/h)
20241031-15:04:44 nb_validated 285 model 1 (finishes Thu 18:57 -- 571/h)
20241031-15:05:01 nb_validated 293 model 0 (finishes Thu 18:52 -- 581/h)
20241031-15:05:02 nb_validated 287 model 2 (finishes Thu 18:58 -- 569/h)
20241031-15:05:19 nb_validated 294 model 4 (finishes Thu 18:54 -- 578/h)
20241031-15:05:20 nb_validated 288 model 3 (finishes Thu 18:59 -- 566/h)
20241031-15:05:37 nb_validated 300 model 3 (finishes Thu 18:51 -- 584/h)
20241031-15:05:37 nb_validated 288 model 3 (finishes Thu 19:02 -- 560/h)
20241031-15:05:54 nb_validated 301 model 0 (finishes Thu 18:53 -- 580/h)
20241031-15:05:55 nb_validated 290 model 2 (finishes Thu 19:02 -- 559/h)
20241031-15:06:12 nb_validated 306 model 4 (finishes Thu 18:51 -- 584/h)
20241031-15:06:12 nb_validated 292 model 0 (finishes Thu 19:03 -- 557/h)
20241031-15:06:30 nb_validated 298 model 0 (finishes Thu 19:00 -- 564/h)
20241031-15:06:30 nb_validated 307 model 4 (finishes Thu 18:52 -- 581/h)
20241031-15:06:47 nb_validated 301 model 1 (finishes Thu 19:00 -- 564/h)
20241031-15:06:48 nb_validated 309 model 4 (finishes Thu 18:53 -- 579/h)
20241031-15:07:05 nb_validated 303 model 2 (finishes Thu 19:01 -- 563/h)
20241031-15:07:05 nb_validated 310 model 1 (finishes Thu 18:55 -- 576/h)
20241031-15:07:23 nb_validated 306 model 3 (finishes Thu 19:00 -- 563/h)
20241031-15:07:23 nb_validated 312 model 3 (finishes Thu 18:55 -- 574/h)
20241031-15:07:40 nb_validated 308 model 4 (finishes Thu 19:01 -- 562/h)
20241031-15:07:41 nb_validated 314 model 3 (finishes Thu 18:56 -- 573/h)
20241031-15:07:58 nb_validated 309 model 3 (finishes Thu 19:03 -- 559/h)
20241031-15:07:59 nb_validated 318 model 0 (finishes Thu 18:55 -- 575/h)
20241031-15:08:16 nb_validated 309 model 0 (finishes Thu 19:05 -- 554/h)
20241031-15:08:17 nb_validated 320 model 2 (finishes Thu 18:56 -- 573/h)
20241031-15:08:33 nb_validated 311 model 1 (finishes Thu 19:06 -- 553/h)
20241031-15:08:34 nb_validated 320 model 3 (finishes Thu 18:58 -- 568/h)
20241031-15:08:50 nb_validated 316 model 0 (finishes Thu 19:04 -- 557/h)
20241031-15:08:52 nb_validated 323 model 1 (finishes Thu 18:58 -- 569/h)
20241031-15:09:07 nb_validated 318 model 1 (finishes Thu 19:04 -- 556/h)
20241031-15:09:09 nb_validated 326 model 2 (finishes Thu 18:58 -- 569/h)
20241031-15:09:25 nb_validated 322 model 4 (finishes Thu 19:03 -- 558/h)
20241031-15:09:27 nb_validated 328 model 2 (finishes Thu 18:58 -- 568/h)
20241031-15:09:43 nb_validated 322 model 3 (finishes Thu 19:05 -- 553/h)
20241031-15:09:45 nb_validated 336 model 2 (finishes Thu 18:54 -- 577/h)
20241031-15:10:01 nb_validated 325 model 0 (finishes Thu 19:05 -- 553/h)
20241031-15:10:03 nb_validated 342 model 2 (finishes Thu 18:52 -- 582/h)
20241031-15:10:19 nb_validated 331 model 0 (finishes Thu 19:02 -- 559/h)
20241031-15:10:20 nb_validated 342 model 3 (finishes Thu 18:54 -- 577/h)
20241031-15:10:36 nb_validated 335 model 3 (finishes Thu 19:01 -- 561/h)
20241031-15:10:38 nb_validated 344 model 4 (finishes Thu 18:55 -- 576/h)
20241031-15:10:54 nb_validated 340 model 2 (finishes Thu 19:00 -- 565/h)
20241031-15:10:56 nb_validated 346 model 3 (finishes Thu 18:55 -- 574/h)
20241031-15:11:12 nb_validated 343 model 4 (finishes Thu 19:00 -- 565/h)
20241031-15:11:14 nb_validated 346 model 3 (finishes Thu 18:57 -- 569/h)
20241031-15:11:29 nb_validated 345 model 3 (finishes Thu 19:00 -- 564/h)
20241031-15:11:31 nb_validated 349 model 2 (finishes Thu 18:57 -- 570/h)
20241031-15:11:47 nb_validated 350 model 2 (finishes Thu 18:58 -- 567/h)
20241031-15:11:49 nb_validated 354 model 2 (finishes Thu 18:56 -- 573/h)
20241031-15:12:05 nb_validated 351 model 4 (finishes Thu 19:00 -- 564/h)
20241031-15:12:07 nb_validated 361 model 0 (finishes Thu 18:53 -- 580/h)
20241031-15:12:23 nb_validated 352 model 3 (finishes Thu 19:01 -- 561/h)
20241031-15:12:25 nb_validated 362 model 4 (finishes Thu 18:54 -- 577/h)
20241031-15:12:41 nb_validated 356 model 1 (finishes Thu 19:00 -- 564/h)
20241031-15:12:43 nb_validated 362 model 3 (finishes Thu 18:56 -- 573/h)
20241031-15:12:58 nb_validated 360 model 0 (finishes Thu 18:59 -- 566/h)
20241031-15:13:00 nb_validated 365 model 1 (finishes Thu 18:56 -- 573/h)
20241031-15:13:15 nb_validated 363 model 4 (finishes Thu 18:59 -- 566/h)
20241031-15:13:17 nb_validated 368 model 1 (finishes Thu 18:56 -- 573/h)
20241031-15:13:33 nb_validated 368 model 2 (finishes Thu 18:58 -- 569/h)
20241031-15:13:35 nb_validated 370 model 3 (finishes Thu 18:56 -- 572/h)
20241031-15:13:51 nb_validated 371 model 3 (finishes Thu 18:57 -- 570/h)
20241031-15:13:53 nb_validated 373 model 4 (finishes Thu 18:56 -- 572/h)
20241031-15:14:09 nb_validated 375 model 3 (finishes Thu 18:57 -- 571/h)
20241031-15:14:11 nb_validated 377 model 4 (finishes Thu 18:55 -- 574/h)
20241031-15:14:27 nb_validated 377 model 3 (finishes Thu 18:57 -- 570/h)
20241031-15:14:29 nb_validated 378 model 3 (finishes Thu 18:57 -- 571/h)
20241031-15:14:44 nb_validated 382 model 2 (finishes Thu 18:56 -- 573/h)
20241031-15:14:47 nb_validated 385 model 2 (finishes Thu 18:54 -- 577/h)
20241031-15:15:02 nb_validated 386 model 2 (finishes Thu 18:55 -- 575/h)
20241031-15:15:04 nb_validated 389 model 2 (finishes Thu 18:53 -- 579/h)
20241031-15:15:20 nb_validated 386 model 4 (finishes Thu 18:57 -- 571/h)
20241031-15:15:23 nb_validated 392 model 4 (finishes Thu 18:53 -- 579/h)
20241031-15:15:38 nb_validated 388 model 1 (finishes Thu 18:57 -- 570/h)
20241031-15:15:40 nb_validated 396 model 3 (finishes Thu 18:52 -- 581/h)
20241031-15:15:55 nb_validated 390 model 1 (finishes Thu 18:58 -- 569/h)
20241031-15:15:58 nb_validated 401 model 3 (finishes Thu 18:51 -- 584/h)
20241031-15:16:12 nb_validated 395 model 1 (finishes Thu 18:56 -- 572/h)
20241031-15:16:16 nb_validated 402 model 4 (finishes Thu 18:52 -- 581/h)
20241031-15:16:30 nb_validated 398 model 0 (finishes Thu 18:56 -- 572/h)
20241031-15:16:34 nb_validated 403 model 3 (finishes Thu 18:53 -- 578/h)
20241031-15:16:47 nb_validated 399 model 3 (finishes Thu 18:57 -- 570/h)
20241031-15:16:52 nb_validated 406 model 3 (finishes Thu 18:53 -- 579/h)
20241031-15:17:05 nb_validated 399 model 3 (finishes Thu 18:59 -- 566/h)
20241031-15:17:10 nb_validated 408 model 3 (finishes Thu 18:54 -- 577/h)
20241031-15:17:23 nb_validated 400 model 0 (finishes Thu 19:00 -- 563/h)
20241031-15:17:28 nb_validated 411 model 4 (finishes Thu 18:54 -- 578/h)
20241031-15:17:41 nb_validated 406 model 0 (finishes Thu 18:58 -- 568/h)
20241031-15:17:45 nb_validated 414 model 1 (finishes Thu 18:54 -- 578/h)
20241031-15:17:59 nb_validated 409 model 4 (finishes Thu 18:58 -- 568/h)
20241031-15:18:02 nb_validated 418 model 1 (finishes Thu 18:53 -- 580/h)
20241031-15:18:17 nb_validated 413 model 4 (finishes Thu 18:57 -- 570/h)
20241031-15:18:20 nb_validated 420 model 4 (finishes Thu 18:53 -- 578/h)
20241031-15:18:34 nb_validated 417 model 2 (finishes Thu 18:57 -- 571/h)
20241031-15:18:37 nb_validated 423 model 3 (finishes Thu 18:53 -- 579/h)
20241031-15:18:52 nb_validated 421 model 3 (finishes Thu 18:56 -- 573/h)
20241031-15:18:55 nb_validated 426 model 0 (finishes Thu 18:53 -- 579/h)
20241031-15:19:09 nb_validated 423 model 0 (finishes Thu 18:56 -- 572/h)
20241031-15:19:13 nb_validated 428 model 2 (finishes Thu 18:54 -- 578/h)
20241031-15:19:27 nb_validated 428 model 1 (finishes Thu 18:55 -- 575/h)
20241031-15:19:31 nb_validated 431 model 2 (finishes Thu 18:54 -- 578/h)
20241031-15:19:45 nb_validated 430 model 3 (finishes Thu 18:56 -- 574/h)
20241031-15:19:48 nb_validated 432 model 4 (finishes Thu 18:55 -- 575/h)
20241031-15:20:02 nb_validated 436 model 1 (finishes Thu 18:54 -- 578/h)
20241031-15:20:06 nb_validated 434 model 2 (finishes Thu 18:55 -- 574/h)
20241031-15:20:20 nb_validated 440 model 3 (finishes Thu 18:53 -- 579/h)
20241031-15:20:24 nb_validated 435 model 0 (finishes Thu 18:56 -- 572/h)
20241031-15:20:37 nb_validated 443 model 2 (finishes Thu 18:53 -- 580/h)
20241031-15:20:42 nb_validated 439 model 3 (finishes Thu 18:56 -- 574/h)
20241031-15:20:55 nb_validated 445 model 2 (finishes Thu 18:53 -- 579/h)
20241031-15:20:59 nb_validated 441 model 3 (finishes Thu 18:56 -- 572/h)
20241031-15:21:12 nb_validated 450 model 0 (finishes Thu 18:52 -- 581/h)
20241031-15:21:17 nb_validated 442 model 3 (finishes Thu 18:57 -- 570/h)
20241031-15:21:30 nb_validated 453 model 4 (finishes Thu 18:52 -- 582/h)
20241031-15:21:35 nb_validated 444 model 2 (finishes Thu 18:58 -- 569/h)
20241031-15:21:48 nb_validated 454 model 4 (finishes Thu 18:53 -- 579/h)
20241031-15:21:53 nb_validated 445 model 2 (finishes Thu 18:59 -- 567/h)
20241031-15:22:06 nb_validated 460 model 2 (finishes Thu 18:51 -- 583/h)
20241031-15:22:10 nb_validated 447 model 1 (finishes Thu 18:59 -- 566/h)
20241031-15:22:24 nb_validated 465 model 3 (finishes Thu 18:50 -- 586/h)
20241031-15:22:28 nb_validated 448 model 2 (finishes Thu 19:00 -- 564/h)
20241031-15:22:41 nb_validated 466 model 1 (finishes Thu 18:51 -- 584/h)
20241031-15:22:46 nb_validated 451 model 2 (finishes Thu 19:00 -- 564/h)
20241031-15:22:59 nb_validated 470 model 4 (finishes Thu 18:51 -- 585/h)
20241031-15:23:04 nb_validated 453 model 2 (finishes Thu 19:01 -- 563/h)
20241031-15:23:16 nb_validated 474 model 4 (finishes Thu 18:50 -- 586/h)
20241031-15:23:21 nb_validated 459 model 2 (finishes Thu 18:59 -- 567/h)
20241031-15:23:34 nb_validated 477 model 4 (finishes Thu 18:50 -- 586/h)
20241031-15:23:40 nb_validated 462 model 2 (finishes Thu 18:59 -- 567/h)
20241031-15:23:51 nb_validated 479 model 1 (finishes Thu 18:50 -- 585/h)
20241031-15:23:57 nb_validated 464 model 0 (finishes Thu 18:59 -- 566/h)
20241031-15:24:09 nb_validated 483 model 0 (finishes Thu 18:50 -- 587/h)
20241031-15:24:15 nb_validated 466 model 3 (finishes Thu 19:00 -- 565/h)
20241031-15:24:27 nb_validated 484 model 4 (finishes Thu 18:51 -- 585/h)
20241031-15:24:32 nb_validated 467 model 1 (finishes Thu 19:01 -- 563/h)
20241031-15:24:44 nb_validated 489 model 2 (finishes Thu 18:50 -- 587/h)
20241031-15:24:50 nb_validated 471 model 0 (finishes Thu 19:00 -- 564/h)
20241031-15:25:02 nb_validated 491 model 3 (finishes Thu 18:50 -- 586/h)
20241031-15:25:08 nb_validated 471 model 3 (finishes Thu 19:01 -- 561/h)
20241031-15:25:19 nb_validated 494 model 0 (finishes Thu 18:50 -- 586/h)
20241031-15:25:26 nb_validated 474 model 0 (finishes Thu 19:01 -- 561/h)
20241031-15:25:37 nb_validated 496 model 1 (finishes Thu 18:50 -- 585/h)
20241031-15:25:43 nb_validated 477 model 0 (finishes Thu 19:01 -- 562/h)
20241031-15:25:55 nb_validated 497 model 4 (finishes Thu 18:51 -- 583/h)
20241031-15:26:00 nb_validated 480 model 3 (finishes Thu 19:01 -- 562/h)
20241031-15:26:13 nb_validated 501 model 2 (finishes Thu 18:51 -- 584/h)
20241031-15:26:18 nb_validated 481 model 1 (finishes Thu 19:02 -- 560/h)
20241031-15:26:31 nb_validated 506 model 2 (finishes Thu 18:50 -- 587/h)
20241031-15:26:35 nb_validated 481 model 0 (finishes Thu 19:03 -- 557/h)
20241031-15:26:49 nb_validated 512 model 0 (finishes Thu 18:48 -- 590/h)
20241031-15:26:53 nb_validated 484 model 3 (finishes Thu 19:03 -- 557/h)
20241031-15:27:07 nb_validated 518 model 0 (finishes Thu 18:47 -- 594/h)
20241031-15:27:11 nb_validated 489 model 2 (finishes Thu 19:02 -- 560/h)
20241031-15:27:24 nb_validated 520 model 0 (finishes Thu 18:47 -- 593/h)
20241031-15:27:28 nb_validated 490 model 1 (finishes Thu 19:03 -- 558/h)
20241031-15:27:42 nb_validated 522 model 0 (finishes Thu 18:48 -- 592/h)
20241031-15:27:46 nb_validated 492 model 2 (finishes Thu 19:03 -- 557/h)
20241031-15:28:00 nb_validated 524 model 3 (finishes Thu 18:48 -- 591/h)
20241031-15:28:04 nb_validated 495 model 4 (finishes Thu 19:03 -- 557/h)
20241031-15:28:18 nb_validated 527 model 4 (finishes Thu 18:48 -- 591/h)
20241031-15:28:21 nb_validated 496 model 1 (finishes Thu 19:04 -- 555/h)
20241031-15:28:35 nb_validated 530 model 3 (finishes Thu 18:48 -- 591/h)
20241031-15:28:39 nb_validated 501 model 2 (finishes Thu 19:03 -- 558/h)
20241031-15:28:53 nb_validated 534 model 2 (finishes Thu 18:48 -- 592/h)
20241031-15:28:56 nb_validated 504 model 2 (finishes Thu 19:03 -- 558/h)
20241031-15:29:11 nb_validated 534 model 3 (finishes Thu 18:49 -- 589/h)
20241031-15:29:14 nb_validated 509 model 4 (finishes Thu 19:02 -- 561/h)
20241031-15:29:28 nb_validated 538 model 0 (finishes Thu 18:48 -- 590/h)
20241031-15:29:32 nb_validated 513 model 1 (finishes Thu 19:01 -- 562/h)
20241031-15:29:46 nb_validated 539 model 3 (finishes Thu 18:49 -- 588/h)
20241031-15:29:49 nb_validated 515 model 2 (finishes Thu 19:01 -- 561/h)
20241031-15:30:03 nb_validated 544 model 1 (finishes Thu 18:48 -- 590/h)
20241031-15:30:07 nb_validated 516 model 2 (finishes Thu 19:02 -- 559/h)
20241031-15:30:21 nb_validated 549 model 2 (finishes Thu 18:47 -- 593/h)
20241031-15:30:25 nb_validated 519 model 0 (finishes Thu 19:02 -- 560/h)
20241031-15:30:38 nb_validated 551 model 1 (finishes Thu 18:48 -- 592/h)
20241031-15:30:42 nb_validated 523 model 0 (finishes Thu 19:01 -- 561/h)
20241031-15:30:55 nb_validated 555 model 1 (finishes Thu 18:47 -- 593/h)
20241031-15:31:00 nb_validated 530 model 0 (finishes Thu 18:59 -- 565/h)
20241031-15:31:13 nb_validated 555 model 4 (finishes Thu 18:48 -- 590/h)
20241031-15:31:17 nb_validated 533 model 3 (finishes Thu 18:59 -- 566/h)
20241031-15:31:31 nb_validated 564 model 4 (finishes Thu 18:46 -- 596/h)
20241031-15:31:35 nb_validated 536 model 1 (finishes Thu 18:59 -- 566/h)
20241031-15:31:49 nb_validated 565 model 3 (finishes Thu 18:47 -- 594/h)
20241031-15:31:52 nb_validated 539 model 1 (finishes Thu 18:59 -- 566/h)
20241031-15:32:07 nb_validated 568 model 4 (finishes Thu 18:47 -- 594/h)
20241031-15:32:10 nb_validated 545 model 3 (finishes Thu 18:57 -- 570/h)
20241031-15:32:24 nb_validated 570 model 0 (finishes Thu 18:47 -- 593/h)
20241031-15:32:27 nb_validated 551 model 1 (finishes Thu 18:56 -- 573/h)
20241031-15:32:42 nb_validated 574 model 2 (finishes Thu 18:46 -- 594/h)
20241031-15:32:45 nb_validated 553 model 4 (finishes Thu 18:56 -- 572/h)
20241031-15:33:00 nb_validated 577 model 2 (finishes Thu 18:46 -- 594/h)
20241031-15:33:03 nb_validated 554 model 1 (finishes Thu 18:57 -- 570/h)
20241031-15:33:17 nb_validated 578 model 1 (finishes Thu 18:47 -- 592/h)
20241031-15:33:21 nb_validated 555 model 2 (finishes Thu 18:58 -- 568/h)
20241031-15:33:35 nb_validated 581 model 4 (finishes Thu 18:47 -- 593/h)
20241031-15:33:39 nb_validated 557 model 1 (finishes Thu 18:58 -- 568/h)
20241031-15:33:53 nb_validated 581 model 2 (finishes Thu 18:49 -- 590/h)
20241031-15:33:56 nb_validated 565 model 1 (finishes Thu 18:56 -- 573/h)
20241031-15:34:10 nb_validated 582 model 2 (finishes Thu 18:49 -- 588/h)
20241031-15:34:14 nb_validated 567 model 4 (finishes Thu 18:56 -- 572/h)
20241031-15:34:28 nb_validated 583 model 3 (finishes Thu 18:50 -- 586/h)
20241031-15:34:32 nb_validated 573 model 0 (finishes Thu 18:55 -- 575/h)
20241031-15:34:46 nb_validated 588 model 3 (finishes Thu 18:49 -- 588/h)
20241031-15:34:49 nb_validated 574 model 0 (finishes Thu 18:56 -- 573/h)
20241031-15:35:03 nb_validated 589 model 3 (finishes Thu 18:50 -- 586/h)
20241031-15:35:07 nb_validated 576 model 4 (finishes Thu 18:56 -- 573/h)
20241031-15:35:21 nb_validated 591 model 2 (finishes Thu 18:50 -- 585/h)
20241031-15:35:24 nb_validated 577 model 1 (finishes Thu 18:57 -- 571/h)
20241031-15:35:38 nb_validated 596 model 0 (finishes Thu 18:49 -- 587/h)
20241031-15:35:42 nb_validated 581 model 4 (finishes Thu 18:56 -- 572/h)
20241031-15:35:56 nb_validated 599 model 3 (finishes Thu 18:49 -- 587/h)
20241031-15:35:59 nb_validated 584 model 1 (finishes Thu 18:56 -- 572/h)
20241031-15:36:13 nb_validated 603 model 1 (finishes Thu 18:49 -- 589/h)
20241031-15:36:17 nb_validated 588 model 1 (finishes Thu 18:56 -- 573/h)
20241031-15:36:31 nb_validated 604 model 3 (finishes Thu 18:50 -- 587/h)
20241031-15:36:35 nb_validated 592 model 2 (finishes Thu 18:55 -- 575/h)
20241031-15:36:49 nb_validated 608 model 3 (finishes Thu 18:49 -- 588/h)
20241031-15:36:52 nb_validated 597 model 0 (finishes Thu 18:54 -- 577/h)
20241031-15:37:06 nb_validated 610 model 2 (finishes Thu 18:50 -- 587/h)
20241031-15:37:09 nb_validated 599 model 1 (finishes Thu 18:55 -- 576/h)
20241031-15:37:24 nb_validated 616 model 0 (finishes Thu 18:48 -- 590/h)
20241031-15:37:27 nb_validated 602 model 4 (finishes Thu 18:54 -- 576/h)
20241031-15:37:42 nb_validated 619 model 2 (finishes Thu 18:48 -- 590/h)
20241031-15:37:45 nb_validated 605 model 2 (finishes Thu 18:54 -- 576/h)
20241031-15:37:59 nb_validated 620 model 3 (finishes Thu 18:49 -- 588/h)
20241031-15:38:03 nb_validated 612 model 3 (finishes Thu 18:53 -- 580/h)
20241031-15:38:17 nb_validated 624 model 1 (finishes Thu 18:49 -- 589/h)
20241031-15:38:21 nb_validated 616 model 0 (finishes Thu 18:52 -- 581/h)
20241031-15:38:34 nb_validated 626 model 3 (finishes Thu 18:49 -- 589/h)
20241031-15:38:38 nb_validated 621 model 3 (finishes Thu 18:51 -- 583/h)
20241031-15:38:52 nb_validated 629 model 0 (finishes Thu 18:49 -- 589/h)
20241031-15:38:56 nb_validated 625 model 3 (finishes Thu 18:51 -- 584/h)
20241031-15:39:10 nb_validated 631 model 4 (finishes Thu 18:49 -- 588/h)
20241031-15:39:14 nb_validated 627 model 1 (finishes Thu 18:51 -- 583/h)
20241031-15:39:27 nb_validated 631 model 1 (finishes Thu 18:50 -- 585/h)
20241031-15:39:31 nb_validated 628 model 1 (finishes Thu 18:52 -- 582/h)
20241031-15:39:45 nb_validated 634 model 3 (finishes Thu 18:50 -- 585/h)
20241031-15:39:49 nb_validated 630 model 1 (finishes Thu 18:52 -- 581/h)
20241031-15:40:03 nb_validated 638 model 3 (finishes Thu 18:50 -- 586/h)
20241031-15:40:06 nb_validated 633 model 2 (finishes Thu 18:52 -- 581/h)
20241031-15:40:20 nb_validated 639 model 1 (finishes Thu 18:51 -- 585/h)
20241031-15:40:24 nb_validated 635 model 4 (finishes Thu 18:53 -- 580/h)
20241031-15:40:38 nb_validated 645 model 0 (finishes Thu 18:49 -- 587/h)
20241031-15:40:41 nb_validated 640 model 2 (finishes Thu 18:52 -- 582/h)
20241031-15:40:55 nb_validated 647 model 1 (finishes Thu 18:50 -- 587/h)
20241031-15:40:59 nb_validated 642 model 0 (finishes Thu 18:52 -- 582/h)
20241031-15:41:12 nb_validated 647 model 1 (finishes Thu 18:51 -- 584/h)
20241031-15:41:17 nb_validated 645 model 2 (finishes Thu 18:52 -- 582/h)
20241031-15:41:30 nb_validated 648 model 2 (finishes Thu 18:52 -- 582/h)
20241031-15:41:35 nb_validated 649 model 4 (finishes Thu 18:52 -- 583/h)
20241031-15:41:47 nb_validated 654 model 3 (finishes Thu 18:50 -- 585/h)
20241031-15:41:53 nb_validated 653 model 2 (finishes Thu 18:51 -- 584/h)
20241031-15:42:05 nb_validated 657 model 0 (finishes Thu 18:50 -- 585/h)
20241031-15:42:10 nb_validated 654 model 1 (finishes Thu 18:52 -- 582/h)
20241031-15:42:23 nb_validated 660 model 4 (finishes Thu 18:50 -- 585/h)
20241031-15:42:28 nb_validated 657 model 4 (finishes Thu 18:52 -- 582/h)
20241031-15:42:40 nb_validated 661 model 1 (finishes Thu 18:51 -- 584/h)
20241031-15:42:45 nb_validated 660 model 2 (finishes Thu 18:52 -- 582/h)
20241031-15:42:58 nb_validated 663 model 4 (finishes Thu 18:51 -- 583/h)
20241031-15:43:03 nb_validated 665 model 2 (finishes Thu 18:51 -- 584/h)
20241031-15:43:16 nb_validated 666 model 2 (finishes Thu 18:51 -- 583/h)
20241031-15:43:21 nb_validated 670 model 1 (finishes Thu 18:50 -- 586/h)
20241031-15:43:34 nb_validated 669 model 2 (finishes Thu 18:51 -- 583/h)
20241031-15:43:38 nb_validated 675 model 0 (finishes Thu 18:49 -- 588/h)
20241031-15:43:51 nb_validated 671 model 3 (finishes Thu 18:52 -- 583/h)
20241031-15:43:56 nb_validated 680 model 2 (finishes Thu 18:48 -- 590/h)
20241031-15:44:08 nb_validated 674 model 1 (finishes Thu 18:51 -- 583/h)
20241031-15:44:14 nb_validated 682 model 0 (finishes Thu 18:49 -- 589/h)
20241031-15:44:26 nb_validated 676 model 4 (finishes Thu 18:52 -- 582/h)
20241031-15:44:31 nb_validated 684 model 1 (finishes Thu 18:49 -- 588/h)
20241031-15:44:43 nb_validated 683 model 1 (finishes Thu 18:50 -- 586/h)
20241031-15:44:49 nb_validated 689 model 4 (finishes Thu 18:48 -- 590/h)
20241031-15:45:01 nb_validated 683 model 4 (finishes Thu 18:51 -- 583/h)
20241031-15:45:07 nb_validated 691 model 3 (finishes Thu 18:49 -- 589/h)
20241031-15:45:19 nb_validated 685 model 4 (finishes Thu 18:52 -- 582/h)
20241031-15:45:25 nb_validated 696 model 1 (finishes Thu 18:48 -- 591/h)
20241031-15:45:37 nb_validated 688 model 1 (finishes Thu 18:52 -- 583/h)
20241031-15:45:42 nb_validated 703 model 2 (finishes Thu 18:46 -- 594/h)
20241031-15:45:54 nb_validated 690 model 2 (finishes Thu 18:52 -- 582/h)
20241031-15:46:00 nb_validated 705 model 4 (finishes Thu 18:47 -- 594/h)
20241031-15:46:12 nb_validated 691 model 3 (finishes Thu 18:53 -- 580/h)
20241031-15:46:17 nb_validated 708 model 3 (finishes Thu 18:47 -- 594/h)
20241031-15:46:30 nb_validated 695 model 2 (finishes Thu 18:52 -- 581/h)
20241031-15:46:35 nb_validated 711 model 3 (finishes Thu 18:47 -- 594/h)
20241031-15:46:47 nb_validated 696 model 3 (finishes Thu 18:53 -- 580/h)
20241031-15:46:53 nb_validated 712 model 3 (finishes Thu 18:47 -- 592/h)
20241031-15:47:05 nb_validated 698 model 3 (finishes Thu 18:53 -- 579/h)
20241031-15:47:11 nb_validated 717 model 0 (finishes Thu 18:47 -- 594/h)
20241031-15:47:23 nb_validated 700 model 0 (finishes Thu 18:54 -- 578/h)
20241031-15:47:29 nb_validated 721 model 1 (finishes Thu 18:46 -- 595/h)
20241031-15:47:41 nb_validated 705 model 0 (finishes Thu 18:53 -- 580/h)
20241031-15:47:46 nb_validated 724 model 0 (finishes Thu 18:46 -- 595/h)
20241031-15:47:59 nb_validated 709 model 2 (finishes Thu 18:52 -- 581/h)
20241031-15:48:03 nb_validated 729 model 0 (finishes Thu 18:46 -- 597/h)
20241031-15:48:16 nb_validated 715 model 1 (finishes Thu 18:51 -- 583/h)
20241031-15:48:21 nb_validated 731 model 3 (finishes Thu 18:46 -- 596/h)
20241031-15:48:34 nb_validated 717 model 3 (finishes Thu 18:51 -- 583/h)
20241031-15:48:38 nb_validated 735 model 1 (finishes Thu 18:45 -- 597/h)
20241031-15:48:52 nb_validated 717 model 3 (finishes Thu 18:53 -- 580/h)
20241031-15:48:56 nb_validated 743 model 1 (finishes Thu 18:44 -- 601/h)
20241031-15:49:10 nb_validated 718 model 3 (finishes Thu 18:53 -- 579/h)
20241031-15:49:13 nb_validated 743 model 3 (finishes Thu 18:45 -- 599/h)
20241031-15:49:27 nb_validated 720 model 0 (finishes Thu 18:54 -- 578/h)
20241031-15:49:31 nb_validated 745 model 4 (finishes Thu 18:45 -- 598/h)
20241031-15:49:45 nb_validated 724 model 3 (finishes Thu 18:53 -- 579/h)
20241031-15:49:49 nb_validated 748 model 0 (finishes Thu 18:45 -- 598/h)
20241031-15:50:02 nb_validated 726 model 1 (finishes Thu 18:53 -- 578/h)
20241031-15:50:07 nb_validated 756 model 4 (finishes Thu 18:43 -- 602/h)
20241031-15:50:20 nb_validated 729 model 4 (finishes Thu 18:53 -- 579/h)
20241031-15:50:24 nb_validated 757 model 1 (finishes Thu 18:44 -- 600/h)
20241031-15:50:38 nb_validated 729 model 3 (finishes Thu 18:54 -- 576/h)
20241031-15:50:42 nb_validated 760 model 4 (finishes Thu 18:44 -- 600/h)
20241031-15:50:56 nb_validated 731 model 3 (finishes Thu 18:55 -- 576/h)
20241031-15:51:00 nb_validated 762 model 4 (finishes Thu 18:44 -- 600/h)
20241031-15:51:14 nb_validated 742 model 2 (finishes Thu 18:52 -- 582/h)
20241031-15:51:18 nb_validated 764 model 2 (finishes Thu 18:45 -- 599/h)
20241031-15:51:32 nb_validated 743 model 3 (finishes Thu 18:52 -- 581/h)
20241031-15:51:35 nb_validated 765 model 2 (finishes Thu 18:45 -- 597/h)
20241031-15:51:50 nb_validated 746 model 4 (finishes Thu 18:52 -- 581/h)
20241031-15:51:52 nb_validated 768 model 1 (finishes Thu 18:45 -- 597/h)
20241031-15:52:08 nb_validated 746 model 3 (finishes Thu 18:53 -- 578/h)
20241031-15:52:10 nb_validated 770 model 1 (finishes Thu 18:45 -- 597/h)
20241031-15:52:26 nb_validated 747 model 2 (finishes Thu 18:54 -- 577/h)
20241031-15:52:28 nb_validated 772 model 3 (finishes Thu 18:46 -- 596/h)
20241031-15:52:43 nb_validated 749 model 2 (finishes Thu 18:54 -- 576/h)
20241031-15:52:45 nb_validated 776 model 0 (finishes Thu 18:45 -- 597/h)
20241031-15:53:01 nb_validated 751 model 0 (finishes Thu 18:55 -- 576/h)
20241031-15:53:03 nb_validated 780 model 4 (finishes Thu 18:45 -- 598/h)
20241031-15:53:19 nb_validated 754 model 2 (finishes Thu 18:55 -- 576/h)
20241031-15:53:21 nb_validated 782 model 3 (finishes Thu 18:45 -- 597/h)
20241031-15:53:37 nb_validated 757 model 2 (finishes Thu 18:55 -- 576/h)
20241031-15:53:38 nb_validated 782 model 3 (finishes Thu 18:46 -- 595/h)
20241031-15:53:55 nb_validated 760 model 3 (finishes Thu 18:55 -- 576/h)
20241031-15:53:56 nb_validated 791 model 0 (finishes Thu 18:44 -- 599/h)
20241031-15:54:13 nb_validated 761 model 2 (finishes Thu 18:55 -- 575/h)
20241031-15:54:14 nb_validated 795 model 3 (finishes Thu 18:44 -- 600/h)
20241031-15:54:30 nb_validated 761 model 0 (finishes Thu 18:56 -- 572/h)
20241031-15:54:31 nb_validated 799 model 1 (finishes Thu 18:44 -- 601/h)
20241031-15:54:48 nb_validated 767 model 1 (finishes Thu 18:55 -- 575/h)
20241031-15:54:49 nb_validated 802 model 4 (finishes Thu 18:44 -- 601/h)
20241031-15:55:05 nb_validated 768 model 3 (finishes Thu 18:56 -- 573/h)
20241031-15:55:07 nb_validated 808 model 4 (finishes Thu 18:43 -- 603/h)
20241031-15:55:23 nb_validated 775 model 4 (finishes Thu 18:54 -- 577/h)
20241031-15:55:24 nb_validated 810 model 4 (finishes Thu 18:43 -- 602/h)
20241031-15:55:41 nb_validated 780 model 2 (finishes Thu 18:54 -- 578/h)
20241031-15:55:42 nb_validated 819 model 4 (finishes Thu 18:41 -- 607/h)
20241031-15:55:58 nb_validated 784 model 2 (finishes Thu 18:53 -- 579/h)
20241031-15:56:00 nb_validated 822 model 4 (finishes Thu 18:41 -- 607/h)
20241031-15:56:16 nb_validated 786 model 0 (finishes Thu 18:53 -- 578/h)
20241031-15:56:18 nb_validated 823 model 1 (finishes Thu 18:42 -- 605/h)
20241031-15:56:33 nb_validated 788 model 1 (finishes Thu 18:54 -- 578/h)
20241031-15:56:36 nb_validated 825 model 4 (finishes Thu 18:42 -- 605/h)
20241031-15:56:51 nb_validated 789 model 1 (finishes Thu 18:54 -- 577/h)
20241031-15:56:53 nb_validated 829 model 1 (finishes Thu 18:42 -- 605/h)
20241031-15:57:08 nb_validated 790 model 0 (finishes Thu 18:55 -- 575/h)
20241031-15:57:11 nb_validated 829 model 1 (finishes Thu 18:43 -- 603/h)
20241031-15:57:27 nb_validated 792 model 4 (finishes Thu 18:55 -- 575/h)
20241031-15:57:28 nb_validated 830 model 1 (finishes Thu 18:43 -- 602/h)
20241031-15:57:45 nb_validated 795 model 3 (finishes Thu 18:55 -- 575/h)
20241031-15:57:46 nb_validated 832 model 4 (finishes Thu 18:44 -- 601/h)
20241031-15:58:02 nb_validated 800 model 0 (finishes Thu 18:54 -- 576/h)
20241031-15:58:04 nb_validated 837 model 1 (finishes Thu 18:43 -- 603/h)
20241031-15:58:20 nb_validated 804 model 2 (finishes Thu 18:54 -- 577/h)
20241031-15:58:21 nb_validated 839 model 2 (finishes Thu 18:43 -- 602/h)
20241031-15:58:38 nb_validated 809 model 3 (finishes Thu 18:53 -- 579/h)
20241031-15:58:39 nb_validated 842 model 0 (finishes Thu 18:43 -- 602/h)
20241031-15:58:55 nb_validated 812 model 1 (finishes Thu 18:53 -- 579/h)
20241031-15:58:56 nb_validated 843 model 2 (finishes Thu 18:44 -- 601/h)
20241031-15:59:13 nb_validated 815 model 2 (finishes Thu 18:53 -- 579/h)
20241031-15:59:14 nb_validated 848 model 0 (finishes Thu 18:43 -- 602/h)
20241031-15:59:31 nb_validated 817 model 1 (finishes Thu 18:54 -- 578/h)
20241031-15:59:32 nb_validated 849 model 3 (finishes Thu 18:44 -- 601/h)
20241031-15:59:49 nb_validated 820 model 4 (finishes Thu 18:53 -- 578/h)
20241031-15:59:50 nb_validated 853 model 2 (finishes Thu 18:44 -- 601/h)
20241031-16:00:07 nb_validated 825 model 4 (finishes Thu 18:53 -- 580/h)
20241031-16:00:07 nb_validated 859 model 0 (finishes Thu 18:43 -- 604/h)
20241031-16:00:25 nb_validated 827 model 4 (finishes Thu 18:53 -- 579/h)
20241031-16:00:25 nb_validated 860 model 1 (finishes Thu 18:43 -- 602/h)
20241031-16:00:42 nb_validated 827 model 1 (finishes Thu 18:54 -- 577/h)
20241031-16:00:43 nb_validated 865 model 3 (finishes Thu 18:43 -- 604/h)
20241031-16:01:00 nb_validated 828 model 1 (finishes Thu 18:55 -- 576/h)
20241031-16:01:00 nb_validated 868 model 2 (finishes Thu 18:43 -- 604/h)
20241031-16:01:17 nb_validated 832 model 1 (finishes Thu 18:54 -- 577/h)
20241031-16:01:18 nb_validated 873 model 4 (finishes Thu 18:42 -- 605/h)
20241031-16:01:35 nb_validated 834 model 1 (finishes Thu 18:54 -- 576/h)
20241031-16:01:36 nb_validated 873 model 3 (finishes Thu 18:43 -- 603/h)
20241031-16:01:53 nb_validated 835 model 3 (finishes Thu 18:55 -- 575/h)
20241031-16:01:54 nb_validated 875 model 2 (finishes Thu 18:43 -- 602/h)
20241031-16:02:11 nb_validated 838 model 2 (finishes Thu 18:55 -- 575/h)
20241031-16:02:11 nb_validated 877 model 3 (finishes Thu 18:43 -- 602/h)
20241031-16:02:28 nb_validated 841 model 1 (finishes Thu 18:55 -- 575/h)
20241031-16:02:29 nb_validated 878 model 3 (finishes Thu 18:44 -- 600/h)
20241031-16:02:46 nb_validated 845 model 2 (finishes Thu 18:55 -- 576/h)
20241031-16:02:46 nb_validated 881 model 4 (finishes Thu 18:44 -- 600/h)
20241031-16:03:04 nb_validated 885 model 2 (finishes Thu 18:44 -- 601/h)
20241031-16:03:04 nb_validated 849 model 3 (finishes Thu 18:54 -- 577/h)
20241031-16:03:21 nb_validated 854 model 0 (finishes Thu 18:54 -- 578/h)
20241031-16:03:22 nb_validated 888 model 4 (finishes Thu 18:44 -- 601/h)
20241031-16:03:39 nb_validated 855 model 4 (finishes Thu 18:54 -- 577/h)
20241031-16:03:40 nb_validated 891 model 3 (finishes Thu 18:44 -- 601/h)
20241031-16:03:57 nb_validated 859 model 3 (finishes Thu 18:54 -- 578/h)
20241031-16:03:58 nb_validated 896 model 2 (finishes Thu 18:43 -- 602/h)
20241031-16:04:15 nb_validated 860 model 3 (finishes Thu 18:54 -- 576/h)
20241031-16:04:15 nb_validated 896 model 1 (finishes Thu 18:44 -- 601/h)
20241031-16:04:33 nb_validated 860 model 3 (finishes Thu 18:55 -- 575/h)
20241031-16:04:33 nb_validated 900 model 0 (finishes Thu 18:44 -- 601/h)
20241031-16:04:51 nb_validated 863 model 4 (finishes Thu 18:55 -- 575/h)
20241031-16:04:51 nb_validated 903 model 3 (finishes Thu 18:44 -- 601/h)
20241031-16:05:09 nb_validated 863 model 4 (finishes Thu 18:56 -- 573/h)
20241031-16:05:09 nb_validated 908 model 0 (finishes Thu 18:43 -- 603/h)
20241031-16:05:26 nb_validated 913 model 4 (finishes Thu 18:42 -- 604/h)
20241031-16:05:26 nb_validated 865 model 1 (finishes Thu 18:56 -- 572/h)
20241031-16:05:44 nb_validated 917 model 1 (finishes Thu 18:42 -- 605/h)
20241031-16:05:44 nb_validated 869 model 0 (finishes Thu 18:56 -- 573/h)
20241031-16:06:02 nb_validated 922 model 3 (finishes Thu 18:42 -- 606/h)
20241031-16:06:03 nb_validated 870 model 4 (finishes Thu 18:56 -- 572/h)
20241031-16:06:19 nb_validated 922 model 2 (finishes Thu 18:42 -- 604/h)
20241031-16:06:20 nb_validated 872 model 2 (finishes Thu 18:57 -- 571/h)
20241031-16:06:37 nb_validated 928 model 1 (finishes Thu 18:42 -- 606/h)
20241031-16:06:38 nb_validated 876 model 2 (finishes Thu 18:56 -- 572/h)
20241031-16:06:55 nb_validated 930 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:06:56 nb_validated 879 model 1 (finishes Thu 18:56 -- 572/h)
20241031-16:07:13 nb_validated 935 model 4 (finishes Thu 18:41 -- 607/h)
20241031-16:07:13 nb_validated 880 model 2 (finishes Thu 18:57 -- 571/h)
20241031-16:07:30 nb_validated 939 model 1 (finishes Thu 18:41 -- 607/h)
20241031-16:07:31 nb_validated 883 model 1 (finishes Thu 18:57 -- 571/h)
20241031-16:07:48 nb_validated 943 model 0 (finishes Thu 18:41 -- 608/h)
20241031-16:07:48 nb_validated 885 model 2 (finishes Thu 18:57 -- 570/h)
20241031-16:08:06 nb_validated 943 model 2 (finishes Thu 18:42 -- 606/h)
20241031-16:08:06 nb_validated 892 model 3 (finishes Thu 18:56 -- 573/h)
20241031-16:08:23 nb_validated 944 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:08:24 nb_validated 896 model 4 (finishes Thu 18:55 -- 574/h)
20241031-16:08:41 nb_validated 945 model 4 (finishes Thu 18:43 -- 603/h)
20241031-16:08:42 nb_validated 902 model 2 (finishes Thu 18:55 -- 576/h)
20241031-16:08:59 nb_validated 946 model 1 (finishes Thu 18:43 -- 602/h)
20241031-16:09:00 nb_validated 907 model 2 (finishes Thu 18:54 -- 577/h)
20241031-16:09:16 nb_validated 948 model 0 (finishes Thu 18:43 -- 602/h)
20241031-16:09:17 nb_validated 907 model 4 (finishes Thu 18:55 -- 575/h)
20241031-16:09:34 nb_validated 954 model 0 (finishes Thu 18:43 -- 604/h)
20241031-16:09:35 nb_validated 910 model 1 (finishes Thu 18:55 -- 576/h)
20241031-16:09:52 nb_validated 957 model 2 (finishes Thu 18:43 -- 604/h)
20241031-16:09:52 nb_validated 911 model 3 (finishes Thu 18:55 -- 574/h)
20241031-16:10:10 nb_validated 961 model 2 (finishes Thu 18:42 -- 604/h)
20241031-16:10:11 nb_validated 917 model 4 (finishes Thu 18:54 -- 576/h)
20241031-16:10:27 nb_validated 965 model 2 (finishes Thu 18:42 -- 605/h)
20241031-16:10:28 nb_validated 918 model 1 (finishes Thu 18:55 -- 575/h)
20241031-16:10:46 nb_validated 968 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:10:46 nb_validated 920 model 1 (finishes Thu 18:55 -- 575/h)
20241031-16:11:03 nb_validated 968 model 3 (finishes Thu 18:43 -- 603/h)
20241031-16:11:03 nb_validated 923 model 4 (finishes Thu 18:55 -- 575/h)
20241031-16:11:21 nb_validated 927 model 3 (finishes Thu 18:55 -- 576/h)
20241031-16:11:22 nb_validated 972 model 4 (finishes Thu 18:43 -- 604/h)
20241031-16:11:39 nb_validated 977 model 0 (finishes Thu 18:42 -- 605/h)
20241031-16:11:39 nb_validated 936 model 4 (finishes Thu 18:53 -- 579/h)
20241031-16:11:57 nb_validated 979 model 3 (finishes Thu 18:42 -- 604/h)
20241031-16:11:57 nb_validated 939 model 1 (finishes Thu 18:53 -- 579/h)
20241031-16:12:14 nb_validated 981 model 4 (finishes Thu 18:43 -- 604/h)
20241031-16:12:15 nb_validated 946 model 2 (finishes Thu 18:52 -- 582/h)
20241031-16:12:32 nb_validated 983 model 4 (finishes Thu 18:43 -- 603/h)
20241031-16:12:32 nb_validated 952 model 1 (finishes Thu 18:51 -- 584/h)
20241031-16:12:50 nb_validated 986 model 4 (finishes Thu 18:43 -- 603/h)
20241031-16:12:50 nb_validated 959 model 0 (finishes Thu 18:50 -- 586/h)
20241031-16:13:07 nb_validated 960 model 0 (finishes Thu 18:50 -- 585/h)
20241031-16:13:08 nb_validated 989 model 2 (finishes Thu 18:43 -- 603/h)
20241031-16:13:25 nb_validated 962 model 2 (finishes Thu 18:51 -- 585/h)
20241031-16:13:25 nb_validated 995 model 1 (finishes Thu 18:42 -- 605/h)
20241031-16:13:43 nb_validated 969 model 0 (finishes Thu 18:49 -- 587/h)
20241031-16:13:43 nb_validated 999 model 2 (finishes Thu 18:42 -- 605/h)
20241031-16:14:00 nb_validated 970 model 0 (finishes Thu 18:50 -- 586/h)
20241031-16:14:01 nb_validated 1001 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:14:18 nb_validated 972 model 1 (finishes Thu 18:50 -- 586/h)
20241031-16:14:18 nb_validated 1005 model 3 (finishes Thu 18:42 -- 606/h)
20241031-16:14:35 nb_validated 973 model 2 (finishes Thu 18:51 -- 585/h)
20241031-16:14:36 nb_validated 1009 model 0 (finishes Thu 18:42 -- 606/h)
20241031-16:14:53 nb_validated 978 model 2 (finishes Thu 18:50 -- 586/h)
20241031-16:14:54 nb_validated 1010 model 4 (finishes Thu 18:42 -- 605/h)
20241031-16:15:10 nb_validated 979 model 1 (finishes Thu 18:51 -- 585/h)
20241031-16:15:12 nb_validated 1012 model 3 (finishes Thu 18:42 -- 604/h)
20241031-16:15:28 nb_validated 984 model 4 (finishes Thu 18:50 -- 586/h)
20241031-16:15:29 nb_validated 1017 model 2 (finishes Thu 18:42 -- 606/h)
20241031-16:15:46 nb_validated 987 model 2 (finishes Thu 18:50 -- 586/h)
20241031-16:15:47 nb_validated 1019 model 1 (finishes Thu 18:42 -- 605/h)
20241031-16:16:04 nb_validated 988 model 2 (finishes Thu 18:51 -- 585/h)
20241031-16:16:04 nb_validated 1021 model 0 (finishes Thu 18:42 -- 604/h)
20241031-16:16:21 nb_validated 992 model 0 (finishes Thu 18:50 -- 586/h)
20241031-16:16:22 nb_validated 1023 model 4 (finishes Thu 18:43 -- 604/h)
20241031-16:16:39 nb_validated 996 model 2 (finishes Thu 18:50 -- 586/h)
20241031-16:16:40 nb_validated 1027 model 0 (finishes Thu 18:42 -- 604/h)
20241031-16:16:56 nb_validated 1000 model 3 (finishes Thu 18:50 -- 587/h)
20241031-16:16:57 nb_validated 1028 model 4 (finishes Thu 18:43 -- 603/h)
20241031-16:17:14 nb_validated 1004 model 0 (finishes Thu 18:49 -- 588/h)
20241031-16:17:15 nb_validated 1029 model 2 (finishes Thu 18:43 -- 602/h)
20241031-16:17:31 nb_validated 1010 model 1 (finishes Thu 18:49 -- 589/h)
20241031-16:17:33 nb_validated 1034 model 3 (finishes Thu 18:43 -- 603/h)
20241031-16:17:49 nb_validated 1016 model 2 (finishes Thu 18:48 -- 591/h)
20241031-16:17:51 nb_validated 1038 model 2 (finishes Thu 18:42 -- 604/h)
20241031-16:18:06 nb_validated 1017 model 1 (finishes Thu 18:48 -- 590/h)
20241031-16:18:09 nb_validated 1041 model 4 (finishes Thu 18:42 -- 604/h)
20241031-16:18:24 nb_validated 1018 model 4 (finishes Thu 18:49 -- 589/h)
20241031-16:18:27 nb_validated 1043 model 3 (finishes Thu 18:43 -- 603/h)
20241031-16:18:42 nb_validated 1022 model 1 (finishes Thu 18:48 -- 590/h)
20241031-16:18:44 nb_validated 1046 model 2 (finishes Thu 18:43 -- 603/h)
20241031-16:19:00 nb_validated 1026 model 1 (finishes Thu 18:48 -- 590/h)
20241031-16:19:02 nb_validated 1052 model 2 (finishes Thu 18:42 -- 605/h)
20241031-16:19:17 nb_validated 1028 model 1 (finishes Thu 18:48 -- 590/h)
20241031-16:19:20 nb_validated 1056 model 4 (finishes Thu 18:42 -- 606/h)
20241031-16:19:35 nb_validated 1031 model 4 (finishes Thu 18:48 -- 590/h)
20241031-16:19:38 nb_validated 1059 model 4 (finishes Thu 18:42 -- 606/h)
20241031-16:19:53 nb_validated 1032 model 3 (finishes Thu 18:49 -- 589/h)
20241031-16:19:55 nb_validated 1061 model 1 (finishes Thu 18:42 -- 605/h)
20241031-16:20:11 nb_validated 1035 model 1 (finishes Thu 18:49 -- 589/h)
20241031-16:20:12 nb_validated 1063 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:20:29 nb_validated 1041 model 4 (finishes Thu 18:48 -- 591/h)
20241031-16:20:30 nb_validated 1066 model 0 (finishes Thu 18:42 -- 605/h)
20241031-16:20:47 nb_validated 1046 model 4 (finishes Thu 18:48 -- 592/h)
20241031-16:20:48 nb_validated 1070 model 4 (finishes Thu 18:42 -- 605/h)
20241031-16:21:04 nb_validated 1047 model 1 (finishes Thu 18:48 -- 591/h)
20241031-16:21:06 nb_validated 1071 model 4 (finishes Thu 18:42 -- 604/h)
20241031-16:21:22 nb_validated 1050 model 2 (finishes Thu 18:48 -- 591/h)
20241031-16:21:24 nb_validated 1074 model 2 (finishes Thu 18:42 -- 604/h)
20241031-16:21:40 nb_validated 1053 model 1 (finishes Thu 18:48 -- 591/h)
20241031-16:21:41 nb_validated 1078 model 2 (finishes Thu 18:42 -- 605/h)
20241031-16:21:57 nb_validated 1055 model 3 (finishes Thu 18:48 -- 590/h)
20241031-16:21:59 nb_validated 1079 model 0 (finishes Thu 18:43 -- 604/h)
20241031-16:22:15 nb_validated 1056 model 1 (finishes Thu 18:49 -- 589/h)
20241031-16:22:16 nb_validated 1082 model 0 (finishes Thu 18:43 -- 604/h)
20241031-16:22:33 nb_validated 1059 model 2 (finishes Thu 18:49 -- 589/h)
20241031-16:22:34 nb_validated 1082 model 4 (finishes Thu 18:43 -- 602/h)
20241031-16:22:50 nb_validated 1060 model 1 (finishes Thu 18:49 -- 588/h)
20241031-16:22:52 nb_validated 1086 model 2 (finishes Thu 18:43 -- 602/h)
20241031-16:23:08 nb_validated 1062 model 4 (finishes Thu 18:49 -- 588/h)
20241031-16:23:10 nb_validated 1090 model 4 (finishes Thu 18:43 -- 603/h)
20241031-16:23:25 nb_validated 1064 model 0 (finishes Thu 18:50 -- 587/h)
20241031-16:23:28 nb_validated 1093 model 0 (finishes Thu 18:43 -- 603/h)
20241031-16:23:44 nb_validated 1068 model 3 (finishes Thu 18:49 -- 588/h)
20241031-16:23:45 nb_validated 1094 model 1 (finishes Thu 18:43 -- 602/h)
20241031-16:24:02 nb_validated 1070 model 3 (finishes Thu 18:50 -- 587/h)
20241031-16:24:03 nb_validated 1098 model 1 (finishes Thu 18:43 -- 603/h)
20241031-16:24:19 nb_validated 1074 model 3 (finishes Thu 18:49 -- 588/h)
20241031-16:24:21 nb_validated 1101 model 2 (finishes Thu 18:43 -- 603/h)
20241031-16:24:37 nb_validated 1075 model 3 (finishes Thu 18:50 -- 587/h)
20241031-16:24:39 nb_validated 1104 model 4 (finishes Thu 18:43 -- 603/h)
20241031-16:24:55 nb_validated 1077 model 3 (finishes Thu 18:50 -- 586/h)
20241031-16:24:57 nb_validated 1107 model 0 (finishes Thu 18:43 -- 603/h)
20241031-16:25:13 nb_validated 1079 model 2 (finishes Thu 18:50 -- 586/h)
20241031-16:25:14 nb_validated 1110 model 3 (finishes Thu 18:43 -- 603/h)
20241031-16:25:30 nb_validated 1080 model 1 (finishes Thu 18:51 -- 585/h)
20241031-16:25:32 nb_validated 1114 model 1 (finishes Thu 18:43 -- 603/h)
20241031-16:25:48 nb_validated 1081 model 2 (finishes Thu 18:51 -- 584/h)
20241031-16:25:49 nb_validated 1119 model 1 (finishes Thu 18:42 -- 604/h)
20241031-16:26:06 nb_validated 1083 model 0 (finishes Thu 18:51 -- 583/h)
20241031-16:26:07 nb_validated 1123 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:26:23 nb_validated 1084 model 3 (finishes Thu 18:52 -- 582/h)
20241031-16:26:24 nb_validated 1129 model 1 (finishes Thu 18:41 -- 606/h)
20241031-16:26:41 nb_validated 1088 model 2 (finishes Thu 18:51 -- 583/h)
20241031-16:26:42 nb_validated 1130 model 1 (finishes Thu 18:42 -- 605/h)
20241031-16:26:58 nb_validated 1092 model 0 (finishes Thu 18:51 -- 584/h)
20241031-16:27:00 nb_validated 1135 model 3 (finishes Thu 18:41 -- 606/h)
20241031-16:27:16 nb_validated 1098 model 4 (finishes Thu 18:50 -- 585/h)
20241031-16:27:18 nb_validated 1139 model 3 (finishes Thu 18:41 -- 607/h)
20241031-16:27:34 nb_validated 1100 model 1 (finishes Thu 18:51 -- 585/h)
20241031-16:27:35 nb_validated 1140 model 1 (finishes Thu 18:42 -- 606/h)
20241031-16:27:52 nb_validated 1104 model 3 (finishes Thu 18:50 -- 585/h)
20241031-16:27:53 nb_validated 1142 model 2 (finishes Thu 18:42 -- 605/h)
20241031-16:28:10 nb_validated 1110 model 4 (finishes Thu 18:50 -- 587/h)
20241031-16:28:10 nb_validated 1144 model 0 (finishes Thu 18:42 -- 605/h)
20241031-16:28:27 nb_validated 1114 model 0 (finishes Thu 18:49 -- 588/h)
20241031-16:28:28 nb_validated 1147 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:28:45 nb_validated 1120 model 3 (finishes Thu 18:49 -- 589/h)
20241031-16:28:46 nb_validated 1150 model 2 (finishes Thu 18:42 -- 605/h)
20241031-16:29:03 nb_validated 1123 model 0 (finishes Thu 18:49 -- 589/h)
20241031-16:29:03 nb_validated 1156 model 2 (finishes Thu 18:41 -- 607/h)
20241031-16:29:20 nb_validated 1129 model 0 (finishes Thu 18:48 -- 591/h)
20241031-16:29:21 nb_validated 1159 model 2 (finishes Thu 18:41 -- 607/h)
20241031-16:29:38 nb_validated 1132 model 1 (finishes Thu 18:48 -- 591/h)
20241031-16:29:39 nb_validated 1162 model 3 (finishes Thu 18:41 -- 607/h)
20241031-16:29:56 nb_validated 1136 model 1 (finishes Thu 18:48 -- 592/h)
20241031-16:29:56 nb_validated 1165 model 1 (finishes Thu 18:41 -- 607/h)
20241031-16:30:14 nb_validated 1138 model 4 (finishes Thu 18:48 -- 591/h)
20241031-16:30:14 nb_validated 1173 model 4 (finishes Thu 18:40 -- 609/h)
20241031-16:30:32 nb_validated 1142 model 4 (finishes Thu 18:48 -- 592/h)
20241031-16:30:32 nb_validated 1177 model 4 (finishes Thu 18:40 -- 610/h)
20241031-16:30:50 nb_validated 1143 model 3 (finishes Thu 18:48 -- 591/h)
20241031-16:30:50 nb_validated 1177 model 1 (finishes Thu 18:41 -- 608/h)
20241031-16:31:07 nb_validated 1146 model 1 (finishes Thu 18:48 -- 591/h)
20241031-16:31:08 nb_validated 1177 model 3 (finishes Thu 18:41 -- 607/h)
20241031-16:31:25 nb_validated 1149 model 4 (finishes Thu 18:48 -- 591/h)
20241031-16:31:25 nb_validated 1180 model 0 (finishes Thu 18:41 -- 607/h)
20241031-16:31:43 nb_validated 1151 model 2 (finishes Thu 18:48 -- 590/h)
20241031-16:31:43 nb_validated 1186 model 0 (finishes Thu 18:41 -- 608/h)
20241031-16:32:00 nb_validated 1154 model 4 (finishes Thu 18:48 -- 590/h)
20241031-16:32:01 nb_validated 1189 model 0 (finishes Thu 18:41 -- 608/h)
20241031-16:32:18 nb_validated 1159 model 0 (finishes Thu 18:48 -- 591/h)
20241031-16:32:18 nb_validated 1190 model 1 (finishes Thu 18:41 -- 607/h)
20241031-16:32:35 nb_validated 1162 model 0 (finishes Thu 18:48 -- 591/h)
20241031-16:32:35 nb_validated 1192 model 1 (finishes Thu 18:41 -- 607/h)
20241031-16:32:53 nb_validated 1165 model 3 (finishes Thu 18:48 -- 591/h)
20241031-16:32:53 nb_validated 1196 model 2 (finishes Thu 18:41 -- 607/h)
20241031-16:33:11 nb_validated 1170 model 4 (finishes Thu 18:47 -- 593/h)
20241031-16:33:11 nb_validated 1199 model 0 (finishes Thu 18:41 -- 607/h)
20241031-16:33:28 nb_validated 1200 model 1 (finishes Thu 18:42 -- 606/h)
20241031-16:33:29 nb_validated 1179 model 2 (finishes Thu 18:46 -- 596/h)
20241031-16:33:46 nb_validated 1183 model 0 (finishes Thu 18:46 -- 596/h)
20241031-16:33:46 nb_validated 1201 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:34:04 nb_validated 1193 model 3 (finishes Thu 18:44 -- 600/h)
20241031-16:34:04 nb_validated 1202 model 0 (finishes Thu 18:42 -- 604/h)
20241031-16:34:21 nb_validated 1199 model 0 (finishes Thu 18:44 -- 601/h)
20241031-16:34:22 nb_validated 1203 model 2 (finishes Thu 18:43 -- 603/h)
20241031-16:34:40 nb_validated 1204 model 4 (finishes Thu 18:43 -- 602/h)
20241031-16:34:40 nb_validated 1207 model 3 (finishes Thu 18:43 -- 604/h)
20241031-16:34:57 nb_validated 1206 model 0 (finishes Thu 18:43 -- 602/h)
20241031-16:34:58 nb_validated 1208 model 3 (finishes Thu 18:43 -- 603/h)
20241031-16:35:15 nb_validated 1207 model 1 (finishes Thu 18:44 -- 601/h)
20241031-16:35:16 nb_validated 1215 model 0 (finishes Thu 18:42 -- 605/h)
20241031-16:35:32 nb_validated 1207 model 2 (finishes Thu 18:44 -- 599/h)
20241031-16:35:34 nb_validated 1219 model 4 (finishes Thu 18:42 -- 605/h)
20241031-16:35:50 nb_validated 1208 model 1 (finishes Thu 18:45 -- 598/h)
20241031-16:35:51 nb_validated 1221 model 0 (finishes Thu 18:42 -- 605/h)
20241031-16:36:08 nb_validated 1210 model 3 (finishes Thu 18:45 -- 598/h)
20241031-16:36:09 nb_validated 1223 model 0 (finishes Thu 18:42 -- 604/h)
20241031-16:36:26 nb_validated 1212 model 2 (finishes Thu 18:45 -- 597/h)
20241031-16:36:27 nb_validated 1232 model 4 (finishes Thu 18:41 -- 607/h)
20241031-16:36:43 nb_validated 1214 model 3 (finishes Thu 18:45 -- 597/h)
20241031-16:36:45 nb_validated 1241 model 4 (finishes Thu 18:40 -- 610/h)
20241031-16:37:00 nb_validated 1217 model 0 (finishes Thu 18:45 -- 597/h)
20241031-16:37:02 nb_validated 1244 model 4 (finishes Thu 18:40 -- 610/h)
20241031-16:37:18 nb_validated 1218 model 2 (finishes Thu 18:46 -- 596/h)
20241031-16:37:19 nb_validated 1246 model 1 (finishes Thu 18:40 -- 610/h)
20241031-16:37:36 nb_validated 1218 model 3 (finishes Thu 18:46 -- 595/h)
20241031-16:37:37 nb_validated 1247 model 3 (finishes Thu 18:41 -- 609/h)
20241031-16:37:53 nb_validated 1223 model 4 (finishes Thu 18:46 -- 596/h)
20241031-16:37:55 nb_validated 1250 model 1 (finishes Thu 18:41 -- 609/h)
20241031-16:38:11 nb_validated 1227 model 0 (finishes Thu 18:46 -- 596/h)
20241031-16:38:13 nb_validated 1258 model 4 (finishes Thu 18:40 -- 611/h)
20241031-16:38:29 nb_validated 1231 model 4 (finishes Thu 18:45 -- 597/h)
20241031-16:38:30 nb_validated 1259 model 1 (finishes Thu 18:40 -- 610/h)
20241031-16:38:47 nb_validated 1235 model 4 (finishes Thu 18:45 -- 597/h)
20241031-16:38:48 nb_validated 1259 model 0 (finishes Thu 18:41 -- 609/h)
20241031-16:39:04 nb_validated 1239 model 4 (finishes Thu 18:45 -- 598/h)
20241031-16:39:05 nb_validated 1261 model 0 (finishes Thu 18:41 -- 608/h)
20241031-16:39:22 nb_validated 1242 model 0 (finishes Thu 18:45 -- 598/h)
20241031-16:39:23 nb_validated 1266 model 1 (finishes Thu 18:40 -- 609/h)
20241031-16:39:39 nb_validated 1244 model 1 (finishes Thu 18:45 -- 597/h)
20241031-16:39:41 nb_validated 1268 model 1 (finishes Thu 18:41 -- 609/h)
20241031-16:39:57 nb_validated 1246 model 4 (finishes Thu 18:45 -- 597/h)
20241031-16:39:58 nb_validated 1273 model 2 (finishes Thu 18:40 -- 610/h)
20241031-16:40:15 nb_validated 1248 model 3 (finishes Thu 18:46 -- 596/h)
20241031-16:40:15 nb_validated 1277 model 0 (finishes Thu 18:40 -- 610/h)
20241031-16:40:32 nb_validated 1252 model 1 (finishes Thu 18:45 -- 597/h)
20241031-16:40:33 nb_validated 1280 model 2 (finishes Thu 18:40 -- 610/h)
20241031-16:40:50 nb_validated 1254 model 3 (finishes Thu 18:46 -- 597/h)
20241031-16:40:51 nb_validated 1280 model 3 (finishes Thu 18:41 -- 609/h)
20241031-16:41:08 nb_validated 1257 model 3 (finishes Thu 18:46 -- 597/h)
20241031-16:41:09 nb_validated 1285 model 2 (finishes Thu 18:40 -- 610/h)
20241031-16:41:25 nb_validated 1259 model 1 (finishes Thu 18:46 -- 596/h)
20241031-16:41:27 nb_validated 1290 model 0 (finishes Thu 18:40 -- 611/h)
20241031-16:41:43 nb_validated 1262 model 2 (finishes Thu 18:46 -- 596/h)
20241031-16:41:45 nb_validated 1293 model 4 (finishes Thu 18:40 -- 611/h)
20241031-16:42:01 nb_validated 1263 model 4 (finishes Thu 18:46 -- 595/h)
20241031-16:42:03 nb_validated 1296 model 3 (finishes Thu 18:40 -- 611/h)
20241031-16:42:18 nb_validated 1268 model 2 (finishes Thu 18:46 -- 596/h)
20241031-16:42:20 nb_validated 1299 model 0 (finishes Thu 18:40 -- 611/h)
20241031-16:42:36 nb_validated 1274 model 4 (finishes Thu 18:45 -- 598/h)
20241031-16:42:38 nb_validated 1301 model 1 (finishes Thu 18:40 -- 610/h)
20241031-16:42:54 nb_validated 1277 model 4 (finishes Thu 18:45 -- 598/h)
20241031-16:42:56 nb_validated 1303 model 3 (finishes Thu 18:40 -- 610/h)
20241031-16:43:12 nb_validated 1280 model 3 (finishes Thu 18:45 -- 598/h)
20241031-16:43:14 nb_validated 1308 model 2 (finishes Thu 18:40 -- 611/h)
20241031-16:43:30 nb_validated 1285 model 2 (finishes Thu 18:45 -- 599/h)
20241031-16:43:31 nb_validated 1309 model 4 (finishes Thu 18:40 -- 610/h)
20241031-16:43:47 nb_validated 1289 model 2 (finishes Thu 18:44 -- 599/h)
20241031-16:43:49 nb_validated 1310 model 2 (finishes Thu 18:41 -- 609/h)
20241031-16:44:05 nb_validated 1291 model 3 (finishes Thu 18:45 -- 599/h)
20241031-16:44:07 nb_validated 1314 model 4 (finishes Thu 18:40 -- 609/h)
20241031-16:44:22 nb_validated 1292 model 1 (finishes Thu 18:45 -- 598/h)
20241031-16:44:25 nb_validated 1315 model 4 (finishes Thu 18:41 -- 608/h)
20241031-16:44:40 nb_validated 1293 model 4 (finishes Thu 18:45 -- 597/h)
20241031-16:44:43 nb_validated 1321 model 4 (finishes Thu 18:40 -- 610/h)
20241031-16:44:58 nb_validated 1296 model 2 (finishes Thu 18:45 -- 597/h)
20241031-16:45:01 nb_validated 1328 model 2 (finishes Thu 18:39 -- 611/h)
20241031-16:45:16 nb_validated 1299 model 3 (finishes Thu 18:45 -- 597/h)
20241031-16:45:18 nb_validated 1330 model 2 (finishes Thu 18:40 -- 611/h)
20241031-16:45:34 nb_validated 1299 model 3 (finishes Thu 18:46 -- 596/h)
20241031-16:45:36 nb_validated 1334 model 3 (finishes Thu 18:39 -- 611/h)
20241031-16:45:51 nb_validated 1299 model 1 (finishes Thu 18:47 -- 594/h)
20241031-16:45:54 nb_validated 1337 model 4 (finishes Thu 18:39 -- 611/h)
20241031-16:46:09 nb_validated 1300 model 2 (finishes Thu 18:47 -- 593/h)
20241031-16:46:12 nb_validated 1340 model 1 (finishes Thu 18:39 -- 611/h)
20241031-16:46:27 nb_validated 1303 model 3 (finishes Thu 18:47 -- 593/h)
20241031-16:46:30 nb_validated 1347 model 3 (finishes Thu 18:39 -- 613/h)
20241031-16:46:45 nb_validated 1305 model 0 (finishes Thu 18:47 -- 593/h)
20241031-16:46:47 nb_validated 1349 model 3 (finishes Thu 18:39 -- 613/h)
20241031-16:47:02 nb_validated 1306 model 3 (finishes Thu 18:47 -- 592/h)
20241031-16:47:05 nb_validated 1351 model 0 (finishes Thu 18:39 -- 612/h)
20241031-16:47:20 nb_validated 1309 model 1 (finishes Thu 18:47 -- 592/h)
20241031-16:47:23 nb_validated 1351 model 1 (finishes Thu 18:40 -- 611/h)
20241031-16:47:38 nb_validated 1312 model 1 (finishes Thu 18:47 -- 592/h)
20241031-16:47:40 nb_validated 1354 model 0 (finishes Thu 18:40 -- 611/h)
20241031-16:47:55 nb_validated 1313 model 3 (finishes Thu 18:48 -- 591/h)
20241031-16:47:58 nb_validated 1355 model 1 (finishes Thu 18:40 -- 610/h)
20241031-16:48:13 nb_validated 1314 model 3 (finishes Thu 18:48 -- 590/h)
20241031-16:48:16 nb_validated 1355 model 3 (finishes Thu 18:41 -- 609/h)
20241031-16:48:31 nb_validated 1319 model 4 (finishes Thu 18:48 -- 591/h)
20241031-16:48:33 nb_validated 1357 model 0 (finishes Thu 18:41 -- 608/h)
20241031-16:48:48 nb_validated 1321 model 3 (finishes Thu 18:48 -- 591/h)
20241031-16:48:51 nb_validated 1360 model 4 (finishes Thu 18:41 -- 608/h)
20241031-16:49:06 nb_validated 1326 model 0 (finishes Thu 18:47 -- 592/h)
20241031-16:49:09 nb_validated 1364 model 4 (finishes Thu 18:41 -- 609/h)
20241031-16:49:23 nb_validated 1330 model 1 (finishes Thu 18:47 -- 592/h)
20241031-16:49:26 nb_validated 1368 model 0 (finishes Thu 18:40 -- 609/h)
20241031-16:49:40 nb_validated 1333 model 3 (finishes Thu 18:47 -- 593/h)
20241031-16:49:44 nb_validated 1370 model 2 (finishes Thu 18:41 -- 609/h)
20241031-16:49:58 nb_validated 1333 model 3 (finishes Thu 18:48 -- 591/h)
20241031-16:50:02 nb_validated 1371 model 2 (finishes Thu 18:41 -- 608/h)
20241031-16:50:15 nb_validated 1335 model 1 (finishes Thu 18:48 -- 591/h)
20241031-16:50:20 nb_validated 1373 model 1 (finishes Thu 18:41 -- 607/h)
20241031-16:50:33 nb_validated 1339 model 4 (finishes Thu 18:48 -- 591/h)
20241031-16:50:38 nb_validated 1374 model 4 (finishes Thu 18:41 -- 606/h)
20241031-16:50:50 nb_validated 1341 model 1 (finishes Thu 18:48 -- 591/h)
20241031-16:50:56 nb_validated 1375 model 4 (finishes Thu 18:42 -- 606/h)
20241031-16:51:08 nb_validated 1343 model 3 (finishes Thu 18:48 -- 591/h)
20241031-16:51:13 nb_validated 1377 model 1 (finishes Thu 18:42 -- 605/h)
20241031-16:51:25 nb_validated 1344 model 1 (finishes Thu 18:48 -- 590/h)
20241031-16:51:31 nb_validated 1380 model 4 (finishes Thu 18:42 -- 605/h)
20241031-16:51:43 nb_validated 1344 model 2 (finishes Thu 18:49 -- 588/h)
20241031-16:51:49 nb_validated 1381 model 0 (finishes Thu 18:42 -- 604/h)
20241031-16:52:00 nb_validated 1347 model 0 (finishes Thu 18:49 -- 589/h)
20241031-16:52:07 nb_validated 1385 model 4 (finishes Thu 18:42 -- 605/h)
20241031-16:52:18 nb_validated 1349 model 1 (finishes Thu 18:49 -- 588/h)
20241031-16:52:25 nb_validated 1392 model 3 (finishes Thu 18:41 -- 606/h)
20241031-16:52:35 nb_validated 1353 model 2 (finishes Thu 18:49 -- 589/h)
20241031-16:52:42 nb_validated 1393 model 3 (finishes Thu 18:42 -- 606/h)
20241031-16:52:53 nb_validated 1356 model 0 (finishes Thu 18:49 -- 589/h)
20241031-16:53:00 nb_validated 1399 model 2 (finishes Thu 18:41 -- 607/h)
20241031-16:53:11 nb_validated 1357 model 4 (finishes Thu 18:49 -- 588/h)
20241031-16:53:17 nb_validated 1400 model 3 (finishes Thu 18:42 -- 606/h)
20241031-16:53:29 nb_validated 1359 model 4 (finishes Thu 18:49 -- 588/h)
20241031-16:53:35 nb_validated 1400 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:53:46 nb_validated 1360 model 1 (finishes Thu 18:50 -- 587/h)
20241031-16:53:53 nb_validated 1403 model 3 (finishes Thu 18:42 -- 605/h)
20241031-16:54:04 nb_validated 1367 model 0 (finishes Thu 18:49 -- 588/h)
20241031-16:54:10 nb_validated 1407 model 4 (finishes Thu 18:42 -- 605/h)
20241031-16:54:21 nb_validated 1377 model 2 (finishes Thu 18:48 -- 592/h)
20241031-16:54:28 nb_validated 1409 model 4 (finishes Thu 18:42 -- 605/h)
20241031-16:54:39 nb_validated 1384 model 1 (finishes Thu 18:47 -- 593/h)
20241031-16:54:47 nb_validated 1410 model 2 (finishes Thu 18:42 -- 604/h)
20241031-16:54:57 nb_validated 1386 model 0 (finishes Thu 18:47 -- 593/h)
20241031-16:55:04 nb_validated 1412 model 2 (finishes Thu 18:43 -- 604/h)
20241031-16:55:14 nb_validated 1387 model 1 (finishes Thu 18:47 -- 592/h)
20241031-16:55:22 nb_validated 1413 model 2 (finishes Thu 18:43 -- 603/h)
20241031-16:55:32 nb_validated 1391 model 4 (finishes Thu 18:47 -- 593/h)
20241031-16:55:39 nb_validated 1414 model 2 (finishes Thu 18:43 -- 602/h)
20241031-16:55:50 nb_validated 1395 model 4 (finishes Thu 18:47 -- 593/h)
20241031-16:55:57 nb_validated 1417 model 2 (finishes Thu 18:43 -- 602/h)
20241031-16:56:08 nb_validated 1396 model 4 (finishes Thu 18:47 -- 592/h)
20241031-16:56:15 nb_validated 1421 model 0 (finishes Thu 18:43 -- 602/h)
20241031-16:56:26 nb_validated 1400 model 2 (finishes Thu 18:47 -- 593/h)
20241031-16:56:32 nb_validated 1422 model 1 (finishes Thu 18:43 -- 601/h)
20241031-16:56:44 nb_validated 1405 model 4 (finishes Thu 18:47 -- 593/h)
20241031-16:56:50 nb_validated 1424 model 3 (finishes Thu 18:44 -- 601/h)
20241031-16:57:01 nb_validated 1407 model 0 (finishes Thu 18:47 -- 593/h)
20241031-16:57:08 nb_validated 1428 model 3 (finishes Thu 18:43 -- 602/h)
20241031-16:57:19 nb_validated 1407 model 3 (finishes Thu 18:48 -- 592/h)
20241031-16:57:25 nb_validated 1429 model 0 (finishes Thu 18:44 -- 601/h)
20241031-16:57:37 nb_validated 1410 model 2 (finishes Thu 18:48 -- 592/h)
20241031-16:57:43 nb_validated 1429 model 3 (finishes Thu 18:44 -- 599/h)
20241031-16:57:55 nb_validated 1410 model 0 (finishes Thu 18:48 -- 591/h)
20241031-16:58:01 nb_validated 1434 model 2 (finishes Thu 18:44 -- 600/h)
20241031-16:58:12 nb_validated 1414 model 0 (finishes Thu 18:48 -- 591/h)
20241031-16:58:19 nb_validated 1443 model 0 (finishes Thu 18:43 -- 603/h)
20241031-16:58:30 nb_validated 1416 model 3 (finishes Thu 18:48 -- 591/h)
20241031-16:58:37 nb_validated 1447 model 4 (finishes Thu 18:43 -- 603/h)
20241031-16:58:47 nb_validated 1419 model 1 (finishes Thu 18:48 -- 591/h)
20241031-16:58:54 nb_validated 1448 model 0 (finishes Thu 18:43 -- 602/h)
20241031-16:59:05 nb_validated 1420 model 4 (finishes Thu 18:48 -- 590/h)
20241031-16:59:12 nb_validated 1451 model 0 (finishes Thu 18:43 -- 602/h)
20241031-16:59:23 nb_validated 1421 model 1 (finishes Thu 18:49 -- 589/h)
20241031-16:59:29 nb_validated 1455 model 1 (finishes Thu 18:43 -- 603/h)
20241031-16:59:40 nb_validated 1421 model 1 (finishes Thu 18:49 -- 588/h)
20241031-16:59:47 nb_validated 1456 model 0 (finishes Thu 18:43 -- 602/h)
20241031-16:59:58 nb_validated 1423 model 1 (finishes Thu 18:49 -- 588/h)
20241031-17:00:04 nb_validated 1456 model 4 (finishes Thu 18:44 -- 601/h)
20241031-17:00:16 nb_validated 1424 model 4 (finishes Thu 18:50 -- 587/h)
20241031-17:00:22 nb_validated 1464 model 4 (finishes Thu 18:43 -- 603/h)
20241031-17:00:33 nb_validated 1428 model 4 (finishes Thu 18:49 -- 587/h)
20241031-17:00:40 nb_validated 1466 model 3 (finishes Thu 18:43 -- 603/h)
20241031-17:00:51 nb_validated 1431 model 3 (finishes Thu 18:49 -- 587/h)
20241031-17:00:57 nb_validated 1470 model 0 (finishes Thu 18:43 -- 603/h)
20241031-17:01:09 nb_validated 1434 model 4 (finishes Thu 18:49 -- 587/h)
20241031-17:01:15 nb_validated 1473 model 1 (finishes Thu 18:43 -- 603/h)
20241031-17:01:27 nb_validated 1435 model 4 (finishes Thu 18:50 -- 587/h)
20241031-17:01:33 nb_validated 1476 model 4 (finishes Thu 18:43 -- 603/h)
20241031-17:01:45 nb_validated 1439 model 4 (finishes Thu 18:50 -- 587/h)
20241031-17:01:51 nb_validated 1481 model 0 (finishes Thu 18:43 -- 604/h)
20241031-17:02:03 nb_validated 1442 model 0 (finishes Thu 18:50 -- 587/h)
20241031-17:02:08 nb_validated 1486 model 0 (finishes Thu 18:42 -- 605/h)
20241031-17:02:21 nb_validated 1444 model 2 (finishes Thu 18:50 -- 587/h)
20241031-17:02:26 nb_validated 1490 model 1 (finishes Thu 18:42 -- 605/h)
20241031-17:02:39 nb_validated 1446 model 3 (finishes Thu 18:50 -- 586/h)
20241031-17:02:44 nb_validated 1491 model 0 (finishes Thu 18:42 -- 604/h)
20241031-17:02:56 nb_validated 1449 model 3 (finishes Thu 18:50 -- 586/h)
20241031-17:03:01 nb_validated 1493 model 1 (finishes Thu 18:42 -- 604/h)
20241031-17:03:14 nb_validated 1450 model 4 (finishes Thu 18:50 -- 586/h)
20241031-17:03:19 nb_validated 1497 model 0 (finishes Thu 18:42 -- 604/h)
20241031-17:03:32 nb_validated 1455 model 0 (finishes Thu 18:50 -- 586/h)
20241031-17:03:36 nb_validated 1500 model 1 (finishes Thu 18:42 -- 604/h)
20241031-17:03:49 nb_validated 1455 model 1 (finishes Thu 18:50 -- 585/h)
20241031-17:03:54 nb_validated 1505 model 0 (finishes Thu 18:42 -- 605/h)
20241031-17:04:07 nb_validated 1461 model 1 (finishes Thu 18:50 -- 587/h)
20241031-17:04:11 nb_validated 1509 model 4 (finishes Thu 18:42 -- 606/h)
20241031-17:04:25 nb_validated 1464 model 4 (finishes Thu 18:50 -- 587/h)
20241031-17:04:29 nb_validated 1513 model 2 (finishes Thu 18:42 -- 606/h)
20241031-17:04:42 nb_validated 1469 model 2 (finishes Thu 18:49 -- 587/h)
20241031-17:04:47 nb_validated 1515 model 2 (finishes Thu 18:42 -- 606/h)
20241031-17:05:00 nb_validated 1472 model 2 (finishes Thu 18:49 -- 588/h)
20241031-17:05:05 nb_validated 1519 model 0 (finishes Thu 18:42 -- 606/h)
20241031-17:05:17 nb_validated 1474 model 0 (finishes Thu 18:50 -- 587/h)
20241031-17:05:22 nb_validated 1523 model 2 (finishes Thu 18:41 -- 606/h)
20241031-17:05:35 nb_validated 1476 model 2 (finishes Thu 18:50 -- 587/h)
20241031-17:05:40 nb_validated 1527 model 0 (finishes Thu 18:41 -- 607/h)
20241031-17:05:53 nb_validated 1482 model 2 (finishes Thu 18:49 -- 588/h)
20241031-17:05:58 nb_validated 1531 model 2 (finishes Thu 18:41 -- 607/h)
20241031-17:06:10 nb_validated 1486 model 2 (finishes Thu 18:49 -- 589/h)
20241031-17:06:15 nb_validated 1531 model 3 (finishes Thu 18:42 -- 606/h)
20241031-17:06:28 nb_validated 1492 model 3 (finishes Thu 18:48 -- 590/h)
20241031-17:06:33 nb_validated 1535 model 4 (finishes Thu 18:41 -- 606/h)
20241031-17:06:46 nb_validated 1495 model 3 (finishes Thu 18:48 -- 590/h)
20241031-17:06:50 nb_validated 1539 model 0 (finishes Thu 18:41 -- 607/h)
20241031-17:07:03 nb_validated 1496 model 1 (finishes Thu 18:49 -- 589/h)
20241031-17:07:08 nb_validated 1545 model 1 (finishes Thu 18:41 -- 608/h)
20241031-17:07:21 nb_validated 1499 model 0 (finishes Thu 18:49 -- 589/h)
20241031-17:07:26 nb_validated 1551 model 1 (finishes Thu 18:40 -- 609/h)
20241031-17:07:39 nb_validated 1503 model 3 (finishes Thu 18:49 -- 590/h)
20241031-17:07:43 nb_validated 1555 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:07:57 nb_validated 1508 model 2 (finishes Thu 18:48 -- 590/h)
20241031-17:08:01 nb_validated 1558 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:08:14 nb_validated 1510 model 1 (finishes Thu 18:48 -- 590/h)
20241031-17:08:19 nb_validated 1563 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:08:32 nb_validated 1511 model 3 (finishes Thu 18:49 -- 589/h)
20241031-17:08:36 nb_validated 1565 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:08:50 nb_validated 1518 model 3 (finishes Thu 18:48 -- 591/h)
20241031-17:08:54 nb_validated 1569 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:09:08 nb_validated 1521 model 2 (finishes Thu 18:48 -- 591/h)
20241031-17:09:11 nb_validated 1571 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:09:26 nb_validated 1524 model 0 (finishes Thu 18:48 -- 591/h)
20241031-17:09:29 nb_validated 1575 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:09:43 nb_validated 1526 model 3 (finishes Thu 18:48 -- 591/h)
20241031-17:09:46 nb_validated 1578 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:10:01 nb_validated 1528 model 1 (finishes Thu 18:48 -- 590/h)
20241031-17:10:04 nb_validated 1578 model 3 (finishes Thu 18:40 -- 609/h)
20241031-17:10:19 nb_validated 1529 model 3 (finishes Thu 18:49 -- 589/h)
20241031-17:10:22 nb_validated 1579 model 1 (finishes Thu 18:41 -- 609/h)
20241031-17:10:36 nb_validated 1530 model 1 (finishes Thu 18:49 -- 589/h)
20241031-17:10:39 nb_validated 1585 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:10:54 nb_validated 1531 model 1 (finishes Thu 18:49 -- 588/h)
20241031-17:10:57 nb_validated 1587 model 4 (finishes Thu 18:40 -- 609/h)
20241031-17:11:12 nb_validated 1533 model 3 (finishes Thu 18:49 -- 588/h)
20241031-17:11:15 nb_validated 1587 model 4 (finishes Thu 18:41 -- 608/h)
20241031-17:11:30 nb_validated 1539 model 4 (finishes Thu 18:49 -- 589/h)
20241031-17:11:32 nb_validated 1589 model 0 (finishes Thu 18:41 -- 608/h)
20241031-17:11:47 nb_validated 1542 model 1 (finishes Thu 18:49 -- 589/h)
20241031-17:11:50 nb_validated 1591 model 1 (finishes Thu 18:41 -- 607/h)
20241031-17:12:05 nb_validated 1545 model 4 (finishes Thu 18:49 -- 589/h)
20241031-17:12:07 nb_validated 1594 model 1 (finishes Thu 18:41 -- 607/h)
20241031-17:12:23 nb_validated 1547 model 3 (finishes Thu 18:49 -- 589/h)
20241031-17:12:25 nb_validated 1598 model 3 (finishes Thu 18:41 -- 608/h)
20241031-17:12:40 nb_validated 1550 model 3 (finishes Thu 18:49 -- 589/h)
20241031-17:12:43 nb_validated 1600 model 4 (finishes Thu 18:41 -- 607/h)
20241031-17:12:58 nb_validated 1552 model 2 (finishes Thu 18:49 -- 588/h)
20241031-17:13:01 nb_validated 1604 model 3 (finishes Thu 18:41 -- 608/h)
20241031-17:13:16 nb_validated 1552 model 1 (finishes Thu 18:50 -- 587/h)
20241031-17:13:18 nb_validated 1608 model 1 (finishes Thu 18:41 -- 608/h)
20241031-17:13:33 nb_validated 1555 model 2 (finishes Thu 18:50 -- 587/h)
20241031-17:13:36 nb_validated 1614 model 2 (finishes Thu 18:40 -- 609/h)
20241031-17:13:51 nb_validated 1557 model 1 (finishes Thu 18:50 -- 587/h)
20241031-17:13:54 nb_validated 1615 model 1 (finishes Thu 18:41 -- 609/h)
20241031-17:14:08 nb_validated 1564 model 0 (finishes Thu 18:49 -- 588/h)
20241031-17:14:11 nb_validated 1622 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:14:26 nb_validated 1565 model 3 (finishes Thu 18:49 -- 588/h)
20241031-17:14:28 nb_validated 1624 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:14:43 nb_validated 1566 model 2 (finishes Thu 18:50 -- 587/h)
20241031-17:14:46 nb_validated 1626 model 0 (finishes Thu 18:40 -- 609/h)
20241031-17:15:01 nb_validated 1570 model 0 (finishes Thu 18:49 -- 587/h)
20241031-17:15:03 nb_validated 1627 model 1 (finishes Thu 18:41 -- 609/h)
20241031-17:15:18 nb_validated 1570 model 1 (finishes Thu 18:50 -- 586/h)
20241031-17:15:21 nb_validated 1628 model 3 (finishes Thu 18:41 -- 608/h)
20241031-17:15:36 nb_validated 1574 model 2 (finishes Thu 18:50 -- 587/h)
20241031-17:15:38 nb_validated 1630 model 1 (finishes Thu 18:41 -- 608/h)
20241031-17:15:54 nb_validated 1580 model 1 (finishes Thu 18:49 -- 588/h)
20241031-17:15:55 nb_validated 1635 model 0 (finishes Thu 18:41 -- 608/h)
20241031-17:16:11 nb_validated 1583 model 1 (finishes Thu 18:49 -- 588/h)
20241031-17:16:13 nb_validated 1639 model 0 (finishes Thu 18:41 -- 609/h)
20241031-17:16:28 nb_validated 1583 model 3 (finishes Thu 18:50 -- 587/h)
20241031-17:16:30 nb_validated 1640 model 3 (finishes Thu 18:41 -- 608/h)
20241031-17:16:46 nb_validated 1583 model 3 (finishes Thu 18:50 -- 586/h)
20241031-17:16:48 nb_validated 1642 model 1 (finishes Thu 18:41 -- 608/h)
20241031-17:17:04 nb_validated 1584 model 3 (finishes Thu 18:50 -- 585/h)
20241031-17:17:05 nb_validated 1643 model 0 (finishes Thu 18:41 -- 607/h)
20241031-17:17:22 nb_validated 1587 model 3 (finishes Thu 18:50 -- 585/h)
20241031-17:17:23 nb_validated 1647 model 3 (finishes Thu 18:41 -- 607/h)
20241031-17:17:39 nb_validated 1591 model 2 (finishes Thu 18:50 -- 586/h)
20241031-17:17:41 nb_validated 1651 model 0 (finishes Thu 18:41 -- 608/h)
20241031-17:17:57 nb_validated 1592 model 1 (finishes Thu 18:50 -- 585/h)
20241031-17:17:59 nb_validated 1654 model 2 (finishes Thu 18:41 -- 608/h)
20241031-17:18:15 nb_validated 1594 model 2 (finishes Thu 18:51 -- 585/h)
20241031-17:18:17 nb_validated 1658 model 4 (finishes Thu 18:41 -- 608/h)
20241031-17:18:32 nb_validated 1596 model 1 (finishes Thu 18:51 -- 584/h)
20241031-17:18:35 nb_validated 1661 model 3 (finishes Thu 18:41 -- 608/h)
20241031-17:18:50 nb_validated 1596 model 3 (finishes Thu 18:51 -- 583/h)
20241031-17:18:52 nb_validated 1666 model 1 (finishes Thu 18:40 -- 609/h)
20241031-17:19:07 nb_validated 1600 model 3 (finishes Thu 18:51 -- 584/h)
20241031-17:19:09 nb_validated 1670 model 1 (finishes Thu 18:40 -- 609/h)
20241031-17:19:25 nb_validated 1602 model 1 (finishes Thu 18:51 -- 583/h)
20241031-17:19:27 nb_validated 1672 model 4 (finishes Thu 18:40 -- 609/h)
20241031-17:19:42 nb_validated 1602 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:19:45 nb_validated 1675 model 3 (finishes Thu 18:40 -- 609/h)
20241031-17:20:00 nb_validated 1605 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:20:03 nb_validated 1679 model 2 (finishes Thu 18:40 -- 609/h)
20241031-17:20:18 nb_validated 1611 model 0 (finishes Thu 18:51 -- 584/h)
20241031-17:20:20 nb_validated 1681 model 2 (finishes Thu 18:40 -- 609/h)
20241031-17:20:36 nb_validated 1613 model 4 (finishes Thu 18:51 -- 583/h)
20241031-17:20:38 nb_validated 1683 model 3 (finishes Thu 18:41 -- 608/h)
20241031-17:20:54 nb_validated 1620 model 0 (finishes Thu 18:51 -- 585/h)
20241031-17:20:56 nb_validated 1685 model 3 (finishes Thu 18:41 -- 608/h)
20241031-17:21:11 nb_validated 1621 model 2 (finishes Thu 18:51 -- 584/h)
20241031-17:21:13 nb_validated 1687 model 1 (finishes Thu 18:41 -- 608/h)
20241031-17:21:29 nb_validated 1623 model 1 (finishes Thu 18:51 -- 584/h)
20241031-17:21:31 nb_validated 1691 model 4 (finishes Thu 18:41 -- 608/h)
20241031-17:21:46 nb_validated 1624 model 1 (finishes Thu 18:51 -- 583/h)
20241031-17:21:49 nb_validated 1695 model 3 (finishes Thu 18:41 -- 608/h)
20241031-17:22:03 nb_validated 1624 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:22:06 nb_validated 1698 model 0 (finishes Thu 18:41 -- 608/h)
20241031-17:22:21 nb_validated 1626 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:22:24 nb_validated 1703 model 3 (finishes Thu 18:40 -- 609/h)
20241031-17:22:38 nb_validated 1628 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:22:42 nb_validated 1706 model 1 (finishes Thu 18:40 -- 609/h)
20241031-17:22:56 nb_validated 1635 model 2 (finishes Thu 18:51 -- 583/h)
20241031-17:22:59 nb_validated 1711 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:23:13 nb_validated 1639 model 4 (finishes Thu 18:51 -- 583/h)
20241031-17:23:17 nb_validated 1713 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:23:31 nb_validated 1640 model 3 (finishes Thu 18:52 -- 583/h)
20241031-17:23:35 nb_validated 1717 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:23:49 nb_validated 1645 model 4 (finishes Thu 18:51 -- 583/h)
20241031-17:23:52 nb_validated 1720 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:24:07 nb_validated 1650 model 2 (finishes Thu 18:51 -- 584/h)
20241031-17:24:10 nb_validated 1723 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:24:24 nb_validated 1652 model 1 (finishes Thu 18:51 -- 584/h)
20241031-17:24:28 nb_validated 1726 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:24:41 nb_validated 1653 model 1 (finishes Thu 18:51 -- 583/h)
20241031-17:24:46 nb_validated 1729 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:24:59 nb_validated 1657 model 2 (finishes Thu 18:51 -- 584/h)
20241031-17:25:03 nb_validated 1731 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:25:17 nb_validated 1662 model 0 (finishes Thu 18:51 -- 584/h)
20241031-17:25:21 nb_validated 1737 model 2 (finishes Thu 18:40 -- 611/h)
20241031-17:25:34 nb_validated 1662 model 4 (finishes Thu 18:51 -- 583/h)
20241031-17:25:39 nb_validated 1738 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:25:52 nb_validated 1664 model 2 (finishes Thu 18:51 -- 583/h)
20241031-17:25:56 nb_validated 1741 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:26:10 nb_validated 1665 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:26:14 nb_validated 1743 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:26:27 nb_validated 1668 model 0 (finishes Thu 18:52 -- 583/h)
20241031-17:26:31 nb_validated 1746 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:26:45 nb_validated 1672 model 2 (finishes Thu 18:51 -- 583/h)
20241031-17:26:49 nb_validated 1749 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:27:03 nb_validated 1675 model 3 (finishes Thu 18:51 -- 583/h)
20241031-17:27:07 nb_validated 1752 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:27:21 nb_validated 1679 model 4 (finishes Thu 18:51 -- 583/h)
20241031-17:27:25 nb_validated 1757 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:27:39 nb_validated 1680 model 3 (finishes Thu 18:52 -- 583/h)
20241031-17:27:42 nb_validated 1760 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:27:57 nb_validated 1681 model 2 (finishes Thu 18:52 -- 582/h)
20241031-17:28:00 nb_validated 1761 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:28:14 nb_validated 1682 model 1 (finishes Thu 18:52 -- 581/h)
20241031-17:28:18 nb_validated 1764 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:28:32 nb_validated 1684 model 1 (finishes Thu 18:52 -- 581/h)
20241031-17:28:36 nb_validated 1765 model 2 (finishes Thu 18:40 -- 609/h)
20241031-17:28:49 nb_validated 1689 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:28:54 nb_validated 1765 model 2 (finishes Thu 18:41 -- 608/h)
20241031-17:29:07 nb_validated 1692 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:29:11 nb_validated 1768 model 2 (finishes Thu 18:41 -- 608/h)
20241031-17:29:25 nb_validated 1697 model 1 (finishes Thu 18:52 -- 583/h)
20241031-17:29:29 nb_validated 1771 model 2 (finishes Thu 18:41 -- 608/h)
20241031-17:29:43 nb_validated 1701 model 2 (finishes Thu 18:51 -- 583/h)
20241031-17:29:47 nb_validated 1778 model 2 (finishes Thu 18:40 -- 609/h)
20241031-17:30:00 nb_validated 1702 model 2 (finishes Thu 18:52 -- 582/h)
20241031-17:30:04 nb_validated 1778 model 2 (finishes Thu 18:41 -- 608/h)
20241031-17:30:18 nb_validated 1705 model 0 (finishes Thu 18:52 -- 582/h)
20241031-17:30:22 nb_validated 1782 model 4 (finishes Thu 18:41 -- 608/h)
20241031-17:30:35 nb_validated 1708 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:30:40 nb_validated 1783 model 2 (finishes Thu 18:41 -- 608/h)
20241031-17:30:53 nb_validated 1710 model 4 (finishes Thu 18:52 -- 582/h)
20241031-17:30:58 nb_validated 1787 model 2 (finishes Thu 18:41 -- 608/h)
20241031-17:31:10 nb_validated 1713 model 2 (finishes Thu 18:52 -- 582/h)
20241031-17:31:15 nb_validated 1791 model 2 (finishes Thu 18:41 -- 609/h)
20241031-17:31:29 nb_validated 1715 model 4 (finishes Thu 18:52 -- 582/h)
20241031-17:31:33 nb_validated 1793 model 2 (finishes Thu 18:41 -- 608/h)
20241031-17:31:47 nb_validated 1716 model 4 (finishes Thu 18:52 -- 581/h)
20241031-17:31:50 nb_validated 1795 model 3 (finishes Thu 18:41 -- 608/h)
20241031-17:32:05 nb_validated 1719 model 2 (finishes Thu 18:52 -- 581/h)
20241031-17:32:07 nb_validated 1797 model 1 (finishes Thu 18:41 -- 608/h)
20241031-17:32:22 nb_validated 1722 model 1 (finishes Thu 18:52 -- 581/h)
20241031-17:32:25 nb_validated 1803 model 4 (finishes Thu 18:41 -- 609/h)
20241031-17:32:40 nb_validated 1723 model 0 (finishes Thu 18:52 -- 581/h)
20241031-17:32:42 nb_validated 1807 model 1 (finishes Thu 18:40 -- 609/h)
20241031-17:32:58 nb_validated 1723 model 3 (finishes Thu 18:53 -- 580/h)
20241031-17:33:00 nb_validated 1810 model 4 (finishes Thu 18:40 -- 609/h)
20241031-17:33:16 nb_validated 1726 model 0 (finishes Thu 18:53 -- 580/h)
20241031-17:33:18 nb_validated 1812 model 3 (finishes Thu 18:41 -- 609/h)
20241031-17:33:33 nb_validated 1730 model 0 (finishes Thu 18:53 -- 580/h)
20241031-17:33:36 nb_validated 1819 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:33:50 nb_validated 1734 model 2 (finishes Thu 18:52 -- 581/h)
20241031-17:33:53 nb_validated 1821 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:34:08 nb_validated 1737 model 3 (finishes Thu 18:52 -- 581/h)
20241031-17:34:11 nb_validated 1827 model 1 (finishes Thu 18:40 -- 611/h)
20241031-17:34:26 nb_validated 1738 model 4 (finishes Thu 18:53 -- 580/h)
20241031-17:34:28 nb_validated 1830 model 0 (finishes Thu 18:40 -- 611/h)
20241031-17:34:44 nb_validated 1746 model 4 (finishes Thu 18:52 -- 582/h)
20241031-17:34:46 nb_validated 1834 model 1 (finishes Thu 18:40 -- 611/h)
20241031-17:35:02 nb_validated 1750 model 2 (finishes Thu 18:52 -- 582/h)
20241031-17:35:03 nb_validated 1836 model 3 (finishes Thu 18:40 -- 611/h)
20241031-17:35:20 nb_validated 1753 model 4 (finishes Thu 18:52 -- 582/h)
20241031-17:35:21 nb_validated 1840 model 2 (finishes Thu 18:40 -- 611/h)
20241031-17:35:38 nb_validated 1757 model 4 (finishes Thu 18:52 -- 582/h)
20241031-17:35:39 nb_validated 1843 model 4 (finishes Thu 18:40 -- 611/h)
20241031-17:35:56 nb_validated 1758 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:35:57 nb_validated 1848 model 1 (finishes Thu 18:39 -- 612/h)
20241031-17:36:14 nb_validated 1761 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:36:15 nb_validated 1850 model 4 (finishes Thu 18:39 -- 611/h)
20241031-17:36:32 nb_validated 1761 model 4 (finishes Thu 18:52 -- 581/h)
20241031-17:36:32 nb_validated 1851 model 3 (finishes Thu 18:40 -- 611/h)
20241031-17:36:50 nb_validated 1769 model 4 (finishes Thu 18:52 -- 583/h)
20241031-17:36:50 nb_validated 1853 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:37:07 nb_validated 1774 model 1 (finishes Thu 18:51 -- 583/h)
20241031-17:37:08 nb_validated 1858 model 4 (finishes Thu 18:40 -- 611/h)
20241031-17:37:24 nb_validated 1775 model 0 (finishes Thu 18:51 -- 583/h)
20241031-17:37:26 nb_validated 1862 model 3 (finishes Thu 18:40 -- 611/h)
20241031-17:37:42 nb_validated 1777 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:37:43 nb_validated 1865 model 1 (finishes Thu 18:40 -- 611/h)
20241031-17:37:59 nb_validated 1779 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:38:01 nb_validated 1867 model 0 (finishes Thu 18:40 -- 611/h)
20241031-17:38:17 nb_validated 1782 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:38:18 nb_validated 1872 model 1 (finishes Thu 18:39 -- 612/h)
20241031-17:38:34 nb_validated 1785 model 2 (finishes Thu 18:52 -- 582/h)
20241031-17:38:36 nb_validated 1872 model 1 (finishes Thu 18:40 -- 611/h)
20241031-17:38:52 nb_validated 1787 model 0 (finishes Thu 18:52 -- 582/h)
20241031-17:38:54 nb_validated 1874 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:39:10 nb_validated 1792 model 3 (finishes Thu 18:52 -- 583/h)
20241031-17:39:11 nb_validated 1875 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:39:27 nb_validated 1795 model 1 (finishes Thu 18:51 -- 583/h)
20241031-17:39:28 nb_validated 1878 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:39:44 nb_validated 1796 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:39:47 nb_validated 1882 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:40:02 nb_validated 1798 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:40:05 nb_validated 1885 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:40:20 nb_validated 1802 model 4 (finishes Thu 18:52 -- 582/h)
20241031-17:40:23 nb_validated 1888 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:40:37 nb_validated 1803 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:40:40 nb_validated 1889 model 2 (finishes Thu 18:40 -- 609/h)
20241031-17:40:55 nb_validated 1809 model 0 (finishes Thu 18:52 -- 583/h)
20241031-17:40:58 nb_validated 1897 model 1 (finishes Thu 18:40 -- 611/h)
20241031-17:41:12 nb_validated 1811 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:41:15 nb_validated 1899 model 0 (finishes Thu 18:40 -- 611/h)
20241031-17:41:29 nb_validated 1814 model 2 (finishes Thu 18:52 -- 583/h)
20241031-17:41:33 nb_validated 1903 model 2 (finishes Thu 18:40 -- 611/h)
20241031-17:41:47 nb_validated 1818 model 2 (finishes Thu 18:51 -- 583/h)
20241031-17:41:51 nb_validated 1905 model 0 (finishes Thu 18:40 -- 611/h)
20241031-17:42:04 nb_validated 1823 model 0 (finishes Thu 18:51 -- 584/h)
20241031-17:42:09 nb_validated 1909 model 2 (finishes Thu 18:40 -- 611/h)
20241031-17:42:22 nb_validated 1824 model 3 (finishes Thu 18:51 -- 583/h)
20241031-17:42:27 nb_validated 1913 model 3 (finishes Thu 18:40 -- 611/h)
20241031-17:42:40 nb_validated 1826 model 3 (finishes Thu 18:52 -- 583/h)
20241031-17:42:44 nb_validated 1917 model 4 (finishes Thu 18:39 -- 612/h)
20241031-17:42:58 nb_validated 1832 model 0 (finishes Thu 18:51 -- 584/h)
20241031-17:43:02 nb_validated 1919 model 3 (finishes Thu 18:40 -- 611/h)
20241031-17:43:16 nb_validated 1834 model 2 (finishes Thu 18:51 -- 583/h)
20241031-17:43:20 nb_validated 1921 model 4 (finishes Thu 18:40 -- 611/h)
20241031-17:43:34 nb_validated 1836 model 3 (finishes Thu 18:51 -- 583/h)
20241031-17:43:38 nb_validated 1926 model 3 (finishes Thu 18:39 -- 612/h)
20241031-17:43:51 nb_validated 1838 model 3 (finishes Thu 18:51 -- 583/h)
20241031-17:43:56 nb_validated 1928 model 2 (finishes Thu 18:40 -- 611/h)
20241031-17:44:09 nb_validated 1839 model 3 (finishes Thu 18:52 -- 582/h)
20241031-17:44:14 nb_validated 1932 model 4 (finishes Thu 18:39 -- 611/h)
20241031-17:44:26 nb_validated 1839 model 3 (finishes Thu 18:52 -- 581/h)
20241031-17:44:31 nb_validated 1932 model 3 (finishes Thu 18:40 -- 611/h)
20241031-17:44:44 nb_validated 1840 model 4 (finishes Thu 18:52 -- 581/h)
20241031-17:44:49 nb_validated 1933 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:45:01 nb_validated 1844 model 1 (finishes Thu 18:52 -- 581/h)
20241031-17:45:07 nb_validated 1937 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:45:19 nb_validated 1845 model 0 (finishes Thu 18:52 -- 581/h)
20241031-17:45:24 nb_validated 1940 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:45:36 nb_validated 1848 model 3 (finishes Thu 18:52 -- 581/h)
20241031-17:45:42 nb_validated 1941 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:45:54 nb_validated 1848 model 3 (finishes Thu 18:53 -- 580/h)
20241031-17:46:00 nb_validated 1945 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:46:12 nb_validated 1848 model 3 (finishes Thu 18:53 -- 579/h)
20241031-17:46:18 nb_validated 1948 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:46:30 nb_validated 1853 model 4 (finishes Thu 18:53 -- 580/h)
20241031-17:46:35 nb_validated 1954 model 2 (finishes Thu 18:40 -- 611/h)
20241031-17:46:48 nb_validated 1856 model 4 (finishes Thu 18:53 -- 580/h)
20241031-17:46:53 nb_validated 1956 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:47:06 nb_validated 1859 model 4 (finishes Thu 18:53 -- 580/h)
20241031-17:47:11 nb_validated 1961 model 4 (finishes Thu 18:40 -- 611/h)
20241031-17:47:23 nb_validated 1862 model 3 (finishes Thu 18:53 -- 580/h)
20241031-17:47:28 nb_validated 1969 model 0 (finishes Thu 18:39 -- 613/h)
20241031-17:47:40 nb_validated 1862 model 1 (finishes Thu 18:53 -- 579/h)
20241031-17:47:46 nb_validated 1969 model 2 (finishes Thu 18:39 -- 612/h)
20241031-17:47:58 nb_validated 1863 model 2 (finishes Thu 18:54 -- 578/h)
20241031-17:48:04 nb_validated 1972 model 3 (finishes Thu 18:39 -- 612/h)
20241031-17:48:15 nb_validated 1870 model 2 (finishes Thu 18:53 -- 579/h)
20241031-17:48:21 nb_validated 1975 model 0 (finishes Thu 18:39 -- 612/h)
20241031-17:48:33 nb_validated 1875 model 2 (finishes Thu 18:53 -- 580/h)
20241031-17:48:39 nb_validated 1981 model 3 (finishes Thu 18:39 -- 613/h)
20241031-17:48:50 nb_validated 1879 model 2 (finishes Thu 18:52 -- 581/h)
20241031-17:48:56 nb_validated 1983 model 1 (finishes Thu 18:39 -- 612/h)
20241031-17:49:08 nb_validated 1882 model 2 (finishes Thu 18:52 -- 581/h)
20241031-17:49:14 nb_validated 1986 model 4 (finishes Thu 18:39 -- 612/h)
20241031-17:49:26 nb_validated 1884 model 4 (finishes Thu 18:53 -- 580/h)
20241031-17:49:31 nb_validated 1988 model 2 (finishes Thu 18:39 -- 612/h)
20241031-17:49:44 nb_validated 1885 model 4 (finishes Thu 18:53 -- 580/h)
20241031-17:49:49 nb_validated 1990 model 1 (finishes Thu 18:39 -- 612/h)
20241031-17:50:01 nb_validated 1889 model 3 (finishes Thu 18:53 -- 580/h)
20241031-17:50:07 nb_validated 1994 model 0 (finishes Thu 18:39 -- 612/h)
20241031-17:50:19 nb_validated 1890 model 4 (finishes Thu 18:53 -- 580/h)
20241031-17:50:25 nb_validated 1998 model 0 (finishes Thu 18:39 -- 612/h)
20241031-17:50:37 nb_validated 1890 model 4 (finishes Thu 18:53 -- 579/h)
20241031-17:50:43 nb_validated 1999 model 3 (finishes Thu 18:39 -- 612/h)
20241031-17:50:54 nb_validated 1893 model 1 (finishes Thu 18:53 -- 579/h)
20241031-17:51:00 nb_validated 2002 model 1 (finishes Thu 18:39 -- 612/h)
20241031-17:51:11 nb_validated 1896 model 0 (finishes Thu 18:53 -- 579/h)
20241031-17:51:17 nb_validated 2004 model 1 (finishes Thu 18:39 -- 611/h)
20241031-17:51:29 nb_validated 1903 model 2 (finishes Thu 18:53 -- 580/h)
20241031-17:51:35 nb_validated 2004 model 1 (finishes Thu 18:40 -- 611/h)
20241031-17:51:47 nb_validated 1904 model 4 (finishes Thu 18:53 -- 579/h)
20241031-17:51:53 nb_validated 2006 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:52:05 nb_validated 1906 model 3 (finishes Thu 18:53 -- 579/h)
20241031-17:52:11 nb_validated 2009 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:52:22 nb_validated 1910 model 0 (finishes Thu 18:53 -- 580/h)
20241031-17:52:28 nb_validated 2013 model 4 (finishes Thu 18:40 -- 611/h)
20241031-17:52:40 nb_validated 1917 model 0 (finishes Thu 18:52 -- 581/h)
20241031-17:52:46 nb_validated 2015 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:52:57 nb_validated 1919 model 3 (finishes Thu 18:52 -- 581/h)
20241031-17:53:04 nb_validated 2020 model 2 (finishes Thu 18:40 -- 611/h)
20241031-17:53:15 nb_validated 1921 model 1 (finishes Thu 18:53 -- 580/h)
20241031-17:53:22 nb_validated 2024 model 3 (finishes Thu 18:40 -- 611/h)
20241031-17:53:32 nb_validated 1925 model 0 (finishes Thu 18:52 -- 581/h)
20241031-17:53:39 nb_validated 2025 model 4 (finishes Thu 18:40 -- 611/h)
20241031-17:53:49 nb_validated 1929 model 1 (finishes Thu 18:52 -- 581/h)
20241031-17:53:57 nb_validated 2029 model 1 (finishes Thu 18:40 -- 611/h)
20241031-17:54:07 nb_validated 1934 model 1 (finishes Thu 18:52 -- 582/h)
20241031-17:54:15 nb_validated 2030 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:54:24 nb_validated 1935 model 1 (finishes Thu 18:52 -- 581/h)
20241031-17:54:33 nb_validated 2032 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:54:42 nb_validated 1935 model 3 (finishes Thu 18:53 -- 580/h)
20241031-17:54:51 nb_validated 2034 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:54:59 nb_validated 1935 model 1 (finishes Thu 18:53 -- 579/h)
20241031-17:55:09 nb_validated 2037 model 0 (finishes Thu 18:40 -- 610/h)
20241031-17:55:16 nb_validated 1937 model 1 (finishes Thu 18:53 -- 579/h)
20241031-17:55:26 nb_validated 2041 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:55:33 nb_validated 1938 model 1 (finishes Thu 18:53 -- 579/h)
20241031-17:55:44 nb_validated 2045 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:55:51 nb_validated 1943 model 0 (finishes Thu 18:53 -- 579/h)
20241031-17:56:02 nb_validated 2048 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:56:09 nb_validated 1948 model 4 (finishes Thu 18:53 -- 580/h)
20241031-17:56:19 nb_validated 2049 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:56:26 nb_validated 1949 model 2 (finishes Thu 18:53 -- 579/h)
20241031-17:56:37 nb_validated 2053 model 4 (finishes Thu 18:40 -- 610/h)
20241031-17:56:44 nb_validated 1950 model 4 (finishes Thu 18:53 -- 579/h)
20241031-17:56:55 nb_validated 2054 model 2 (finishes Thu 18:40 -- 609/h)
20241031-17:57:02 nb_validated 1952 model 3 (finishes Thu 18:53 -- 579/h)
20241031-17:57:13 nb_validated 2058 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:57:20 nb_validated 1952 model 3 (finishes Thu 18:54 -- 578/h)
20241031-17:57:31 nb_validated 2062 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:57:37 nb_validated 1954 model 1 (finishes Thu 18:54 -- 578/h)
20241031-17:57:49 nb_validated 2066 model 2 (finishes Thu 18:40 -- 610/h)
20241031-17:57:55 nb_validated 1954 model 3 (finishes Thu 18:54 -- 577/h)
20241031-17:58:06 nb_validated 2067 model 3 (finishes Thu 18:40 -- 610/h)
20241031-17:58:13 nb_validated 1956 model 4 (finishes Thu 18:54 -- 576/h)
20241031-17:58:24 nb_validated 2077 model 0 (finishes Thu 18:39 -- 612/h)
20241031-17:58:31 nb_validated 1961 model 2 (finishes Thu 18:54 -- 577/h)
20241031-17:58:42 nb_validated 2079 model 2 (finishes Thu 18:39 -- 611/h)
20241031-17:58:49 nb_validated 1964 model 1 (finishes Thu 18:54 -- 577/h)
20241031-17:58:59 nb_validated 2082 model 1 (finishes Thu 18:39 -- 611/h)
20241031-17:59:06 nb_validated 1966 model 1 (finishes Thu 18:54 -- 577/h)
20241031-17:59:17 nb_validated 2083 model 1 (finishes Thu 18:40 -- 611/h)
20241031-17:59:24 nb_validated 1971 model 1 (finishes Thu 18:54 -- 578/h)
20241031-17:59:35 nb_validated 2087 model 4 (finishes Thu 18:40 -- 611/h)
20241031-17:59:42 nb_validated 1974 model 0 (finishes Thu 18:54 -- 578/h)
20241031-17:59:52 nb_validated 2088 model 1 (finishes Thu 18:40 -- 610/h)
20241031-17:59:59 nb_validated 1978 model 3 (finishes Thu 18:54 -- 578/h)
20241031-18:00:10 nb_validated 2091 model 3 (finishes Thu 18:40 -- 610/h)
20241031-18:00:17 nb_validated 1979 model 3 (finishes Thu 18:54 -- 577/h)
20241031-18:00:28 nb_validated 2095 model 2 (finishes Thu 18:40 -- 611/h)
20241031-18:00:35 nb_validated 1982 model 3 (finishes Thu 18:54 -- 577/h)
20241031-18:00:46 nb_validated 2095 model 0 (finishes Thu 18:40 -- 610/h)
20241031-18:00:52 nb_validated 1986 model 2 (finishes Thu 18:54 -- 578/h)
20241031-18:01:04 nb_validated 2097 model 3 (finishes Thu 18:40 -- 610/h)
20241031-18:01:10 nb_validated 1991 model 4 (finishes Thu 18:53 -- 578/h)
20241031-18:01:21 nb_validated 2100 model 1 (finishes Thu 18:40 -- 610/h)
20241031-18:01:28 nb_validated 1994 model 1 (finishes Thu 18:53 -- 578/h)
20241031-18:01:39 nb_validated 2102 model 1 (finishes Thu 18:40 -- 609/h)
20241031-18:01:45 nb_validated 1997 model 0 (finishes Thu 18:53 -- 578/h)
20241031-18:01:56 nb_validated 2103 model 1 (finishes Thu 18:41 -- 609/h)
20241031-18:02:03 nb_validated 1998 model 3 (finishes Thu 18:54 -- 578/h)
20241031-18:02:13 nb_validated 2105 model 1 (finishes Thu 18:41 -- 608/h)
20241031-18:02:20 nb_validated 2001 model 1 (finishes Thu 18:54 -- 578/h)
20241031-18:02:30 nb_validated 2107 model 1 (finishes Thu 18:41 -- 608/h)
20241031-18:02:38 nb_validated 2007 model 2 (finishes Thu 18:53 -- 579/h)
20241031-18:02:47 nb_validated 2113 model 0 (finishes Thu 18:40 -- 609/h)
20241031-18:02:56 nb_validated 2013 model 4 (finishes Thu 18:53 -- 580/h)
20241031-18:03:05 nb_validated 2115 model 1 (finishes Thu 18:41 -- 609/h)
20241031-18:03:14 nb_validated 2015 model 3 (finishes Thu 18:53 -- 580/h)
20241031-18:03:23 nb_validated 2116 model 0 (finishes Thu 18:41 -- 608/h)
20241031-18:03:32 nb_validated 2019 model 3 (finishes Thu 18:53 -- 580/h)
20241031-18:03:41 nb_validated 2118 model 2 (finishes Thu 18:41 -- 608/h)
20241031-18:03:50 nb_validated 2024 model 2 (finishes Thu 18:52 -- 580/h)
20241031-18:03:58 nb_validated 2123 model 2 (finishes Thu 18:41 -- 608/h)
20241031-18:04:07 nb_validated 2028 model 2 (finishes Thu 18:52 -- 581/h)
20241031-18:04:16 nb_validated 2125 model 4 (finishes Thu 18:41 -- 608/h)
20241031-18:04:25 nb_validated 2030 model 1 (finishes Thu 18:52 -- 581/h)
20241031-18:04:34 nb_validated 2126 model 0 (finishes Thu 18:41 -- 608/h)
20241031-18:04:42 nb_validated 2034 model 3 (finishes Thu 18:52 -- 581/h)
20241031-18:04:52 nb_validated 2129 model 4 (finishes Thu 18:41 -- 608/h)
20241031-18:04:59 nb_validated 2036 model 0 (finishes Thu 18:52 -- 581/h)
20241031-18:05:10 nb_validated 2134 model 2 (finishes Thu 18:41 -- 608/h)
20241031-18:05:17 nb_validated 2036 model 1 (finishes Thu 18:53 -- 580/h)
20241031-18:05:27 nb_validated 2140 model 0 (finishes Thu 18:40 -- 609/h)
20241031-18:05:35 nb_validated 2040 model 2 (finishes Thu 18:53 -- 580/h)
20241031-18:05:45 nb_validated 2145 model 4 (finishes Thu 18:40 -- 610/h)
20241031-18:05:52 nb_validated 2042 model 3 (finishes Thu 18:53 -- 580/h)
20241031-18:06:03 nb_validated 2148 model 3 (finishes Thu 18:40 -- 610/h)
20241031-18:06:10 nb_validated 2045 model 0 (finishes Thu 18:53 -- 580/h)
20241031-18:06:21 nb_validated 2151 model 2 (finishes Thu 18:40 -- 610/h)
20241031-18:06:27 nb_validated 2046 model 2 (finishes Thu 18:53 -- 580/h)
20241031-18:06:38 nb_validated 2154 model 2 (finishes Thu 18:40 -- 610/h)
20241031-18:06:45 nb_validated 2054 model 2 (finishes Thu 18:52 -- 581/h)
20241031-18:06:56 nb_validated 2160 model 1 (finishes Thu 18:40 -- 610/h)
20241031-18:07:02 nb_validated 2056 model 1 (finishes Thu 18:52 -- 581/h)
20241031-18:07:14 nb_validated 2165 model 3 (finishes Thu 18:40 -- 611/h)
20241031-18:07:20 nb_validated 2066 model 0 (finishes Thu 18:51 -- 583/h)
20241031-18:07:31 nb_validated 2169 model 1 (finishes Thu 18:39 -- 611/h)
20241031-18:07:38 nb_validated 2071 model 1 (finishes Thu 18:51 -- 583/h)
20241031-18:07:49 nb_validated 2173 model 2 (finishes Thu 18:39 -- 612/h)
20241031-18:07:55 nb_validated 2074 model 4 (finishes Thu 18:51 -- 583/h)
20241031-18:08:07 nb_validated 2175 model 0 (finishes Thu 18:39 -- 611/h)
20241031-18:08:13 nb_validated 2080 model 4 (finishes Thu 18:51 -- 584/h)
20241031-18:08:25 nb_validated 2181 model 2 (finishes Thu 18:39 -- 612/h)
20241031-18:08:31 nb_validated 2081 model 1 (finishes Thu 18:51 -- 584/h)
20241031-18:08:43 nb_validated 2183 model 2 (finishes Thu 18:39 -- 612/h)
20241031-18:08:48 nb_validated 2085 model 0 (finishes Thu 18:51 -- 584/h)
20241031-18:09:00 nb_validated 2183 model 1 (finishes Thu 18:40 -- 611/h)
20241031-18:09:05 nb_validated 2087 model 1 (finishes Thu 18:51 -- 584/h)
20241031-18:09:18 nb_validated 2187 model 0 (finishes Thu 18:40 -- 611/h)
20241031-18:09:23 nb_validated 2089 model 3 (finishes Thu 18:51 -- 584/h)
20241031-18:09:35 nb_validated 2187 model 1 (finishes Thu 18:40 -- 610/h)
20241031-18:09:41 nb_validated 2090 model 1 (finishes Thu 18:51 -- 583/h)
20241031-18:09:53 nb_validated 2189 model 1 (finishes Thu 18:40 -- 610/h)
20241031-18:09:58 nb_validated 2093 model 2 (finishes Thu 18:51 -- 583/h)
20241031-18:10:10 nb_validated 2190 model 2 (finishes Thu 18:40 -- 610/h)
20241031-18:10:16 nb_validated 2098 model 0 (finishes Thu 18:51 -- 584/h)
20241031-18:10:28 nb_validated 2195 model 3 (finishes Thu 18:40 -- 610/h)
20241031-18:10:34 nb_validated 2101 model 1 (finishes Thu 18:51 -- 584/h)
20241031-18:10:46 nb_validated 2196 model 1 (finishes Thu 18:40 -- 610/h)
20241031-18:10:51 nb_validated 2104 model 0 (finishes Thu 18:51 -- 584/h)
20241031-18:11:03 nb_validated 2198 model 0 (finishes Thu 18:40 -- 609/h)
20241031-18:11:09 nb_validated 2108 model 4 (finishes Thu 18:51 -- 584/h)
20241031-18:11:21 nb_validated 2202 model 0 (finishes Thu 18:40 -- 610/h)
20241031-18:11:27 nb_validated 2111 model 2 (finishes Thu 18:51 -- 584/h)
20241031-18:11:40 nb_validated 2207 model 4 (finishes Thu 18:40 -- 610/h)
20241031-18:11:45 nb_validated 2115 model 0 (finishes Thu 18:51 -- 584/h)
20241031-18:11:58 nb_validated 2212 model 4 (finishes Thu 18:40 -- 611/h)
20241031-18:12:02 nb_validated 2118 model 4 (finishes Thu 18:51 -- 584/h)
20241031-18:12:15 nb_validated 2214 model 3 (finishes Thu 18:40 -- 610/h)
20241031-18:12:20 nb_validated 2124 model 2 (finishes Thu 18:50 -- 585/h)
20241031-18:12:33 nb_validated 2216 model 0 (finishes Thu 18:40 -- 610/h)
20241031-18:12:38 nb_validated 2124 model 2 (finishes Thu 18:51 -- 585/h)
20241031-18:12:50 nb_validated 2218 model 0 (finishes Thu 18:40 -- 610/h)
20241031-18:12:56 nb_validated 2126 model 4 (finishes Thu 18:51 -- 584/h)
20241031-18:13:08 nb_validated 2220 model 3 (finishes Thu 18:40 -- 610/h)
20241031-18:13:13 nb_validated 2126 model 3 (finishes Thu 18:51 -- 584/h)
20241031-18:13:25 nb_validated 2225 model 0 (finishes Thu 18:40 -- 610/h)
20241031-18:13:31 nb_validated 2128 model 0 (finishes Thu 18:51 -- 583/h)
20241031-18:13:43 nb_validated 2227 model 0 (finishes Thu 18:40 -- 610/h)
20241031-18:13:49 nb_validated 2129 model 2 (finishes Thu 18:51 -- 583/h)
20241031-18:14:01 nb_validated 2233 model 2 (finishes Thu 18:40 -- 611/h)
20241031-18:14:06 nb_validated 2130 model 3 (finishes Thu 18:52 -- 582/h)
20241031-18:14:19 nb_validated 2236 model 3 (finishes Thu 18:40 -- 611/h)
20241031-18:14:24 nb_validated 2131 model 1 (finishes Thu 18:52 -- 582/h)
20241031-18:14:37 nb_validated 2237 model 0 (finishes Thu 18:40 -- 610/h)
20241031-18:14:42 nb_validated 2132 model 3 (finishes Thu 18:52 -- 581/h)
20241031-18:14:55 nb_validated 2240 model 4 (finishes Thu 18:40 -- 610/h)
20241031-18:14:59 nb_validated 2135 model 4 (finishes Thu 18:52 -- 581/h)
20241031-18:15:12 nb_validated 2241 model 1 (finishes Thu 18:40 -- 610/h)
20241031-18:15:17 nb_validated 2136 model 0 (finishes Thu 18:52 -- 581/h)
20241031-18:15:30 nb_validated 2243 model 4 (finishes Thu 18:40 -- 609/h)
20241031-18:15:35 nb_validated 2140 model 2 (finishes Thu 18:52 -- 581/h)
20241031-18:15:48 nb_validated 2247 model 3 (finishes Thu 18:40 -- 610/h)
20241031-18:15:52 nb_validated 2142 model 1 (finishes Thu 18:52 -- 581/h)
20241031-18:16:05 nb_validated 2249 model 0 (finishes Thu 18:40 -- 609/h)
20241031-18:16:10 nb_validated 2148 model 4 (finishes Thu 18:52 -- 582/h)
20241031-18:16:23 nb_validated 2249 model 1 (finishes Thu 18:41 -- 609/h)
20241031-18:16:28 nb_validated 2149 model 4 (finishes Thu 18:52 -- 581/h)
20241031-18:16:41 nb_validated 2251 model 3 (finishes Thu 18:41 -- 608/h)
20241031-18:16:45 nb_validated 2152 model 4 (finishes Thu 18:52 -- 581/h)
20241031-18:16:58 nb_validated 2255 model 0 (finishes Thu 18:41 -- 609/h)
20241031-18:17:03 nb_validated 2156 model 1 (finishes Thu 18:52 -- 582/h)
20241031-18:17:15 nb_validated 2258 model 1 (finishes Thu 18:41 -- 609/h)
20241031-18:17:20 nb_validated 2160 model 3 (finishes Thu 18:52 -- 582/h)
20241031-18:17:33 nb_validated 2261 model 0 (finishes Thu 18:41 -- 609/h)
20241031-18:17:38 nb_validated 2163 model 0 (finishes Thu 18:52 -- 582/h)
20241031-18:17:50 nb_validated 2261 model 1 (finishes Thu 18:41 -- 608/h)
20241031-18:17:56 nb_validated 2167 model 0 (finishes Thu 18:52 -- 582/h)
20241031-18:18:08 nb_validated 2266 model 2 (finishes Thu 18:41 -- 608/h)
20241031-18:18:14 nb_validated 2171 model 4 (finishes Thu 18:52 -- 583/h)
20241031-18:18:25 nb_validated 2267 model 0 (finishes Thu 18:41 -- 608/h)
20241031-18:18:31 nb_validated 2173 model 0 (finishes Thu 18:52 -- 582/h)
20241031-18:18:43 nb_validated 2268 model 1 (finishes Thu 18:41 -- 607/h)
20241031-18:18:49 nb_validated 2176 model 2 (finishes Thu 18:52 -- 582/h)
20241031-18:19:01 nb_validated 2272 model 2 (finishes Thu 18:41 -- 607/h)
20241031-18:19:07 nb_validated 2176 model 1 (finishes Thu 18:52 -- 582/h)
20241031-18:19:19 nb_validated 2276 model 1 (finishes Thu 18:41 -- 608/h)
20241031-18:19:25 nb_validated 2177 model 3 (finishes Thu 18:52 -- 581/h)
20241031-18:19:37 nb_validated 2278 model 4 (finishes Thu 18:41 -- 607/h)
20241031-18:19:43 nb_validated 2180 model 0 (finishes Thu 18:52 -- 581/h)
20241031-18:19:54 nb_validated 2280 model 2 (finishes Thu 18:41 -- 607/h)
20241031-18:20:00 nb_validated 2181 model 2 (finishes Thu 18:52 -- 581/h)
20241031-18:20:12 nb_validated 2281 model 3 (finishes Thu 18:41 -- 607/h)
20241031-18:20:18 nb_validated 2183 model 3 (finishes Thu 18:53 -- 580/h)
20241031-18:20:29 nb_validated 2283 model 2 (finishes Thu 18:41 -- 606/h)
20241031-18:20:36 nb_validated 2184 model 0 (finishes Thu 18:53 -- 580/h)
20241031-18:20:47 nb_validated 2285 model 1 (finishes Thu 18:42 -- 606/h)
20241031-18:20:53 nb_validated 2185 model 1 (finishes Thu 18:53 -- 579/h)
20241031-18:21:04 nb_validated 2286 model 0 (finishes Thu 18:42 -- 606/h)
20241031-18:21:11 nb_validated 2186 model 3 (finishes Thu 18:53 -- 579/h)
20241031-18:21:22 nb_validated 2288 model 2 (finishes Thu 18:42 -- 605/h)
20241031-18:21:29 nb_validated 2189 model 0 (finishes Thu 18:53 -- 579/h)
20241031-18:21:40 nb_validated 2291 model 2 (finishes Thu 18:42 -- 605/h)
20241031-18:21:47 nb_validated 2195 model 0 (finishes Thu 18:53 -- 580/h)
20241031-18:21:58 nb_validated 2295 model 3 (finishes Thu 18:42 -- 606/h)
20241031-18:22:05 nb_validated 2195 model 2 (finishes Thu 18:53 -- 579/h)
20241031-18:22:15 nb_validated 2298 model 2 (finishes Thu 18:42 -- 606/h)
20241031-18:22:22 nb_validated 2198 model 0 (finishes Thu 18:53 -- 579/h)
20241031-18:22:33 nb_validated 2299 model 2 (finishes Thu 18:42 -- 605/h)
20241031-18:22:40 nb_validated 2201 model 4 (finishes Thu 18:53 -- 579/h)
20241031-18:22:51 nb_validated 2301 model 0 (finishes Thu 18:42 -- 605/h)
20241031-18:22:57 nb_validated 2203 model 3 (finishes Thu 18:53 -- 579/h)
20241031-18:23:08 nb_validated 2304 model 1 (finishes Thu 18:42 -- 605/h)
20241031-18:23:14 nb_validated 2205 model 3 (finishes Thu 18:53 -- 579/h)
20241031-18:23:26 nb_validated 2307 model 3 (finishes Thu 18:42 -- 605/h)
20241031-18:23:32 nb_validated 2209 model 2 (finishes Thu 18:53 -- 579/h)
20241031-18:23:44 nb_validated 2310 model 4 (finishes Thu 18:42 -- 605/h)
20241031-18:23:49 nb_validated 2211 model 1 (finishes Thu 18:53 -- 579/h)
20241031-18:24:02 nb_validated 2314 model 0 (finishes Thu 18:42 -- 605/h)
20241031-18:24:07 nb_validated 2215 model 4 (finishes Thu 18:53 -- 579/h)
20241031-18:24:19 nb_validated 2318 model 0 (finishes Thu 18:42 -- 605/h)
20241031-18:24:24 nb_validated 2217 model 2 (finishes Thu 18:53 -- 579/h)
20241031-18:24:37 nb_validated 2320 model 4 (finishes Thu 18:42 -- 605/h)
20241031-18:24:42 nb_validated 2218 model 3 (finishes Thu 18:53 -- 578/h)
20241031-18:24:55 nb_validated 2324 model 2 (finishes Thu 18:42 -- 605/h)
20241031-18:25:00 nb_validated 2220 model 0 (finishes Thu 18:54 -- 578/h)
20241031-18:25:13 nb_validated 2328 model 0 (finishes Thu 18:42 -- 606/h)
20241031-18:25:18 nb_validated 2221 model 3 (finishes Thu 18:54 -- 578/h)
20241031-18:25:31 nb_validated 2329 model 3 (finishes Thu 18:42 -- 605/h)
20241031-18:25:36 nb_validated 2223 model 2 (finishes Thu 18:54 -- 577/h)
20241031-18:25:48 nb_validated 2331 model 0 (finishes Thu 18:42 -- 605/h)
20241031-18:25:53 nb_validated 2223 model 1 (finishes Thu 18:54 -- 577/h)
20241031-18:26:06 nb_validated 2333 model 3 (finishes Thu 18:42 -- 605/h)
20241031-18:26:11 nb_validated 2224 model 3 (finishes Thu 18:54 -- 576/h)
20241031-18:26:23 nb_validated 2336 model 0 (finishes Thu 18:42 -- 605/h)
20241031-18:26:28 nb_validated 2225 model 3 (finishes Thu 18:55 -- 576/h)
20241031-18:26:41 nb_validated 2340 model 3 (finishes Thu 18:42 -- 605/h)
20241031-18:26:46 nb_validated 2226 model 0 (finishes Thu 18:55 -- 575/h)
20241031-18:26:59 nb_validated 2341 model 0 (finishes Thu 18:42 -- 604/h)
20241031-18:27:04 nb_validated 2231 model 0 (finishes Thu 18:55 -- 576/h)
20241031-18:27:16 nb_validated 2342 model 3 (finishes Thu 18:42 -- 604/h)
20241031-18:27:21 nb_validated 2233 model 0 (finishes Thu 18:55 -- 576/h)
20241031-18:27:34 nb_validated 2344 model 2 (finishes Thu 18:43 -- 604/h)
20241031-18:27:39 nb_validated 2236 model 1 (finishes Thu 18:55 -- 576/h)
20241031-18:27:51 nb_validated 2347 model 1 (finishes Thu 18:43 -- 604/h)
20241031-18:27:57 nb_validated 2239 model 3 (finishes Thu 18:55 -- 576/h)
20241031-18:28:09 nb_validated 2353 model 0 (finishes Thu 18:42 -- 605/h)
20241031-18:28:14 nb_validated 2240 model 1 (finishes Thu 18:55 -- 575/h)
20241031-18:28:27 nb_validated 2357 model 2 (finishes Thu 18:42 -- 605/h)
20241031-18:28:32 nb_validated 2244 model 4 (finishes Thu 18:55 -- 576/h)
20241031-18:28:45 nb_validated 2363 model 3 (finishes Thu 18:42 -- 606/h)
20241031-18:28:49 nb_validated 2246 model 1 (finishes Thu 18:55 -- 575/h)
20241031-18:29:03 nb_validated 2370 model 0 (finishes Thu 18:41 -- 607/h)
20241031-18:29:07 nb_validated 2247 model 0 (finishes Thu 18:55 -- 575/h)
20241031-18:29:20 nb_validated 2374 model 1 (finishes Thu 18:41 -- 607/h)
20241031-18:29:25 nb_validated 2251 model 4 (finishes Thu 18:55 -- 575/h)
20241031-18:29:38 nb_validated 2377 model 4 (finishes Thu 18:41 -- 607/h)
20241031-18:29:43 nb_validated 2254 model 3 (finishes Thu 18:55 -- 575/h)
20241031-18:29:56 nb_validated 2378 model 4 (finishes Thu 18:42 -- 606/h)
20241031-18:30:00 nb_validated 2258 model 3 (finishes Thu 18:55 -- 576/h)
20241031-18:30:14 nb_validated 2381 model 2 (finishes Thu 18:42 -- 606/h)
20241031-18:30:18 nb_validated 2261 model 0 (finishes Thu 18:55 -- 576/h)
20241031-18:30:32 nb_validated 2384 model 2 (finishes Thu 18:42 -- 606/h)
20241031-18:30:36 nb_validated 2262 model 1 (finishes Thu 18:55 -- 575/h)
20241031-18:30:50 nb_validated 2391 model 2 (finishes Thu 18:41 -- 607/h)
20241031-18:30:54 nb_validated 2267 model 4 (finishes Thu 18:55 -- 576/h)
20241031-18:31:07 nb_validated 2394 model 3 (finishes Thu 18:41 -- 607/h)
20241031-18:31:11 nb_validated 2270 model 4 (finishes Thu 18:55 -- 576/h)
20241031-18:31:25 nb_validated 2397 model 4 (finishes Thu 18:41 -- 607/h)
20241031-18:31:30 nb_validated 2272 model 2 (finishes Thu 18:55 -- 575/h)
20241031-18:31:43 nb_validated 2399 model 4 (finishes Thu 18:41 -- 607/h)
20241031-18:31:47 nb_validated 2273 model 0 (finishes Thu 18:55 -- 575/h)
20241031-18:32:01 nb_validated 2401 model 1 (finishes Thu 18:41 -- 607/h)
20241031-18:32:05 nb_validated 2275 model 4 (finishes Thu 18:55 -- 575/h)
20241031-18:32:19 nb_validated 2402 model 0 (finishes Thu 18:42 -- 606/h)
20241031-18:32:23 nb_validated 2283 model 0 (finishes Thu 18:54 -- 576/h)
20241031-18:32:37 nb_validated 2406 model 0 (finishes Thu 18:41 -- 607/h)
20241031-18:32:40 nb_validated 2285 model 3 (finishes Thu 18:55 -- 576/h)
20241031-18:32:55 nb_validated 2411 model 0 (finishes Thu 18:41 -- 607/h)
20241031-18:32:58 nb_validated 2291 model 0 (finishes Thu 18:54 -- 577/h)
20241031-18:33:12 nb_validated 2414 model 2 (finishes Thu 18:41 -- 607/h)
20241031-18:33:15 nb_validated 2295 model 4 (finishes Thu 18:54 -- 577/h)
20241031-18:33:30 nb_validated 2417 model 4 (finishes Thu 18:41 -- 607/h)
20241031-18:33:33 nb_validated 2297 model 4 (finishes Thu 18:54 -- 577/h)
20241031-18:33:48 nb_validated 2421 model 3 (finishes Thu 18:41 -- 607/h)
20241031-18:33:51 nb_validated 2302 model 2 (finishes Thu 18:54 -- 577/h)
20241031-18:34:06 nb_validated 2424 model 3 (finishes Thu 18:41 -- 607/h)
20241031-18:34:09 nb_validated 2303 model 4 (finishes Thu 18:54 -- 577/h)
20241031-18:34:24 nb_validated 2426 model 2 (finishes Thu 18:41 -- 607/h)
20241031-18:34:27 nb_validated 2306 model 0 (finishes Thu 18:54 -- 577/h)
20241031-18:34:41 nb_validated 2430 model 3 (finishes Thu 18:41 -- 607/h)
20241031-18:34:45 nb_validated 2306 model 2 (finishes Thu 18:54 -- 576/h)
20241031-18:34:59 nb_validated 2433 model 4 (finishes Thu 18:41 -- 607/h)
20241031-18:35:02 nb_validated 2307 model 3 (finishes Thu 18:55 -- 576/h)
20241031-18:35:17 nb_validated 2436 model 2 (finishes Thu 18:41 -- 607/h)
20241031-18:35:20 nb_validated 2309 model 1 (finishes Thu 18:55 -- 575/h)
20241031-18:35:34 nb_validated 2442 model 1 (finishes Thu 18:41 -- 608/h)
20241031-18:35:37 nb_validated 2311 model 1 (finishes Thu 18:55 -- 575/h)
20241031-18:35:52 nb_validated 2446 model 0 (finishes Thu 18:41 -- 608/h)
20241031-18:35:54 nb_validated 2312 model 1 (finishes Thu 18:55 -- 575/h)
20241031-18:36:09 nb_validated 2451 model 2 (finishes Thu 18:40 -- 609/h)
20241031-18:36:12 nb_validated 2319 model 0 (finishes Thu 18:55 -- 576/h)
20241031-18:36:27 nb_validated 2456 model 0 (finishes Thu 18:40 -- 609/h)
20241031-18:36:29 nb_validated 2322 model 1 (finishes Thu 18:55 -- 576/h)
20241031-18:36:44 nb_validated 2459 model 1 (finishes Thu 18:40 -- 609/h)
20241031-18:36:47 nb_validated 2324 model 3 (finishes Thu 18:55 -- 576/h)
20241031-18:37:01 nb_validated 2464 model 3 (finishes Thu 18:40 -- 610/h)
20241031-18:37:04 nb_validated 2325 model 4 (finishes Thu 18:55 -- 575/h)
20241031-18:37:19 nb_validated 2466 model 3 (finishes Thu 18:40 -- 610/h)
20241031-18:37:22 nb_validated 2328 model 2 (finishes Thu 18:55 -- 575/h)
20241031-18:37:37 nb_validated 2473 model 0 (finishes Thu 18:40 -- 611/h)
20241031-18:37:40 nb_validated 2329 model 1 (finishes Thu 18:55 -- 575/h)
20241031-18:37:55 nb_validated 2477 model 4 (finishes Thu 18:40 -- 611/h)
20241031-18:37:58 nb_validated 2331 model 3 (finishes Thu 18:55 -- 575/h)
20241031-18:38:13 nb_validated 2480 model 4 (finishes Thu 18:40 -- 611/h)
20241031-18:38:15 nb_validated 2332 model 2 (finishes Thu 18:55 -- 574/h)
20241031-18:38:30 nb_validated 2487 model 0 (finishes Thu 18:39 -- 612/h)
20241031-18:38:33 nb_validated 2337 model 0 (finishes Thu 18:55 -- 575/h)
20241031-18:38:48 nb_validated 2491 model 4 (finishes Thu 18:39 -- 612/h)
20241031-18:38:50 nb_validated 2340 model 2 (finishes Thu 18:55 -- 575/h)
20241031-18:39:06 nb_validated 2497 model 3 (finishes Thu 18:39 -- 613/h)
20241031-18:39:08 nb_validated 2345 model 0 (finishes Thu 18:55 -- 575/h)
20241031-18:39:24 nb_validated 2501 model 4 (finishes now! -- 613/h)
20241031-18:39:24 generate_c_quizz_speed 613/h
20241031-18:39:26 nb_validated 2350 model 4 (finishes Thu 18:55 -- 576/h)
20241031-18:39:43 nb_validated 2354 model 4 (finishes Thu 18:54 -- 576/h)
20241031-18:40:00 nb_validated 2359 model 3 (finishes Thu 18:54 -- 577/h)
20241031-18:40:17 nb_validated 2360 model 3 (finishes Thu 18:54 -- 576/h)
20241031-18:40:35 nb_validated 2361 model 2 (finishes Thu 18:55 -- 576/h)
20241031-18:40:52 nb_validated 2365 model 3 (finishes Thu 18:54 -- 576/h)
20241031-18:41:09 nb_validated 2370 model 4 (finishes Thu 18:54 -- 577/h)
20241031-18:41:27 nb_validated 2374 model 4 (finishes Thu 18:54 -- 577/h)
20241031-18:41:44 nb_validated 2376 model 4 (finishes Thu 18:54 -- 577/h)
20241031-18:42:01 nb_validated 2380 model 2 (finishes Thu 18:54 -- 577/h)
20241031-18:42:18 nb_validated 2384 model 3 (finishes Thu 18:54 -- 577/h)
20241031-18:42:36 nb_validated 2387 model 4 (finishes Thu 18:54 -- 577/h)
20241031-18:42:54 nb_validated 2388 model 2 (finishes Thu 18:54 -- 577/h)
20241031-18:43:10 nb_validated 2391 model 0 (finishes Thu 18:54 -- 577/h)
20241031-18:43:28 nb_validated 2394 model 3 (finishes Thu 18:54 -- 577/h)
20241031-18:43:45 nb_validated 2396 model 4 (finishes Thu 18:54 -- 577/h)
20241031-18:44:02 nb_validated 2397 model 0 (finishes Thu 18:54 -- 577/h)
20241031-18:44:20 nb_validated 2404 model 4 (finishes Thu 18:54 -- 578/h)
20241031-18:44:38 nb_validated 2409 model 2 (finishes Thu 18:54 -- 578/h)
20241031-18:44:55 nb_validated 2410 model 0 (finishes Thu 18:54 -- 578/h)
20241031-18:45:12 nb_validated 2415 model 0 (finishes Thu 18:54 -- 578/h)
20241031-18:45:29 nb_validated 2418 model 0 (finishes Thu 18:53 -- 578/h)
20241031-18:45:46 nb_validated 2419 model 1 (finishes Thu 18:54 -- 578/h)
20241031-18:46:03 nb_validated 2423 model 0 (finishes Thu 18:54 -- 578/h)
20241031-18:46:21 nb_validated 2426 model 3 (finishes Thu 18:54 -- 578/h)
20241031-18:46:38 nb_validated 2429 model 4 (finishes Thu 18:54 -- 578/h)
20241031-18:46:56 nb_validated 2434 model 0 (finishes Thu 18:53 -- 579/h)
20241031-18:47:13 nb_validated 2435 model 1 (finishes Thu 18:53 -- 578/h)
20241031-18:47:30 nb_validated 2436 model 1 (finishes Thu 18:54 -- 578/h)
20241031-18:47:46 nb_validated 2437 model 0 (finishes Thu 18:54 -- 578/h)
20241031-18:48:03 nb_validated 2442 model 2 (finishes Thu 18:54 -- 578/h)
20241031-18:48:21 nb_validated 2446 model 2 (finishes Thu 18:53 -- 578/h)
20241031-18:48:38 nb_validated 2449 model 0 (finishes Thu 18:53 -- 578/h)
20241031-18:48:55 nb_validated 2451 model 0 (finishes Thu 18:54 -- 578/h)
20241031-18:49:12 nb_validated 2453 model 3 (finishes Thu 18:54 -- 578/h)
20241031-18:49:29 nb_validated 2456 model 1 (finishes Thu 18:54 -- 578/h)
20241031-18:49:47 nb_validated 2458 model 2 (finishes Thu 18:54 -- 578/h)
20241031-18:50:04 nb_validated 2462 model 1 (finishes Thu 18:54 -- 578/h)
20241031-18:50:21 nb_validated 2467 model 0 (finishes Thu 18:53 -- 579/h)
20241031-18:50:38 nb_validated 2471 model 3 (finishes Thu 18:53 -- 579/h)
20241031-18:50:55 nb_validated 2473 model 2 (finishes Thu 18:53 -- 579/h)
20241031-18:51:12 nb_validated 2476 model 2 (finishes Thu 18:53 -- 579/h)
20241031-18:51:30 nb_validated 2479 model 2 (finishes Thu 18:53 -- 579/h)
20241031-18:51:47 nb_validated 2482 model 2 (finishes Thu 18:53 -- 579/h)
20241031-18:52:04 nb_validated 2484 model 4 (finishes Thu 18:53 -- 579/h)
20241031-18:52:21 nb_validated 2486 model 1 (finishes Thu 18:53 -- 579/h)
20241031-18:52:38 nb_validated 2487 model 1 (finishes Thu 18:53 -- 578/h)
20241031-18:52:56 nb_validated 2489 model 4 (finishes Thu 18:54 -- 578/h)
20241031-18:53:13 nb_validated 2491 model 2 (finishes Thu 18:54 -- 578/h)
20241031-18:53:30 nb_validated 2494 model 2 (finishes Thu 18:54 -- 578/h)
20241031-18:53:47 nb_validated 2498 model 2 (finishes Thu 18:54 -- 578/h)
20241031-18:54:04 nb_validated 2499 model 1 (finishes Thu 18:54 -- 578/h)
20241031-18:54:13 generate_c_quizz_speed 579/h
20241031-18:54:22 wrote culture_c_quiz_0146.png
20241031-18:54:22 generated_c_quizzes torch.Size([5005, 400])
20241031-19:00:28 nb_c_quizzes 20006
20241031-19:00:28 weakest_accuracies [0, 0]
20241031-19:00:28 dummy_rand tensor([0.4729])
20241031-19:00:28 dummy_rand tensor([0.0782])
20241031-19:00:28 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:00:28 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:03:00 train_loss 146 model 0 0.028307283401489258
20241031-19:03:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:03:00 train_loss 146 model 1 0.027960756301879882
20241031-19:03:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:03:02 test_loss 146 model 0 0.021583824157714843
20241031-19:03:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:03:02 test_loss 146 model 1 0.02158439636230469
20241031-19:03:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:03:05 test_accuracy 146 model 0 nb_correct 2292 / 2500 (91.68%)
20241031-19:03:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:03:05 test_accuracy 146 model 1 nb_correct 2283 / 2500 (91.32%)
20241031-19:03:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:03:14 wrote ae_*.pth
20241031-19:03:14 epoch_duration 268min25s next_finish 23:31:40
20241031-19:03:14 wrote state.pth
20241031-19:03:14 --- epoch 147 ----------------------------------------
20241031-19:03:14 current_test_accuracies 0.9168 0.9132 0.0000 0.0000 0.0000
20241031-19:03:14 nb_c_quizzes 20006
20241031-19:03:14 weakest_accuracies [0, 0]
20241031-19:03:14 dummy_rand tensor([0.3638])
20241031-19:03:14 dummy_rand tensor([0.2958])
20241031-19:03:14 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:03:14 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:05:47 train_loss 147 model 2 0.02946937370300293
20241031-19:05:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:05:47 train_loss 147 model 3 0.030733566284179687
20241031-19:05:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:05:49 test_loss 147 model 2 0.021129703521728514
20241031-19:05:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:05:49 test_loss 147 model 3 0.02754547119140625
20241031-19:05:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:05:52 test_accuracy 147 model 2 nb_correct 2342 / 2500 (93.68%)
20241031-19:05:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:05:52 test_accuracy 147 model 3 nb_correct 2174 / 2500 (86.96%)
20241031-19:05:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:06:02 wrote ae_*.pth
20241031-19:06:02 epoch_duration 2min47s next_finish 19:08:49
20241031-19:06:02 wrote state.pth
20241031-19:06:02 --- epoch 148 ----------------------------------------
20241031-19:06:02 current_test_accuracies 0.9168 0.9132 0.9368 0.8696 0.0000
20241031-19:06:02 nb_c_quizzes 20006
20241031-19:06:02 weakest_accuracies [0, 0.8696]
20241031-19:06:02 dummy_rand tensor([0.5505])
20241031-19:06:02 dummy_rand tensor([0.5710])
20241031-19:06:02 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:06:02 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:08:34 train_loss 148 model 4 0.025999849319458007
20241031-19:08:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:08:34 train_loss 148 model 3 0.02979339599609375
20241031-19:08:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:08:37 test_loss 148 model 4 0.02222921371459961
20241031-19:08:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:08:37 test_loss 148 model 3 0.025743408203125
20241031-19:08:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:08:39 test_accuracy 148 model 4 nb_correct 2307 / 2500 (92.28%)
20241031-19:08:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:08:39 test_accuracy 148 model 3 nb_correct 2231 / 2500 (89.24%)
20241031-19:08:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:08:49 wrote ae_*.pth
20241031-19:08:49 epoch_duration 2min47s next_finish 19:11:36
20241031-19:08:49 wrote state.pth
20241031-19:08:49 --- epoch 149 ----------------------------------------
20241031-19:08:49 current_test_accuracies 0.9168 0.9132 0.9368 0.8924 0.9228
20241031-19:08:49 nb_c_quizzes 20006
20241031-19:08:49 weakest_accuracies [0.8924, 0.9132]
20241031-19:08:49 dummy_rand tensor([0.7663])
20241031-19:08:49 dummy_rand tensor([0.1052])
20241031-19:08:49 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:08:49 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:11:21 train_loss 149 model 3 0.029488470077514647
20241031-19:11:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:11:21 train_loss 149 model 1 0.02728221321105957
20241031-19:11:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:11:23 test_loss 149 model 3 0.026586151123046874
20241031-19:11:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:11:23 test_loss 149 model 1 0.019323196411132813
20241031-19:11:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:11:26 test_accuracy 149 model 3 nb_correct 2182 / 2500 (87.28%)
20241031-19:11:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:11:26 test_accuracy 149 model 1 nb_correct 2258 / 2500 (90.32%)
20241031-19:11:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:11:35 wrote ae_*.pth
20241031-19:11:35 epoch_duration 2min46s next_finish 19:14:22
20241031-19:11:35 wrote state.pth
20241031-19:11:35 --- epoch 150 ----------------------------------------
20241031-19:11:35 current_test_accuracies 0.9168 0.9032 0.9368 0.8728 0.9228
20241031-19:11:35 nb_c_quizzes 20006
20241031-19:11:35 weakest_accuracies [0.8728, 0.9032]
20241031-19:11:35 dummy_rand tensor([0.0904])
20241031-19:11:35 dummy_rand tensor([0.8978])
20241031-19:11:36 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:11:36 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:14:07 train_loss 150 model 3 0.02920120620727539
20241031-19:14:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:14:08 train_loss 150 model 1 0.026925882339477538
20241031-19:14:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:14:10 test_loss 150 model 3 0.023750724792480468
20241031-19:14:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:14:10 test_loss 150 model 1 0.021392707824707032
20241031-19:14:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:14:12 test_accuracy 150 model 3 nb_correct 2315 / 2500 (92.60%)
20241031-19:14:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:14:12 test_accuracy 150 model 1 nb_correct 2321 / 2500 (92.84%)
20241031-19:14:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:14:22 wrote ae_*.pth
20241031-19:14:22 epoch_duration 2min46s next_finish 19:17:08
20241031-19:14:22 wrote state.pth
20241031-19:14:22 --- epoch 151 ----------------------------------------
20241031-19:14:22 current_test_accuracies 0.9168 0.9284 0.9368 0.9260 0.9228
20241031-19:14:22 nb_c_quizzes 20006
20241031-19:14:22 weakest_accuracies [0.9168, 0.9228]
20241031-19:14:22 dummy_rand tensor([0.9360])
20241031-19:14:22 dummy_rand tensor([0.8007])
20241031-19:14:22 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:14:22 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:16:54 train_loss 151 model 0 0.026501379013061523
20241031-19:16:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:16:54 train_loss 151 model 4 0.026504474639892577
20241031-19:16:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:16:56 test_loss 151 model 0 0.022032966613769533
20241031-19:16:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:16:56 test_loss 151 model 4 0.024371185302734376
20241031-19:16:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:16:59 test_accuracy 151 model 0 nb_correct 2285 / 2500 (91.40%)
20241031-19:16:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:16:59 test_accuracy 151 model 4 nb_correct 2309 / 2500 (92.36%)
20241031-19:16:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:17:08 wrote ae_*.pth
20241031-19:17:08 epoch_duration 2min46s next_finish 19:19:55
20241031-19:17:08 wrote state.pth
20241031-19:17:08 --- epoch 152 ----------------------------------------
20241031-19:17:08 current_test_accuracies 0.9140 0.9284 0.9368 0.9260 0.9236
20241031-19:17:08 nb_c_quizzes 20006
20241031-19:17:08 weakest_accuracies [0.914, 0.9236]
20241031-19:17:08 dummy_rand tensor([0.9009])
20241031-19:17:08 dummy_rand tensor([0.1629])
20241031-19:17:08 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:17:08 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:19:40 train_loss 152 model 0 0.027542888641357424
20241031-19:19:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:19:41 train_loss 152 model 4 0.02522151756286621
20241031-19:19:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:19:43 test_loss 152 model 0 0.023798255920410155
20241031-19:19:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:19:43 test_loss 152 model 4 0.02253040313720703
20241031-19:19:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:19:45 test_accuracy 152 model 0 nb_correct 2242 / 2500 (89.68%)
20241031-19:19:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:19:45 test_accuracy 152 model 4 nb_correct 2304 / 2500 (92.16%)
20241031-19:19:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:19:55 wrote ae_*.pth
20241031-19:19:55 epoch_duration 2min46s next_finish 19:22:41
20241031-19:19:55 wrote state.pth
20241031-19:19:55 --- epoch 153 ----------------------------------------
20241031-19:19:55 current_test_accuracies 0.8968 0.9284 0.9368 0.9260 0.9216
20241031-19:19:55 nb_c_quizzes 20006
20241031-19:19:55 weakest_accuracies [0.8968, 0.9216]
20241031-19:19:55 dummy_rand tensor([0.9038])
20241031-19:19:55 dummy_rand tensor([0.6175])
20241031-19:19:55 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:19:55 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:22:27 train_loss 153 model 4 0.02551875114440918
20241031-19:22:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:22:27 train_loss 153 model 0 0.027456199645996094
20241031-19:22:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:22:29 test_loss 153 model 4 0.022844810485839844
20241031-19:22:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:22:30 test_loss 153 model 0 0.019734954833984374
20241031-19:22:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:22:32 test_accuracy 153 model 4 nb_correct 2351 / 2500 (94.04%)
20241031-19:22:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:22:32 test_accuracy 153 model 0 nb_correct 2332 / 2500 (93.28%)
20241031-19:22:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:22:41 wrote ae_*.pth
20241031-19:22:41 epoch_duration 2min46s next_finish 19:25:28
20241031-19:22:42 wrote state.pth
20241031-19:22:42 --- epoch 154 ----------------------------------------
20241031-19:22:42 current_test_accuracies 0.9328 0.9284 0.9368 0.9260 0.9404
20241031-19:22:42 nb_c_quizzes 20006
20241031-19:22:42 weakest_accuracies [0.926, 0.9284]
20241031-19:22:42 dummy_rand tensor([0.1928])
20241031-19:22:42 dummy_rand tensor([0.6091])
20241031-19:22:42 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:22:42 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:25:14 train_loss 154 model 1 0.026353376388549805
20241031-19:25:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:25:14 train_loss 154 model 3 0.029461822509765624
20241031-19:25:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:25:16 test_loss 154 model 1 0.02206808090209961
20241031-19:25:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:25:16 test_loss 154 model 3 0.022258262634277343
20241031-19:25:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:25:18 test_accuracy 154 model 1 nb_correct 2258 / 2500 (90.32%)
20241031-19:25:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:25:19 test_accuracy 154 model 3 nb_correct 2308 / 2500 (92.32%)
20241031-19:25:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:25:28 wrote ae_*.pth
20241031-19:25:28 epoch_duration 2min46s next_finish 19:28:15
20241031-19:25:28 wrote state.pth
20241031-19:25:28 --- epoch 155 ----------------------------------------
20241031-19:25:28 current_test_accuracies 0.9328 0.9032 0.9368 0.9232 0.9404
20241031-19:25:28 nb_c_quizzes 20006
20241031-19:25:28 weakest_accuracies [0.9032, 0.9232]
20241031-19:25:28 dummy_rand tensor([0.2429])
20241031-19:25:28 dummy_rand tensor([0.8244])
20241031-19:25:28 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:25:28 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:28:00 train_loss 155 model 3 0.028290403366088866
20241031-19:28:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:28:00 train_loss 155 model 1 0.026917009353637694
20241031-19:28:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:28:03 test_loss 155 model 3 0.023520259857177733
20241031-19:28:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:28:03 test_loss 155 model 1 0.02160331726074219
20241031-19:28:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:28:05 test_accuracy 155 model 3 nb_correct 2314 / 2500 (92.56%)
20241031-19:28:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:28:05 test_accuracy 155 model 1 nb_correct 2323 / 2500 (92.92%)
20241031-19:28:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:28:14 wrote ae_*.pth
20241031-19:28:14 epoch_duration 2min46s next_finish 19:31:01
20241031-19:28:15 wrote state.pth
20241031-19:28:15 --- epoch 156 ----------------------------------------
20241031-19:28:15 current_test_accuracies 0.9328 0.9292 0.9368 0.9256 0.9404
20241031-19:28:15 nb_c_quizzes 20006
20241031-19:28:15 weakest_accuracies [0.9256, 0.9292]
20241031-19:28:15 dummy_rand tensor([0.3467])
20241031-19:28:15 dummy_rand tensor([0.1304])
20241031-19:28:15 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:28:15 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:30:47 train_loss 156 model 1 0.026340085983276366
20241031-19:30:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:30:47 train_loss 156 model 3 0.029031303405761717
20241031-19:30:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:30:49 test_loss 156 model 1 0.022129402160644532
20241031-19:30:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:30:49 test_loss 156 model 3 0.01946678161621094
20241031-19:30:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:30:52 test_accuracy 156 model 1 nb_correct 2291 / 2500 (91.64%)
20241031-19:30:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:30:52 test_accuracy 156 model 3 nb_correct 2284 / 2500 (91.36%)
20241031-19:30:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:31:01 wrote ae_*.pth
20241031-19:31:01 epoch_duration 2min47s next_finish 19:33:48
20241031-19:31:02 wrote state.pth
20241031-19:31:02 --- epoch 157 ----------------------------------------
20241031-19:31:02 current_test_accuracies 0.9328 0.9164 0.9368 0.9136 0.9404
20241031-19:31:02 nb_c_quizzes 20006
20241031-19:31:02 weakest_accuracies [0.9136, 0.9164]
20241031-19:31:02 dummy_rand tensor([0.8942])
20241031-19:31:02 dummy_rand tensor([0.0692])
20241031-19:31:02 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:31:02 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:33:34 train_loss 157 model 1 0.02578559684753418
20241031-19:33:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:33:34 train_loss 157 model 3 0.028344932556152343
20241031-19:33:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:33:36 test_loss 157 model 1 0.026621475219726562
20241031-19:33:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:33:36 test_loss 157 model 3 0.024038162231445313
20241031-19:33:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:33:38 test_accuracy 157 model 1 nb_correct 2276 / 2500 (91.04%)
20241031-19:33:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:33:38 test_accuracy 157 model 3 nb_correct 2296 / 2500 (91.84%)
20241031-19:33:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:33:48 wrote ae_*.pth
20241031-19:33:48 epoch_duration 2min46s next_finish 19:36:35
20241031-19:33:48 wrote state.pth
20241031-19:33:48 --- epoch 158 ----------------------------------------
20241031-19:33:48 current_test_accuracies 0.9328 0.9104 0.9368 0.9184 0.9404
20241031-19:33:48 nb_c_quizzes 20006
20241031-19:33:48 weakest_accuracies [0.9104, 0.9184]
20241031-19:33:48 dummy_rand tensor([0.9678])
20241031-19:33:48 dummy_rand tensor([0.9497])
20241031-19:33:48 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:33:48 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:36:20 train_loss 158 model 1 0.025699706077575685
20241031-19:36:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:36:21 train_loss 158 model 3 0.02865521717071533
20241031-19:36:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:36:23 test_loss 158 model 1 0.01942891001701355
20241031-19:36:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:36:23 test_loss 158 model 3 0.0238629150390625
20241031-19:36:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:36:25 test_accuracy 158 model 1 nb_correct 2301 / 2500 (92.04%)
20241031-19:36:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:36:25 test_accuracy 158 model 3 nb_correct 2311 / 2500 (92.44%)
20241031-19:36:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:36:35 wrote ae_*.pth
20241031-19:36:35 epoch_duration 2min47s next_finish 19:39:22
20241031-19:36:35 wrote state.pth
20241031-19:36:35 --- epoch 159 ----------------------------------------
20241031-19:36:35 current_test_accuracies 0.9328 0.9204 0.9368 0.9244 0.9404
20241031-19:36:35 nb_c_quizzes 20006
20241031-19:36:35 weakest_accuracies [0.9204, 0.9244]
20241031-19:36:35 dummy_rand tensor([0.5677])
20241031-19:36:35 dummy_rand tensor([0.8903])
20241031-19:36:35 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:36:35 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:39:08 train_loss 159 model 3 0.028279718399047853
20241031-19:39:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:39:08 train_loss 159 model 1 0.025933099746704102
20241031-19:39:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:39:10 test_loss 159 model 3 0.021226730346679688
20241031-19:39:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:39:10 test_loss 159 model 1 0.017730865478515625
20241031-19:39:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:39:12 test_accuracy 159 model 3 nb_correct 2288 / 2500 (91.52%)
20241031-19:39:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:39:12 test_accuracy 159 model 1 nb_correct 2317 / 2500 (92.68%)
20241031-19:39:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:39:22 wrote ae_*.pth
20241031-19:39:22 epoch_duration 2min47s next_finish 19:42:09
20241031-19:39:22 wrote state.pth
20241031-19:39:22 --- epoch 160 ----------------------------------------
20241031-19:39:22 current_test_accuracies 0.9328 0.9268 0.9368 0.9152 0.9404
20241031-19:39:22 nb_c_quizzes 20006
20241031-19:39:22 weakest_accuracies [0.9152, 0.9268]
20241031-19:39:22 dummy_rand tensor([0.4970])
20241031-19:39:22 dummy_rand tensor([0.2129])
20241031-19:39:22 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:39:22 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:41:55 train_loss 160 model 3 0.02862472724914551
20241031-19:41:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:41:55 train_loss 160 model 1 0.025712946891784667
20241031-19:41:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:41:57 test_loss 160 model 3 0.02391029357910156
20241031-19:41:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:41:57 test_loss 160 model 1 0.021416015625
20241031-19:41:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:41:59 test_accuracy 160 model 3 nb_correct 2211 / 2500 (88.44%)
20241031-19:41:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:41:59 test_accuracy 160 model 1 nb_correct 2293 / 2500 (91.72%)
20241031-19:41:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:42:09 wrote ae_*.pth
20241031-19:42:09 epoch_duration 2min46s next_finish 19:44:56
20241031-19:42:09 wrote state.pth
20241031-19:42:09 --- epoch 161 ----------------------------------------
20241031-19:42:09 current_test_accuracies 0.9328 0.9172 0.9368 0.8844 0.9404
20241031-19:42:09 nb_c_quizzes 20006
20241031-19:42:09 weakest_accuracies [0.8844, 0.9172]
20241031-19:42:09 dummy_rand tensor([0.3311])
20241031-19:42:09 dummy_rand tensor([0.4855])
20241031-19:42:09 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:42:09 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:44:42 train_loss 161 model 3 0.028101004600524903
20241031-19:44:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:44:42 train_loss 161 model 1 0.026486767768859863
20241031-19:44:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:44:44 test_loss 161 model 3 0.021413283348083498
20241031-19:44:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:44:44 test_loss 161 model 1 0.023014307022094727
20241031-19:44:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:44:47 test_accuracy 161 model 3 nb_correct 2311 / 2500 (92.44%)
20241031-19:44:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:44:47 test_accuracy 161 model 1 nb_correct 2300 / 2500 (92.00%)
20241031-19:44:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:44:56 wrote ae_*.pth
20241031-19:44:56 epoch_duration 2min47s next_finish 19:47:43
20241031-19:44:56 wrote state.pth
20241031-19:44:56 --- epoch 162 ----------------------------------------
20241031-19:44:56 current_test_accuracies 0.9328 0.9200 0.9368 0.9244 0.9404
20241031-19:44:56 nb_c_quizzes 20006
20241031-19:44:56 weakest_accuracies [0.92, 0.9244]
20241031-19:44:56 dummy_rand tensor([0.6560])
20241031-19:44:56 dummy_rand tensor([0.6374])
20241031-19:44:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:44:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:47:28 train_loss 162 model 3 0.027598411560058593
20241031-19:47:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:47:28 train_loss 162 model 1 0.026186559677124025
20241031-19:47:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:47:31 test_loss 162 model 3 0.022436141967773438
20241031-19:47:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:47:31 test_loss 162 model 1 0.020453643798828126
20241031-19:47:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:47:33 test_accuracy 162 model 3 nb_correct 2294 / 2500 (91.76%)
20241031-19:47:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:47:33 test_accuracy 162 model 1 nb_correct 2281 / 2500 (91.24%)
20241031-19:47:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:47:43 wrote ae_*.pth
20241031-19:47:43 epoch_duration 2min46s next_finish 19:50:29
20241031-19:47:43 wrote state.pth
20241031-19:47:43 --- epoch 163 ----------------------------------------
20241031-19:47:43 current_test_accuracies 0.9328 0.9124 0.9368 0.9176 0.9404
20241031-19:47:43 nb_c_quizzes 20006
20241031-19:47:43 weakest_accuracies [0.9124, 0.9176]
20241031-19:47:43 dummy_rand tensor([0.9659])
20241031-19:47:43 dummy_rand tensor([0.3163])
20241031-19:47:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:47:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:50:14 train_loss 163 model 1 0.02623114490509033
20241031-19:50:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:50:15 train_loss 163 model 3 0.027945281982421875
20241031-19:50:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:50:17 test_loss 163 model 1 0.021323013305664062
20241031-19:50:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:50:17 test_loss 163 model 3 0.020841827392578127
20241031-19:50:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:50:19 test_accuracy 163 model 1 nb_correct 2303 / 2500 (92.12%)
20241031-19:50:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:50:19 test_accuracy 163 model 3 nb_correct 2335 / 2500 (93.40%)
20241031-19:50:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:50:29 wrote ae_*.pth
20241031-19:50:29 epoch_duration 2min46s next_finish 19:53:15
20241031-19:50:29 wrote state.pth
20241031-19:50:29 --- epoch 164 ----------------------------------------
20241031-19:50:29 current_test_accuracies 0.9328 0.9212 0.9368 0.9340 0.9404
20241031-19:50:29 nb_c_quizzes 20006
20241031-19:50:29 weakest_accuracies [0.9212, 0.9328]
20241031-19:50:29 dummy_rand tensor([0.7224])
20241031-19:50:29 dummy_rand tensor([0.1569])
20241031-19:50:29 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:50:29 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:53:01 train_loss 164 model 1 0.025744816780090333
20241031-19:53:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:53:01 train_loss 164 model 0 0.02676146125793457
20241031-19:53:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:53:03 test_loss 164 model 1 0.019394912719726563
20241031-19:53:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:53:03 test_loss 164 model 0 0.021672458648681642
20241031-19:53:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:53:06 test_accuracy 164 model 1 nb_correct 2319 / 2500 (92.76%)
20241031-19:53:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:53:06 test_accuracy 164 model 0 nb_correct 2291 / 2500 (91.64%)
20241031-19:53:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:53:15 wrote ae_*.pth
20241031-19:53:15 epoch_duration 2min46s next_finish 19:56:02
20241031-19:53:16 wrote state.pth
20241031-19:53:16 --- epoch 165 ----------------------------------------
20241031-19:53:16 current_test_accuracies 0.9164 0.9276 0.9368 0.9340 0.9404
20241031-19:53:16 nb_c_quizzes 20006
20241031-19:53:16 weakest_accuracies [0.9164, 0.9276]
20241031-19:53:16 dummy_rand tensor([0.3337])
20241031-19:53:16 dummy_rand tensor([0.7488])
20241031-19:53:16 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:53:16 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:55:48 train_loss 165 model 0 0.02697077465057373
20241031-19:55:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:55:48 train_loss 165 model 1 0.025706682205200195
20241031-19:55:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:55:51 test_loss 165 model 0 0.02004405975341797
20241031-19:55:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:55:51 test_loss 165 model 1 0.023111579418182374
20241031-19:55:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:55:53 test_accuracy 165 model 0 nb_correct 2315 / 2500 (92.60%)
20241031-19:55:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:55:53 test_accuracy 165 model 1 nb_correct 2305 / 2500 (92.20%)
20241031-19:55:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:56:03 wrote ae_*.pth
20241031-19:56:03 epoch_duration 2min47s next_finish 19:58:50
20241031-19:56:03 wrote state.pth
20241031-19:56:03 --- epoch 166 ----------------------------------------
20241031-19:56:03 current_test_accuracies 0.9260 0.9220 0.9368 0.9340 0.9404
20241031-19:56:03 nb_c_quizzes 20006
20241031-19:56:03 weakest_accuracies [0.922, 0.926]
20241031-19:56:03 dummy_rand tensor([0.5241])
20241031-19:56:03 dummy_rand tensor([0.9190])
20241031-19:56:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:56:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:58:35 train_loss 166 model 0 0.026765308380126952
20241031-19:58:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:58:35 train_loss 166 model 1 0.02575237560272217
20241031-19:58:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:58:38 test_loss 166 model 0 0.021128158569335937
20241031-19:58:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:58:38 test_loss 166 model 1 0.019576454162597658
20241031-19:58:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-19:58:40 test_accuracy 166 model 0 nb_correct 2350 / 2500 (94.00%)
20241031-19:58:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:58:40 test_accuracy 166 model 1 nb_correct 2279 / 2500 (91.16%)
20241031-19:58:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-19:58:50 wrote ae_*.pth
20241031-19:58:50 epoch_duration 2min46s next_finish 20:01:36
20241031-19:58:50 wrote state.pth
20241031-19:58:50 --- epoch 167 ----------------------------------------
20241031-19:58:50 current_test_accuracies 0.9400 0.9116 0.9368 0.9340 0.9404
20241031-19:58:50 nb_c_quizzes 20006
20241031-19:58:50 weakest_accuracies [0.9116, 0.934]
20241031-19:58:50 dummy_rand tensor([0.9532])
20241031-19:58:50 dummy_rand tensor([0.7644])
20241031-19:58:50 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-19:58:50 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:01:22 train_loss 167 model 1 0.025612101554870606
20241031-20:01:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:01:22 train_loss 167 model 3 0.028137414932250977
20241031-20:01:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:01:24 test_loss 167 model 1 0.019857330322265623
20241031-20:01:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:01:24 test_loss 167 model 3 0.02201953887939453
20241031-20:01:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:01:26 test_accuracy 167 model 1 nb_correct 2285 / 2500 (91.40%)
20241031-20:01:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:01:26 test_accuracy 167 model 3 nb_correct 2294 / 2500 (91.76%)
20241031-20:01:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:01:36 wrote ae_*.pth
20241031-20:01:36 epoch_duration 2min46s next_finish 20:04:22
20241031-20:01:36 wrote state.pth
20241031-20:01:36 --- epoch 168 ----------------------------------------
20241031-20:01:36 current_test_accuracies 0.9400 0.9140 0.9368 0.9176 0.9404
20241031-20:01:36 nb_c_quizzes 20006
20241031-20:01:36 weakest_accuracies [0.914, 0.9176]
20241031-20:01:36 dummy_rand tensor([0.4377])
20241031-20:01:36 dummy_rand tensor([0.4362])
20241031-20:01:36 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:01:36 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:04:08 train_loss 168 model 3 0.027392940521240236
20241031-20:04:08 train_loss 168 model 1 0.025858845710754395
20241031-20:04:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:04:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:04:10 test_loss 168 model 3 0.022617874145507814
20241031-20:04:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:04:10 test_loss 168 model 1 0.02263782501220703
20241031-20:04:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:04:13 test_accuracy 168 model 3 nb_correct 2309 / 2500 (92.36%)
20241031-20:04:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:04:13 test_accuracy 168 model 1 nb_correct 2334 / 2500 (93.36%)
20241031-20:04:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:04:23 wrote ae_*.pth
20241031-20:04:23 epoch_duration 2min46s next_finish 20:07:09
20241031-20:04:23 wrote state.pth
20241031-20:04:23 --- epoch 169 ----------------------------------------
20241031-20:04:23 current_test_accuracies 0.9400 0.9336 0.9368 0.9236 0.9404
20241031-20:04:23 nb_c_quizzes 20006
20241031-20:04:23 weakest_accuracies [0.9236, 0.9336]
20241031-20:04:23 dummy_rand tensor([0.5627])
20241031-20:04:23 dummy_rand tensor([0.7285])
20241031-20:04:23 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:04:23 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:06:55 train_loss 169 model 3 0.027435216903686523
20241031-20:06:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:06:55 train_loss 169 model 1 0.025823686599731447
20241031-20:06:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:06:58 test_loss 169 model 3 0.02060779571533203
20241031-20:06:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:06:58 test_loss 169 model 1 0.020966873168945313
20241031-20:06:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:07:00 test_accuracy 169 model 3 nb_correct 2224 / 2500 (88.96%)
20241031-20:07:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:07:00 test_accuracy 169 model 1 nb_correct 2257 / 2500 (90.28%)
20241031-20:07:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:07:09 wrote ae_*.pth
20241031-20:07:09 epoch_duration 2min46s next_finish 20:09:56
20241031-20:07:10 wrote state.pth
20241031-20:07:10 --- epoch 170 ----------------------------------------
20241031-20:07:10 current_test_accuracies 0.9400 0.9028 0.9368 0.8896 0.9404
20241031-20:07:10 nb_c_quizzes 20006
20241031-20:07:10 weakest_accuracies [0.8896, 0.9028]
20241031-20:07:10 dummy_rand tensor([0.8875])
20241031-20:07:10 dummy_rand tensor([0.7147])
20241031-20:07:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:07:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:09:42 train_loss 170 model 3 0.027373945236206055
20241031-20:09:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:09:42 train_loss 170 model 1 0.02563128662109375
20241031-20:09:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:09:44 test_loss 170 model 3 0.02345489501953125
20241031-20:09:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:09:44 test_loss 170 model 1 0.018766498565673827
20241031-20:09:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:09:46 test_accuracy 170 model 3 nb_correct 2239 / 2500 (89.56%)
20241031-20:09:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:09:46 test_accuracy 170 model 1 nb_correct 2254 / 2500 (90.16%)
20241031-20:09:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:09:56 wrote ae_*.pth
20241031-20:09:56 epoch_duration 2min46s next_finish 20:12:42
20241031-20:09:56 wrote state.pth
20241031-20:09:56 --- epoch 171 ----------------------------------------
20241031-20:09:56 current_test_accuracies 0.9400 0.9016 0.9368 0.8956 0.9404
20241031-20:09:56 nb_c_quizzes 20006
20241031-20:09:56 weakest_accuracies [0.8956, 0.9016]
20241031-20:09:56 dummy_rand tensor([0.6650])
20241031-20:09:56 dummy_rand tensor([0.1343])
20241031-20:09:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:09:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:12:28 train_loss 171 model 3 0.02751210021972656
20241031-20:12:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:12:28 train_loss 171 model 1 0.02582519245147705
20241031-20:12:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:12:31 test_loss 171 model 3 0.0204833984375
20241031-20:12:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:12:31 test_loss 171 model 1 0.019994583129882813
20241031-20:12:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:12:33 test_accuracy 171 model 3 nb_correct 2306 / 2500 (92.24%)
20241031-20:12:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:12:33 test_accuracy 171 model 1 nb_correct 2356 / 2500 (94.24%)
20241031-20:12:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:12:43 wrote ae_*.pth
20241031-20:12:43 epoch_duration 2min46s next_finish 20:15:30
20241031-20:12:43 wrote state.pth
20241031-20:12:43 --- epoch 172 ----------------------------------------
20241031-20:12:43 current_test_accuracies 0.9400 0.9424 0.9368 0.9224 0.9404
20241031-20:12:43 nb_c_quizzes 20006
20241031-20:12:43 weakest_accuracies [0.9224, 0.9368]
20241031-20:12:43 dummy_rand tensor([0.1681])
20241031-20:12:43 dummy_rand tensor([0.3107])
20241031-20:12:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:12:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:15:15 train_loss 172 model 3 0.027210210800170897
20241031-20:15:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:15:15 train_loss 172 model 2 0.029472078323364258
20241031-20:15:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:15:17 test_loss 172 model 3 0.022845916748046875
20241031-20:15:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:15:17 test_loss 172 model 2 0.021450901031494142
20241031-20:15:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:15:20 test_accuracy 172 model 3 nb_correct 2273 / 2500 (90.92%)
20241031-20:15:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:15:20 test_accuracy 172 model 2 nb_correct 2231 / 2500 (89.24%)
20241031-20:15:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:15:29 wrote ae_*.pth
20241031-20:15:29 epoch_duration 2min46s next_finish 20:18:16
20241031-20:15:29 wrote state.pth
20241031-20:15:29 --- epoch 173 ----------------------------------------
20241031-20:15:29 current_test_accuracies 0.9400 0.9424 0.8924 0.9092 0.9404
20241031-20:15:29 nb_c_quizzes 20006
20241031-20:15:29 weakest_accuracies [0.8924, 0.9092]
20241031-20:15:29 dummy_rand tensor([0.3786])
20241031-20:15:29 dummy_rand tensor([0.5734])
20241031-20:15:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:15:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:18:01 train_loss 173 model 3 0.027109462738037108
20241031-20:18:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:18:01 train_loss 173 model 2 0.028648893356323243
20241031-20:18:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:18:04 test_loss 173 model 3 0.02233182907104492
20241031-20:18:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:18:04 test_loss 173 model 2 0.021954460144042967
20241031-20:18:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:18:06 test_accuracy 173 model 3 nb_correct 2333 / 2500 (93.32%)
20241031-20:18:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:18:06 test_accuracy 173 model 2 nb_correct 2221 / 2500 (88.84%)
20241031-20:18:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:18:16 wrote ae_*.pth
20241031-20:18:16 epoch_duration 2min46s next_finish 20:21:02
20241031-20:18:16 wrote state.pth
20241031-20:18:16 --- epoch 174 ----------------------------------------
20241031-20:18:16 current_test_accuracies 0.9400 0.9424 0.8884 0.9332 0.9404
20241031-20:18:16 nb_c_quizzes 20006
20241031-20:18:16 weakest_accuracies [0.8884, 0.9332]
20241031-20:18:16 dummy_rand tensor([0.3454])
20241031-20:18:16 dummy_rand tensor([0.7195])
20241031-20:18:16 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:18:16 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:20:48 train_loss 174 model 2 0.028293838500976564
20241031-20:20:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:20:48 train_loss 174 model 3 0.026864316940307616
20241031-20:20:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:20:50 test_loss 174 model 2 0.024860687255859375
20241031-20:20:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:20:50 test_loss 174 model 3 0.021980743408203125
20241031-20:20:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:20:52 test_accuracy 174 model 2 nb_correct 2289 / 2500 (91.56%)
20241031-20:20:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:20:52 test_accuracy 174 model 3 nb_correct 2334 / 2500 (93.36%)
20241031-20:20:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:21:02 wrote ae_*.pth
20241031-20:21:02 epoch_duration 2min46s next_finish 20:23:48
20241031-20:21:02 wrote state.pth
20241031-20:21:02 --- epoch 175 ----------------------------------------
20241031-20:21:02 current_test_accuracies 0.9400 0.9424 0.9156 0.9336 0.9404
20241031-20:21:02 nb_c_quizzes 20006
20241031-20:21:02 weakest_accuracies [0.9156, 0.9336]
20241031-20:21:02 dummy_rand tensor([0.8945])
20241031-20:21:02 dummy_rand tensor([0.5982])
20241031-20:21:02 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:21:02 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:23:34 train_loss 175 model 2 0.028101902961730957
20241031-20:23:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:23:34 train_loss 175 model 3 0.02682240867614746
20241031-20:23:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:23:36 test_loss 175 model 2 0.025975418090820313
20241031-20:23:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:23:36 test_loss 175 model 3 0.020989456176757813
20241031-20:23:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:23:38 test_accuracy 175 model 2 nb_correct 2276 / 2500 (91.04%)
20241031-20:23:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:23:38 test_accuracy 175 model 3 nb_correct 2375 / 2500 (95.00%)
20241031-20:23:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:23:48 wrote ae_*.pth
20241031-20:23:48 epoch_duration 2min46s next_finish 20:26:34
20241031-20:23:48 wrote state.pth
20241031-20:23:48 --- epoch 176 ----------------------------------------
20241031-20:23:48 current_test_accuracies 0.9400 0.9424 0.9104 0.9500 0.9404
20241031-20:23:48 nb_c_quizzes 20006
20241031-20:23:48 weakest_accuracies [0.9104, 0.94]
20241031-20:23:48 dummy_rand tensor([0.8432])
20241031-20:23:48 dummy_rand tensor([0.7253])
20241031-20:23:48 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:23:48 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:26:20 train_loss 176 model 2 0.027940193176269532
20241031-20:26:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:26:20 train_loss 176 model 0 0.0263500452041626
20241031-20:26:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:26:22 test_loss 176 model 2 0.02254791259765625
20241031-20:26:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:26:22 test_loss 176 model 0 0.02077484130859375
20241031-20:26:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:26:25 test_accuracy 176 model 2 nb_correct 2336 / 2500 (93.44%)
20241031-20:26:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:26:25 test_accuracy 176 model 0 nb_correct 2339 / 2500 (93.56%)
20241031-20:26:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:26:34 wrote ae_*.pth
20241031-20:26:34 epoch_duration 2min46s next_finish 20:29:21
20241031-20:26:34 wrote state.pth
20241031-20:26:34 --- epoch 177 ----------------------------------------
20241031-20:26:34 current_test_accuracies 0.9356 0.9424 0.9344 0.9500 0.9404
20241031-20:26:34 nb_c_quizzes 20006
20241031-20:26:34 weakest_accuracies [0.9344, 0.9356]
20241031-20:26:34 dummy_rand tensor([0.9588])
20241031-20:26:34 dummy_rand tensor([0.7880])
20241031-20:26:35 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:26:35 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:29:07 train_loss 177 model 2 0.028231571197509766
20241031-20:29:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:29:07 train_loss 177 model 0 0.026702404022216797
20241031-20:29:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:29:09 test_loss 177 model 2 0.026223831176757813
20241031-20:29:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:29:10 test_loss 177 model 0 0.02123849868774414
20241031-20:29:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:29:12 test_accuracy 177 model 2 nb_correct 2285 / 2500 (91.40%)
20241031-20:29:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:29:13 test_accuracy 177 model 0 nb_correct 2273 / 2500 (90.92%)
20241031-20:29:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:29:21 wrote ae_*.pth
20241031-20:29:21 epoch_duration 2min47s next_finish 20:32:09
20241031-20:29:22 wrote state.pth
20241031-20:29:22 --- epoch 178 ----------------------------------------
20241031-20:29:22 current_test_accuracies 0.9092 0.9424 0.9140 0.9500 0.9404
20241031-20:29:22 nb_c_quizzes 20006
20241031-20:29:22 weakest_accuracies [0.9092, 0.914]
20241031-20:29:22 dummy_rand tensor([0.2756])
20241031-20:29:22 dummy_rand tensor([0.7500])
20241031-20:29:22 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:29:22 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:31:54 train_loss 178 model 0 0.026621637344360353
20241031-20:31:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:31:54 train_loss 178 model 2 0.02797342300415039
20241031-20:31:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:31:56 test_loss 178 model 0 0.022729721069335938
20241031-20:31:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:31:56 test_loss 178 model 2 0.02144519805908203
20241031-20:31:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:31:58 test_accuracy 178 model 0 nb_correct 2387 / 2500 (95.48%)
20241031-20:31:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:31:58 test_accuracy 178 model 2 nb_correct 2246 / 2500 (89.84%)
20241031-20:31:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:32:08 wrote ae_*.pth
20241031-20:32:08 epoch_duration 2min46s next_finish 20:34:54
20241031-20:32:08 wrote state.pth
20241031-20:32:08 --- epoch 179 ----------------------------------------
20241031-20:32:08 current_test_accuracies 0.9548 0.9424 0.8984 0.9500 0.9404
20241031-20:32:08 nb_c_quizzes 20006
20241031-20:32:08 weakest_accuracies [0.8984, 0.9404]
20241031-20:32:08 dummy_rand tensor([0.5760])
20241031-20:32:08 dummy_rand tensor([0.7980])
20241031-20:32:08 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:32:08 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:34:40 train_loss 179 model 2 0.027580608367919923
20241031-20:34:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:34:40 train_loss 179 model 4 0.02549014663696289
20241031-20:34:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:34:42 test_loss 179 model 2 0.02037101745605469
20241031-20:34:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:34:42 test_loss 179 model 4 0.020963687896728516
20241031-20:34:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:34:45 test_accuracy 179 model 2 nb_correct 2344 / 2500 (93.76%)
20241031-20:34:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:34:45 test_accuracy 179 model 4 nb_correct 2293 / 2500 (91.72%)
20241031-20:34:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:34:55 wrote ae_*.pth
20241031-20:34:55 epoch_duration 2min46s next_finish 20:37:42
20241031-20:34:55 wrote state.pth
20241031-20:34:55 --- epoch 180 ----------------------------------------
20241031-20:34:55 current_test_accuracies 0.9548 0.9424 0.9376 0.9500 0.9172
20241031-20:34:55 nb_c_quizzes 20006
20241031-20:34:55 weakest_accuracies [0.9172, 0.9376]
20241031-20:34:55 dummy_rand tensor([0.9811])
20241031-20:34:55 dummy_rand tensor([0.9970])
20241031-20:34:55 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:34:55 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:37:28 train_loss 180 model 4 0.025557144165039063
20241031-20:37:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:37:28 train_loss 180 model 2 0.027608620643615724
20241031-20:37:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:37:31 test_loss 180 model 4 0.022006683349609375
20241031-20:37:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:37:31 test_loss 180 model 2 0.02359344482421875
20241031-20:37:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:37:33 test_accuracy 180 model 4 nb_correct 2331 / 2500 (93.24%)
20241031-20:37:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:37:33 test_accuracy 180 model 2 nb_correct 2323 / 2500 (92.92%)
20241031-20:37:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:37:43 wrote ae_*.pth
20241031-20:37:43 epoch_duration 2min47s next_finish 20:40:31
20241031-20:37:43 wrote state.pth
20241031-20:37:43 --- epoch 181 ----------------------------------------
20241031-20:37:43 current_test_accuracies 0.9548 0.9424 0.9292 0.9500 0.9324
20241031-20:37:43 nb_c_quizzes 20006
20241031-20:37:43 weakest_accuracies [0.9292, 0.9324]
20241031-20:37:43 dummy_rand tensor([0.2586])
20241031-20:37:43 dummy_rand tensor([0.9867])
20241031-20:37:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:37:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:40:16 train_loss 181 model 4 0.025125808715820312
20241031-20:40:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:40:16 train_loss 181 model 2 0.027455665588378905
20241031-20:40:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:40:18 test_loss 181 model 4 0.018173904418945314
20241031-20:40:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:40:18 test_loss 181 model 2 0.02111366271972656
20241031-20:40:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:40:20 test_accuracy 181 model 4 nb_correct 2295 / 2500 (91.80%)
20241031-20:40:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:40:20 test_accuracy 181 model 2 nb_correct 2274 / 2500 (90.96%)
20241031-20:40:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:40:30 wrote ae_*.pth
20241031-20:40:30 epoch_duration 2min46s next_finish 20:43:17
20241031-20:40:30 wrote state.pth
20241031-20:40:30 --- epoch 182 ----------------------------------------
20241031-20:40:30 current_test_accuracies 0.9548 0.9424 0.9096 0.9500 0.9180
20241031-20:40:30 nb_c_quizzes 20006
20241031-20:40:30 weakest_accuracies [0.9096, 0.918]
20241031-20:40:30 dummy_rand tensor([0.3315])
20241031-20:40:30 dummy_rand tensor([0.9844])
20241031-20:40:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:40:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:43:03 train_loss 182 model 2 0.027734994888305664
20241031-20:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:43:03 train_loss 182 model 4 0.025132740020751953
20241031-20:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:43:05 test_loss 182 model 2 0.021756038665771485
20241031-20:43:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:43:06 test_loss 182 model 4 0.021994380950927733
20241031-20:43:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:43:08 test_accuracy 182 model 2 nb_correct 2336 / 2500 (93.44%)
20241031-20:43:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:43:08 test_accuracy 182 model 4 nb_correct 2217 / 2500 (88.68%)
20241031-20:43:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:43:18 wrote ae_*.pth
20241031-20:43:18 epoch_duration 2min47s next_finish 20:46:05
20241031-20:43:18 wrote state.pth
20241031-20:43:18 --- epoch 183 ----------------------------------------
20241031-20:43:18 current_test_accuracies 0.9548 0.9424 0.9344 0.9500 0.8868
20241031-20:43:18 nb_c_quizzes 20006
20241031-20:43:18 weakest_accuracies [0.8868, 0.9344]
20241031-20:43:18 dummy_rand tensor([0.2591])
20241031-20:43:18 dummy_rand tensor([0.3191])
20241031-20:43:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:43:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:45:50 train_loss 183 model 4 0.02551407241821289
20241031-20:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:45:50 train_loss 183 model 2 0.02701507568359375
20241031-20:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:45:52 test_loss 183 model 4 0.0209588623046875
20241031-20:45:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:45:52 test_loss 183 model 2 0.021286630630493165
20241031-20:45:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:45:55 test_accuracy 183 model 4 nb_correct 2297 / 2500 (91.88%)
20241031-20:45:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:45:55 test_accuracy 183 model 2 nb_correct 2343 / 2500 (93.72%)
20241031-20:45:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:46:04 wrote ae_*.pth
20241031-20:46:04 epoch_duration 2min46s next_finish 20:48:51
20241031-20:46:04 wrote state.pth
20241031-20:46:04 --- epoch 184 ----------------------------------------
20241031-20:46:04 current_test_accuracies 0.9548 0.9424 0.9372 0.9500 0.9188
20241031-20:46:04 nb_c_quizzes 20006
20241031-20:46:04 weakest_accuracies [0.9188, 0.9372]
20241031-20:46:04 dummy_rand tensor([0.5277])
20241031-20:46:04 dummy_rand tensor([0.0380])
20241031-20:46:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:46:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:48:37 train_loss 184 model 2 0.026654611587524413
20241031-20:48:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:48:37 train_loss 184 model 4 0.02562610626220703
20241031-20:48:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:48:39 test_loss 184 model 2 0.020389785766601564
20241031-20:48:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:48:39 test_loss 184 model 4 0.020005035400390624
20241031-20:48:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:48:41 test_accuracy 184 model 2 nb_correct 2306 / 2500 (92.24%)
20241031-20:48:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:48:41 test_accuracy 184 model 4 nb_correct 2320 / 2500 (92.80%)
20241031-20:48:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:48:51 wrote ae_*.pth
20241031-20:48:51 epoch_duration 2min46s next_finish 20:51:38
20241031-20:48:51 wrote state.pth
20241031-20:48:51 --- epoch 185 ----------------------------------------
20241031-20:48:51 current_test_accuracies 0.9548 0.9424 0.9224 0.9500 0.9280
20241031-20:48:51 nb_c_quizzes 20006
20241031-20:48:51 weakest_accuracies [0.9224, 0.928]
20241031-20:48:51 dummy_rand tensor([0.8700])
20241031-20:48:51 dummy_rand tensor([0.4772])
20241031-20:48:51 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:48:51 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:51:23 train_loss 185 model 2 0.02760440158843994
20241031-20:51:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:51:24 train_loss 185 model 4 0.025378293991088867
20241031-20:51:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:51:26 test_loss 185 model 2 0.02123032569885254
20241031-20:51:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:51:26 test_loss 185 model 4 0.023524093627929687
20241031-20:51:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:51:28 test_accuracy 185 model 2 nb_correct 2318 / 2500 (92.72%)
20241031-20:51:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:51:28 test_accuracy 185 model 4 nb_correct 2287 / 2500 (91.48%)
20241031-20:51:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:51:38 wrote ae_*.pth
20241031-20:51:38 epoch_duration 2min46s next_finish 20:54:24
20241031-20:51:38 wrote state.pth
20241031-20:51:38 --- epoch 186 ----------------------------------------
20241031-20:51:38 current_test_accuracies 0.9548 0.9424 0.9272 0.9500 0.9148
20241031-20:51:38 nb_c_quizzes 20006
20241031-20:51:38 weakest_accuracies [0.9148, 0.9272]
20241031-20:51:38 dummy_rand tensor([0.9618])
20241031-20:51:38 dummy_rand tensor([0.0156])
20241031-20:51:38 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:51:38 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:54:10 train_loss 186 model 2 0.026971336364746093
20241031-20:54:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:54:10 train_loss 186 model 4 0.025324687957763672
20241031-20:54:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:54:13 test_loss 186 model 2 0.020767345428466796
20241031-20:54:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:54:13 test_loss 186 model 4 0.0175927734375
20241031-20:54:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:54:15 test_accuracy 186 model 2 nb_correct 2297 / 2500 (91.88%)
20241031-20:54:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:54:15 test_accuracy 186 model 4 nb_correct 2348 / 2500 (93.92%)
20241031-20:54:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:54:25 wrote ae_*.pth
20241031-20:54:25 epoch_duration 2min46s next_finish 20:57:12
20241031-20:54:25 wrote state.pth
20241031-20:54:25 --- epoch 187 ----------------------------------------
20241031-20:54:25 current_test_accuracies 0.9548 0.9424 0.9188 0.9500 0.9392
20241031-20:54:25 nb_c_quizzes 20006
20241031-20:54:25 weakest_accuracies [0.9188, 0.9392]
20241031-20:54:25 dummy_rand tensor([0.5470])
20241031-20:54:25 dummy_rand tensor([0.9311])
20241031-20:54:25 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:54:25 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:56:57 train_loss 187 model 2 0.027397804260253907
20241031-20:56:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:56:57 train_loss 187 model 4 0.024782370567321778
20241031-20:56:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:56:59 test_loss 187 model 2 0.0222894287109375
20241031-20:56:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:56:59 test_loss 187 model 4 0.019921913146972656
20241031-20:56:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:57:02 test_accuracy 187 model 2 nb_correct 2199 / 2500 (87.96%)
20241031-20:57:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:57:02 test_accuracy 187 model 4 nb_correct 2344 / 2500 (93.76%)
20241031-20:57:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:57:11 wrote ae_*.pth
20241031-20:57:11 epoch_duration 2min46s next_finish 20:59:58
20241031-20:57:11 wrote state.pth
20241031-20:57:11 --- epoch 188 ----------------------------------------
20241031-20:57:11 current_test_accuracies 0.9548 0.9424 0.8796 0.9500 0.9376
20241031-20:57:11 nb_c_quizzes 20006
20241031-20:57:11 weakest_accuracies [0.8796, 0.9376]
20241031-20:57:11 dummy_rand tensor([0.4595])
20241031-20:57:11 dummy_rand tensor([0.8335])
20241031-20:57:11 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:57:11 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:59:43 train_loss 188 model 2 0.026561006546020508
20241031-20:59:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:59:43 train_loss 188 model 4 0.024719711303710937
20241031-20:59:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:59:46 test_loss 188 model 2 0.02394522190093994
20241031-20:59:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:59:46 test_loss 188 model 4 0.018759002685546877
20241031-20:59:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-20:59:48 test_accuracy 188 model 2 nb_correct 2312 / 2500 (92.48%)
20241031-20:59:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:59:48 test_accuracy 188 model 4 nb_correct 2322 / 2500 (92.88%)
20241031-20:59:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-20:59:57 wrote ae_*.pth
20241031-20:59:57 epoch_duration 2min46s next_finish 21:02:44
20241031-20:59:58 wrote state.pth
20241031-20:59:58 --- epoch 189 ----------------------------------------
20241031-20:59:58 current_test_accuracies 0.9548 0.9424 0.9248 0.9500 0.9288
20241031-20:59:58 nb_c_quizzes 20006
20241031-20:59:58 weakest_accuracies [0.9248, 0.9288]
20241031-20:59:58 dummy_rand tensor([0.1711])
20241031-20:59:58 dummy_rand tensor([0.0099])
20241031-20:59:58 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-20:59:58 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:02:29 train_loss 189 model 2 0.026747564315795898
20241031-21:02:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:02:29 train_loss 189 model 4 0.02426930809020996
20241031-21:02:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:02:32 test_loss 189 model 2 0.020943374633789064
20241031-21:02:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:02:32 test_loss 189 model 4 0.018680362701416015
20241031-21:02:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:02:34 test_accuracy 189 model 2 nb_correct 2309 / 2500 (92.36%)
20241031-21:02:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:02:34 test_accuracy 189 model 4 nb_correct 2281 / 2500 (91.24%)
20241031-21:02:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:02:44 wrote ae_*.pth
20241031-21:02:44 epoch_duration 2min46s next_finish 21:05:30
20241031-21:02:44 wrote state.pth
20241031-21:02:44 --- epoch 190 ----------------------------------------
20241031-21:02:44 current_test_accuracies 0.9548 0.9424 0.9236 0.9500 0.9124
20241031-21:02:44 nb_c_quizzes 20006
20241031-21:02:44 weakest_accuracies [0.9124, 0.9236]
20241031-21:02:44 dummy_rand tensor([0.6108])
20241031-21:02:44 dummy_rand tensor([0.5758])
20241031-21:02:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:02:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:05:16 train_loss 190 model 2 0.026494115829467774
20241031-21:05:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:05:16 train_loss 190 model 4 0.025176227569580076
20241031-21:05:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:05:19 test_loss 190 model 2 0.021190414428710936
20241031-21:05:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:05:19 test_loss 190 model 4 0.02145599365234375
20241031-21:05:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:05:21 test_accuracy 190 model 2 nb_correct 2273 / 2500 (90.92%)
20241031-21:05:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:05:21 test_accuracy 190 model 4 nb_correct 2304 / 2500 (92.16%)
20241031-21:05:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:05:31 wrote ae_*.pth
20241031-21:05:31 epoch_duration 2min47s next_finish 21:08:18
20241031-21:05:31 wrote state.pth
20241031-21:05:31 --- epoch 191 ----------------------------------------
20241031-21:05:31 current_test_accuracies 0.9548 0.9424 0.9092 0.9500 0.9216
20241031-21:05:31 nb_c_quizzes 20006
20241031-21:05:31 weakest_accuracies [0.9092, 0.9216]
20241031-21:05:31 dummy_rand tensor([0.3620])
20241031-21:05:31 dummy_rand tensor([0.2826])
20241031-21:05:31 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:05:31 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:08:03 train_loss 191 model 4 0.02518510103225708
20241031-21:08:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:08:03 train_loss 191 model 2 0.026926944732666016
20241031-21:08:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:08:06 test_loss 191 model 4 0.022598342895507814
20241031-21:08:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:08:06 test_loss 191 model 2 0.021879959106445312
20241031-21:08:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:08:08 test_accuracy 191 model 4 nb_correct 2346 / 2500 (93.84%)
20241031-21:08:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:08:08 test_accuracy 191 model 2 nb_correct 2328 / 2500 (93.12%)
20241031-21:08:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:08:18 wrote ae_*.pth
20241031-21:08:18 epoch_duration 2min46s next_finish 21:11:05
20241031-21:08:18 wrote state.pth
20241031-21:08:18 --- epoch 192 ----------------------------------------
20241031-21:08:18 current_test_accuracies 0.9548 0.9424 0.9312 0.9500 0.9384
20241031-21:08:18 nb_c_quizzes 20006
20241031-21:08:18 weakest_accuracies [0.9312, 0.9384]
20241031-21:08:18 dummy_rand tensor([0.6762])
20241031-21:08:18 dummy_rand tensor([0.2431])
20241031-21:08:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:08:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:10:51 train_loss 192 model 4 0.02470694923400879
20241031-21:10:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:10:51 train_loss 192 model 2 0.026968822479248047
20241031-21:10:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:10:53 test_loss 192 model 4 0.01613138198852539
20241031-21:10:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:10:53 test_loss 192 model 2 0.01990791320800781
20241031-21:10:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:10:55 test_accuracy 192 model 4 nb_correct 2368 / 2500 (94.72%)
20241031-21:10:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:10:55 test_accuracy 192 model 2 nb_correct 2315 / 2500 (92.60%)
20241031-21:10:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:11:05 wrote ae_*.pth
20241031-21:11:05 epoch_duration 2min47s next_finish 21:13:52
20241031-21:11:05 wrote state.pth
20241031-21:11:05 --- epoch 193 ----------------------------------------
20241031-21:11:05 current_test_accuracies 0.9548 0.9424 0.9260 0.9500 0.9472
20241031-21:11:05 nb_c_quizzes 20006
20241031-21:11:05 weakest_accuracies [0.926, 0.9424]
20241031-21:11:05 dummy_rand tensor([0.8310])
20241031-21:11:05 dummy_rand tensor([0.3886])
20241031-21:11:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:11:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:13:37 train_loss 193 model 2 0.02638653564453125
20241031-21:13:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:13:37 train_loss 193 model 1 0.025243366241455078
20241031-21:13:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:13:39 test_loss 193 model 2 0.021027358770370482
20241031-21:13:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:13:39 test_loss 193 model 1 0.020252456665039064
20241031-21:13:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:13:42 test_accuracy 193 model 2 nb_correct 2336 / 2500 (93.44%)
20241031-21:13:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:13:42 test_accuracy 193 model 1 nb_correct 2299 / 2500 (91.96%)
20241031-21:13:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:13:51 wrote ae_*.pth
20241031-21:13:51 epoch_duration 2min46s next_finish 21:16:38
20241031-21:13:51 wrote state.pth
20241031-21:13:51 --- epoch 194 ----------------------------------------
20241031-21:13:51 current_test_accuracies 0.9548 0.9196 0.9344 0.9500 0.9472
20241031-21:13:51 nb_c_quizzes 20006
20241031-21:13:51 weakest_accuracies [0.9196, 0.9344]
20241031-21:13:51 dummy_rand tensor([0.5413])
20241031-21:13:51 dummy_rand tensor([0.1843])
20241031-21:13:52 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:13:52 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:16:24 train_loss 194 model 2 0.026878829956054687
20241031-21:16:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:16:24 train_loss 194 model 1 0.02535808563232422
20241031-21:16:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:16:26 test_loss 194 model 2 0.021178817749023436
20241031-21:16:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:16:26 test_loss 194 model 1 0.020079078674316405
20241031-21:16:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:16:28 test_accuracy 194 model 2 nb_correct 2331 / 2500 (93.24%)
20241031-21:16:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:16:28 test_accuracy 194 model 1 nb_correct 2304 / 2500 (92.16%)
20241031-21:16:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:16:38 wrote ae_*.pth
20241031-21:16:38 epoch_duration 2min46s next_finish 21:19:24
20241031-21:16:38 wrote state.pth
20241031-21:16:38 --- epoch 195 ----------------------------------------
20241031-21:16:38 current_test_accuracies 0.9548 0.9216 0.9324 0.9500 0.9472
20241031-21:16:38 nb_c_quizzes 20006
20241031-21:16:38 weakest_accuracies [0.9216, 0.9324]
20241031-21:16:38 dummy_rand tensor([0.0726])
20241031-21:16:38 dummy_rand tensor([0.3301])
20241031-21:16:38 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:16:38 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:19:10 train_loss 195 model 2 0.02598075008392334
20241031-21:19:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:19:10 train_loss 195 model 1 0.025139137268066405
20241031-21:19:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:19:12 test_loss 195 model 2 0.024027042388916016
20241031-21:19:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:19:12 test_loss 195 model 1 0.020280141830444336
20241031-21:19:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:19:15 test_accuracy 195 model 2 nb_correct 2327 / 2500 (93.08%)
20241031-21:19:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:19:15 test_accuracy 195 model 1 nb_correct 2347 / 2500 (93.88%)
20241031-21:19:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:19:24 wrote ae_*.pth
20241031-21:19:24 epoch_duration 2min46s next_finish 21:22:10
20241031-21:19:24 wrote state.pth
20241031-21:19:24 --- epoch 196 ----------------------------------------
20241031-21:19:24 current_test_accuracies 0.9548 0.9388 0.9308 0.9500 0.9472
20241031-21:19:24 nb_c_quizzes 20006
20241031-21:19:24 weakest_accuracies [0.9308, 0.9388]
20241031-21:19:24 dummy_rand tensor([0.4857])
20241031-21:19:24 dummy_rand tensor([0.8492])
20241031-21:19:24 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:19:24 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:21:56 train_loss 196 model 2 0.026188737869262697
20241031-21:21:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:21:56 train_loss 196 model 1 0.02495121955871582
20241031-21:21:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:21:59 test_loss 196 model 2 0.021154098510742188
20241031-21:21:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:21:59 test_loss 196 model 1 0.020473461151123046
20241031-21:21:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:22:01 test_accuracy 196 model 2 nb_correct 2343 / 2500 (93.72%)
20241031-21:22:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:22:01 test_accuracy 196 model 1 nb_correct 2300 / 2500 (92.00%)
20241031-21:22:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:22:10 wrote ae_*.pth
20241031-21:22:10 epoch_duration 2min46s next_finish 21:24:57
20241031-21:22:10 wrote state.pth
20241031-21:22:10 --- epoch 197 ----------------------------------------
20241031-21:22:10 current_test_accuracies 0.9548 0.9200 0.9372 0.9500 0.9472
20241031-21:22:10 nb_c_quizzes 20006
20241031-21:22:10 weakest_accuracies [0.92, 0.9372]
20241031-21:22:11 dummy_rand tensor([0.4118])
20241031-21:22:11 dummy_rand tensor([0.8885])
20241031-21:22:11 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:22:11 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:24:42 train_loss 197 model 1 0.024535676002502442
20241031-21:24:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:24:42 train_loss 197 model 2 0.026401287078857423
20241031-21:24:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:24:45 test_loss 197 model 1 0.021346855163574218
20241031-21:24:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:24:45 test_loss 197 model 2 0.021093711853027344
20241031-21:24:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:24:47 test_accuracy 197 model 1 nb_correct 2341 / 2500 (93.64%)
20241031-21:24:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:24:47 test_accuracy 197 model 2 nb_correct 2344 / 2500 (93.76%)
20241031-21:24:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:24:57 wrote ae_*.pth
20241031-21:24:57 epoch_duration 2min46s next_finish 21:27:43
20241031-21:24:57 wrote state.pth
20241031-21:24:57 --- epoch 198 ----------------------------------------
20241031-21:24:57 current_test_accuracies 0.9548 0.9364 0.9376 0.9500 0.9472
20241031-21:24:57 nb_c_quizzes 20006
20241031-21:24:57 weakest_accuracies [0.9364, 0.9376]
20241031-21:24:57 dummy_rand tensor([0.4981])
20241031-21:24:57 dummy_rand tensor([0.4908])
20241031-21:24:57 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:24:57 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:27:29 train_loss 198 model 2 0.026274155616760254
20241031-21:27:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:27:29 train_loss 198 model 1 0.02514246654510498
20241031-21:27:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:27:31 test_loss 198 model 2 0.02056659698486328
20241031-21:27:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:27:32 test_loss 198 model 1 0.020288314819335938
20241031-21:27:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:27:34 test_accuracy 198 model 2 nb_correct 2260 / 2500 (90.40%)
20241031-21:27:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:27:34 test_accuracy 198 model 1 nb_correct 2305 / 2500 (92.20%)
20241031-21:27:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:27:43 wrote ae_*.pth
20241031-21:27:43 epoch_duration 2min46s next_finish 21:30:30
20241031-21:27:44 wrote state.pth
20241031-21:27:44 --- epoch 199 ----------------------------------------
20241031-21:27:44 current_test_accuracies 0.9548 0.9220 0.9040 0.9500 0.9472
20241031-21:27:44 nb_c_quizzes 20006
20241031-21:27:44 weakest_accuracies [0.904, 0.922]
20241031-21:27:44 dummy_rand tensor([0.6575])
20241031-21:27:44 dummy_rand tensor([0.8982])
20241031-21:27:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:27:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:30:16 train_loss 199 model 2 0.026805635452270507
20241031-21:30:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:30:16 train_loss 199 model 1 0.024041679382324217
20241031-21:30:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:30:18 test_loss 199 model 2 0.02061237335205078
20241031-21:30:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:30:18 test_loss 199 model 1 0.0198646354675293
20241031-21:30:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:30:20 test_accuracy 199 model 2 nb_correct 2329 / 2500 (93.16%)
20241031-21:30:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:30:20 test_accuracy 199 model 1 nb_correct 2314 / 2500 (92.56%)
20241031-21:30:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:30:30 wrote ae_*.pth
20241031-21:30:30 epoch_duration 2min46s next_finish 21:33:16
20241031-21:30:30 wrote state.pth
20241031-21:30:30 --- epoch 200 ----------------------------------------
20241031-21:30:30 current_test_accuracies 0.9548 0.9256 0.9316 0.9500 0.9472
20241031-21:30:30 nb_c_quizzes 20006
20241031-21:30:30 weakest_accuracies [0.9256, 0.9316]
20241031-21:30:30 dummy_rand tensor([0.0978])
20241031-21:30:30 dummy_rand tensor([0.8425])
20241031-21:30:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:30:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:33:02 train_loss 200 model 1 0.025273764610290527
20241031-21:33:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:33:02 train_loss 200 model 2 0.025628626346588135
20241031-21:33:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:33:05 test_loss 200 model 1 0.018191375732421876
20241031-21:33:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:33:05 test_loss 200 model 2 0.022691726684570312
20241031-21:33:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:33:07 test_accuracy 200 model 1 nb_correct 2310 / 2500 (92.40%)
20241031-21:33:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:33:07 test_accuracy 200 model 2 nb_correct 2318 / 2500 (92.72%)
20241031-21:33:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:33:17 wrote ae_*.pth
20241031-21:33:17 epoch_duration 2min46s next_finish 21:36:04
20241031-21:33:17 wrote state.pth
20241031-21:33:17 --- epoch 201 ----------------------------------------
20241031-21:33:17 current_test_accuracies 0.9548 0.9240 0.9272 0.9500 0.9472
20241031-21:33:17 nb_c_quizzes 20006
20241031-21:33:17 weakest_accuracies [0.924, 0.9272]
20241031-21:33:17 dummy_rand tensor([0.4076])
20241031-21:33:17 dummy_rand tensor([0.3030])
20241031-21:33:17 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:33:17 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:35:49 train_loss 201 model 2 0.02573857307434082
20241031-21:35:49 train_loss 201 model 1 0.024914139747619628
20241031-21:35:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:35:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:35:51 test_loss 201 model 2 0.02415130615234375
20241031-21:35:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:35:51 test_loss 201 model 1 0.018263635635375978
20241031-21:35:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:35:53 test_accuracy 201 model 2 nb_correct 2283 / 2500 (91.32%)
20241031-21:35:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:35:53 test_accuracy 201 model 1 nb_correct 2274 / 2500 (90.96%)
20241031-21:35:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:36:03 wrote ae_*.pth
20241031-21:36:03 epoch_duration 2min46s next_finish 21:38:50
20241031-21:36:03 wrote state.pth
20241031-21:36:03 --- epoch 202 ----------------------------------------
20241031-21:36:03 current_test_accuracies 0.9548 0.9096 0.9132 0.9500 0.9472
20241031-21:36:03 nb_c_quizzes 20006
20241031-21:36:03 weakest_accuracies [0.9096, 0.9132]
20241031-21:36:03 dummy_rand tensor([0.6482])
20241031-21:36:03 dummy_rand tensor([0.2701])
20241031-21:36:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:36:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:38:36 train_loss 202 model 2 0.0256029052734375
20241031-21:38:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:38:36 train_loss 202 model 1 0.025113916397094725
20241031-21:38:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:38:38 test_loss 202 model 2 0.022334327697753908
20241031-21:38:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:38:38 test_loss 202 model 1 0.01897747039794922
20241031-21:38:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:38:41 test_accuracy 202 model 2 nb_correct 2263 / 2500 (90.52%)
20241031-21:38:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:38:41 test_accuracy 202 model 1 nb_correct 2337 / 2500 (93.48%)
20241031-21:38:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:38:50 wrote ae_*.pth
20241031-21:38:50 epoch_duration 2min47s next_finish 21:41:37
20241031-21:38:50 wrote state.pth
20241031-21:38:50 --- epoch 203 ----------------------------------------
20241031-21:38:50 current_test_accuracies 0.9548 0.9348 0.9052 0.9500 0.9472
20241031-21:38:50 nb_c_quizzes 20006
20241031-21:38:50 weakest_accuracies [0.9052, 0.9348]
20241031-21:38:50 dummy_rand tensor([0.5800])
20241031-21:38:50 dummy_rand tensor([0.7320])
20241031-21:38:51 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:38:51 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:41:23 train_loss 203 model 1 0.025319215774536132
20241031-21:41:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:41:23 train_loss 203 model 2 0.025718923568725585
20241031-21:41:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:41:25 test_loss 203 model 1 0.01879829406738281
20241031-21:41:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:41:25 test_loss 203 model 2 0.019106369018554687
20241031-21:41:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:41:27 test_accuracy 203 model 1 nb_correct 2336 / 2500 (93.44%)
20241031-21:41:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:41:27 test_accuracy 203 model 2 nb_correct 2299 / 2500 (91.96%)
20241031-21:41:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:41:37 wrote ae_*.pth
20241031-21:41:37 epoch_duration 2min46s next_finish 21:44:24
20241031-21:41:37 wrote state.pth
20241031-21:41:37 --- epoch 204 ----------------------------------------
20241031-21:41:37 current_test_accuracies 0.9548 0.9344 0.9196 0.9500 0.9472
20241031-21:41:37 nb_c_quizzes 20006
20241031-21:41:37 weakest_accuracies [0.9196, 0.9344]
20241031-21:41:37 dummy_rand tensor([0.2024])
20241031-21:41:37 dummy_rand tensor([0.3938])
20241031-21:41:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:41:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:44:09 train_loss 204 model 2 0.0254781494140625
20241031-21:44:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:44:09 train_loss 204 model 1 0.024690622329711913
20241031-21:44:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:44:11 test_loss 204 model 2 0.0221563720703125
20241031-21:44:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:44:11 test_loss 204 model 1 0.022616195678710937
20241031-21:44:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:44:14 test_accuracy 204 model 2 nb_correct 2311 / 2500 (92.44%)
20241031-21:44:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:44:14 test_accuracy 204 model 1 nb_correct 2333 / 2500 (93.32%)
20241031-21:44:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:44:23 wrote ae_*.pth
20241031-21:44:23 epoch_duration 2min46s next_finish 21:47:10
20241031-21:44:24 wrote state.pth
20241031-21:44:24 --- epoch 205 ----------------------------------------
20241031-21:44:24 current_test_accuracies 0.9548 0.9332 0.9244 0.9500 0.9472
20241031-21:44:24 nb_c_quizzes 20006
20241031-21:44:24 weakest_accuracies [0.9244, 0.9332]
20241031-21:44:24 dummy_rand tensor([0.0926])
20241031-21:44:24 dummy_rand tensor([0.0385])
20241031-21:44:24 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:44:24 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:46:56 train_loss 205 model 1 0.024399697303771974
20241031-21:46:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:46:56 train_loss 205 model 2 0.025466044425964354
20241031-21:46:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:46:58 test_loss 205 model 1 0.02392951965332031
20241031-21:46:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:46:58 test_loss 205 model 2 0.021523380279541017
20241031-21:46:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:47:00 test_accuracy 205 model 1 nb_correct 2312 / 2500 (92.48%)
20241031-21:47:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:47:00 test_accuracy 205 model 2 nb_correct 2271 / 2500 (90.84%)
20241031-21:47:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:47:10 wrote ae_*.pth
20241031-21:47:10 epoch_duration 2min46s next_finish 21:49:56
20241031-21:47:10 wrote state.pth
20241031-21:47:10 --- epoch 206 ----------------------------------------
20241031-21:47:10 current_test_accuracies 0.9548 0.9248 0.9084 0.9500 0.9472
20241031-21:47:10 nb_c_quizzes 20006
20241031-21:47:10 weakest_accuracies [0.9084, 0.9248]
20241031-21:47:10 dummy_rand tensor([0.2391])
20241031-21:47:10 dummy_rand tensor([0.0890])
20241031-21:47:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:47:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:49:42 train_loss 206 model 2 0.025745796322822572
20241031-21:49:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:49:42 train_loss 206 model 1 0.025194111824035643
20241031-21:49:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:49:44 test_loss 206 model 2 0.020753936767578127
20241031-21:49:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:49:44 test_loss 206 model 1 0.021428604125976563
20241031-21:49:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:49:47 test_accuracy 206 model 2 nb_correct 2325 / 2500 (93.00%)
20241031-21:49:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:49:47 test_accuracy 206 model 1 nb_correct 2309 / 2500 (92.36%)
20241031-21:49:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:49:56 wrote ae_*.pth
20241031-21:49:56 epoch_duration 2min46s next_finish 21:52:43
20241031-21:49:56 wrote state.pth
20241031-21:49:56 --- epoch 207 ----------------------------------------
20241031-21:49:56 current_test_accuracies 0.9548 0.9236 0.9300 0.9500 0.9472
20241031-21:49:56 nb_c_quizzes 20006
20241031-21:49:56 weakest_accuracies [0.9236, 0.93]
20241031-21:49:56 dummy_rand tensor([0.5071])
20241031-21:49:56 dummy_rand tensor([0.2942])
20241031-21:49:57 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:49:57 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:52:29 train_loss 207 model 2 0.025349101066589354
20241031-21:52:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:52:29 train_loss 207 model 1 0.02441705799102783
20241031-21:52:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:52:31 test_loss 207 model 2 0.021974563598632812
20241031-21:52:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:52:31 test_loss 207 model 1 0.019465484619140626
20241031-21:52:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:52:34 test_accuracy 207 model 2 nb_correct 2353 / 2500 (94.12%)
20241031-21:52:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:52:34 test_accuracy 207 model 1 nb_correct 2297 / 2500 (91.88%)
20241031-21:52:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:52:43 wrote ae_*.pth
20241031-21:52:43 epoch_duration 2min46s next_finish 21:55:30
20241031-21:52:43 wrote state.pth
20241031-21:52:43 --- epoch 208 ----------------------------------------
20241031-21:52:43 current_test_accuracies 0.9548 0.9188 0.9412 0.9500 0.9472
20241031-21:52:43 nb_c_quizzes 20006
20241031-21:52:43 weakest_accuracies [0.9188, 0.9412]
20241031-21:52:43 dummy_rand tensor([0.8456])
20241031-21:52:43 dummy_rand tensor([0.9012])
20241031-21:52:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:52:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:55:15 train_loss 208 model 2 0.025382511138916014
20241031-21:55:15 train_loss 208 model 1 0.024448598861694336
20241031-21:55:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:55:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:55:18 test_loss 208 model 2 0.023420791625976562
20241031-21:55:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:55:18 test_loss 208 model 1 0.017808761596679688
20241031-21:55:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:55:20 test_accuracy 208 model 2 nb_correct 2356 / 2500 (94.24%)
20241031-21:55:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:55:20 test_accuracy 208 model 1 nb_correct 2353 / 2500 (94.12%)
20241031-21:55:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:55:30 wrote ae_*.pth
20241031-21:55:30 epoch_duration 2min46s next_finish 21:58:16
20241031-21:55:30 wrote state.pth
20241031-21:55:30 --- epoch 209 ----------------------------------------
20241031-21:55:30 current_test_accuracies 0.9548 0.9412 0.9424 0.9500 0.9472
20241031-21:55:30 nb_c_quizzes 20006
20241031-21:55:30 weakest_accuracies [0.9412, 0.9424]
20241031-21:55:30 dummy_rand tensor([0.7046])
20241031-21:55:30 dummy_rand tensor([0.9267])
20241031-21:55:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:55:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:58:02 train_loss 209 model 1 0.024177776336669923
20241031-21:58:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:58:02 train_loss 209 model 2 0.025230459213256836
20241031-21:58:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:58:04 test_loss 209 model 1 0.017702717781066895
20241031-21:58:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:58:04 test_loss 209 model 2 0.020399246215820312
20241031-21:58:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-21:58:06 test_accuracy 209 model 1 nb_correct 2355 / 2500 (94.20%)
20241031-21:58:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:58:06 test_accuracy 209 model 2 nb_correct 2327 / 2500 (93.08%)
20241031-21:58:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-21:58:16 wrote ae_*.pth
20241031-21:58:16 epoch_duration 2min46s next_finish 22:01:02
20241031-21:58:16 wrote state.pth
20241031-21:58:16 --- epoch 210 ----------------------------------------
20241031-21:58:16 current_test_accuracies 0.9548 0.9420 0.9308 0.9500 0.9472
20241031-21:58:16 nb_c_quizzes 20006
20241031-21:58:16 weakest_accuracies [0.9308, 0.942]
20241031-21:58:16 dummy_rand tensor([0.6167])
20241031-21:58:16 dummy_rand tensor([0.4925])
20241031-21:58:16 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-21:58:16 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:00:48 train_loss 210 model 2 0.02517334842681885
20241031-22:00:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:00:48 train_loss 210 model 1 0.024164201736450196
20241031-22:00:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:00:50 test_loss 210 model 2 0.02223400115966797
20241031-22:00:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:00:50 test_loss 210 model 1 0.024150915145874023
20241031-22:00:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:00:53 test_accuracy 210 model 2 nb_correct 2306 / 2500 (92.24%)
20241031-22:00:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:00:53 test_accuracy 210 model 1 nb_correct 2376 / 2500 (95.04%)
20241031-22:00:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:01:02 wrote ae_*.pth
20241031-22:01:02 epoch_duration 2min46s next_finish 22:03:49
20241031-22:01:03 wrote state.pth
20241031-22:01:03 --- epoch 211 ----------------------------------------
20241031-22:01:03 current_test_accuracies 0.9548 0.9504 0.9224 0.9500 0.9472
20241031-22:01:03 nb_c_quizzes 20006
20241031-22:01:03 weakest_accuracies [0.9224, 0.9472]
20241031-22:01:03 dummy_rand tensor([0.5452])
20241031-22:01:03 dummy_rand tensor([0.6335])
20241031-22:01:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:01:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:03:35 train_loss 211 model 2 0.02486884880065918
20241031-22:03:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:03:35 train_loss 211 model 4 0.024864252090454102
20241031-22:03:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:03:37 test_loss 211 model 2 0.02257904052734375
20241031-22:03:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:03:37 test_loss 211 model 4 0.01892335891723633
20241031-22:03:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:03:39 test_accuracy 211 model 2 nb_correct 2384 / 2500 (95.36%)
20241031-22:03:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:03:39 test_accuracy 211 model 4 nb_correct 2339 / 2500 (93.56%)
20241031-22:03:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:03:49 wrote ae_*.pth
20241031-22:03:49 epoch_duration 2min46s next_finish 22:06:36
20241031-22:03:49 wrote state.pth
20241031-22:03:49 --- epoch 212 ----------------------------------------
20241031-22:03:49 current_test_accuracies 0.9548 0.9504 0.9536 0.9500 0.9356
20241031-22:03:49 nb_c_quizzes 20006
20241031-22:03:49 weakest_accuracies [0.9356, 0.95]
20241031-22:03:49 dummy_rand tensor([0.9633])
20241031-22:03:49 dummy_rand tensor([0.5240])
20241031-22:03:49 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:03:49 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:06:21 train_loss 212 model 4 0.024922697067260743
20241031-22:06:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:06:21 train_loss 212 model 3 0.026063956260681153
20241031-22:06:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:06:24 test_loss 212 model 4 0.01775054931640625
20241031-22:06:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:06:24 test_loss 212 model 3 0.019944915771484373
20241031-22:06:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:06:26 test_accuracy 212 model 4 nb_correct 2300 / 2500 (92.00%)
20241031-22:06:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:06:26 test_accuracy 212 model 3 nb_correct 2302 / 2500 (92.08%)
20241031-22:06:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:06:36 wrote ae_*.pth
20241031-22:06:36 epoch_duration 2min46s next_finish 22:09:22
20241031-22:06:36 wrote state.pth
20241031-22:06:36 --- epoch 213 ----------------------------------------
20241031-22:06:36 current_test_accuracies 0.9548 0.9504 0.9536 0.9208 0.9200
20241031-22:06:36 nb_c_quizzes 20006
20241031-22:06:36 weakest_accuracies [0.92, 0.9208]
20241031-22:06:36 dummy_rand tensor([0.1614])
20241031-22:06:36 dummy_rand tensor([0.8557])
20241031-22:06:36 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:06:36 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:09:08 train_loss 213 model 4 0.02487027359008789
20241031-22:09:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:09:08 train_loss 213 model 3 0.026366098403930664
20241031-22:09:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:09:10 test_loss 213 model 4 0.02144688606262207
20241031-22:09:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:09:10 test_loss 213 model 3 0.021512527465820313
20241031-22:09:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:09:13 test_accuracy 213 model 4 nb_correct 2314 / 2500 (92.56%)
20241031-22:09:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:09:13 test_accuracy 213 model 3 nb_correct 2284 / 2500 (91.36%)
20241031-22:09:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:09:22 wrote ae_*.pth
20241031-22:09:22 epoch_duration 2min46s next_finish 22:12:09
20241031-22:09:23 wrote state.pth
20241031-22:09:23 --- epoch 214 ----------------------------------------
20241031-22:09:23 current_test_accuracies 0.9548 0.9504 0.9536 0.9136 0.9256
20241031-22:09:23 nb_c_quizzes 20006
20241031-22:09:23 weakest_accuracies [0.9136, 0.9256]
20241031-22:09:23 dummy_rand tensor([0.6230])
20241031-22:09:23 dummy_rand tensor([0.8450])
20241031-22:09:23 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:09:23 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:11:55 train_loss 214 model 4 0.025088142395019532
20241031-22:11:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:11:55 train_loss 214 model 3 0.027021772384643556
20241031-22:11:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:11:57 test_loss 214 model 4 0.020979413986206053
20241031-22:11:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:11:57 test_loss 214 model 3 0.02215290069580078
20241031-22:11:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:12:00 test_accuracy 214 model 4 nb_correct 2286 / 2500 (91.44%)
20241031-22:12:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:12:00 test_accuracy 214 model 3 nb_correct 2300 / 2500 (92.00%)
20241031-22:12:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:12:09 wrote ae_*.pth
20241031-22:12:09 epoch_duration 2min46s next_finish 22:14:56
20241031-22:12:10 wrote state.pth
20241031-22:12:10 --- epoch 215 ----------------------------------------
20241031-22:12:10 current_test_accuracies 0.9548 0.9504 0.9536 0.9200 0.9144
20241031-22:12:10 nb_c_quizzes 20006
20241031-22:12:10 weakest_accuracies [0.9144, 0.92]
20241031-22:12:10 dummy_rand tensor([0.5247])
20241031-22:12:10 dummy_rand tensor([0.9407])
20241031-22:12:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:12:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:14:42 train_loss 215 model 4 0.0249954776763916
20241031-22:14:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:14:42 train_loss 215 model 3 0.026765710830688478
20241031-22:14:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:14:44 test_loss 215 model 4 0.021957130432128907
20241031-22:14:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:14:44 test_loss 215 model 3 0.020575714111328126
20241031-22:14:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:14:46 test_accuracy 215 model 4 nb_correct 2296 / 2500 (91.84%)
20241031-22:14:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:14:46 test_accuracy 215 model 3 nb_correct 2326 / 2500 (93.04%)
20241031-22:14:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:14:56 wrote ae_*.pth
20241031-22:14:56 epoch_duration 2min46s next_finish 22:17:42
20241031-22:14:56 wrote state.pth
20241031-22:14:56 --- epoch 216 ----------------------------------------
20241031-22:14:56 current_test_accuracies 0.9548 0.9504 0.9536 0.9304 0.9184
20241031-22:14:56 nb_c_quizzes 20006
20241031-22:14:56 weakest_accuracies [0.9184, 0.9304]
20241031-22:14:56 dummy_rand tensor([0.8442])
20241031-22:14:56 dummy_rand tensor([0.7871])
20241031-22:14:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:14:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:17:28 train_loss 216 model 3 0.026043209075927734
20241031-22:17:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:17:28 train_loss 216 model 4 0.02512408447265625
20241031-22:17:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:17:30 test_loss 216 model 3 0.02259937286376953
20241031-22:17:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:17:30 test_loss 216 model 4 0.02206764221191406
20241031-22:17:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:17:33 test_accuracy 216 model 3 nb_correct 2309 / 2500 (92.36%)
20241031-22:17:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:17:33 test_accuracy 216 model 4 nb_correct 2299 / 2500 (91.96%)
20241031-22:17:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:17:42 wrote ae_*.pth
20241031-22:17:42 epoch_duration 2min46s next_finish 22:20:29
20241031-22:17:43 wrote state.pth
20241031-22:17:43 --- epoch 217 ----------------------------------------
20241031-22:17:43 current_test_accuracies 0.9548 0.9504 0.9536 0.9236 0.9196
20241031-22:17:43 nb_c_quizzes 20006
20241031-22:17:43 weakest_accuracies [0.9196, 0.9236]
20241031-22:17:43 dummy_rand tensor([0.2670])
20241031-22:17:43 dummy_rand tensor([0.0546])
20241031-22:17:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:17:43 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:20:15 train_loss 217 model 4 0.024991310119628907
20241031-22:20:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:20:15 train_loss 217 model 3 0.02650208282470703
20241031-22:20:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:20:17 test_loss 217 model 4 0.020877876281738282
20241031-22:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:20:17 test_loss 217 model 3 0.02218672275543213
20241031-22:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:20:19 test_accuracy 217 model 4 nb_correct 2306 / 2500 (92.24%)
20241031-22:20:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:20:20 test_accuracy 217 model 3 nb_correct 2351 / 2500 (94.04%)
20241031-22:20:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:20:29 wrote ae_*.pth
20241031-22:20:29 epoch_duration 2min46s next_finish 22:23:16
20241031-22:20:29 wrote state.pth
20241031-22:20:29 --- epoch 218 ----------------------------------------
20241031-22:20:29 current_test_accuracies 0.9548 0.9504 0.9536 0.9404 0.9224
20241031-22:20:29 nb_c_quizzes 20006
20241031-22:20:29 weakest_accuracies [0.9224, 0.9404]
20241031-22:20:29 dummy_rand tensor([0.0463])
20241031-22:20:29 dummy_rand tensor([0.3821])
20241031-22:20:29 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:20:29 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:23:01 train_loss 218 model 4 0.024231287002563478
20241031-22:23:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:23:01 train_loss 218 model 3 0.026282191276550293
20241031-22:23:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:23:04 test_loss 218 model 4 0.0219183349609375
20241031-22:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:23:04 test_loss 218 model 3 0.022109222412109376
20241031-22:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:23:06 test_accuracy 218 model 4 nb_correct 2304 / 2500 (92.16%)
20241031-22:23:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:23:06 test_accuracy 218 model 3 nb_correct 2311 / 2500 (92.44%)
20241031-22:23:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:23:16 wrote ae_*.pth
20241031-22:23:16 epoch_duration 2min46s next_finish 22:26:02
20241031-22:23:16 wrote state.pth
20241031-22:23:16 --- epoch 219 ----------------------------------------
20241031-22:23:16 current_test_accuracies 0.9548 0.9504 0.9536 0.9244 0.9216
20241031-22:23:16 nb_c_quizzes 20006
20241031-22:23:16 weakest_accuracies [0.9216, 0.9244]
20241031-22:23:16 dummy_rand tensor([0.7774])
20241031-22:23:16 dummy_rand tensor([0.0832])
20241031-22:23:16 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:23:16 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:25:48 train_loss 219 model 3 0.0257772216796875
20241031-22:25:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:25:48 train_loss 219 model 4 0.024680373191833496
20241031-22:25:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:25:50 test_loss 219 model 3 0.02110095977783203
20241031-22:25:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:25:50 test_loss 219 model 4 0.022628216743469237
20241031-22:25:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:25:52 test_accuracy 219 model 3 nb_correct 2320 / 2500 (92.80%)
20241031-22:25:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:25:52 test_accuracy 219 model 4 nb_correct 2340 / 2500 (93.60%)
20241031-22:25:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:26:02 wrote ae_*.pth
20241031-22:26:02 epoch_duration 2min46s next_finish 22:28:49
20241031-22:26:02 wrote state.pth
20241031-22:26:02 --- epoch 220 ----------------------------------------
20241031-22:26:02 current_test_accuracies 0.9548 0.9504 0.9536 0.9280 0.9360
20241031-22:26:02 nb_c_quizzes 20006
20241031-22:26:02 weakest_accuracies [0.928, 0.936]
20241031-22:26:02 dummy_rand tensor([0.8915])
20241031-22:26:02 dummy_rand tensor([0.2769])
20241031-22:26:02 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:26:02 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:28:35 train_loss 220 model 3 0.026263051986694336
20241031-22:28:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:28:35 train_loss 220 model 4 0.024171130180358887
20241031-22:28:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:28:37 test_loss 220 model 3 0.022657451629638673
20241031-22:28:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:28:37 test_loss 220 model 4 0.022086105346679687
20241031-22:28:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:28:40 test_accuracy 220 model 3 nb_correct 2313 / 2500 (92.52%)
20241031-22:28:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:28:40 test_accuracy 220 model 4 nb_correct 2308 / 2500 (92.32%)
20241031-22:28:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:28:49 wrote ae_*.pth
20241031-22:28:49 epoch_duration 2min47s next_finish 22:31:36
20241031-22:28:49 wrote state.pth
20241031-22:28:49 --- epoch 221 ----------------------------------------
20241031-22:28:49 current_test_accuracies 0.9548 0.9504 0.9536 0.9252 0.9232
20241031-22:28:49 nb_c_quizzes 20006
20241031-22:28:49 weakest_accuracies [0.9232, 0.9252]
20241031-22:28:49 dummy_rand tensor([0.6263])
20241031-22:28:49 dummy_rand tensor([0.9385])
20241031-22:28:49 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:28:49 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:31:22 train_loss 221 model 4 0.02409752368927002
20241031-22:31:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:31:22 train_loss 221 model 3 0.0262416410446167
20241031-22:31:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:31:24 test_loss 221 model 4 0.02015939712524414
20241031-22:31:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:31:24 test_loss 221 model 3 0.017614479064941405
20241031-22:31:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:31:26 test_accuracy 221 model 4 nb_correct 2277 / 2500 (91.08%)
20241031-22:31:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:31:27 test_accuracy 221 model 3 nb_correct 2321 / 2500 (92.84%)
20241031-22:31:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:31:36 wrote ae_*.pth
20241031-22:31:36 epoch_duration 2min47s next_finish 22:34:23
20241031-22:31:36 wrote state.pth
20241031-22:31:36 --- epoch 222 ----------------------------------------
20241031-22:31:36 current_test_accuracies 0.9548 0.9504 0.9536 0.9284 0.9108
20241031-22:31:36 nb_c_quizzes 20006
20241031-22:31:36 weakest_accuracies [0.9108, 0.9284]
20241031-22:31:36 dummy_rand tensor([0.9507])
20241031-22:31:36 dummy_rand tensor([0.0846])
20241031-22:31:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:31:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:34:08 train_loss 222 model 4 0.024273286819458006
20241031-22:34:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:34:09 train_loss 222 model 3 0.026796899795532226
20241031-22:34:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:34:11 test_loss 222 model 4 0.020188369750976563
20241031-22:34:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:34:11 test_loss 222 model 3 0.02029949188232422
20241031-22:34:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:34:13 test_accuracy 222 model 4 nb_correct 2353 / 2500 (94.12%)
20241031-22:34:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:34:13 test_accuracy 222 model 3 nb_correct 2274 / 2500 (90.96%)
20241031-22:34:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:34:23 wrote ae_*.pth
20241031-22:34:23 epoch_duration 2min46s next_finish 22:37:09
20241031-22:34:23 wrote state.pth
20241031-22:34:23 --- epoch 223 ----------------------------------------
20241031-22:34:23 current_test_accuracies 0.9548 0.9504 0.9536 0.9096 0.9412
20241031-22:34:23 nb_c_quizzes 20006
20241031-22:34:23 weakest_accuracies [0.9096, 0.9412]
20241031-22:34:23 dummy_rand tensor([0.7012])
20241031-22:34:23 dummy_rand tensor([0.3643])
20241031-22:34:23 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:34:23 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:36:55 train_loss 223 model 4 0.024454118728637696
20241031-22:36:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:36:55 train_loss 223 model 3 0.02600893783569336
20241031-22:36:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:36:57 test_loss 223 model 4 0.022092132568359374
20241031-22:36:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:36:57 test_loss 223 model 3 0.023277359008789064
20241031-22:36:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:37:00 test_accuracy 223 model 4 nb_correct 2271 / 2500 (90.84%)
20241031-22:37:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:37:00 test_accuracy 223 model 3 nb_correct 2267 / 2500 (90.68%)
20241031-22:37:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:37:10 wrote ae_*.pth
20241031-22:37:10 epoch_duration 2min46s next_finish 22:39:56
20241031-22:37:10 wrote state.pth
20241031-22:37:10 --- epoch 224 ----------------------------------------
20241031-22:37:10 current_test_accuracies 0.9548 0.9504 0.9536 0.9068 0.9084
20241031-22:37:10 nb_c_quizzes 20006
20241031-22:37:10 weakest_accuracies [0.9068, 0.9084]
20241031-22:37:10 dummy_rand tensor([0.6391])
20241031-22:37:10 dummy_rand tensor([0.8407])
20241031-22:37:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:37:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:39:42 train_loss 224 model 4 0.02418519115447998
20241031-22:39:42 train_loss 224 model 3 0.02574652051925659
20241031-22:39:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:39:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:39:44 test_loss 224 model 4 0.019797935485839843
20241031-22:39:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:39:44 test_loss 224 model 3 0.02403646469116211
20241031-22:39:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:39:47 test_accuracy 224 model 4 nb_correct 2291 / 2500 (91.64%)
20241031-22:39:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:39:47 test_accuracy 224 model 3 nb_correct 2317 / 2500 (92.68%)
20241031-22:39:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:39:56 wrote ae_*.pth
20241031-22:39:56 epoch_duration 2min46s next_finish 22:42:43
20241031-22:39:56 wrote state.pth
20241031-22:39:56 --- epoch 225 ----------------------------------------
20241031-22:39:56 current_test_accuracies 0.9548 0.9504 0.9536 0.9268 0.9164
20241031-22:39:56 nb_c_quizzes 20006
20241031-22:39:56 weakest_accuracies [0.9164, 0.9268]
20241031-22:39:56 dummy_rand tensor([0.5891])
20241031-22:39:56 dummy_rand tensor([0.5981])
20241031-22:39:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:39:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:42:30 train_loss 225 model 4 0.024250764846801758
20241031-22:42:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:42:30 train_loss 225 model 3 0.02517447090148926
20241031-22:42:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:42:33 test_loss 225 model 4 0.018685531616210938
20241031-22:42:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:42:33 test_loss 225 model 3 0.024279670715332033
20241031-22:42:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:42:35 test_accuracy 225 model 4 nb_correct 2282 / 2500 (91.28%)
20241031-22:42:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:42:35 test_accuracy 225 model 3 nb_correct 2402 / 2500 (96.08%)
20241031-22:42:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:42:45 wrote ae_*.pth
20241031-22:42:45 epoch_duration 2min48s next_finish 22:45:34
20241031-22:42:45 wrote state.pth
20241031-22:42:45 --- epoch 226 ----------------------------------------
20241031-22:42:45 current_test_accuracies 0.9548 0.9504 0.9536 0.9608 0.9128
20241031-22:42:45 nb_c_quizzes 20006
20241031-22:42:45 weakest_accuracies [0.9128, 0.9504]
20241031-22:42:45 dummy_rand tensor([0.8040])
20241031-22:42:45 dummy_rand tensor([0.6192])
20241031-22:42:45 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:42:45 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:45:17 train_loss 226 model 1 0.02499795722961426
20241031-22:45:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:45:17 train_loss 226 model 4 0.024051783561706543
20241031-22:45:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:45:19 test_loss 226 model 1 0.020229301452636718
20241031-22:45:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:45:19 test_loss 226 model 4 0.020341463088989258
20241031-22:45:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:45:22 test_accuracy 226 model 1 nb_correct 2338 / 2500 (93.52%)
20241031-22:45:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:45:22 test_accuracy 226 model 4 nb_correct 2284 / 2500 (91.36%)
20241031-22:45:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:45:31 wrote ae_*.pth
20241031-22:45:31 epoch_duration 2min46s next_finish 22:48:18
20241031-22:45:32 wrote state.pth
20241031-22:45:32 --- epoch 227 ----------------------------------------
20241031-22:45:32 current_test_accuracies 0.9548 0.9352 0.9536 0.9608 0.9136
20241031-22:45:32 nb_c_quizzes 20006
20241031-22:45:32 weakest_accuracies [0.9136, 0.9352]
20241031-22:45:32 dummy_rand tensor([0.7309])
20241031-22:45:32 dummy_rand tensor([0.7308])
20241031-22:45:32 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:45:32 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:48:04 train_loss 227 model 1 0.0243708416223526
20241031-22:48:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:48:04 train_loss 227 model 4 0.02422306728363037
20241031-22:48:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:48:06 test_loss 227 model 1 0.02127178192138672
20241031-22:48:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:48:06 test_loss 227 model 4 0.01939910888671875
20241031-22:48:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:48:08 test_accuracy 227 model 1 nb_correct 2265 / 2500 (90.60%)
20241031-22:48:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:48:08 test_accuracy 227 model 4 nb_correct 2283 / 2500 (91.32%)
20241031-22:48:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:48:18 wrote ae_*.pth
20241031-22:48:18 epoch_duration 2min46s next_finish 22:51:05
20241031-22:48:18 wrote state.pth
20241031-22:48:18 --- epoch 228 ----------------------------------------
20241031-22:48:18 current_test_accuracies 0.9548 0.9060 0.9536 0.9608 0.9132
20241031-22:48:18 nb_c_quizzes 20006
20241031-22:48:18 weakest_accuracies [0.906, 0.9132]
20241031-22:48:18 dummy_rand tensor([0.1411])
20241031-22:48:18 dummy_rand tensor([0.1906])
20241031-22:48:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:48:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:50:51 train_loss 228 model 1 0.02471985149383545
20241031-22:50:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:50:51 train_loss 228 model 4 0.02413752841949463
20241031-22:50:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:50:53 test_loss 228 model 1 0.01921590805053711
20241031-22:50:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:50:53 test_loss 228 model 4 0.01874755859375
20241031-22:50:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:50:55 test_accuracy 228 model 1 nb_correct 2334 / 2500 (93.36%)
20241031-22:50:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:50:55 test_accuracy 228 model 4 nb_correct 2359 / 2500 (94.36%)
20241031-22:50:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:51:05 wrote ae_*.pth
20241031-22:51:05 epoch_duration 2min46s next_finish 22:53:52
20241031-22:51:05 wrote state.pth
20241031-22:51:05 --- epoch 229 ----------------------------------------
20241031-22:51:05 current_test_accuracies 0.9548 0.9336 0.9536 0.9608 0.9436
20241031-22:51:05 nb_c_quizzes 20006
20241031-22:51:05 weakest_accuracies [0.9336, 0.9436]
20241031-22:51:05 dummy_rand tensor([0.7388])
20241031-22:51:05 dummy_rand tensor([0.2071])
20241031-22:51:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:51:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:53:38 train_loss 229 model 4 0.02449958848953247
20241031-22:53:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:53:38 train_loss 229 model 1 0.02373643684387207
20241031-22:53:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:53:40 test_loss 229 model 4 0.021178112030029297
20241031-22:53:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:53:41 test_loss 229 model 1 0.019710273742675782
20241031-22:53:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:53:43 test_accuracy 229 model 4 nb_correct 2360 / 2500 (94.40%)
20241031-22:53:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:53:43 test_accuracy 229 model 1 nb_correct 2372 / 2500 (94.88%)
20241031-22:53:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:53:52 wrote ae_*.pth
20241031-22:53:52 epoch_duration 2min47s next_finish 22:56:40
20241031-22:53:53 wrote state.pth
20241031-22:53:53 --- epoch 230 ----------------------------------------
20241031-22:53:53 current_test_accuracies 0.9548 0.9488 0.9536 0.9608 0.9440
20241031-22:53:53 nb_c_quizzes 20006
20241031-22:53:53 weakest_accuracies [0.944, 0.9488]
20241031-22:53:53 dummy_rand tensor([0.4204])
20241031-22:53:53 dummy_rand tensor([0.1980])
20241031-22:53:53 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:53:53 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:56:25 train_loss 230 model 1 0.024265085220336914
20241031-22:56:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:56:25 train_loss 230 model 4 0.02407507801055908
20241031-22:56:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:56:27 test_loss 230 model 1 0.021966209411621095
20241031-22:56:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:56:27 test_loss 230 model 4 0.02024101257324219
20241031-22:56:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:56:29 test_accuracy 230 model 1 nb_correct 2334 / 2500 (93.36%)
20241031-22:56:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:56:29 test_accuracy 230 model 4 nb_correct 2366 / 2500 (94.64%)
20241031-22:56:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:56:39 wrote ae_*.pth
20241031-22:56:39 epoch_duration 2min46s next_finish 22:59:25
20241031-22:56:39 wrote state.pth
20241031-22:56:39 --- epoch 231 ----------------------------------------
20241031-22:56:39 current_test_accuracies 0.9548 0.9336 0.9536 0.9608 0.9464
20241031-22:56:39 nb_c_quizzes 20006
20241031-22:56:39 weakest_accuracies [0.9336, 0.9464]
20241031-22:56:39 dummy_rand tensor([0.4706])
20241031-22:56:39 dummy_rand tensor([0.4796])
20241031-22:56:39 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:56:39 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:59:11 train_loss 231 model 4 0.02370245361328125
20241031-22:59:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:59:11 train_loss 231 model 1 0.024437336444854737
20241031-22:59:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:59:14 test_loss 231 model 4 0.018854527473449706
20241031-22:59:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:59:14 test_loss 231 model 1 0.020253667831420897
20241031-22:59:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-22:59:16 test_accuracy 231 model 4 nb_correct 2416 / 2500 (96.64%)
20241031-22:59:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:59:16 test_accuracy 231 model 1 nb_correct 2352 / 2500 (94.08%)
20241031-22:59:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-22:59:26 wrote ae_*.pth
20241031-22:59:26 epoch_duration 2min46s next_finish 23:02:13
20241031-22:59:26 wrote state.pth
20241031-22:59:26 --- epoch 232 ----------------------------------------
20241031-22:59:26 current_test_accuracies 0.9548 0.9408 0.9536 0.9608 0.9664
20241031-22:59:26 nb_c_quizzes 20006
20241031-22:59:26 weakest_accuracies [0.9408, 0.9536]
20241031-22:59:26 dummy_rand tensor([0.6615])
20241031-22:59:26 dummy_rand tensor([0.3077])
20241031-22:59:26 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-22:59:26 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:01:58 train_loss 232 model 1 0.02416448402404785
20241031-23:01:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:01:58 train_loss 232 model 2 0.025441775321960448
20241031-23:01:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:02:00 test_loss 232 model 1 0.019714164733886718
20241031-23:02:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:02:00 test_loss 232 model 2 0.021596527099609374
20241031-23:02:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:02:02 test_accuracy 232 model 1 nb_correct 2264 / 2500 (90.56%)
20241031-23:02:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:02:03 test_accuracy 232 model 2 nb_correct 2269 / 2500 (90.76%)
20241031-23:02:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:02:12 wrote ae_*.pth
20241031-23:02:12 epoch_duration 2min46s next_finish 23:04:58
20241031-23:02:12 wrote state.pth
20241031-23:02:12 --- epoch 233 ----------------------------------------
20241031-23:02:12 current_test_accuracies 0.9548 0.9056 0.9076 0.9608 0.9664
20241031-23:02:12 nb_c_quizzes 20006
20241031-23:02:12 weakest_accuracies [0.9056, 0.9076]
20241031-23:02:12 dummy_rand tensor([0.0088])
20241031-23:02:12 dummy_rand tensor([0.8547])
20241031-23:02:12 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:02:12 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:04:44 train_loss 233 model 1 0.023856688022613527
20241031-23:04:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:04:44 train_loss 233 model 2 0.025078208923339843
20241031-23:04:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:04:47 test_loss 233 model 1 0.021105995178222658
20241031-23:04:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:04:47 test_loss 233 model 2 0.020968589782714844
20241031-23:04:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:04:49 test_accuracy 233 model 1 nb_correct 2317 / 2500 (92.68%)
20241031-23:04:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:04:49 test_accuracy 233 model 2 nb_correct 2373 / 2500 (94.92%)
20241031-23:04:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:04:59 wrote ae_*.pth
20241031-23:04:59 epoch_duration 2min46s next_finish 23:07:45
20241031-23:04:59 wrote state.pth
20241031-23:04:59 --- epoch 234 ----------------------------------------
20241031-23:04:59 current_test_accuracies 0.9548 0.9268 0.9492 0.9608 0.9664
20241031-23:04:59 nb_c_quizzes 20006
20241031-23:04:59 weakest_accuracies [0.9268, 0.9492]
20241031-23:04:59 dummy_rand tensor([0.4073])
20241031-23:04:59 dummy_rand tensor([0.0716])
20241031-23:04:59 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:04:59 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:07:31 train_loss 234 model 1 0.024253138065338135
20241031-23:07:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:07:31 train_loss 234 model 2 0.024858582496643068
20241031-23:07:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:07:33 test_loss 234 model 1 0.023314361572265626
20241031-23:07:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:07:34 test_loss 234 model 2 0.017174324989318847
20241031-23:07:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:07:36 test_accuracy 234 model 1 nb_correct 2292 / 2500 (91.68%)
20241031-23:07:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:07:36 test_accuracy 234 model 2 nb_correct 2349 / 2500 (93.96%)
20241031-23:07:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:07:45 wrote ae_*.pth
20241031-23:07:45 epoch_duration 2min46s next_finish 23:10:32
20241031-23:07:46 wrote state.pth
20241031-23:07:46 --- epoch 235 ----------------------------------------
20241031-23:07:46 current_test_accuracies 0.9548 0.9168 0.9396 0.9608 0.9664
20241031-23:07:46 nb_c_quizzes 20006
20241031-23:07:46 weakest_accuracies [0.9168, 0.9396]
20241031-23:07:46 dummy_rand tensor([0.4965])
20241031-23:07:46 dummy_rand tensor([0.9745])
20241031-23:07:46 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:07:46 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:10:18 train_loss 235 model 2 0.025035022735595703
20241031-23:10:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:10:18 train_loss 235 model 1 0.02377051258087158
20241031-23:10:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:10:20 test_loss 235 model 2 0.01832893371582031
20241031-23:10:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:10:20 test_loss 235 model 1 0.020839452743530273
20241031-23:10:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:10:22 test_accuracy 235 model 2 nb_correct 2315 / 2500 (92.60%)
20241031-23:10:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:10:22 test_accuracy 235 model 1 nb_correct 2295 / 2500 (91.80%)
20241031-23:10:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:10:32 wrote ae_*.pth
20241031-23:10:32 epoch_duration 2min46s next_finish 23:13:19
20241031-23:10:32 wrote state.pth
20241031-23:10:32 --- epoch 236 ----------------------------------------
20241031-23:10:32 current_test_accuracies 0.9548 0.9180 0.9260 0.9608 0.9664
20241031-23:10:32 nb_c_quizzes 20006
20241031-23:10:32 weakest_accuracies [0.918, 0.926]
20241031-23:10:32 dummy_rand tensor([0.3226])
20241031-23:10:32 dummy_rand tensor([0.6256])
20241031-23:10:32 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:10:32 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:13:04 train_loss 236 model 1 0.02394014358520508
20241031-23:13:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:13:04 train_loss 236 model 2 0.024779435634613038
20241031-23:13:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:13:06 test_loss 236 model 1 0.020226516723632813
20241031-23:13:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:13:07 test_loss 236 model 2 0.018199882507324218
20241031-23:13:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:13:09 test_accuracy 236 model 1 nb_correct 2333 / 2500 (93.32%)
20241031-23:13:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:13:09 test_accuracy 236 model 2 nb_correct 2369 / 2500 (94.76%)
20241031-23:13:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:13:18 wrote ae_*.pth
20241031-23:13:18 epoch_duration 2min46s next_finish 23:16:05
20241031-23:13:19 wrote state.pth
20241031-23:13:19 --- epoch 237 ----------------------------------------
20241031-23:13:19 current_test_accuracies 0.9548 0.9332 0.9476 0.9608 0.9664
20241031-23:13:19 nb_c_quizzes 20006
20241031-23:13:19 weakest_accuracies [0.9332, 0.9476]
20241031-23:13:19 dummy_rand tensor([0.3043])
20241031-23:13:19 dummy_rand tensor([0.0747])
20241031-23:13:19 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:13:19 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:15:51 train_loss 237 model 1 0.024449604988098145
20241031-23:15:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:15:51 train_loss 237 model 2 0.024495763778686522
20241031-23:15:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:15:53 test_loss 237 model 1 0.020903816223144533
20241031-23:15:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:15:53 test_loss 237 model 2 0.02244887351989746
20241031-23:15:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:15:55 test_accuracy 237 model 1 nb_correct 2360 / 2500 (94.40%)
20241031-23:15:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:15:55 test_accuracy 237 model 2 nb_correct 2354 / 2500 (94.16%)
20241031-23:15:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:16:05 wrote ae_*.pth
20241031-23:16:05 epoch_duration 2min46s next_finish 23:18:52
20241031-23:16:05 wrote state.pth
20241031-23:16:05 --- epoch 238 ----------------------------------------
20241031-23:16:05 current_test_accuracies 0.9548 0.9440 0.9416 0.9608 0.9664
20241031-23:16:05 nb_c_quizzes 20006
20241031-23:16:05 weakest_accuracies [0.9416, 0.944]
20241031-23:16:05 dummy_rand tensor([0.5186])
20241031-23:16:05 dummy_rand tensor([0.5942])
20241031-23:16:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:16:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:18:37 train_loss 238 model 1 0.023913339614868166
20241031-23:18:37 train_loss 238 model 2 0.025011514663696287
20241031-23:18:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:18:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:18:40 test_loss 238 model 1 0.020376951694488527
20241031-23:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:18:40 test_loss 238 model 2 0.020683670043945314
20241031-23:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:18:42 test_accuracy 238 model 1 nb_correct 2357 / 2500 (94.28%)
20241031-23:18:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:18:42 test_accuracy 238 model 2 nb_correct 2273 / 2500 (90.92%)
20241031-23:18:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:18:52 wrote ae_*.pth
20241031-23:18:52 epoch_duration 2min46s next_finish 23:21:38
20241031-23:18:52 wrote state.pth
20241031-23:18:52 --- epoch 239 ----------------------------------------
20241031-23:18:52 current_test_accuracies 0.9548 0.9428 0.9092 0.9608 0.9664
20241031-23:18:52 nb_c_quizzes 20006
20241031-23:18:52 weakest_accuracies [0.9092, 0.9428]
20241031-23:18:52 dummy_rand tensor([0.5982])
20241031-23:18:52 dummy_rand tensor([0.9738])
20241031-23:18:52 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:18:52 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:21:24 train_loss 239 model 1 0.023655420303344728
20241031-23:21:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:21:24 train_loss 239 model 2 0.024561370849609375
20241031-23:21:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:21:26 test_loss 239 model 1 0.01825630187988281
20241031-23:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:21:26 test_loss 239 model 2 0.021071395874023437
20241031-23:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:21:29 test_accuracy 239 model 1 nb_correct 2309 / 2500 (92.36%)
20241031-23:21:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:21:29 test_accuracy 239 model 2 nb_correct 2330 / 2500 (93.20%)
20241031-23:21:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:21:38 wrote ae_*.pth
20241031-23:21:38 epoch_duration 2min46s next_finish 23:24:25
20241031-23:21:39 wrote state.pth
20241031-23:21:39 --- epoch 240 ----------------------------------------
20241031-23:21:39 current_test_accuracies 0.9548 0.9236 0.9320 0.9608 0.9664
20241031-23:21:39 nb_c_quizzes 20006
20241031-23:21:39 weakest_accuracies [0.9236, 0.932]
20241031-23:21:39 dummy_rand tensor([0.7180])
20241031-23:21:39 dummy_rand tensor([0.0178])
20241031-23:21:39 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:21:39 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:24:11 train_loss 240 model 1 0.024427218437194823
20241031-23:24:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:24:11 train_loss 240 model 2 0.02502983570098877
20241031-23:24:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:24:13 test_loss 240 model 1 0.02026741027832031
20241031-23:24:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:24:13 test_loss 240 model 2 0.020288772583007812
20241031-23:24:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:24:15 test_accuracy 240 model 1 nb_correct 2352 / 2500 (94.08%)
20241031-23:24:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:24:15 test_accuracy 240 model 2 nb_correct 2300 / 2500 (92.00%)
20241031-23:24:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:24:25 wrote ae_*.pth
20241031-23:24:25 epoch_duration 2min46s next_finish 23:27:11
20241031-23:24:25 wrote state.pth
20241031-23:24:25 --- epoch 241 ----------------------------------------
20241031-23:24:25 current_test_accuracies 0.9548 0.9408 0.9200 0.9608 0.9664
20241031-23:24:25 nb_c_quizzes 20006
20241031-23:24:25 weakest_accuracies [0.92, 0.9408]
20241031-23:24:25 dummy_rand tensor([0.6531])
20241031-23:24:25 dummy_rand tensor([0.3521])
20241031-23:24:25 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:24:25 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:26:57 train_loss 241 model 1 0.024030088424682617
20241031-23:26:57 train_loss 241 model 2 0.02477314233779907
20241031-23:26:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:26:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:27:00 test_loss 241 model 1 0.019143943786621095
20241031-23:27:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:27:00 test_loss 241 model 2 0.01855915069580078
20241031-23:27:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:27:02 test_accuracy 241 model 1 nb_correct 2336 / 2500 (93.44%)
20241031-23:27:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:27:02 test_accuracy 241 model 2 nb_correct 2291 / 2500 (91.64%)
20241031-23:27:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:27:11 wrote ae_*.pth
20241031-23:27:11 epoch_duration 2min46s next_finish 23:29:58
20241031-23:27:12 wrote state.pth
20241031-23:27:12 --- epoch 242 ----------------------------------------
20241031-23:27:12 current_test_accuracies 0.9548 0.9344 0.9164 0.9608 0.9664
20241031-23:27:12 nb_c_quizzes 20006
20241031-23:27:12 weakest_accuracies [0.9164, 0.9344]
20241031-23:27:12 dummy_rand tensor([0.9652])
20241031-23:27:12 dummy_rand tensor([0.6132])
20241031-23:27:12 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:27:12 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:29:44 train_loss 242 model 2 0.024381556510925294
20241031-23:29:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:29:44 train_loss 242 model 1 0.023703176975250245
20241031-23:29:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:29:46 test_loss 242 model 2 0.019608917236328124
20241031-23:29:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:29:46 test_loss 242 model 1 0.017490386962890625
20241031-23:29:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:29:48 test_accuracy 242 model 2 nb_correct 2290 / 2500 (91.60%)
20241031-23:29:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:29:49 test_accuracy 242 model 1 nb_correct 2327 / 2500 (93.08%)
20241031-23:29:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:29:58 wrote ae_*.pth
20241031-23:29:58 epoch_duration 2min46s next_finish 23:32:45
20241031-23:29:58 wrote state.pth
20241031-23:29:58 --- epoch 243 ----------------------------------------
20241031-23:29:58 current_test_accuracies 0.9548 0.9308 0.9160 0.9608 0.9664
20241031-23:29:58 nb_c_quizzes 20006
20241031-23:29:58 weakest_accuracies [0.916, 0.9308]
20241031-23:29:58 dummy_rand tensor([0.0773])
20241031-23:29:58 dummy_rand tensor([0.9031])
20241031-23:29:58 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:29:58 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:32:31 train_loss 243 model 1 0.023855836391448976
20241031-23:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:32:31 train_loss 243 model 2 0.024647431373596193
20241031-23:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:32:33 test_loss 243 model 1 0.01995184302330017
20241031-23:32:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:32:33 test_loss 243 model 2 0.02073188781738281
20241031-23:32:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:32:35 test_accuracy 243 model 1 nb_correct 2340 / 2500 (93.60%)
20241031-23:32:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:32:35 test_accuracy 243 model 2 nb_correct 2399 / 2500 (95.96%)
20241031-23:32:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:32:45 wrote ae_*.pth
20241031-23:32:45 epoch_duration 2min46s next_finish 23:35:32
20241031-23:32:45 wrote state.pth
20241031-23:32:45 --- epoch 244 ----------------------------------------
20241031-23:32:45 current_test_accuracies 0.9548 0.9360 0.9596 0.9608 0.9664
20241031-23:32:45 nb_c_quizzes 20006
20241031-23:32:45 weakest_accuracies [0.936, 0.9548]
20241031-23:32:45 dummy_rand tensor([0.1308])
20241031-23:32:45 dummy_rand tensor([0.0609])
20241031-23:32:45 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:32:45 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:35:17 train_loss 244 model 1 0.023478693962097168
20241031-23:35:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:35:17 train_loss 244 model 0 0.026616601943969725
20241031-23:35:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:35:19 test_loss 244 model 1 0.02132331848144531
20241031-23:35:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:35:19 test_loss 244 model 0 0.022531585693359377
20241031-23:35:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:35:22 test_accuracy 244 model 1 nb_correct 2386 / 2500 (95.44%)
20241031-23:35:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:35:22 test_accuracy 244 model 0 nb_correct 2308 / 2500 (92.32%)
20241031-23:35:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:35:31 wrote ae_*.pth
20241031-23:35:31 epoch_duration 2min46s next_finish 23:38:18
20241031-23:35:32 wrote state.pth
20241031-23:35:32 --- epoch 245 ----------------------------------------
20241031-23:35:32 current_test_accuracies 0.9232 0.9544 0.9596 0.9608 0.9664
20241031-23:35:32 nb_c_quizzes 20006
20241031-23:35:32 weakest_accuracies [0.9232, 0.9544]
20241031-23:35:32 dummy_rand tensor([0.2506])
20241031-23:35:32 dummy_rand tensor([0.1528])
20241031-23:35:32 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:35:32 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:38:03 train_loss 245 model 0 0.026526628494262697
20241031-23:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:38:03 train_loss 245 model 1 0.023862806797027587
20241031-23:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:38:06 test_loss 245 model 0 0.02178730010986328
20241031-23:38:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:38:06 test_loss 245 model 1 0.018810062408447265
20241031-23:38:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:38:08 test_accuracy 245 model 0 nb_correct 2282 / 2500 (91.28%)
20241031-23:38:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:38:08 test_accuracy 245 model 1 nb_correct 2317 / 2500 (92.68%)
20241031-23:38:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:38:18 wrote ae_*.pth
20241031-23:38:18 epoch_duration 2min46s next_finish 23:41:04
20241031-23:38:18 wrote state.pth
20241031-23:38:18 --- epoch 246 ----------------------------------------
20241031-23:38:18 current_test_accuracies 0.9128 0.9268 0.9596 0.9608 0.9664
20241031-23:38:18 nb_c_quizzes 20006
20241031-23:38:18 weakest_accuracies [0.9128, 0.9268]
20241031-23:38:18 dummy_rand tensor([0.8102])
20241031-23:38:18 dummy_rand tensor([0.1185])
20241031-23:38:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:38:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:40:50 train_loss 246 model 0 0.026553438186645507
20241031-23:40:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:40:50 train_loss 246 model 1 0.023755041122436524
20241031-23:40:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:40:52 test_loss 246 model 0 0.0230523681640625
20241031-23:40:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:40:52 test_loss 246 model 1 0.01719583511352539
20241031-23:40:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:40:54 test_accuracy 246 model 0 nb_correct 2339 / 2500 (93.56%)
20241031-23:40:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:40:54 test_accuracy 246 model 1 nb_correct 2311 / 2500 (92.44%)
20241031-23:40:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:41:04 wrote ae_*.pth
20241031-23:41:04 epoch_duration 2min46s next_finish 23:43:50
20241031-23:41:04 wrote state.pth
20241031-23:41:04 --- epoch 247 ----------------------------------------
20241031-23:41:04 current_test_accuracies 0.9356 0.9244 0.9596 0.9608 0.9664
20241031-23:41:04 nb_c_quizzes 20006
20241031-23:41:04 weakest_accuracies [0.9244, 0.9356]
20241031-23:41:04 dummy_rand tensor([0.1680])
20241031-23:41:04 dummy_rand tensor([0.0255])
20241031-23:41:04 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:41:04 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:43:36 train_loss 247 model 1 0.02354900074005127
20241031-23:43:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:43:36 train_loss 247 model 0 0.02622704839706421
20241031-23:43:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:43:38 test_loss 247 model 1 0.02177642822265625
20241031-23:43:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:43:39 test_loss 247 model 0 0.023251953125
20241031-23:43:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:43:41 test_accuracy 247 model 1 nb_correct 2378 / 2500 (95.12%)
20241031-23:43:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:43:41 test_accuracy 247 model 0 nb_correct 2286 / 2500 (91.44%)
20241031-23:43:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:43:50 wrote ae_*.pth
20241031-23:43:50 epoch_duration 2min46s next_finish 23:46:37
20241031-23:43:51 wrote state.pth
20241031-23:43:51 --- epoch 248 ----------------------------------------
20241031-23:43:51 current_test_accuracies 0.9144 0.9512 0.9596 0.9608 0.9664
20241031-23:43:51 nb_c_quizzes 20006
20241031-23:43:51 weakest_accuracies [0.9144, 0.9512]
20241031-23:43:51 dummy_rand tensor([0.9599])
20241031-23:43:51 dummy_rand tensor([0.1045])
20241031-23:43:51 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:43:51 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:46:23 train_loss 248 model 1 0.0237614164352417
20241031-23:46:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:46:23 train_loss 248 model 0 0.02601005172729492
20241031-23:46:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:46:25 test_loss 248 model 1 0.01781473159790039
20241031-23:46:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:46:25 test_loss 248 model 0 0.019602432250976562
20241031-23:46:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:46:28 test_accuracy 248 model 1 nb_correct 2408 / 2500 (96.32%)
20241031-23:46:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:46:28 test_accuracy 248 model 0 nb_correct 2254 / 2500 (90.16%)
20241031-23:46:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:46:37 wrote ae_*.pth
20241031-23:46:37 epoch_duration 2min46s next_finish 23:49:24
20241031-23:46:37 wrote state.pth
20241031-23:46:37 --- epoch 249 ----------------------------------------
20241031-23:46:37 current_test_accuracies 0.9016 0.9632 0.9596 0.9608 0.9664
20241031-23:46:37 nb_c_quizzes 20006
20241031-23:46:37 weakest_accuracies [0.9016, 0.9596]
20241031-23:46:37 dummy_rand tensor([0.3362])
20241031-23:46:37 dummy_rand tensor([0.7845])
20241031-23:46:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:46:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:49:09 train_loss 249 model 0 0.025895647048950195
20241031-23:49:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:49:09 train_loss 249 model 2 0.02514524555206299
20241031-23:49:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:49:12 test_loss 249 model 0 0.018458290100097655
20241031-23:49:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:49:12 test_loss 249 model 2 0.01941364288330078
20241031-23:49:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:49:14 test_accuracy 249 model 0 nb_correct 2304 / 2500 (92.16%)
20241031-23:49:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:49:14 test_accuracy 249 model 2 nb_correct 2332 / 2500 (93.28%)
20241031-23:49:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:49:24 wrote ae_*.pth
20241031-23:49:24 epoch_duration 2min46s next_finish 23:52:10
20241031-23:49:24 wrote state.pth
20241031-23:49:24 --- epoch 250 ----------------------------------------
20241031-23:49:24 current_test_accuracies 0.9216 0.9632 0.9328 0.9608 0.9664
20241031-23:49:24 nb_c_quizzes 20006
20241031-23:49:24 weakest_accuracies [0.9216, 0.9328]
20241031-23:49:24 dummy_rand tensor([0.7871])
20241031-23:49:24 dummy_rand tensor([0.3214])
20241031-23:49:24 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:49:24 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:51:56 train_loss 250 model 0 0.025890159606933593
20241031-23:51:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:51:56 train_loss 250 model 2 0.024256651878356933
20241031-23:51:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:51:58 test_loss 250 model 0 0.020893516540527343
20241031-23:51:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:51:58 test_loss 250 model 2 0.0193438720703125
20241031-23:51:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:52:01 test_accuracy 250 model 0 nb_correct 2275 / 2500 (91.00%)
20241031-23:52:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:52:01 test_accuracy 250 model 2 nb_correct 2343 / 2500 (93.72%)
20241031-23:52:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:52:10 wrote ae_*.pth
20241031-23:52:10 epoch_duration 2min46s next_finish 23:54:56
20241031-23:52:10 wrote state.pth
20241031-23:52:10 --- epoch 251 ----------------------------------------
20241031-23:52:10 current_test_accuracies 0.9100 0.9632 0.9372 0.9608 0.9664
20241031-23:52:10 nb_c_quizzes 20006
20241031-23:52:10 weakest_accuracies [0.91, 0.9372]
20241031-23:52:10 dummy_rand tensor([0.1629])
20241031-23:52:10 dummy_rand tensor([0.3829])
20241031-23:52:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:52:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:54:42 train_loss 251 model 2 0.023956281661987305
20241031-23:54:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:54:42 train_loss 251 model 0 0.025995862007141112
20241031-23:54:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:54:45 test_loss 251 model 2 0.01835460662841797
20241031-23:54:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:54:45 test_loss 251 model 0 0.02097076416015625
20241031-23:54:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:54:47 test_accuracy 251 model 2 nb_correct 2311 / 2500 (92.44%)
20241031-23:54:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:54:47 test_accuracy 251 model 0 nb_correct 2279 / 2500 (91.16%)
20241031-23:54:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:54:57 wrote ae_*.pth
20241031-23:54:57 epoch_duration 2min46s next_finish 23:57:43
20241031-23:54:57 wrote state.pth
20241031-23:54:57 --- epoch 252 ----------------------------------------
20241031-23:54:57 current_test_accuracies 0.9116 0.9632 0.9244 0.9608 0.9664
20241031-23:54:57 nb_c_quizzes 20006
20241031-23:54:57 weakest_accuracies [0.9116, 0.9244]
20241031-23:54:57 dummy_rand tensor([0.0063])
20241031-23:54:57 dummy_rand tensor([0.6723])
20241031-23:54:57 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:54:57 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:57:29 train_loss 252 model 0 0.025794504165649414
20241031-23:57:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:57:29 train_loss 252 model 2 0.024315582275390626
20241031-23:57:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:57:31 test_loss 252 model 0 0.019925384521484374
20241031-23:57:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:57:31 test_loss 252 model 2 0.020822601318359377
20241031-23:57:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241031-23:57:34 test_accuracy 252 model 0 nb_correct 2297 / 2500 (91.88%)
20241031-23:57:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:57:34 test_accuracy 252 model 2 nb_correct 2291 / 2500 (91.64%)
20241031-23:57:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241031-23:57:43 wrote ae_*.pth
20241031-23:57:43 epoch_duration 2min46s next_finish 00:00:30
20241031-23:57:44 wrote state.pth
20241031-23:57:44 --- epoch 253 ----------------------------------------
20241031-23:57:44 current_test_accuracies 0.9188 0.9632 0.9164 0.9608 0.9664
20241031-23:57:44 nb_c_quizzes 20006
20241031-23:57:44 weakest_accuracies [0.9164, 0.9188]
20241031-23:57:44 dummy_rand tensor([0.8007])
20241031-23:57:44 dummy_rand tensor([0.8036])
20241031-23:57:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241031-23:57:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:00:16 train_loss 253 model 2 0.02416805839538574
20241101-00:00:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:00:16 train_loss 253 model 0 0.026037711143493653
20241101-00:00:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:00:18 test_loss 253 model 2 0.020886631011962892
20241101-00:00:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:00:18 test_loss 253 model 0 0.019415225982666016
20241101-00:00:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:00:20 test_accuracy 253 model 2 nb_correct 2306 / 2500 (92.24%)
20241101-00:00:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:00:21 test_accuracy 253 model 0 nb_correct 2326 / 2500 (93.04%)
20241101-00:00:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:00:30 wrote ae_*.pth
20241101-00:00:30 epoch_duration 2min46s next_finish 00:03:17
20241101-00:00:30 wrote state.pth
20241101-00:00:30 --- epoch 254 ----------------------------------------
20241101-00:00:30 current_test_accuracies 0.9304 0.9632 0.9224 0.9608 0.9664
20241101-00:00:30 nb_c_quizzes 20006
20241101-00:00:30 weakest_accuracies [0.9224, 0.9304]
20241101-00:00:30 dummy_rand tensor([0.3362])
20241101-00:00:30 dummy_rand tensor([0.0378])
20241101-00:00:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:00:30 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:03:02 train_loss 254 model 2 0.024178316116333008
20241101-00:03:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:03:02 train_loss 254 model 0 0.025758567810058593
20241101-00:03:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:03:04 test_loss 254 model 2 0.020670719146728515
20241101-00:03:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:03:05 test_loss 254 model 0 0.023938264846801758
20241101-00:03:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:03:07 test_accuracy 254 model 2 nb_correct 2333 / 2500 (93.32%)
20241101-00:03:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:03:07 test_accuracy 254 model 0 nb_correct 2276 / 2500 (91.04%)
20241101-00:03:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:03:17 wrote ae_*.pth
20241101-00:03:17 epoch_duration 2min46s next_finish 00:06:03
20241101-00:03:17 wrote state.pth
20241101-00:03:17 --- epoch 255 ----------------------------------------
20241101-00:03:17 current_test_accuracies 0.9104 0.9632 0.9332 0.9608 0.9664
20241101-00:03:17 nb_c_quizzes 20006
20241101-00:03:17 weakest_accuracies [0.9104, 0.9332]
20241101-00:03:17 dummy_rand tensor([0.2755])
20241101-00:03:17 dummy_rand tensor([0.8801])
20241101-00:03:17 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:03:17 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:05:49 train_loss 255 model 0 0.0255197811126709
20241101-00:05:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:05:49 train_loss 255 model 2 0.024294631958007813
20241101-00:05:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:05:51 test_loss 255 model 0 0.021704177856445312
20241101-00:05:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:05:51 test_loss 255 model 2 0.019798583984375
20241101-00:05:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:05:53 test_accuracy 255 model 0 nb_correct 2350 / 2500 (94.00%)
20241101-00:05:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:05:54 test_accuracy 255 model 2 nb_correct 2376 / 2500 (95.04%)
20241101-00:05:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:06:03 wrote ae_*.pth
20241101-00:06:03 epoch_duration 2min46s next_finish 00:08:50
20241101-00:06:03 wrote state.pth
20241101-00:06:03 --- epoch 256 ----------------------------------------
20241101-00:06:03 current_test_accuracies 0.9400 0.9632 0.9504 0.9608 0.9664
20241101-00:06:03 nb_c_quizzes 20006
20241101-00:06:03 weakest_accuracies [0.94, 0.9504]
20241101-00:06:03 dummy_rand tensor([0.6720])
20241101-00:06:03 dummy_rand tensor([0.1574])
20241101-00:06:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:06:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:08:35 train_loss 256 model 0 0.02580916118621826
20241101-00:08:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:08:35 train_loss 256 model 2 0.024578273773193358
20241101-00:08:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:08:38 test_loss 256 model 0 0.019843635559082032
20241101-00:08:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:08:38 test_loss 256 model 2 0.01919452667236328
20241101-00:08:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:08:40 test_accuracy 256 model 0 nb_correct 2348 / 2500 (93.92%)
20241101-00:08:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:08:40 test_accuracy 256 model 2 nb_correct 2321 / 2500 (92.84%)
20241101-00:08:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:08:50 wrote ae_*.pth
20241101-00:08:50 epoch_duration 2min46s next_finish 00:11:36
20241101-00:08:50 wrote state.pth
20241101-00:08:50 --- epoch 257 ----------------------------------------
20241101-00:08:50 current_test_accuracies 0.9392 0.9632 0.9284 0.9608 0.9664
20241101-00:08:50 nb_c_quizzes 20006
20241101-00:08:50 weakest_accuracies [0.9284, 0.9392]
20241101-00:08:50 dummy_rand tensor([0.8955])
20241101-00:08:50 dummy_rand tensor([0.8463])
20241101-00:08:50 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:08:50 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:11:22 train_loss 257 model 2 0.024794882774353027
20241101-00:11:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:11:22 train_loss 257 model 0 0.02460781478881836
20241101-00:11:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:11:24 test_loss 257 model 2 0.02142115592956543
20241101-00:11:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:11:24 test_loss 257 model 0 0.019006500244140623
20241101-00:11:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:11:27 test_accuracy 257 model 2 nb_correct 2352 / 2500 (94.08%)
20241101-00:11:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:11:27 test_accuracy 257 model 0 nb_correct 2304 / 2500 (92.16%)
20241101-00:11:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:11:36 wrote ae_*.pth
20241101-00:11:36 epoch_duration 2min46s next_finish 00:14:23
20241101-00:11:37 wrote state.pth
20241101-00:11:37 --- epoch 258 ----------------------------------------
20241101-00:11:37 current_test_accuracies 0.9216 0.9632 0.9408 0.9608 0.9664
20241101-00:11:37 nb_c_quizzes 20006
20241101-00:11:37 weakest_accuracies [0.9216, 0.9408]
20241101-00:11:37 dummy_rand tensor([0.6757])
20241101-00:11:37 dummy_rand tensor([0.3736])
20241101-00:11:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:11:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:14:09 train_loss 258 model 2 0.02413208532333374
20241101-00:14:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:14:09 train_loss 258 model 0 0.024970251083374022
20241101-00:14:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:14:11 test_loss 258 model 2 0.0211029052734375
20241101-00:14:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:14:11 test_loss 258 model 0 0.022421741485595705
20241101-00:14:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:14:14 test_accuracy 258 model 2 nb_correct 2369 / 2500 (94.76%)
20241101-00:14:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:14:14 test_accuracy 258 model 0 nb_correct 2320 / 2500 (92.80%)
20241101-00:14:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:14:23 wrote ae_*.pth
20241101-00:14:23 epoch_duration 2min46s next_finish 00:17:10
20241101-00:14:23 wrote state.pth
20241101-00:14:23 --- epoch 259 ----------------------------------------
20241101-00:14:23 current_test_accuracies 0.9280 0.9632 0.9476 0.9608 0.9664
20241101-00:14:23 nb_c_quizzes 20006
20241101-00:14:23 weakest_accuracies [0.928, 0.9476]
20241101-00:14:23 dummy_rand tensor([0.0321])
20241101-00:14:23 dummy_rand tensor([0.9714])
20241101-00:14:24 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:14:24 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:16:56 train_loss 259 model 0 0.025342899799346924
20241101-00:16:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:16:56 train_loss 259 model 2 0.024086151123046875
20241101-00:16:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:16:58 test_loss 259 model 0 0.01954437255859375
20241101-00:16:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:16:58 test_loss 259 model 2 0.019476242065429687
20241101-00:16:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:17:00 test_accuracy 259 model 0 nb_correct 2278 / 2500 (91.12%)
20241101-00:17:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:17:00 test_accuracy 259 model 2 nb_correct 2349 / 2500 (93.96%)
20241101-00:17:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:17:10 wrote ae_*.pth
20241101-00:17:10 epoch_duration 2min46s next_finish 00:19:56
20241101-00:17:10 wrote state.pth
20241101-00:17:10 --- epoch 260 ----------------------------------------
20241101-00:17:10 current_test_accuracies 0.9112 0.9632 0.9396 0.9608 0.9664
20241101-00:17:10 nb_c_quizzes 20006
20241101-00:17:10 weakest_accuracies [0.9112, 0.9396]
20241101-00:17:10 dummy_rand tensor([0.4204])
20241101-00:17:10 dummy_rand tensor([0.2714])
20241101-00:17:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:17:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:19:42 train_loss 260 model 0 0.02521314764022827
20241101-00:19:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:19:42 train_loss 260 model 2 0.02411098861694336
20241101-00:19:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:19:44 test_loss 260 model 0 0.020055618286132813
20241101-00:19:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:19:44 test_loss 260 model 2 0.020506668090820312
20241101-00:19:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:19:47 test_accuracy 260 model 0 nb_correct 2372 / 2500 (94.88%)
20241101-00:19:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:19:47 test_accuracy 260 model 2 nb_correct 2350 / 2500 (94.00%)
20241101-00:19:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:19:56 wrote ae_*.pth
20241101-00:19:56 epoch_duration 2min46s next_finish 00:22:43
20241101-00:19:56 wrote state.pth
20241101-00:19:56 --- epoch 261 ----------------------------------------
20241101-00:19:56 current_test_accuracies 0.9488 0.9632 0.9400 0.9608 0.9664
20241101-00:19:56 nb_c_quizzes 20006
20241101-00:19:56 weakest_accuracies [0.94, 0.9488]
20241101-00:19:56 dummy_rand tensor([0.8768])
20241101-00:19:56 dummy_rand tensor([0.0103])
20241101-00:19:57 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:19:57 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:22:29 train_loss 261 model 2 0.02413276195526123
20241101-00:22:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:22:29 train_loss 261 model 0 0.025396064758300783
20241101-00:22:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:22:31 test_loss 261 model 2 0.020529780387878418
20241101-00:22:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:22:31 test_loss 261 model 0 0.020051307678222656
20241101-00:22:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:22:34 test_accuracy 261 model 2 nb_correct 2353 / 2500 (94.12%)
20241101-00:22:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:22:34 test_accuracy 261 model 0 nb_correct 2302 / 2500 (92.08%)
20241101-00:22:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:22:43 wrote ae_*.pth
20241101-00:22:43 epoch_duration 2min47s next_finish 00:25:31
20241101-00:22:44 wrote state.pth
20241101-00:22:44 --- epoch 262 ----------------------------------------
20241101-00:22:44 current_test_accuracies 0.9208 0.9632 0.9412 0.9608 0.9664
20241101-00:22:44 nb_c_quizzes 20006
20241101-00:22:44 weakest_accuracies [0.9208, 0.9412]
20241101-00:22:44 dummy_rand tensor([0.8268])
20241101-00:22:44 dummy_rand tensor([0.2931])
20241101-00:22:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:22:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:25:16 train_loss 262 model 0 0.02444142150878906
20241101-00:25:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:25:16 train_loss 262 model 2 0.02435173463821411
20241101-00:25:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:25:18 test_loss 262 model 0 0.021182441711425783
20241101-00:25:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:25:18 test_loss 262 model 2 0.017917861938476564
20241101-00:25:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:25:20 test_accuracy 262 model 0 nb_correct 2285 / 2500 (91.40%)
20241101-00:25:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:25:21 test_accuracy 262 model 2 nb_correct 2357 / 2500 (94.28%)
20241101-00:25:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:25:31 wrote ae_*.pth
20241101-00:25:31 epoch_duration 2min47s next_finish 00:28:19
20241101-00:25:31 wrote state.pth
20241101-00:25:31 --- epoch 263 ----------------------------------------
20241101-00:25:31 current_test_accuracies 0.9140 0.9632 0.9428 0.9608 0.9664
20241101-00:25:31 nb_c_quizzes 20006
20241101-00:25:31 weakest_accuracies [0.914, 0.9428]
20241101-00:25:31 dummy_rand tensor([0.2937])
20241101-00:25:31 dummy_rand tensor([0.6474])
20241101-00:25:31 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:25:31 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:28:03 train_loss 263 model 0 0.02467729949951172
20241101-00:28:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:28:03 train_loss 263 model 2 0.02420128536224365
20241101-00:28:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:28:06 test_loss 263 model 0 0.02061650276184082
20241101-00:28:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:28:06 test_loss 263 model 2 0.01930349349975586
20241101-00:28:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:28:08 test_accuracy 263 model 0 nb_correct 2332 / 2500 (93.28%)
20241101-00:28:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:28:08 test_accuracy 263 model 2 nb_correct 2361 / 2500 (94.44%)
20241101-00:28:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:28:18 wrote ae_*.pth
20241101-00:28:18 epoch_duration 2min46s next_finish 00:31:04
20241101-00:28:18 wrote state.pth
20241101-00:28:18 --- epoch 264 ----------------------------------------
20241101-00:28:18 current_test_accuracies 0.9328 0.9632 0.9444 0.9608 0.9664
20241101-00:28:18 nb_c_quizzes 20006
20241101-00:28:18 weakest_accuracies [0.9328, 0.9444]
20241101-00:28:18 dummy_rand tensor([0.7401])
20241101-00:28:18 dummy_rand tensor([0.2538])
20241101-00:28:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:28:18 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:30:50 train_loss 264 model 2 0.024271709442138672
20241101-00:30:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:30:50 train_loss 264 model 0 0.0247157039642334
20241101-00:30:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:30:52 test_loss 264 model 2 0.022420101165771485
20241101-00:30:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:30:52 test_loss 264 model 0 0.02299236297607422
20241101-00:30:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:30:54 test_accuracy 264 model 2 nb_correct 2350 / 2500 (94.00%)
20241101-00:30:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:30:54 test_accuracy 264 model 0 nb_correct 2294 / 2500 (91.76%)
20241101-00:30:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:31:04 wrote ae_*.pth
20241101-00:31:04 epoch_duration 2min46s next_finish 00:33:51
20241101-00:31:04 wrote state.pth
20241101-00:31:04 --- epoch 265 ----------------------------------------
20241101-00:31:04 current_test_accuracies 0.9176 0.9632 0.9400 0.9608 0.9664
20241101-00:31:04 nb_c_quizzes 20006
20241101-00:31:04 weakest_accuracies [0.9176, 0.94]
20241101-00:31:04 dummy_rand tensor([0.8148])
20241101-00:31:04 dummy_rand tensor([0.6980])
20241101-00:31:04 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:31:04 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:33:36 train_loss 265 model 2 0.02386170959472656
20241101-00:33:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:33:36 train_loss 265 model 0 0.02557077503204346
20241101-00:33:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:33:39 test_loss 265 model 2 0.020987586975097658
20241101-00:33:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:33:39 test_loss 265 model 0 0.019239368438720702
20241101-00:33:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:33:41 test_accuracy 265 model 2 nb_correct 2343 / 2500 (93.72%)
20241101-00:33:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:33:41 test_accuracy 265 model 0 nb_correct 2323 / 2500 (92.92%)
20241101-00:33:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:33:51 wrote ae_*.pth
20241101-00:33:51 epoch_duration 2min46s next_finish 00:36:37
20241101-00:33:51 wrote state.pth
20241101-00:33:51 --- epoch 266 ----------------------------------------
20241101-00:33:51 current_test_accuracies 0.9292 0.9632 0.9372 0.9608 0.9664
20241101-00:33:51 nb_c_quizzes 20006
20241101-00:33:51 weakest_accuracies [0.9292, 0.9372]
20241101-00:33:51 dummy_rand tensor([0.9055])
20241101-00:33:51 dummy_rand tensor([0.2840])
20241101-00:33:51 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:33:51 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:36:23 train_loss 266 model 2 0.02433125400543213
20241101-00:36:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:36:23 train_loss 266 model 0 0.024653546333312987
20241101-00:36:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:36:25 test_loss 266 model 2 0.020135259628295897
20241101-00:36:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:36:25 test_loss 266 model 0 0.020844154357910157
20241101-00:36:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:36:27 test_accuracy 266 model 2 nb_correct 2325 / 2500 (93.00%)
20241101-00:36:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:36:27 test_accuracy 266 model 0 nb_correct 2329 / 2500 (93.16%)
20241101-00:36:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:36:37 wrote ae_*.pth
20241101-00:36:37 epoch_duration 2min46s next_finish 00:39:24
20241101-00:36:37 wrote state.pth
20241101-00:36:37 --- epoch 267 ----------------------------------------
20241101-00:36:37 current_test_accuracies 0.9316 0.9632 0.9300 0.9608 0.9664
20241101-00:36:37 nb_c_quizzes 20006
20241101-00:36:37 weakest_accuracies [0.93, 0.9316]
20241101-00:36:37 dummy_rand tensor([0.0273])
20241101-00:36:37 dummy_rand tensor([0.3481])
20241101-00:36:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:36:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:39:10 train_loss 267 model 2 0.023448227286338805
20241101-00:39:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:39:11 train_loss 267 model 0 0.024120687007904054
20241101-00:39:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:39:13 test_loss 267 model 2 0.021829261779785156
20241101-00:39:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:39:13 test_loss 267 model 0 0.018841266632080078
20241101-00:39:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:39:15 test_accuracy 267 model 2 nb_correct 2360 / 2500 (94.40%)
20241101-00:39:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:39:15 test_accuracy 267 model 0 nb_correct 2298 / 2500 (91.92%)
20241101-00:39:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:39:25 wrote ae_*.pth
20241101-00:39:25 epoch_duration 2min47s next_finish 00:42:12
20241101-00:39:25 wrote state.pth
20241101-00:39:25 --- epoch 268 ----------------------------------------
20241101-00:39:25 current_test_accuracies 0.9192 0.9632 0.9440 0.9608 0.9664
20241101-00:39:25 nb_c_quizzes 20006
20241101-00:39:25 weakest_accuracies [0.9192, 0.944]
20241101-00:39:25 dummy_rand tensor([0.1675])
20241101-00:39:25 dummy_rand tensor([0.5393])
20241101-00:39:25 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:39:25 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:41:57 train_loss 268 model 2 0.023954662799835207
20241101-00:41:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:41:57 train_loss 268 model 0 0.024969541549682617
20241101-00:41:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:41:59 test_loss 268 model 2 0.02243946075439453
20241101-00:41:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:41:59 test_loss 268 model 0 0.0203692626953125
20241101-00:41:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:42:02 test_accuracy 268 model 2 nb_correct 2382 / 2500 (95.28%)
20241101-00:42:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:42:02 test_accuracy 268 model 0 nb_correct 2328 / 2500 (93.12%)
20241101-00:42:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:42:11 wrote ae_*.pth
20241101-00:42:11 epoch_duration 2min46s next_finish 00:44:58
20241101-00:42:11 wrote state.pth
20241101-00:42:11 --- epoch 269 ----------------------------------------
20241101-00:42:11 current_test_accuracies 0.9312 0.9632 0.9528 0.9608 0.9664
20241101-00:42:11 nb_c_quizzes 20006
20241101-00:42:11 weakest_accuracies [0.9312, 0.9528]
20241101-00:42:11 dummy_rand tensor([0.0418])
20241101-00:42:11 dummy_rand tensor([0.6263])
20241101-00:42:11 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:42:12 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:44:43 train_loss 269 model 0 0.0248874192237854
20241101-00:44:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:44:43 train_loss 269 model 2 0.023536648750305176
20241101-00:44:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:44:45 test_loss 269 model 0 0.022261695861816408
20241101-00:44:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:44:46 test_loss 269 model 2 0.020806331634521485
20241101-00:44:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:44:48 test_accuracy 269 model 0 nb_correct 2249 / 2500 (89.96%)
20241101-00:44:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:44:48 test_accuracy 269 model 2 nb_correct 2350 / 2500 (94.00%)
20241101-00:44:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:44:58 wrote ae_*.pth
20241101-00:44:58 epoch_duration 2min46s next_finish 00:47:44
20241101-00:44:58 wrote state.pth
20241101-00:44:58 --- epoch 270 ----------------------------------------
20241101-00:44:58 current_test_accuracies 0.8996 0.9632 0.9400 0.9608 0.9664
20241101-00:44:58 nb_c_quizzes 20006
20241101-00:44:58 weakest_accuracies [0.8996, 0.94]
20241101-00:44:58 dummy_rand tensor([0.1114])
20241101-00:44:58 dummy_rand tensor([0.2656])
20241101-00:44:58 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:44:58 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:47:30 train_loss 270 model 2 0.023310777187347413
20241101-00:47:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:47:30 train_loss 270 model 0 0.024419492721557617
20241101-00:47:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:47:32 test_loss 270 model 2 0.019642434120178222
20241101-00:47:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:47:32 test_loss 270 model 0 0.020594024658203126
20241101-00:47:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:47:34 test_accuracy 270 model 2 nb_correct 2360 / 2500 (94.40%)
20241101-00:47:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:47:34 test_accuracy 270 model 0 nb_correct 2361 / 2500 (94.44%)
20241101-00:47:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:47:44 wrote ae_*.pth
20241101-00:47:44 epoch_duration 2min46s next_finish 00:50:30
20241101-00:47:44 wrote state.pth
20241101-00:47:44 --- epoch 271 ----------------------------------------
20241101-00:47:44 current_test_accuracies 0.9444 0.9632 0.9440 0.9608 0.9664
20241101-00:47:44 nb_c_quizzes 20006
20241101-00:47:44 weakest_accuracies [0.944, 0.9444]
20241101-00:47:44 dummy_rand tensor([0.5769])
20241101-00:47:44 dummy_rand tensor([0.7656])
20241101-00:47:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:47:44 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:50:16 train_loss 271 model 2 0.023063779830932617
20241101-00:50:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:50:16 train_loss 271 model 0 0.024225082397460938
20241101-00:50:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:50:18 test_loss 271 model 2 0.01872303009033203
20241101-00:50:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:50:18 test_loss 271 model 0 0.018935556411743163
20241101-00:50:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:50:21 test_accuracy 271 model 2 nb_correct 2317 / 2500 (92.68%)
20241101-00:50:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:50:21 test_accuracy 271 model 0 nb_correct 2381 / 2500 (95.24%)
20241101-00:50:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:50:31 wrote ae_*.pth
20241101-00:50:31 epoch_duration 2min46s next_finish 00:53:17
20241101-00:50:31 wrote state.pth
20241101-00:50:31 --- epoch 272 ----------------------------------------
20241101-00:50:31 current_test_accuracies 0.9524 0.9632 0.9268 0.9608 0.9664
20241101-00:50:31 nb_c_quizzes 20006
20241101-00:50:31 weakest_accuracies [0.9268, 0.9524]
20241101-00:50:31 dummy_rand tensor([0.4592])
20241101-00:50:31 dummy_rand tensor([0.2276])
20241101-00:50:31 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:50:31 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:53:03 train_loss 272 model 2 0.02411553955078125
20241101-00:53:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:53:03 train_loss 272 model 0 0.024400789260864256
20241101-00:53:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:53:05 test_loss 272 model 2 0.019615859985351564
20241101-00:53:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:53:05 test_loss 272 model 0 0.02004009246826172
20241101-00:53:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:53:07 test_accuracy 272 model 2 nb_correct 2345 / 2500 (93.80%)
20241101-00:53:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:53:07 test_accuracy 272 model 0 nb_correct 2343 / 2500 (93.72%)
20241101-00:53:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:53:17 wrote ae_*.pth
20241101-00:53:17 epoch_duration 2min46s next_finish 00:56:03
20241101-00:53:17 wrote state.pth
20241101-00:53:17 --- epoch 273 ----------------------------------------
20241101-00:53:17 current_test_accuracies 0.9372 0.9632 0.9380 0.9608 0.9664
20241101-00:53:17 nb_c_quizzes 20006
20241101-00:53:17 weakest_accuracies [0.9372, 0.938]
20241101-00:53:17 dummy_rand tensor([0.8908])
20241101-00:53:17 dummy_rand tensor([0.9031])
20241101-00:53:17 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:53:17 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:55:49 train_loss 273 model 0 0.024697033882141114
20241101-00:55:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:55:49 train_loss 273 model 2 0.023929083466529846
20241101-00:55:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:55:52 test_loss 273 model 0 0.021209449768066407
20241101-00:55:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:55:52 test_loss 273 model 2 0.020780557990074156
20241101-00:55:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:55:54 test_accuracy 273 model 0 nb_correct 2337 / 2500 (93.48%)
20241101-00:55:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:55:54 test_accuracy 273 model 2 nb_correct 2332 / 2500 (93.28%)
20241101-00:55:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:56:03 wrote ae_*.pth
20241101-00:56:03 epoch_duration 2min46s next_finish 00:58:50
20241101-00:56:04 wrote state.pth
20241101-00:56:04 --- epoch 274 ----------------------------------------
20241101-00:56:04 current_test_accuracies 0.9348 0.9632 0.9328 0.9608 0.9664
20241101-00:56:04 nb_c_quizzes 20006
20241101-00:56:04 weakest_accuracies [0.9328, 0.9348]
20241101-00:56:04 dummy_rand tensor([0.4002])
20241101-00:56:04 dummy_rand tensor([0.9477])
20241101-00:56:04 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:56:04 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:58:36 train_loss 274 model 2 0.023406984329223633
20241101-00:58:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:58:36 train_loss 274 model 0 0.024672252655029297
20241101-00:58:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:58:38 test_loss 274 model 2 0.021996221542358398
20241101-00:58:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:58:38 test_loss 274 model 0 0.01908611297607422
20241101-00:58:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-00:58:40 test_accuracy 274 model 2 nb_correct 2325 / 2500 (93.00%)
20241101-00:58:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:58:40 test_accuracy 274 model 0 nb_correct 2418 / 2500 (96.72%)
20241101-00:58:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-00:58:50 wrote ae_*.pth
20241101-00:58:50 epoch_duration 2min46s next_finish 01:01:37
20241101-00:58:50 wrote state.pth
20241101-00:58:50 --- epoch 275 ----------------------------------------
20241101-00:58:50 current_test_accuracies 0.9672 0.9632 0.9300 0.9608 0.9664
20241101-00:58:50 nb_c_quizzes 20006
20241101-00:58:50 weakest_accuracies [0.93, 0.9608]
20241101-00:58:50 dummy_rand tensor([0.6742])
20241101-00:58:50 dummy_rand tensor([0.3083])
20241101-00:58:50 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-00:58:50 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:01:22 train_loss 275 model 3 0.025747809410095215
20241101-01:01:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:01:22 train_loss 275 model 2 0.024167703628540038
20241101-01:01:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:01:25 test_loss 275 model 3 0.021449432373046876
20241101-01:01:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:01:25 test_loss 275 model 2 0.018334197998046874
20241101-01:01:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:01:27 test_accuracy 275 model 3 nb_correct 2340 / 2500 (93.60%)
20241101-01:01:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:01:27 test_accuracy 275 model 2 nb_correct 2362 / 2500 (94.48%)
20241101-01:01:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:01:37 wrote ae_*.pth
20241101-01:01:37 epoch_duration 2min46s next_finish 01:04:23
20241101-01:01:37 wrote state.pth
20241101-01:01:37 --- epoch 276 ----------------------------------------
20241101-01:01:37 current_test_accuracies 0.9672 0.9632 0.9448 0.9360 0.9664
20241101-01:01:37 nb_c_quizzes 20006
20241101-01:01:37 weakest_accuracies [0.936, 0.9448]
20241101-01:01:37 dummy_rand tensor([0.2000])
20241101-01:01:37 dummy_rand tensor([0.1951])
20241101-01:01:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:01:37 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:04:09 train_loss 276 model 3 0.02518136787414551
20241101-01:04:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:04:09 train_loss 276 model 2 0.02293139886856079
20241101-01:04:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:04:11 test_loss 276 model 3 0.022680931091308594
20241101-01:04:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:04:11 test_loss 276 model 2 0.01858306884765625
20241101-01:04:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:04:13 test_accuracy 276 model 3 nb_correct 2293 / 2500 (91.72%)
20241101-01:04:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:04:13 test_accuracy 276 model 2 nb_correct 2369 / 2500 (94.76%)
20241101-01:04:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:04:23 wrote ae_*.pth
20241101-01:04:23 epoch_duration 2min46s next_finish 01:07:09
20241101-01:04:23 wrote state.pth
20241101-01:04:23 --- epoch 277 ----------------------------------------
20241101-01:04:23 current_test_accuracies 0.9672 0.9632 0.9476 0.9172 0.9664
20241101-01:04:23 nb_c_quizzes 20006
20241101-01:04:23 weakest_accuracies [0.9172, 0.9476]
20241101-01:04:23 dummy_rand tensor([0.5891])
20241101-01:04:23 dummy_rand tensor([0.6535])
20241101-01:04:23 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:04:23 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:06:55 train_loss 277 model 3 0.025611237525939943
20241101-01:06:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:06:55 train_loss 277 model 2 0.024039015769958497
20241101-01:06:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:06:57 test_loss 277 model 3 0.018843097686767576
20241101-01:06:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:06:58 test_loss 277 model 2 0.020278739929199218
20241101-01:06:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:07:00 test_accuracy 277 model 3 nb_correct 2262 / 2500 (90.48%)
20241101-01:07:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:07:00 test_accuracy 277 model 2 nb_correct 2344 / 2500 (93.76%)
20241101-01:07:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:07:09 wrote ae_*.pth
20241101-01:07:09 epoch_duration 2min46s next_finish 01:09:56
20241101-01:07:10 wrote state.pth
20241101-01:07:10 --- epoch 278 ----------------------------------------
20241101-01:07:10 current_test_accuracies 0.9672 0.9632 0.9376 0.9048 0.9664
20241101-01:07:10 nb_c_quizzes 20006
20241101-01:07:10 weakest_accuracies [0.9048, 0.9376]
20241101-01:07:10 dummy_rand tensor([0.9724])
20241101-01:07:10 dummy_rand tensor([0.7027])
20241101-01:07:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:07:10 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:09:41 train_loss 278 model 3 0.025712907791137694
20241101-01:09:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:09:41 train_loss 278 model 2 0.023415937900543214
20241101-01:09:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:09:44 test_loss 278 model 3 0.02048545837402344
20241101-01:09:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:09:44 test_loss 278 model 2 0.022653412818908692
20241101-01:09:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:09:46 test_accuracy 278 model 3 nb_correct 2322 / 2500 (92.88%)
20241101-01:09:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:09:46 test_accuracy 278 model 2 nb_correct 2366 / 2500 (94.64%)
20241101-01:09:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:09:56 wrote ae_*.pth
20241101-01:09:56 epoch_duration 2min46s next_finish 01:12:42
20241101-01:09:56 wrote state.pth
20241101-01:09:56 --- epoch 279 ----------------------------------------
20241101-01:09:56 current_test_accuracies 0.9672 0.9632 0.9464 0.9288 0.9664
20241101-01:09:56 nb_c_quizzes 20006
20241101-01:09:56 weakest_accuracies [0.9288, 0.9464]
20241101-01:09:56 dummy_rand tensor([0.8117])
20241101-01:09:56 dummy_rand tensor([0.1830])
20241101-01:09:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:09:56 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:12:27 train_loss 279 model 3 0.02552605438232422
20241101-01:12:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:12:27 train_loss 279 model 2 0.023511364459991455
20241101-01:12:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:12:30 test_loss 279 model 3 0.022542343139648438
20241101-01:12:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:12:30 test_loss 279 model 2 0.0219509220123291
20241101-01:12:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:12:32 test_accuracy 279 model 3 nb_correct 2361 / 2500 (94.44%)
20241101-01:12:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:12:32 test_accuracy 279 model 2 nb_correct 2340 / 2500 (93.60%)
20241101-01:12:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:12:42 wrote ae_*.pth
20241101-01:12:42 epoch_duration 2min46s next_finish 01:15:28
20241101-01:12:42 wrote state.pth
20241101-01:12:42 --- epoch 280 ----------------------------------------
20241101-01:12:42 current_test_accuracies 0.9672 0.9632 0.9360 0.9444 0.9664
20241101-01:12:42 nb_c_quizzes 20006
20241101-01:12:42 weakest_accuracies [0.936, 0.9444]
20241101-01:12:42 dummy_rand tensor([0.1871])
20241101-01:12:42 dummy_rand tensor([0.8487])
20241101-01:12:42 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:12:42 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:15:14 train_loss 280 model 3 0.025036587715148925
20241101-01:15:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:15:14 train_loss 280 model 2 0.022951813697814943
20241101-01:15:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:15:16 test_loss 280 model 3 0.019503173828125
20241101-01:15:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:15:16 test_loss 280 model 2 0.020241851806640624
20241101-01:15:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:15:19 test_accuracy 280 model 3 nb_correct 2306 / 2500 (92.24%)
20241101-01:15:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:15:19 test_accuracy 280 model 2 nb_correct 2406 / 2500 (96.24%)
20241101-01:15:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:15:28 wrote ae_*.pth
20241101-01:15:28 epoch_duration 2min46s next_finish 01:18:15
20241101-01:15:29 wrote state.pth
20241101-01:15:29 --- epoch 281 ----------------------------------------
20241101-01:15:29 current_test_accuracies 0.9672 0.9632 0.9624 0.9224 0.9664
20241101-01:15:29 nb_c_quizzes 20006
20241101-01:15:29 weakest_accuracies [0.9224, 0.9624]
20241101-01:15:29 dummy_rand tensor([0.3870])
20241101-01:15:29 dummy_rand tensor([0.9739])
20241101-01:15:29 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:15:29 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:18:01 train_loss 281 model 3 0.025008308410644532
20241101-01:18:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:18:01 train_loss 281 model 2 0.023748895645141602
20241101-01:18:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:18:03 test_loss 281 model 3 0.019242401123046874
20241101-01:18:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:18:03 test_loss 281 model 2 0.01685047149658203
20241101-01:18:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:18:05 test_accuracy 281 model 3 nb_correct 2318 / 2500 (92.72%)
20241101-01:18:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:18:05 test_accuracy 281 model 2 nb_correct 2297 / 2500 (91.88%)
20241101-01:18:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:18:15 wrote ae_*.pth
20241101-01:18:15 epoch_duration 2min46s next_finish 01:21:01
20241101-01:18:15 wrote state.pth
20241101-01:18:15 --- epoch 282 ----------------------------------------
20241101-01:18:15 current_test_accuracies 0.9672 0.9632 0.9188 0.9272 0.9664
20241101-01:18:15 nb_c_quizzes 20006
20241101-01:18:15 weakest_accuracies [0.9188, 0.9272]
20241101-01:18:15 dummy_rand tensor([0.5275])
20241101-01:18:15 dummy_rand tensor([0.0072])
20241101-01:18:15 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:18:15 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:20:48 train_loss 282 model 3 0.02536604928970337
20241101-01:20:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:20:48 train_loss 282 model 2 0.023343798637390136
20241101-01:20:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:20:50 test_loss 282 model 3 0.021171836853027343
20241101-01:20:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:20:50 test_loss 282 model 2 0.019189205169677735
20241101-01:20:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:20:53 test_accuracy 282 model 3 nb_correct 2318 / 2500 (92.72%)
20241101-01:20:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:20:53 test_accuracy 282 model 2 nb_correct 2252 / 2500 (90.08%)
20241101-01:20:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:21:03 wrote ae_*.pth
20241101-01:21:03 epoch_duration 2min47s next_finish 01:23:50
20241101-01:21:03 wrote state.pth
20241101-01:21:03 --- epoch 283 ----------------------------------------
20241101-01:21:03 current_test_accuracies 0.9672 0.9632 0.9008 0.9272 0.9664
20241101-01:21:03 nb_c_quizzes 20006
20241101-01:21:03 weakest_accuracies [0.9008, 0.9272]
20241101-01:21:03 dummy_rand tensor([0.7611])
20241101-01:21:03 dummy_rand tensor([0.0173])
20241101-01:21:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:21:03 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:23:35 train_loss 283 model 3 0.025365730285644532
20241101-01:23:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:23:35 train_loss 283 model 2 0.023116453170776367
20241101-01:23:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:23:37 test_loss 283 model 3 0.01910789489746094
20241101-01:23:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:23:37 test_loss 283 model 2 0.022301082611083985
20241101-01:23:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:23:40 test_accuracy 283 model 3 nb_correct 2330 / 2500 (93.20%)
20241101-01:23:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:23:40 test_accuracy 283 model 2 nb_correct 2356 / 2500 (94.24%)
20241101-01:23:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:23:49 wrote ae_*.pth
20241101-01:23:49 epoch_duration 2min46s next_finish 01:26:36
20241101-01:23:49 wrote state.pth
20241101-01:23:49 --- epoch 284 ----------------------------------------
20241101-01:23:49 current_test_accuracies 0.9672 0.9632 0.9424 0.9320 0.9664
20241101-01:23:49 nb_c_quizzes 20006
20241101-01:23:49 weakest_accuracies [0.932, 0.9424]
20241101-01:23:49 dummy_rand tensor([0.4950])
20241101-01:23:49 dummy_rand tensor([0.3356])
20241101-01:23:49 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:23:49 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:26:21 train_loss 284 model 3 0.025306129455566408
20241101-01:26:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:26:21 train_loss 284 model 2 0.02415763235092163
20241101-01:26:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:26:24 test_loss 284 model 3 0.021079254150390626
20241101-01:26:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:26:24 test_loss 284 model 2 0.0198443603515625
20241101-01:26:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:26:26 test_accuracy 284 model 3 nb_correct 2299 / 2500 (91.96%)
20241101-01:26:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:26:26 test_accuracy 284 model 2 nb_correct 2364 / 2500 (94.56%)
20241101-01:26:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:26:35 wrote ae_*.pth
20241101-01:26:35 epoch_duration 2min46s next_finish 01:29:22
20241101-01:26:36 wrote state.pth
20241101-01:26:36 --- epoch 285 ----------------------------------------
20241101-01:26:36 current_test_accuracies 0.9672 0.9632 0.9456 0.9196 0.9664
20241101-01:26:36 nb_c_quizzes 20006
20241101-01:26:36 weakest_accuracies [0.9196, 0.9456]
20241101-01:26:36 dummy_rand tensor([0.6302])
20241101-01:26:36 dummy_rand tensor([0.3573])
20241101-01:26:36 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:26:36 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:29:08 train_loss 285 model 3 0.025162492752075195
20241101-01:29:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:29:08 train_loss 285 model 2 0.02262977981567383
20241101-01:29:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:29:10 test_loss 285 model 3 0.020973358154296875
20241101-01:29:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:29:10 test_loss 285 model 2 0.018707275390625
20241101-01:29:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:29:12 test_accuracy 285 model 3 nb_correct 2303 / 2500 (92.12%)
20241101-01:29:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:29:12 test_accuracy 285 model 2 nb_correct 2372 / 2500 (94.88%)
20241101-01:29:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:29:22 wrote ae_*.pth
20241101-01:29:22 epoch_duration 2min46s next_finish 01:32:09
20241101-01:29:22 wrote state.pth
20241101-01:29:22 --- epoch 286 ----------------------------------------
20241101-01:29:22 current_test_accuracies 0.9672 0.9632 0.9488 0.9212 0.9664
20241101-01:29:22 nb_c_quizzes 20006
20241101-01:29:22 weakest_accuracies [0.9212, 0.9488]
20241101-01:29:22 dummy_rand tensor([0.5413])
20241101-01:29:22 dummy_rand tensor([0.9775])
20241101-01:29:22 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:29:22 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:31:54 train_loss 286 model 2 0.023104251861572264
20241101-01:31:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:31:54 train_loss 286 model 3 0.025205095291137694
20241101-01:31:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:31:56 test_loss 286 model 2 0.018868942260742188
20241101-01:31:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:31:56 test_loss 286 model 3 0.019205169677734377
20241101-01:31:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:31:59 test_accuracy 286 model 2 nb_correct 2386 / 2500 (95.44%)
20241101-01:31:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:31:59 test_accuracy 286 model 3 nb_correct 2278 / 2500 (91.12%)
20241101-01:31:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:32:09 wrote ae_*.pth
20241101-01:32:09 epoch_duration 2min46s next_finish 01:34:55
20241101-01:32:09 wrote state.pth
20241101-01:32:09 --- epoch 287 ----------------------------------------
20241101-01:32:09 current_test_accuracies 0.9672 0.9632 0.9544 0.9112 0.9664
20241101-01:32:09 nb_c_quizzes 20006
20241101-01:32:09 weakest_accuracies [0.9112, 0.9544]
20241101-01:32:09 dummy_rand tensor([0.2646])
20241101-01:32:09 dummy_rand tensor([0.1223])
20241101-01:32:09 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:32:09 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:34:40 train_loss 287 model 2 0.02248403263092041
20241101-01:34:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:34:40 train_loss 287 model 3 0.025083002090454103
20241101-01:34:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:34:43 test_loss 287 model 2 0.01883782386779785
20241101-01:34:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:34:43 test_loss 287 model 3 0.02377086639404297
20241101-01:34:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:34:45 test_accuracy 287 model 2 nb_correct 2310 / 2500 (92.40%)
20241101-01:34:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:34:45 test_accuracy 287 model 3 nb_correct 2311 / 2500 (92.44%)
20241101-01:34:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:34:55 wrote ae_*.pth
20241101-01:34:55 epoch_duration 2min46s next_finish 01:37:41
20241101-01:34:55 wrote state.pth
20241101-01:34:55 --- epoch 288 ----------------------------------------
20241101-01:34:55 current_test_accuracies 0.9672 0.9632 0.9240 0.9244 0.9664
20241101-01:34:55 nb_c_quizzes 20006
20241101-01:34:55 weakest_accuracies [0.924, 0.9244]
20241101-01:34:55 dummy_rand tensor([0.1001])
20241101-01:34:55 dummy_rand tensor([0.5705])
20241101-01:34:55 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:34:55 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:37:27 train_loss 288 model 2 0.02251274538040161
20241101-01:37:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:37:27 train_loss 288 model 3 0.025338398456573485
20241101-01:37:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:37:29 test_loss 288 model 2 0.020583839416503907
20241101-01:37:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:37:29 test_loss 288 model 3 0.020239038467407225
20241101-01:37:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:37:31 test_accuracy 288 model 2 nb_correct 2362 / 2500 (94.48%)
20241101-01:37:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:37:31 test_accuracy 288 model 3 nb_correct 2328 / 2500 (93.12%)
20241101-01:37:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:37:41 wrote ae_*.pth
20241101-01:37:41 epoch_duration 2min46s next_finish 01:40:28
20241101-01:37:41 wrote state.pth
20241101-01:37:41 --- epoch 289 ----------------------------------------
20241101-01:37:41 current_test_accuracies 0.9672 0.9632 0.9448 0.9312 0.9664
20241101-01:37:41 nb_c_quizzes 20006
20241101-01:37:41 weakest_accuracies [0.9312, 0.9448]
20241101-01:37:41 dummy_rand tensor([0.8445])
20241101-01:37:41 dummy_rand tensor([0.4397])
20241101-01:37:41 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:37:41 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:40:14 train_loss 289 model 3 0.02523504066467285
20241101-01:40:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:40:14 train_loss 289 model 2 0.02360158634185791
20241101-01:40:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:40:16 test_loss 289 model 3 0.020692405700683595
20241101-01:40:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:40:16 test_loss 289 model 2 0.02284160614013672
20241101-01:40:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:40:18 test_accuracy 289 model 3 nb_correct 2303 / 2500 (92.12%)
20241101-01:40:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:40:19 test_accuracy 289 model 2 nb_correct 2342 / 2500 (93.68%)
20241101-01:40:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:40:28 wrote ae_*.pth
20241101-01:40:28 epoch_duration 2min46s next_finish 01:43:15
20241101-01:40:28 wrote state.pth
20241101-01:40:28 --- epoch 290 ----------------------------------------
20241101-01:40:28 current_test_accuracies 0.9672 0.9632 0.9368 0.9212 0.9664
20241101-01:40:28 nb_c_quizzes 20006
20241101-01:40:28 weakest_accuracies [0.9212, 0.9368]
20241101-01:40:28 dummy_rand tensor([0.9122])
20241101-01:40:28 dummy_rand tensor([0.8380])
20241101-01:40:28 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:40:28 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:43:00 train_loss 290 model 3 0.02469577693939209
20241101-01:43:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:43:00 train_loss 290 model 2 0.023630757331848145
20241101-01:43:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:43:02 test_loss 290 model 3 0.021193389892578126
20241101-01:43:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:43:02 test_loss 290 model 2 0.02476409912109375
20241101-01:43:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:43:05 test_accuracy 290 model 3 nb_correct 2300 / 2500 (92.00%)
20241101-01:43:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:43:05 test_accuracy 290 model 2 nb_correct 2333 / 2500 (93.32%)
20241101-01:43:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:43:14 wrote ae_*.pth
20241101-01:43:14 epoch_duration 2min46s next_finish 01:46:01
20241101-01:43:15 wrote state.pth
20241101-01:43:15 --- epoch 291 ----------------------------------------
20241101-01:43:15 current_test_accuracies 0.9672 0.9632 0.9332 0.9200 0.9664
20241101-01:43:15 nb_c_quizzes 20006
20241101-01:43:15 weakest_accuracies [0.92, 0.9332]
20241101-01:43:15 dummy_rand tensor([0.9433])
20241101-01:43:15 dummy_rand tensor([0.6267])
20241101-01:43:15 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:43:15 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:45:46 train_loss 291 model 3 0.025023077964782713
20241101-01:45:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:45:46 train_loss 291 model 2 0.023588363647460937
20241101-01:45:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:45:49 test_loss 291 model 3 0.02001689910888672
20241101-01:45:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:45:49 test_loss 291 model 2 0.020962543487548828
20241101-01:45:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:45:51 test_accuracy 291 model 3 nb_correct 2304 / 2500 (92.16%)
20241101-01:45:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:45:51 test_accuracy 291 model 2 nb_correct 2351 / 2500 (94.04%)
20241101-01:45:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:46:01 wrote ae_*.pth
20241101-01:46:01 epoch_duration 2min46s next_finish 01:48:47
20241101-01:46:01 wrote state.pth
20241101-01:46:01 --- epoch 292 ----------------------------------------
20241101-01:46:01 current_test_accuracies 0.9672 0.9632 0.9404 0.9216 0.9664
20241101-01:46:01 nb_c_quizzes 20006
20241101-01:46:01 weakest_accuracies [0.9216, 0.9404]
20241101-01:46:01 dummy_rand tensor([0.5415])
20241101-01:46:01 dummy_rand tensor([0.4367])
20241101-01:46:01 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:46:01 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:48:33 train_loss 292 model 2 0.022877063751220703
20241101-01:48:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:48:33 train_loss 292 model 3 0.02406196403503418
20241101-01:48:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:48:35 test_loss 292 model 2 0.019310684204101564
20241101-01:48:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:48:35 test_loss 292 model 3 0.020255413055419922
20241101-01:48:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:48:37 test_accuracy 292 model 2 nb_correct 2393 / 2500 (95.72%)
20241101-01:48:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:48:37 test_accuracy 292 model 3 nb_correct 2322 / 2500 (92.88%)
20241101-01:48:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:48:47 wrote ae_*.pth
20241101-01:48:47 epoch_duration 2min46s next_finish 01:51:33
20241101-01:48:47 wrote state.pth
20241101-01:48:47 --- epoch 293 ----------------------------------------
20241101-01:48:47 current_test_accuracies 0.9672 0.9632 0.9572 0.9288 0.9664
20241101-01:48:47 nb_c_quizzes 20006
20241101-01:48:47 weakest_accuracies [0.9288, 0.9572]
20241101-01:48:47 dummy_rand tensor([0.7959])
20241101-01:48:47 dummy_rand tensor([0.4240])
20241101-01:48:47 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:48:47 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:51:19 train_loss 293 model 2 0.022917728424072265
20241101-01:51:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:51:19 train_loss 293 model 3 0.024771735668182374
20241101-01:51:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:51:21 test_loss 293 model 2 0.019625792503356932
20241101-01:51:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:51:21 test_loss 293 model 3 0.020597095489501952
20241101-01:51:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:51:23 test_accuracy 293 model 2 nb_correct 2357 / 2500 (94.28%)
20241101-01:51:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:51:23 test_accuracy 293 model 3 nb_correct 2323 / 2500 (92.92%)
20241101-01:51:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:51:33 wrote ae_*.pth
20241101-01:51:33 epoch_duration 2min46s next_finish 01:54:19
20241101-01:51:33 wrote state.pth
20241101-01:51:33 --- epoch 294 ----------------------------------------
20241101-01:51:33 current_test_accuracies 0.9672 0.9632 0.9428 0.9292 0.9664
20241101-01:51:33 nb_c_quizzes 20006
20241101-01:51:33 weakest_accuracies [0.9292, 0.9428]
20241101-01:51:33 dummy_rand tensor([0.3578])
20241101-01:51:33 dummy_rand tensor([0.3249])
20241101-01:51:33 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:51:33 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:54:05 train_loss 294 model 2 0.022353774070739747
20241101-01:54:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:54:05 train_loss 294 model 3 0.025378311157226562
20241101-01:54:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:54:07 test_loss 294 model 2 0.018618392944335937
20241101-01:54:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:54:07 test_loss 294 model 3 0.019973087310791015
20241101-01:54:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:54:10 test_accuracy 294 model 2 nb_correct 2347 / 2500 (93.88%)
20241101-01:54:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:54:10 test_accuracy 294 model 3 nb_correct 2301 / 2500 (92.04%)
20241101-01:54:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:54:19 wrote ae_*.pth
20241101-01:54:19 epoch_duration 2min46s next_finish 01:57:06
20241101-01:54:20 wrote state.pth
20241101-01:54:20 --- epoch 295 ----------------------------------------
20241101-01:54:20 current_test_accuracies 0.9672 0.9632 0.9388 0.9204 0.9664
20241101-01:54:20 nb_c_quizzes 20006
20241101-01:54:20 weakest_accuracies [0.9204, 0.9388]
20241101-01:54:20 dummy_rand tensor([0.3112])
20241101-01:54:20 dummy_rand tensor([0.2626])
20241101-01:54:20 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:54:20 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:56:51 train_loss 295 model 3 0.02450075340270996
20241101-01:56:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:56:51 train_loss 295 model 2 0.022644649505615233
20241101-01:56:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:56:54 test_loss 295 model 3 0.02424568176269531
20241101-01:56:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:56:54 test_loss 295 model 2 0.021371612548828123
20241101-01:56:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:56:56 test_accuracy 295 model 3 nb_correct 2313 / 2500 (92.52%)
20241101-01:56:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:56:56 test_accuracy 295 model 2 nb_correct 2392 / 2500 (95.68%)
20241101-01:56:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:57:06 wrote ae_*.pth
20241101-01:57:06 epoch_duration 2min46s next_finish 01:59:52
20241101-01:57:06 wrote state.pth
20241101-01:57:06 --- epoch 296 ----------------------------------------
20241101-01:57:06 current_test_accuracies 0.9672 0.9632 0.9568 0.9252 0.9664
20241101-01:57:06 nb_c_quizzes 20006
20241101-01:57:06 weakest_accuracies [0.9252, 0.9568]
20241101-01:57:06 dummy_rand tensor([0.3906])
20241101-01:57:06 dummy_rand tensor([0.3047])
20241101-01:57:06 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:57:06 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:59:38 train_loss 296 model 2 0.02357196307182312
20241101-01:59:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:59:38 train_loss 296 model 3 0.024292633056640624
20241101-01:59:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:59:40 test_loss 296 model 2 0.019963631629943846
20241101-01:59:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:59:40 test_loss 296 model 3 0.019341163635253907
20241101-01:59:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-01:59:42 test_accuracy 296 model 2 nb_correct 2408 / 2500 (96.32%)
20241101-01:59:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:59:42 test_accuracy 296 model 3 nb_correct 2314 / 2500 (92.56%)
20241101-01:59:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-01:59:52 wrote ae_*.pth
20241101-01:59:52 epoch_duration 2min46s next_finish 02:02:39
20241101-01:59:52 wrote state.pth
20241101-01:59:52 --- epoch 297 ----------------------------------------
20241101-01:59:52 current_test_accuracies 0.9672 0.9632 0.9632 0.9256 0.9664
20241101-01:59:52 nb_c_quizzes 20006
20241101-01:59:52 weakest_accuracies [0.9256, 0.9632]
20241101-01:59:52 dummy_rand tensor([0.7137])
20241101-01:59:52 dummy_rand tensor([0.7673])
20241101-01:59:53 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-01:59:53 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:02:24 train_loss 297 model 3 0.024566773414611817
20241101-02:02:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:02:24 train_loss 297 model 1 0.02309868812561035
20241101-02:02:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:02:26 test_loss 297 model 3 0.018144397735595702
20241101-02:02:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:02:27 test_loss 297 model 1 0.02192567825317383
20241101-02:02:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:02:29 test_accuracy 297 model 3 nb_correct 2374 / 2500 (94.96%)
20241101-02:02:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:02:29 test_accuracy 297 model 1 nb_correct 2283 / 2500 (91.32%)
20241101-02:02:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:02:39 wrote ae_*.pth
20241101-02:02:39 epoch_duration 2min46s next_finish 02:05:25
20241101-02:02:39 wrote state.pth
20241101-02:02:39 --- epoch 298 ----------------------------------------
20241101-02:02:39 current_test_accuracies 0.9672 0.9132 0.9632 0.9496 0.9664
20241101-02:02:39 nb_c_quizzes 20006
20241101-02:02:39 weakest_accuracies [0.9132, 0.9496]
20241101-02:02:39 dummy_rand tensor([0.1454])
20241101-02:02:39 dummy_rand tensor([0.8558])
20241101-02:02:39 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:02:39 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:05:11 train_loss 298 model 3 0.02443299722671509
20241101-02:05:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:05:11 train_loss 298 model 1 0.02347226333618164
20241101-02:05:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:05:13 test_loss 298 model 3 0.018703060150146486
20241101-02:05:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:05:13 test_loss 298 model 1 0.02212982177734375
20241101-02:05:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:05:15 test_accuracy 298 model 3 nb_correct 2264 / 2500 (90.56%)
20241101-02:05:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:05:15 test_accuracy 298 model 1 nb_correct 2349 / 2500 (93.96%)
20241101-02:05:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:05:25 wrote ae_*.pth
20241101-02:05:25 epoch_duration 2min46s next_finish 02:08:11
20241101-02:05:25 wrote state.pth
20241101-02:05:25 --- epoch 299 ----------------------------------------
20241101-02:05:25 current_test_accuracies 0.9672 0.9396 0.9632 0.9056 0.9664
20241101-02:05:25 nb_c_quizzes 20006
20241101-02:05:25 weakest_accuracies [0.9056, 0.9396]
20241101-02:05:25 dummy_rand tensor([0.2432])
20241101-02:05:25 dummy_rand tensor([0.5499])
20241101-02:05:25 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:05:25 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:07:57 train_loss 299 model 3 0.023782877922058104
20241101-02:07:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:07:57 train_loss 299 model 1 0.023991658210754396
20241101-02:07:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:08:00 test_loss 299 model 3 0.023344616889953613
20241101-02:08:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:08:00 test_loss 299 model 1 0.019353561401367188
20241101-02:08:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:08:02 test_accuracy 299 model 3 nb_correct 2333 / 2500 (93.32%)
20241101-02:08:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:08:02 test_accuracy 299 model 1 nb_correct 2324 / 2500 (92.96%)
20241101-02:08:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:08:12 wrote ae_*.pth
20241101-02:08:12 epoch_duration 2min46s next_finish 02:10:58
20241101-02:08:12 wrote state.pth
20241101-02:08:12 --- epoch 300 ----------------------------------------
20241101-02:08:12 current_test_accuracies 0.9672 0.9296 0.9632 0.9332 0.9664
20241101-02:08:12 nb_c_quizzes 20006
20241101-02:08:12 weakest_accuracies [0.9296, 0.9332]
20241101-02:08:12 dummy_rand tensor([0.4023])
20241101-02:08:12 dummy_rand tensor([0.9136])
20241101-02:08:12 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:08:12 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:10:44 train_loss 300 model 3 0.024963455200195314
20241101-02:10:44 train_loss 300 model 1 0.023969310760498047
20241101-02:10:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:10:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:10:46 test_loss 300 model 3 0.02050267219543457
20241101-02:10:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:10:46 test_loss 300 model 1 0.021157550811767577
20241101-02:10:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:10:49 test_accuracy 300 model 3 nb_correct 2299 / 2500 (91.96%)
20241101-02:10:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:10:49 test_accuracy 300 model 1 nb_correct 2347 / 2500 (93.88%)
20241101-02:10:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:10:58 wrote ae_*.pth
20241101-02:10:58 epoch_duration 2min46s next_finish 02:13:45
20241101-02:10:59 wrote state.pth
20241101-02:10:59 --- epoch 301 ----------------------------------------
20241101-02:10:59 current_test_accuracies 0.9672 0.9388 0.9632 0.9196 0.9664
20241101-02:10:59 nb_c_quizzes 20006
20241101-02:10:59 weakest_accuracies [0.9196, 0.9388]
20241101-02:10:59 dummy_rand tensor([0.6524])
20241101-02:10:59 dummy_rand tensor([0.5244])
20241101-02:10:59 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:10:59 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:13:31 train_loss 301 model 1 0.02337120532989502
20241101-02:13:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:13:31 train_loss 301 model 3 0.0238249397277832
20241101-02:13:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:13:33 test_loss 301 model 1 0.0225260591506958
20241101-02:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:13:33 test_loss 301 model 3 0.022908573150634767
20241101-02:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:13:35 test_accuracy 301 model 1 nb_correct 2301 / 2500 (92.04%)
20241101-02:13:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:13:36 test_accuracy 301 model 3 nb_correct 2318 / 2500 (92.72%)
20241101-02:13:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:13:45 wrote ae_*.pth
20241101-02:13:45 epoch_duration 2min46s next_finish 02:16:32
20241101-02:13:45 wrote state.pth
20241101-02:13:45 --- epoch 302 ----------------------------------------
20241101-02:13:45 current_test_accuracies 0.9672 0.9204 0.9632 0.9272 0.9664
20241101-02:13:45 nb_c_quizzes 20006
20241101-02:13:45 weakest_accuracies [0.9204, 0.9272]
20241101-02:13:45 dummy_rand tensor([0.2720])
20241101-02:13:45 dummy_rand tensor([0.6580])
20241101-02:13:45 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:13:45 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:16:18 train_loss 302 model 1 0.0240655517578125
20241101-02:16:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:16:18 train_loss 302 model 3 0.024261133193969726
20241101-02:16:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:16:20 test_loss 302 model 1 0.020055923461914062
20241101-02:16:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:16:20 test_loss 302 model 3 0.022718937397003175
20241101-02:16:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:16:22 test_accuracy 302 model 1 nb_correct 2364 / 2500 (94.56%)
20241101-02:16:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:16:22 test_accuracy 302 model 3 nb_correct 2290 / 2500 (91.60%)
20241101-02:16:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:16:32 wrote ae_*.pth
20241101-02:16:32 epoch_duration 2min46s next_finish 02:19:18
20241101-02:16:32 wrote state.pth
20241101-02:16:32 --- epoch 303 ----------------------------------------
20241101-02:16:32 current_test_accuracies 0.9672 0.9456 0.9632 0.9160 0.9664
20241101-02:16:32 nb_c_quizzes 20006
20241101-02:16:32 weakest_accuracies [0.916, 0.9456]
20241101-02:16:32 dummy_rand tensor([0.5157])
20241101-02:16:32 dummy_rand tensor([0.6177])
20241101-02:16:32 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:16:32 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:19:04 train_loss 303 model 1 0.023208784103393554
20241101-02:19:04 train_loss 303 model 3 0.024046921253204345
20241101-02:19:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:19:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:19:06 test_loss 303 model 1 0.021327972412109375
20241101-02:19:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:19:06 test_loss 303 model 3 0.019588890075683593
20241101-02:19:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:19:09 test_accuracy 303 model 1 nb_correct 2352 / 2500 (94.08%)
20241101-02:19:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:19:09 test_accuracy 303 model 3 nb_correct 2327 / 2500 (93.08%)
20241101-02:19:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:19:18 wrote ae_*.pth
20241101-02:19:18 epoch_duration 2min46s next_finish 02:22:05
20241101-02:19:19 wrote state.pth
20241101-02:19:19 --- epoch 304 ----------------------------------------
20241101-02:19:19 current_test_accuracies 0.9672 0.9408 0.9632 0.9308 0.9664
20241101-02:19:19 nb_c_quizzes 20006
20241101-02:19:19 weakest_accuracies [0.9308, 0.9408]
20241101-02:19:19 dummy_rand tensor([0.5719])
20241101-02:19:19 dummy_rand tensor([0.8454])
20241101-02:19:19 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:19:19 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:21:51 train_loss 304 model 3 0.023814035415649415
20241101-02:21:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:21:51 train_loss 304 model 1 0.023828608512878418
20241101-02:21:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:21:53 test_loss 304 model 3 0.019564476013183594
20241101-02:21:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:21:53 test_loss 304 model 1 0.020916461944580078
20241101-02:21:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:21:55 test_accuracy 304 model 3 nb_correct 2390 / 2500 (95.60%)
20241101-02:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:21:55 test_accuracy 304 model 1 nb_correct 2326 / 2500 (93.04%)
20241101-02:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:22:05 wrote ae_*.pth
20241101-02:22:05 epoch_duration 2min46s next_finish 02:24:51
20241101-02:22:05 wrote state.pth
20241101-02:22:05 --- epoch 305 ----------------------------------------
20241101-02:22:05 current_test_accuracies 0.9672 0.9304 0.9632 0.9560 0.9664
20241101-02:22:05 nb_c_quizzes 20006
20241101-02:22:05 weakest_accuracies [0.9304, 0.956]
20241101-02:22:05 dummy_rand tensor([0.3245])
20241101-02:22:05 dummy_rand tensor([0.2483])
20241101-02:22:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:22:05 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:24:38 train_loss 305 model 1 0.023537295818328856
20241101-02:24:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:24:38 train_loss 305 model 3 0.024622852325439454
20241101-02:24:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:24:40 test_loss 305 model 1 0.01794013023376465
20241101-02:24:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:24:40 test_loss 305 model 3 0.017564449310302734
20241101-02:24:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:24:42 test_accuracy 305 model 1 nb_correct 2412 / 2500 (96.48%)
20241101-02:24:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:24:42 test_accuracy 305 model 3 nb_correct 2349 / 2500 (93.96%)
20241101-02:24:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:24:52 wrote ae_*.pth
20241101-02:24:52 epoch_duration 2min47s next_finish 02:27:39
20241101-02:24:52 wrote state.pth
20241101-02:24:52 --- epoch 306 ----------------------------------------
20241101-02:24:52 current_test_accuracies 0.9672 0.9648 0.9632 0.9396 0.9664
20241101-02:24:52 nb_c_quizzes 20006
20241101-02:24:52 weakest_accuracies [0.9396, 0.9632]
20241101-02:24:52 dummy_rand tensor([0.6310])
20241101-02:24:52 dummy_rand tensor([0.3580])
20241101-02:24:52 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:24:52 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:27:25 train_loss 306 model 3 0.02391442584991455
20241101-02:27:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:27:25 train_loss 306 model 2 0.022741432428359985
20241101-02:27:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:27:27 test_loss 306 model 3 0.018143129348754884
20241101-02:27:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:27:28 test_loss 306 model 2 0.021060569286346434
20241101-02:27:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:27:30 test_accuracy 306 model 3 nb_correct 2310 / 2500 (92.40%)
20241101-02:27:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:27:31 test_accuracy 306 model 2 nb_correct 2369 / 2500 (94.76%)
20241101-02:27:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:27:40 wrote ae_*.pth
20241101-02:27:40 epoch_duration 2min47s next_finish 02:30:27
20241101-02:27:40 wrote state.pth
20241101-02:27:40 --- epoch 307 ----------------------------------------
20241101-02:27:40 current_test_accuracies 0.9672 0.9648 0.9476 0.9240 0.9664
20241101-02:27:40 nb_c_quizzes 20006
20241101-02:27:40 weakest_accuracies [0.924, 0.9476]
20241101-02:27:40 dummy_rand tensor([0.0214])
20241101-02:27:40 dummy_rand tensor([0.5795])
20241101-02:27:40 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:27:40 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:30:12 train_loss 307 model 3 0.024445436477661134
20241101-02:30:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:30:12 train_loss 307 model 2 0.022415660381317138
20241101-02:30:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:30:14 test_loss 307 model 3 0.020412216186523436
20241101-02:30:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:30:14 test_loss 307 model 2 0.016856000423431397
20241101-02:30:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:30:17 test_accuracy 307 model 3 nb_correct 2329 / 2500 (93.16%)
20241101-02:30:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:30:17 test_accuracy 307 model 2 nb_correct 2347 / 2500 (93.88%)
20241101-02:30:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:30:26 wrote ae_*.pth
20241101-02:30:26 epoch_duration 2min46s next_finish 02:33:13
20241101-02:30:26 wrote state.pth
20241101-02:30:26 --- epoch 308 ----------------------------------------
20241101-02:30:26 current_test_accuracies 0.9672 0.9648 0.9388 0.9316 0.9664
20241101-02:30:26 nb_c_quizzes 20006
20241101-02:30:26 weakest_accuracies [0.9316, 0.9388]
20241101-02:30:26 dummy_rand tensor([0.2361])
20241101-02:30:26 dummy_rand tensor([0.0364])
20241101-02:30:26 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:30:26 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:32:59 train_loss 308 model 2 0.023037755966186523
20241101-02:32:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:32:59 train_loss 308 model 3 0.02470531463623047
20241101-02:32:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:33:02 test_loss 308 model 2 0.016421356201171876
20241101-02:33:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:33:02 test_loss 308 model 3 0.018239898681640623
20241101-02:33:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:33:04 test_accuracy 308 model 2 nb_correct 2348 / 2500 (93.92%)
20241101-02:33:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:33:04 test_accuracy 308 model 3 nb_correct 2313 / 2500 (92.52%)
20241101-02:33:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:33:14 wrote ae_*.pth
20241101-02:33:14 epoch_duration 2min47s next_finish 02:36:01
20241101-02:33:14 wrote state.pth
20241101-02:33:14 --- epoch 309 ----------------------------------------
20241101-02:33:14 current_test_accuracies 0.9672 0.9648 0.9392 0.9252 0.9664
20241101-02:33:14 nb_c_quizzes 20006
20241101-02:33:14 weakest_accuracies [0.9252, 0.9392]
20241101-02:33:14 dummy_rand tensor([0.7031])
20241101-02:33:14 dummy_rand tensor([0.1264])
20241101-02:33:14 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:33:14 quiz_set nb_w_quizzes 29994 nb_c_quizzes 20006
20241101-02:35:47 train_loss 309 model 2 0.0230368287563324
20241101-02:35:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:35:47 train_loss 309 model 3 0.02382028388977051
20241101-02:35:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:35:49 test_loss 309 model 2 0.020198783874511718
20241101-02:35:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:35:49 test_loss 309 model 3 0.019045348167419433
20241101-02:35:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-02:35:52 test_accuracy 309 model 2 nb_correct 2375 / 2500 (95.00%)
20241101-02:35:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:35:52 test_accuracy 309 model 3 nb_correct 2411 / 2500 (96.44%)
20241101-02:35:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-02:36:01 wrote ae_*.pth
20241101-02:36:01 epoch_duration 2min47s next_finish 02:38:49
20241101-02:36:01 wrote state.pth
20241101-02:36:01 --- epoch 310 ----------------------------------------
20241101-02:36:01 current_test_accuracies 0.9672 0.9648 0.9500 0.9644 0.9664
20241101-02:36:01 dummy_rand tensor([0.2096])
20241101-02:36:01 dummy_rand tensor([0.7874])
20241101-02:36:10 nb_validated 1 model 4 (finishes Fri 08:36 -- 416/h)
20241101-02:36:10 nb_validated 5 model 2 (finishes Fri 03:51 -- 1999/h)
20241101-02:36:28 nb_validated 7 model 4 (finishes Fri 05:11 -- 967/h)
20241101-02:36:28 nb_validated 15 model 1 (finishes Fri 03:48 -- 2055/h)
20241101-02:36:45 nb_validated 27 model 4 (finishes Fri 03:43 -- 2221/h)
20241101-02:36:46 nb_validated 20 model 3 (finishes Fri 04:08 -- 1626/h)
20241101-02:37:03 nb_validated 39 model 0 (finishes Fri 03:41 -- 2287/h)
20241101-02:37:03 nb_validated 23 model 0 (finishes Fri 04:27 -- 1341/h)
20241101-02:37:20 nb_validated 35 model 1 (finishes Fri 04:09 -- 1596/h)
20241101-02:37:20 nb_validated 47 model 3 (finishes Fri 03:46 -- 2141/h)
20241101-02:37:38 nb_validated 62 model 2 (finishes Fri 03:41 -- 2307/h)
20241101-02:37:38 nb_validated 41 model 3 (finishes Fri 04:14 -- 1524/h)
20241101-02:37:56 nb_validated 70 model 1 (finishes Fri 03:44 -- 2205/h)
20241101-02:37:56 nb_validated 49 model 1 (finishes Fri 04:13 -- 1543/h)
20241101-02:38:14 nb_validated 62 model 1 (finishes Fri 04:04 -- 1690/h)
20241101-02:38:14 nb_validated 79 model 2 (finishes Fri 03:45 -- 2150/h)
20241101-02:38:31 nb_validated 86 model 2 (finishes Fri 03:48 -- 2074/h)
20241101-02:38:31 nb_validated 70 model 0 (finishes Fri 04:04 -- 1687/h)
20241101-02:38:48 nb_validated 95 model 0 (finishes Fri 03:49 -- 2047/h)
20241101-02:38:49 nb_validated 79 model 3 (finishes Fri 04:04 -- 1702/h)
20241101-02:39:06 nb_validated 88 model 0 (finishes Fri 04:03 -- 1715/h)
20241101-02:39:06 nb_validated 109 model 0 (finishes Fri 03:46 -- 2123/h)
20241101-02:39:23 nb_validated 117 model 0 (finishes Fri 03:47 -- 2086/h)
20241101-02:39:24 nb_validated 93 model 3 (finishes Fri 04:06 -- 1652/h)
20241101-02:39:41 nb_validated 121 model 4 (finishes Fri 03:51 -- 1987/h)
20241101-02:39:42 nb_validated 102 model 3 (finishes Fri 04:06 -- 1665/h)
20241101-02:39:58 nb_validated 133 model 4 (finishes Fri 03:50 -- 2024/h)
20241101-02:40:00 nb_validated 109 model 2 (finishes Fri 04:07 -- 1648/h)
20241101-02:40:16 nb_validated 148 model 2 (finishes Fri 03:47 -- 2096/h)
20241101-02:40:17 nb_validated 119 model 4 (finishes Fri 04:05 -- 1677/h)
20241101-02:40:33 nb_validated 163 model 0 (finishes Fri 03:45 -- 2161/h)
20241101-02:40:35 nb_validated 133 model 0 (finishes Fri 04:01 -- 1753/h)
20241101-02:40:51 nb_validated 177 model 1 (finishes Fri 03:44 -- 2203/h)
20241101-02:40:52 nb_validated 144 model 1 (finishes Fri 04:00 -- 1784/h)
20241101-02:41:07 nb_validated 187 model 4 (finishes Fri 03:44 -- 2199/h)
20241101-02:41:09 nb_validated 159 model 4 (finishes Fri 03:56 -- 1860/h)
20241101-02:41:25 nb_validated 197 model 0 (finishes Fri 03:44 -- 2189/h)
20241101-02:41:27 nb_validated 169 model 4 (finishes Fri 03:56 -- 1871/h)
20241101-02:41:43 nb_validated 206 model 4 (finishes Fri 03:45 -- 2173/h)
20241101-02:41:44 nb_validated 175 model 0 (finishes Fri 03:57 -- 1837/h)
20241101-02:42:00 nb_validated 214 model 2 (finishes Fri 03:45 -- 2146/h)
20241101-02:42:01 nb_validated 188 model 4 (finishes Fri 03:55 -- 1884/h)
20241101-02:42:18 nb_validated 221 model 4 (finishes Fri 03:47 -- 2112/h)
20241101-02:42:19 nb_validated 196 model 3 (finishes Fri 03:56 -- 1871/h)
20241101-02:42:36 nb_validated 232 model 3 (finishes Fri 03:46 -- 2117/h)
20241101-02:42:36 nb_validated 211 model 3 (finishes Fri 03:54 -- 1923/h)
20241101-02:42:54 nb_validated 218 model 1 (finishes Fri 03:54 -- 1903/h)
20241101-02:42:54 nb_validated 244 model 1 (finishes Fri 03:46 -- 2129/h)
20241101-02:43:11 nb_validated 230 model 1 (finishes Fri 03:53 -- 1926/h)
20241101-02:43:12 nb_validated 253 model 2 (finishes Fri 03:46 -- 2117/h)
20241101-02:43:29 nb_validated 236 model 0 (finishes Fri 03:54 -- 1899/h)
20241101-02:43:29 nb_validated 264 model 3 (finishes Fri 03:46 -- 2122/h)
20241101-02:43:46 nb_validated 242 model 3 (finishes Fri 03:56 -- 1874/h)
20241101-02:43:47 nb_validated 273 model 2 (finishes Fri 03:47 -- 2110/h)
20241101-02:44:04 nb_validated 249 model 4 (finishes Fri 03:56 -- 1858/h)
20241101-02:44:04 nb_validated 279 model 0 (finishes Fri 03:48 -- 2080/h)
20241101-02:44:21 nb_validated 260 model 0 (finishes Fri 03:56 -- 1872/h)
20241101-02:44:22 nb_validated 289 model 4 (finishes Fri 03:48 -- 2080/h)
20241101-02:44:39 nb_validated 276 model 1 (finishes Fri 03:54 -- 1920/h)
20241101-02:44:39 nb_validated 297 model 0 (finishes Fri 03:48 -- 2065/h)
20241101-02:44:56 nb_validated 282 model 4 (finishes Fri 03:54 -- 1900/h)
20241101-02:44:57 nb_validated 303 model 0 (finishes Fri 03:49 -- 2037/h)
20241101-02:45:14 nb_validated 296 model 1 (finishes Fri 03:53 -- 1929/h)
20241101-02:45:15 nb_validated 311 model 3 (finishes Fri 03:50 -- 2023/h)
20241101-02:45:31 nb_validated 309 model 3 (finishes Fri 03:52 -- 1952/h)
20241101-02:45:32 nb_validated 318 model 1 (finishes Fri 03:50 -- 2005/h)
20241101-02:45:48 nb_validated 326 model 4 (finishes Fri 03:51 -- 1999/h)
20241101-02:45:50 nb_validated 324 model 0 (finishes Fri 03:51 -- 1980/h)
20241101-02:46:06 nb_validated 332 model 4 (finishes Fri 03:51 -- 1978/h)
20241101-02:46:08 nb_validated 332 model 4 (finishes Fri 03:52 -- 1971/h)
20241101-02:46:24 nb_validated 339 model 3 (finishes Fri 03:52 -- 1961/h)
20241101-02:46:25 nb_validated 343 model 4 (finishes Fri 03:51 -- 1979/h)
20241101-02:46:41 nb_validated 349 model 3 (finishes Fri 03:52 -- 1964/h)
20241101-02:46:42 nb_validated 353 model 1 (finishes Fri 03:51 -- 1982/h)
20241101-02:46:58 nb_validated 357 model 4 (finishes Fri 03:52 -- 1957/h)
20241101-02:47:00 nb_validated 368 model 2 (finishes Fri 03:50 -- 2011/h)
20241101-02:47:16 nb_validated 368 model 3 (finishes Fri 03:52 -- 1964/h)
20241101-02:47:17 nb_validated 378 model 0 (finishes Fri 03:50 -- 2013/h)
20241101-02:47:34 nb_validated 374 model 3 (finishes Fri 03:53 -- 1944/h)
20241101-02:47:35 nb_validated 389 model 2 (finishes Fri 03:50 -- 2018/h)
20241101-02:47:52 nb_validated 384 model 3 (finishes Fri 03:53 -- 1945/h)
20241101-02:47:53 nb_validated 397 model 0 (finishes Fri 03:50 -- 2009/h)
20241101-02:48:10 nb_validated 397 model 1 (finishes Fri 03:52 -- 1963/h)
20241101-02:48:10 nb_validated 402 model 1 (finishes Fri 03:51 -- 1985/h)
20241101-02:48:27 nb_validated 417 model 1 (finishes Fri 03:50 -- 2013/h)
20241101-02:48:28 nb_validated 411 model 1 (finishes Fri 03:51 -- 1981/h)
20241101-02:48:45 nb_validated 427 model 2 (finishes Fri 03:50 -- 2012/h)
20241101-02:48:45 nb_validated 421 model 4 (finishes Fri 03:51 -- 1984/h)
20241101-02:49:02 nb_validated 432 model 4 (finishes Fri 03:51 -- 1991/h)
20241101-02:49:03 nb_validated 436 model 2 (finishes Fri 03:50 -- 2008/h)
20241101-02:49:20 nb_validated 440 model 2 (finishes Fri 03:51 -- 1983/h)
20241101-02:49:20 nb_validated 448 model 2 (finishes Fri 03:50 -- 2018/h)
20241101-02:49:37 nb_validated 453 model 4 (finishes Fri 03:51 -- 1998/h)
20241101-02:49:38 nb_validated 456 model 2 (finishes Fri 03:50 -- 2010/h)
20241101-02:49:55 nb_validated 467 model 1 (finishes Fri 03:50 -- 2017/h)
20241101-02:49:55 nb_validated 471 model 1 (finishes Fri 03:49 -- 2033/h)
20241101-02:50:12 nb_validated 471 model 0 (finishes Fri 03:51 -- 1993/h)
20241101-02:50:13 nb_validated 475 model 1 (finishes Fri 03:50 -- 2008/h)
20241101-02:50:30 nb_validated 482 model 1 (finishes Fri 03:51 -- 1998/h)
20241101-02:50:31 nb_validated 484 model 1 (finishes Fri 03:50 -- 2004/h)
20241101-02:50:47 nb_validated 493 model 1 (finishes Fri 03:50 -- 2003/h)
20241101-02:50:48 nb_validated 495 model 3 (finishes Fri 03:50 -- 2009/h)
20241101-02:51:05 nb_validated 505 model 3 (finishes Fri 03:50 -- 2011/h)
20241101-02:51:06 nb_validated 504 model 2 (finishes Fri 03:50 -- 2005/h)
20241101-02:51:23 nb_validated 514 model 0 (finishes Fri 03:50 -- 2008/h)
20241101-02:51:24 nb_validated 516 model 3 (finishes Fri 03:50 -- 2013/h)
20241101-02:51:40 nb_validated 525 model 4 (finishes Fri 03:50 -- 2012/h)
20241101-02:51:42 nb_validated 524 model 1 (finishes Fri 03:50 -- 2006/h)
20241101-02:51:58 nb_validated 535 model 1 (finishes Fri 03:50 -- 2013/h)
20241101-02:52:00 nb_validated 530 model 2 (finishes Fri 03:51 -- 1991/h)
20241101-02:52:15 nb_validated 544 model 1 (finishes Fri 03:50 -- 2011/h)
20241101-02:52:18 nb_validated 542 model 3 (finishes Fri 03:51 -- 1998/h)
20241101-02:52:33 nb_validated 554 model 0 (finishes Fri 03:50 -- 2011/h)
20241101-02:52:35 nb_validated 552 model 0 (finishes Fri 03:51 -- 2000/h)
20241101-02:52:51 nb_validated 566 model 2 (finishes Fri 03:50 -- 2018/h)
20241101-02:52:53 nb_validated 562 model 0 (finishes Fri 03:50 -- 2001/h)
20241101-02:53:07 nb_validated 573 model 4 (finishes Fri 03:50 -- 2010/h)
20241101-02:53:10 nb_validated 572 model 2 (finishes Fri 03:50 -- 2001/h)
20241101-02:53:25 nb_validated 580 model 3 (finishes Fri 03:51 -- 2000/h)
20241101-02:53:28 nb_validated 583 model 3 (finishes Fri 03:50 -- 2005/h)
20241101-02:53:43 nb_validated 589 model 1 (finishes Fri 03:51 -- 1997/h)
20241101-02:53:46 nb_validated 596 model 4 (finishes Fri 03:50 -- 2016/h)
20241101-02:54:00 nb_validated 600 model 2 (finishes Fri 03:50 -- 2001/h)
20241101-02:54:03 nb_validated 607 model 4 (finishes Fri 03:50 -- 2021/h)
20241101-02:54:18 nb_validated 607 model 0 (finishes Fri 03:51 -- 1992/h)
20241101-02:54:20 nb_validated 626 model 1 (finishes Fri 03:49 -- 2051/h)
20241101-02:54:36 nb_validated 623 model 2 (finishes Fri 03:50 -- 2013/h)
20241101-02:54:37 nb_validated 635 model 3 (finishes Fri 03:49 -- 2048/h)
20241101-02:54:53 nb_validated 630 model 4 (finishes Fri 03:50 -- 2004/h)
20241101-02:54:55 nb_validated 645 model 3 (finishes Fri 03:49 -- 2048/h)
20241101-02:55:11 nb_validated 637 model 2 (finishes Fri 03:51 -- 1995/h)
20241101-02:55:12 nb_validated 654 model 4 (finishes Fri 03:49 -- 2045/h)
20241101-02:55:29 nb_validated 649 model 3 (finishes Fri 03:50 -- 2001/h)
20241101-02:55:30 nb_validated 658 model 3 (finishes Fri 03:50 -- 2027/h)
20241101-02:55:46 nb_validated 664 model 3 (finishes Fri 03:50 -- 2017/h)
20241101-02:55:48 nb_validated 667 model 1 (finishes Fri 03:50 -- 2024/h)
20241101-02:56:04 nb_validated 674 model 3 (finishes Fri 03:50 -- 2017/h)
20241101-02:56:05 nb_validated 675 model 3 (finishes Fri 03:50 -- 2018/h)
20241101-02:56:22 nb_validated 679 model 3 (finishes Fri 03:50 -- 2002/h)
20241101-02:56:23 nb_validated 688 model 1 (finishes Fri 03:50 -- 2026/h)
20241101-02:56:40 nb_validated 689 model 3 (finishes Fri 03:50 -- 2002/h)
20241101-02:56:41 nb_validated 699 model 4 (finishes Fri 03:49 -- 2030/h)
20241101-02:56:58 nb_validated 697 model 3 (finishes Fri 03:51 -- 1996/h)
20241101-02:56:58 nb_validated 706 model 4 (finishes Fri 03:50 -- 2022/h)
20241101-02:57:15 nb_validated 711 model 4 (finishes Fri 03:50 -- 2009/h)
20241101-02:57:16 nb_validated 711 model 1 (finishes Fri 03:50 -- 2008/h)
20241101-02:57:33 nb_validated 722 model 0 (finishes Fri 03:50 -- 2012/h)
20241101-02:57:33 nb_validated 722 model 3 (finishes Fri 03:50 -- 2011/h)
20241101-02:57:51 nb_validated 736 model 4 (finishes Fri 03:50 -- 2023/h)
20241101-02:57:51 nb_validated 733 model 3 (finishes Fri 03:50 -- 2014/h)
20241101-02:58:07 nb_validated 746 model 4 (finishes Fri 03:50 -- 2025/h)
20241101-02:58:09 nb_validated 747 model 3 (finishes Fri 03:50 -- 2026/h)
20241101-02:58:25 nb_validated 757 model 2 (finishes Fri 03:49 -- 2028/h)
20241101-02:58:26 nb_validated 764 model 2 (finishes Fri 03:49 -- 2045/h)
20241101-02:58:42 nb_validated 766 model 4 (finishes Fri 03:50 -- 2027/h)
20241101-02:58:44 nb_validated 781 model 1 (finishes Fri 03:48 -- 2063/h)
20241101-02:59:00 nb_validated 771 model 3 (finishes Fri 03:50 -- 2013/h)
20241101-02:59:01 nb_validated 792 model 1 (finishes Fri 03:48 -- 2067/h)
20241101-02:59:17 nb_validated 784 model 0 (finishes Fri 03:50 -- 2021/h)
20241101-02:59:19 nb_validated 802 model 3 (finishes Fri 03:48 -- 2066/h)
20241101-02:59:35 nb_validated 795 model 3 (finishes Fri 03:50 -- 2024/h)
20241101-02:59:36 nb_validated 804 model 3 (finishes Fri 03:49 -- 2046/h)
20241101-02:59:53 nb_validated 800 model 3 (finishes Fri 03:50 -- 2012/h)
20241101-02:59:53 nb_validated 815 model 0 (finishes Fri 03:49 -- 2049/h)
20241101-03:00:09 nb_validated 803 model 4 (finishes Fri 03:51 -- 1996/h)
20241101-03:00:10 nb_validated 819 model 0 (finishes Fri 03:49 -- 2034/h)
20241101-03:00:27 nb_validated 810 model 0 (finishes Fri 03:51 -- 1990/h)
20241101-03:00:28 nb_validated 828 model 4 (finishes Fri 03:49 -- 2032/h)
20241101-03:00:44 nb_validated 825 model 0 (finishes Fri 03:50 -- 2003/h)
20241101-03:00:46 nb_validated 841 model 3 (finishes Fri 03:49 -- 2039/h)
20241101-03:01:02 nb_validated 833 model 0 (finishes Fri 03:51 -- 1998/h)
20241101-03:01:03 nb_validated 850 model 0 (finishes Fri 03:49 -- 2037/h)
20241101-03:01:19 nb_validated 843 model 2 (finishes Fri 03:51 -- 1999/h)
20241101-03:01:21 nb_validated 866 model 1 (finishes Fri 03:49 -- 2051/h)
20241101-03:01:37 nb_validated 848 model 3 (finishes Fri 03:51 -- 1988/h)
20241101-03:01:39 nb_validated 875 model 3 (finishes Fri 03:49 -- 2048/h)
20241101-03:01:55 nb_validated 862 model 0 (finishes Fri 03:51 -- 1997/h)
20241101-03:01:57 nb_validated 887 model 2 (finishes Fri 03:49 -- 2053/h)
20241101-03:02:12 nb_validated 869 model 0 (finishes Fri 03:51 -- 1991/h)
20241101-03:02:14 nb_validated 891 model 0 (finishes Fri 03:49 -- 2039/h)
20241101-03:02:30 nb_validated 882 model 2 (finishes Fri 03:51 -- 1998/h)
20241101-03:02:32 nb_validated 900 model 2 (finishes Fri 03:49 -- 2037/h)
20241101-03:02:48 nb_validated 891 model 0 (finishes Fri 03:51 -- 1996/h)
20241101-03:02:50 nb_validated 912 model 3 (finishes Fri 03:49 -- 2041/h)
20241101-03:03:05 nb_validated 907 model 1 (finishes Fri 03:50 -- 2010/h)
20241101-03:03:06 nb_validated 925 model 4 (finishes Fri 03:49 -- 2049/h)
20241101-03:03:23 nb_validated 919 model 2 (finishes Fri 03:50 -- 2015/h)
20241101-03:03:24 nb_validated 934 model 4 (finishes Fri 03:49 -- 2047/h)
20241101-03:03:41 nb_validated 927 model 0 (finishes Fri 03:50 -- 2010/h)
20241101-03:03:41 nb_validated 945 model 4 (finishes Fri 03:49 -- 2049/h)
20241101-03:03:59 nb_validated 937 model 1 (finishes Fri 03:50 -- 2011/h)
20241101-03:03:59 nb_validated 957 model 0 (finishes Fri 03:49 -- 2053/h)
20241101-03:04:16 nb_validated 943 model 1 (finishes Fri 03:50 -- 2003/h)
20241101-03:04:17 nb_validated 967 model 4 (finishes Fri 03:49 -- 2053/h)
20241101-03:04:34 nb_validated 958 model 1 (finishes Fri 03:50 -- 2013/h)
20241101-03:04:34 nb_validated 977 model 1 (finishes Fri 03:49 -- 2053/h)
20241101-03:04:52 nb_validated 993 model 1 (finishes Fri 03:48 -- 2065/h)
20241101-03:04:52 nb_validated 971 model 3 (finishes Fri 03:50 -- 2019/h)
20241101-03:05:10 nb_validated 1000 model 3 (finishes Fri 03:48 -- 2058/h)
20241101-03:05:10 nb_validated 978 model 2 (finishes Fri 03:50 -- 2013/h)
20241101-03:05:28 nb_validated 1008 model 4 (finishes Fri 03:49 -- 2054/h)
20241101-03:05:28 nb_validated 992 model 2 (finishes Fri 03:50 -- 2021/h)
20241101-03:05:45 nb_validated 1001 model 2 (finishes Fri 03:50 -- 2020/h)
20241101-03:05:45 nb_validated 1015 model 3 (finishes Fri 03:49 -- 2048/h)
20241101-03:06:03 nb_validated 1024 model 3 (finishes Fri 03:49 -- 2046/h)
20241101-03:06:03 nb_validated 1007 model 0 (finishes Fri 03:50 -- 2012/h)
20241101-03:06:20 nb_validated 1029 model 0 (finishes Fri 03:49 -- 2036/h)
20241101-03:06:21 nb_validated 1014 model 0 (finishes Fri 03:50 -- 2006/h)
20241101-03:06:38 nb_validated 1040 model 2 (finishes Fri 03:49 -- 2038/h)
20241101-03:06:39 nb_validated 1021 model 3 (finishes Fri 03:51 -- 2000/h)
20241101-03:06:56 nb_validated 1051 model 2 (finishes Fri 03:49 -- 2040/h)
20241101-03:06:57 nb_validated 1027 model 3 (finishes Fri 03:51 -- 1992/h)
20241101-03:07:14 nb_validated 1072 model 2 (finishes Fri 03:48 -- 2061/h)
20241101-03:07:15 nb_validated 1030 model 0 (finishes Fri 03:51 -- 1979/h)
20241101-03:07:31 nb_validated 1082 model 0 (finishes Fri 03:48 -- 2061/h)
20241101-03:07:32 nb_validated 1036 model 4 (finishes Fri 03:52 -- 1972/h)
20241101-03:07:49 nb_validated 1089 model 3 (finishes Fri 03:49 -- 2055/h)
20241101-03:07:51 nb_validated 1044 model 3 (finishes Fri 03:52 -- 1968/h)
20241101-03:08:06 nb_validated 1101 model 2 (finishes Fri 03:48 -- 2059/h)
20241101-03:08:08 nb_validated 1052 model 3 (finishes Fri 03:52 -- 1965/h)
20241101-03:08:24 nb_validated 1110 model 0 (finishes Fri 03:48 -- 2057/h)
20241101-03:08:26 nb_validated 1069 model 2 (finishes Fri 03:51 -- 1978/h)
20241101-03:08:41 nb_validated 1122 model 3 (finishes Fri 03:48 -- 2060/h)
20241101-03:08:43 nb_validated 1078 model 0 (finishes Fri 03:51 -- 1978/h)
20241101-03:08:59 nb_validated 1131 model 4 (finishes Fri 03:48 -- 2059/h)
20241101-03:09:01 nb_validated 1090 model 0 (finishes Fri 03:51 -- 1982/h)
20241101-03:09:16 nb_validated 1136 model 4 (finishes Fri 03:49 -- 2050/h)
20241101-03:09:19 nb_validated 1103 model 1 (finishes Fri 03:51 -- 1988/h)
20241101-03:09:34 nb_validated 1156 model 1 (finishes Fri 03:48 -- 2067/h)
20241101-03:09:36 nb_validated 1112 model 2 (finishes Fri 03:51 -- 1987/h)
20241101-03:09:52 nb_validated 1170 model 1 (finishes Fri 03:48 -- 2074/h)
20241101-03:09:53 nb_validated 1119 model 4 (finishes Fri 03:51 -- 1982/h)
20241101-03:10:10 nb_validated 1179 model 2 (finishes Fri 03:48 -- 2072/h)
20241101-03:10:11 nb_validated 1125 model 4 (finishes Fri 03:51 -- 1976/h)
20241101-03:10:27 nb_validated 1193 model 0 (finishes Fri 03:48 -- 2079/h)
20241101-03:10:29 nb_validated 1137 model 0 (finishes Fri 03:51 -- 1979/h)
20241101-03:10:45 nb_validated 1204 model 0 (finishes Fri 03:48 -- 2080/h)
20241101-03:10:47 nb_validated 1148 model 2 (finishes Fri 03:51 -- 1982/h)
20241101-03:11:02 nb_validated 1217 model 1 (finishes Fri 03:47 -- 2085/h)
20241101-03:11:04 nb_validated 1158 model 2 (finishes Fri 03:51 -- 1982/h)
20241101-03:11:20 nb_validated 1232 model 3 (finishes Fri 03:47 -- 2093/h)
20241101-03:11:21 nb_validated 1166 model 4 (finishes Fri 03:51 -- 1980/h)
20241101-03:11:38 nb_validated 1237 model 0 (finishes Fri 03:47 -- 2084/h)
20241101-03:11:39 nb_validated 1174 model 3 (finishes Fri 03:51 -- 1977/h)
20241101-03:11:55 nb_validated 1247 model 3 (finishes Fri 03:48 -- 2084/h)
20241101-03:11:57 nb_validated 1186 model 0 (finishes Fri 03:51 -- 1981/h)
20241101-03:12:13 nb_validated 1262 model 0 (finishes Fri 03:47 -- 2092/h)
20241101-03:12:14 nb_validated 1194 model 4 (finishes Fri 03:51 -- 1978/h)
20241101-03:12:31 nb_validated 1270 model 0 (finishes Fri 03:47 -- 2088/h)
20241101-03:12:32 nb_validated 1212 model 2 (finishes Fri 03:51 -- 1992/h)
20241101-03:12:48 nb_validated 1275 model 0 (finishes Fri 03:48 -- 2080/h)
20241101-03:12:49 nb_validated 1221 model 1 (finishes Fri 03:51 -- 1990/h)
20241101-03:13:05 nb_validated 1284 model 0 (finishes Fri 03:48 -- 2078/h)
20241101-03:13:07 nb_validated 1230 model 4 (finishes Fri 03:51 -- 1989/h)
20241101-03:13:23 nb_validated 1295 model 1 (finishes Fri 03:48 -- 2079/h)
20241101-03:13:24 nb_validated 1239 model 2 (finishes Fri 03:51 -- 1988/h)
20241101-03:13:40 nb_validated 1305 model 1 (finishes Fri 03:48 -- 2079/h)
20241101-03:13:42 nb_validated 1245 model 0 (finishes Fri 03:51 -- 1982/h)
20241101-03:13:58 nb_validated 1319 model 3 (finishes Fri 03:47 -- 2085/h)
20241101-03:13:59 nb_validated 1253 model 3 (finishes Fri 03:51 -- 1980/h)
20241101-03:14:15 nb_validated 1325 model 4 (finishes Fri 03:48 -- 2079/h)
20241101-03:14:17 nb_validated 1263 model 0 (finishes Fri 03:51 -- 1980/h)
20241101-03:14:32 nb_validated 1335 model 4 (finishes Fri 03:48 -- 2079/h)
20241101-03:14:35 nb_validated 1275 model 2 (finishes Fri 03:51 -- 1984/h)
20241101-03:14:50 nb_validated 1347 model 0 (finishes Fri 03:48 -- 2082/h)
20241101-03:14:52 nb_validated 1286 model 2 (finishes Fri 03:51 -- 1986/h)
20241101-03:15:08 nb_validated 1364 model 2 (finishes Fri 03:47 -- 2092/h)
20241101-03:15:10 nb_validated 1292 model 1 (finishes Fri 03:51 -- 1980/h)
20241101-03:15:26 nb_validated 1372 model 3 (finishes Fri 03:47 -- 2089/h)
20241101-03:15:28 nb_validated 1310 model 2 (finishes Fri 03:51 -- 1992/h)
20241101-03:15:43 nb_validated 1381 model 2 (finishes Fri 03:47 -- 2087/h)
20241101-03:15:45 nb_validated 1322 model 3 (finishes Fri 03:51 -- 1996/h)
20241101-03:16:01 nb_validated 1394 model 2 (finishes Fri 03:47 -- 2091/h)
20241101-03:16:03 nb_validated 1336 model 1 (finishes Fri 03:50 -- 2002/h)
20241101-03:16:19 nb_validated 1403 model 4 (finishes Fri 03:47 -- 2089/h)
20241101-03:16:20 nb_validated 1344 model 0 (finishes Fri 03:51 -- 2000/h)
20241101-03:16:36 nb_validated 1410 model 4 (finishes Fri 03:47 -- 2085/h)
20241101-03:16:37 nb_validated 1351 model 0 (finishes Fri 03:51 -- 1996/h)
20241101-03:16:54 nb_validated 1426 model 0 (finishes Fri 03:47 -- 2093/h)
20241101-03:16:55 nb_validated 1364 model 2 (finishes Fri 03:50 -- 2001/h)
20241101-03:17:11 nb_validated 1434 model 1 (finishes Fri 03:47 -- 2090/h)
20241101-03:17:12 nb_validated 1374 model 4 (finishes Fri 03:50 -- 2001/h)
20241101-03:17:29 nb_validated 1445 model 2 (finishes Fri 03:47 -- 2091/h)
20241101-03:17:30 nb_validated 1384 model 3 (finishes Fri 03:50 -- 2002/h)
20241101-03:17:47 nb_validated 1455 model 3 (finishes Fri 03:47 -- 2090/h)
20241101-03:17:47 nb_validated 1391 model 3 (finishes Fri 03:51 -- 1998/h)
20241101-03:18:05 nb_validated 1404 model 2 (finishes Fri 03:50 -- 2003/h)
20241101-03:18:05 nb_validated 1459 model 3 (finishes Fri 03:48 -- 2081/h)
20241101-03:18:22 nb_validated 1416 model 4 (finishes Fri 03:50 -- 2006/h)
20241101-03:18:22 nb_validated 1469 model 4 (finishes Fri 03:48 -- 2081/h)
20241101-03:18:39 nb_validated 1420 model 3 (finishes Fri 03:51 -- 1998/h)
20241101-03:18:40 nb_validated 1483 model 2 (finishes Fri 03:47 -- 2086/h)
20241101-03:18:57 nb_validated 1427 model 3 (finishes Fri 03:51 -- 1994/h)
20241101-03:18:58 nb_validated 1496 model 4 (finishes Fri 03:47 -- 2090/h)
20241101-03:19:14 nb_validated 1441 model 4 (finishes Fri 03:51 -- 2000/h)
20241101-03:19:15 nb_validated 1505 model 4 (finishes Fri 03:47 -- 2089/h)
20241101-03:19:32 nb_validated 1452 model 0 (finishes Fri 03:50 -- 2002/h)
20241101-03:19:32 nb_validated 1515 model 1 (finishes Fri 03:47 -- 2089/h)
20241101-03:19:49 nb_validated 1466 model 0 (finishes Fri 03:50 -- 2008/h)
20241101-03:19:50 nb_validated 1526 model 0 (finishes Fri 03:47 -- 2089/h)
20241101-03:20:07 nb_validated 1480 model 3 (finishes Fri 03:50 -- 2014/h)
20241101-03:20:08 nb_validated 1534 model 0 (finishes Fri 03:47 -- 2087/h)
20241101-03:20:24 nb_validated 1489 model 0 (finishes Fri 03:50 -- 2012/h)
20241101-03:20:25 nb_validated 1546 model 0 (finishes Fri 03:47 -- 2089/h)
20241101-03:20:42 nb_validated 1505 model 3 (finishes Fri 03:50 -- 2021/h)
20241101-03:20:43 nb_validated 1559 model 1 (finishes Fri 03:47 -- 2093/h)
20241101-03:21:00 nb_validated 1513 model 1 (finishes Fri 03:50 -- 2018/h)
20241101-03:21:01 nb_validated 1568 model 1 (finishes Fri 03:47 -- 2091/h)
20241101-03:21:17 nb_validated 1530 model 0 (finishes Fri 03:49 -- 2028/h)
20241101-03:21:18 nb_validated 1574 model 3 (finishes Fri 03:47 -- 2085/h)
20241101-03:21:35 nb_validated 1537 model 4 (finishes Fri 03:50 -- 2024/h)
20241101-03:21:36 nb_validated 1583 model 3 (finishes Fri 03:48 -- 2083/h)
20241101-03:21:53 nb_validated 1546 model 0 (finishes Fri 03:50 -- 2023/h)
20241101-03:21:54 nb_validated 1599 model 4 (finishes Fri 03:47 -- 2091/h)
20241101-03:22:10 nb_validated 1556 model 1 (finishes Fri 03:50 -- 2023/h)
20241101-03:22:11 nb_validated 1613 model 2 (finishes Fri 03:47 -- 2096/h)
20241101-03:22:28 nb_validated 1565 model 4 (finishes Fri 03:50 -- 2022/h)
20241101-03:22:29 nb_validated 1621 model 0 (finishes Fri 03:47 -- 2093/h)
20241101-03:22:45 nb_validated 1573 model 0 (finishes Fri 03:50 -- 2019/h)
20241101-03:22:47 nb_validated 1629 model 2 (finishes Fri 03:47 -- 2090/h)
20241101-03:23:03 nb_validated 1578 model 2 (finishes Fri 03:50 -- 2013/h)
20241101-03:23:04 nb_validated 1637 model 4 (finishes Fri 03:47 -- 2087/h)
20241101-03:23:20 nb_validated 1589 model 2 (finishes Fri 03:50 -- 2015/h)
20241101-03:23:22 nb_validated 1645 model 0 (finishes Fri 03:47 -- 2084/h)
20241101-03:23:38 nb_validated 1599 model 3 (finishes Fri 03:50 -- 2015/h)
20241101-03:23:39 nb_validated 1651 model 0 (finishes Fri 03:48 -- 2079/h)
20241101-03:23:55 nb_validated 1609 model 4 (finishes Fri 03:50 -- 2015/h)
20241101-03:23:57 nb_validated 1664 model 1 (finishes Fri 03:48 -- 2083/h)
20241101-03:24:13 nb_validated 1615 model 3 (finishes Fri 03:50 -- 2010/h)
20241101-03:24:14 nb_validated 1678 model 2 (finishes Fri 03:47 -- 2088/h)
20241101-03:24:31 nb_validated 1628 model 3 (finishes Fri 03:50 -- 2014/h)
20241101-03:24:32 nb_validated 1690 model 1 (finishes Fri 03:47 -- 2090/h)
20241101-03:24:48 nb_validated 1639 model 0 (finishes Fri 03:50 -- 2015/h)
20241101-03:24:50 nb_validated 1706 model 0 (finishes Fri 03:47 -- 2097/h)
20241101-03:25:07 nb_validated 1654 model 3 (finishes Fri 03:50 -- 2021/h)
20241101-03:25:07 nb_validated 1718 model 0 (finishes Fri 03:47 -- 2099/h)
20241101-03:25:24 nb_validated 1664 model 2 (finishes Fri 03:50 -- 2021/h)
20241101-03:25:24 nb_validated 1724 model 2 (finishes Fri 03:47 -- 2094/h)
20241101-03:25:42 nb_validated 1672 model 3 (finishes Fri 03:50 -- 2019/h)
20241101-03:25:42 nb_validated 1735 model 2 (finishes Fri 03:47 -- 2095/h)
20241101-03:25:59 nb_validated 1679 model 3 (finishes Fri 03:50 -- 2016/h)
20241101-03:26:00 nb_validated 1741 model 0 (finishes Fri 03:47 -- 2090/h)
20241101-03:26:17 nb_validated 1686 model 0 (finishes Fri 03:50 -- 2012/h)
20241101-03:26:17 nb_validated 1752 model 3 (finishes Fri 03:47 -- 2091/h)
20241101-03:26:35 nb_validated 1706 model 1 (finishes Fri 03:50 -- 2024/h)
20241101-03:26:35 nb_validated 1763 model 1 (finishes Fri 03:47 -- 2092/h)
20241101-03:26:52 nb_validated 1712 model 2 (finishes Fri 03:50 -- 2020/h)
20241101-03:26:53 nb_validated 1770 model 1 (finishes Fri 03:47 -- 2088/h)
20241101-03:27:10 nb_validated 1720 model 4 (finishes Fri 03:50 -- 2018/h)
20241101-03:27:10 nb_validated 1780 model 2 (finishes Fri 03:47 -- 2087/h)
20241101-03:27:27 nb_validated 1729 model 1 (finishes Fri 03:50 -- 2016/h)
20241101-03:27:28 nb_validated 1791 model 4 (finishes Fri 03:47 -- 2089/h)
20241101-03:27:45 nb_validated 1798 model 4 (finishes Fri 03:47 -- 2085/h)
20241101-03:27:45 nb_validated 1736 model 3 (finishes Fri 03:50 -- 2013/h)
20241101-03:28:03 nb_validated 1742 model 1 (finishes Fri 03:50 -- 2009/h)
20241101-03:28:03 nb_validated 1803 model 1 (finishes Fri 03:48 -- 2079/h)
20241101-03:28:20 nb_validated 1811 model 4 (finishes Fri 03:48 -- 2077/h)
20241101-03:28:20 nb_validated 1751 model 2 (finishes Fri 03:50 -- 2008/h)
20241101-03:28:38 nb_validated 1828 model 0 (finishes Fri 03:47 -- 2084/h)
20241101-03:28:38 nb_validated 1761 model 0 (finishes Fri 03:50 -- 2008/h)
20241101-03:28:55 nb_validated 1776 model 4 (finishes Fri 03:50 -- 2014/h)
20241101-03:28:56 nb_validated 1841 model 3 (finishes Fri 03:47 -- 2087/h)
20241101-03:29:13 nb_validated 1851 model 2 (finishes Fri 03:47 -- 2087/h)
20241101-03:29:13 nb_validated 1788 model 0 (finishes Fri 03:50 -- 2016/h)
20241101-03:29:31 nb_validated 1799 model 0 (finishes Fri 03:50 -- 2017/h)
20241101-03:29:32 nb_validated 1857 model 3 (finishes Fri 03:48 -- 2082/h)
20241101-03:29:49 nb_validated 1866 model 3 (finishes Fri 03:48 -- 2081/h)
20241101-03:29:49 nb_validated 1809 model 0 (finishes Fri 03:50 -- 2017/h)
20241101-03:30:07 nb_validated 1816 model 0 (finishes Fri 03:50 -- 2014/h)
20241101-03:30:07 nb_validated 1873 model 1 (finishes Fri 03:48 -- 2077/h)
20241101-03:30:24 nb_validated 1819 model 0 (finishes Fri 03:50 -- 2007/h)
20241101-03:30:24 nb_validated 1884 model 1 (finishes Fri 03:48 -- 2078/h)
20241101-03:30:42 nb_validated 1830 model 1 (finishes Fri 03:50 -- 2008/h)
20241101-03:30:42 nb_validated 1899 model 2 (finishes Fri 03:48 -- 2083/h)
20241101-03:31:00 nb_validated 1914 model 1 (finishes Fri 03:47 -- 2089/h)
20241101-03:31:00 nb_validated 1837 model 2 (finishes Fri 03:50 -- 2005/h)
20241101-03:31:17 nb_validated 1928 model 0 (finishes Fri 03:47 -- 2093/h)
20241101-03:31:17 nb_validated 1842 model 0 (finishes Fri 03:51 -- 1999/h)
20241101-03:31:35 nb_validated 1849 model 0 (finishes Fri 03:51 -- 1996/h)
20241101-03:31:35 nb_validated 1942 model 3 (finishes Fri 03:47 -- 2097/h)
20241101-03:31:53 nb_validated 1859 model 3 (finishes Fri 03:51 -- 1996/h)
20241101-03:31:53 nb_validated 1949 model 3 (finishes Fri 03:47 -- 2093/h)
20241101-03:32:11 nb_validated 1957 model 1 (finishes Fri 03:47 -- 2091/h)
20241101-03:32:11 nb_validated 1868 model 2 (finishes Fri 03:51 -- 1995/h)
20241101-03:32:28 nb_validated 1967 model 4 (finishes Fri 03:47 -- 2091/h)
20241101-03:32:29 nb_validated 1874 model 0 (finishes Fri 03:51 -- 1991/h)
20241101-03:32:45 nb_validated 1977 model 1 (finishes Fri 03:47 -- 2090/h)
20241101-03:32:47 nb_validated 1886 model 3 (finishes Fri 03:51 -- 1993/h)
20241101-03:33:03 nb_validated 1986 model 2 (finishes Fri 03:47 -- 2089/h)
20241101-03:33:05 nb_validated 1893 model 3 (finishes Fri 03:51 -- 1990/h)
20241101-03:33:20 nb_validated 1999 model 4 (finishes Fri 03:47 -- 2092/h)
20241101-03:33:22 nb_validated 1903 model 2 (finishes Fri 03:51 -- 1991/h)
20241101-03:33:37 nb_validated 2006 model 1 (finishes Fri 03:47 -- 2089/h)
20241101-03:33:40 nb_validated 1905 model 4 (finishes Fri 03:51 -- 1983/h)
20241101-03:33:55 nb_validated 2020 model 2 (finishes Fri 03:47 -- 2093/h)
20241101-03:33:58 nb_validated 1910 model 3 (finishes Fri 03:51 -- 1978/h)
20241101-03:34:13 nb_validated 2035 model 1 (finishes Fri 03:47 -- 2098/h)
20241101-03:34:15 nb_validated 1922 model 4 (finishes Fri 03:51 -- 1980/h)
20241101-03:34:31 nb_validated 2046 model 3 (finishes Fri 03:47 -- 2098/h)
20241101-03:34:33 nb_validated 1936 model 3 (finishes Fri 03:51 -- 1984/h)
20241101-03:34:48 nb_validated 2052 model 3 (finishes Fri 03:47 -- 2094/h)
20241101-03:34:50 nb_validated 1954 model 1 (finishes Fri 03:51 -- 1993/h)
20241101-03:35:06 nb_validated 2065 model 2 (finishes Fri 03:47 -- 2097/h)
20241101-03:35:08 nb_validated 1964 model 0 (finishes Fri 03:51 -- 1993/h)
20241101-03:35:23 nb_validated 2072 model 1 (finishes Fri 03:47 -- 2094/h)
20241101-03:35:25 nb_validated 1973 model 4 (finishes Fri 03:51 -- 1993/h)
20241101-03:35:41 nb_validated 2083 model 3 (finishes Fri 03:47 -- 2095/h)
20241101-03:35:43 nb_validated 1977 model 1 (finishes Fri 03:51 -- 1987/h)
20241101-03:35:58 nb_validated 2093 model 0 (finishes Fri 03:47 -- 2094/h)
20241101-03:36:01 nb_validated 1989 model 4 (finishes Fri 03:51 -- 1989/h)
20241101-03:36:16 nb_validated 2106 model 0 (finishes Fri 03:47 -- 2097/h)
20241101-03:36:18 nb_validated 1998 model 1 (finishes Fri 03:51 -- 1988/h)
20241101-03:36:33 nb_validated 2114 model 2 (finishes Fri 03:47 -- 2095/h)
20241101-03:36:36 nb_validated 2006 model 3 (finishes Fri 03:51 -- 1986/h)
20241101-03:36:51 nb_validated 2127 model 1 (finishes Fri 03:47 -- 2098/h)
20241101-03:36:54 nb_validated 2015 model 2 (finishes Fri 03:51 -- 1986/h)
20241101-03:37:08 nb_validated 2140 model 1 (finishes Fri 03:47 -- 2101/h)
20241101-03:37:11 nb_validated 2025 model 0 (finishes Fri 03:51 -- 1986/h)
20241101-03:37:26 nb_validated 2156 model 1 (finishes Fri 03:47 -- 2106/h)
20241101-03:37:29 nb_validated 2030 model 0 (finishes Fri 03:51 -- 1982/h)
20241101-03:37:43 nb_validated 2163 model 1 (finishes Fri 03:47 -- 2103/h)
20241101-03:37:46 nb_validated 2036 model 0 (finishes Fri 03:51 -- 1978/h)
20241101-03:38:01 nb_validated 2173 model 4 (finishes Fri 03:47 -- 2103/h)
20241101-03:38:03 nb_validated 2045 model 1 (finishes Fri 03:51 -- 1977/h)
20241101-03:38:19 nb_validated 2181 model 3 (finishes Fri 03:47 -- 2101/h)
20241101-03:38:21 nb_validated 2057 model 2 (finishes Fri 03:51 -- 1980/h)
20241101-03:38:36 nb_validated 2189 model 2 (finishes Fri 03:47 -- 2098/h)
20241101-03:38:39 nb_validated 2064 model 3 (finishes Fri 03:51 -- 1977/h)
20241101-03:38:54 nb_validated 2196 model 1 (finishes Fri 03:47 -- 2095/h)
20241101-03:38:57 nb_validated 2079 model 1 (finishes Fri 03:51 -- 1982/h)
20241101-03:39:12 nb_validated 2207 model 3 (finishes Fri 03:47 -- 2096/h)
20241101-03:39:14 nb_validated 2086 model 0 (finishes Fri 03:51 -- 1980/h)
20241101-03:39:29 nb_validated 2212 model 4 (finishes Fri 03:47 -- 2091/h)
20241101-03:39:32 nb_validated 2101 model 1 (finishes Fri 03:51 -- 1985/h)
20241101-03:39:47 nb_validated 2217 model 0 (finishes Fri 03:47 -- 2086/h)
20241101-03:39:49 nb_validated 2114 model 0 (finishes Fri 03:51 -- 1988/h)
20241101-03:40:05 nb_validated 2226 model 4 (finishes Fri 03:47 -- 2085/h)
20241101-03:40:07 nb_validated 2117 model 0 (finishes Fri 03:51 -- 1981/h)
20241101-03:40:22 nb_validated 2246 model 1 (finishes Fri 03:47 -- 2094/h)
20241101-03:40:24 nb_validated 2132 model 1 (finishes Fri 03:51 -- 1986/h)
20241101-03:40:40 nb_validated 2254 model 2 (finishes Fri 03:47 -- 2092/h)
20241101-03:40:42 nb_validated 2144 model 4 (finishes Fri 03:51 -- 1989/h)
20241101-03:40:58 nb_validated 2262 model 2 (finishes Fri 03:47 -- 2090/h)
20241101-03:41:00 nb_validated 2151 model 0 (finishes Fri 03:51 -- 1986/h)
20241101-03:41:15 nb_validated 2271 model 4 (finishes Fri 03:47 -- 2089/h)
20241101-03:41:17 nb_validated 2167 model 2 (finishes Fri 03:51 -- 1992/h)
20241101-03:41:33 nb_validated 2290 model 1 (finishes Fri 03:47 -- 2097/h)
20241101-03:41:35 nb_validated 2181 model 1 (finishes Fri 03:51 -- 1996/h)
20241101-03:41:50 nb_validated 2303 model 2 (finishes Fri 03:47 -- 2099/h)
20241101-03:41:52 nb_validated 2190 model 0 (finishes Fri 03:51 -- 1995/h)
20241101-03:42:08 nb_validated 2315 model 3 (finishes Fri 03:47 -- 2101/h)
20241101-03:42:09 nb_validated 2195 model 0 (finishes Fri 03:51 -- 1991/h)
20241101-03:42:25 nb_validated 2325 model 2 (finishes Fri 03:47 -- 2100/h)
20241101-03:42:26 nb_validated 2207 model 1 (finishes Fri 03:51 -- 1993/h)
20241101-03:42:43 nb_validated 2345 model 1 (finishes Fri 03:47 -- 2109/h)
20241101-03:42:44 nb_validated 2222 model 0 (finishes Fri 03:51 -- 1998/h)
20241101-03:43:01 nb_validated 2349 model 3 (finishes Fri 03:47 -- 2104/h)
20241101-03:43:01 nb_validated 2227 model 2 (finishes Fri 03:51 -- 1994/h)
20241101-03:43:18 nb_validated 2357 model 0 (finishes Fri 03:47 -- 2102/h)
20241101-03:43:19 nb_validated 2239 model 2 (finishes Fri 03:51 -- 1996/h)
20241101-03:43:36 nb_validated 2363 model 3 (finishes Fri 03:47 -- 2098/h)
20241101-03:43:37 nb_validated 2249 model 3 (finishes Fri 03:51 -- 1996/h)
20241101-03:43:53 nb_validated 2379 model 4 (finishes Fri 03:47 -- 2103/h)
20241101-03:43:55 nb_validated 2261 model 3 (finishes Fri 03:51 -- 1998/h)
20241101-03:44:11 nb_validated 2387 model 4 (finishes Fri 03:47 -- 2101/h)
20241101-03:44:13 nb_validated 2267 model 0 (finishes Fri 03:51 -- 1994/h)
20241101-03:44:28 nb_validated 2402 model 1 (finishes Fri 03:47 -- 2105/h)
20241101-03:44:30 nb_validated 2278 model 3 (finishes Fri 03:51 -- 1995/h)
20241101-03:44:46 nb_validated 2416 model 2 (finishes Fri 03:47 -- 2108/h)
20241101-03:44:48 nb_validated 2286 model 3 (finishes Fri 03:51 -- 1994/h)
20241101-03:45:03 nb_validated 2427 model 1 (finishes Fri 03:47 -- 2109/h)
20241101-03:45:06 nb_validated 2291 model 2 (finishes Fri 03:51 -- 1990/h)
20241101-03:45:21 nb_validated 2438 model 0 (finishes Fri 03:47 -- 2110/h)
20241101-03:45:23 nb_validated 2302 model 1 (finishes Fri 03:51 -- 1991/h)
20241101-03:45:38 nb_validated 2447 model 2 (finishes Fri 03:47 -- 2109/h)
20241101-03:45:41 nb_validated 2315 model 1 (finishes Fri 03:51 -- 1993/h)
20241101-03:45:55 nb_validated 2458 model 4 (finishes Fri 03:47 -- 2109/h)
20241101-03:45:58 nb_validated 2325 model 4 (finishes Fri 03:51 -- 1994/h)
20241101-03:46:13 nb_validated 2467 model 2 (finishes Fri 03:47 -- 2108/h)
20241101-03:46:16 nb_validated 2339 model 1 (finishes Fri 03:51 -- 1997/h)
20241101-03:46:31 nb_validated 2478 model 3 (finishes Fri 03:47 -- 2109/h)
20241101-03:46:33 nb_validated 2350 model 4 (finishes Fri 03:51 -- 1999/h)
20241101-03:46:48 nb_validated 2489 model 1 (finishes Fri 03:47 -- 2110/h)
20241101-03:46:51 nb_validated 2366 model 1 (finishes Fri 03:50 -- 2004/h)
20241101-03:47:05 nb_validated 2500 model 4 (finishes now! -- 2110/h)
20241101-03:47:05 generate_c_quizz_speed 2110/h
20241101-03:47:08 nb_validated 2374 model 3 (finishes Fri 03:50 -- 2002/h)
20241101-03:47:25 nb_validated 2388 model 3 (finishes Fri 03:50 -- 2006/h)
20241101-03:47:42 nb_validated 2398 model 0 (finishes Fri 03:50 -- 2007/h)
20241101-03:47:59 nb_validated 2404 model 2 (finishes Fri 03:50 -- 2004/h)
20241101-03:48:17 nb_validated 2414 model 1 (finishes Fri 03:50 -- 2004/h)
20241101-03:48:34 nb_validated 2426 model 3 (finishes Fri 03:50 -- 2006/h)
20241101-03:48:51 nb_validated 2437 model 2 (finishes Fri 03:50 -- 2007/h)
20241101-03:49:09 nb_validated 2446 model 0 (finishes Fri 03:50 -- 2007/h)
20241101-03:49:26 nb_validated 2462 model 1 (finishes Fri 03:50 -- 2012/h)
20241101-03:49:43 nb_validated 2469 model 0 (finishes Fri 03:50 -- 2010/h)
20241101-03:50:01 nb_validated 2478 model 2 (finishes Fri 03:50 -- 2009/h)
20241101-03:50:18 nb_validated 2488 model 0 (finishes Fri 03:50 -- 2010/h)
20241101-03:50:34 nb_validated 2492 model 1 (finishes Fri 03:50 -- 2005/h)
20241101-03:50:51 nb_validated 2499 model 4 (finishes Fri 03:50 -- 2003/h)
20241101-03:51:00 generate_c_quizz_speed 2008/h
20241101-03:51:08 wrote culture_c_quiz_0310.png
20241101-03:51:08 generated_c_quizzes torch.Size([5010, 400])
20241101-03:58:43 nb_c_quizzes 25016
20241101-03:58:43 weakest_accuracies [0, 0]
20241101-03:58:43 dummy_rand tensor([0.2791])
20241101-03:58:43 dummy_rand tensor([0.4611])
20241101-03:58:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-03:58:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:01:15 train_loss 310 model 0 0.026779441833496093
20241101-04:01:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:01:15 train_loss 310 model 1 0.02562713623046875
20241101-04:01:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:01:17 test_loss 310 model 0 0.019837989807128906
20241101-04:01:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:01:17 test_loss 310 model 1 0.0230242919921875
20241101-04:01:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:01:19 test_accuracy 310 model 0 nb_correct 2356 / 2500 (94.24%)
20241101-04:01:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:01:19 test_accuracy 310 model 1 nb_correct 2340 / 2500 (93.60%)
20241101-04:01:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:01:29 wrote ae_*.pth
20241101-04:01:29 epoch_duration 85min27s next_finish 05:26:57
20241101-04:01:29 wrote state.pth
20241101-04:01:29 --- epoch 311 ----------------------------------------
20241101-04:01:29 current_test_accuracies 0.9424 0.9360 0.0000 0.0000 0.0000
20241101-04:01:29 nb_c_quizzes 25016
20241101-04:01:29 weakest_accuracies [0, 0]
20241101-04:01:29 dummy_rand tensor([0.4982])
20241101-04:01:29 dummy_rand tensor([0.5779])
20241101-04:01:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:01:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:04:01 train_loss 311 model 2 0.025517572402954103
20241101-04:04:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:04:01 train_loss 311 model 3 0.02662130355834961
20241101-04:04:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:04:03 test_loss 311 model 2 0.019598979949951172
20241101-04:04:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:04:03 test_loss 311 model 3 0.021657867431640623
20241101-04:04:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:04:06 test_accuracy 311 model 2 nb_correct 2374 / 2500 (94.96%)
20241101-04:04:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:04:06 test_accuracy 311 model 3 nb_correct 2266 / 2500 (90.64%)
20241101-04:04:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:04:15 wrote ae_*.pth
20241101-04:04:15 epoch_duration 2min46s next_finish 04:07:02
20241101-04:04:16 wrote state.pth
20241101-04:04:16 --- epoch 312 ----------------------------------------
20241101-04:04:16 current_test_accuracies 0.9424 0.9360 0.9496 0.9064 0.0000
20241101-04:04:16 nb_c_quizzes 25016
20241101-04:04:16 weakest_accuracies [0, 0.9064]
20241101-04:04:16 dummy_rand tensor([0.9045])
20241101-04:04:16 dummy_rand tensor([0.8620])
20241101-04:04:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:04:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:06:48 train_loss 312 model 4 0.026458797454833986
20241101-04:06:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:06:48 train_loss 312 model 3 0.026479870796203613
20241101-04:06:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:06:50 test_loss 312 model 4 0.01766955852508545
20241101-04:06:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:06:50 test_loss 312 model 3 0.021682605743408204
20241101-04:06:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:06:52 test_accuracy 312 model 4 nb_correct 2351 / 2500 (94.04%)
20241101-04:06:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:06:53 test_accuracy 312 model 3 nb_correct 2331 / 2500 (93.24%)
20241101-04:06:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:07:02 wrote ae_*.pth
20241101-04:07:02 epoch_duration 2min46s next_finish 04:09:49
20241101-04:07:03 wrote state.pth
20241101-04:07:03 --- epoch 313 ----------------------------------------
20241101-04:07:03 current_test_accuracies 0.9424 0.9360 0.9496 0.9324 0.9404
20241101-04:07:03 nb_c_quizzes 25016
20241101-04:07:03 weakest_accuracies [0.9324, 0.936]
20241101-04:07:03 dummy_rand tensor([0.8117])
20241101-04:07:03 dummy_rand tensor([0.8133])
20241101-04:07:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:07:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:09:35 train_loss 313 model 3 0.026182052612304687
20241101-04:09:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:09:35 train_loss 313 model 1 0.025810468673706056
20241101-04:09:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:09:38 test_loss 313 model 3 0.019038810729980468
20241101-04:09:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:09:38 test_loss 313 model 1 0.016278114318847656
20241101-04:09:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:09:40 test_accuracy 313 model 3 nb_correct 2336 / 2500 (93.44%)
20241101-04:09:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:09:40 test_accuracy 313 model 1 nb_correct 2325 / 2500 (93.00%)
20241101-04:09:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:09:50 wrote ae_*.pth
20241101-04:09:50 epoch_duration 2min47s next_finish 04:12:37
20241101-04:09:50 wrote state.pth
20241101-04:09:50 --- epoch 314 ----------------------------------------
20241101-04:09:50 current_test_accuracies 0.9424 0.9300 0.9496 0.9344 0.9404
20241101-04:09:50 nb_c_quizzes 25016
20241101-04:09:50 weakest_accuracies [0.93, 0.9344]
20241101-04:09:50 dummy_rand tensor([0.2580])
20241101-04:09:50 dummy_rand tensor([0.1886])
20241101-04:09:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:09:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:12:22 train_loss 314 model 3 0.02670704650878906
20241101-04:12:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:12:22 train_loss 314 model 1 0.026238702774047853
20241101-04:12:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:12:24 test_loss 314 model 3 0.01960897445678711
20241101-04:12:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:12:24 test_loss 314 model 1 0.022020721435546876
20241101-04:12:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:12:27 test_accuracy 314 model 3 nb_correct 2309 / 2500 (92.36%)
20241101-04:12:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:12:27 test_accuracy 314 model 1 nb_correct 2310 / 2500 (92.40%)
20241101-04:12:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:12:37 wrote ae_*.pth
20241101-04:12:37 epoch_duration 2min46s next_finish 04:15:23
20241101-04:12:37 wrote state.pth
20241101-04:12:37 --- epoch 315 ----------------------------------------
20241101-04:12:37 current_test_accuracies 0.9424 0.9240 0.9496 0.9236 0.9404
20241101-04:12:37 nb_c_quizzes 25016
20241101-04:12:37 weakest_accuracies [0.9236, 0.924]
20241101-04:12:37 dummy_rand tensor([0.9758])
20241101-04:12:37 dummy_rand tensor([0.2964])
20241101-04:12:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:12:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:15:08 train_loss 315 model 3 0.026273829460144043
20241101-04:15:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:15:09 train_loss 315 model 1 0.02555817413330078
20241101-04:15:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:15:11 test_loss 315 model 3 0.018178730010986327
20241101-04:15:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:15:11 test_loss 315 model 1 0.018399739265441896
20241101-04:15:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:15:13 test_accuracy 315 model 3 nb_correct 2295 / 2500 (91.80%)
20241101-04:15:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:15:13 test_accuracy 315 model 1 nb_correct 2330 / 2500 (93.20%)
20241101-04:15:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:15:23 wrote ae_*.pth
20241101-04:15:23 epoch_duration 2min46s next_finish 04:18:09
20241101-04:15:23 wrote state.pth
20241101-04:15:23 --- epoch 316 ----------------------------------------
20241101-04:15:23 current_test_accuracies 0.9424 0.9320 0.9496 0.9180 0.9404
20241101-04:15:23 nb_c_quizzes 25016
20241101-04:15:23 weakest_accuracies [0.918, 0.932]
20241101-04:15:23 dummy_rand tensor([0.7381])
20241101-04:15:23 dummy_rand tensor([0.8977])
20241101-04:15:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:15:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:17:55 train_loss 316 model 3 0.02558246898651123
20241101-04:17:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:17:55 train_loss 316 model 1 0.025814208984375
20241101-04:17:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:17:57 test_loss 316 model 3 0.020586748123168946
20241101-04:17:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:17:57 test_loss 316 model 1 0.02137733459472656
20241101-04:17:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:18:00 test_accuracy 316 model 3 nb_correct 2348 / 2500 (93.92%)
20241101-04:18:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:18:00 test_accuracy 316 model 1 nb_correct 2341 / 2500 (93.64%)
20241101-04:18:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:18:09 wrote ae_*.pth
20241101-04:18:09 epoch_duration 2min46s next_finish 04:20:56
20241101-04:18:10 wrote state.pth
20241101-04:18:10 --- epoch 317 ----------------------------------------
20241101-04:18:10 current_test_accuracies 0.9424 0.9364 0.9496 0.9392 0.9404
20241101-04:18:10 nb_c_quizzes 25016
20241101-04:18:10 weakest_accuracies [0.9364, 0.9392]
20241101-04:18:10 dummy_rand tensor([0.8671])
20241101-04:18:10 dummy_rand tensor([0.8965])
20241101-04:18:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:18:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:20:41 train_loss 317 model 1 0.025671625137329103
20241101-04:20:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:20:42 train_loss 317 model 3 0.026063977241516115
20241101-04:20:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:20:44 test_loss 317 model 1 0.020061264038085936
20241101-04:20:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:20:44 test_loss 317 model 3 0.02014044761657715
20241101-04:20:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:20:46 test_accuracy 317 model 1 nb_correct 2323 / 2500 (92.92%)
20241101-04:20:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:20:46 test_accuracy 317 model 3 nb_correct 2292 / 2500 (91.68%)
20241101-04:20:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:20:56 wrote ae_*.pth
20241101-04:20:56 epoch_duration 2min46s next_finish 04:23:42
20241101-04:20:56 wrote state.pth
20241101-04:20:56 --- epoch 318 ----------------------------------------
20241101-04:20:56 current_test_accuracies 0.9424 0.9292 0.9496 0.9168 0.9404
20241101-04:20:56 nb_c_quizzes 25016
20241101-04:20:56 weakest_accuracies [0.9168, 0.9292]
20241101-04:20:56 dummy_rand tensor([0.8970])
20241101-04:20:56 dummy_rand tensor([0.3374])
20241101-04:20:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:20:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:23:28 train_loss 318 model 3 0.026123218536376953
20241101-04:23:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:23:28 train_loss 318 model 1 0.025942253112792968
20241101-04:23:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:23:30 test_loss 318 model 3 0.019362716674804686
20241101-04:23:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:23:30 test_loss 318 model 1 0.01836398124694824
20241101-04:23:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:23:32 test_accuracy 318 model 3 nb_correct 2296 / 2500 (91.84%)
20241101-04:23:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:23:32 test_accuracy 318 model 1 nb_correct 2360 / 2500 (94.40%)
20241101-04:23:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:23:42 wrote ae_*.pth
20241101-04:23:42 epoch_duration 2min46s next_finish 04:26:29
20241101-04:23:42 wrote state.pth
20241101-04:23:42 --- epoch 319 ----------------------------------------
20241101-04:23:42 current_test_accuracies 0.9424 0.9440 0.9496 0.9184 0.9404
20241101-04:23:42 nb_c_quizzes 25016
20241101-04:23:42 weakest_accuracies [0.9184, 0.9404]
20241101-04:23:42 dummy_rand tensor([0.2834])
20241101-04:23:42 dummy_rand tensor([0.4258])
20241101-04:23:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:23:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:26:15 train_loss 319 model 4 0.025735788345336914
20241101-04:26:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:26:15 train_loss 319 model 3 0.026063121795654298
20241101-04:26:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:26:17 test_loss 319 model 4 0.02031003952026367
20241101-04:26:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:26:17 test_loss 319 model 3 0.0204327392578125
20241101-04:26:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:26:20 test_accuracy 319 model 4 nb_correct 2339 / 2500 (93.56%)
20241101-04:26:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:26:20 test_accuracy 319 model 3 nb_correct 2362 / 2500 (94.48%)
20241101-04:26:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:26:29 wrote ae_*.pth
20241101-04:26:29 epoch_duration 2min46s next_finish 04:29:16
20241101-04:26:29 wrote state.pth
20241101-04:26:29 --- epoch 320 ----------------------------------------
20241101-04:26:29 current_test_accuracies 0.9424 0.9440 0.9496 0.9448 0.9356
20241101-04:26:29 nb_c_quizzes 25016
20241101-04:26:29 weakest_accuracies [0.9356, 0.9424]
20241101-04:26:29 dummy_rand tensor([0.7578])
20241101-04:26:29 dummy_rand tensor([0.8429])
20241101-04:26:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:26:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:29:01 train_loss 320 model 0 0.02712059783935547
20241101-04:29:01 train_loss 320 model 4 0.026162102222442626
20241101-04:29:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:29:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:29:04 test_loss 320 model 0 0.021667547225952148
20241101-04:29:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:29:04 test_loss 320 model 4 0.019349689483642577
20241101-04:29:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:29:06 test_accuracy 320 model 0 nb_correct 2307 / 2500 (92.28%)
20241101-04:29:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:29:06 test_accuracy 320 model 4 nb_correct 2303 / 2500 (92.12%)
20241101-04:29:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:29:16 wrote ae_*.pth
20241101-04:29:16 epoch_duration 2min46s next_finish 04:32:03
20241101-04:29:16 wrote state.pth
20241101-04:29:16 --- epoch 321 ----------------------------------------
20241101-04:29:16 current_test_accuracies 0.9228 0.9440 0.9496 0.9448 0.9212
20241101-04:29:16 nb_c_quizzes 25016
20241101-04:29:16 weakest_accuracies [0.9212, 0.9228]
20241101-04:29:16 dummy_rand tensor([0.9389])
20241101-04:29:16 dummy_rand tensor([0.3516])
20241101-04:29:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:29:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:31:48 train_loss 321 model 4 0.026283735275268554
20241101-04:31:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:31:48 train_loss 321 model 0 0.02679585838317871
20241101-04:31:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:31:51 test_loss 321 model 4 0.023925933837890625
20241101-04:31:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:31:51 test_loss 321 model 0 0.021351051330566407
20241101-04:31:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:31:53 test_accuracy 321 model 4 nb_correct 2342 / 2500 (93.68%)
20241101-04:31:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:31:53 test_accuracy 321 model 0 nb_correct 2301 / 2500 (92.04%)
20241101-04:31:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:32:02 wrote ae_*.pth
20241101-04:32:02 epoch_duration 2min46s next_finish 04:34:49
20241101-04:32:03 wrote state.pth
20241101-04:32:03 --- epoch 322 ----------------------------------------
20241101-04:32:03 current_test_accuracies 0.9204 0.9440 0.9496 0.9448 0.9368
20241101-04:32:03 nb_c_quizzes 25016
20241101-04:32:03 weakest_accuracies [0.9204, 0.9368]
20241101-04:32:03 dummy_rand tensor([0.1488])
20241101-04:32:03 dummy_rand tensor([0.3839])
20241101-04:32:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:32:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:34:35 train_loss 322 model 0 0.02665274429321289
20241101-04:34:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:34:35 train_loss 322 model 4 0.026611827850341798
20241101-04:34:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:34:37 test_loss 322 model 0 0.01908531188964844
20241101-04:34:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:34:37 test_loss 322 model 4 0.018107147216796876
20241101-04:34:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:34:40 test_accuracy 322 model 0 nb_correct 2240 / 2500 (89.60%)
20241101-04:34:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:34:40 test_accuracy 322 model 4 nb_correct 2245 / 2500 (89.80%)
20241101-04:34:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:34:49 wrote ae_*.pth
20241101-04:34:49 epoch_duration 2min46s next_finish 04:37:36
20241101-04:34:49 wrote state.pth
20241101-04:34:49 --- epoch 323 ----------------------------------------
20241101-04:34:49 current_test_accuracies 0.8960 0.9440 0.9496 0.9448 0.8980
20241101-04:34:49 nb_c_quizzes 25016
20241101-04:34:49 weakest_accuracies [0.896, 0.898]
20241101-04:34:49 dummy_rand tensor([0.9121])
20241101-04:34:49 dummy_rand tensor([0.4649])
20241101-04:34:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:34:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:37:21 train_loss 323 model 0 0.026319141387939452
20241101-04:37:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:37:21 train_loss 323 model 4 0.026060525894165038
20241101-04:37:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:37:24 test_loss 323 model 0 0.023184118270874025
20241101-04:37:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:37:24 test_loss 323 model 4 0.019806671142578124
20241101-04:37:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:37:26 test_accuracy 323 model 0 nb_correct 2310 / 2500 (92.40%)
20241101-04:37:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:37:26 test_accuracy 323 model 4 nb_correct 2372 / 2500 (94.88%)
20241101-04:37:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:37:36 wrote ae_*.pth
20241101-04:37:36 epoch_duration 2min46s next_finish 04:40:22
20241101-04:37:36 wrote state.pth
20241101-04:37:36 --- epoch 324 ----------------------------------------
20241101-04:37:36 current_test_accuracies 0.9240 0.9440 0.9496 0.9448 0.9488
20241101-04:37:36 nb_c_quizzes 25016
20241101-04:37:36 weakest_accuracies [0.924, 0.944]
20241101-04:37:36 dummy_rand tensor([0.9920])
20241101-04:37:36 dummy_rand tensor([0.4425])
20241101-04:37:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:37:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:40:08 train_loss 324 model 1 0.02559440231323242
20241101-04:40:08 train_loss 324 model 0 0.026631072998046876
20241101-04:40:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:40:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:40:10 test_loss 324 model 1 0.01989246368408203
20241101-04:40:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:40:10 test_loss 324 model 0 0.019688491821289063
20241101-04:40:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:40:12 test_accuracy 324 model 1 nb_correct 2303 / 2500 (92.12%)
20241101-04:40:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:40:12 test_accuracy 324 model 0 nb_correct 2285 / 2500 (91.40%)
20241101-04:40:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:40:22 wrote ae_*.pth
20241101-04:40:22 epoch_duration 2min46s next_finish 04:43:08
20241101-04:40:22 wrote state.pth
20241101-04:40:22 --- epoch 325 ----------------------------------------
20241101-04:40:22 current_test_accuracies 0.9140 0.9212 0.9496 0.9448 0.9488
20241101-04:40:22 nb_c_quizzes 25016
20241101-04:40:22 weakest_accuracies [0.914, 0.9212]
20241101-04:40:22 dummy_rand tensor([0.7456])
20241101-04:40:22 dummy_rand tensor([0.5626])
20241101-04:40:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:40:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:42:54 train_loss 325 model 0 0.026014516830444336
20241101-04:42:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:42:54 train_loss 325 model 1 0.025740390777587892
20241101-04:42:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:42:56 test_loss 325 model 0 0.021356887817382812
20241101-04:42:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:42:56 test_loss 325 model 1 0.019532814025878906
20241101-04:42:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:42:59 test_accuracy 325 model 0 nb_correct 2258 / 2500 (90.32%)
20241101-04:42:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:42:59 test_accuracy 325 model 1 nb_correct 2348 / 2500 (93.92%)
20241101-04:42:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:43:08 wrote ae_*.pth
20241101-04:43:08 epoch_duration 2min46s next_finish 04:45:54
20241101-04:43:08 wrote state.pth
20241101-04:43:08 --- epoch 326 ----------------------------------------
20241101-04:43:08 current_test_accuracies 0.9032 0.9392 0.9496 0.9448 0.9488
20241101-04:43:08 nb_c_quizzes 25016
20241101-04:43:08 weakest_accuracies [0.9032, 0.9392]
20241101-04:43:08 dummy_rand tensor([0.7957])
20241101-04:43:08 dummy_rand tensor([0.6338])
20241101-04:43:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:43:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:45:40 train_loss 326 model 0 0.026232555389404298
20241101-04:45:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:45:40 train_loss 326 model 1 0.025828472137451174
20241101-04:45:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:45:42 test_loss 326 model 0 0.021778106689453125
20241101-04:45:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:45:43 test_loss 326 model 1 0.0206201171875
20241101-04:45:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:45:45 test_accuracy 326 model 0 nb_correct 2305 / 2500 (92.20%)
20241101-04:45:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:45:45 test_accuracy 326 model 1 nb_correct 2332 / 2500 (93.28%)
20241101-04:45:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:45:54 wrote ae_*.pth
20241101-04:45:54 epoch_duration 2min46s next_finish 04:48:41
20241101-04:45:55 wrote state.pth
20241101-04:45:55 --- epoch 327 ----------------------------------------
20241101-04:45:55 current_test_accuracies 0.9220 0.9328 0.9496 0.9448 0.9488
20241101-04:45:55 nb_c_quizzes 25016
20241101-04:45:55 weakest_accuracies [0.922, 0.9328]
20241101-04:45:55 dummy_rand tensor([0.7116])
20241101-04:45:55 dummy_rand tensor([0.8858])
20241101-04:45:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:45:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:48:27 train_loss 327 model 0 0.026520462036132814
20241101-04:48:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:48:27 train_loss 327 model 1 0.024954894542694093
20241101-04:48:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:48:29 test_loss 327 model 0 0.018767051696777344
20241101-04:48:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:48:29 test_loss 327 model 1 0.020384063720703127
20241101-04:48:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:48:31 test_accuracy 327 model 0 nb_correct 2324 / 2500 (92.96%)
20241101-04:48:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:48:31 test_accuracy 327 model 1 nb_correct 2337 / 2500 (93.48%)
20241101-04:48:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:48:41 wrote ae_*.pth
20241101-04:48:41 epoch_duration 2min46s next_finish 04:51:28
20241101-04:48:41 wrote state.pth
20241101-04:48:41 --- epoch 328 ----------------------------------------
20241101-04:48:41 current_test_accuracies 0.9296 0.9348 0.9496 0.9448 0.9488
20241101-04:48:41 nb_c_quizzes 25016
20241101-04:48:41 weakest_accuracies [0.9296, 0.9348]
20241101-04:48:41 dummy_rand tensor([0.0592])
20241101-04:48:41 dummy_rand tensor([0.1944])
20241101-04:48:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:48:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:51:13 train_loss 328 model 1 0.025018270492553712
20241101-04:51:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:51:13 train_loss 328 model 0 0.026637154579162596
20241101-04:51:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:51:15 test_loss 328 model 1 0.019554836750030516
20241101-04:51:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:51:15 test_loss 328 model 0 0.02223175048828125
20241101-04:51:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:51:18 test_accuracy 328 model 1 nb_correct 2327 / 2500 (93.08%)
20241101-04:51:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:51:18 test_accuracy 328 model 0 nb_correct 2352 / 2500 (94.08%)
20241101-04:51:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:51:28 wrote ae_*.pth
20241101-04:51:28 epoch_duration 2min46s next_finish 04:54:14
20241101-04:51:28 wrote state.pth
20241101-04:51:28 --- epoch 329 ----------------------------------------
20241101-04:51:28 current_test_accuracies 0.9408 0.9308 0.9496 0.9448 0.9488
20241101-04:51:28 nb_c_quizzes 25016
20241101-04:51:28 weakest_accuracies [0.9308, 0.9408]
20241101-04:51:28 dummy_rand tensor([0.8586])
20241101-04:51:28 dummy_rand tensor([0.6987])
20241101-04:51:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:51:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:54:00 train_loss 329 model 1 0.02533095645904541
20241101-04:54:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:54:00 train_loss 329 model 0 0.02636824607849121
20241101-04:54:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:54:02 test_loss 329 model 1 0.020325698852539063
20241101-04:54:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:54:02 test_loss 329 model 0 0.019946136474609376
20241101-04:54:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:54:04 test_accuracy 329 model 1 nb_correct 2377 / 2500 (95.08%)
20241101-04:54:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:54:04 test_accuracy 329 model 0 nb_correct 2308 / 2500 (92.32%)
20241101-04:54:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:54:14 wrote ae_*.pth
20241101-04:54:14 epoch_duration 2min46s next_finish 04:57:00
20241101-04:54:14 wrote state.pth
20241101-04:54:14 --- epoch 330 ----------------------------------------
20241101-04:54:14 current_test_accuracies 0.9232 0.9508 0.9496 0.9448 0.9488
20241101-04:54:14 nb_c_quizzes 25016
20241101-04:54:14 weakest_accuracies [0.9232, 0.9448]
20241101-04:54:14 dummy_rand tensor([0.7571])
20241101-04:54:14 dummy_rand tensor([0.9224])
20241101-04:54:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:54:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:56:46 train_loss 330 model 0 0.026622335433959962
20241101-04:56:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:56:46 train_loss 330 model 3 0.025353811264038087
20241101-04:56:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:56:48 test_loss 330 model 0 0.0184523868560791
20241101-04:56:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:56:48 test_loss 330 model 3 0.022770156860351564
20241101-04:56:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:56:51 test_accuracy 330 model 0 nb_correct 2317 / 2500 (92.68%)
20241101-04:56:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:56:51 test_accuracy 330 model 3 nb_correct 2326 / 2500 (93.04%)
20241101-04:56:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:57:00 wrote ae_*.pth
20241101-04:57:00 epoch_duration 2min46s next_finish 04:59:47
20241101-04:57:01 wrote state.pth
20241101-04:57:01 --- epoch 331 ----------------------------------------
20241101-04:57:01 current_test_accuracies 0.9268 0.9508 0.9496 0.9304 0.9488
20241101-04:57:01 nb_c_quizzes 25016
20241101-04:57:01 weakest_accuracies [0.9268, 0.9304]
20241101-04:57:01 dummy_rand tensor([0.8995])
20241101-04:57:01 dummy_rand tensor([0.9009])
20241101-04:57:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:57:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:59:32 train_loss 331 model 3 0.02612696361541748
20241101-04:59:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:59:33 train_loss 331 model 0 0.02592053985595703
20241101-04:59:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:59:35 test_loss 331 model 3 0.01931140899658203
20241101-04:59:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:59:35 test_loss 331 model 0 0.01813051223754883
20241101-04:59:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-04:59:37 test_accuracy 331 model 3 nb_correct 2337 / 2500 (93.48%)
20241101-04:59:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:59:37 test_accuracy 331 model 0 nb_correct 2265 / 2500 (90.60%)
20241101-04:59:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-04:59:47 wrote ae_*.pth
20241101-04:59:47 epoch_duration 2min46s next_finish 05:02:33
20241101-04:59:47 wrote state.pth
20241101-04:59:47 --- epoch 332 ----------------------------------------
20241101-04:59:47 current_test_accuracies 0.9060 0.9508 0.9496 0.9348 0.9488
20241101-04:59:47 nb_c_quizzes 25016
20241101-04:59:47 weakest_accuracies [0.906, 0.9348]
20241101-04:59:47 dummy_rand tensor([0.0472])
20241101-04:59:47 dummy_rand tensor([0.8002])
20241101-04:59:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-04:59:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:02:19 train_loss 332 model 0 0.0259507999420166
20241101-05:02:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:02:19 train_loss 332 model 3 0.02568027114868164
20241101-05:02:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:02:21 test_loss 332 model 0 0.022595005035400392
20241101-05:02:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:02:21 test_loss 332 model 3 0.02013138771057129
20241101-05:02:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:02:23 test_accuracy 332 model 0 nb_correct 2366 / 2500 (94.64%)
20241101-05:02:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:02:23 test_accuracy 332 model 3 nb_correct 2311 / 2500 (92.44%)
20241101-05:02:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:02:33 wrote ae_*.pth
20241101-05:02:33 epoch_duration 2min46s next_finish 05:05:19
20241101-05:02:33 wrote state.pth
20241101-05:02:33 --- epoch 333 ----------------------------------------
20241101-05:02:33 current_test_accuracies 0.9464 0.9508 0.9496 0.9244 0.9488
20241101-05:02:33 nb_c_quizzes 25016
20241101-05:02:33 weakest_accuracies [0.9244, 0.9464]
20241101-05:02:33 dummy_rand tensor([0.6578])
20241101-05:02:33 dummy_rand tensor([0.3503])
20241101-05:02:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:02:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:05:05 train_loss 333 model 3 0.025208297729492186
20241101-05:05:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:05:05 train_loss 333 model 0 0.02648214340209961
20241101-05:05:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:05:08 test_loss 333 model 3 0.025244064331054687
20241101-05:05:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:05:08 test_loss 333 model 0 0.0203558349609375
20241101-05:05:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:05:10 test_accuracy 333 model 3 nb_correct 2297 / 2500 (91.88%)
20241101-05:05:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:05:10 test_accuracy 333 model 0 nb_correct 2335 / 2500 (93.40%)
20241101-05:05:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:05:20 wrote ae_*.pth
20241101-05:05:20 epoch_duration 2min46s next_finish 05:08:06
20241101-05:05:20 wrote state.pth
20241101-05:05:20 --- epoch 334 ----------------------------------------
20241101-05:05:20 current_test_accuracies 0.9340 0.9508 0.9496 0.9188 0.9488
20241101-05:05:20 nb_c_quizzes 25016
20241101-05:05:20 weakest_accuracies [0.9188, 0.934]
20241101-05:05:20 dummy_rand tensor([0.5127])
20241101-05:05:20 dummy_rand tensor([0.6319])
20241101-05:05:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:05:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:07:52 train_loss 334 model 3 0.025451262474060057
20241101-05:07:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:07:52 train_loss 334 model 0 0.025018728256225586
20241101-05:07:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:07:54 test_loss 334 model 3 0.02163909912109375
20241101-05:07:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:07:54 test_loss 334 model 0 0.01801105499267578
20241101-05:07:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:07:56 test_accuracy 334 model 3 nb_correct 2380 / 2500 (95.20%)
20241101-05:07:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:07:56 test_accuracy 334 model 0 nb_correct 2347 / 2500 (93.88%)
20241101-05:07:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:08:06 wrote ae_*.pth
20241101-05:08:06 epoch_duration 2min46s next_finish 05:10:52
20241101-05:08:06 wrote state.pth
20241101-05:08:06 --- epoch 335 ----------------------------------------
20241101-05:08:06 current_test_accuracies 0.9388 0.9508 0.9496 0.9520 0.9488
20241101-05:08:06 nb_c_quizzes 25016
20241101-05:08:06 weakest_accuracies [0.9388, 0.9488]
20241101-05:08:06 dummy_rand tensor([0.0427])
20241101-05:08:06 dummy_rand tensor([0.2194])
20241101-05:08:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:08:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:10:38 train_loss 335 model 0 0.025740292072296143
20241101-05:10:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:10:38 train_loss 335 model 4 0.025679597854614256
20241101-05:10:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:10:40 test_loss 335 model 0 0.018431320190429687
20241101-05:10:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:10:40 test_loss 335 model 4 0.01767024040222168
20241101-05:10:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:10:43 test_accuracy 335 model 0 nb_correct 2341 / 2500 (93.64%)
20241101-05:10:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:10:43 test_accuracy 335 model 4 nb_correct 2310 / 2500 (92.40%)
20241101-05:10:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:10:52 wrote ae_*.pth
20241101-05:10:52 epoch_duration 2min46s next_finish 05:13:39
20241101-05:10:52 wrote state.pth
20241101-05:10:52 --- epoch 336 ----------------------------------------
20241101-05:10:52 current_test_accuracies 0.9364 0.9508 0.9496 0.9520 0.9240
20241101-05:10:52 nb_c_quizzes 25016
20241101-05:10:52 weakest_accuracies [0.924, 0.9364]
20241101-05:10:52 dummy_rand tensor([0.4910])
20241101-05:10:52 dummy_rand tensor([0.6663])
20241101-05:10:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:10:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:13:24 train_loss 336 model 4 0.026139967203140258
20241101-05:13:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:13:24 train_loss 336 model 0 0.025454921722412108
20241101-05:13:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:13:27 test_loss 336 model 4 0.023507747650146484
20241101-05:13:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:13:27 test_loss 336 model 0 0.02099442481994629
20241101-05:13:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:13:29 test_accuracy 336 model 4 nb_correct 2322 / 2500 (92.88%)
20241101-05:13:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:13:29 test_accuracy 336 model 0 nb_correct 2374 / 2500 (94.96%)
20241101-05:13:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:13:39 wrote ae_*.pth
20241101-05:13:39 epoch_duration 2min46s next_finish 05:16:25
20241101-05:13:39 wrote state.pth
20241101-05:13:39 --- epoch 337 ----------------------------------------
20241101-05:13:39 current_test_accuracies 0.9496 0.9508 0.9496 0.9520 0.9288
20241101-05:13:39 nb_c_quizzes 25016
20241101-05:13:39 weakest_accuracies [0.9288, 0.9496]
20241101-05:13:39 dummy_rand tensor([0.2939])
20241101-05:13:39 dummy_rand tensor([0.3623])
20241101-05:13:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:13:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:16:11 train_loss 337 model 0 0.025616094589233397
20241101-05:16:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:16:11 train_loss 337 model 4 0.02531790590286255
20241101-05:16:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:16:14 test_loss 337 model 0 0.02107830047607422
20241101-05:16:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:16:14 test_loss 337 model 4 0.023032989501953125
20241101-05:16:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:16:16 test_accuracy 337 model 0 nb_correct 2315 / 2500 (92.60%)
20241101-05:16:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:16:16 test_accuracy 337 model 4 nb_correct 2345 / 2500 (93.80%)
20241101-05:16:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:16:26 wrote ae_*.pth
20241101-05:16:26 epoch_duration 2min47s next_finish 05:19:13
20241101-05:16:26 wrote state.pth
20241101-05:16:26 --- epoch 338 ----------------------------------------
20241101-05:16:26 current_test_accuracies 0.9260 0.9508 0.9496 0.9520 0.9380
20241101-05:16:26 nb_c_quizzes 25016
20241101-05:16:26 weakest_accuracies [0.926, 0.938]
20241101-05:16:26 dummy_rand tensor([0.4004])
20241101-05:16:26 dummy_rand tensor([0.0747])
20241101-05:16:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:16:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:18:58 train_loss 338 model 4 0.026432146072387697
20241101-05:18:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:18:58 train_loss 338 model 0 0.025753260612487793
20241101-05:18:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:19:00 test_loss 338 model 4 0.01869110107421875
20241101-05:19:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:19:00 test_loss 338 model 0 0.02028430938720703
20241101-05:19:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:19:03 test_accuracy 338 model 4 nb_correct 2338 / 2500 (93.52%)
20241101-05:19:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:19:03 test_accuracy 338 model 0 nb_correct 2320 / 2500 (92.80%)
20241101-05:19:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:19:12 wrote ae_*.pth
20241101-05:19:12 epoch_duration 2min46s next_finish 05:21:59
20241101-05:19:13 wrote state.pth
20241101-05:19:13 --- epoch 339 ----------------------------------------
20241101-05:19:13 current_test_accuracies 0.9280 0.9508 0.9496 0.9520 0.9352
20241101-05:19:13 nb_c_quizzes 25016
20241101-05:19:13 weakest_accuracies [0.928, 0.9352]
20241101-05:19:13 dummy_rand tensor([0.8926])
20241101-05:19:13 dummy_rand tensor([0.2427])
20241101-05:19:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:19:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:21:44 train_loss 339 model 0 0.026075273513793944
20241101-05:21:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:21:44 train_loss 339 model 4 0.025651727199554445
20241101-05:21:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:21:47 test_loss 339 model 0 0.017921485900878907
20241101-05:21:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:21:47 test_loss 339 model 4 0.0189678955078125
20241101-05:21:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:21:49 test_accuracy 339 model 0 nb_correct 2306 / 2500 (92.24%)
20241101-05:21:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:21:49 test_accuracy 339 model 4 nb_correct 2327 / 2500 (93.08%)
20241101-05:21:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:21:59 wrote ae_*.pth
20241101-05:21:59 epoch_duration 2min46s next_finish 05:24:45
20241101-05:21:59 wrote state.pth
20241101-05:21:59 --- epoch 340 ----------------------------------------
20241101-05:21:59 current_test_accuracies 0.9224 0.9508 0.9496 0.9520 0.9308
20241101-05:21:59 nb_c_quizzes 25016
20241101-05:21:59 weakest_accuracies [0.9224, 0.9308]
20241101-05:21:59 dummy_rand tensor([0.0643])
20241101-05:21:59 dummy_rand tensor([0.1933])
20241101-05:21:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:21:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:24:31 train_loss 340 model 0 0.026040796279907227
20241101-05:24:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:24:31 train_loss 340 model 4 0.025182155609130858
20241101-05:24:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:24:33 test_loss 340 model 0 0.02027437210083008
20241101-05:24:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:24:33 test_loss 340 model 4 0.018080654144287108
20241101-05:24:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:24:35 test_accuracy 340 model 0 nb_correct 2323 / 2500 (92.92%)
20241101-05:24:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:24:35 test_accuracy 340 model 4 nb_correct 2337 / 2500 (93.48%)
20241101-05:24:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:24:45 wrote ae_*.pth
20241101-05:24:45 epoch_duration 2min46s next_finish 05:27:31
20241101-05:24:45 wrote state.pth
20241101-05:24:45 --- epoch 341 ----------------------------------------
20241101-05:24:45 current_test_accuracies 0.9292 0.9508 0.9496 0.9520 0.9348
20241101-05:24:45 nb_c_quizzes 25016
20241101-05:24:45 weakest_accuracies [0.9292, 0.9348]
20241101-05:24:45 dummy_rand tensor([0.1362])
20241101-05:24:45 dummy_rand tensor([0.4777])
20241101-05:24:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:24:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:27:17 train_loss 341 model 0 0.025742681503295898
20241101-05:27:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:27:17 train_loss 341 model 4 0.025545196533203127
20241101-05:27:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:27:20 test_loss 341 model 0 0.017592315673828126
20241101-05:27:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:27:20 test_loss 341 model 4 0.018716773986816405
20241101-05:27:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:27:22 test_accuracy 341 model 0 nb_correct 2320 / 2500 (92.80%)
20241101-05:27:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:27:22 test_accuracy 341 model 4 nb_correct 2329 / 2500 (93.16%)
20241101-05:27:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:27:32 wrote ae_*.pth
20241101-05:27:32 epoch_duration 2min47s next_finish 05:30:19
20241101-05:27:32 wrote state.pth
20241101-05:27:32 --- epoch 342 ----------------------------------------
20241101-05:27:32 current_test_accuracies 0.9280 0.9508 0.9496 0.9520 0.9316
20241101-05:27:32 nb_c_quizzes 25016
20241101-05:27:32 weakest_accuracies [0.928, 0.9316]
20241101-05:27:32 dummy_rand tensor([0.0737])
20241101-05:27:32 dummy_rand tensor([0.5259])
20241101-05:27:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:27:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:30:04 train_loss 342 model 4 0.026294700145721436
20241101-05:30:04 train_loss 342 model 0 0.025721582412719726
20241101-05:30:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:30:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:30:07 test_loss 342 model 4 0.021538467407226564
20241101-05:30:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:30:07 test_loss 342 model 0 0.020224047899246214
20241101-05:30:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:30:09 test_accuracy 342 model 4 nb_correct 2404 / 2500 (96.16%)
20241101-05:30:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:30:09 test_accuracy 342 model 0 nb_correct 2343 / 2500 (93.72%)
20241101-05:30:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:30:19 wrote ae_*.pth
20241101-05:30:19 epoch_duration 2min46s next_finish 05:33:06
20241101-05:30:19 wrote state.pth
20241101-05:30:19 --- epoch 343 ----------------------------------------
20241101-05:30:19 current_test_accuracies 0.9372 0.9508 0.9496 0.9520 0.9616
20241101-05:30:19 nb_c_quizzes 25016
20241101-05:30:19 weakest_accuracies [0.9372, 0.9496]
20241101-05:30:19 dummy_rand tensor([0.3469])
20241101-05:30:19 dummy_rand tensor([0.6756])
20241101-05:30:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:30:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:32:51 train_loss 343 model 0 0.025674352645874022
20241101-05:32:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:32:51 train_loss 343 model 2 0.025357627868652345
20241101-05:32:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:32:53 test_loss 343 model 0 0.020850715637207032
20241101-05:32:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:32:53 test_loss 343 model 2 0.018674697875976563
20241101-05:32:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:32:56 test_accuracy 343 model 0 nb_correct 2311 / 2500 (92.44%)
20241101-05:32:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:32:56 test_accuracy 343 model 2 nb_correct 2305 / 2500 (92.20%)
20241101-05:32:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:33:05 wrote ae_*.pth
20241101-05:33:05 epoch_duration 2min46s next_finish 05:35:52
20241101-05:33:05 wrote state.pth
20241101-05:33:05 --- epoch 344 ----------------------------------------
20241101-05:33:05 current_test_accuracies 0.9244 0.9508 0.9220 0.9520 0.9616
20241101-05:33:05 nb_c_quizzes 25016
20241101-05:33:05 weakest_accuracies [0.922, 0.9244]
20241101-05:33:05 dummy_rand tensor([0.1153])
20241101-05:33:05 dummy_rand tensor([0.6918])
20241101-05:33:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:33:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:35:37 train_loss 344 model 2 0.025144723892211913
20241101-05:35:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:35:37 train_loss 344 model 0 0.02589958381652832
20241101-05:35:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:35:40 test_loss 344 model 2 0.018272957801818847
20241101-05:35:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:35:40 test_loss 344 model 0 0.01988924026489258
20241101-05:35:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:35:42 test_accuracy 344 model 2 nb_correct 2345 / 2500 (93.80%)
20241101-05:35:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:35:42 test_accuracy 344 model 0 nb_correct 2300 / 2500 (92.00%)
20241101-05:35:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:35:51 wrote ae_*.pth
20241101-05:35:51 epoch_duration 2min46s next_finish 05:38:38
20241101-05:35:52 wrote state.pth
20241101-05:35:52 --- epoch 345 ----------------------------------------
20241101-05:35:52 current_test_accuracies 0.9200 0.9508 0.9380 0.9520 0.9616
20241101-05:35:52 nb_c_quizzes 25016
20241101-05:35:52 weakest_accuracies [0.92, 0.938]
20241101-05:35:52 dummy_rand tensor([0.1665])
20241101-05:35:52 dummy_rand tensor([0.9062])
20241101-05:35:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:35:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:38:24 train_loss 345 model 0 0.025971668243408203
20241101-05:38:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:38:24 train_loss 345 model 2 0.024403430938720702
20241101-05:38:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:38:26 test_loss 345 model 0 0.02010906219482422
20241101-05:38:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:38:26 test_loss 345 model 2 0.020030364990234376
20241101-05:38:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:38:28 test_accuracy 345 model 0 nb_correct 2337 / 2500 (93.48%)
20241101-05:38:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:38:28 test_accuracy 345 model 2 nb_correct 2283 / 2500 (91.32%)
20241101-05:38:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:38:38 wrote ae_*.pth
20241101-05:38:38 epoch_duration 2min46s next_finish 05:41:25
20241101-05:38:38 wrote state.pth
20241101-05:38:38 --- epoch 346 ----------------------------------------
20241101-05:38:38 current_test_accuracies 0.9348 0.9508 0.9132 0.9520 0.9616
20241101-05:38:38 nb_c_quizzes 25016
20241101-05:38:38 weakest_accuracies [0.9132, 0.9348]
20241101-05:38:38 dummy_rand tensor([0.0770])
20241101-05:38:38 dummy_rand tensor([0.1529])
20241101-05:38:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:38:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:41:10 train_loss 346 model 0 0.02529661750793457
20241101-05:41:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:41:10 train_loss 346 model 2 0.025212635040283204
20241101-05:41:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:41:13 test_loss 346 model 0 0.018215532302856444
20241101-05:41:13 test_loss 346 model 2 0.019577913284301758
20241101-05:41:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:41:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:41:15 test_accuracy 346 model 0 nb_correct 2282 / 2500 (91.28%)
20241101-05:41:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:41:15 test_accuracy 346 model 2 nb_correct 2311 / 2500 (92.44%)
20241101-05:41:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:41:24 wrote ae_*.pth
20241101-05:41:24 epoch_duration 2min46s next_finish 05:44:11
20241101-05:41:25 wrote state.pth
20241101-05:41:25 --- epoch 347 ----------------------------------------
20241101-05:41:25 current_test_accuracies 0.9128 0.9508 0.9244 0.9520 0.9616
20241101-05:41:25 nb_c_quizzes 25016
20241101-05:41:25 weakest_accuracies [0.9128, 0.9244]
20241101-05:41:25 dummy_rand tensor([0.2694])
20241101-05:41:25 dummy_rand tensor([0.2225])
20241101-05:41:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:41:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:43:57 train_loss 347 model 0 0.02568433952331543
20241101-05:43:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:43:57 train_loss 347 model 2 0.025426197052001952
20241101-05:43:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:43:59 test_loss 347 model 0 0.01839977264404297
20241101-05:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:43:59 test_loss 347 model 2 0.01727100372314453
20241101-05:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:44:01 test_accuracy 347 model 0 nb_correct 2346 / 2500 (93.84%)
20241101-05:44:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:44:01 test_accuracy 347 model 2 nb_correct 2318 / 2500 (92.72%)
20241101-05:44:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:44:11 wrote ae_*.pth
20241101-05:44:11 epoch_duration 2min46s next_finish 05:46:57
20241101-05:44:11 wrote state.pth
20241101-05:44:11 --- epoch 348 ----------------------------------------
20241101-05:44:11 current_test_accuracies 0.9384 0.9508 0.9272 0.9520 0.9616
20241101-05:44:11 nb_c_quizzes 25016
20241101-05:44:11 weakest_accuracies [0.9272, 0.9384]
20241101-05:44:11 dummy_rand tensor([0.5072])
20241101-05:44:11 dummy_rand tensor([0.6471])
20241101-05:44:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:44:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:46:43 train_loss 348 model 2 0.025977193832397463
20241101-05:46:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:46:43 train_loss 348 model 0 0.025405989646911622
20241101-05:46:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:46:46 test_loss 348 model 2 0.017921524047851564
20241101-05:46:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:46:46 test_loss 348 model 0 0.020593338012695313
20241101-05:46:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:46:48 test_accuracy 348 model 2 nb_correct 2324 / 2500 (92.96%)
20241101-05:46:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:46:48 test_accuracy 348 model 0 nb_correct 2310 / 2500 (92.40%)
20241101-05:46:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:46:58 wrote ae_*.pth
20241101-05:46:58 epoch_duration 2min46s next_finish 05:49:45
20241101-05:46:58 wrote state.pth
20241101-05:46:58 --- epoch 349 ----------------------------------------
20241101-05:46:58 current_test_accuracies 0.9240 0.9508 0.9296 0.9520 0.9616
20241101-05:46:58 nb_c_quizzes 25016
20241101-05:46:58 weakest_accuracies [0.924, 0.9296]
20241101-05:46:58 dummy_rand tensor([0.3522])
20241101-05:46:58 dummy_rand tensor([0.7806])
20241101-05:46:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:46:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:49:30 train_loss 349 model 0 0.02527281951904297
20241101-05:49:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:49:30 train_loss 349 model 2 0.024854516983032225
20241101-05:49:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:49:32 test_loss 349 model 0 0.01790605068206787
20241101-05:49:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:49:32 test_loss 349 model 2 0.020707626342773438
20241101-05:49:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:49:34 test_accuracy 349 model 0 nb_correct 2302 / 2500 (92.08%)
20241101-05:49:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:49:35 test_accuracy 349 model 2 nb_correct 2337 / 2500 (93.48%)
20241101-05:49:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:49:44 wrote ae_*.pth
20241101-05:49:44 epoch_duration 2min46s next_finish 05:52:31
20241101-05:49:44 wrote state.pth
20241101-05:49:44 --- epoch 350 ----------------------------------------
20241101-05:49:44 current_test_accuracies 0.9208 0.9508 0.9348 0.9520 0.9616
20241101-05:49:44 nb_c_quizzes 25016
20241101-05:49:44 weakest_accuracies [0.9208, 0.9348]
20241101-05:49:44 dummy_rand tensor([0.1179])
20241101-05:49:44 dummy_rand tensor([0.6590])
20241101-05:49:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:49:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:52:16 train_loss 350 model 0 0.024976546287536622
20241101-05:52:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:52:17 train_loss 350 model 2 0.02460281229019165
20241101-05:52:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:52:19 test_loss 350 model 0 0.021439104080200194
20241101-05:52:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:52:19 test_loss 350 model 2 0.018804969787597655
20241101-05:52:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:52:21 test_accuracy 350 model 0 nb_correct 2331 / 2500 (93.24%)
20241101-05:52:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:52:21 test_accuracy 350 model 2 nb_correct 2325 / 2500 (93.00%)
20241101-05:52:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:52:31 wrote ae_*.pth
20241101-05:52:31 epoch_duration 2min46s next_finish 05:55:17
20241101-05:52:31 wrote state.pth
20241101-05:52:31 --- epoch 351 ----------------------------------------
20241101-05:52:31 current_test_accuracies 0.9324 0.9508 0.9300 0.9520 0.9616
20241101-05:52:31 nb_c_quizzes 25016
20241101-05:52:31 weakest_accuracies [0.93, 0.9324]
20241101-05:52:31 dummy_rand tensor([0.3976])
20241101-05:52:31 dummy_rand tensor([0.0503])
20241101-05:52:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:52:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:55:03 train_loss 351 model 2 0.02475504970550537
20241101-05:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:55:03 train_loss 351 model 0 0.025770142555236818
20241101-05:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:55:05 test_loss 351 model 2 0.021755180358886718
20241101-05:55:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:55:05 test_loss 351 model 0 0.018533010482788086
20241101-05:55:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:55:08 test_accuracy 351 model 2 nb_correct 2298 / 2500 (91.92%)
20241101-05:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:55:08 test_accuracy 351 model 0 nb_correct 2376 / 2500 (95.04%)
20241101-05:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:55:17 wrote ae_*.pth
20241101-05:55:17 epoch_duration 2min46s next_finish 05:58:04
20241101-05:55:17 wrote state.pth
20241101-05:55:17 --- epoch 352 ----------------------------------------
20241101-05:55:17 current_test_accuracies 0.9504 0.9508 0.9192 0.9520 0.9616
20241101-05:55:17 nb_c_quizzes 25016
20241101-05:55:17 weakest_accuracies [0.9192, 0.9504]
20241101-05:55:17 dummy_rand tensor([0.8179])
20241101-05:55:17 dummy_rand tensor([0.9694])
20241101-05:55:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:55:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:57:49 train_loss 352 model 2 0.02544914436340332
20241101-05:57:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:57:50 train_loss 352 model 0 0.02561546802520752
20241101-05:57:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:57:52 test_loss 352 model 2 0.018034515380859376
20241101-05:57:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:57:52 test_loss 352 model 0 0.020272674560546874
20241101-05:57:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-05:57:54 test_accuracy 352 model 2 nb_correct 2360 / 2500 (94.40%)
20241101-05:57:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:57:54 test_accuracy 352 model 0 nb_correct 2273 / 2500 (90.92%)
20241101-05:57:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-05:58:04 wrote ae_*.pth
20241101-05:58:04 epoch_duration 2min46s next_finish 06:00:51
20241101-05:58:04 wrote state.pth
20241101-05:58:04 --- epoch 353 ----------------------------------------
20241101-05:58:04 current_test_accuracies 0.9092 0.9508 0.9440 0.9520 0.9616
20241101-05:58:04 nb_c_quizzes 25016
20241101-05:58:04 weakest_accuracies [0.9092, 0.944]
20241101-05:58:04 dummy_rand tensor([0.3561])
20241101-05:58:04 dummy_rand tensor([0.4513])
20241101-05:58:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-05:58:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:00:37 train_loss 353 model 0 0.02486468505859375
20241101-06:00:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:00:38 train_loss 353 model 2 0.024577415466308594
20241101-06:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:00:39 test_loss 353 model 0 0.01942054271697998
20241101-06:00:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:00:40 test_loss 353 model 2 0.022052431106567384
20241101-06:00:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:00:42 test_accuracy 353 model 0 nb_correct 2354 / 2500 (94.16%)
20241101-06:00:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:00:43 test_accuracy 353 model 2 nb_correct 2384 / 2500 (95.36%)
20241101-06:00:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:00:52 wrote ae_*.pth
20241101-06:00:52 epoch_duration 2min47s next_finish 06:03:40
20241101-06:00:52 wrote state.pth
20241101-06:00:52 --- epoch 354 ----------------------------------------
20241101-06:00:52 current_test_accuracies 0.9416 0.9508 0.9536 0.9520 0.9616
20241101-06:00:52 nb_c_quizzes 25016
20241101-06:00:52 weakest_accuracies [0.9416, 0.9508]
20241101-06:00:52 dummy_rand tensor([0.4825])
20241101-06:00:52 dummy_rand tensor([0.0068])
20241101-06:00:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:00:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:03:24 train_loss 354 model 0 0.02558539581298828
20241101-06:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:03:24 train_loss 354 model 1 0.025083081245422363
20241101-06:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:03:26 test_loss 354 model 0 0.01877401351928711
20241101-06:03:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:03:26 test_loss 354 model 1 0.023213233947753906
20241101-06:03:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:03:29 test_accuracy 354 model 0 nb_correct 2325 / 2500 (93.00%)
20241101-06:03:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:03:29 test_accuracy 354 model 1 nb_correct 2305 / 2500 (92.20%)
20241101-06:03:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:03:39 wrote ae_*.pth
20241101-06:03:39 epoch_duration 2min46s next_finish 06:06:25
20241101-06:03:39 wrote state.pth
20241101-06:03:39 --- epoch 355 ----------------------------------------
20241101-06:03:39 current_test_accuracies 0.9300 0.9220 0.9536 0.9520 0.9616
20241101-06:03:39 nb_c_quizzes 25016
20241101-06:03:39 weakest_accuracies [0.922, 0.93]
20241101-06:03:39 dummy_rand tensor([0.9005])
20241101-06:03:39 dummy_rand tensor([0.7567])
20241101-06:03:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:03:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:06:11 train_loss 355 model 1 0.025398838996887208
20241101-06:06:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:06:11 train_loss 355 model 0 0.025606491088867187
20241101-06:06:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:06:13 test_loss 355 model 1 0.018754425048828124
20241101-06:06:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:06:13 test_loss 355 model 0 0.020326309204101563
20241101-06:06:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:06:16 test_accuracy 355 model 1 nb_correct 2352 / 2500 (94.08%)
20241101-06:06:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:06:16 test_accuracy 355 model 0 nb_correct 2365 / 2500 (94.60%)
20241101-06:06:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:06:25 wrote ae_*.pth
20241101-06:06:25 epoch_duration 2min46s next_finish 06:09:12
20241101-06:06:26 wrote state.pth
20241101-06:06:26 --- epoch 356 ----------------------------------------
20241101-06:06:26 current_test_accuracies 0.9460 0.9408 0.9536 0.9520 0.9616
20241101-06:06:26 nb_c_quizzes 25016
20241101-06:06:26 weakest_accuracies [0.9408, 0.946]
20241101-06:06:26 dummy_rand tensor([0.5843])
20241101-06:06:26 dummy_rand tensor([0.3082])
20241101-06:06:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:06:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:08:57 train_loss 356 model 0 0.02538763427734375
20241101-06:08:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:08:57 train_loss 356 model 1 0.024823014259338378
20241101-06:08:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:09:00 test_loss 356 model 0 0.01840852737426758
20241101-06:09:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:09:00 test_loss 356 model 1 0.018216781616210938
20241101-06:09:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:09:02 test_accuracy 356 model 0 nb_correct 2260 / 2500 (90.40%)
20241101-06:09:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:09:02 test_accuracy 356 model 1 nb_correct 2395 / 2500 (95.80%)
20241101-06:09:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:09:12 wrote ae_*.pth
20241101-06:09:12 epoch_duration 2min46s next_finish 06:11:58
20241101-06:09:12 wrote state.pth
20241101-06:09:12 --- epoch 357 ----------------------------------------
20241101-06:09:12 current_test_accuracies 0.9040 0.9580 0.9536 0.9520 0.9616
20241101-06:09:12 nb_c_quizzes 25016
20241101-06:09:12 weakest_accuracies [0.904, 0.952]
20241101-06:09:12 dummy_rand tensor([0.2102])
20241101-06:09:12 dummy_rand tensor([0.5454])
20241101-06:09:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:09:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:11:44 train_loss 357 model 3 0.025462749481201172
20241101-06:11:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:11:44 train_loss 357 model 0 0.025476375579833985
20241101-06:11:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:11:46 test_loss 357 model 3 0.01892353057861328
20241101-06:11:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:11:46 test_loss 357 model 0 0.016644630432128906
20241101-06:11:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:11:49 test_accuracy 357 model 3 nb_correct 2312 / 2500 (92.48%)
20241101-06:11:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:11:49 test_accuracy 357 model 0 nb_correct 2352 / 2500 (94.08%)
20241101-06:11:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:11:59 wrote ae_*.pth
20241101-06:11:59 epoch_duration 2min46s next_finish 06:14:45
20241101-06:11:59 wrote state.pth
20241101-06:11:59 --- epoch 358 ----------------------------------------
20241101-06:11:59 current_test_accuracies 0.9408 0.9580 0.9536 0.9248 0.9616
20241101-06:11:59 nb_c_quizzes 25016
20241101-06:11:59 weakest_accuracies [0.9248, 0.9408]
20241101-06:11:59 dummy_rand tensor([0.1505])
20241101-06:11:59 dummy_rand tensor([0.2860])
20241101-06:11:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:11:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:14:30 train_loss 358 model 3 0.02543435478210449
20241101-06:14:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:14:30 train_loss 358 model 0 0.02494790267944336
20241101-06:14:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:14:33 test_loss 358 model 3 0.022366485595703124
20241101-06:14:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:14:33 test_loss 358 model 0 0.019773101806640624
20241101-06:14:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:14:35 test_accuracy 358 model 3 nb_correct 2357 / 2500 (94.28%)
20241101-06:14:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:14:35 test_accuracy 358 model 0 nb_correct 2332 / 2500 (93.28%)
20241101-06:14:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:14:45 wrote ae_*.pth
20241101-06:14:45 epoch_duration 2min46s next_finish 06:17:31
20241101-06:14:45 wrote state.pth
20241101-06:14:45 --- epoch 359 ----------------------------------------
20241101-06:14:45 current_test_accuracies 0.9328 0.9580 0.9536 0.9428 0.9616
20241101-06:14:45 nb_c_quizzes 25016
20241101-06:14:45 weakest_accuracies [0.9328, 0.9428]
20241101-06:14:45 dummy_rand tensor([0.1671])
20241101-06:14:45 dummy_rand tensor([0.3127])
20241101-06:14:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:14:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:17:17 train_loss 359 model 0 0.02504992914199829
20241101-06:17:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:17:17 train_loss 359 model 3 0.02503112745285034
20241101-06:17:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:17:19 test_loss 359 model 0 0.020728321075439454
20241101-06:17:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:17:19 test_loss 359 model 3 0.02128650665283203
20241101-06:17:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:17:21 test_accuracy 359 model 0 nb_correct 2316 / 2500 (92.64%)
20241101-06:17:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:17:22 test_accuracy 359 model 3 nb_correct 2291 / 2500 (91.64%)
20241101-06:17:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:17:31 wrote ae_*.pth
20241101-06:17:31 epoch_duration 2min46s next_finish 06:20:18
20241101-06:17:31 wrote state.pth
20241101-06:17:31 --- epoch 360 ----------------------------------------
20241101-06:17:31 current_test_accuracies 0.9264 0.9580 0.9536 0.9164 0.9616
20241101-06:17:31 nb_c_quizzes 25016
20241101-06:17:31 weakest_accuracies [0.9164, 0.9264]
20241101-06:17:31 dummy_rand tensor([0.6277])
20241101-06:17:31 dummy_rand tensor([0.0490])
20241101-06:17:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:17:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:20:03 train_loss 360 model 3 0.025343628883361818
20241101-06:20:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:20:03 train_loss 360 model 0 0.02541271495819092
20241101-06:20:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:20:05 test_loss 360 model 3 0.019155731201171877
20241101-06:20:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:20:06 test_loss 360 model 0 0.02435333251953125
20241101-06:20:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:20:08 test_accuracy 360 model 3 nb_correct 2361 / 2500 (94.44%)
20241101-06:20:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:20:08 test_accuracy 360 model 0 nb_correct 2373 / 2500 (94.92%)
20241101-06:20:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:20:17 wrote ae_*.pth
20241101-06:20:17 epoch_duration 2min46s next_finish 06:23:03
20241101-06:20:17 wrote state.pth
20241101-06:20:17 --- epoch 361 ----------------------------------------
20241101-06:20:17 current_test_accuracies 0.9492 0.9580 0.9536 0.9444 0.9616
20241101-06:20:17 nb_c_quizzes 25016
20241101-06:20:17 weakest_accuracies [0.9444, 0.9492]
20241101-06:20:17 dummy_rand tensor([0.2161])
20241101-06:20:17 dummy_rand tensor([0.6621])
20241101-06:20:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:20:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:22:49 train_loss 361 model 3 0.025536964416503907
20241101-06:22:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:22:49 train_loss 361 model 0 0.025733197212219238
20241101-06:22:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:22:52 test_loss 361 model 3 0.019962577819824218
20241101-06:22:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:22:52 test_loss 361 model 0 0.020703754425048827
20241101-06:22:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:22:54 test_accuracy 361 model 3 nb_correct 2341 / 2500 (93.64%)
20241101-06:22:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:22:54 test_accuracy 361 model 0 nb_correct 2242 / 2500 (89.68%)
20241101-06:22:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:23:03 wrote ae_*.pth
20241101-06:23:03 epoch_duration 2min46s next_finish 06:25:50
20241101-06:23:04 wrote state.pth
20241101-06:23:04 --- epoch 362 ----------------------------------------
20241101-06:23:04 current_test_accuracies 0.8968 0.9580 0.9536 0.9364 0.9616
20241101-06:23:04 nb_c_quizzes 25016
20241101-06:23:04 weakest_accuracies [0.8968, 0.9364]
20241101-06:23:04 dummy_rand tensor([0.1978])
20241101-06:23:04 dummy_rand tensor([0.4769])
20241101-06:23:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:23:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:25:36 train_loss 362 model 0 0.025067197322845458
20241101-06:25:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:25:36 train_loss 362 model 3 0.025679397583007812
20241101-06:25:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:25:38 test_loss 362 model 0 0.019520149230957032
20241101-06:25:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:25:38 test_loss 362 model 3 0.02076357841491699
20241101-06:25:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:25:40 test_accuracy 362 model 0 nb_correct 2338 / 2500 (93.52%)
20241101-06:25:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:25:40 test_accuracy 362 model 3 nb_correct 2329 / 2500 (93.16%)
20241101-06:25:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:25:50 wrote ae_*.pth
20241101-06:25:50 epoch_duration 2min46s next_finish 06:28:36
20241101-06:25:50 wrote state.pth
20241101-06:25:50 --- epoch 363 ----------------------------------------
20241101-06:25:50 current_test_accuracies 0.9352 0.9580 0.9536 0.9316 0.9616
20241101-06:25:50 nb_c_quizzes 25016
20241101-06:25:50 weakest_accuracies [0.9316, 0.9352]
20241101-06:25:50 dummy_rand tensor([0.2603])
20241101-06:25:50 dummy_rand tensor([0.6423])
20241101-06:25:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:25:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:28:22 train_loss 363 model 3 0.026066423416137696
20241101-06:28:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:28:22 train_loss 363 model 0 0.024753190040588378
20241101-06:28:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:28:24 test_loss 363 model 3 0.018052902221679688
20241101-06:28:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:28:24 test_loss 363 model 0 0.019777615070343018
20241101-06:28:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:28:26 test_accuracy 363 model 3 nb_correct 2320 / 2500 (92.80%)
20241101-06:28:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:28:26 test_accuracy 363 model 0 nb_correct 2331 / 2500 (93.24%)
20241101-06:28:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:28:36 wrote ae_*.pth
20241101-06:28:36 epoch_duration 2min46s next_finish 06:31:22
20241101-06:28:36 wrote state.pth
20241101-06:28:36 --- epoch 364 ----------------------------------------
20241101-06:28:36 current_test_accuracies 0.9324 0.9580 0.9536 0.9280 0.9616
20241101-06:28:36 nb_c_quizzes 25016
20241101-06:28:36 weakest_accuracies [0.928, 0.9324]
20241101-06:28:36 dummy_rand tensor([0.7260])
20241101-06:28:36 dummy_rand tensor([0.2002])
20241101-06:28:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:28:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:31:08 train_loss 364 model 3 0.025186561584472657
20241101-06:31:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:31:08 train_loss 364 model 0 0.025136545658111572
20241101-06:31:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:31:10 test_loss 364 model 3 0.017966041564941405
20241101-06:31:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:31:10 test_loss 364 model 0 0.021883010864257812
20241101-06:31:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:31:12 test_accuracy 364 model 3 nb_correct 2303 / 2500 (92.12%)
20241101-06:31:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:31:12 test_accuracy 364 model 0 nb_correct 2351 / 2500 (94.04%)
20241101-06:31:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:31:22 wrote ae_*.pth
20241101-06:31:22 epoch_duration 2min46s next_finish 06:34:08
20241101-06:31:22 wrote state.pth
20241101-06:31:22 --- epoch 365 ----------------------------------------
20241101-06:31:22 current_test_accuracies 0.9404 0.9580 0.9536 0.9212 0.9616
20241101-06:31:22 nb_c_quizzes 25016
20241101-06:31:22 weakest_accuracies [0.9212, 0.9404]
20241101-06:31:22 dummy_rand tensor([0.6595])
20241101-06:31:22 dummy_rand tensor([0.5717])
20241101-06:31:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:31:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:33:54 train_loss 365 model 3 0.025769739151000975
20241101-06:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:33:54 train_loss 365 model 0 0.024841096878051756
20241101-06:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:33:56 test_loss 365 model 3 0.020339088439941408
20241101-06:33:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:33:56 test_loss 365 model 0 0.020918254852294923
20241101-06:33:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:33:59 test_accuracy 365 model 3 nb_correct 2308 / 2500 (92.32%)
20241101-06:33:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:33:59 test_accuracy 365 model 0 nb_correct 2394 / 2500 (95.76%)
20241101-06:33:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:34:08 wrote ae_*.pth
20241101-06:34:08 epoch_duration 2min46s next_finish 06:36:55
20241101-06:34:08 wrote state.pth
20241101-06:34:08 --- epoch 366 ----------------------------------------
20241101-06:34:08 current_test_accuracies 0.9576 0.9580 0.9536 0.9232 0.9616
20241101-06:34:08 nb_c_quizzes 25016
20241101-06:34:08 weakest_accuracies [0.9232, 0.9536]
20241101-06:34:08 dummy_rand tensor([0.2286])
20241101-06:34:08 dummy_rand tensor([0.6538])
20241101-06:34:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:34:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:36:40 train_loss 366 model 2 0.02455413246154785
20241101-06:36:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:36:40 train_loss 366 model 3 0.02555962562561035
20241101-06:36:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:36:42 test_loss 366 model 2 0.019102535247802734
20241101-06:36:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:36:42 test_loss 366 model 3 0.019143052101135254
20241101-06:36:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:36:45 test_accuracy 366 model 2 nb_correct 2306 / 2500 (92.24%)
20241101-06:36:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:36:45 test_accuracy 366 model 3 nb_correct 2322 / 2500 (92.88%)
20241101-06:36:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:36:54 wrote ae_*.pth
20241101-06:36:54 epoch_duration 2min46s next_finish 06:39:41
20241101-06:36:55 wrote state.pth
20241101-06:36:55 --- epoch 367 ----------------------------------------
20241101-06:36:55 current_test_accuracies 0.9576 0.9580 0.9224 0.9288 0.9616
20241101-06:36:55 nb_c_quizzes 25016
20241101-06:36:55 weakest_accuracies [0.9224, 0.9288]
20241101-06:36:55 dummy_rand tensor([0.5088])
20241101-06:36:55 dummy_rand tensor([0.8840])
20241101-06:36:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:36:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:39:27 train_loss 367 model 3 0.02474984931945801
20241101-06:39:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:39:27 train_loss 367 model 2 0.024571849822998048
20241101-06:39:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:39:29 test_loss 367 model 3 0.018044509887695313
20241101-06:39:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:39:29 test_loss 367 model 2 0.018794403076171876
20241101-06:39:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:39:31 test_accuracy 367 model 3 nb_correct 2323 / 2500 (92.92%)
20241101-06:39:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:39:31 test_accuracy 367 model 2 nb_correct 2335 / 2500 (93.40%)
20241101-06:39:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:39:41 wrote ae_*.pth
20241101-06:39:41 epoch_duration 2min46s next_finish 06:42:27
20241101-06:39:41 wrote state.pth
20241101-06:39:41 --- epoch 368 ----------------------------------------
20241101-06:39:41 current_test_accuracies 0.9576 0.9580 0.9340 0.9292 0.9616
20241101-06:39:41 nb_c_quizzes 25016
20241101-06:39:41 weakest_accuracies [0.9292, 0.934]
20241101-06:39:41 dummy_rand tensor([0.9614])
20241101-06:39:41 dummy_rand tensor([0.5554])
20241101-06:39:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:39:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:42:13 train_loss 368 model 2 0.02441905641555786
20241101-06:42:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:42:13 train_loss 368 model 3 0.02462135696411133
20241101-06:42:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:42:15 test_loss 368 model 2 0.020554351806640624
20241101-06:42:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:42:15 test_loss 368 model 3 0.022159080505371093
20241101-06:42:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:42:18 test_accuracy 368 model 2 nb_correct 2288 / 2500 (91.52%)
20241101-06:42:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:42:18 test_accuracy 368 model 3 nb_correct 2300 / 2500 (92.00%)
20241101-06:42:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:42:27 wrote ae_*.pth
20241101-06:42:27 epoch_duration 2min46s next_finish 06:45:14
20241101-06:42:27 wrote state.pth
20241101-06:42:27 --- epoch 369 ----------------------------------------
20241101-06:42:27 current_test_accuracies 0.9576 0.9580 0.9152 0.9200 0.9616
20241101-06:42:27 nb_c_quizzes 25016
20241101-06:42:27 weakest_accuracies [0.9152, 0.92]
20241101-06:42:27 dummy_rand tensor([0.6826])
20241101-06:42:27 dummy_rand tensor([0.2211])
20241101-06:42:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:42:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-06:44:59 train_loss 369 model 2 0.02443748998641968
20241101-06:44:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:44:59 train_loss 369 model 3 0.025779455184936524
20241101-06:44:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:45:01 test_loss 369 model 2 0.018955249786376954
20241101-06:45:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:45:02 test_loss 369 model 3 0.021210479736328124
20241101-06:45:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-06:45:04 test_accuracy 369 model 2 nb_correct 2396 / 2500 (95.84%)
20241101-06:45:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:45:04 test_accuracy 369 model 3 nb_correct 2415 / 2500 (96.60%)
20241101-06:45:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-06:45:13 wrote ae_*.pth
20241101-06:45:13 epoch_duration 2min46s next_finish 06:48:00
20241101-06:45:14 wrote state.pth
20241101-06:45:14 --- epoch 370 ----------------------------------------
20241101-06:45:14 current_test_accuracies 0.9576 0.9580 0.9584 0.9660 0.9616
20241101-06:45:14 dummy_rand tensor([0.1311])
20241101-06:45:14 dummy_rand tensor([0.6018])
20241101-06:45:22 nb_validated 7 model 3 (finishes Fri 07:32 -- 3168/h)
20241101-06:45:23 nb_validated 9 model 4 (finishes Fri 07:26 -- 3594/h)
20241101-06:45:38 nb_validated 16 model 4 (finishes Fri 07:49 -- 2322/h)
20241101-06:45:40 nb_validated 26 model 2 (finishes Fri 07:28 -- 3489/h)
20241101-06:45:57 nb_validated 39 model 1 (finishes Fri 07:31 -- 3264/h)
20241101-06:45:58 nb_validated 39 model 3 (finishes Fri 07:32 -- 3187/h)
20241101-06:46:14 nb_validated 53 model 0 (finishes Fri 07:33 -- 3136/h)
20241101-06:46:15 nb_validated 52 model 4 (finishes Fri 07:34 -- 3058/h)
20241101-06:46:32 nb_validated 72 model 1 (finishes Fri 07:30 -- 3321/h)
20241101-06:46:32 nb_validated 85 model 2 (finishes Fri 07:23 -- 3885/h)
20241101-06:46:49 nb_validated 89 model 3 (finishes Fri 07:29 -- 3374/h)
20241101-06:46:50 nb_validated 91 model 1 (finishes Fri 07:29 -- 3414/h)
20241101-06:47:06 nb_validated 108 model 4 (finishes Fri 07:28 -- 3453/h)
20241101-06:47:07 nb_validated 108 model 2 (finishes Fri 07:29 -- 3423/h)
20241101-06:47:24 nb_validated 125 model 1 (finishes Fri 07:28 -- 3452/h)
20241101-06:47:25 nb_validated 132 model 1 (finishes Fri 07:26 -- 3609/h)
20241101-06:47:41 nb_validated 139 model 4 (finishes Fri 07:29 -- 3399/h)
20241101-06:47:43 nb_validated 168 model 1 (finishes Fri 07:22 -- 4046/h)
20241101-06:47:59 nb_validated 163 model 1 (finishes Fri 07:27 -- 3546/h)
20241101-06:48:01 nb_validated 184 model 4 (finishes Fri 07:23 -- 3968/h)
20241101-06:48:17 nb_validated 181 model 0 (finishes Fri 07:27 -- 3556/h)
20241101-06:48:18 nb_validated 207 model 0 (finishes Fri 07:22 -- 4042/h)
20241101-06:48:35 nb_validated 201 model 2 (finishes Fri 07:26 -- 3596/h)
20241101-06:48:36 nb_validated 220 model 2 (finishes Fri 07:23 -- 3914/h)
20241101-06:48:52 nb_validated 233 model 3 (finishes Fri 07:24 -- 3838/h)
20241101-06:48:53 nb_validated 220 model 0 (finishes Fri 07:26 -- 3611/h)
20241101-06:49:10 nb_validated 257 model 0 (finishes Fri 07:23 -- 3917/h)
20241101-06:49:11 nb_validated 241 model 2 (finishes Fri 07:26 -- 3656/h)
20241101-06:49:27 nb_validated 265 model 4 (finishes Fri 07:25 -- 3768/h)
20241101-06:49:28 nb_validated 254 model 1 (finishes Fri 07:27 -- 3590/h)
20241101-06:49:43 nb_validated 279 model 3 (finishes Fri 07:25 -- 3731/h)
20241101-06:49:46 nb_validated 270 model 0 (finishes Fri 07:27 -- 3569/h)
20241101-06:50:00 nb_validated 296 model 0 (finishes Fri 07:25 -- 3715/h)
20241101-06:50:04 nb_validated 295 model 0 (finishes Fri 07:26 -- 3658/h)
20241101-06:50:18 nb_validated 314 model 0 (finishes Fri 07:25 -- 3711/h)
20241101-06:50:22 nb_validated 313 model 1 (finishes Fri 07:26 -- 3659/h)
20241101-06:50:36 nb_validated 334 model 1 (finishes Fri 07:25 -- 3726/h)
20241101-06:50:39 nb_validated 331 model 0 (finishes Fri 07:26 -- 3661/h)
20241101-06:50:54 nb_validated 344 model 2 (finishes Fri 07:26 -- 3637/h)
20241101-06:50:56 nb_validated 344 model 4 (finishes Fri 07:26 -- 3613/h)
20241101-06:51:12 nb_validated 368 model 1 (finishes Fri 07:25 -- 3697/h)
20241101-06:51:13 nb_validated 357 model 3 (finishes Fri 07:27 -- 3578/h)
20241101-06:51:30 nb_validated 380 model 2 (finishes Fri 07:26 -- 3635/h)
20241101-06:51:30 nb_validated 371 model 2 (finishes Fri 07:27 -- 3548/h)
20241101-06:51:47 nb_validated 384 model 3 (finishes Fri 07:27 -- 3515/h)
20241101-06:51:48 nb_validated 400 model 4 (finishes Fri 07:26 -- 3650/h)
20241101-06:52:05 nb_validated 406 model 4 (finishes Fri 07:27 -- 3555/h)
20241101-06:52:06 nb_validated 416 model 1 (finishes Fri 07:26 -- 3632/h)
20241101-06:52:23 nb_validated 424 model 2 (finishes Fri 07:27 -- 3557/h)
20241101-06:52:23 nb_validated 432 model 0 (finishes Fri 07:26 -- 3623/h)
20241101-06:52:40 nb_validated 446 model 1 (finishes Fri 07:26 -- 3596/h)
20241101-06:52:41 nb_validated 446 model 2 (finishes Fri 07:27 -- 3590/h)
20241101-06:52:58 nb_validated 462 model 4 (finishes Fri 07:27 -- 3582/h)
20241101-06:52:59 nb_validated 468 model 2 (finishes Fri 07:26 -- 3620/h)
20241101-06:53:15 nb_validated 481 model 1 (finishes Fri 07:26 -- 3597/h)
20241101-06:53:16 nb_validated 483 model 4 (finishes Fri 07:26 -- 3605/h)
20241101-06:53:31 nb_validated 489 model 3 (finishes Fri 07:27 -- 3537/h)
20241101-06:53:33 nb_validated 503 model 1 (finishes Fri 07:26 -- 3627/h)
20241101-06:53:49 nb_validated 501 model 0 (finishes Fri 07:28 -- 3500/h)
20241101-06:53:51 nb_validated 525 model 2 (finishes Fri 07:26 -- 3653/h)
20241101-06:54:07 nb_validated 515 model 4 (finishes Fri 07:28 -- 3478/h)
20241101-06:54:08 nb_validated 536 model 3 (finishes Fri 07:26 -- 3609/h)
20241101-06:54:25 nb_validated 534 model 4 (finishes Fri 07:28 -- 3487/h)
20241101-06:54:25 nb_validated 549 model 0 (finishes Fri 07:27 -- 3584/h)
20241101-06:54:42 nb_validated 568 model 3 (finishes Fri 07:26 -- 3596/h)
20241101-06:54:43 nb_validated 549 model 0 (finishes Fri 07:28 -- 3472/h)
20241101-06:54:59 nb_validated 581 model 3 (finishes Fri 07:27 -- 3574/h)
20241101-06:55:01 nb_validated 567 model 0 (finishes Fri 07:28 -- 3475/h)
20241101-06:55:17 nb_validated 597 model 2 (finishes Fri 07:27 -- 3562/h)
20241101-06:55:19 nb_validated 581 model 2 (finishes Fri 07:28 -- 3456/h)
20241101-06:55:34 nb_validated 611 model 3 (finishes Fri 07:27 -- 3547/h)
20241101-06:55:37 nb_validated 595 model 4 (finishes Fri 07:28 -- 3437/h)
20241101-06:55:52 nb_validated 629 model 0 (finishes Fri 07:27 -- 3549/h)
20241101-06:55:55 nb_validated 621 model 1 (finishes Fri 07:28 -- 3487/h)
20241101-06:56:08 nb_validated 644 model 3 (finishes Fri 07:27 -- 3540/h)
20241101-06:56:13 nb_validated 649 model 2 (finishes Fri 07:27 -- 3544/h)
20241101-06:56:26 nb_validated 666 model 2 (finishes Fri 07:27 -- 3565/h)
20241101-06:56:31 nb_validated 668 model 1 (finishes Fri 07:27 -- 3551/h)
20241101-06:56:44 nb_validated 685 model 1 (finishes Fri 07:27 -- 3571/h)
20241101-06:56:49 nb_validated 680 model 4 (finishes Fri 07:27 -- 3520/h)
20241101-06:57:01 nb_validated 701 model 0 (finishes Fri 07:27 -- 3568/h)
20241101-06:57:07 nb_validated 697 model 2 (finishes Fri 07:27 -- 3516/h)
20241101-06:57:19 nb_validated 722 model 0 (finishes Fri 07:27 -- 3584/h)
20241101-06:57:24 nb_validated 715 model 3 (finishes Fri 07:27 -- 3523/h)
20241101-06:57:36 nb_validated 733 model 1 (finishes Fri 07:27 -- 3555/h)
20241101-06:57:42 nb_validated 736 model 2 (finishes Fri 07:27 -- 3540/h)
20241101-06:57:54 nb_validated 745 model 1 (finishes Fri 07:27 -- 3529/h)
20241101-06:58:00 nb_validated 756 model 1 (finishes Fri 07:27 -- 3551/h)
20241101-06:58:12 nb_validated 762 model 1 (finishes Fri 07:27 -- 3526/h)
20241101-06:58:18 nb_validated 773 model 0 (finishes Fri 07:27 -- 3547/h)
20241101-06:58:29 nb_validated 785 model 2 (finishes Fri 07:27 -- 3551/h)
20241101-06:58:34 nb_validated 783 model 3 (finishes Fri 07:27 -- 3520/h)
20241101-06:58:48 nb_validated 806 model 4 (finishes Fri 07:27 -- 3565/h)
20241101-06:58:53 nb_validated 798 model 2 (finishes Fri 07:27 -- 3508/h)
20241101-06:59:05 nb_validated 822 model 4 (finishes Fri 07:27 -- 3561/h)
20241101-06:59:11 nb_validated 813 model 2 (finishes Fri 07:28 -- 3496/h)
20241101-06:59:22 nb_validated 844 model 0 (finishes Fri 07:27 -- 3579/h)
20241101-06:59:28 nb_validated 825 model 0 (finishes Fri 07:28 -- 3474/h)
20241101-06:59:39 nb_validated 862 model 3 (finishes Fri 07:27 -- 3587/h)
20241101-06:59:46 nb_validated 838 model 2 (finishes Fri 07:28 -- 3460/h)
20241101-06:59:57 nb_validated 890 model 1 (finishes Fri 07:26 -- 3627/h)
20241101-07:00:03 nb_validated 851 model 3 (finishes Fri 07:28 -- 3446/h)
20241101-07:00:15 nb_validated 907 model 0 (finishes Fri 07:26 -- 3624/h)
20241101-07:00:21 nb_validated 868 model 1 (finishes Fri 07:28 -- 3445/h)
20241101-07:00:32 nb_validated 923 model 0 (finishes Fri 07:26 -- 3617/h)
20241101-07:00:38 nb_validated 891 model 2 (finishes Fri 07:28 -- 3470/h)
20241101-07:00:50 nb_validated 942 model 4 (finishes Fri 07:26 -- 3621/h)
20241101-07:00:56 nb_validated 911 model 1 (finishes Fri 07:28 -- 3480/h)
20241101-07:01:08 nb_validated 961 model 0 (finishes Fri 07:26 -- 3625/h)
20241101-07:01:14 nb_validated 923 model 4 (finishes Fri 07:28 -- 3460/h)
20241101-07:01:26 nb_validated 984 model 2 (finishes Fri 07:26 -- 3642/h)
20241101-07:01:32 nb_validated 943 model 2 (finishes Fri 07:28 -- 3470/h)
20241101-07:01:44 nb_validated 1000 model 0 (finishes Fri 07:26 -- 3635/h)
20241101-07:01:49 nb_validated 961 model 3 (finishes Fri 07:28 -- 3475/h)
20241101-07:02:02 nb_validated 1015 model 2 (finishes Fri 07:26 -- 3624/h)
20241101-07:02:07 nb_validated 973 model 4 (finishes Fri 07:28 -- 3455/h)
20241101-07:02:19 nb_validated 1035 model 3 (finishes Fri 07:26 -- 3634/h)
20241101-07:02:24 nb_validated 988 model 3 (finishes Fri 07:28 -- 3450/h)
20241101-07:02:37 nb_validated 1049 model 4 (finishes Fri 07:26 -- 3620/h)
20241101-07:02:42 nb_validated 1006 model 0 (finishes Fri 07:28 -- 3453/h)
20241101-07:02:54 nb_validated 1070 model 3 (finishes Fri 07:26 -- 3633/h)
20241101-07:03:00 nb_validated 1029 model 2 (finishes Fri 07:28 -- 3472/h)
20241101-07:03:11 nb_validated 1085 model 0 (finishes Fri 07:26 -- 3624/h)
20241101-07:03:18 nb_validated 1042 model 0 (finishes Fri 07:28 -- 3460/h)
20241101-07:03:29 nb_validated 1101 model 2 (finishes Fri 07:26 -- 3620/h)
20241101-07:03:34 nb_validated 1057 model 3 (finishes Fri 07:28 -- 3458/h)
20241101-07:03:47 nb_validated 1117 model 2 (finishes Fri 07:26 -- 3612/h)
20241101-07:03:51 nb_validated 1072 model 0 (finishes Fri 07:28 -- 3453/h)
20241101-07:04:05 nb_validated 1132 model 0 (finishes Fri 07:26 -- 3602/h)
20241101-07:04:07 nb_validated 1080 model 3 (finishes Fri 07:28 -- 3430/h)
20241101-07:04:23 nb_validated 1144 model 2 (finishes Fri 07:27 -- 3582/h)
20241101-07:04:24 nb_validated 1095 model 0 (finishes Fri 07:29 -- 3425/h)
20241101-07:04:41 nb_validated 1119 model 3 (finishes Fri 07:28 -- 3450/h)
20241101-07:04:41 nb_validated 1165 model 2 (finishes Fri 07:26 -- 3591/h)
20241101-07:04:59 nb_validated 1177 model 0 (finishes Fri 07:27 -- 3574/h)
20241101-07:04:59 nb_validated 1146 model 0 (finishes Fri 07:28 -- 3479/h)
20241101-07:05:16 nb_validated 1155 model 3 (finishes Fri 07:28 -- 3457/h)
20241101-07:05:16 nb_validated 1198 model 3 (finishes Fri 07:27 -- 3585/h)
20241101-07:05:34 nb_validated 1175 model 0 (finishes Fri 07:28 -- 3465/h)
20241101-07:05:34 nb_validated 1223 model 0 (finishes Fri 07:26 -- 3606/h)
20241101-07:05:52 nb_validated 1236 model 0 (finishes Fri 07:26 -- 3593/h)
20241101-07:05:52 nb_validated 1200 model 1 (finishes Fri 07:28 -- 3488/h)
20241101-07:06:10 nb_validated 1254 model 4 (finishes Fri 07:26 -- 3593/h)
20241101-07:06:10 nb_validated 1223 model 2 (finishes Fri 07:28 -- 3503/h)
20241101-07:06:27 nb_validated 1272 model 3 (finishes Fri 07:26 -- 3597/h)
20241101-07:06:28 nb_validated 1235 model 4 (finishes Fri 07:28 -- 3487/h)
20241101-07:06:44 nb_validated 1290 model 0 (finishes Fri 07:26 -- 3599/h)
20241101-07:06:46 nb_validated 1246 model 4 (finishes Fri 07:28 -- 3469/h)
20241101-07:07:01 nb_validated 1311 model 1 (finishes Fri 07:26 -- 3608/h)
20241101-07:07:04 nb_validated 1263 model 0 (finishes Fri 07:28 -- 3469/h)
20241101-07:07:19 nb_validated 1333 model 1 (finishes Fri 07:26 -- 3620/h)
20241101-07:07:22 nb_validated 1281 model 4 (finishes Fri 07:28 -- 3471/h)
20241101-07:07:36 nb_validated 1354 model 0 (finishes Fri 07:26 -- 3631/h)
20241101-07:07:40 nb_validated 1308 model 0 (finishes Fri 07:28 -- 3497/h)
20241101-07:07:53 nb_validated 1370 model 3 (finishes Fri 07:26 -- 3629/h)
20241101-07:07:58 nb_validated 1323 model 4 (finishes Fri 07:28 -- 3490/h)
20241101-07:08:11 nb_validated 1384 model 1 (finishes Fri 07:26 -- 3618/h)
20241101-07:08:16 nb_validated 1346 model 2 (finishes Fri 07:28 -- 3504/h)
20241101-07:08:27 nb_validated 1395 model 0 (finishes Fri 07:26 -- 3603/h)
20241101-07:08:34 nb_validated 1363 model 3 (finishes Fri 07:28 -- 3504/h)
20241101-07:08:45 nb_validated 1412 model 4 (finishes Fri 07:26 -- 3600/h)
20241101-07:08:51 nb_validated 1384 model 4 (finishes Fri 07:27 -- 3514/h)
20241101-07:09:04 nb_validated 1435 model 2 (finishes Fri 07:26 -- 3612/h)
20241101-07:09:09 nb_validated 1405 model 0 (finishes Fri 07:27 -- 3522/h)
20241101-07:09:21 nb_validated 1455 model 0 (finishes Fri 07:26 -- 3618/h)
20241101-07:09:27 nb_validated 1421 model 3 (finishes Fri 07:27 -- 3521/h)
20241101-07:09:38 nb_validated 1469 model 3 (finishes Fri 07:26 -- 3610/h)
20241101-07:09:43 nb_validated 1430 model 3 (finishes Fri 07:28 -- 3503/h)
20241101-07:09:56 nb_validated 1484 model 4 (finishes Fri 07:26 -- 3602/h)
20241101-07:10:00 nb_validated 1444 model 0 (finishes Fri 07:28 -- 3497/h)
20241101-07:10:14 nb_validated 1508 model 2 (finishes Fri 07:26 -- 3619/h)
20241101-07:10:18 nb_validated 1465 model 1 (finishes Fri 07:28 -- 3506/h)
20241101-07:10:30 nb_validated 1523 model 3 (finishes Fri 07:26 -- 3614/h)
20241101-07:10:35 nb_validated 1480 model 3 (finishes Fri 07:28 -- 3501/h)
20241101-07:10:48 nb_validated 1539 model 0 (finishes Fri 07:26 -- 3610/h)
20241101-07:10:53 nb_validated 1506 model 0 (finishes Fri 07:27 -- 3522/h)
20241101-07:11:06 nb_validated 1559 model 4 (finishes Fri 07:26 -- 3614/h)
20241101-07:11:11 nb_validated 1531 model 4 (finishes Fri 07:27 -- 3539/h)
20241101-07:11:24 nb_validated 1577 model 4 (finishes Fri 07:26 -- 3614/h)
20241101-07:11:29 nb_validated 1559 model 1 (finishes Fri 07:27 -- 3563/h)
20241101-07:11:42 nb_validated 1596 model 4 (finishes Fri 07:26 -- 3618/h)
20241101-07:11:47 nb_validated 1581 model 2 (finishes Fri 07:27 -- 3572/h)
20241101-07:11:59 nb_validated 1617 model 1 (finishes Fri 07:26 -- 3625/h)
20241101-07:12:05 nb_validated 1604 model 2 (finishes Fri 07:27 -- 3583/h)
20241101-07:12:16 nb_validated 1634 model 2 (finishes Fri 07:26 -- 3625/h)
20241101-07:12:23 nb_validated 1644 model 1 (finishes Fri 07:26 -- 3632/h)
20241101-07:12:34 nb_validated 1651 model 1 (finishes Fri 07:26 -- 3622/h)
20241101-07:12:40 nb_validated 1660 model 3 (finishes Fri 07:26 -- 3629/h)
20241101-07:12:51 nb_validated 1658 model 3 (finishes Fri 07:26 -- 3602/h)
20241101-07:12:57 nb_validated 1674 model 4 (finishes Fri 07:26 -- 3622/h)
20241101-07:13:09 nb_validated 1670 model 2 (finishes Fri 07:27 -- 3588/h)
20241101-07:13:14 nb_validated 1698 model 3 (finishes Fri 07:26 -- 3637/h)
20241101-07:13:27 nb_validated 1688 model 0 (finishes Fri 07:27 -- 3588/h)
20241101-07:13:32 nb_validated 1712 model 4 (finishes Fri 07:26 -- 3629/h)
20241101-07:13:44 nb_validated 1705 model 0 (finishes Fri 07:27 -- 3588/h)
20241101-07:13:50 nb_validated 1736 model 2 (finishes Fri 07:26 -- 3642/h)
20241101-07:14:02 nb_validated 1721 model 4 (finishes Fri 07:27 -- 3585/h)
20241101-07:14:07 nb_validated 1756 model 0 (finishes Fri 07:26 -- 3646/h)
20241101-07:14:19 nb_validated 1743 model 0 (finishes Fri 07:26 -- 3594/h)
20241101-07:14:25 nb_validated 1774 model 1 (finishes Fri 07:26 -- 3646/h)
20241101-07:14:37 nb_validated 1764 model 4 (finishes Fri 07:26 -- 3600/h)
20241101-07:14:42 nb_validated 1792 model 1 (finishes Fri 07:26 -- 3647/h)
20241101-07:14:54 nb_validated 1774 model 3 (finishes Fri 07:27 -- 3586/h)
20241101-07:15:01 nb_validated 1815 model 2 (finishes Fri 07:26 -- 3656/h)
20241101-07:15:12 nb_validated 1791 model 0 (finishes Fri 07:27 -- 3585/h)
20241101-07:15:17 nb_validated 1831 model 3 (finishes Fri 07:26 -- 3654/h)
20241101-07:15:30 nb_validated 1812 model 1 (finishes Fri 07:27 -- 3590/h)
20241101-07:15:35 nb_validated 1840 model 2 (finishes Fri 07:26 -- 3636/h)
20241101-07:15:47 nb_validated 1824 model 0 (finishes Fri 07:27 -- 3581/h)
20241101-07:15:53 nb_validated 1856 model 0 (finishes Fri 07:26 -- 3632/h)
20241101-07:16:05 nb_validated 1845 model 1 (finishes Fri 07:27 -- 3587/h)
20241101-07:16:11 nb_validated 1870 model 2 (finishes Fri 07:26 -- 3625/h)
20241101-07:16:22 nb_validated 1860 model 0 (finishes Fri 07:27 -- 3583/h)
20241101-07:16:28 nb_validated 1891 model 1 (finishes Fri 07:26 -- 3631/h)
20241101-07:16:40 nb_validated 1876 model 4 (finishes Fri 07:27 -- 3579/h)
20241101-07:16:46 nb_validated 1918 model 0 (finishes Fri 07:26 -- 3648/h)
20241101-07:16:57 nb_validated 1887 model 3 (finishes Fri 07:27 -- 3569/h)
20241101-07:17:04 nb_validated 1935 model 0 (finishes Fri 07:26 -- 3646/h)
20241101-07:17:14 nb_validated 1901 model 3 (finishes Fri 07:27 -- 3563/h)
20241101-07:17:22 nb_validated 1955 model 4 (finishes Fri 07:26 -- 3649/h)
20241101-07:17:32 nb_validated 1916 model 0 (finishes Fri 07:27 -- 3558/h)
20241101-07:17:38 nb_validated 1967 model 3 (finishes Fri 07:26 -- 3641/h)
20241101-07:17:49 nb_validated 1940 model 3 (finishes Fri 07:27 -- 3571/h)
20241101-07:17:56 nb_validated 1985 model 1 (finishes Fri 07:26 -- 3641/h)
20241101-07:18:07 nb_validated 1961 model 4 (finishes Fri 07:27 -- 3577/h)
20241101-07:18:14 nb_validated 2006 model 1 (finishes Fri 07:26 -- 3646/h)
20241101-07:18:25 nb_validated 1975 model 2 (finishes Fri 07:27 -- 3569/h)
20241101-07:18:31 nb_validated 2024 model 1 (finishes Fri 07:26 -- 3648/h)
20241101-07:18:43 nb_validated 1991 model 2 (finishes Fri 07:27 -- 3567/h)
20241101-07:18:49 nb_validated 2049 model 1 (finishes Fri 07:26 -- 3660/h)
20241101-07:19:01 nb_validated 2007 model 0 (finishes Fri 07:27 -- 3564/h)
20241101-07:19:07 nb_validated 2062 model 4 (finishes Fri 07:26 -- 3650/h)
20241101-07:19:18 nb_validated 2017 model 3 (finishes Fri 07:27 -- 3552/h)
20241101-07:19:24 nb_validated 2077 model 2 (finishes Fri 07:26 -- 3646/h)
20241101-07:19:36 nb_validated 2037 model 1 (finishes Fri 07:27 -- 3556/h)
20241101-07:19:42 nb_validated 2097 model 2 (finishes Fri 07:26 -- 3649/h)
20241101-07:19:54 nb_validated 2058 model 4 (finishes Fri 07:27 -- 3561/h)
20241101-07:20:00 nb_validated 2114 model 0 (finishes Fri 07:26 -- 3648/h)
20241101-07:20:12 nb_validated 2078 model 4 (finishes Fri 07:27 -- 3565/h)
20241101-07:20:18 nb_validated 2130 model 0 (finishes Fri 07:26 -- 3644/h)
20241101-07:20:30 nb_validated 2102 model 1 (finishes Fri 07:27 -- 3576/h)
20241101-07:20:36 nb_validated 2149 model 4 (finishes Fri 07:26 -- 3645/h)
20241101-07:20:47 nb_validated 2125 model 1 (finishes Fri 07:27 -- 3586/h)
20241101-07:20:53 nb_validated 2174 model 3 (finishes Fri 07:26 -- 3658/h)
20241101-07:21:03 nb_validated 2129 model 3 (finishes Fri 07:27 -- 3566/h)
20241101-07:21:11 nb_validated 2191 model 4 (finishes Fri 07:26 -- 3656/h)
20241101-07:21:21 nb_validated 2148 model 2 (finishes Fri 07:27 -- 3568/h)
20241101-07:21:28 nb_validated 2207 model 0 (finishes Fri 07:26 -- 3653/h)
20241101-07:21:38 nb_validated 2165 model 0 (finishes Fri 07:27 -- 3567/h)
20241101-07:21:46 nb_validated 2230 model 2 (finishes Fri 07:26 -- 3661/h)
20241101-07:21:56 nb_validated 2178 model 4 (finishes Fri 07:27 -- 3559/h)
20241101-07:22:03 nb_validated 2247 model 3 (finishes Fri 07:26 -- 3660/h)
20241101-07:22:13 nb_validated 2190 model 3 (finishes Fri 07:27 -- 3551/h)
20241101-07:22:21 nb_validated 2266 model 2 (finishes Fri 07:26 -- 3663/h)
20241101-07:22:30 nb_validated 2209 model 3 (finishes Fri 07:27 -- 3555/h)
20241101-07:22:39 nb_validated 2286 model 4 (finishes Fri 07:26 -- 3665/h)
20241101-07:22:49 nb_validated 2228 model 2 (finishes Fri 07:27 -- 3557/h)
20241101-07:22:57 nb_validated 2307 model 2 (finishes Fri 07:26 -- 3670/h)
20241101-07:23:07 nb_validated 2241 model 1 (finishes Fri 07:27 -- 3549/h)
20241101-07:23:15 nb_validated 2330 model 1 (finishes Fri 07:26 -- 3677/h)
20241101-07:23:24 nb_validated 2271 model 1 (finishes Fri 07:27 -- 3569/h)
20241101-07:23:33 nb_validated 2358 model 2 (finishes Fri 07:25 -- 3692/h)
20241101-07:23:42 nb_validated 2284 model 3 (finishes Fri 07:27 -- 3562/h)
20241101-07:23:50 nb_validated 2378 model 4 (finishes Fri 07:25 -- 3695/h)
20241101-07:23:59 nb_validated 2295 model 3 (finishes Fri 07:27 -- 3553/h)
20241101-07:24:08 nb_validated 2402 model 1 (finishes Fri 07:25 -- 3703/h)
20241101-07:24:16 nb_validated 2309 model 3 (finishes Fri 07:27 -- 3549/h)
20241101-07:24:27 nb_validated 2419 model 2 (finishes Fri 07:25 -- 3701/h)
20241101-07:24:33 nb_validated 2318 model 2 (finishes Fri 07:27 -- 3536/h)
20241101-07:24:44 nb_validated 2444 model 1 (finishes Fri 07:25 -- 3711/h)
20241101-07:24:51 nb_validated 2341 model 1 (finishes Fri 07:27 -- 3544/h)
20241101-07:25:00 nb_validated 2454 model 3 (finishes Fri 07:25 -- 3701/h)
20241101-07:25:09 nb_validated 2360 model 2 (finishes Fri 07:27 -- 3546/h)
20241101-07:25:19 nb_validated 2469 model 1 (finishes Fri 07:25 -- 3695/h)
20241101-07:25:26 nb_validated 2380 model 0 (finishes Fri 07:27 -- 3551/h)
20241101-07:25:37 nb_validated 2492 model 2 (finishes Fri 07:25 -- 3702/h)
20241101-07:25:44 nb_validated 2405 model 0 (finishes Fri 07:27 -- 3562/h)
20241101-07:25:54 nb_validated 2507 model 2 (finishes now! -- 3698/h)
20241101-07:25:54 generate_c_quizz_speed 3698/h
20241101-07:26:02 nb_validated 2425 model 2 (finishes Fri 07:27 -- 3565/h)
20241101-07:26:20 nb_validated 2451 model 2 (finishes Fri 07:27 -- 3578/h)
20241101-07:26:37 nb_validated 2468 model 1 (finishes Fri 07:27 -- 3577/h)
20241101-07:26:55 nb_validated 2489 model 1 (finishes Fri 07:27 -- 3582/h)
20241101-07:27:12 nb_validated 2506 model 4 (finishes now! -- 3582/h)
20241101-07:27:12 generate_c_quizz_speed 3582/h
20241101-07:27:20 wrote culture_c_quiz_0370.png
20241101-07:27:20 generated_c_quizzes torch.Size([5013, 400])
20241101-07:36:29 nb_c_quizzes 30029
20241101-07:36:29 weakest_accuracies [0, 0]
20241101-07:36:29 dummy_rand tensor([0.4912])
20241101-07:36:29 dummy_rand tensor([0.2898])
20241101-07:36:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:36:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:39:01 train_loss 370 model 0 0.02657800579071045
20241101-07:39:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:39:01 train_loss 370 model 1 0.027341955184936522
20241101-07:39:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:39:03 test_loss 370 model 0 0.020984249114990236
20241101-07:39:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:39:03 test_loss 370 model 1 0.017948904037475587
20241101-07:39:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:39:06 test_accuracy 370 model 0 nb_correct 2323 / 2500 (92.92%)
20241101-07:39:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:39:06 test_accuracy 370 model 1 nb_correct 2334 / 2500 (93.36%)
20241101-07:39:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:39:15 wrote ae_*.pth
20241101-07:39:15 epoch_duration 54min1s next_finish 08:33:17
20241101-07:39:16 wrote state.pth
20241101-07:39:16 --- epoch 371 ----------------------------------------
20241101-07:39:16 current_test_accuracies 0.9292 0.9336 0.0000 0.0000 0.0000
20241101-07:39:16 nb_c_quizzes 30029
20241101-07:39:16 weakest_accuracies [0, 0]
20241101-07:39:16 dummy_rand tensor([0.6780])
20241101-07:39:16 dummy_rand tensor([0.0906])
20241101-07:39:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:39:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:41:48 train_loss 371 model 2 0.025900079727172853
20241101-07:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:41:48 train_loss 371 model 3 0.026742982864379882
20241101-07:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:41:50 test_loss 371 model 2 0.01890411376953125
20241101-07:41:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:41:50 test_loss 371 model 3 0.01734893798828125
20241101-07:41:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:41:52 test_accuracy 371 model 2 nb_correct 2347 / 2500 (93.88%)
20241101-07:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:41:53 test_accuracy 371 model 3 nb_correct 2363 / 2500 (94.52%)
20241101-07:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:42:02 wrote ae_*.pth
20241101-07:42:02 epoch_duration 2min46s next_finish 07:44:49
20241101-07:42:02 wrote state.pth
20241101-07:42:02 --- epoch 372 ----------------------------------------
20241101-07:42:02 current_test_accuracies 0.9292 0.9336 0.9388 0.9452 0.0000
20241101-07:42:02 nb_c_quizzes 30029
20241101-07:42:02 weakest_accuracies [0, 0.9292]
20241101-07:42:02 dummy_rand tensor([0.2165])
20241101-07:42:02 dummy_rand tensor([0.3457])
20241101-07:42:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:42:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:44:34 train_loss 372 model 4 0.028226110458374025
20241101-07:44:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:44:34 train_loss 372 model 0 0.026658154964447022
20241101-07:44:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:44:36 test_loss 372 model 4 0.019905242919921875
20241101-07:44:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:44:37 test_loss 372 model 0 0.019183197021484376
20241101-07:44:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:44:39 test_accuracy 372 model 4 nb_correct 2359 / 2500 (94.36%)
20241101-07:44:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:44:39 test_accuracy 372 model 0 nb_correct 2407 / 2500 (96.28%)
20241101-07:44:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:44:49 wrote ae_*.pth
20241101-07:44:49 epoch_duration 2min46s next_finish 07:47:35
20241101-07:44:49 wrote state.pth
20241101-07:44:49 --- epoch 373 ----------------------------------------
20241101-07:44:49 current_test_accuracies 0.9628 0.9336 0.9388 0.9452 0.9436
20241101-07:44:49 nb_c_quizzes 30029
20241101-07:44:49 weakest_accuracies [0.9336, 0.9388]
20241101-07:44:49 dummy_rand tensor([0.4563])
20241101-07:44:49 dummy_rand tensor([0.2546])
20241101-07:44:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:44:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:47:21 train_loss 373 model 2 0.026913065910339356
20241101-07:47:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:47:21 train_loss 373 model 1 0.026420982360839843
20241101-07:47:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:47:23 test_loss 373 model 2 0.01933405876159668
20241101-07:47:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:47:23 test_loss 373 model 1 0.01968803405761719
20241101-07:47:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:47:26 test_accuracy 373 model 2 nb_correct 2390 / 2500 (95.60%)
20241101-07:47:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:47:26 test_accuracy 373 model 1 nb_correct 2381 / 2500 (95.24%)
20241101-07:47:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:47:35 wrote ae_*.pth
20241101-07:47:35 epoch_duration 2min46s next_finish 07:50:22
20241101-07:47:36 wrote state.pth
20241101-07:47:36 --- epoch 374 ----------------------------------------
20241101-07:47:36 current_test_accuracies 0.9628 0.9524 0.9560 0.9452 0.9436
20241101-07:47:36 nb_c_quizzes 30029
20241101-07:47:36 weakest_accuracies [0.9436, 0.9452]
20241101-07:47:36 dummy_rand tensor([0.7806])
20241101-07:47:36 dummy_rand tensor([0.1370])
20241101-07:47:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:47:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:50:08 train_loss 374 model 4 0.02727575492858887
20241101-07:50:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:50:08 train_loss 374 model 3 0.0268994779586792
20241101-07:50:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:50:11 test_loss 374 model 4 0.022893524169921874
20241101-07:50:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:50:11 test_loss 374 model 3 0.020472679138183594
20241101-07:50:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:50:13 test_accuracy 374 model 4 nb_correct 2358 / 2500 (94.32%)
20241101-07:50:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:50:13 test_accuracy 374 model 3 nb_correct 2366 / 2500 (94.64%)
20241101-07:50:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:50:23 wrote ae_*.pth
20241101-07:50:23 epoch_duration 2min47s next_finish 07:53:10
20241101-07:50:23 wrote state.pth
20241101-07:50:23 --- epoch 375 ----------------------------------------
20241101-07:50:23 current_test_accuracies 0.9628 0.9524 0.9560 0.9464 0.9432
20241101-07:50:23 nb_c_quizzes 30029
20241101-07:50:23 weakest_accuracies [0.9432, 0.9464]
20241101-07:50:23 dummy_rand tensor([0.7888])
20241101-07:50:23 dummy_rand tensor([0.9001])
20241101-07:50:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:50:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:52:55 train_loss 375 model 3 0.0264331111907959
20241101-07:52:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:52:55 train_loss 375 model 4 0.027130792617797852
20241101-07:52:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:52:57 test_loss 375 model 3 0.021660178303718566
20241101-07:52:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:52:57 test_loss 375 model 4 0.01867225646972656
20241101-07:52:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:53:00 test_accuracy 375 model 3 nb_correct 2287 / 2500 (91.48%)
20241101-07:53:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:53:00 test_accuracy 375 model 4 nb_correct 2321 / 2500 (92.84%)
20241101-07:53:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:53:09 wrote ae_*.pth
20241101-07:53:09 epoch_duration 2min46s next_finish 07:55:56
20241101-07:53:10 wrote state.pth
20241101-07:53:10 --- epoch 376 ----------------------------------------
20241101-07:53:10 current_test_accuracies 0.9628 0.9524 0.9560 0.9148 0.9284
20241101-07:53:10 nb_c_quizzes 30029
20241101-07:53:10 weakest_accuracies [0.9148, 0.9284]
20241101-07:53:10 dummy_rand tensor([0.7113])
20241101-07:53:10 dummy_rand tensor([0.8415])
20241101-07:53:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:53:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:55:42 train_loss 376 model 3 0.02710589599609375
20241101-07:55:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:55:42 train_loss 376 model 4 0.027262277603149414
20241101-07:55:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:55:44 test_loss 376 model 3 0.018258895874023438
20241101-07:55:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:55:44 test_loss 376 model 4 0.01808053970336914
20241101-07:55:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:55:46 test_accuracy 376 model 3 nb_correct 2362 / 2500 (94.48%)
20241101-07:55:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:55:46 test_accuracy 376 model 4 nb_correct 2322 / 2500 (92.88%)
20241101-07:55:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:55:56 wrote ae_*.pth
20241101-07:55:56 epoch_duration 2min46s next_finish 07:58:42
20241101-07:55:56 wrote state.pth
20241101-07:55:56 --- epoch 377 ----------------------------------------
20241101-07:55:56 current_test_accuracies 0.9628 0.9524 0.9560 0.9448 0.9288
20241101-07:55:56 nb_c_quizzes 30029
20241101-07:55:56 weakest_accuracies [0.9288, 0.9448]
20241101-07:55:56 dummy_rand tensor([0.7513])
20241101-07:55:56 dummy_rand tensor([0.6674])
20241101-07:55:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:55:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:58:28 train_loss 377 model 4 0.027326629638671874
20241101-07:58:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:58:28 train_loss 377 model 3 0.02639432430267334
20241101-07:58:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:58:30 test_loss 377 model 4 0.01786121129989624
20241101-07:58:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:58:30 test_loss 377 model 3 0.018555378913879393
20241101-07:58:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-07:58:32 test_accuracy 377 model 4 nb_correct 2306 / 2500 (92.24%)
20241101-07:58:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:58:33 test_accuracy 377 model 3 nb_correct 2370 / 2500 (94.80%)
20241101-07:58:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-07:58:42 wrote ae_*.pth
20241101-07:58:42 epoch_duration 2min46s next_finish 08:01:29
20241101-07:58:42 wrote state.pth
20241101-07:58:42 --- epoch 378 ----------------------------------------
20241101-07:58:42 current_test_accuracies 0.9628 0.9524 0.9560 0.9480 0.9224
20241101-07:58:42 nb_c_quizzes 30029
20241101-07:58:42 weakest_accuracies [0.9224, 0.948]
20241101-07:58:42 dummy_rand tensor([0.0689])
20241101-07:58:42 dummy_rand tensor([0.8367])
20241101-07:58:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-07:58:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-08:01:14 train_loss 378 model 4 0.027488876342773437
20241101-08:01:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:01:14 train_loss 378 model 3 0.026850680351257324
20241101-08:01:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:01:16 test_loss 378 model 4 0.01916278839111328
20241101-08:01:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:01:17 test_loss 378 model 3 0.018885817527770996
20241101-08:01:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:01:19 test_accuracy 378 model 4 nb_correct 2321 / 2500 (92.84%)
20241101-08:01:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-08:01:19 test_accuracy 378 model 3 nb_correct 2400 / 2500 (96.00%)
20241101-08:01:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-08:01:28 wrote ae_*.pth
20241101-08:01:28 epoch_duration 2min46s next_finish 08:04:15
20241101-08:01:29 wrote state.pth
20241101-08:01:29 --- epoch 379 ----------------------------------------
20241101-08:01:29 current_test_accuracies 0.9628 0.9524 0.9560 0.9600 0.9284
20241101-08:01:29 nb_c_quizzes 30029
20241101-08:01:29 weakest_accuracies [0.9284, 0.9524]
20241101-08:01:29 dummy_rand tensor([0.2334])
20241101-08:01:29 dummy_rand tensor([0.7656])
20241101-08:01:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-08:01:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-08:04:01 train_loss 379 model 1 0.02649882698059082
20241101-08:04:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:04:01 train_loss 379 model 4 0.027406274795532228
20241101-08:04:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:04:03 test_loss 379 model 1 0.018881934881210326
20241101-08:04:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:04:03 test_loss 379 model 4 0.02049713134765625
20241101-08:04:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:04:05 test_accuracy 379 model 1 nb_correct 2323 / 2500 (92.92%)
20241101-08:04:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-08:04:05 test_accuracy 379 model 4 nb_correct 2347 / 2500 (93.88%)
20241101-08:04:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-08:04:15 wrote ae_*.pth
20241101-08:04:15 epoch_duration 2min46s next_finish 08:07:02
20241101-08:04:15 wrote state.pth
20241101-08:04:15 --- epoch 380 ----------------------------------------
20241101-08:04:15 current_test_accuracies 0.9628 0.9292 0.9560 0.9600 0.9388
20241101-08:04:15 nb_c_quizzes 30029
20241101-08:04:15 weakest_accuracies [0.9292, 0.9388]
20241101-08:04:15 dummy_rand tensor([0.0141])
20241101-08:04:15 dummy_rand tensor([0.4546])
20241101-08:04:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-08:04:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-08:06:48 train_loss 380 model 1 0.026843169212341308
20241101-08:06:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:06:48 train_loss 380 model 4 0.027188587188720702
20241101-08:06:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:06:50 test_loss 380 model 1 0.018158912658691406
20241101-08:06:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:06:50 test_loss 380 model 4 0.0208062744140625
20241101-08:06:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:06:53 test_accuracy 380 model 1 nb_correct 2404 / 2500 (96.16%)
20241101-08:06:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-08:06:53 test_accuracy 380 model 4 nb_correct 2363 / 2500 (94.52%)
20241101-08:06:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-08:07:02 wrote ae_*.pth
20241101-08:07:02 epoch_duration 2min47s next_finish 08:09:49
20241101-08:07:02 wrote state.pth
20241101-08:07:02 --- epoch 381 ----------------------------------------
20241101-08:07:02 current_test_accuracies 0.9628 0.9616 0.9560 0.9600 0.9452
20241101-08:07:02 nb_c_quizzes 30029
20241101-08:07:02 weakest_accuracies [0.9452, 0.956]
20241101-08:07:02 dummy_rand tensor([0.5629])
20241101-08:07:02 dummy_rand tensor([0.2533])
20241101-08:07:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-08:07:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-08:09:35 train_loss 381 model 2 0.02630108833312988
20241101-08:09:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:09:35 train_loss 381 model 4 0.026518156051635742
20241101-08:09:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:09:37 test_loss 381 model 2 0.020186138153076173
20241101-08:09:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:09:37 test_loss 381 model 4 0.01880525588989258
20241101-08:09:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-08:09:39 test_accuracy 381 model 2 nb_correct 2428 / 2500 (97.12%)
20241101-08:09:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-08:09:39 test_accuracy 381 model 4 nb_correct 2380 / 2500 (95.20%)
20241101-08:09:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-08:09:49 wrote ae_*.pth
20241101-08:09:49 epoch_duration 2min46s next_finish 08:12:35
20241101-08:09:49 wrote state.pth
20241101-08:09:49 --- epoch 382 ----------------------------------------
20241101-08:09:49 current_test_accuracies 0.9628 0.9616 0.9712 0.9600 0.9520
20241101-08:09:49 dummy_rand tensor([0.7472])
20241101-08:09:49 dummy_rand tensor([0.2388])
20241101-08:09:58 nb_validated 9 model 4 (finishes Fri 08:50 -- 3672/h)
20241101-08:09:58 nb_validated 12 model 3 (finishes Fri 08:41 -- 4683/h)
20241101-08:10:16 nb_validated 22 model 4 (finishes Fri 09:00 -- 2962/h)
20241101-08:10:16 nb_validated 28 model 1 (finishes Fri 08:50 -- 3717/h)
20241101-08:10:34 nb_validated 48 model 2 (finishes Fri 08:48 -- 3850/h)
20241101-08:10:34 nb_validated 56 model 2 (finishes Fri 08:43 -- 4469/h)
20241101-08:10:52 nb_validated 70 model 2 (finishes Fri 08:47 -- 4011/h)
20241101-08:10:52 nb_validated 79 model 1 (finishes Fri 08:43 -- 4505/h)
20241101-08:11:10 nb_validated 92 model 0 (finishes Fri 08:46 -- 4089/h)
20241101-08:11:10 nb_validated 96 model 1 (finishes Fri 08:45 -- 4258/h)
20241101-08:11:28 nb_validated 112 model 0 (finishes Fri 08:46 -- 4074/h)
20241101-08:11:28 nb_validated 116 model 3 (finishes Fri 08:45 -- 4204/h)
20241101-08:11:46 nb_validated 133 model 2 (finishes Fri 08:46 -- 4100/h)
20241101-08:11:46 nb_validated 137 model 4 (finishes Fri 08:45 -- 4204/h)
20241101-08:12:04 nb_validated 153 model 3 (finishes Fri 08:46 -- 4088/h)
20241101-08:12:04 nb_validated 151 model 4 (finishes Fri 08:47 -- 4025/h)
20241101-08:12:22 nb_validated 181 model 3 (finishes Fri 08:44 -- 4266/h)
20241101-08:12:22 nb_validated 166 model 4 (finishes Fri 08:48 -- 3912/h)
20241101-08:12:40 nb_validated 185 model 2 (finishes Fri 08:48 -- 3901/h)
20241101-08:12:40 nb_validated 207 model 3 (finishes Fri 08:44 -- 4360/h)
20241101-08:12:58 nb_validated 201 model 2 (finishes Fri 08:48 -- 3835/h)
20241101-08:12:58 nb_validated 229 model 0 (finishes Fri 08:44 -- 4361/h)
20241101-08:13:16 nb_validated 220 model 1 (finishes Fri 08:48 -- 3834/h)
20241101-08:13:16 nb_validated 251 model 0 (finishes Fri 08:44 -- 4366/h)
20241101-08:13:34 nb_validated 235 model 0 (finishes Fri 08:49 -- 3764/h)
20241101-08:13:34 nb_validated 273 model 3 (finishes Fri 08:44 -- 4367/h)
20241101-08:13:51 nb_validated 255 model 1 (finishes Fri 08:49 -- 3787/h)
20241101-08:13:52 nb_validated 293 model 0 (finishes Fri 08:44 -- 4337/h)
20241101-08:14:09 nb_validated 279 model 2 (finishes Fri 08:48 -- 3857/h)
20241101-08:14:10 nb_validated 315 model 1 (finishes Fri 08:44 -- 4340/h)
20241101-08:14:27 nb_validated 300 model 2 (finishes Fri 08:48 -- 3879/h)
20241101-08:14:28 nb_validated 333 model 4 (finishes Fri 08:44 -- 4296/h)
20241101-08:14:45 nb_validated 314 model 1 (finishes Fri 08:49 -- 3816/h)
20241101-08:14:46 nb_validated 348 model 0 (finishes Fri 08:45 -- 4215/h)
20241101-08:15:03 nb_validated 323 model 3 (finishes Fri 08:50 -- 3702/h)
20241101-08:15:04 nb_validated 372 model 0 (finishes Fri 08:45 -- 4247/h)
20241101-08:15:21 nb_validated 355 model 0 (finishes Fri 08:48 -- 3845/h)
20241101-08:15:22 nb_validated 392 model 0 (finishes Fri 08:45 -- 4236/h)
20241101-08:15:39 nb_validated 377 model 1 (finishes Fri 08:48 -- 3873/h)
20241101-08:15:40 nb_validated 409 model 1 (finishes Fri 08:45 -- 4195/h)
20241101-08:15:57 nb_validated 397 model 4 (finishes Fri 08:48 -- 3882/h)
20241101-08:15:58 nb_validated 425 model 4 (finishes Fri 08:45 -- 4147/h)
20241101-08:16:15 nb_validated 422 model 3 (finishes Fri 08:47 -- 3932/h)
20241101-08:16:16 nb_validated 452 model 0 (finishes Fri 08:45 -- 4203/h)
20241101-08:16:33 nb_validated 435 model 2 (finishes Fri 08:48 -- 3873/h)
20241101-08:16:34 nb_validated 482 model 3 (finishes Fri 08:44 -- 4282/h)
20241101-08:16:51 nb_validated 460 model 2 (finishes Fri 08:48 -- 3919/h)
20241101-08:16:52 nb_validated 495 model 4 (finishes Fri 08:45 -- 4211/h)
20241101-08:17:09 nb_validated 485 model 4 (finishes Fri 08:47 -- 3963/h)
20241101-08:17:10 nb_validated 514 model 1 (finishes Fri 08:45 -- 4194/h)
20241101-08:17:27 nb_validated 505 model 1 (finishes Fri 08:47 -- 3965/h)
20241101-08:17:28 nb_validated 529 model 0 (finishes Fri 08:45 -- 4149/h)
20241101-08:17:45 nb_validated 527 model 3 (finishes Fri 08:47 -- 3981/h)
20241101-08:17:46 nb_validated 549 model 0 (finishes Fri 08:46 -- 4144/h)
20241101-08:18:03 nb_validated 536 model 1 (finishes Fri 08:48 -- 3903/h)
20241101-08:18:03 nb_validated 568 model 4 (finishes Fri 08:46 -- 4134/h)
20241101-08:18:21 nb_validated 577 model 4 (finishes Fri 08:46 -- 4055/h)
20241101-08:18:21 nb_validated 553 model 1 (finishes Fri 08:48 -- 3885/h)
20241101-08:18:39 nb_validated 599 model 3 (finishes Fri 08:46 -- 4067/h)
20241101-08:18:39 nb_validated 576 model 3 (finishes Fri 08:48 -- 3909/h)
20241101-08:18:57 nb_validated 615 model 4 (finishes Fri 08:46 -- 4041/h)
20241101-08:18:57 nb_validated 590 model 0 (finishes Fri 08:48 -- 3873/h)
20241101-08:19:15 nb_validated 640 model 1 (finishes Fri 08:46 -- 4073/h)
20241101-08:19:15 nb_validated 607 model 3 (finishes Fri 08:48 -- 3860/h)
20241101-08:19:33 nb_validated 661 model 3 (finishes Fri 08:46 -- 4076/h)
20241101-08:19:33 nb_validated 625 model 2 (finishes Fri 08:48 -- 3854/h)
20241101-08:19:51 nb_validated 674 model 0 (finishes Fri 08:47 -- 4031/h)
20241101-08:19:51 nb_validated 646 model 3 (finishes Fri 08:48 -- 3862/h)
20241101-08:20:09 nb_validated 698 model 1 (finishes Fri 08:46 -- 4053/h)
20241101-08:20:09 nb_validated 661 model 4 (finishes Fri 08:48 -- 3838/h)
20241101-08:20:27 nb_validated 716 model 0 (finishes Fri 08:46 -- 4040/h)
20241101-08:20:27 nb_validated 678 model 3 (finishes Fri 08:49 -- 3824/h)
20241101-08:20:45 nb_validated 743 model 2 (finishes Fri 08:46 -- 4077/h)
20241101-08:20:45 nb_validated 699 model 2 (finishes Fri 08:48 -- 3834/h)
20241101-08:21:03 nb_validated 769 model 2 (finishes Fri 08:46 -- 4109/h)
20241101-08:21:03 nb_validated 712 model 2 (finishes Fri 08:49 -- 3801/h)
20241101-08:21:21 nb_validated 797 model 3 (finishes Fri 08:45 -- 4148/h)
20241101-08:21:21 nb_validated 731 model 2 (finishes Fri 08:49 -- 3802/h)
20241101-08:21:39 nb_validated 819 model 0 (finishes Fri 08:45 -- 4153/h)
20241101-08:21:39 nb_validated 746 model 4 (finishes Fri 08:49 -- 3782/h)
20241101-08:21:57 nb_validated 838 model 1 (finishes Fri 08:46 -- 4144/h)
20241101-08:21:57 nb_validated 775 model 1 (finishes Fri 08:48 -- 3832/h)
20241101-08:22:15 nb_validated 851 model 4 (finishes Fri 08:46 -- 4108/h)
20241101-08:22:15 nb_validated 805 model 2 (finishes Fri 08:48 -- 3886/h)
20241101-08:22:33 nb_validated 871 model 0 (finishes Fri 08:46 -- 4104/h)
20241101-08:22:33 nb_validated 827 model 0 (finishes Fri 08:48 -- 3897/h)
20241101-08:22:51 nb_validated 891 model 4 (finishes Fri 08:46 -- 4102/h)
20241101-08:22:51 nb_validated 852 model 3 (finishes Fri 08:48 -- 3922/h)
20241101-08:23:09 nb_validated 909 model 3 (finishes Fri 08:46 -- 4091/h)
20241101-08:23:09 nb_validated 863 model 0 (finishes Fri 08:48 -- 3884/h)
20241101-08:23:26 nb_validated 878 model 4 (finishes Fri 08:48 -- 3866/h)
20241101-08:23:27 nb_validated 930 model 1 (finishes Fri 08:46 -- 4093/h)
20241101-08:23:44 nb_validated 892 model 4 (finishes Fri 08:48 -- 3845/h)
20241101-08:23:45 nb_validated 951 model 0 (finishes Fri 08:46 -- 4094/h)
20241101-08:24:02 nb_validated 916 model 4 (finishes Fri 08:48 -- 3865/h)
20241101-08:24:03 nb_validated 975 model 4 (finishes Fri 08:46 -- 4109/h)
20241101-08:24:20 nb_validated 931 model 0 (finishes Fri 08:48 -- 3846/h)
20241101-08:24:21 nb_validated 989 model 1 (finishes Fri 08:46 -- 4082/h)
20241101-08:24:38 nb_validated 945 model 2 (finishes Fri 08:49 -- 3826/h)
20241101-08:24:39 nb_validated 1009 model 0 (finishes Fri 08:46 -- 4079/h)
20241101-08:24:56 nb_validated 969 model 0 (finishes Fri 08:48 -- 3844/h)
20241101-08:24:57 nb_validated 1020 model 4 (finishes Fri 08:46 -- 4042/h)
20241101-08:25:14 nb_validated 984 model 4 (finishes Fri 08:49 -- 3828/h)
20241101-08:25:15 nb_validated 1035 model 1 (finishes Fri 08:47 -- 4022/h)
20241101-08:25:32 nb_validated 1008 model 0 (finishes Fri 08:48 -- 3846/h)
20241101-08:25:33 nb_validated 1060 model 1 (finishes Fri 08:46 -- 4041/h)
20241101-08:25:50 nb_validated 1028 model 0 (finishes Fri 08:48 -- 3849/h)
20241101-08:25:51 nb_validated 1077 model 2 (finishes Fri 08:47 -- 4030/h)
20241101-08:26:08 nb_validated 1042 model 4 (finishes Fri 08:48 -- 3831/h)
20241101-08:26:09 nb_validated 1088 model 0 (finishes Fri 08:47 -- 3996/h)
20241101-08:26:26 nb_validated 1058 model 1 (finishes Fri 08:49 -- 3819/h)
20241101-08:26:27 nb_validated 1108 model 0 (finishes Fri 08:47 -- 3995/h)
20241101-08:26:44 nb_validated 1071 model 2 (finishes Fri 08:49 -- 3798/h)
20241101-08:26:45 nb_validated 1126 model 0 (finishes Fri 08:47 -- 3988/h)
20241101-08:27:01 nb_validated 1080 model 4 (finishes Fri 08:49 -- 3765/h)
20241101-08:27:03 nb_validated 1140 model 0 (finishes Fri 08:47 -- 3967/h)
20241101-08:27:19 nb_validated 1103 model 1 (finishes Fri 08:49 -- 3779/h)
20241101-08:27:21 nb_validated 1165 model 2 (finishes Fri 08:47 -- 3985/h)
20241101-08:27:37 nb_validated 1123 model 2 (finishes Fri 08:49 -- 3784/h)
20241101-08:27:40 nb_validated 1197 model 0 (finishes Fri 08:47 -- 4025/h)
20241101-08:27:55 nb_validated 1144 model 0 (finishes Fri 08:49 -- 3791/h)
20241101-08:27:58 nb_validated 1220 model 1 (finishes Fri 08:47 -- 4033/h)
20241101-08:28:13 nb_validated 1162 model 1 (finishes Fri 08:49 -- 3788/h)
20241101-08:28:16 nb_validated 1247 model 0 (finishes Fri 08:46 -- 4055/h)
20241101-08:28:31 nb_validated 1187 model 1 (finishes Fri 08:49 -- 3808/h)
20241101-08:28:34 nb_validated 1270 model 3 (finishes Fri 08:46 -- 4063/h)
20241101-08:28:49 nb_validated 1206 model 1 (finishes Fri 08:49 -- 3808/h)
20241101-08:28:52 nb_validated 1289 model 3 (finishes Fri 08:46 -- 4060/h)
20241101-08:29:07 nb_validated 1234 model 3 (finishes Fri 08:48 -- 3836/h)
20241101-08:29:10 nb_validated 1315 model 2 (finishes Fri 08:46 -- 4077/h)
20241101-08:29:25 nb_validated 1251 model 4 (finishes Fri 08:48 -- 3830/h)
20241101-08:29:28 nb_validated 1340 model 2 (finishes Fri 08:46 -- 4091/h)
20241101-08:29:43 nb_validated 1269 model 3 (finishes Fri 08:49 -- 3826/h)
20241101-08:29:46 nb_validated 1367 model 2 (finishes Fri 08:46 -- 4111/h)
20241101-08:30:01 nb_validated 1297 model 2 (finishes Fri 08:48 -- 3853/h)
20241101-08:30:04 nb_validated 1385 model 0 (finishes Fri 08:46 -- 4103/h)
20241101-08:30:19 nb_validated 1312 model 3 (finishes Fri 08:48 -- 3840/h)
20241101-08:30:22 nb_validated 1401 model 4 (finishes Fri 08:46 -- 4090/h)
20241101-08:30:37 nb_validated 1336 model 1 (finishes Fri 08:48 -- 3853/h)
20241101-08:30:40 nb_validated 1421 model 2 (finishes Fri 08:46 -- 4090/h)
20241101-08:30:55 nb_validated 1357 model 2 (finishes Fri 08:48 -- 3858/h)
20241101-08:30:58 nb_validated 1440 model 0 (finishes Fri 08:46 -- 4085/h)
20241101-08:31:13 nb_validated 1375 model 0 (finishes Fri 08:48 -- 3855/h)
20241101-08:31:16 nb_validated 1466 model 3 (finishes Fri 08:46 -- 4100/h)
20241101-08:31:31 nb_validated 1392 model 4 (finishes Fri 08:48 -- 3849/h)
20241101-08:31:34 nb_validated 1484 model 3 (finishes Fri 08:46 -- 4094/h)
20241101-08:31:49 nb_validated 1422 model 1 (finishes Fri 08:48 -- 3879/h)
20241101-08:31:51 nb_validated 1504 model 0 (finishes Fri 08:46 -- 4093/h)
20241101-08:32:06 nb_validated 1435 model 4 (finishes Fri 08:48 -- 3862/h)
20241101-08:32:10 nb_validated 1525 model 1 (finishes Fri 08:46 -- 4095/h)
20241101-08:32:25 nb_validated 1451 model 0 (finishes Fri 08:48 -- 3853/h)
20241101-08:32:28 nb_validated 1543 model 3 (finishes Fri 08:46 -- 4087/h)
20241101-08:32:42 nb_validated 1471 model 4 (finishes Fri 08:48 -- 3855/h)
20241101-08:32:46 nb_validated 1574 model 0 (finishes Fri 08:46 -- 4115/h)
20241101-08:33:01 nb_validated 1487 model 0 (finishes Fri 08:48 -- 3846/h)
20241101-08:33:04 nb_validated 1596 model 2 (finishes Fri 08:46 -- 4119/h)
20241101-08:33:18 nb_validated 1516 model 0 (finishes Fri 08:48 -- 3871/h)
20241101-08:33:22 nb_validated 1609 model 1 (finishes Fri 08:46 -- 4099/h)
20241101-08:33:36 nb_validated 1529 model 0 (finishes Fri 08:48 -- 3856/h)
20241101-08:33:40 nb_validated 1631 model 0 (finishes Fri 08:46 -- 4103/h)
20241101-08:33:54 nb_validated 1535 model 4 (finishes Fri 08:49 -- 3823/h)
20241101-08:33:58 nb_validated 1650 model 2 (finishes Fri 08:46 -- 4100/h)
20241101-08:34:12 nb_validated 1561 model 0 (finishes Fri 08:48 -- 3840/h)
20241101-08:34:15 nb_validated 1668 model 4 (finishes Fri 08:46 -- 4095/h)
20241101-08:34:30 nb_validated 1582 model 3 (finishes Fri 08:48 -- 3845/h)
20241101-08:34:33 nb_validated 1682 model 2 (finishes Fri 08:46 -- 4079/h)
20241101-08:34:48 nb_validated 1607 model 0 (finishes Fri 08:48 -- 3858/h)
20241101-08:34:51 nb_validated 1690 model 4 (finishes Fri 08:46 -- 4051/h)
20241101-08:35:06 nb_validated 1629 model 1 (finishes Fri 08:48 -- 3865/h)
20241101-08:35:09 nb_validated 1706 model 2 (finishes Fri 08:46 -- 4040/h)
20241101-08:35:24 nb_validated 1651 model 1 (finishes Fri 08:48 -- 3871/h)
20241101-08:35:27 nb_validated 1728 model 0 (finishes Fri 08:46 -- 4044/h)
20241101-08:35:42 nb_validated 1667 model 3 (finishes Fri 08:48 -- 3863/h)
20241101-08:35:45 nb_validated 1757 model 2 (finishes Fri 08:46 -- 4064/h)
20241101-08:36:00 nb_validated 1688 model 4 (finishes Fri 08:48 -- 3867/h)
20241101-08:36:03 nb_validated 1775 model 1 (finishes Fri 08:46 -- 4058/h)
20241101-08:36:18 nb_validated 1707 model 0 (finishes Fri 08:48 -- 3866/h)
20241101-08:36:21 nb_validated 1807 model 1 (finishes Fri 08:46 -- 4084/h)
20241101-08:36:36 nb_validated 1712 model 4 (finishes Fri 08:48 -- 3835/h)
20241101-08:36:39 nb_validated 1821 model 4 (finishes Fri 08:46 -- 4071/h)
20241101-08:36:54 nb_validated 1727 model 4 (finishes Fri 08:49 -- 3826/h)
20241101-08:36:57 nb_validated 1842 model 4 (finishes Fri 08:46 -- 4072/h)
20241101-08:37:12 nb_validated 1742 model 1 (finishes Fri 08:49 -- 3817/h)
20241101-08:37:15 nb_validated 1861 model 2 (finishes Fri 08:46 -- 4069/h)
20241101-08:37:29 nb_validated 1759 model 2 (finishes Fri 08:49 -- 3813/h)
20241101-08:37:33 nb_validated 1884 model 0 (finishes Fri 08:46 -- 4075/h)
20241101-08:37:47 nb_validated 1768 model 0 (finishes Fri 08:49 -- 3792/h)
20241101-08:37:51 nb_validated 1902 model 4 (finishes Fri 08:46 -- 4070/h)
20241101-08:38:05 nb_validated 1782 model 0 (finishes Fri 08:49 -- 3782/h)
20241101-08:38:09 nb_validated 1917 model 0 (finishes Fri 08:46 -- 4059/h)
20241101-08:38:23 nb_validated 1808 model 1 (finishes Fri 08:49 -- 3797/h)
20241101-08:38:27 nb_validated 1937 model 3 (finishes Fri 08:46 -- 4058/h)
20241101-08:38:41 nb_validated 1833 model 1 (finishes Fri 08:49 -- 3809/h)
20241101-08:38:45 nb_validated 1958 model 0 (finishes Fri 08:46 -- 4060/h)
20241101-08:38:58 nb_validated 1848 model 4 (finishes Fri 08:49 -- 3802/h)
20241101-08:39:03 nb_validated 1982 model 4 (finishes Fri 08:46 -- 4068/h)
20241101-08:39:16 nb_validated 1858 model 1 (finishes Fri 08:49 -- 3784/h)
20241101-08:39:21 nb_validated 2004 model 4 (finishes Fri 08:46 -- 4072/h)
20241101-08:39:34 nb_validated 1882 model 1 (finishes Fri 08:49 -- 3794/h)
20241101-08:39:39 nb_validated 2019 model 2 (finishes Fri 08:46 -- 4061/h)
20241101-08:39:52 nb_validated 1904 model 1 (finishes Fri 08:49 -- 3801/h)
20241101-08:39:57 nb_validated 2037 model 0 (finishes Fri 08:46 -- 4056/h)
20241101-08:40:10 nb_validated 1922 model 0 (finishes Fri 08:49 -- 3799/h)
20241101-08:40:15 nb_validated 2056 model 0 (finishes Fri 08:46 -- 4053/h)
20241101-08:40:28 nb_validated 1939 model 0 (finishes Fri 08:49 -- 3795/h)
20241101-08:40:33 nb_validated 2073 model 4 (finishes Fri 08:46 -- 4047/h)
20241101-08:40:46 nb_validated 1964 model 2 (finishes Fri 08:49 -- 3806/h)
20241101-08:40:51 nb_validated 2094 model 2 (finishes Fri 08:46 -- 4048/h)
20241101-08:41:04 nb_validated 1983 model 4 (finishes Fri 08:49 -- 3807/h)
20241101-08:41:09 nb_validated 2113 model 0 (finishes Fri 08:46 -- 4046/h)
20241101-08:41:22 nb_validated 2004 model 0 (finishes Fri 08:49 -- 3810/h)
20241101-08:41:27 nb_validated 2135 model 3 (finishes Fri 08:46 -- 4049/h)
20241101-08:41:40 nb_validated 2028 model 2 (finishes Fri 08:49 -- 3820/h)
20241101-08:41:45 nb_validated 2150 model 3 (finishes Fri 08:46 -- 4039/h)
20241101-08:41:58 nb_validated 2050 model 3 (finishes Fri 08:49 -- 3825/h)
20241101-08:42:03 nb_validated 2174 model 3 (finishes Fri 08:46 -- 4046/h)
20241101-08:42:16 nb_validated 2073 model 2 (finishes Fri 08:48 -- 3833/h)
20241101-08:42:21 nb_validated 2210 model 1 (finishes Fri 08:46 -- 4074/h)
20241101-08:42:34 nb_validated 2101 model 1 (finishes Fri 08:48 -- 3849/h)
20241101-08:42:39 nb_validated 2230 model 2 (finishes Fri 08:46 -- 4074/h)
20241101-08:42:52 nb_validated 2117 model 0 (finishes Fri 08:48 -- 3843/h)
20241101-08:42:57 nb_validated 2250 model 3 (finishes Fri 08:46 -- 4073/h)
20241101-08:43:10 nb_validated 2141 model 1 (finishes Fri 08:48 -- 3851/h)
20241101-08:43:15 nb_validated 2260 model 4 (finishes Fri 08:46 -- 4055/h)
20241101-08:43:28 nb_validated 2168 model 0 (finishes Fri 08:48 -- 3865/h)
20241101-08:43:33 nb_validated 2282 model 3 (finishes Fri 08:46 -- 4058/h)
20241101-08:43:46 nb_validated 2187 model 1 (finishes Fri 08:48 -- 3865/h)
20241101-08:43:51 nb_validated 2306 model 0 (finishes Fri 08:46 -- 4064/h)
20241101-08:44:04 nb_validated 2206 model 3 (finishes Fri 08:48 -- 3865/h)
20241101-08:44:09 nb_validated 2320 model 3 (finishes Fri 08:46 -- 4053/h)
20241101-08:44:22 nb_validated 2226 model 3 (finishes Fri 08:48 -- 3866/h)
20241101-08:44:27 nb_validated 2344 model 1 (finishes Fri 08:46 -- 4059/h)
20241101-08:44:40 nb_validated 2243 model 4 (finishes Fri 08:48 -- 3862/h)
20241101-08:44:45 nb_validated 2357 model 4 (finishes Fri 08:46 -- 4047/h)
20241101-08:44:58 nb_validated 2266 model 0 (finishes Fri 08:48 -- 3868/h)
20241101-08:45:03 nb_validated 2378 model 0 (finishes Fri 08:46 -- 4048/h)
20241101-08:45:16 nb_validated 2280 model 1 (finishes Fri 08:48 -- 3859/h)
20241101-08:45:21 nb_validated 2399 model 3 (finishes Fri 08:46 -- 4050/h)
20241101-08:45:33 nb_validated 2298 model 3 (finishes Fri 08:48 -- 3857/h)
20241101-08:45:39 nb_validated 2420 model 4 (finishes Fri 08:46 -- 4052/h)
20241101-08:45:52 nb_validated 2326 model 0 (finishes Fri 08:48 -- 3872/h)
20241101-08:45:57 nb_validated 2434 model 4 (finishes Fri 08:46 -- 4041/h)
20241101-08:46:09 nb_validated 2348 model 0 (finishes Fri 08:48 -- 3876/h)
20241101-08:46:15 nb_validated 2463 model 1 (finishes Fri 08:46 -- 4055/h)
20241101-08:46:28 nb_validated 2371 model 2 (finishes Fri 08:48 -- 3882/h)
20241101-08:46:33 nb_validated 2485 model 1 (finishes Fri 08:46 -- 4058/h)
20241101-08:46:42 generate_c_quizz_speed 4067/h
20241101-08:46:46 nb_validated 2392 model 1 (finishes Fri 08:48 -- 3884/h)
20241101-08:47:03 nb_validated 2418 model 3 (finishes Fri 08:48 -- 3896/h)
20241101-08:47:21 nb_validated 2436 model 2 (finishes Fri 08:48 -- 3894/h)
20241101-08:47:38 nb_validated 2467 model 3 (finishes Fri 08:48 -- 3913/h)
20241101-08:47:55 nb_validated 2486 model 0 (finishes Fri 08:48 -- 3914/h)
20241101-08:48:13 nb_validated 2507 model 1 (finishes now! -- 3917/h)
20241101-08:48:13 generate_c_quizz_speed 3917/h
20241101-08:48:22 wrote culture_c_quiz_0382.png
20241101-08:48:22 generated_c_quizzes torch.Size([5008, 400])
20241101-08:59:02 nb_c_quizzes 35037
20241101-08:59:02 weakest_accuracies [0, 0]
20241101-08:59:02 dummy_rand tensor([0.6108])
20241101-08:59:02 dummy_rand tensor([0.2978])
20241101-08:59:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-08:59:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-09:01:33 train_loss 382 model 0 0.028095505714416505
20241101-09:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:01:33 train_loss 382 model 1 0.027394085884094237
20241101-09:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:01:36 test_loss 382 model 0 0.021584477424621582
20241101-09:01:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:01:36 test_loss 382 model 1 0.021274833679199218
20241101-09:01:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:01:38 test_accuracy 382 model 0 nb_correct 2384 / 2500 (95.36%)
20241101-09:01:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:01:38 test_accuracy 382 model 1 nb_correct 2361 / 2500 (94.44%)
20241101-09:01:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:01:48 wrote ae_*.pth
20241101-09:01:48 epoch_duration 51min58s next_finish 09:53:47
20241101-09:01:48 wrote state.pth
20241101-09:01:48 --- epoch 383 ----------------------------------------
20241101-09:01:48 current_test_accuracies 0.9536 0.9444 0.0000 0.0000 0.0000
20241101-09:01:48 nb_c_quizzes 35037
20241101-09:01:48 weakest_accuracies [0, 0]
20241101-09:01:48 dummy_rand tensor([0.7282])
20241101-09:01:48 dummy_rand tensor([0.3921])
20241101-09:01:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-09:01:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-09:04:20 train_loss 383 model 2 0.02699274444580078
20241101-09:04:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:04:20 train_loss 383 model 3 0.028007837295532228
20241101-09:04:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:04:22 test_loss 383 model 2 0.017832603454589844
20241101-09:04:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:04:22 test_loss 383 model 3 0.018407135009765624
20241101-09:04:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:04:24 test_accuracy 383 model 2 nb_correct 2429 / 2500 (97.16%)
20241101-09:04:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:04:24 test_accuracy 383 model 3 nb_correct 2379 / 2500 (95.16%)
20241101-09:04:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:04:34 wrote ae_*.pth
20241101-09:04:34 epoch_duration 2min46s next_finish 09:07:21
20241101-09:04:34 wrote state.pth
20241101-09:04:34 --- epoch 384 ----------------------------------------
20241101-09:04:34 current_test_accuracies 0.9536 0.9444 0.9716 0.9516 0.0000
20241101-09:04:34 nb_c_quizzes 35037
20241101-09:04:34 weakest_accuracies [0, 0.9444]
20241101-09:04:34 dummy_rand tensor([0.9717])
20241101-09:04:34 dummy_rand tensor([0.9219])
20241101-09:04:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-09:04:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-09:07:06 train_loss 384 model 4 0.02838300704956055
20241101-09:07:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:07:06 train_loss 384 model 1 0.02772679424285889
20241101-09:07:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:07:09 test_loss 384 model 4 0.02249715805053711
20241101-09:07:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:07:09 test_loss 384 model 1 0.02107645034790039
20241101-09:07:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:07:11 test_accuracy 384 model 4 nb_correct 2380 / 2500 (95.20%)
20241101-09:07:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:07:11 test_accuracy 384 model 1 nb_correct 2342 / 2500 (93.68%)
20241101-09:07:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:07:20 wrote ae_*.pth
20241101-09:07:20 epoch_duration 2min46s next_finish 09:10:07
20241101-09:07:21 wrote state.pth
20241101-09:07:21 --- epoch 385 ----------------------------------------
20241101-09:07:21 current_test_accuracies 0.9536 0.9368 0.9716 0.9516 0.9520
20241101-09:07:21 nb_c_quizzes 35037
20241101-09:07:21 weakest_accuracies [0.9368, 0.9516]
20241101-09:07:21 dummy_rand tensor([0.8480])
20241101-09:07:21 dummy_rand tensor([0.2431])
20241101-09:07:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-09:07:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-09:09:52 train_loss 385 model 1 0.028204377174377442
20241101-09:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:09:52 train_loss 385 model 3 0.027760775089263917
20241101-09:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:09:55 test_loss 385 model 1 0.0175910758972168
20241101-09:09:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:09:55 test_loss 385 model 3 0.01969348907470703
20241101-09:09:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:09:57 test_accuracy 385 model 1 nb_correct 2344 / 2500 (93.76%)
20241101-09:09:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:09:57 test_accuracy 385 model 3 nb_correct 2342 / 2500 (93.68%)
20241101-09:09:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:10:07 wrote ae_*.pth
20241101-09:10:07 epoch_duration 2min46s next_finish 09:12:53
20241101-09:10:07 wrote state.pth
20241101-09:10:07 --- epoch 386 ----------------------------------------
20241101-09:10:07 current_test_accuracies 0.9536 0.9376 0.9716 0.9368 0.9520
20241101-09:10:07 nb_c_quizzes 35037
20241101-09:10:07 weakest_accuracies [0.9368, 0.9376]
20241101-09:10:07 dummy_rand tensor([0.0215])
20241101-09:10:07 dummy_rand tensor([0.7817])
20241101-09:10:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-09:10:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-09:12:39 train_loss 386 model 3 0.027460089683532717
20241101-09:12:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:12:39 train_loss 386 model 1 0.028282238006591798
20241101-09:12:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:12:41 test_loss 386 model 3 0.018718615770339966
20241101-09:12:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:12:41 test_loss 386 model 1 0.01835212707519531
20241101-09:12:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-09:12:43 test_accuracy 386 model 3 nb_correct 2432 / 2500 (97.28%)
20241101-09:12:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:12:43 test_accuracy 386 model 1 nb_correct 2397 / 2500 (95.88%)
20241101-09:12:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-09:12:53 wrote ae_*.pth
20241101-09:12:53 epoch_duration 2min46s next_finish 09:15:39
20241101-09:12:53 wrote state.pth
20241101-09:12:53 --- epoch 387 ----------------------------------------
20241101-09:12:53 current_test_accuracies 0.9536 0.9588 0.9716 0.9728 0.9520
20241101-09:12:53 dummy_rand tensor([0.3107])
20241101-09:12:53 dummy_rand tensor([0.1104])
20241101-09:13:02 nb_validated 6 model 4 (finishes Fri 10:11 -- 2538/h)
20241101-09:13:02 nb_validated 9 model 3 (finishes Fri 09:54 -- 3575/h)
20241101-09:13:20 nb_validated 29 model 1 (finishes Fri 09:50 -- 3940/h)
20241101-09:13:20 nb_validated 34 model 4 (finishes Fri 09:45 -- 4607/h)
20241101-09:13:37 nb_validated 53 model 4 (finishes Fri 09:47 -- 4309/h)
20241101-09:13:38 nb_validated 53 model 2 (finishes Fri 09:48 -- 4253/h)
20241101-09:13:55 nb_validated 67 model 1 (finishes Fri 09:51 -- 3886/h)
20241101-09:13:55 nb_validated 70 model 4 (finishes Fri 09:50 -- 4038/h)
20241101-09:14:13 nb_validated 85 model 0 (finishes Fri 09:52 -- 3818/h)
20241101-09:14:13 nb_validated 92 model 0 (finishes Fri 09:49 -- 4125/h)
20241101-09:14:31 nb_validated 99 model 4 (finishes Fri 09:53 -- 3653/h)
20241101-09:14:31 nb_validated 114 model 0 (finishes Fri 09:48 -- 4181/h)
20241101-09:14:48 nb_validated 125 model 4 (finishes Fri 09:51 -- 3912/h)
20241101-09:14:49 nb_validated 133 model 4 (finishes Fri 09:49 -- 4127/h)
20241101-09:15:05 nb_validated 142 model 4 (finishes Fri 09:51 -- 3863/h)
20241101-09:15:07 nb_validated 150 model 4 (finishes Fri 09:50 -- 4037/h)
20241101-09:15:23 nb_validated 163 model 4 (finishes Fri 09:51 -- 3914/h)
20241101-09:15:25 nb_validated 172 model 3 (finishes Fri 09:49 -- 4075/h)
20241101-09:15:41 nb_validated 188 model 2 (finishes Fri 09:50 -- 4026/h)
20241101-09:15:43 nb_validated 201 model 2 (finishes Fri 09:48 -- 4267/h)
20241101-09:15:59 nb_validated 213 model 1 (finishes Fri 09:49 -- 4115/h)
20241101-09:16:01 nb_validated 218 model 2 (finishes Fri 09:48 -- 4182/h)
20241101-09:16:17 nb_validated 232 model 3 (finishes Fri 09:49 -- 4086/h)
20241101-09:16:18 nb_validated 240 model 4 (finishes Fri 09:48 -- 4211/h)
20241101-09:16:36 nb_validated 256 model 3 (finishes Fri 09:49 -- 4140/h)
20241101-09:16:36 nb_validated 262 model 2 (finishes Fri 09:48 -- 4227/h)
20241101-09:16:54 nb_validated 276 model 0 (finishes Fri 09:49 -- 4131/h)
20241101-09:16:54 nb_validated 288 model 1 (finishes Fri 09:47 -- 4299/h)
20241101-09:17:12 nb_validated 294 model 3 (finishes Fri 09:49 -- 4092/h)
20241101-09:17:12 nb_validated 316 model 0 (finishes Fri 09:47 -- 4387/h)
20241101-09:17:30 nb_validated 309 model 3 (finishes Fri 09:50 -- 4022/h)
20241101-09:17:30 nb_validated 333 model 0 (finishes Fri 09:47 -- 4329/h)
20241101-09:17:48 nb_validated 340 model 2 (finishes Fri 09:49 -- 4151/h)
20241101-09:17:48 nb_validated 353 model 3 (finishes Fri 09:47 -- 4309/h)
20241101-09:18:06 nb_validated 371 model 0 (finishes Fri 09:47 -- 4273/h)
20241101-09:18:06 nb_validated 366 model 4 (finishes Fri 09:48 -- 4213/h)
20241101-09:18:23 nb_validated 393 model 4 (finishes Fri 09:47 -- 4283/h)
20241101-09:18:24 nb_validated 383 model 3 (finishes Fri 09:48 -- 4170/h)
20241101-09:18:41 nb_validated 411 model 0 (finishes Fri 09:48 -- 4248/h)
20241101-09:18:41 nb_validated 401 model 0 (finishes Fri 09:49 -- 4142/h)
20241101-09:18:59 nb_validated 415 model 2 (finishes Fri 09:49 -- 4079/h)
20241101-09:19:00 nb_validated 447 model 1 (finishes Fri 09:47 -- 4388/h)
20241101-09:19:17 nb_validated 449 model 0 (finishes Fri 09:48 -- 4207/h)
20241101-09:19:18 nb_validated 461 model 2 (finishes Fri 09:47 -- 4310/h)
20241101-09:19:35 nb_validated 474 model 3 (finishes Fri 09:48 -- 4243/h)
20241101-09:19:36 nb_validated 487 model 3 (finishes Fri 09:47 -- 4351/h)
20241101-09:19:53 nb_validated 498 model 1 (finishes Fri 09:48 -- 4267/h)
20241101-09:19:54 nb_validated 507 model 1 (finishes Fri 09:47 -- 4335/h)
20241101-09:20:11 nb_validated 516 model 4 (finishes Fri 09:48 -- 4245/h)
20241101-09:20:12 nb_validated 527 model 3 (finishes Fri 09:47 -- 4324/h)
20241101-09:20:28 nb_validated 539 model 0 (finishes Fri 09:48 -- 4263/h)
20241101-09:20:29 nb_validated 544 model 4 (finishes Fri 09:47 -- 4295/h)
20241101-09:20:46 nb_validated 562 model 0 (finishes Fri 09:47 -- 4274/h)
20241101-09:20:47 nb_validated 570 model 2 (finishes Fri 09:47 -- 4331/h)
20241101-09:21:04 nb_validated 577 model 0 (finishes Fri 09:48 -- 4229/h)
20241101-09:21:05 nb_validated 590 model 1 (finishes Fri 09:47 -- 4318/h)
20241101-09:21:22 nb_validated 602 model 3 (finishes Fri 09:48 -- 4256/h)
20241101-09:21:23 nb_validated 606 model 4 (finishes Fri 09:47 -- 4279/h)
20241101-09:21:40 nb_validated 624 model 0 (finishes Fri 09:48 -- 4261/h)
20241101-09:21:41 nb_validated 623 model 1 (finishes Fri 09:48 -- 4248/h)
20241101-09:21:58 nb_validated 643 model 4 (finishes Fri 09:48 -- 4247/h)
20241101-09:21:59 nb_validated 638 model 0 (finishes Fri 09:48 -- 4207/h)
20241101-09:22:16 nb_validated 664 model 1 (finishes Fri 09:48 -- 4244/h)
20241101-09:22:17 nb_validated 656 model 4 (finishes Fri 09:48 -- 4190/h)
20241101-09:22:34 nb_validated 685 model 2 (finishes Fri 09:48 -- 4241/h)
20241101-09:22:35 nb_validated 686 model 1 (finishes Fri 09:48 -- 4245/h)
20241101-09:22:52 nb_validated 702 model 4 (finishes Fri 09:48 -- 4219/h)
20241101-09:22:53 nb_validated 707 model 2 (finishes Fri 09:48 -- 4243/h)
20241101-09:23:10 nb_validated 726 model 3 (finishes Fri 09:48 -- 4236/h)
20241101-09:23:10 nb_validated 731 model 0 (finishes Fri 09:48 -- 4263/h)
20241101-09:23:28 nb_validated 751 model 3 (finishes Fri 09:48 -- 4257/h)
20241101-09:23:28 nb_validated 755 model 0 (finishes Fri 09:47 -- 4278/h)
20241101-09:23:46 nb_validated 777 model 4 (finishes Fri 09:47 -- 4286/h)
20241101-09:23:46 nb_validated 774 model 3 (finishes Fri 09:48 -- 4268/h)
20241101-09:24:04 nb_validated 794 model 0 (finishes Fri 09:48 -- 4260/h)
20241101-09:24:04 nb_validated 797 model 1 (finishes Fri 09:47 -- 4276/h)
20241101-09:24:22 nb_validated 817 model 4 (finishes Fri 09:48 -- 4271/h)
20241101-09:24:22 nb_validated 817 model 0 (finishes Fri 09:48 -- 4269/h)
20241101-09:24:40 nb_validated 838 model 3 (finishes Fri 09:48 -- 4268/h)
20241101-09:24:40 nb_validated 835 model 2 (finishes Fri 09:48 -- 4252/h)
20241101-09:24:58 nb_validated 854 model 2 (finishes Fri 09:48 -- 4241/h)
20241101-09:24:58 nb_validated 861 model 1 (finishes Fri 09:47 -- 4274/h)
20241101-09:25:16 nb_validated 872 model 4 (finishes Fri 09:48 -- 4227/h)
20241101-09:25:16 nb_validated 884 model 0 (finishes Fri 09:47 -- 4281/h)
20241101-09:25:34 nb_validated 886 model 3 (finishes Fri 09:48 -- 4193/h)
20241101-09:25:34 nb_validated 895 model 0 (finishes Fri 09:48 -- 4232/h)
20241101-09:25:51 nb_validated 906 model 4 (finishes Fri 09:48 -- 4192/h)
20241101-09:25:52 nb_validated 921 model 1 (finishes Fri 09:48 -- 4253/h)
20241101-09:26:08 nb_validated 925 model 4 (finishes Fri 09:48 -- 4186/h)
20241101-09:26:11 nb_validated 935 model 1 (finishes Fri 09:48 -- 4220/h)
20241101-09:26:27 nb_validated 946 model 3 (finishes Fri 09:48 -- 4186/h)
20241101-09:26:29 nb_validated 950 model 2 (finishes Fri 09:48 -- 4193/h)
20241101-09:26:45 nb_validated 968 model 1 (finishes Fri 09:48 -- 4190/h)
20241101-09:26:47 nb_validated 977 model 3 (finishes Fri 09:48 -- 4218/h)
20241101-09:27:03 nb_validated 981 model 0 (finishes Fri 09:48 -- 4155/h)
20241101-09:27:05 nb_validated 998 model 2 (finishes Fri 09:48 -- 4217/h)
20241101-09:27:21 nb_validated 1005 model 0 (finishes Fri 09:48 -- 4167/h)
20241101-09:27:23 nb_validated 1014 model 1 (finishes Fri 09:48 -- 4198/h)
20241101-09:27:39 nb_validated 1025 model 0 (finishes Fri 09:48 -- 4163/h)
20241101-09:27:41 nb_validated 1038 model 3 (finishes Fri 09:48 -- 4209/h)
20241101-09:27:57 nb_validated 1047 model 0 (finishes Fri 09:48 -- 4170/h)
20241101-09:27:58 nb_validated 1055 model 4 (finishes Fri 09:48 -- 4195/h)
20241101-09:28:15 nb_validated 1065 model 0 (finishes Fri 09:48 -- 4158/h)
20241101-09:28:17 nb_validated 1075 model 2 (finishes Fri 09:48 -- 4190/h)
20241101-09:28:32 nb_validated 1081 model 4 (finishes Fri 09:49 -- 4144/h)
20241101-09:28:34 nb_validated 1099 model 1 (finishes Fri 09:48 -- 4203/h)
20241101-09:28:50 nb_validated 1109 model 0 (finishes Fri 09:48 -- 4173/h)
20241101-09:28:52 nb_validated 1118 model 3 (finishes Fri 09:48 -- 4195/h)
20241101-09:29:08 nb_validated 1136 model 1 (finishes Fri 09:48 -- 4195/h)
20241101-09:29:10 nb_validated 1139 model 1 (finishes Fri 09:48 -- 4195/h)
20241101-09:29:26 nb_validated 1156 model 2 (finishes Fri 09:48 -- 4191/h)
20241101-09:29:29 nb_validated 1165 model 1 (finishes Fri 09:48 -- 4212/h)
20241101-09:29:44 nb_validated 1178 model 3 (finishes Fri 09:48 -- 4196/h)
20241101-09:29:46 nb_validated 1190 model 4 (finishes Fri 09:48 -- 4228/h)
20241101-09:30:01 nb_validated 1201 model 2 (finishes Fri 09:48 -- 4204/h)
20241101-09:30:04 nb_validated 1210 model 0 (finishes Fri 09:48 -- 4223/h)
20241101-09:30:19 nb_validated 1219 model 4 (finishes Fri 09:48 -- 4194/h)
20241101-09:30:22 nb_validated 1228 model 3 (finishes Fri 09:48 -- 4213/h)
20241101-09:30:37 nb_validated 1243 model 3 (finishes Fri 09:48 -- 4205/h)
20241101-09:30:41 nb_validated 1257 model 2 (finishes Fri 09:48 -- 4238/h)
20241101-09:30:55 nb_validated 1266 model 1 (finishes Fri 09:48 -- 4211/h)
20241101-09:30:58 nb_validated 1283 model 1 (finishes Fri 09:48 -- 4255/h)
20241101-09:31:13 nb_validated 1293 model 0 (finishes Fri 09:48 -- 4231/h)
20241101-09:31:16 nb_validated 1296 model 2 (finishes Fri 09:48 -- 4228/h)
20241101-09:31:31 nb_validated 1307 model 4 (finishes Fri 09:48 -- 4210/h)
20241101-09:31:34 nb_validated 1318 model 4 (finishes Fri 09:48 -- 4232/h)
20241101-09:31:49 nb_validated 1326 model 2 (finishes Fri 09:48 -- 4202/h)
20241101-09:31:51 nb_validated 1339 model 4 (finishes Fri 09:48 -- 4234/h)
20241101-09:32:07 nb_validated 1361 model 1 (finishes Fri 09:48 -- 4245/h)
20241101-09:32:10 nb_validated 1377 model 1 (finishes Fri 09:47 -- 4285/h)
20241101-09:32:25 nb_validated 1371 model 3 (finishes Fri 09:48 -- 4211/h)
20241101-09:32:28 nb_validated 1390 model 0 (finishes Fri 09:48 -- 4259/h)
20241101-09:32:42 nb_validated 1389 model 3 (finishes Fri 09:48 -- 4204/h)
20241101-09:32:45 nb_validated 1410 model 3 (finishes Fri 09:48 -- 4256/h)
20241101-09:33:01 nb_validated 1414 model 1 (finishes Fri 09:48 -- 4215/h)
20241101-09:33:03 nb_validated 1432 model 0 (finishes Fri 09:48 -- 4259/h)
20241101-09:33:19 nb_validated 1442 model 0 (finishes Fri 09:48 -- 4235/h)
20241101-09:33:21 nb_validated 1450 model 4 (finishes Fri 09:48 -- 4250/h)
20241101-09:33:36 nb_validated 1462 model 2 (finishes Fri 09:48 -- 4232/h)
20241101-09:33:39 nb_validated 1470 model 3 (finishes Fri 09:48 -- 4247/h)
20241101-09:33:55 nb_validated 1481 model 2 (finishes Fri 09:48 -- 4225/h)
20241101-09:33:57 nb_validated 1489 model 2 (finishes Fri 09:48 -- 4239/h)
20241101-09:34:12 nb_validated 1505 model 1 (finishes Fri 09:48 -- 4234/h)
20241101-09:34:15 nb_validated 1506 model 1 (finishes Fri 09:48 -- 4228/h)
20241101-09:34:31 nb_validated 1528 model 1 (finishes Fri 09:48 -- 4239/h)
20241101-09:34:33 nb_validated 1529 model 3 (finishes Fri 09:48 -- 4232/h)
20241101-09:34:49 nb_validated 1558 model 2 (finishes Fri 09:48 -- 4263/h)
20241101-09:34:51 nb_validated 1548 model 4 (finishes Fri 09:48 -- 4227/h)
20241101-09:35:06 nb_validated 1576 model 4 (finishes Fri 09:48 -- 4256/h)
20241101-09:35:09 nb_validated 1569 model 2 (finishes Fri 09:48 -- 4226/h)
20241101-09:35:24 nb_validated 1607 model 3 (finishes Fri 09:47 -- 4281/h)
20241101-09:35:27 nb_validated 1587 model 1 (finishes Fri 09:48 -- 4218/h)
20241101-09:35:42 nb_validated 1626 model 2 (finishes Fri 09:47 -- 4276/h)
20241101-09:35:45 nb_validated 1610 model 4 (finishes Fri 09:48 -- 4225/h)
20241101-09:36:00 nb_validated 1649 model 2 (finishes Fri 09:47 -- 4280/h)
20241101-09:36:03 nb_validated 1639 model 2 (finishes Fri 09:48 -- 4244/h)
20241101-09:36:18 nb_validated 1670 model 2 (finishes Fri 09:47 -- 4279/h)
20241101-09:36:21 nb_validated 1660 model 4 (finishes Fri 09:48 -- 4245/h)
20241101-09:36:36 nb_validated 1692 model 3 (finishes Fri 09:47 -- 4281/h)
20241101-09:36:39 nb_validated 1679 model 3 (finishes Fri 09:48 -- 4239/h)
20241101-09:36:53 nb_validated 1713 model 2 (finishes Fri 09:47 -- 4281/h)
20241101-09:36:57 nb_validated 1699 model 2 (finishes Fri 09:48 -- 4236/h)
20241101-09:37:11 nb_validated 1731 model 3 (finishes Fri 09:47 -- 4273/h)
20241101-09:37:15 nb_validated 1721 model 2 (finishes Fri 09:48 -- 4237/h)
20241101-09:37:30 nb_validated 1758 model 1 (finishes Fri 09:47 -- 4286/h)
20241101-09:37:33 nb_validated 1746 model 1 (finishes Fri 09:48 -- 4246/h)
20241101-09:37:47 nb_validated 1782 model 0 (finishes Fri 09:47 -- 4293/h)
20241101-09:37:51 nb_validated 1776 model 3 (finishes Fri 09:48 -- 4267/h)
20241101-09:38:04 nb_validated 1800 model 4 (finishes Fri 09:47 -- 4287/h)
20241101-09:38:09 nb_validated 1789 model 2 (finishes Fri 09:48 -- 4247/h)
20241101-09:38:22 nb_validated 1823 model 1 (finishes Fri 09:47 -- 4292/h)
20241101-09:38:27 nb_validated 1818 model 1 (finishes Fri 09:48 -- 4265/h)
20241101-09:38:40 nb_validated 1842 model 0 (finishes Fri 09:47 -- 4287/h)
20241101-09:38:45 nb_validated 1835 model 4 (finishes Fri 09:48 -- 4256/h)
20241101-09:38:58 nb_validated 1867 model 1 (finishes Fri 09:47 -- 4295/h)
20241101-09:39:02 nb_validated 1853 model 4 (finishes Fri 09:48 -- 4251/h)
20241101-09:39:16 nb_validated 1895 model 2 (finishes Fri 09:47 -- 4309/h)
20241101-09:39:20 nb_validated 1870 model 4 (finishes Fri 09:48 -- 4242/h)
20241101-09:39:34 nb_validated 1909 model 2 (finishes Fri 09:47 -- 4292/h)
20241101-09:39:38 nb_validated 1890 model 2 (finishes Fri 09:48 -- 4239/h)
20241101-09:39:52 nb_validated 1926 model 1 (finishes Fri 09:47 -- 4282/h)
20241101-09:39:56 nb_validated 1911 model 1 (finishes Fri 09:48 -- 4239/h)
20241101-09:40:10 nb_validated 1952 model 0 (finishes Fri 09:47 -- 4293/h)
20241101-09:40:13 nb_validated 1929 model 4 (finishes Fri 09:48 -- 4233/h)
20241101-09:40:27 nb_validated 1971 model 4 (finishes Fri 09:47 -- 4289/h)
20241101-09:40:31 nb_validated 1962 model 0 (finishes Fri 09:48 -- 4259/h)
20241101-09:40:46 nb_validated 1995 model 3 (finishes Fri 09:47 -- 4294/h)
20241101-09:40:49 nb_validated 1978 model 1 (finishes Fri 09:48 -- 4247/h)
20241101-09:41:04 nb_validated 2025 model 1 (finishes Fri 09:47 -- 4311/h)
20241101-09:41:07 nb_validated 1994 model 0 (finishes Fri 09:48 -- 4237/h)
20241101-09:41:22 nb_validated 2054 model 1 (finishes Fri 09:47 -- 4326/h)
20241101-09:41:26 nb_validated 2020 model 2 (finishes Fri 09:48 -- 4246/h)
20241101-09:41:40 nb_validated 2069 model 1 (finishes Fri 09:47 -- 4312/h)
20241101-09:41:43 nb_validated 2050 model 1 (finishes Fri 09:48 -- 4265/h)
20241101-09:41:58 nb_validated 2087 model 4 (finishes Fri 09:47 -- 4305/h)
20241101-09:42:01 nb_validated 2076 model 0 (finishes Fri 09:47 -- 4274/h)
20241101-09:42:17 nb_validated 2114 model 2 (finishes Fri 09:47 -- 4315/h)
20241101-09:42:19 nb_validated 2093 model 0 (finishes Fri 09:48 -- 4266/h)
20241101-09:42:35 nb_validated 2136 model 2 (finishes Fri 09:47 -- 4315/h)
20241101-09:42:37 nb_validated 2114 model 1 (finishes Fri 09:48 -- 4265/h)
20241101-09:42:52 nb_validated 2152 model 4 (finishes Fri 09:47 -- 4305/h)
20241101-09:42:55 nb_validated 2139 model 4 (finishes Fri 09:47 -- 4273/h)
20241101-09:43:10 nb_validated 2185 model 1 (finishes Fri 09:47 -- 4328/h)
20241101-09:43:12 nb_validated 2157 model 4 (finishes Fri 09:48 -- 4268/h)
20241101-09:43:28 nb_validated 2207 model 2 (finishes Fri 09:47 -- 4328/h)
20241101-09:43:31 nb_validated 2173 model 2 (finishes Fri 09:48 -- 4257/h)
20241101-09:43:46 nb_validated 2232 model 3 (finishes Fri 09:47 -- 4336/h)
20241101-09:43:48 nb_validated 2184 model 4 (finishes Fri 09:48 -- 4237/h)
20241101-09:44:04 nb_validated 2247 model 4 (finishes Fri 09:47 -- 4324/h)
20241101-09:44:06 nb_validated 2202 model 4 (finishes Fri 09:48 -- 4232/h)
20241101-09:44:22 nb_validated 2274 model 2 (finishes Fri 09:47 -- 4334/h)
20241101-09:44:24 nb_validated 2228 model 0 (finishes Fri 09:48 -- 4241/h)
20241101-09:44:40 nb_validated 2301 model 3 (finishes Fri 09:47 -- 4344/h)
20241101-09:44:42 nb_validated 2249 model 1 (finishes Fri 09:48 -- 4241/h)
20241101-09:44:58 nb_validated 2322 model 2 (finishes Fri 09:47 -- 4342/h)
20241101-09:45:00 nb_validated 2271 model 0 (finishes Fri 09:48 -- 4242/h)
20241101-09:45:15 nb_validated 2335 model 4 (finishes Fri 09:47 -- 4328/h)
20241101-09:45:18 nb_validated 2294 model 0 (finishes Fri 09:48 -- 4245/h)
20241101-09:45:33 nb_validated 2360 model 2 (finishes Fri 09:47 -- 4335/h)
20241101-09:45:36 nb_validated 2315 model 4 (finishes Fri 09:48 -- 4246/h)
20241101-09:45:51 nb_validated 2386 model 0 (finishes Fri 09:47 -- 4343/h)
20241101-09:45:53 nb_validated 2342 model 2 (finishes Fri 09:48 -- 4257/h)
20241101-09:46:09 nb_validated 2404 model 3 (finishes Fri 09:47 -- 4336/h)
20241101-09:46:12 nb_validated 2363 model 1 (finishes Fri 09:48 -- 4256/h)
20241101-09:46:27 nb_validated 2433 model 1 (finishes Fri 09:47 -- 4348/h)
20241101-09:46:30 nb_validated 2382 model 2 (finishes Fri 09:48 -- 4251/h)
20241101-09:46:45 nb_validated 2456 model 0 (finishes Fri 09:47 -- 4350/h)
20241101-09:46:48 nb_validated 2393 model 0 (finishes Fri 09:48 -- 4233/h)
20241101-09:47:03 nb_validated 2483 model 2 (finishes Fri 09:47 -- 4359/h)
20241101-09:47:06 nb_validated 2408 model 2 (finishes Fri 09:48 -- 4222/h)
20241101-09:47:20 nb_validated 2497 model 4 (finishes Fri 09:47 -- 4348/h)
20241101-09:47:24 nb_validated 2424 model 2 (finishes Fri 09:48 -- 4214/h)
20241101-09:47:29 generate_c_quizz_speed 4346/h
20241101-09:47:42 nb_validated 2442 model 3 (finishes Fri 09:48 -- 4209/h)
20241101-09:47:59 nb_validated 2468 model 1 (finishes Fri 09:48 -- 4218/h)
20241101-09:48:17 nb_validated 2482 model 3 (finishes Fri 09:48 -- 4207/h)
20241101-09:48:34 nb_validated 2504 model 3 (finishes now! -- 4209/h)
20241101-09:48:34 generate_c_quizz_speed 4209/h
20241101-09:48:43 wrote culture_c_quiz_0387.png
20241101-09:48:43 generated_c_quizzes torch.Size([5010, 400])
20241101-10:00:56 nb_c_quizzes 40047
20241101-10:00:56 weakest_accuracies [0, 0]
20241101-10:00:56 dummy_rand tensor([0.3233])
20241101-10:00:56 dummy_rand tensor([0.5325])
20241101-10:00:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-10:00:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-10:03:28 train_loss 387 model 1 0.028860313415527344
20241101-10:03:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:03:28 train_loss 387 model 0 0.029094188690185548
20241101-10:03:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:03:31 test_loss 387 model 1 0.020758838653564454
20241101-10:03:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:03:31 test_loss 387 model 0 0.017885894775390626
20241101-10:03:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:03:33 test_accuracy 387 model 1 nb_correct 2413 / 2500 (96.52%)
20241101-10:03:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-10:03:33 test_accuracy 387 model 0 nb_correct 2404 / 2500 (96.16%)
20241101-10:03:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-10:03:43 wrote ae_*.pth
20241101-10:03:43 epoch_duration 50min49s next_finish 10:54:32
20241101-10:03:43 wrote state.pth
20241101-10:03:43 --- epoch 388 ----------------------------------------
20241101-10:03:43 current_test_accuracies 0.9616 0.9652 0.0000 0.0000 0.0000
20241101-10:03:43 nb_c_quizzes 40047
20241101-10:03:43 weakest_accuracies [0, 0]
20241101-10:03:43 dummy_rand tensor([0.0457])
20241101-10:03:43 dummy_rand tensor([0.0920])
20241101-10:03:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-10:03:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-10:06:15 train_loss 388 model 3 0.02885024642944336
20241101-10:06:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:06:15 train_loss 388 model 2 0.02871660614013672
20241101-10:06:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:06:17 test_loss 388 model 3 0.017881011962890624
20241101-10:06:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:06:17 test_loss 388 model 2 0.019632301330566405
20241101-10:06:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:06:20 test_accuracy 388 model 3 nb_correct 2348 / 2500 (93.92%)
20241101-10:06:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-10:06:20 test_accuracy 388 model 2 nb_correct 2401 / 2500 (96.04%)
20241101-10:06:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-10:06:29 wrote ae_*.pth
20241101-10:06:29 epoch_duration 2min46s next_finish 10:09:16
20241101-10:06:30 wrote state.pth
20241101-10:06:30 --- epoch 389 ----------------------------------------
20241101-10:06:30 current_test_accuracies 0.9616 0.9652 0.9604 0.9392 0.0000
20241101-10:06:30 nb_c_quizzes 40047
20241101-10:06:30 weakest_accuracies [0, 0.9392]
20241101-10:06:30 dummy_rand tensor([0.4292])
20241101-10:06:30 dummy_rand tensor([0.7475])
20241101-10:06:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-10:06:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-10:09:02 train_loss 389 model 4 0.02932622528076172
20241101-10:09:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:09:02 train_loss 389 model 3 0.02877700996398926
20241101-10:09:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:09:04 test_loss 389 model 4 0.02076643466949463
20241101-10:09:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:09:04 test_loss 389 model 3 0.01763101577758789
20241101-10:09:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:09:07 test_accuracy 389 model 4 nb_correct 2398 / 2500 (95.92%)
20241101-10:09:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-10:09:07 test_accuracy 389 model 3 nb_correct 2439 / 2500 (97.56%)
20241101-10:09:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-10:09:16 wrote ae_*.pth
20241101-10:09:16 epoch_duration 2min46s next_finish 10:12:03
20241101-10:09:16 wrote state.pth
20241101-10:09:16 --- epoch 390 ----------------------------------------
20241101-10:09:16 current_test_accuracies 0.9616 0.9652 0.9604 0.9756 0.9592
20241101-10:09:16 dummy_rand tensor([0.5373])
20241101-10:09:16 dummy_rand tensor([0.9341])
20241101-10:09:26 nb_validated 14 model 2 (finishes Fri 10:36 -- 5569/h)
20241101-10:09:26 nb_validated 11 model 1 (finishes Fri 10:43 -- 4329/h)
20241101-10:09:43 nb_validated 32 model 4 (finishes Fri 10:44 -- 4273/h)
20241101-10:09:44 nb_validated 39 model 2 (finishes Fri 10:38 -- 5152/h)
20241101-10:10:02 nb_validated 57 model 1 (finishes Fri 10:42 -- 4537/h)
20241101-10:10:02 nb_validated 70 model 4 (finishes Fri 10:36 -- 5539/h)
20241101-10:10:19 nb_validated 83 model 2 (finishes Fri 10:40 -- 4742/h)
20241101-10:10:20 nb_validated 99 model 4 (finishes Fri 10:36 -- 5583/h)
20241101-10:10:38 nb_validated 114 model 1 (finishes Fri 10:38 -- 5057/h)
20241101-10:10:38 nb_validated 134 model 2 (finishes Fri 10:34 -- 5921/h)
20241101-10:10:55 nb_validated 133 model 3 (finishes Fri 10:40 -- 4835/h)
20241101-10:10:56 nb_validated 169 model 1 (finishes Fri 10:33 -- 6101/h)
20241101-10:11:14 nb_validated 152 model 2 (finishes Fri 10:41 -- 4672/h)
20241101-10:11:14 nb_validated 187 model 2 (finishes Fri 10:35 -- 5717/h)
20241101-10:11:31 nb_validated 179 model 4 (finishes Fri 10:40 -- 4777/h)
20241101-10:11:32 nb_validated 206 model 2 (finishes Fri 10:36 -- 5466/h)
20241101-10:11:49 nb_validated 203 model 0 (finishes Fri 10:40 -- 4777/h)
20241101-10:11:50 nb_validated 231 model 3 (finishes Fri 10:36 -- 5424/h)
20241101-10:12:08 nb_validated 221 model 1 (finishes Fri 10:41 -- 4646/h)
20241101-10:12:08 nb_validated 248 model 1 (finishes Fri 10:38 -- 5208/h)
20241101-10:12:26 nb_validated 246 model 2 (finishes Fri 10:41 -- 4677/h)
20241101-10:12:26 nb_validated 268 model 4 (finishes Fri 10:38 -- 5089/h)
20241101-10:12:44 nb_validated 259 model 1 (finishes Fri 10:42 -- 4490/h)
20241101-10:12:44 nb_validated 295 model 1 (finishes Fri 10:38 -- 5112/h)
20241101-10:13:02 nb_validated 283 model 1 (finishes Fri 10:42 -- 4511/h)
20241101-10:13:02 nb_validated 320 model 1 (finishes Fri 10:38 -- 5098/h)
20241101-10:13:20 nb_validated 309 model 4 (finishes Fri 10:42 -- 4561/h)
20241101-10:13:21 nb_validated 339 model 1 (finishes Fri 10:39 -- 4997/h)
20241101-10:13:38 nb_validated 327 model 2 (finishes Fri 10:42 -- 4499/h)
20241101-10:13:38 nb_validated 365 model 3 (finishes Fri 10:39 -- 5014/h)
20241101-10:13:56 nb_validated 350 model 4 (finishes Fri 10:42 -- 4503/h)
20241101-10:13:57 nb_validated 388 model 1 (finishes Fri 10:39 -- 4987/h)
20241101-10:14:14 nb_validated 375 model 0 (finishes Fri 10:42 -- 4535/h)
20241101-10:14:14 nb_validated 412 model 0 (finishes Fri 10:39 -- 4979/h)
20241101-10:14:32 nb_validated 439 model 3 (finishes Fri 10:39 -- 5006/h)
20241101-10:14:32 nb_validated 397 model 1 (finishes Fri 10:42 -- 4525/h)
20241101-10:14:50 nb_validated 417 model 3 (finishes Fri 10:42 -- 4505/h)
20241101-10:14:50 nb_validated 464 model 3 (finishes Fri 10:39 -- 5010/h)
20241101-10:15:08 nb_validated 435 model 1 (finishes Fri 10:42 -- 4456/h)
20241101-10:15:08 nb_validated 488 model 1 (finishes Fri 10:39 -- 4997/h)
20241101-10:15:26 nb_validated 458 model 1 (finishes Fri 10:42 -- 4460/h)
20241101-10:15:26 nb_validated 511 model 0 (finishes Fri 10:39 -- 4974/h)
20241101-10:15:44 nb_validated 487 model 3 (finishes Fri 10:42 -- 4527/h)
20241101-10:15:45 nb_validated 534 model 4 (finishes Fri 10:39 -- 4953/h)
20241101-10:16:02 nb_validated 500 model 2 (finishes Fri 10:43 -- 4441/h)
20241101-10:16:02 nb_validated 559 model 0 (finishes Fri 10:39 -- 4959/h)
20241101-10:16:20 nb_validated 521 model 4 (finishes Fri 10:43 -- 4432/h)
20241101-10:16:20 nb_validated 579 model 1 (finishes Fri 10:39 -- 4917/h)
20241101-10:16:38 nb_validated 537 model 0 (finishes Fri 10:43 -- 4380/h)
20241101-10:16:39 nb_validated 600 model 4 (finishes Fri 10:39 -- 4885/h)
20241101-10:16:55 nb_validated 565 model 3 (finishes Fri 10:43 -- 4432/h)
20241101-10:16:56 nb_validated 621 model 3 (finishes Fri 10:40 -- 4863/h)
20241101-10:17:13 nb_validated 585 model 4 (finishes Fri 10:43 -- 4415/h)
20241101-10:17:14 nb_validated 641 model 3 (finishes Fri 10:40 -- 4834/h)
20241101-10:17:32 nb_validated 604 model 1 (finishes Fri 10:43 -- 4391/h)
20241101-10:17:32 nb_validated 656 model 3 (finishes Fri 10:40 -- 4766/h)
20241101-10:17:50 nb_validated 628 model 1 (finishes Fri 10:43 -- 4403/h)
20241101-10:17:50 nb_validated 676 model 2 (finishes Fri 10:40 -- 4737/h)
20241101-10:18:08 nb_validated 659 model 4 (finishes Fri 10:42 -- 4462/h)
20241101-10:18:08 nb_validated 699 model 2 (finishes Fri 10:40 -- 4731/h)
20241101-10:18:26 nb_validated 680 model 2 (finishes Fri 10:42 -- 4454/h)
20241101-10:18:27 nb_validated 718 model 4 (finishes Fri 10:41 -- 4698/h)
20241101-10:18:44 nb_validated 698 model 0 (finishes Fri 10:43 -- 4426/h)
20241101-10:18:45 nb_validated 745 model 3 (finishes Fri 10:41 -- 4720/h)
20241101-10:19:02 nb_validated 724 model 4 (finishes Fri 10:42 -- 4449/h)
20241101-10:19:03 nb_validated 768 model 2 (finishes Fri 10:41 -- 4717/h)
20241101-10:19:20 nb_validated 743 model 2 (finishes Fri 10:43 -- 4431/h)
20241101-10:19:21 nb_validated 796 model 1 (finishes Fri 10:40 -- 4743/h)
20241101-10:19:38 nb_validated 768 model 2 (finishes Fri 10:42 -- 4450/h)
20241101-10:19:39 nb_validated 817 model 4 (finishes Fri 10:41 -- 4725/h)
20241101-10:19:56 nb_validated 792 model 1 (finishes Fri 10:42 -- 4459/h)
20241101-10:19:57 nb_validated 849 model 3 (finishes Fri 10:40 -- 4773/h)
20241101-10:20:14 nb_validated 821 model 0 (finishes Fri 10:42 -- 4497/h)
20241101-10:20:15 nb_validated 869 model 0 (finishes Fri 10:40 -- 4753/h)
20241101-10:20:32 nb_validated 851 model 0 (finishes Fri 10:42 -- 4537/h)
20241101-10:20:33 nb_validated 893 model 2 (finishes Fri 10:40 -- 4753/h)
20241101-10:20:50 nb_validated 882 model 2 (finishes Fri 10:42 -- 4580/h)
20241101-10:20:50 nb_validated 907 model 3 (finishes Fri 10:41 -- 4708/h)
20241101-10:21:08 nb_validated 905 model 4 (finishes Fri 10:42 -- 4581/h)
20241101-10:21:08 nb_validated 930 model 1 (finishes Fri 10:41 -- 4705/h)
20241101-10:21:26 nb_validated 951 model 4 (finishes Fri 10:41 -- 4695/h)
20241101-10:21:26 nb_validated 918 model 1 (finishes Fri 10:42 -- 4530/h)
20241101-10:21:44 nb_validated 977 model 1 (finishes Fri 10:41 -- 4707/h)
20241101-10:21:44 nb_validated 946 model 4 (finishes Fri 10:42 -- 4555/h)
20241101-10:22:02 nb_validated 1005 model 4 (finishes Fri 10:41 -- 4728/h)
20241101-10:22:02 nb_validated 969 model 1 (finishes Fri 10:42 -- 4555/h)
20241101-10:22:20 nb_validated 1025 model 4 (finishes Fri 10:41 -- 4710/h)
20241101-10:22:20 nb_validated 993 model 2 (finishes Fri 10:42 -- 4561/h)
20241101-10:22:38 nb_validated 1046 model 0 (finishes Fri 10:41 -- 4699/h)
20241101-10:22:38 nb_validated 1014 model 2 (finishes Fri 10:42 -- 4555/h)
20241101-10:22:56 nb_validated 1068 model 3 (finishes Fri 10:41 -- 4694/h)
20241101-10:22:56 nb_validated 1039 model 0 (finishes Fri 10:42 -- 4566/h)
20241101-10:23:14 nb_validated 1056 model 3 (finishes Fri 10:42 -- 4541/h)
20241101-10:23:14 nb_validated 1089 model 0 (finishes Fri 10:41 -- 4682/h)
20241101-10:23:31 nb_validated 1080 model 3 (finishes Fri 10:42 -- 4551/h)
20241101-10:23:32 nb_validated 1119 model 1 (finishes Fri 10:41 -- 4709/h)
20241101-10:23:49 nb_validated 1106 model 0 (finishes Fri 10:42 -- 4565/h)
20241101-10:23:50 nb_validated 1150 model 1 (finishes Fri 10:40 -- 4738/h)
20241101-10:24:07 nb_validated 1124 model 1 (finishes Fri 10:42 -- 4545/h)
20241101-10:24:08 nb_validated 1170 model 2 (finishes Fri 10:41 -- 4724/h)
20241101-10:24:25 nb_validated 1165 model 2 (finishes Fri 10:41 -- 4618/h)
20241101-10:24:26 nb_validated 1181 model 1 (finishes Fri 10:41 -- 4673/h)
20241101-10:24:43 nb_validated 1187 model 3 (finishes Fri 10:41 -- 4614/h)
20241101-10:24:44 nb_validated 1200 model 3 (finishes Fri 10:41 -- 4656/h)
20241101-10:25:01 nb_validated 1211 model 0 (finishes Fri 10:41 -- 4617/h)
20241101-10:25:02 nb_validated 1220 model 1 (finishes Fri 10:41 -- 4642/h)
20241101-10:25:19 nb_validated 1237 model 2 (finishes Fri 10:41 -- 4628/h)
20241101-10:25:21 nb_validated 1243 model 2 (finishes Fri 10:41 -- 4641/h)
20241101-10:25:36 nb_validated 1254 model 3 (finishes Fri 10:41 -- 4607/h)
20241101-10:25:38 nb_validated 1275 model 2 (finishes Fri 10:41 -- 4675/h)
20241101-10:25:54 nb_validated 1289 model 1 (finishes Fri 10:41 -- 4650/h)
20241101-10:25:56 nb_validated 1296 model 3 (finishes Fri 10:41 -- 4666/h)
20241101-10:26:12 nb_validated 1306 model 4 (finishes Fri 10:41 -- 4627/h)
20241101-10:26:14 nb_validated 1317 model 2 (finishes Fri 10:41 -- 4658/h)
20241101-10:26:30 nb_validated 1333 model 4 (finishes Fri 10:41 -- 4641/h)
20241101-10:26:32 nb_validated 1344 model 4 (finishes Fri 10:41 -- 4672/h)
20241101-10:26:48 nb_validated 1359 model 0 (finishes Fri 10:41 -- 4651/h)
20241101-10:26:50 nb_validated 1380 model 4 (finishes Fri 10:41 -- 4715/h)
20241101-10:27:07 nb_validated 1383 model 1 (finishes Fri 10:41 -- 4652/h)
20241101-10:27:08 nb_validated 1406 model 2 (finishes Fri 10:41 -- 4725/h)
20241101-10:27:24 nb_validated 1404 model 3 (finishes Fri 10:41 -- 4645/h)
20241101-10:27:26 nb_validated 1428 model 4 (finishes Fri 10:41 -- 4720/h)
20241101-10:27:42 nb_validated 1424 model 0 (finishes Fri 10:41 -- 4635/h)
20241101-10:27:43 nb_validated 1459 model 2 (finishes Fri 10:40 -- 4744/h)
20241101-10:28:00 nb_validated 1450 model 0 (finishes Fri 10:41 -- 4644/h)
20241101-10:28:02 nb_validated 1487 model 1 (finishes Fri 10:40 -- 4757/h)
20241101-10:28:18 nb_validated 1482 model 0 (finishes Fri 10:41 -- 4674/h)
20241101-10:28:20 nb_validated 1516 model 4 (finishes Fri 10:40 -- 4774/h)
20241101-10:28:36 nb_validated 1512 model 0 (finishes Fri 10:41 -- 4694/h)
20241101-10:28:38 nb_validated 1552 model 2 (finishes Fri 10:40 -- 4811/h)
20241101-10:28:54 nb_validated 1542 model 2 (finishes Fri 10:41 -- 4714/h)
20241101-10:28:56 nb_validated 1572 model 2 (finishes Fri 10:40 -- 4799/h)
20241101-10:29:12 nb_validated 1566 model 3 (finishes Fri 10:41 -- 4716/h)
20241101-10:29:13 nb_validated 1588 model 3 (finishes Fri 10:40 -- 4777/h)
20241101-10:29:30 nb_validated 1580 model 4 (finishes Fri 10:41 -- 4688/h)
20241101-10:29:31 nb_validated 1606 model 1 (finishes Fri 10:40 -- 4758/h)
20241101-10:29:47 nb_validated 1600 model 3 (finishes Fri 10:41 -- 4679/h)
20241101-10:29:49 nb_validated 1628 model 3 (finishes Fri 10:40 -- 4755/h)
20241101-10:30:06 nb_validated 1618 model 1 (finishes Fri 10:41 -- 4663/h)
20241101-10:30:06 nb_validated 1652 model 3 (finishes Fri 10:40 -- 4758/h)
20241101-10:30:23 nb_validated 1645 model 0 (finishes Fri 10:41 -- 4674/h)
20241101-10:30:24 nb_validated 1675 model 4 (finishes Fri 10:40 -- 4755/h)
20241101-10:30:41 nb_validated 1663 model 0 (finishes Fri 10:41 -- 4659/h)
20241101-10:30:43 nb_validated 1703 model 1 (finishes Fri 10:40 -- 4766/h)
20241101-10:30:59 nb_validated 1687 model 4 (finishes Fri 10:41 -- 4662/h)
20241101-10:31:01 nb_validated 1719 model 4 (finishes Fri 10:40 -- 4745/h)
20241101-10:31:17 nb_validated 1710 model 1 (finishes Fri 10:41 -- 4662/h)
20241101-10:31:19 nb_validated 1740 model 3 (finishes Fri 10:40 -- 4737/h)
20241101-10:31:35 nb_validated 1736 model 2 (finishes Fri 10:41 -- 4670/h)
20241101-10:31:37 nb_validated 1760 model 2 (finishes Fri 10:41 -- 4727/h)
20241101-10:31:53 nb_validated 1758 model 0 (finishes Fri 10:41 -- 4666/h)
20241101-10:31:54 nb_validated 1788 model 3 (finishes Fri 10:40 -- 4740/h)
20241101-10:32:11 nb_validated 1791 model 2 (finishes Fri 10:41 -- 4692/h)
20241101-10:32:12 nb_validated 1809 model 0 (finishes Fri 10:40 -- 4734/h)
20241101-10:32:28 nb_validated 1821 model 3 (finishes Fri 10:41 -- 4710/h)
20241101-10:32:30 nb_validated 1836 model 2 (finishes Fri 10:40 -- 4743/h)
20241101-10:32:46 nb_validated 1849 model 3 (finishes Fri 10:41 -- 4723/h)
20241101-10:32:48 nb_validated 1871 model 4 (finishes Fri 10:40 -- 4772/h)
20241101-10:33:04 nb_validated 1869 model 0 (finishes Fri 10:41 -- 4713/h)
20241101-10:33:06 nb_validated 1890 model 2 (finishes Fri 10:40 -- 4760/h)
20241101-10:33:21 nb_validated 1886 model 2 (finishes Fri 10:41 -- 4699/h)
20241101-10:33:24 nb_validated 1929 model 0 (finishes Fri 10:40 -- 4798/h)
20241101-10:33:39 nb_validated 1909 model 0 (finishes Fri 10:41 -- 4697/h)
20241101-10:33:42 nb_validated 1952 model 1 (finishes Fri 10:40 -- 4795/h)
20241101-10:33:57 nb_validated 1932 model 1 (finishes Fri 10:41 -- 4696/h)
20241101-10:34:00 nb_validated 1970 model 2 (finishes Fri 10:40 -- 4780/h)
20241101-10:34:16 nb_validated 1958 model 1 (finishes Fri 10:41 -- 4702/h)
20241101-10:34:18 nb_validated 1996 model 2 (finishes Fri 10:40 -- 4785/h)
20241101-10:34:33 nb_validated 1988 model 0 (finishes Fri 10:41 -- 4718/h)
20241101-10:34:36 nb_validated 2027 model 0 (finishes Fri 10:40 -- 4802/h)
20241101-10:34:51 nb_validated 2006 model 0 (finishes Fri 10:41 -- 4705/h)
20241101-10:34:54 nb_validated 2049 model 4 (finishes Fri 10:40 -- 4796/h)
20241101-10:35:09 nb_validated 2027 model 3 (finishes Fri 10:41 -- 4699/h)
20241101-10:35:12 nb_validated 2069 model 0 (finishes Fri 10:40 -- 4788/h)
20241101-10:35:27 nb_validated 2049 model 2 (finishes Fri 10:41 -- 4697/h)
20241101-10:35:30 nb_validated 2092 model 0 (finishes Fri 10:40 -- 4787/h)
20241101-10:35:45 nb_validated 2072 model 1 (finishes Fri 10:41 -- 4696/h)
20241101-10:35:48 nb_validated 2114 model 0 (finishes Fri 10:40 -- 4782/h)
20241101-10:36:03 nb_validated 2089 model 1 (finishes Fri 10:41 -- 4681/h)
20241101-10:36:06 nb_validated 2126 model 1 (finishes Fri 10:40 -- 4755/h)
20241101-10:36:21 nb_validated 2104 model 1 (finishes Fri 10:41 -- 4661/h)
20241101-10:36:24 nb_validated 2154 model 3 (finishes Fri 10:40 -- 4765/h)
20241101-10:36:39 nb_validated 2131 model 2 (finishes Fri 10:41 -- 4671/h)
20241101-10:36:41 nb_validated 2184 model 0 (finishes Fri 10:40 -- 4779/h)
20241101-10:36:56 nb_validated 2160 model 3 (finishes Fri 10:41 -- 4684/h)
20241101-10:37:00 nb_validated 2211 model 4 (finishes Fri 10:40 -- 4785/h)
20241101-10:37:14 nb_validated 2189 model 2 (finishes Fri 10:41 -- 4697/h)
20241101-10:37:18 nb_validated 2233 model 4 (finishes Fri 10:40 -- 4780/h)
20241101-10:37:32 nb_validated 2224 model 3 (finishes Fri 10:41 -- 4722/h)
20241101-10:37:36 nb_validated 2251 model 1 (finishes Fri 10:40 -- 4769/h)
20241101-10:37:50 nb_validated 2253 model 0 (finishes Fri 10:40 -- 4734/h)
20241101-10:37:54 nb_validated 2268 model 1 (finishes Fri 10:40 -- 4754/h)
20241101-10:38:08 nb_validated 2272 model 1 (finishes Fri 10:41 -- 4724/h)
20241101-10:38:12 nb_validated 2296 model 1 (finishes Fri 10:40 -- 4762/h)
20241101-10:38:26 nb_validated 2300 model 2 (finishes Fri 10:40 -- 4733/h)
20241101-10:38:30 nb_validated 2323 model 0 (finishes Fri 10:40 -- 4769/h)
20241101-10:38:43 nb_validated 2338 model 3 (finishes Fri 10:40 -- 4764/h)
20241101-10:38:48 nb_validated 2349 model 2 (finishes Fri 10:40 -- 4773/h)
20241101-10:39:01 nb_validated 2358 model 1 (finishes Fri 10:40 -- 4756/h)
20241101-10:39:06 nb_validated 2379 model 3 (finishes Fri 10:40 -- 4786/h)
20241101-10:39:19 nb_validated 2379 model 2 (finishes Fri 10:40 -- 4751/h)
20241101-10:39:24 nb_validated 2403 model 4 (finishes Fri 10:40 -- 4786/h)
20241101-10:39:37 nb_validated 2410 model 3 (finishes Fri 10:40 -- 4766/h)
20241101-10:39:42 nb_validated 2429 model 1 (finishes Fri 10:40 -- 4790/h)
20241101-10:39:55 nb_validated 2432 model 3 (finishes Fri 10:40 -- 4762/h)
20241101-10:40:00 nb_validated 2454 model 2 (finishes Fri 10:40 -- 4792/h)
20241101-10:40:13 nb_validated 2453 model 3 (finishes Fri 10:40 -- 4757/h)
20241101-10:40:18 nb_validated 2483 model 2 (finishes Fri 10:40 -- 4802/h)
20241101-10:40:27 generate_c_quizz_speed 4811/h
20241101-10:40:30 nb_validated 2472 model 3 (finishes Fri 10:40 -- 4749/h)
20241101-10:40:48 nb_validated 2496 model 1 (finishes Fri 10:40 -- 4750/h)
20241101-10:40:57 generate_c_quizz_speed 4748/h
20241101-10:41:05 wrote culture_c_quiz_0390.png
20241101-10:41:05 generated_c_quizzes torch.Size([5006, 400])
20241101-10:54:49 nb_c_quizzes 45053
20241101-10:54:49 weakest_accuracies [0, 0]
20241101-10:54:49 dummy_rand tensor([0.9848])
20241101-10:54:49 dummy_rand tensor([0.0195])
20241101-10:54:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-10:54:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-10:57:21 train_loss 390 model 0 0.029799510955810547
20241101-10:57:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:57:21 train_loss 390 model 1 0.029562705993652343
20241101-10:57:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:57:23 test_loss 390 model 0 0.01786834716796875
20241101-10:57:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:57:23 test_loss 390 model 1 0.01816258430480957
20241101-10:57:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-10:57:25 test_accuracy 390 model 0 nb_correct 2401 / 2500 (96.04%)
20241101-10:57:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-10:57:25 test_accuracy 390 model 1 nb_correct 2430 / 2500 (97.20%)
20241101-10:57:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-10:57:35 wrote ae_*.pth
20241101-10:57:35 epoch_duration 48min18s next_finish 11:45:54
20241101-10:57:35 wrote state.pth
20241101-10:57:35 --- epoch 391 ----------------------------------------
20241101-10:57:35 current_test_accuracies 0.9604 0.9720 0.0000 0.0000 0.0000
20241101-10:57:35 nb_c_quizzes 45053
20241101-10:57:35 weakest_accuracies [0, 0]
20241101-10:57:35 dummy_rand tensor([0.7725])
20241101-10:57:35 dummy_rand tensor([0.4727])
20241101-10:57:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-10:57:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-11:00:07 train_loss 391 model 2 0.02903997230529785
20241101-11:00:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:00:07 train_loss 391 model 3 0.030114194869995118
20241101-11:00:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:00:09 test_loss 391 model 2 0.018263753652572632
20241101-11:00:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:00:09 test_loss 391 model 3 0.020320625305175782
20241101-11:00:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:00:12 test_accuracy 391 model 2 nb_correct 2411 / 2500 (96.44%)
20241101-11:00:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-11:00:12 test_accuracy 391 model 3 nb_correct 2402 / 2500 (96.08%)
20241101-11:00:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-11:00:21 wrote ae_*.pth
20241101-11:00:21 epoch_duration 2min46s next_finish 11:03:08
20241101-11:00:22 wrote state.pth
20241101-11:00:22 --- epoch 392 ----------------------------------------
20241101-11:00:22 current_test_accuracies 0.9604 0.9720 0.9644 0.9608 0.0000
20241101-11:00:22 nb_c_quizzes 45053
20241101-11:00:22 weakest_accuracies [0, 0.9604]
20241101-11:00:22 dummy_rand tensor([0.2766])
20241101-11:00:22 dummy_rand tensor([0.5723])
20241101-11:00:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-11:00:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-11:02:53 train_loss 392 model 4 0.030151111602783203
20241101-11:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:02:53 train_loss 392 model 0 0.030062179565429687
20241101-11:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:02:56 test_loss 392 model 4 0.021295547485351562
20241101-11:02:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:02:56 test_loss 392 model 0 0.020458335876464843
20241101-11:02:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:02:58 test_accuracy 392 model 4 nb_correct 2405 / 2500 (96.20%)
20241101-11:02:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-11:02:58 test_accuracy 392 model 0 nb_correct 2425 / 2500 (97.00%)
20241101-11:02:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-11:03:08 wrote ae_*.pth
20241101-11:03:08 epoch_duration 2min46s next_finish 11:05:54
20241101-11:03:08 wrote state.pth
20241101-11:03:08 --- epoch 393 ----------------------------------------
20241101-11:03:08 current_test_accuracies 0.9700 0.9720 0.9644 0.9608 0.9620
20241101-11:03:08 dummy_rand tensor([0.8850])
20241101-11:03:08 dummy_rand tensor([0.4704])
20241101-11:03:17 nb_validated 10 model 0 (finishes Fri 11:39 -- 4110/h)
20241101-11:03:17 nb_validated 7 model 4 (finishes Fri 11:56 -- 2810/h)
20241101-11:03:34 nb_validated 34 model 0 (finishes Fri 11:35 -- 4596/h)
20241101-11:03:35 nb_validated 34 model 2 (finishes Fri 11:36 -- 4513/h)
20241101-11:03:52 nb_validated 50 model 0 (finishes Fri 11:40 -- 4033/h)
20241101-11:03:53 nb_validated 67 model 3 (finishes Fri 11:31 -- 5367/h)
20241101-11:04:11 nb_validated 96 model 0 (finishes Fri 11:30 -- 5507/h)
20241101-11:04:11 nb_validated 78 model 1 (finishes Fri 11:36 -- 4449/h)
20241101-11:04:29 nb_validated 109 model 2 (finishes Fri 11:34 -- 4857/h)
20241101-11:04:29 nb_validated 108 model 0 (finishes Fri 11:34 -- 4793/h)
20241101-11:04:47 nb_validated 138 model 3 (finishes Fri 11:32 -- 5023/h)
20241101-11:04:47 nb_validated 122 model 0 (finishes Fri 11:37 -- 4423/h)
20241101-11:05:05 nb_validated 160 model 3 (finishes Fri 11:33 -- 4931/h)
20241101-11:05:05 nb_validated 141 model 1 (finishes Fri 11:37 -- 4326/h)
20241101-11:05:23 nb_validated 183 model 1 (finishes Fri 11:33 -- 4883/h)
20241101-11:05:23 nb_validated 169 model 0 (finishes Fri 11:36 -- 4498/h)
20241101-11:05:40 nb_validated 203 model 0 (finishes Fri 11:34 -- 4788/h)
20241101-11:05:41 nb_validated 193 model 4 (finishes Fri 11:36 -- 4547/h)
20241101-11:05:58 nb_validated 214 model 4 (finishes Fri 11:36 -- 4524/h)
20241101-11:05:59 nb_validated 212 model 1 (finishes Fri 11:36 -- 4458/h)
20241101-11:06:16 nb_validated 231 model 4 (finishes Fri 11:37 -- 4421/h)
20241101-11:06:17 nb_validated 234 model 1 (finishes Fri 11:36 -- 4445/h)
20241101-11:06:34 nb_validated 264 model 1 (finishes Fri 11:35 -- 4612/h)
20241101-11:06:35 nb_validated 250 model 4 (finishes Fri 11:37 -- 4340/h)
20241101-11:06:52 nb_validated 285 model 3 (finishes Fri 11:35 -- 4579/h)
20241101-11:06:53 nb_validated 267 model 0 (finishes Fri 11:38 -- 4260/h)
20241101-11:07:10 nb_validated 297 model 2 (finishes Fri 11:37 -- 4419/h)
20241101-11:07:11 nb_validated 288 model 4 (finishes Fri 11:38 -- 4258/h)
20241101-11:07:27 nb_validated 319 model 0 (finishes Fri 11:37 -- 4422/h)
20241101-11:07:29 nb_validated 319 model 2 (finishes Fri 11:37 -- 4391/h)
20241101-11:07:46 nb_validated 335 model 0 (finishes Fri 11:37 -- 4342/h)
20241101-11:07:48 nb_validated 329 model 2 (finishes Fri 11:38 -- 4232/h)
20241101-11:08:03 nb_validated 358 model 4 (finishes Fri 11:37 -- 4363/h)
20241101-11:08:06 nb_validated 348 model 4 (finishes Fri 11:38 -- 4206/h)
20241101-11:08:21 nb_validated 382 model 2 (finishes Fri 11:37 -- 4391/h)
20241101-11:08:24 nb_validated 370 model 2 (finishes Fri 11:38 -- 4212/h)
20241101-11:08:39 nb_validated 414 model 1 (finishes Fri 11:36 -- 4498/h)
20241101-11:08:42 nb_validated 399 model 2 (finishes Fri 11:38 -- 4298/h)
20241101-11:08:57 nb_validated 443 model 3 (finishes Fri 11:36 -- 4562/h)
20241101-11:08:59 nb_validated 418 model 0 (finishes Fri 11:38 -- 4278/h)
20241101-11:09:15 nb_validated 471 model 1 (finishes Fri 11:35 -- 4613/h)
20241101-11:09:18 nb_validated 450 model 1 (finishes Fri 11:37 -- 4377/h)
20241101-11:09:34 nb_validated 502 model 1 (finishes Fri 11:35 -- 4682/h)
20241101-11:09:36 nb_validated 465 model 2 (finishes Fri 11:37 -- 4312/h)
20241101-11:09:52 nb_validated 520 model 1 (finishes Fri 11:35 -- 4630/h)
20241101-11:09:54 nb_validated 486 model 1 (finishes Fri 11:37 -- 4305/h)
20241101-11:10:10 nb_validated 544 model 0 (finishes Fri 11:35 -- 4638/h)
20241101-11:10:12 nb_validated 506 model 0 (finishes Fri 11:38 -- 4293/h)
20241101-11:10:28 nb_validated 563 model 4 (finishes Fri 11:35 -- 4604/h)
20241101-11:10:30 nb_validated 528 model 3 (finishes Fri 11:38 -- 4298/h)
20241101-11:10:46 nb_validated 576 model 2 (finishes Fri 11:36 -- 4525/h)
20241101-11:10:48 nb_validated 548 model 3 (finishes Fri 11:38 -- 4285/h)
20241101-11:11:04 nb_validated 588 model 0 (finishes Fri 11:36 -- 4448/h)
20241101-11:11:06 nb_validated 573 model 3 (finishes Fri 11:37 -- 4313/h)
20241101-11:11:22 nb_validated 610 model 1 (finishes Fri 11:36 -- 4443/h)
20241101-11:11:24 nb_validated 584 model 4 (finishes Fri 11:38 -- 4238/h)
20241101-11:11:40 nb_validated 625 model 3 (finishes Fri 11:37 -- 4396/h)
20241101-11:11:42 nb_validated 603 model 0 (finishes Fri 11:38 -- 4222/h)
20241101-11:11:58 nb_validated 648 model 0 (finishes Fri 11:37 -- 4403/h)
20241101-11:12:00 nb_validated 620 model 2 (finishes Fri 11:38 -- 4193/h)
20241101-11:12:15 nb_validated 673 model 4 (finishes Fri 11:37 -- 4425/h)
20241101-11:12:18 nb_validated 645 model 2 (finishes Fri 11:38 -- 4219/h)
20241101-11:12:33 nb_validated 695 model 1 (finishes Fri 11:37 -- 4423/h)
20241101-11:12:36 nb_validated 670 model 2 (finishes Fri 11:38 -- 4245/h)
20241101-11:12:51 nb_validated 719 model 3 (finishes Fri 11:36 -- 4436/h)
20241101-11:12:54 nb_validated 697 model 3 (finishes Fri 11:38 -- 4281/h)
20241101-11:13:09 nb_validated 739 model 4 (finishes Fri 11:37 -- 4425/h)
20241101-11:13:12 nb_validated 713 model 2 (finishes Fri 11:38 -- 4249/h)
20241101-11:13:27 nb_validated 766 model 0 (finishes Fri 11:36 -- 4452/h)
20241101-11:13:29 nb_validated 733 model 0 (finishes Fri 11:38 -- 4244/h)
20241101-11:13:45 nb_validated 789 model 1 (finishes Fri 11:36 -- 4455/h)
20241101-11:13:47 nb_validated 759 model 1 (finishes Fri 11:38 -- 4271/h)
20241101-11:14:03 nb_validated 814 model 2 (finishes Fri 11:36 -- 4469/h)
20241101-11:14:05 nb_validated 788 model 0 (finishes Fri 11:37 -- 4315/h)
20241101-11:14:21 nb_validated 840 model 3 (finishes Fri 11:36 -- 4490/h)
20241101-11:14:23 nb_validated 815 model 2 (finishes Fri 11:37 -- 4344/h)
20241101-11:14:39 nb_validated 863 model 4 (finishes Fri 11:36 -- 4497/h)
20241101-11:14:41 nb_validated 854 model 3 (finishes Fri 11:36 -- 4432/h)
20241101-11:14:56 nb_validated 883 model 4 (finishes Fri 11:36 -- 4486/h)
20241101-11:15:00 nb_validated 873 model 1 (finishes Fri 11:37 -- 4415/h)
20241101-11:15:14 nb_validated 899 model 0 (finishes Fri 11:36 -- 4455/h)
20241101-11:15:17 nb_validated 897 model 0 (finishes Fri 11:37 -- 4427/h)
20241101-11:15:32 nb_validated 922 model 3 (finishes Fri 11:36 -- 4459/h)
20241101-11:15:35 nb_validated 917 model 2 (finishes Fri 11:37 -- 4417/h)
20241101-11:15:50 nb_validated 954 model 1 (finishes Fri 11:36 -- 4506/h)
20241101-11:15:53 nb_validated 938 model 4 (finishes Fri 11:37 -- 4413/h)
20241101-11:16:08 nb_validated 982 model 3 (finishes Fri 11:36 -- 4530/h)
20241101-11:16:11 nb_validated 961 model 3 (finishes Fri 11:37 -- 4418/h)
20241101-11:16:26 nb_validated 1013 model 2 (finishes Fri 11:35 -- 4568/h)
20241101-11:16:29 nb_validated 983 model 4 (finishes Fri 11:37 -- 4419/h)
20241101-11:16:44 nb_validated 1038 model 3 (finishes Fri 11:35 -- 4577/h)
20241101-11:16:47 nb_validated 1010 model 2 (finishes Fri 11:36 -- 4440/h)
20241101-11:17:02 nb_validated 1063 model 1 (finishes Fri 11:35 -- 4587/h)
20241101-11:17:04 nb_validated 1030 model 4 (finishes Fri 11:36 -- 4432/h)
20241101-11:17:20 nb_validated 1080 model 4 (finishes Fri 11:36 -- 4564/h)
20241101-11:17:22 nb_validated 1051 model 4 (finishes Fri 11:37 -- 4429/h)
20241101-11:17:38 nb_validated 1100 model 0 (finishes Fri 11:36 -- 4552/h)
20241101-11:17:40 nb_validated 1064 model 0 (finishes Fri 11:37 -- 4392/h)
20241101-11:17:56 nb_validated 1126 model 3 (finishes Fri 11:35 -- 4566/h)
20241101-11:17:58 nb_validated 1084 model 0 (finishes Fri 11:37 -- 4385/h)
20241101-11:18:14 nb_validated 1144 model 0 (finishes Fri 11:36 -- 4547/h)
20241101-11:18:15 nb_validated 1112 model 0 (finishes Fri 11:37 -- 4410/h)
20241101-11:18:32 nb_validated 1171 model 1 (finishes Fri 11:36 -- 4561/h)
20241101-11:18:34 nb_validated 1137 model 2 (finishes Fri 11:37 -- 4421/h)
20241101-11:18:50 nb_validated 1190 model 2 (finishes Fri 11:36 -- 4548/h)
20241101-11:18:51 nb_validated 1154 model 4 (finishes Fri 11:37 -- 4403/h)
20241101-11:19:07 nb_validated 1210 model 0 (finishes Fri 11:36 -- 4539/h)
20241101-11:19:09 nb_validated 1181 model 3 (finishes Fri 11:37 -- 4422/h)
20241101-11:19:25 nb_validated 1228 model 4 (finishes Fri 11:36 -- 4522/h)
20241101-11:19:27 nb_validated 1206 model 2 (finishes Fri 11:36 -- 4432/h)
20241101-11:19:43 nb_validated 1239 model 4 (finishes Fri 11:36 -- 4482/h)
20241101-11:19:45 nb_validated 1231 model 3 (finishes Fri 11:36 -- 4443/h)
20241101-11:20:00 nb_validated 1260 model 4 (finishes Fri 11:36 -- 4479/h)
20241101-11:20:03 nb_validated 1250 model 1 (finishes Fri 11:36 -- 4431/h)
20241101-11:20:18 nb_validated 1289 model 0 (finishes Fri 11:36 -- 4502/h)
20241101-11:20:21 nb_validated 1267 model 3 (finishes Fri 11:37 -- 4413/h)
20241101-11:20:36 nb_validated 1323 model 3 (finishes Fri 11:36 -- 4542/h)
20241101-11:20:39 nb_validated 1296 model 3 (finishes Fri 11:36 -- 4437/h)
20241101-11:20:54 nb_validated 1344 model 0 (finishes Fri 11:36 -- 4538/h)
20241101-11:20:57 nb_validated 1319 model 3 (finishes Fri 11:36 -- 4441/h)
20241101-11:21:12 nb_validated 1368 model 2 (finishes Fri 11:36 -- 4541/h)
20241101-11:21:15 nb_validated 1343 model 4 (finishes Fri 11:36 -- 4447/h)
20241101-11:21:30 nb_validated 1393 model 2 (finishes Fri 11:36 -- 4548/h)
20241101-11:21:33 nb_validated 1363 model 4 (finishes Fri 11:36 -- 4441/h)
20241101-11:21:48 nb_validated 1409 model 2 (finishes Fri 11:36 -- 4526/h)
20241101-11:21:50 nb_validated 1382 model 4 (finishes Fri 11:36 -- 4431/h)
20241101-11:22:06 nb_validated 1431 model 4 (finishes Fri 11:36 -- 4525/h)
20241101-11:22:08 nb_validated 1406 model 3 (finishes Fri 11:36 -- 4437/h)
20241101-11:22:24 nb_validated 1456 model 2 (finishes Fri 11:36 -- 4531/h)
20241101-11:22:26 nb_validated 1427 model 2 (finishes Fri 11:36 -- 4434/h)
20241101-11:22:42 nb_validated 1475 model 3 (finishes Fri 11:36 -- 4521/h)
20241101-11:22:44 nb_validated 1451 model 4 (finishes Fri 11:36 -- 4439/h)
20241101-11:23:00 nb_validated 1493 model 4 (finishes Fri 11:36 -- 4508/h)
20241101-11:23:02 nb_validated 1468 model 4 (finishes Fri 11:37 -- 4425/h)
20241101-11:23:18 nb_validated 1518 model 0 (finishes Fri 11:36 -- 4515/h)
20241101-11:23:20 nb_validated 1491 model 2 (finishes Fri 11:37 -- 4426/h)
20241101-11:23:36 nb_validated 1537 model 3 (finishes Fri 11:36 -- 4505/h)
20241101-11:23:38 nb_validated 1510 model 3 (finishes Fri 11:37 -- 4417/h)
20241101-11:23:54 nb_validated 1553 model 2 (finishes Fri 11:36 -- 4486/h)
20241101-11:23:56 nb_validated 1536 model 2 (finishes Fri 11:37 -- 4428/h)
20241101-11:24:12 nb_validated 1576 model 1 (finishes Fri 11:36 -- 4488/h)
20241101-11:24:14 nb_validated 1554 model 4 (finishes Fri 11:37 -- 4417/h)
20241101-11:24:30 nb_validated 1600 model 1 (finishes Fri 11:36 -- 4492/h)
20241101-11:24:32 nb_validated 1578 model 3 (finishes Fri 11:37 -- 4422/h)
20241101-11:24:48 nb_validated 1624 model 0 (finishes Fri 11:36 -- 4497/h)
20241101-11:24:50 nb_validated 1601 model 1 (finishes Fri 11:37 -- 4424/h)
20241101-11:25:06 nb_validated 1644 model 3 (finishes Fri 11:36 -- 4489/h)
20241101-11:25:08 nb_validated 1613 model 0 (finishes Fri 11:37 -- 4397/h)
20241101-11:25:25 nb_validated 1666 model 1 (finishes Fri 11:36 -- 4486/h)
20241101-11:25:26 nb_validated 1638 model 0 (finishes Fri 11:37 -- 4405/h)
20241101-11:25:43 nb_validated 1687 model 0 (finishes Fri 11:36 -- 4482/h)
20241101-11:25:44 nb_validated 1661 model 4 (finishes Fri 11:37 -- 4408/h)
20241101-11:26:01 nb_validated 1716 model 2 (finishes Fri 11:36 -- 4498/h)
20241101-11:26:02 nb_validated 1692 model 1 (finishes Fri 11:36 -- 4432/h)
20241101-11:26:19 nb_validated 1730 model 1 (finishes Fri 11:36 -- 4477/h)
20241101-11:26:20 nb_validated 1708 model 4 (finishes Fri 11:37 -- 4417/h)
20241101-11:26:37 nb_validated 1750 model 2 (finishes Fri 11:36 -- 4471/h)
20241101-11:26:38 nb_validated 1721 model 3 (finishes Fri 11:37 -- 4394/h)
20241101-11:26:55 nb_validated 1769 model 0 (finishes Fri 11:36 -- 4462/h)
20241101-11:26:55 nb_validated 1741 model 0 (finishes Fri 11:37 -- 4390/h)
20241101-11:27:13 nb_validated 1785 model 2 (finishes Fri 11:36 -- 4446/h)
20241101-11:27:13 nb_validated 1767 model 1 (finishes Fri 11:37 -- 4400/h)
20241101-11:27:31 nb_validated 1810 model 3 (finishes Fri 11:36 -- 4454/h)
20241101-11:27:31 nb_validated 1790 model 1 (finishes Fri 11:37 -- 4403/h)
20241101-11:27:48 nb_validated 1826 model 0 (finishes Fri 11:36 -- 4440/h)
20241101-11:27:49 nb_validated 1807 model 2 (finishes Fri 11:37 -- 4390/h)
20241101-11:28:06 nb_validated 1852 model 3 (finishes Fri 11:36 -- 4450/h)
20241101-11:28:07 nb_validated 1831 model 1 (finishes Fri 11:37 -- 4395/h)
20241101-11:28:24 nb_validated 1873 model 3 (finishes Fri 11:36 -- 4447/h)
20241101-11:28:25 nb_validated 1850 model 0 (finishes Fri 11:37 -- 4389/h)
20241101-11:28:42 nb_validated 1896 model 1 (finishes Fri 11:36 -- 4449/h)
20241101-11:28:43 nb_validated 1864 model 3 (finishes Fri 11:37 -- 4371/h)
20241101-11:28:59 nb_validated 1911 model 3 (finishes Fri 11:36 -- 4433/h)
20241101-11:29:01 nb_validated 1883 model 2 (finishes Fri 11:37 -- 4364/h)
20241101-11:29:17 nb_validated 1941 model 3 (finishes Fri 11:36 -- 4452/h)
20241101-11:29:19 nb_validated 1903 model 1 (finishes Fri 11:37 -- 4360/h)
20241101-11:29:36 nb_validated 1966 model 1 (finishes Fri 11:36 -- 4457/h)
20241101-11:29:37 nb_validated 1917 model 2 (finishes Fri 11:37 -- 4341/h)
20241101-11:29:54 nb_validated 1988 model 1 (finishes Fri 11:36 -- 4456/h)
20241101-11:29:56 nb_validated 1941 model 1 (finishes Fri 11:37 -- 4345/h)
20241101-11:30:12 nb_validated 2006 model 1 (finishes Fri 11:36 -- 4447/h)
20241101-11:30:14 nb_validated 1961 model 3 (finishes Fri 11:37 -- 4342/h)
20241101-11:30:30 nb_validated 2032 model 2 (finishes Fri 11:36 -- 4455/h)
20241101-11:30:31 nb_validated 1979 model 0 (finishes Fri 11:37 -- 4335/h)
20241101-11:30:48 nb_validated 2058 model 2 (finishes Fri 11:36 -- 4463/h)
20241101-11:30:49 nb_validated 1998 model 4 (finishes Fri 11:37 -- 4329/h)
20241101-11:31:06 nb_validated 2077 model 2 (finishes Fri 11:36 -- 4455/h)
20241101-11:31:07 nb_validated 2034 model 2 (finishes Fri 11:37 -- 4359/h)
20241101-11:31:24 nb_validated 2090 model 2 (finishes Fri 11:36 -- 4436/h)
20241101-11:31:25 nb_validated 2052 model 4 (finishes Fri 11:37 -- 4352/h)
20241101-11:31:42 nb_validated 2107 model 0 (finishes Fri 11:37 -- 4425/h)
20241101-11:31:43 nb_validated 2069 model 4 (finishes Fri 11:37 -- 4343/h)
20241101-11:31:59 nb_validated 2123 model 0 (finishes Fri 11:37 -- 4413/h)
20241101-11:32:00 nb_validated 2091 model 3 (finishes Fri 11:37 -- 4345/h)
20241101-11:32:18 nb_validated 2146 model 3 (finishes Fri 11:37 -- 4415/h)
20241101-11:32:18 nb_validated 2115 model 1 (finishes Fri 11:37 -- 4349/h)
20241101-11:32:36 nb_validated 2173 model 2 (finishes Fri 11:37 -- 4425/h)
20241101-11:32:36 nb_validated 2133 model 4 (finishes Fri 11:37 -- 4343/h)
20241101-11:32:53 nb_validated 2194 model 0 (finishes Fri 11:37 -- 4423/h)
20241101-11:32:54 nb_validated 2152 model 3 (finishes Fri 11:37 -- 4337/h)
20241101-11:33:11 nb_validated 2205 model 4 (finishes Fri 11:37 -- 4403/h)
20241101-11:33:12 nb_validated 2176 model 3 (finishes Fri 11:37 -- 4341/h)
20241101-11:33:29 nb_validated 2231 model 2 (finishes Fri 11:37 -- 4410/h)
20241101-11:33:30 nb_validated 2201 model 3 (finishes Fri 11:37 -- 4348/h)
20241101-11:33:46 nb_validated 2254 model 0 (finishes Fri 11:37 -- 4413/h)
20241101-11:33:48 nb_validated 2233 model 2 (finishes Fri 11:37 -- 4367/h)
20241101-11:34:04 nb_validated 2286 model 3 (finishes Fri 11:36 -- 4432/h)
20241101-11:34:06 nb_validated 2247 model 2 (finishes Fri 11:37 -- 4353/h)
20241101-11:34:22 nb_validated 2306 model 4 (finishes Fri 11:37 -- 4429/h)
20241101-11:34:23 nb_validated 2275 model 4 (finishes Fri 11:37 -- 4366/h)
20241101-11:34:40 nb_validated 2323 model 2 (finishes Fri 11:37 -- 4419/h)
20241101-11:34:41 nb_validated 2293 model 2 (finishes Fri 11:37 -- 4359/h)
20241101-11:34:58 nb_validated 2342 model 2 (finishes Fri 11:37 -- 4413/h)
20241101-11:34:59 nb_validated 2311 model 4 (finishes Fri 11:37 -- 4352/h)
20241101-11:35:16 nb_validated 2361 model 0 (finishes Fri 11:37 -- 4408/h)
20241101-11:35:17 nb_validated 2330 model 2 (finishes Fri 11:37 -- 4347/h)
20241101-11:35:34 nb_validated 2385 model 1 (finishes Fri 11:37 -- 4411/h)
20241101-11:35:35 nb_validated 2355 model 0 (finishes Fri 11:37 -- 4353/h)
20241101-11:35:52 nb_validated 2403 model 0 (finishes Fri 11:37 -- 4403/h)
20241101-11:35:53 nb_validated 2385 model 1 (finishes Fri 11:37 -- 4368/h)
20241101-11:36:11 nb_validated 2432 model 1 (finishes Fri 11:37 -- 4415/h)
20241101-11:36:11 nb_validated 2398 model 3 (finishes Fri 11:37 -- 4352/h)
20241101-11:36:28 nb_validated 2454 model 4 (finishes Fri 11:37 -- 4416/h)
20241101-11:36:29 nb_validated 2425 model 1 (finishes Fri 11:37 -- 4361/h)
20241101-11:36:46 nb_validated 2481 model 1 (finishes Fri 11:37 -- 4425/h)
20241101-11:36:47 nb_validated 2447 model 1 (finishes Fri 11:37 -- 4361/h)
20241101-11:37:04 nb_validated 2498 model 4 (finishes Fri 11:37 -- 4416/h)
20241101-11:37:05 nb_validated 2466 model 2 (finishes Fri 11:37 -- 4356/h)
20241101-11:37:13 generate_c_quizz_speed 4414/h
20241101-11:37:23 nb_validated 2485 model 1 (finishes Fri 11:37 -- 4352/h)
20241101-11:37:41 nb_validated 2508 model 3 (finishes now! -- 4355/h)
20241101-11:37:41 generate_c_quizz_speed 4355/h
20241101-11:37:49 wrote culture_c_quiz_0393.png
20241101-11:37:49 generated_c_quizzes torch.Size([5016, 400])
20241101-11:53:01 nb_c_quizzes 50000
20241101-11:53:01 weakest_accuracies [0, 0]
20241101-11:53:01 dummy_rand tensor([0.4041])
20241101-11:53:01 dummy_rand tensor([0.7320])
20241101-11:53:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-11:53:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-11:55:33 train_loss 393 model 0 0.030483765602111815
20241101-11:55:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:55:33 train_loss 393 model 1 0.030457042694091798
20241101-11:55:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:55:35 test_loss 393 model 0 0.021951460838317872
20241101-11:55:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:55:35 test_loss 393 model 1 0.017672653198242187
20241101-11:55:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:55:38 test_accuracy 393 model 0 nb_correct 2429 / 2500 (97.16%)
20241101-11:55:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-11:55:38 test_accuracy 393 model 1 nb_correct 2463 / 2500 (98.52%)
20241101-11:55:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-11:55:47 wrote ae_*.pth
20241101-11:55:47 epoch_duration 52min39s next_finish 12:48:27
20241101-11:55:47 wrote state.pth
20241101-11:55:47 --- epoch 394 ----------------------------------------
20241101-11:55:47 current_test_accuracies 0.9716 0.9852 0.0000 0.0000 0.0000
20241101-11:55:47 nb_c_quizzes 50000
20241101-11:55:47 weakest_accuracies [0, 0]
20241101-11:55:47 dummy_rand tensor([0.1716])
20241101-11:55:47 dummy_rand tensor([0.2719])
20241101-11:55:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-11:55:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-11:58:19 train_loss 394 model 2 0.030067564964294434
20241101-11:58:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:58:19 train_loss 394 model 3 0.03035528564453125
20241101-11:58:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:58:22 test_loss 394 model 2 0.01697151184082031
20241101-11:58:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:58:22 test_loss 394 model 3 0.01859130859375
20241101-11:58:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-11:58:24 test_accuracy 394 model 2 nb_correct 2454 / 2500 (98.16%)
20241101-11:58:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-11:58:24 test_accuracy 394 model 3 nb_correct 2428 / 2500 (97.12%)
20241101-11:58:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-11:58:33 wrote ae_*.pth
20241101-11:58:33 epoch_duration 2min46s next_finish 12:01:20
20241101-11:58:34 wrote state.pth
20241101-11:58:34 --- epoch 395 ----------------------------------------
20241101-11:58:34 current_test_accuracies 0.9716 0.9852 0.9816 0.9712 0.0000
20241101-11:58:34 nb_c_quizzes 50000
20241101-11:58:34 weakest_accuracies [0, 0.9712]
20241101-11:58:34 dummy_rand tensor([0.2757])
20241101-11:58:34 dummy_rand tensor([0.2792])
20241101-11:58:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-11:58:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-12:01:05 train_loss 395 model 3 0.030444843292236328
20241101-12:01:05 train_loss 395 model 4 0.030778518676757814
20241101-12:01:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:01:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:01:08 test_loss 395 model 3 0.02148442268371582
20241101-12:01:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:01:08 test_loss 395 model 4 0.020065619945526122
20241101-12:01:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:01:10 test_accuracy 395 model 4 nb_correct 2434 / 2500 (97.36%)
20241101-12:01:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-12:01:10 test_accuracy 395 model 3 nb_correct 2448 / 2500 (97.92%)
20241101-12:01:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-12:01:20 wrote ae_*.pth
20241101-12:01:20 epoch_duration 2min46s next_finish 12:04:06
20241101-12:01:20 wrote state.pth
20241101-12:01:20 --- epoch 396 ----------------------------------------
20241101-12:01:20 current_test_accuracies 0.9716 0.9852 0.9816 0.9792 0.9736
20241101-12:01:20 dummy_rand tensor([0.0557])
20241101-12:01:20 dummy_rand tensor([0.1227])
20241101-12:01:29 nb_validated 3 model 0 (finishes Fri 14:04 -- 1221/h)
20241101-12:01:29 nb_validated 12 model 1 (finishes Fri 12:32 -- 4830/h)
20241101-12:01:47 nb_validated 17 model 0 (finishes Fri 13:06 -- 2296/h)
20241101-12:01:47 nb_validated 45 model 1 (finishes Fri 12:26 -- 6019/h)
20241101-12:02:04 nb_validated 40 model 3 (finishes Fri 12:47 -- 3267/h)
20241101-12:02:04 nb_validated 62 model 4 (finishes Fri 12:31 -- 5003/h)
20241101-12:02:22 nb_validated 61 model 3 (finishes Fri 12:43 -- 3560/h)
20241101-12:02:22 nb_validated 74 model 4 (finishes Fri 12:36 -- 4269/h)
20241101-12:02:39 nb_validated 82 model 1 (finishes Fri 12:41 -- 3713/h)
20241101-12:02:40 nb_validated 95 model 1 (finishes Fri 12:36 -- 4262/h)
20241101-12:02:57 nb_validated 104 model 2 (finishes Fri 12:40 -- 3850/h)
20241101-12:02:58 nb_validated 124 model 3 (finishes Fri 12:34 -- 4558/h)
20241101-12:03:15 nb_validated 135 model 0 (finishes Fri 12:36 -- 4231/h)
20241101-12:03:15 nb_validated 154 model 0 (finishes Fri 12:32 -- 4801/h)
20241101-12:03:32 nb_validated 156 model 3 (finishes Fri 12:36 -- 4238/h)
20241101-12:03:33 nb_validated 172 model 2 (finishes Fri 12:33 -- 4641/h)
20241101-12:03:49 nb_validated 174 model 0 (finishes Fri 12:37 -- 4191/h)
20241101-12:03:50 nb_validated 188 model 3 (finishes Fri 12:34 -- 4495/h)
20241101-12:04:06 nb_validated 190 model 0 (finishes Fri 12:37 -- 4109/h)
20241101-12:04:08 nb_validated 201 model 0 (finishes Fri 12:36 -- 4305/h)
20241101-12:04:24 nb_validated 208 model 1 (finishes Fri 12:38 -- 4064/h)
20241101-12:04:25 nb_validated 223 model 3 (finishes Fri 12:35 -- 4332/h)
20241101-12:04:42 nb_validated 227 model 4 (finishes Fri 12:38 -- 4045/h)
20241101-12:04:43 nb_validated 246 model 1 (finishes Fri 12:35 -- 4366/h)
20241101-12:05:00 nb_validated 255 model 3 (finishes Fri 12:37 -- 4177/h)
20241101-12:05:00 nb_validated 272 model 3 (finishes Fri 12:35 -- 4455/h)
20241101-12:05:17 nb_validated 270 model 0 (finishes Fri 12:37 -- 4098/h)
20241101-12:05:18 nb_validated 307 model 4 (finishes Fri 12:33 -- 4646/h)
20241101-12:05:35 nb_validated 297 model 0 (finishes Fri 12:37 -- 4195/h)
20241101-12:05:35 nb_validated 325 model 0 (finishes Fri 12:34 -- 4589/h)
20241101-12:05:52 nb_validated 315 model 3 (finishes Fri 12:37 -- 4166/h)
20241101-12:05:53 nb_validated 352 model 1 (finishes Fri 12:33 -- 4647/h)
20241101-12:06:10 nb_validated 345 model 4 (finishes Fri 12:36 -- 4282/h)
20241101-12:06:10 nb_validated 383 model 3 (finishes Fri 12:32 -- 4754/h)
20241101-12:06:28 nb_validated 417 model 4 (finishes Fri 12:32 -- 4878/h)
20241101-12:06:28 nb_validated 370 model 4 (finishes Fri 12:35 -- 4328/h)
20241101-12:06:45 nb_validated 432 model 3 (finishes Fri 12:32 -- 4786/h)
20241101-12:06:45 nb_validated 404 model 1 (finishes Fri 12:34 -- 4467/h)
20241101-12:07:03 nb_validated 463 model 2 (finishes Fri 12:32 -- 4856/h)
20241101-12:07:04 nb_validated 437 model 2 (finishes Fri 12:34 -- 4578/h)
20241101-12:07:21 nb_validated 488 model 1 (finishes Fri 12:32 -- 4870/h)
20241101-12:07:21 nb_validated 453 model 4 (finishes Fri 12:34 -- 4516/h)
20241101-12:07:38 nb_validated 514 model 3 (finishes Fri 12:32 -- 4891/h)
20241101-12:07:39 nb_validated 470 model 2 (finishes Fri 12:34 -- 4466/h)
20241101-12:07:56 nb_validated 494 model 1 (finishes Fri 12:34 -- 4487/h)
20241101-12:07:57 nb_validated 555 model 2 (finishes Fri 12:31 -- 5037/h)
20241101-12:08:14 nb_validated 532 model 2 (finishes Fri 12:33 -- 4622/h)
20241101-12:08:14 nb_validated 575 model 2 (finishes Fri 12:31 -- 4995/h)
20241101-12:08:32 nb_validated 599 model 1 (finishes Fri 12:31 -- 4991/h)
20241101-12:08:32 nb_validated 557 model 2 (finishes Fri 12:33 -- 4636/h)
20241101-12:08:50 nb_validated 620 model 1 (finishes Fri 12:31 -- 4961/h)
20241101-12:08:50 nb_validated 590 model 4 (finishes Fri 12:33 -- 4716/h)
20241101-12:09:08 nb_validated 640 model 4 (finishes Fri 12:31 -- 4925/h)
20241101-12:09:08 nb_validated 618 model 2 (finishes Fri 12:32 -- 4750/h)
20241101-12:09:25 nb_validated 664 model 3 (finishes Fri 12:31 -- 4930/h)
20241101-12:09:26 nb_validated 648 model 2 (finishes Fri 12:32 -- 4797/h)
20241101-12:09:42 nb_validated 684 model 0 (finishes Fri 12:31 -- 4901/h)
20241101-12:09:44 nb_validated 659 model 4 (finishes Fri 12:33 -- 4710/h)
20241101-12:10:00 nb_validated 714 model 1 (finishes Fri 12:31 -- 4939/h)
20241101-12:10:01 nb_validated 677 model 0 (finishes Fri 12:33 -- 4675/h)
20241101-12:10:19 nb_validated 697 model 4 (finishes Fri 12:33 -- 4658/h)
20241101-12:10:19 nb_validated 738 model 2 (finishes Fri 12:31 -- 4931/h)
20241101-12:10:36 nb_validated 729 model 2 (finishes Fri 12:33 -- 4716/h)
20241101-12:10:36 nb_validated 767 model 4 (finishes Fri 12:31 -- 4961/h)
20241101-12:10:54 nb_validated 743 model 0 (finishes Fri 12:33 -- 4661/h)
20241101-12:10:54 nb_validated 806 model 1 (finishes Fri 12:31 -- 5050/h)
20241101-12:11:11 nb_validated 766 model 4 (finishes Fri 12:33 -- 4661/h)
20241101-12:11:12 nb_validated 827 model 2 (finishes Fri 12:31 -- 5027/h)
20241101-12:11:29 nb_validated 793 model 4 (finishes Fri 12:33 -- 4684/h)
20241101-12:11:30 nb_validated 845 model 0 (finishes Fri 12:31 -- 4988/h)
20241101-12:11:47 nb_validated 823 model 0 (finishes Fri 12:33 -- 4723/h)
20241101-12:11:47 nb_validated 863 model 3 (finishes Fri 12:31 -- 4951/h)
20241101-12:12:04 nb_validated 884 model 3 (finishes Fri 12:31 -- 4939/h)
20241101-12:12:05 nb_validated 862 model 2 (finishes Fri 12:32 -- 4807/h)
20241101-12:12:22 nb_validated 900 model 4 (finishes Fri 12:31 -- 4892/h)
20241101-12:12:23 nb_validated 889 model 0 (finishes Fri 12:32 -- 4825/h)
20241101-12:12:40 nb_validated 922 model 3 (finishes Fri 12:32 -- 4883/h)
20241101-12:12:41 nb_validated 917 model 2 (finishes Fri 12:32 -- 4847/h)
20241101-12:12:57 nb_validated 940 model 4 (finishes Fri 12:32 -- 4852/h)
20241101-12:12:58 nb_validated 928 model 4 (finishes Fri 12:32 -- 4784/h)
20241101-12:13:16 nb_validated 968 model 2 (finishes Fri 12:32 -- 4868/h)
20241101-12:13:16 nb_validated 968 model 2 (finishes Fri 12:32 -- 4864/h)
20241101-12:13:34 nb_validated 999 model 2 (finishes Fri 12:31 -- 4900/h)
20241101-12:13:34 nb_validated 994 model 2 (finishes Fri 12:32 -- 4872/h)
20241101-12:13:51 nb_validated 1021 model 4 (finishes Fri 12:31 -- 4892/h)
20241101-12:13:52 nb_validated 1019 model 3 (finishes Fri 12:32 -- 4880/h)
20241101-12:14:09 nb_validated 1040 model 0 (finishes Fri 12:32 -- 4870/h)
20241101-12:14:09 nb_validated 1053 model 1 (finishes Fri 12:31 -- 4930/h)
20241101-12:14:26 nb_validated 1058 model 4 (finishes Fri 12:32 -- 4845/h)
20241101-12:14:26 nb_validated 1078 model 4 (finishes Fri 12:31 -- 4936/h)
20241101-12:14:43 nb_validated 1089 model 3 (finishes Fri 12:32 -- 4882/h)
20241101-12:14:43 nb_validated 1075 model 0 (finishes Fri 12:32 -- 4818/h)
20241101-12:15:00 nb_validated 1111 model 0 (finishes Fri 12:32 -- 4875/h)
20241101-12:15:01 nb_validated 1103 model 2 (finishes Fri 12:32 -- 4835/h)
20241101-12:15:18 nb_validated 1141 model 4 (finishes Fri 12:31 -- 4898/h)
20241101-12:15:19 nb_validated 1126 model 2 (finishes Fri 12:32 -- 4830/h)
20241101-12:15:36 nb_validated 1171 model 2 (finishes Fri 12:31 -- 4923/h)
20241101-12:15:36 nb_validated 1144 model 3 (finishes Fri 12:32 -- 4808/h)
20241101-12:15:53 nb_validated 1160 model 3 (finishes Fri 12:32 -- 4784/h)
20241101-12:15:54 nb_validated 1196 model 3 (finishes Fri 12:31 -- 4927/h)
20241101-12:16:10 nb_validated 1185 model 1 (finishes Fri 12:32 -- 4791/h)
20241101-12:16:11 nb_validated 1208 model 4 (finishes Fri 12:32 -- 4878/h)
20241101-12:16:28 nb_validated 1209 model 1 (finishes Fri 12:32 -- 4793/h)
20241101-12:16:28 nb_validated 1223 model 3 (finishes Fri 12:32 -- 4847/h)
20241101-12:16:45 nb_validated 1231 model 3 (finishes Fri 12:32 -- 4788/h)
20241101-12:16:46 nb_validated 1256 model 0 (finishes Fri 12:32 -- 4880/h)
20241101-12:17:03 nb_validated 1264 model 0 (finishes Fri 12:32 -- 4825/h)
20241101-12:17:03 nb_validated 1280 model 3 (finishes Fri 12:32 -- 4883/h)
20241101-12:17:21 nb_validated 1276 model 0 (finishes Fri 12:32 -- 4781/h)
20241101-12:17:21 nb_validated 1302 model 0 (finishes Fri 12:32 -- 4878/h)
20241101-12:17:38 nb_validated 1296 model 3 (finishes Fri 12:32 -- 4770/h)
20241101-12:17:39 nb_validated 1327 model 2 (finishes Fri 12:32 -- 4880/h)
20241101-12:17:55 nb_validated 1314 model 0 (finishes Fri 12:32 -- 4751/h)
20241101-12:17:56 nb_validated 1349 model 3 (finishes Fri 12:32 -- 4874/h)
20241101-12:18:13 nb_validated 1336 model 3 (finishes Fri 12:32 -- 4748/h)
20241101-12:18:14 nb_validated 1378 model 1 (finishes Fri 12:31 -- 4893/h)
20241101-12:18:30 nb_validated 1354 model 1 (finishes Fri 12:33 -- 4730/h)
20241101-12:18:31 nb_validated 1407 model 4 (finishes Fri 12:31 -- 4910/h)
20241101-12:18:48 nb_validated 1373 model 4 (finishes Fri 12:33 -- 4716/h)
20241101-12:18:49 nb_validated 1440 model 2 (finishes Fri 12:31 -- 4939/h)
20241101-12:19:05 nb_validated 1393 model 4 (finishes Fri 12:33 -- 4706/h)
20241101-12:19:07 nb_validated 1459 model 0 (finishes Fri 12:31 -- 4922/h)
20241101-12:19:23 nb_validated 1426 model 2 (finishes Fri 12:32 -- 4739/h)
20241101-12:19:24 nb_validated 1477 model 3 (finishes Fri 12:31 -- 4903/h)
20241101-12:19:41 nb_validated 1453 model 0 (finishes Fri 12:32 -- 4752/h)
20241101-12:19:42 nb_validated 1503 model 1 (finishes Fri 12:31 -- 4910/h)
20241101-12:19:58 nb_validated 1470 model 1 (finishes Fri 12:33 -- 4731/h)
20241101-12:19:59 nb_validated 1525 model 3 (finishes Fri 12:31 -- 4907/h)
20241101-12:20:16 nb_validated 1490 model 4 (finishes Fri 12:33 -- 4723/h)
20241101-12:20:16 nb_validated 1549 model 0 (finishes Fri 12:31 -- 4908/h)
20241101-12:20:33 nb_validated 1565 model 4 (finishes Fri 12:32 -- 4883/h)
20241101-12:20:34 nb_validated 1518 model 1 (finishes Fri 12:33 -- 4736/h)
20241101-12:20:51 nb_validated 1591 model 0 (finishes Fri 12:32 -- 4891/h)
20241101-12:20:51 nb_validated 1546 model 4 (finishes Fri 12:32 -- 4750/h)
20241101-12:21:09 nb_validated 1614 model 4 (finishes Fri 12:32 -- 4887/h)
20241101-12:21:09 nb_validated 1565 model 4 (finishes Fri 12:33 -- 4737/h)
20241101-12:21:26 nb_validated 1632 model 0 (finishes Fri 12:32 -- 4871/h)
20241101-12:21:26 nb_validated 1584 model 3 (finishes Fri 12:33 -- 4726/h)
20241101-12:21:44 nb_validated 1664 model 4 (finishes Fri 12:31 -- 4895/h)
20241101-12:21:44 nb_validated 1613 model 2 (finishes Fri 12:32 -- 4743/h)
20241101-12:22:01 nb_validated 1681 model 4 (finishes Fri 12:32 -- 4874/h)
20241101-12:22:02 nb_validated 1636 model 0 (finishes Fri 12:32 -- 4743/h)
20241101-12:22:18 nb_validated 1651 model 3 (finishes Fri 12:33 -- 4722/h)
20241101-12:22:19 nb_validated 1709 model 1 (finishes Fri 12:32 -- 4886/h)
20241101-12:22:35 nb_validated 1662 model 0 (finishes Fri 12:33 -- 4690/h)
20241101-12:22:36 nb_validated 1726 model 3 (finishes Fri 12:32 -- 4868/h)
20241101-12:22:54 nb_validated 1695 model 2 (finishes Fri 12:33 -- 4716/h)
20241101-12:22:54 nb_validated 1740 model 1 (finishes Fri 12:32 -- 4841/h)
20241101-12:23:11 nb_validated 1754 model 3 (finishes Fri 12:32 -- 4817/h)
20241101-12:23:11 nb_validated 1728 model 0 (finishes Fri 12:32 -- 4743/h)
20241101-12:23:28 nb_validated 1773 model 3 (finishes Fri 12:32 -- 4807/h)
20241101-12:23:29 nb_validated 1751 model 2 (finishes Fri 12:32 -- 4742/h)
20241101-12:23:46 nb_validated 1805 model 1 (finishes Fri 12:32 -- 4828/h)
20241101-12:23:47 nb_validated 1783 model 2 (finishes Fri 12:32 -- 4764/h)
20241101-12:24:03 nb_validated 1827 model 0 (finishes Fri 12:32 -- 4824/h)
20241101-12:24:05 nb_validated 1816 model 2 (finishes Fri 12:32 -- 4789/h)
20241101-12:24:20 nb_validated 1840 model 0 (finishes Fri 12:32 -- 4797/h)
20241101-12:24:22 nb_validated 1835 model 4 (finishes Fri 12:32 -- 4779/h)
20241101-12:24:38 nb_validated 1863 model 1 (finishes Fri 12:32 -- 4795/h)
20241101-12:24:40 nb_validated 1867 model 2 (finishes Fri 12:32 -- 4799/h)
20241101-12:24:57 nb_validated 1892 model 1 (finishes Fri 12:32 -- 4807/h)
20241101-12:24:58 nb_validated 1893 model 1 (finishes Fri 12:32 -- 4806/h)
20241101-12:25:14 nb_validated 1928 model 1 (finishes Fri 12:32 -- 4838/h)
20241101-12:25:15 nb_validated 1917 model 2 (finishes Fri 12:32 -- 4807/h)
20241101-12:25:32 nb_validated 1959 model 0 (finishes Fri 12:32 -- 4856/h)
20241101-12:25:33 nb_validated 1954 model 2 (finishes Fri 12:32 -- 4840/h)
20241101-12:25:50 nb_validated 1991 model 1 (finishes Fri 12:32 -- 4875/h)
20241101-12:25:51 nb_validated 1975 model 0 (finishes Fri 12:32 -- 4834/h)
20241101-12:26:07 nb_validated 2019 model 1 (finishes Fri 12:32 -- 4886/h)
20241101-12:26:09 nb_validated 2002 model 1 (finishes Fri 12:32 -- 4841/h)
20241101-12:26:25 nb_validated 2042 model 3 (finishes Fri 12:32 -- 4884/h)
20241101-12:26:26 nb_validated 2025 model 2 (finishes Fri 12:32 -- 4840/h)
20241101-12:26:42 nb_validated 2061 model 3 (finishes Fri 12:32 -- 4874/h)
20241101-12:26:43 nb_validated 2040 model 3 (finishes Fri 12:32 -- 4821/h)
20241101-12:27:00 nb_validated 2093 model 0 (finishes Fri 12:31 -- 4893/h)
20241101-12:27:01 nb_validated 2060 model 4 (finishes Fri 12:32 -- 4812/h)
20241101-12:27:18 nb_validated 2128 model 2 (finishes Fri 12:31 -- 4917/h)
20241101-12:27:19 nb_validated 2088 model 4 (finishes Fri 12:32 -- 4821/h)
20241101-12:27:36 nb_validated 2165 model 2 (finishes Fri 12:31 -- 4944/h)
20241101-12:27:36 nb_validated 2108 model 4 (finishes Fri 12:32 -- 4813/h)
20241101-12:27:54 nb_validated 2123 model 4 (finishes Fri 12:32 -- 4794/h)
20241101-12:27:54 nb_validated 2193 model 4 (finishes Fri 12:31 -- 4952/h)
20241101-12:28:12 nb_validated 2145 model 4 (finishes Fri 12:32 -- 4790/h)
20241101-12:28:12 nb_validated 2220 model 1 (finishes Fri 12:31 -- 4957/h)
20241101-12:28:30 nb_validated 2245 model 4 (finishes Fri 12:31 -- 4958/h)
20241101-12:28:30 nb_validated 2166 model 1 (finishes Fri 12:32 -- 4783/h)
20241101-12:28:47 nb_validated 2259 model 0 (finishes Fri 12:31 -- 4937/h)
20241101-12:28:47 nb_validated 2185 model 4 (finishes Fri 12:32 -- 4774/h)
20241101-12:29:05 nb_validated 2290 model 1 (finishes Fri 12:31 -- 4951/h)
20241101-12:29:05 nb_validated 2217 model 4 (finishes Fri 12:32 -- 4792/h)
20241101-12:29:23 nb_validated 2316 model 4 (finishes Fri 12:31 -- 4954/h)
20241101-12:29:23 nb_validated 2253 model 0 (finishes Fri 12:32 -- 4818/h)
20241101-12:29:40 nb_validated 2339 model 2 (finishes Fri 12:31 -- 4951/h)
20241101-12:29:41 nb_validated 2274 model 1 (finishes Fri 12:32 -- 4812/h)
20241101-12:29:58 nb_validated 2361 model 2 (finishes Fri 12:31 -- 4946/h)
20241101-12:29:59 nb_validated 2301 model 3 (finishes Fri 12:32 -- 4819/h)
20241101-12:30:16 nb_validated 2389 model 1 (finishes Fri 12:31 -- 4953/h)
20241101-12:30:16 nb_validated 2322 model 1 (finishes Fri 12:32 -- 4813/h)
20241101-12:30:34 nb_validated 2340 model 4 (finishes Fri 12:32 -- 4803/h)
20241101-12:30:34 nb_validated 2418 model 1 (finishes Fri 12:31 -- 4962/h)
20241101-12:30:51 nb_validated 2436 model 0 (finishes Fri 12:31 -- 4950/h)
20241101-12:30:52 nb_validated 2370 model 2 (finishes Fri 12:32 -- 4815/h)
20241101-12:31:09 nb_validated 2458 model 1 (finishes Fri 12:31 -- 4945/h)
20241101-12:31:10 nb_validated 2401 model 2 (finishes Fri 12:32 -- 4829/h)
20241101-12:31:27 nb_validated 2474 model 3 (finishes Fri 12:31 -- 4929/h)
20241101-12:31:27 nb_validated 2430 model 0 (finishes Fri 12:32 -- 4840/h)
20241101-12:31:44 nb_validated 2495 model 0 (finishes Fri 12:31 -- 4923/h)
20241101-12:31:45 nb_validated 2448 model 0 (finishes Fri 12:32 -- 4829/h)
20241101-12:31:53 generate_c_quizz_speed 4932/h
20241101-12:32:02 nb_validated 2466 model 3 (finishes Fri 12:32 -- 4818/h)
20241101-12:32:19 nb_validated 2488 model 3 (finishes Fri 12:32 -- 4818/h)
20241101-12:32:27 generate_c_quizz_speed 4819/h
20241101-12:32:36 wrote culture_c_quiz_0396.png
20241101-12:32:36 generated_c_quizzes torch.Size([5012, 400])
20241101-12:47:48 nb_c_quizzes 50000
20241101-12:47:48 weakest_accuracies [0, 0]
20241101-12:47:48 dummy_rand tensor([0.6018])
20241101-12:47:48 dummy_rand tensor([0.3938])
20241101-12:47:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-12:47:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-12:50:19 train_loss 396 model 0 0.03250840377807617
20241101-12:50:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:50:19 train_loss 396 model 1 0.03202745628356934
20241101-12:50:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:50:22 test_loss 396 model 0 0.018803367614746092
20241101-12:50:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:50:22 test_loss 396 model 1 0.01985506057739258
20241101-12:50:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:50:24 test_accuracy 396 model 0 nb_correct 2416 / 2500 (96.64%)
20241101-12:50:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-12:50:24 test_accuracy 396 model 1 nb_correct 2368 / 2500 (94.72%)
20241101-12:50:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-12:50:34 wrote ae_*.pth
20241101-12:50:34 epoch_duration 49min13s next_finish 13:39:48
20241101-12:50:34 wrote state.pth
20241101-12:50:34 --- epoch 397 ----------------------------------------
20241101-12:50:34 current_test_accuracies 0.9664 0.9472 0.0000 0.0000 0.0000
20241101-12:50:34 nb_c_quizzes 50000
20241101-12:50:34 weakest_accuracies [0, 0]
20241101-12:50:34 dummy_rand tensor([0.0753])
20241101-12:50:34 dummy_rand tensor([0.3830])
20241101-12:50:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-12:50:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-12:53:06 train_loss 397 model 3 0.031907726287841796
20241101-12:53:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:53:06 train_loss 397 model 2 0.03110557556152344
20241101-12:53:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:53:08 test_loss 397 model 3 0.02062427520751953
20241101-12:53:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:53:08 test_loss 397 model 2 0.018756389617919922
20241101-12:53:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:53:10 test_accuracy 397 model 3 nb_correct 2406 / 2500 (96.24%)
20241101-12:53:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-12:53:10 test_accuracy 397 model 2 nb_correct 2436 / 2500 (97.44%)
20241101-12:53:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-12:53:20 wrote ae_*.pth
20241101-12:53:20 epoch_duration 2min46s next_finish 12:56:06
20241101-12:53:20 wrote state.pth
20241101-12:53:20 --- epoch 398 ----------------------------------------
20241101-12:53:20 current_test_accuracies 0.9664 0.9472 0.9744 0.9624 0.0000
20241101-12:53:20 nb_c_quizzes 50000
20241101-12:53:20 weakest_accuracies [0, 0.9472]
20241101-12:53:20 dummy_rand tensor([0.9829])
20241101-12:53:20 dummy_rand tensor([0.6040])
20241101-12:53:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-12:53:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-12:55:52 train_loss 398 model 4 0.03225177001953125
20241101-12:55:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:55:52 train_loss 398 model 1 0.03144264793395996
20241101-12:55:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:55:54 test_loss 398 model 4 0.022324180603027342
20241101-12:55:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:55:54 test_loss 398 model 1 0.01943683624267578
20241101-12:55:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-12:55:57 test_accuracy 398 model 4 nb_correct 2412 / 2500 (96.48%)
20241101-12:55:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-12:55:57 test_accuracy 398 model 1 nb_correct 2407 / 2500 (96.28%)
20241101-12:55:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-12:56:06 wrote ae_*.pth
20241101-12:56:06 epoch_duration 2min46s next_finish 12:58:53
20241101-12:56:07 wrote state.pth
20241101-12:56:07 --- epoch 399 ----------------------------------------
20241101-12:56:07 current_test_accuracies 0.9664 0.9628 0.9744 0.9624 0.9648
20241101-12:56:07 dummy_rand tensor([0.2649])
20241101-12:56:07 dummy_rand tensor([0.8729])
20241101-12:56:16 nb_validated 14 model 2 (finishes Fri 13:22 -- 5608/h)
20241101-12:56:16 nb_validated 14 model 0 (finishes Fri 13:23 -- 5572/h)
20241101-12:56:34 nb_validated 45 model 2 (finishes Fri 13:21 -- 5984/h)
20241101-12:56:34 nb_validated 32 model 4 (finishes Fri 13:31 -- 4250/h)
20241101-12:56:52 nb_validated 46 model 4 (finishes Fri 13:36 -- 3669/h)
20241101-12:56:52 nb_validated 66 model 0 (finishes Fri 13:24 -- 5260/h)
20241101-12:57:10 nb_validated 65 model 2 (finishes Fri 13:36 -- 3706/h)
20241101-12:57:10 nb_validated 89 model 1 (finishes Fri 13:25 -- 5050/h)
20241101-12:57:28 nb_validated 88 model 1 (finishes Fri 13:34 -- 3901/h)
20241101-12:57:28 nb_validated 102 model 3 (finishes Fri 13:29 -- 4519/h)
20241101-12:57:46 nb_validated 114 model 0 (finishes Fri 13:32 -- 4137/h)
20241101-12:57:46 nb_validated 125 model 2 (finishes Fri 13:29 -- 4526/h)
20241101-12:58:04 nb_validated 133 model 0 (finishes Fri 13:32 -- 4087/h)
20241101-12:58:04 nb_validated 142 model 2 (finishes Fri 13:30 -- 4355/h)
20241101-12:58:22 nb_validated 165 model 1 (finishes Fri 13:30 -- 4397/h)
20241101-12:58:22 nb_validated 163 model 3 (finishes Fri 13:30 -- 4335/h)
20241101-12:58:40 nb_validated 187 model 1 (finishes Fri 13:30 -- 4390/h)
20241101-12:58:40 nb_validated 188 model 1 (finishes Fri 13:30 -- 4411/h)
20241101-12:58:58 nb_validated 222 model 0 (finishes Fri 13:28 -- 4668/h)
20241101-12:58:58 nb_validated 213 model 0 (finishes Fri 13:29 -- 4469/h)
20241101-12:59:16 nb_validated 241 model 4 (finishes Fri 13:28 -- 4583/h)
20241101-12:59:17 nb_validated 232 model 1 (finishes Fri 13:30 -- 4396/h)
20241101-12:59:34 nb_validated 256 model 0 (finishes Fri 13:29 -- 4444/h)
20241101-12:59:35 nb_validated 258 model 3 (finishes Fri 13:29 -- 4464/h)
20241101-12:59:52 nb_validated 286 model 1 (finishes Fri 13:28 -- 4566/h)
20241101-12:59:53 nb_validated 280 model 1 (finishes Fri 13:29 -- 4455/h)
20241101-13:00:10 nb_validated 308 model 4 (finishes Fri 13:29 -- 4553/h)
20241101-13:00:11 nb_validated 304 model 0 (finishes Fri 13:29 -- 4484/h)
20241101-13:00:28 nb_validated 326 model 2 (finishes Fri 13:29 -- 4486/h)
20241101-13:00:29 nb_validated 320 model 3 (finishes Fri 13:30 -- 4395/h)
20241101-13:00:47 nb_validated 353 model 1 (finishes Fri 13:29 -- 4540/h)
20241101-13:00:47 nb_validated 337 model 2 (finishes Fri 13:30 -- 4328/h)
20241101-13:01:05 nb_validated 378 model 2 (finishes Fri 13:28 -- 4565/h)
20241101-13:01:05 nb_validated 365 model 4 (finishes Fri 13:30 -- 4400/h)
20241101-13:01:23 nb_validated 394 model 4 (finishes Fri 13:29 -- 4485/h)
20241101-13:01:23 nb_validated 383 model 3 (finishes Fri 13:30 -- 4353/h)
20241101-13:01:41 nb_validated 414 model 4 (finishes Fri 13:29 -- 4459/h)
20241101-13:01:41 nb_validated 407 model 1 (finishes Fri 13:30 -- 4376/h)
20241101-13:01:59 nb_validated 440 model 1 (finishes Fri 13:29 -- 4495/h)
20241101-13:02:00 nb_validated 428 model 4 (finishes Fri 13:30 -- 4366/h)
20241101-13:02:17 nb_validated 462 model 1 (finishes Fri 13:29 -- 4485/h)
20241101-13:02:18 nb_validated 453 model 2 (finishes Fri 13:30 -- 4395/h)
20241101-13:02:35 nb_validated 490 model 2 (finishes Fri 13:29 -- 4537/h)
20241101-13:02:36 nb_validated 475 model 0 (finishes Fri 13:30 -- 4396/h)
20241101-13:02:54 nb_validated 511 model 1 (finishes Fri 13:29 -- 4520/h)
20241101-13:02:54 nb_validated 490 model 4 (finishes Fri 13:30 -- 4333/h)
20241101-13:03:12 nb_validated 542 model 1 (finishes Fri 13:28 -- 4590/h)
20241101-13:03:12 nb_validated 515 model 4 (finishes Fri 13:30 -- 4360/h)
20241101-13:03:30 nb_validated 561 model 4 (finishes Fri 13:29 -- 4558/h)
20241101-13:03:30 nb_validated 532 model 3 (finishes Fri 13:30 -- 4320/h)
20241101-13:03:48 nb_validated 587 model 1 (finishes Fri 13:28 -- 4582/h)
20241101-13:03:48 nb_validated 560 model 2 (finishes Fri 13:30 -- 4370/h)
20241101-13:04:06 nb_validated 618 model 2 (finishes Fri 13:28 -- 4643/h)
20241101-13:04:06 nb_validated 573 model 2 (finishes Fri 13:30 -- 4301/h)
20241101-13:04:24 nb_validated 649 model 0 (finishes Fri 13:28 -- 4699/h)
20241101-13:04:24 nb_validated 596 model 4 (finishes Fri 13:30 -- 4310/h)
20241101-13:04:42 nb_validated 667 model 1 (finishes Fri 13:28 -- 4658/h)
20241101-13:04:43 nb_validated 612 model 1 (finishes Fri 13:31 -- 4268/h)
20241101-13:05:00 nb_validated 693 model 2 (finishes Fri 13:28 -- 4677/h)
20241101-13:05:01 nb_validated 642 model 0 (finishes Fri 13:30 -- 4328/h)
20241101-13:05:18 nb_validated 725 model 3 (finishes Fri 13:27 -- 4733/h)
20241101-13:05:19 nb_validated 666 model 1 (finishes Fri 13:30 -- 4342/h)
20241101-13:05:36 nb_validated 744 model 4 (finishes Fri 13:28 -- 4703/h)
20241101-13:05:37 nb_validated 698 model 2 (finishes Fri 13:30 -- 4407/h)
20241101-13:05:54 nb_validated 764 model 0 (finishes Fri 13:28 -- 4681/h)
20241101-13:05:55 nb_validated 708 model 4 (finishes Fri 13:30 -- 4333/h)
20241101-13:06:12 nb_validated 798 model 1 (finishes Fri 13:27 -- 4743/h)
20241101-13:06:13 nb_validated 729 model 4 (finishes Fri 13:30 -- 4328/h)
20241101-13:06:30 nb_validated 827 model 3 (finishes Fri 13:27 -- 4773/h)
20241101-13:06:31 nb_validated 758 model 2 (finishes Fri 13:30 -- 4369/h)
20241101-13:06:48 nb_validated 868 model 2 (finishes Fri 13:26 -- 4869/h)
20241101-13:06:49 nb_validated 776 model 1 (finishes Fri 13:30 -- 4347/h)
20241101-13:07:07 nb_validated 886 model 3 (finishes Fri 13:27 -- 4833/h)
20241101-13:07:08 nb_validated 806 model 1 (finishes Fri 13:30 -- 4390/h)
20241101-13:07:24 nb_validated 917 model 0 (finishes Fri 13:26 -- 4871/h)
20241101-13:07:26 nb_validated 826 model 3 (finishes Fri 13:30 -- 4380/h)
20241101-13:07:42 nb_validated 935 model 3 (finishes Fri 13:27 -- 4837/h)
20241101-13:07:44 nb_validated 846 model 4 (finishes Fri 13:30 -- 4368/h)
20241101-13:08:00 nb_validated 957 model 3 (finishes Fri 13:27 -- 4826/h)
20241101-13:08:02 nb_validated 874 model 0 (finishes Fri 13:30 -- 4397/h)
20241101-13:08:18 nb_validated 991 model 2 (finishes Fri 13:26 -- 4875/h)
20241101-13:08:20 nb_validated 908 model 1 (finishes Fri 13:29 -- 4455/h)
20241101-13:08:36 nb_validated 1014 model 0 (finishes Fri 13:26 -- 4868/h)
20241101-13:08:38 nb_validated 929 model 3 (finishes Fri 13:29 -- 4448/h)
20241101-13:08:54 nb_validated 1035 model 3 (finishes Fri 13:27 -- 4852/h)
20241101-13:08:56 nb_validated 961 model 0 (finishes Fri 13:29 -- 4494/h)
20241101-13:09:12 nb_validated 1062 model 2 (finishes Fri 13:26 -- 4865/h)
20241101-13:09:14 nb_validated 995 model 0 (finishes Fri 13:29 -- 4547/h)
20241101-13:09:30 nb_validated 1081 model 3 (finishes Fri 13:27 -- 4842/h)
20241101-13:09:32 nb_validated 1021 model 3 (finishes Fri 13:28 -- 4562/h)
20241101-13:09:48 nb_validated 1104 model 0 (finishes Fri 13:27 -- 4837/h)
20241101-13:09:50 nb_validated 1038 model 4 (finishes Fri 13:29 -- 4535/h)
20241101-13:10:06 nb_validated 1117 model 4 (finishes Fri 13:27 -- 4788/h)
20241101-13:10:08 nb_validated 1055 model 4 (finishes Fri 13:29 -- 4511/h)
20241101-13:10:24 nb_validated 1145 model 2 (finishes Fri 13:27 -- 4805/h)
20241101-13:10:26 nb_validated 1079 model 0 (finishes Fri 13:29 -- 4517/h)
20241101-13:10:43 nb_validated 1169 model 2 (finishes Fri 13:27 -- 4804/h)
20241101-13:10:44 nb_validated 1103 model 2 (finishes Fri 13:29 -- 4523/h)
20241101-13:11:01 nb_validated 1195 model 4 (finishes Fri 13:27 -- 4811/h)
20241101-13:11:03 nb_validated 1116 model 1 (finishes Fri 13:29 -- 4483/h)
20241101-13:11:19 nb_validated 1222 model 1 (finishes Fri 13:27 -- 4823/h)
20241101-13:11:21 nb_validated 1134 model 1 (finishes Fri 13:29 -- 4464/h)
20241101-13:11:37 nb_validated 1241 model 3 (finishes Fri 13:27 -- 4803/h)
20241101-13:11:39 nb_validated 1158 model 1 (finishes Fri 13:29 -- 4469/h)
20241101-13:11:55 nb_validated 1268 model 1 (finishes Fri 13:27 -- 4813/h)
20241101-13:11:58 nb_validated 1185 model 2 (finishes Fri 13:29 -- 4486/h)
20241101-13:12:13 nb_validated 1299 model 0 (finishes Fri 13:27 -- 4841/h)
20241101-13:12:16 nb_validated 1205 model 0 (finishes Fri 13:29 -- 4477/h)
20241101-13:12:31 nb_validated 1329 model 0 (finishes Fri 13:26 -- 4861/h)
20241101-13:12:34 nb_validated 1228 model 3 (finishes Fri 13:29 -- 4479/h)
20241101-13:12:49 nb_validated 1361 model 0 (finishes Fri 13:26 -- 4889/h)
20241101-13:12:52 nb_validated 1264 model 1 (finishes Fri 13:29 -- 4527/h)
20241101-13:13:07 nb_validated 1376 model 3 (finishes Fri 13:27 -- 4855/h)
20241101-13:13:10 nb_validated 1283 model 4 (finishes Fri 13:29 -- 4513/h)
20241101-13:13:24 nb_validated 1394 model 3 (finishes Fri 13:27 -- 4835/h)
20241101-13:13:28 nb_validated 1302 model 2 (finishes Fri 13:29 -- 4501/h)
20241101-13:13:43 nb_validated 1423 model 1 (finishes Fri 13:27 -- 4851/h)
20241101-13:13:46 nb_validated 1317 model 2 (finishes Fri 13:29 -- 4476/h)
20241101-13:14:01 nb_validated 1455 model 2 (finishes Fri 13:26 -- 4876/h)
20241101-13:14:04 nb_validated 1337 model 1 (finishes Fri 13:29 -- 4467/h)
20241101-13:14:19 nb_validated 1483 model 0 (finishes Fri 13:26 -- 4888/h)
20241101-13:14:22 nb_validated 1365 model 1 (finishes Fri 13:29 -- 4485/h)
20241101-13:14:37 nb_validated 1505 model 2 (finishes Fri 13:26 -- 4881/h)
20241101-13:14:40 nb_validated 1401 model 0 (finishes Fri 13:29 -- 4528/h)
20241101-13:14:55 nb_validated 1525 model 1 (finishes Fri 13:26 -- 4867/h)
20241101-13:14:58 nb_validated 1426 model 2 (finishes Fri 13:29 -- 4535/h)
20241101-13:15:12 nb_validated 1542 model 3 (finishes Fri 13:27 -- 4845/h)
20241101-13:15:16 nb_validated 1450 model 4 (finishes Fri 13:29 -- 4540/h)
20241101-13:15:31 nb_validated 1572 model 1 (finishes Fri 13:26 -- 4861/h)
20241101-13:15:34 nb_validated 1484 model 2 (finishes Fri 13:28 -- 4574/h)
20241101-13:15:49 nb_validated 1598 model 0 (finishes Fri 13:26 -- 4867/h)
20241101-13:15:52 nb_validated 1515 model 3 (finishes Fri 13:28 -- 4600/h)
20241101-13:16:07 nb_validated 1622 model 2 (finishes Fri 13:26 -- 4866/h)
20241101-13:16:10 nb_validated 1543 model 0 (finishes Fri 13:28 -- 4614/h)
20241101-13:16:25 nb_validated 1642 model 2 (finishes Fri 13:27 -- 4853/h)
20241101-13:16:28 nb_validated 1586 model 0 (finishes Fri 13:28 -- 4674/h)
20241101-13:16:43 nb_validated 1656 model 1 (finishes Fri 13:27 -- 4822/h)
20241101-13:16:46 nb_validated 1603 model 3 (finishes Fri 13:28 -- 4655/h)
20241101-13:17:01 nb_validated 1675 model 2 (finishes Fri 13:27 -- 4809/h)
20241101-13:17:04 nb_validated 1635 model 1 (finishes Fri 13:28 -- 4680/h)
20241101-13:17:18 nb_validated 1700 model 2 (finishes Fri 13:27 -- 4811/h)
20241101-13:17:22 nb_validated 1659 model 0 (finishes Fri 13:28 -- 4681/h)
20241101-13:17:36 nb_validated 1715 model 3 (finishes Fri 13:27 -- 4786/h)
20241101-13:17:40 nb_validated 1673 model 4 (finishes Fri 13:28 -- 4655/h)
20241101-13:17:54 nb_validated 1733 model 3 (finishes Fri 13:27 -- 4771/h)
20241101-13:17:59 nb_validated 1694 model 4 (finishes Fri 13:28 -- 4648/h)
20241101-13:18:12 nb_validated 1768 model 0 (finishes Fri 13:27 -- 4800/h)
20241101-13:18:17 nb_validated 1726 model 1 (finishes Fri 13:28 -- 4670/h)
20241101-13:18:31 nb_validated 1798 model 1 (finishes Fri 13:27 -- 4816/h)
20241101-13:18:35 nb_validated 1755 model 0 (finishes Fri 13:28 -- 4684/h)
20241101-13:18:49 nb_validated 1813 model 1 (finishes Fri 13:27 -- 4792/h)
20241101-13:18:53 nb_validated 1769 model 3 (finishes Fri 13:28 -- 4660/h)
20241101-13:19:06 nb_validated 1837 model 3 (finishes Fri 13:27 -- 4792/h)
20241101-13:19:11 nb_validated 1788 model 4 (finishes Fri 13:28 -- 4649/h)
20241101-13:19:24 nb_validated 1861 model 3 (finishes Fri 13:27 -- 4793/h)
20241101-13:19:29 nb_validated 1813 model 1 (finishes Fri 13:28 -- 4653/h)
20241101-13:19:42 nb_validated 1899 model 0 (finishes Fri 13:27 -- 4829/h)
20241101-13:19:47 nb_validated 1829 model 0 (finishes Fri 13:28 -- 4635/h)
20241101-13:20:00 nb_validated 1914 model 4 (finishes Fri 13:27 -- 4805/h)
20241101-13:20:05 nb_validated 1853 model 2 (finishes Fri 13:28 -- 4637/h)
20241101-13:20:18 nb_validated 1939 model 0 (finishes Fri 13:27 -- 4809/h)
20241101-13:20:23 nb_validated 1882 model 2 (finishes Fri 13:28 -- 4651/h)
20241101-13:20:36 nb_validated 1957 model 0 (finishes Fri 13:27 -- 4794/h)
20241101-13:20:42 nb_validated 1906 model 0 (finishes Fri 13:28 -- 4652/h)
20241101-13:20:54 nb_validated 1976 model 4 (finishes Fri 13:27 -- 4782/h)
20241101-13:21:00 nb_validated 1933 model 1 (finishes Fri 13:28 -- 4660/h)
20241101-13:21:12 nb_validated 1998 model 3 (finishes Fri 13:27 -- 4777/h)
20241101-13:21:18 nb_validated 1963 model 0 (finishes Fri 13:28 -- 4676/h)
20241101-13:21:30 nb_validated 2019 model 4 (finishes Fri 13:27 -- 4771/h)
20241101-13:21:36 nb_validated 1985 model 1 (finishes Fri 13:28 -- 4672/h)
20241101-13:21:48 nb_validated 2039 model 4 (finishes Fri 13:27 -- 4763/h)
20241101-13:21:54 nb_validated 1996 model 4 (finishes Fri 13:28 -- 4642/h)
20241101-13:22:06 nb_validated 2058 model 3 (finishes Fri 13:27 -- 4751/h)
20241101-13:22:12 nb_validated 2022 model 0 (finishes Fri 13:28 -- 4649/h)
20241101-13:22:24 nb_validated 2074 model 4 (finishes Fri 13:27 -- 4733/h)
20241101-13:22:30 nb_validated 2054 model 0 (finishes Fri 13:28 -- 4669/h)
20241101-13:22:42 nb_validated 2101 model 4 (finishes Fri 13:27 -- 4740/h)
20241101-13:22:48 nb_validated 2078 model 2 (finishes Fri 13:28 -- 4670/h)
20241101-13:23:00 nb_validated 2124 model 3 (finishes Fri 13:27 -- 4739/h)
20241101-13:23:07 nb_validated 2100 model 2 (finishes Fri 13:28 -- 4666/h)
20241101-13:23:18 nb_validated 2146 model 3 (finishes Fri 13:27 -- 4735/h)
20241101-13:23:25 nb_validated 2129 model 1 (finishes Fri 13:28 -- 4678/h)
20241101-13:23:36 nb_validated 2170 model 2 (finishes Fri 13:27 -- 4735/h)
20241101-13:23:43 nb_validated 2143 model 3 (finishes Fri 13:28 -- 4658/h)
20241101-13:23:55 nb_validated 2197 model 2 (finishes Fri 13:27 -- 4742/h)
20241101-13:24:01 nb_validated 2157 model 4 (finishes Fri 13:28 -- 4637/h)
20241101-13:24:12 nb_validated 2217 model 3 (finishes Fri 13:27 -- 4734/h)
20241101-13:24:19 nb_validated 2188 model 4 (finishes Fri 13:28 -- 4653/h)
20241101-13:24:30 nb_validated 2245 model 0 (finishes Fri 13:27 -- 4743/h)
20241101-13:24:37 nb_validated 2221 model 0 (finishes Fri 13:28 -- 4674/h)
20241101-13:24:48 nb_validated 2259 model 3 (finishes Fri 13:27 -- 4723/h)
20241101-13:24:55 nb_validated 2239 model 4 (finishes Fri 13:28 -- 4662/h)
20241101-13:25:06 nb_validated 2268 model 3 (finishes Fri 13:28 -- 4693/h)
20241101-13:25:14 nb_validated 2272 model 1 (finishes Fri 13:28 -- 4681/h)
20241101-13:25:24 nb_validated 2290 model 2 (finishes Fri 13:28 -- 4690/h)
20241101-13:25:32 nb_validated 2307 model 0 (finishes Fri 13:27 -- 4705/h)
20241101-13:25:43 nb_validated 2314 model 1 (finishes Fri 13:28 -- 4690/h)
20241101-13:25:50 nb_validated 2331 model 4 (finishes Fri 13:27 -- 4706/h)
20241101-13:26:01 nb_validated 2327 model 4 (finishes Fri 13:28 -- 4669/h)
20241101-13:26:07 nb_validated 2357 model 0 (finishes Fri 13:27 -- 4712/h)
20241101-13:26:19 nb_validated 2357 model 0 (finishes Fri 13:28 -- 4682/h)
20241101-13:26:25 nb_validated 2375 model 0 (finishes Fri 13:28 -- 4701/h)
20241101-13:26:37 nb_validated 2377 model 3 (finishes Fri 13:28 -- 4675/h)
20241101-13:26:43 nb_validated 2389 model 2 (finishes Fri 13:28 -- 4682/h)
20241101-13:26:55 nb_validated 2391 model 1 (finishes Fri 13:28 -- 4656/h)
20241101-13:27:02 nb_validated 2410 model 1 (finishes Fri 13:28 -- 4677/h)
20241101-13:27:13 nb_validated 2417 model 0 (finishes Fri 13:28 -- 4661/h)
20241101-13:27:20 nb_validated 2433 model 1 (finishes Fri 13:28 -- 4676/h)
20241101-13:27:31 nb_validated 2445 model 2 (finishes Fri 13:28 -- 4670/h)
20241101-13:27:38 nb_validated 2445 model 3 (finishes Fri 13:28 -- 4654/h)
20241101-13:27:49 nb_validated 2472 model 1 (finishes Fri 13:28 -- 4677/h)
20241101-13:27:56 nb_validated 2471 model 1 (finishes Fri 13:28 -- 4659/h)
20241101-13:28:07 nb_validated 2486 model 4 (finishes Fri 13:28 -- 4659/h)
20241101-13:28:14 nb_validated 2491 model 2 (finishes Fri 13:28 -- 4652/h)
20241101-13:28:16 generate_c_quizz_speed 4667/h
20241101-13:28:23 generate_c_quizz_speed 4650/h
20241101-13:28:31 wrote culture_c_quiz_0399.png
20241101-13:28:31 generated_c_quizzes torch.Size([5003, 400])
20241101-13:43:43 nb_c_quizzes 50000
20241101-13:43:43 weakest_accuracies [0, 0]
20241101-13:43:43 dummy_rand tensor([0.1408])
20241101-13:43:43 dummy_rand tensor([0.3788])
20241101-13:43:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-13:43:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-13:46:15 train_loss 399 model 0 0.034020095825195315
20241101-13:46:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:46:15 train_loss 399 model 1 0.03320891571044922
20241101-13:46:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:46:18 test_loss 399 model 0 0.019977941513061523
20241101-13:46:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:46:18 test_loss 399 model 1 0.01929478645324707
20241101-13:46:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:46:20 test_accuracy 399 model 0 nb_correct 2413 / 2500 (96.52%)
20241101-13:46:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-13:46:20 test_accuracy 399 model 1 nb_correct 2399 / 2500 (95.96%)
20241101-13:46:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-13:46:29 wrote ae_*.pth
20241101-13:46:29 epoch_duration 50min23s next_finish 14:36:53
20241101-13:46:30 wrote state.pth
20241101-13:46:30 --- epoch 400 ----------------------------------------
20241101-13:46:30 current_test_accuracies 0.9652 0.9596 0.0000 0.0000 0.0000
20241101-13:46:30 nb_c_quizzes 50000
20241101-13:46:30 weakest_accuracies [0, 0]
20241101-13:46:30 dummy_rand tensor([0.7555])
20241101-13:46:30 dummy_rand tensor([0.3253])
20241101-13:46:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-13:46:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-13:49:02 train_loss 400 model 2 0.0330279712677002
20241101-13:49:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:49:02 train_loss 400 model 3 0.03271640396118164
20241101-13:49:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:49:04 test_loss 400 model 2 0.018952293395996092
20241101-13:49:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:49:04 test_loss 400 model 3 0.022640752792358398
20241101-13:49:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:49:07 test_accuracy 400 model 2 nb_correct 2421 / 2500 (96.84%)
20241101-13:49:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-13:49:07 test_accuracy 400 model 3 nb_correct 2436 / 2500 (97.44%)
20241101-13:49:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-13:49:16 wrote ae_*.pth
20241101-13:49:16 epoch_duration 2min46s next_finish 13:52:03
20241101-13:49:16 wrote state.pth
20241101-13:49:16 --- epoch 401 ----------------------------------------
20241101-13:49:16 current_test_accuracies 0.9652 0.9596 0.9684 0.9744 0.0000
20241101-13:49:16 nb_c_quizzes 50000
20241101-13:49:16 weakest_accuracies [0, 0.9596]
20241101-13:49:16 dummy_rand tensor([0.2470])
20241101-13:49:16 dummy_rand tensor([0.5063])
20241101-13:49:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-13:49:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-13:51:49 train_loss 401 model 1 0.03298004150390625
20241101-13:51:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:51:49 train_loss 401 model 4 0.03431763458251953
20241101-13:51:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:51:52 test_loss 401 model 1 0.022290496826171874
20241101-13:51:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:51:52 test_loss 401 model 4 0.02328765869140625
20241101-13:51:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241101-13:51:54 test_accuracy 401 model 1 nb_correct 2423 / 2500 (96.92%)
20241101-13:51:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-13:51:55 test_accuracy 401 model 4 nb_correct 2404 / 2500 (96.16%)
20241101-13:51:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-13:52:04 wrote ae_*.pth
20241101-13:52:04 epoch_duration 2min47s next_finish 13:54:52
20241101-13:52:04 wrote state.pth
20241101-13:52:04 --- epoch 402 ----------------------------------------
20241101-13:52:04 current_test_accuracies 0.9652 0.9692 0.9684 0.9744 0.9616
20241101-13:52:04 dummy_rand tensor([0.2942])
20241101-13:52:04 dummy_rand tensor([0.2246])
20241101-13:52:13 nb_validated 20 model 0 (finishes Fri 14:10 -- 8160/h)
20241101-13:52:13 nb_validated 13 model 3 (finishes Fri 14:21 -- 5105/h)
20241101-13:52:31 nb_validated 43 model 4 (finishes Fri 14:18 -- 5757/h)
20241101-13:52:32 nb_validated 37 model 4 (finishes Fri 14:22 -- 4872/h)
20241101-13:52:49 nb_validated 64 model 0 (finishes Fri 14:21 -- 5101/h)
20241101-13:52:49 nb_validated 73 model 1 (finishes Fri 14:17 -- 5804/h)
20241101-13:53:07 nb_validated 95 model 4 (finishes Fri 14:19 -- 5424/h)
20241101-13:53:07 nb_validated 99 model 1 (finishes Fri 14:18 -- 5644/h)
20241101-13:53:25 nb_validated 121 model 3 (finishes Fri 14:19 -- 5372/h)
20241101-13:53:25 nb_validated 124 model 2 (finishes Fri 14:19 -- 5497/h)
20241101-13:53:43 nb_validated 146 model 1 (finishes Fri 14:20 -- 5300/h)
20241101-13:53:44 nb_validated 142 model 4 (finishes Fri 14:21 -- 5141/h)
20241101-13:54:01 nb_validated 169 model 0 (finishes Fri 14:20 -- 5208/h)
20241101-13:54:01 nb_validated 182 model 3 (finishes Fri 14:18 -- 5596/h)
20241101-13:54:19 nb_validated 196 model 3 (finishes Fri 14:20 -- 5230/h)
20241101-13:54:19 nb_validated 204 model 2 (finishes Fri 14:19 -- 5429/h)
20241101-13:54:37 nb_validated 240 model 3 (finishes Fri 14:18 -- 5643/h)
20241101-13:54:37 nb_validated 228 model 1 (finishes Fri 14:20 -- 5353/h)
20241101-13:54:55 nb_validated 257 model 2 (finishes Fri 14:19 -- 5402/h)
20241101-13:54:56 nb_validated 266 model 1 (finishes Fri 14:18 -- 5580/h)
20241101-13:55:14 nb_validated 283 model 4 (finishes Fri 14:19 -- 5377/h)
20241101-13:55:14 nb_validated 283 model 3 (finishes Fri 14:19 -- 5375/h)
20241101-13:55:32 nb_validated 295 model 3 (finishes Fri 14:21 -- 5115/h)
20241101-13:55:32 nb_validated 306 model 3 (finishes Fri 14:20 -- 5300/h)
20241101-13:55:49 nb_validated 320 model 2 (finishes Fri 14:21 -- 5113/h)
20241101-13:55:50 nb_validated 336 model 2 (finishes Fri 14:20 -- 5355/h)
20241101-13:56:08 nb_validated 346 model 1 (finishes Fri 14:21 -- 5117/h)
20241101-13:56:08 nb_validated 358 model 4 (finishes Fri 14:20 -- 5283/h)
20241101-13:56:26 nb_validated 361 model 2 (finishes Fri 14:22 -- 4971/h)
20241101-13:56:26 nb_validated 386 model 0 (finishes Fri 14:20 -- 5308/h)
20241101-13:56:43 nb_validated 383 model 2 (finishes Fri 14:22 -- 4940/h)
20241101-13:56:44 nb_validated 410 model 2 (finishes Fri 14:20 -- 5278/h)
20241101-13:57:01 nb_validated 406 model 2 (finishes Fri 14:22 -- 4927/h)
20241101-13:57:02 nb_validated 445 model 1 (finishes Fri 14:19 -- 5380/h)
20241101-13:57:19 nb_validated 437 model 1 (finishes Fri 14:22 -- 5000/h)
20241101-13:57:20 nb_validated 471 model 4 (finishes Fri 14:20 -- 5366/h)
20241101-13:57:37 nb_validated 461 model 2 (finishes Fri 14:22 -- 4992/h)
20241101-13:57:38 nb_validated 495 model 2 (finishes Fri 14:20 -- 5340/h)
20241101-13:57:55 nb_validated 498 model 0 (finishes Fri 14:21 -- 5116/h)
20241101-13:57:55 nb_validated 522 model 4 (finishes Fri 14:20 -- 5350/h)
20241101-13:58:12 nb_validated 517 model 3 (finishes Fri 14:21 -- 5053/h)
20241101-13:58:14 nb_validated 555 model 1 (finishes Fri 14:19 -- 5407/h)
20241101-13:58:31 nb_validated 537 model 1 (finishes Fri 14:22 -- 4999/h)
20241101-13:58:32 nb_validated 580 model 2 (finishes Fri 14:19 -- 5390/h)
20241101-13:58:49 nb_validated 559 model 2 (finishes Fri 14:22 -- 4976/h)
20241101-13:58:50 nb_validated 616 model 0 (finishes Fri 14:19 -- 5468/h)
20241101-13:59:07 nb_validated 581 model 1 (finishes Fri 14:22 -- 4950/h)
20241101-13:59:08 nb_validated 645 model 4 (finishes Fri 14:19 -- 5483/h)
20241101-13:59:25 nb_validated 606 model 1 (finishes Fri 14:22 -- 4954/h)
20241101-13:59:26 nb_validated 675 model 3 (finishes Fri 14:19 -- 5502/h)
20241101-13:59:43 nb_validated 633 model 4 (finishes Fri 14:22 -- 4971/h)
20241101-13:59:44 nb_validated 710 model 4 (finishes Fri 14:19 -- 5556/h)
20241101-14:00:01 nb_validated 649 model 2 (finishes Fri 14:22 -- 4904/h)
20241101-14:00:03 nb_validated 736 model 1 (finishes Fri 14:19 -- 5538/h)
20241101-14:00:19 nb_validated 679 model 1 (finishes Fri 14:22 -- 4941/h)
20241101-14:00:20 nb_validated 772 model 0 (finishes Fri 14:18 -- 5599/h)
20241101-14:00:37 nb_validated 714 model 1 (finishes Fri 14:22 -- 5011/h)
20241101-14:00:38 nb_validated 800 model 4 (finishes Fri 14:18 -- 5603/h)
20241101-14:00:55 nb_validated 731 model 2 (finishes Fri 14:22 -- 4957/h)
20241101-14:00:56 nb_validated 825 model 1 (finishes Fri 14:18 -- 5579/h)
20241101-14:01:13 nb_validated 764 model 0 (finishes Fri 14:22 -- 5011/h)
20241101-14:01:14 nb_validated 852 model 0 (finishes Fri 14:18 -- 5574/h)
20241101-14:01:31 nb_validated 791 model 1 (finishes Fri 14:21 -- 5023/h)
20241101-14:01:33 nb_validated 879 model 1 (finishes Fri 14:19 -- 5566/h)
20241101-14:01:49 nb_validated 819 model 0 (finishes Fri 14:21 -- 5041/h)
20241101-14:01:51 nb_validated 900 model 3 (finishes Fri 14:19 -- 5524/h)
20241101-14:02:07 nb_validated 850 model 3 (finishes Fri 14:21 -- 5075/h)
20241101-14:02:09 nb_validated 926 model 1 (finishes Fri 14:19 -- 5511/h)
20241101-14:02:25 nb_validated 867 model 4 (finishes Fri 14:21 -- 5027/h)
20241101-14:02:27 nb_validated 960 model 0 (finishes Fri 14:19 -- 5550/h)
20241101-14:02:43 nb_validated 882 model 4 (finishes Fri 14:22 -- 4969/h)
20241101-14:02:45 nb_validated 990 model 1 (finishes Fri 14:19 -- 5563/h)
20241101-14:03:01 nb_validated 911 model 3 (finishes Fri 14:22 -- 4992/h)
20241101-14:03:03 nb_validated 1019 model 0 (finishes Fri 14:18 -- 5571/h)
20241101-14:03:19 nb_validated 931 model 2 (finishes Fri 14:22 -- 4967/h)
20241101-14:03:21 nb_validated 1048 model 1 (finishes Fri 14:18 -- 5575/h)
20241101-14:03:37 nb_validated 948 model 3 (finishes Fri 14:22 -- 4926/h)
20241101-14:03:39 nb_validated 1076 model 1 (finishes Fri 14:18 -- 5574/h)
20241101-14:03:55 nb_validated 967 model 0 (finishes Fri 14:22 -- 4898/h)
20241101-14:03:57 nb_validated 1097 model 2 (finishes Fri 14:19 -- 5542/h)
20241101-14:04:13 nb_validated 988 model 4 (finishes Fri 14:22 -- 4879/h)
20241101-14:04:15 nb_validated 1126 model 3 (finishes Fri 14:19 -- 5546/h)
20241101-14:04:31 nb_validated 1019 model 4 (finishes Fri 14:22 -- 4913/h)
20241101-14:04:33 nb_validated 1147 model 3 (finishes Fri 14:19 -- 5513/h)
20241101-14:04:49 nb_validated 1059 model 1 (finishes Fri 14:22 -- 4982/h)
20241101-14:04:51 nb_validated 1171 model 4 (finishes Fri 14:19 -- 5498/h)
20241101-14:05:07 nb_validated 1082 model 4 (finishes Fri 14:22 -- 4974/h)
20241101-14:05:09 nb_validated 1197 model 3 (finishes Fri 14:19 -- 5490/h)
20241101-14:05:25 nb_validated 1110 model 2 (finishes Fri 14:22 -- 4989/h)
20241101-14:05:27 nb_validated 1226 model 2 (finishes Fri 14:19 -- 5497/h)
20241101-14:05:43 nb_validated 1141 model 2 (finishes Fri 14:21 -- 5015/h)
20241101-14:05:45 nb_validated 1245 model 3 (finishes Fri 14:19 -- 5459/h)
20241101-14:06:01 nb_validated 1159 model 2 (finishes Fri 14:22 -- 4987/h)
20241101-14:06:03 nb_validated 1274 model 3 (finishes Fri 14:19 -- 5465/h)
20241101-14:06:19 nb_validated 1180 model 4 (finishes Fri 14:22 -- 4970/h)
20241101-14:06:21 nb_validated 1304 model 0 (finishes Fri 14:19 -- 5477/h)
20241101-14:06:37 nb_validated 1205 model 1 (finishes Fri 14:22 -- 4969/h)
20241101-14:06:39 nb_validated 1323 model 1 (finishes Fri 14:19 -- 5441/h)
20241101-14:06:55 nb_validated 1221 model 3 (finishes Fri 14:22 -- 4933/h)
20241101-14:06:57 nb_validated 1356 model 3 (finishes Fri 14:19 -- 5464/h)
20241101-14:07:13 nb_validated 1255 model 1 (finishes Fri 14:22 -- 4970/h)
20241101-14:07:15 nb_validated 1379 model 4 (finishes Fri 14:19 -- 5447/h)
20241101-14:07:32 nb_validated 1273 model 1 (finishes Fri 14:22 -- 4941/h)
20241101-14:07:33 nb_validated 1408 model 2 (finishes Fri 14:19 -- 5455/h)
20241101-14:07:49 nb_validated 1300 model 4 (finishes Fri 14:22 -- 4950/h)
20241101-14:07:51 nb_validated 1430 model 4 (finishes Fri 14:19 -- 5436/h)
20241101-14:08:07 nb_validated 1319 model 2 (finishes Fri 14:22 -- 4930/h)
20241101-14:08:09 nb_validated 1465 model 3 (finishes Fri 14:19 -- 5466/h)
20241101-14:08:25 nb_validated 1351 model 0 (finishes Fri 14:22 -- 4959/h)
20241101-14:08:27 nb_validated 1487 model 4 (finishes Fri 14:19 -- 5448/h)
20241101-14:08:42 nb_validated 1372 model 0 (finishes Fri 14:22 -- 4948/h)
20241101-14:08:45 nb_validated 1504 model 4 (finishes Fri 14:19 -- 5410/h)
20241101-14:09:00 nb_validated 1400 model 2 (finishes Fri 14:22 -- 4961/h)
20241101-14:09:03 nb_validated 1540 model 1 (finishes Fri 14:19 -- 5440/h)
20241101-14:09:18 nb_validated 1430 model 3 (finishes Fri 14:22 -- 4978/h)
20241101-14:09:21 nb_validated 1557 model 4 (finishes Fri 14:19 -- 5404/h)
20241101-14:09:36 nb_validated 1454 model 0 (finishes Fri 14:22 -- 4977/h)
20241101-14:09:39 nb_validated 1582 model 0 (finishes Fri 14:19 -- 5399/h)
20241101-14:09:54 nb_validated 1495 model 1 (finishes Fri 14:21 -- 5031/h)
20241101-14:09:57 nb_validated 1607 model 3 (finishes Fri 14:19 -- 5392/h)
20241101-14:10:12 nb_validated 1518 model 2 (finishes Fri 14:21 -- 5024/h)
20241101-14:10:15 nb_validated 1638 model 0 (finishes Fri 14:19 -- 5406/h)
20241101-14:10:30 nb_validated 1541 model 2 (finishes Fri 14:21 -- 5017/h)
20241101-14:10:33 nb_validated 1675 model 1 (finishes Fri 14:19 -- 5438/h)
20241101-14:10:48 nb_validated 1568 model 1 (finishes Fri 14:21 -- 5022/h)
20241101-14:10:51 nb_validated 1703 model 3 (finishes Fri 14:19 -- 5441/h)
20241101-14:11:06 nb_validated 1582 model 1 (finishes Fri 14:22 -- 4987/h)
20241101-14:11:09 nb_validated 1728 model 3 (finishes Fri 14:19 -- 5433/h)
20241101-14:11:24 nb_validated 1607 model 2 (finishes Fri 14:22 -- 4987/h)
20241101-14:11:27 nb_validated 1750 model 4 (finishes Fri 14:19 -- 5417/h)
20241101-14:11:42 nb_validated 1627 model 4 (finishes Fri 14:22 -- 4972/h)
20241101-14:11:45 nb_validated 1771 model 4 (finishes Fri 14:19 -- 5397/h)
20241101-14:12:00 nb_validated 1650 model 2 (finishes Fri 14:22 -- 4968/h)
20241101-14:12:03 nb_validated 1804 model 0 (finishes Fri 14:19 -- 5417/h)
20241101-14:12:18 nb_validated 1663 model 3 (finishes Fri 14:22 -- 4932/h)
20241101-14:12:21 nb_validated 1835 model 1 (finishes Fri 14:19 -- 5427/h)
20241101-14:12:36 nb_validated 1687 model 1 (finishes Fri 14:22 -- 4930/h)
20241101-14:12:39 nb_validated 1851 model 4 (finishes Fri 14:19 -- 5394/h)
20241101-14:12:54 nb_validated 1712 model 0 (finishes Fri 14:22 -- 4931/h)
20241101-14:12:58 nb_validated 1891 model 1 (finishes Fri 14:19 -- 5430/h)
20241101-14:13:12 nb_validated 1735 model 2 (finishes Fri 14:22 -- 4927/h)
20241101-14:13:16 nb_validated 1911 model 3 (finishes Fri 14:19 -- 5409/h)
20241101-14:13:30 nb_validated 1754 model 4 (finishes Fri 14:22 -- 4912/h)
20241101-14:13:34 nb_validated 1925 model 4 (finishes Fri 14:19 -- 5373/h)
20241101-14:13:47 nb_validated 1776 model 4 (finishes Fri 14:22 -- 4906/h)
20241101-14:13:52 nb_validated 1942 model 4 (finishes Fri 14:20 -- 5345/h)
20241101-14:14:05 nb_validated 1801 model 1 (finishes Fri 14:22 -- 4906/h)
20241101-14:14:10 nb_validated 1966 model 2 (finishes Fri 14:20 -- 5338/h)
20241101-14:14:23 nb_validated 1827 model 2 (finishes Fri 14:22 -- 4911/h)
20241101-14:14:28 nb_validated 1996 model 1 (finishes Fri 14:20 -- 5346/h)
20241101-14:14:41 nb_validated 1855 model 2 (finishes Fri 14:22 -- 4920/h)
20241101-14:14:46 nb_validated 2027 model 1 (finishes Fri 14:20 -- 5358/h)
20241101-14:14:59 nb_validated 1877 model 4 (finishes Fri 14:22 -- 4913/h)
20241101-14:15:04 nb_validated 2052 model 2 (finishes Fri 14:20 -- 5353/h)
20241101-14:15:17 nb_validated 1904 model 2 (finishes Fri 14:22 -- 4921/h)
20241101-14:15:22 nb_validated 2083 model 0 (finishes Fri 14:20 -- 5364/h)
20241101-14:15:35 nb_validated 1942 model 0 (finishes Fri 14:22 -- 4955/h)
20241101-14:15:40 nb_validated 2116 model 0 (finishes Fri 14:19 -- 5381/h)
20241101-14:15:53 nb_validated 1979 model 0 (finishes Fri 14:22 -- 4987/h)
20241101-14:15:58 nb_validated 2148 model 3 (finishes Fri 14:19 -- 5393/h)
20241101-14:16:11 nb_validated 2007 model 0 (finishes Fri 14:22 -- 4995/h)
20241101-14:16:15 nb_validated 2183 model 0 (finishes Fri 14:19 -- 5415/h)
20241101-14:16:29 nb_validated 2031 model 2 (finishes Fri 14:22 -- 4992/h)
20241101-14:16:33 nb_validated 2209 model 0 (finishes Fri 14:19 -- 5413/h)
20241101-14:16:47 nb_validated 2052 model 4 (finishes Fri 14:22 -- 4982/h)
20241101-14:16:51 nb_validated 2232 model 2 (finishes Fri 14:19 -- 5403/h)
20241101-14:17:05 nb_validated 2077 model 4 (finishes Fri 14:22 -- 4982/h)
20241101-14:17:09 nb_validated 2244 model 0 (finishes Fri 14:20 -- 5367/h)
20241101-14:17:22 nb_validated 2109 model 2 (finishes Fri 14:22 -- 5001/h)
20241101-14:17:27 nb_validated 2269 model 0 (finishes Fri 14:20 -- 5363/h)
20241101-14:17:40 nb_validated 2136 model 4 (finishes Fri 14:22 -- 5005/h)
20241101-14:17:45 nb_validated 2298 model 1 (finishes Fri 14:20 -- 5368/h)
20241101-14:17:58 nb_validated 2156 model 4 (finishes Fri 14:22 -- 4993/h)
20241101-14:18:03 nb_validated 2320 model 3 (finishes Fri 14:20 -- 5356/h)
20241101-14:18:16 nb_validated 2184 model 0 (finishes Fri 14:22 -- 5002/h)
20241101-14:18:22 nb_validated 2354 model 2 (finishes Fri 14:19 -- 5372/h)
20241101-14:18:34 nb_validated 2212 model 2 (finishes Fri 14:22 -- 5009/h)
20241101-14:18:40 nb_validated 2378 model 2 (finishes Fri 14:20 -- 5366/h)
20241101-14:18:52 nb_validated 2236 model 3 (finishes Fri 14:22 -- 5006/h)
20241101-14:18:57 nb_validated 2405 model 0 (finishes Fri 14:20 -- 5367/h)
20241101-14:19:10 nb_validated 2259 model 3 (finishes Fri 14:22 -- 5001/h)
20241101-14:19:16 nb_validated 2427 model 3 (finishes Fri 14:20 -- 5355/h)
20241101-14:19:28 nb_validated 2289 model 1 (finishes Fri 14:22 -- 5011/h)
20241101-14:19:33 nb_validated 2455 model 3 (finishes Fri 14:20 -- 5359/h)
20241101-14:19:46 nb_validated 2310 model 2 (finishes Fri 14:22 -- 5002/h)
20241101-14:19:51 nb_validated 2478 model 2 (finishes Fri 14:20 -- 5350/h)
20241101-14:20:04 nb_validated 2340 model 0 (finishes Fri 14:21 -- 5013/h)
20241101-14:20:09 nb_validated 2498 model 4 (finishes Fri 14:20 -- 5336/h)
20241101-14:20:18 generate_c_quizz_speed 5334/h
20241101-14:20:22 nb_validated 2360 model 4 (finishes Fri 14:22 -- 5003/h)
20241101-14:20:40 nb_validated 2377 model 3 (finishes Fri 14:22 -- 4987/h)
20241101-14:20:57 nb_validated 2401 model 2 (finishes Fri 14:22 -- 4987/h)
20241101-14:21:15 nb_validated 2423 model 4 (finishes Fri 14:22 -- 4982/h)
20241101-14:21:32 nb_validated 2449 model 0 (finishes Fri 14:22 -- 4986/h)
20241101-14:21:50 nb_validated 2467 model 3 (finishes Fri 14:22 -- 4973/h)
20241101-14:22:07 nb_validated 2492 model 4 (finishes Fri 14:22 -- 4975/h)
20241101-14:22:16 generate_c_quizz_speed 4982/h
20241101-14:22:24 wrote culture_c_quiz_0402.png
20241101-14:22:24 generated_c_quizzes torch.Size([5017, 400])
20241101-14:37:36 nb_c_quizzes 50000
20241101-14:37:36 weakest_accuracies [0, 0]
20241101-14:37:36 dummy_rand tensor([0.5642])
20241101-14:37:36 dummy_rand tensor([0.0409])
20241101-14:37:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-14:37:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-14:40:08 train_loss 402 model 0 0.03456819152832031
20241101-14:40:08 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:40:08 train_loss 402 model 1 0.033715728759765626
20241101-14:40:08 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:40:10 test_loss 402 model 0 0.017867355346679686
20241101-14:40:10 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:40:10 test_loss 402 model 1 0.01813119411468506
20241101-14:40:10 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:40:13 test_accuracy 402 model 0 nb_correct 2426 / 2500 (97.04%)
20241101-14:40:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-14:40:13 test_accuracy 402 model 1 nb_correct 2423 / 2500 (96.92%)
20241101-14:40:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-14:40:22 wrote ae_*.pth
20241101-14:40:22 epoch_duration 48min18s next_finish 15:28:41
20241101-14:40:23 wrote state.pth
20241101-14:40:23 --- epoch 403 ----------------------------------------
20241101-14:40:23 current_test_accuracies 0.9704 0.9692 0.0000 0.0000 0.0000
20241101-14:40:23 nb_c_quizzes 50000
20241101-14:40:23 weakest_accuracies [0, 0]
20241101-14:40:23 dummy_rand tensor([0.9337])
20241101-14:40:23 dummy_rand tensor([0.1417])
20241101-14:40:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-14:40:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-14:42:55 train_loss 403 model 2 0.034413063049316406
20241101-14:42:55 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:42:55 train_loss 403 model 3 0.034759536743164066
20241101-14:42:55 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:42:57 test_loss 403 model 2 0.019179229736328126
20241101-14:42:57 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:42:57 test_loss 403 model 3 0.01868988037109375
20241101-14:42:57 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:42:59 test_accuracy 403 model 2 nb_correct 2421 / 2500 (96.84%)
20241101-14:42:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-14:42:59 test_accuracy 403 model 3 nb_correct 2429 / 2500 (97.16%)
20241101-14:42:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-14:43:09 wrote ae_*.pth
20241101-14:43:09 epoch_duration 2min46s next_finish 14:45:56
20241101-14:43:09 wrote state.pth
20241101-14:43:09 --- epoch 404 ----------------------------------------
20241101-14:43:09 current_test_accuracies 0.9704 0.9692 0.9684 0.9716 0.0000
20241101-14:43:09 nb_c_quizzes 50000
20241101-14:43:09 weakest_accuracies [0, 0.9684]
20241101-14:43:09 dummy_rand tensor([0.9407])
20241101-14:43:09 dummy_rand tensor([0.3201])
20241101-14:43:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-14:43:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241101-14:45:41 train_loss 404 model 4 0.034298057556152346
20241101-14:45:41 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:45:41 train_loss 404 model 2 0.03395918655395508
20241101-14:45:41 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:45:43 test_loss 404 model 4 0.018039240837097167
20241101-14:45:43 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:45:44 test_loss 404 model 2 0.01710426330566406
20241101-14:45:44 quiz_set nb_w_quizzes 1768 nb_c_quizzes 732
20241101-14:45:46 test_accuracy 404 model 4 nb_correct 2431 / 2500 (97.24%)
20241101-14:45:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-14:45:46 test_accuracy 404 model 2 nb_correct 2417 / 2500 (96.68%)
20241101-14:45:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-14:45:56 wrote ae_*.pth
20241101-14:45:56 epoch_duration 2min46s next_finish 14:48:42
20241101-14:45:56 wrote state.pth
20241101-14:45:56 --- epoch 405 ----------------------------------------
20241101-14:45:56 current_test_accuracies 0.9704 0.9692 0.9668 0.9716 0.9724
20241101-14:45:56 dummy_rand tensor([0.2420])
20241101-14:45:56 dummy_rand tensor([0.3108])
20241101-14:46:05 nb_validated 9 model 4 (finishes Fri 15:27 -- 3615/h)
20241101-14:46:05 nb_validated 14 model 2 (finishes Fri 15:13 -- 5468/h)
20241101-14:46:23 nb_validated 26 model 4 (finishes Fri 15:29 -- 3462/h)
20241101-14:46:23 nb_validated 41 model 2 (finishes Fri 15:13 -- 5452/h)
20241101-14:46:41 nb_validated 57 model 0 (finishes Fri 15:18 -- 4577/h)
20241101-14:46:41 nb_validated 64 model 2 (finishes Fri 15:15 -- 5128/h)
20241101-14:46:59 nb_validated 83 model 4 (finishes Fri 15:17 -- 4760/h)
20241101-14:46:59 nb_validated 88 model 2 (finishes Fri 15:15 -- 5005/h)
20241101-14:47:16 nb_validated 106 model 4 (finishes Fri 15:17 -- 4737/h)
20241101-14:47:17 nb_validated 118 model 1 (finishes Fri 15:14 -- 5226/h)
20241101-14:47:34 nb_validated 132 model 3 (finishes Fri 15:17 -- 4819/h)
20241101-14:47:35 nb_validated 152 model 2 (finishes Fri 15:13 -- 5500/h)
20241101-14:47:52 nb_validated 157 model 2 (finishes Fri 15:16 -- 4853/h)
20241101-14:47:53 nb_validated 175 model 1 (finishes Fri 15:13 -- 5374/h)
20241101-14:48:10 nb_validated 178 model 4 (finishes Fri 15:17 -- 4766/h)
20241101-14:48:11 nb_validated 198 model 3 (finishes Fri 15:14 -- 5268/h)
20241101-14:48:29 nb_validated 206 model 2 (finishes Fri 15:16 -- 4856/h)
20241101-14:48:29 nb_validated 233 model 0 (finishes Fri 15:13 -- 5466/h)
20241101-14:48:47 nb_validated 232 model 2 (finishes Fri 15:16 -- 4887/h)
20241101-14:48:47 nb_validated 253 model 2 (finishes Fri 15:14 -- 5314/h)
20241101-14:49:05 nb_validated 250 model 3 (finishes Fri 15:17 -- 4762/h)
20241101-14:49:05 nb_validated 270 model 3 (finishes Fri 15:15 -- 5130/h)
20241101-14:49:23 nb_validated 272 model 4 (finishes Fri 15:17 -- 4733/h)
20241101-14:49:23 nb_validated 287 model 3 (finishes Fri 15:16 -- 4981/h)
20241101-14:49:41 nb_validated 289 model 1 (finishes Fri 15:18 -- 4627/h)
20241101-14:49:41 nb_validated 316 model 3 (finishes Fri 15:15 -- 5046/h)
20241101-14:49:59 nb_validated 319 model 0 (finishes Fri 15:17 -- 4728/h)
20241101-14:49:59 nb_validated 337 model 3 (finishes Fri 15:16 -- 4983/h)
20241101-14:50:17 nb_validated 341 model 1 (finishes Fri 15:17 -- 4707/h)
20241101-14:50:17 nb_validated 360 model 3 (finishes Fri 15:16 -- 4954/h)
20241101-14:50:35 nb_validated 369 model 1 (finishes Fri 15:17 -- 4762/h)
20241101-14:50:36 nb_validated 382 model 2 (finishes Fri 15:16 -- 4915/h)
20241101-14:50:52 nb_validated 394 model 4 (finishes Fri 15:17 -- 4782/h)
20241101-14:50:53 nb_validated 405 model 4 (finishes Fri 15:16 -- 4897/h)
20241101-14:51:11 nb_validated 425 model 0 (finishes Fri 15:16 -- 4855/h)
20241101-14:51:11 nb_validated 421 model 1 (finishes Fri 15:17 -- 4804/h)
20241101-14:51:29 nb_validated 457 model 3 (finishes Fri 15:16 -- 4939/h)
20241101-14:51:29 nb_validated 456 model 2 (finishes Fri 15:16 -- 4924/h)
20241101-14:51:46 nb_validated 482 model 1 (finishes Fri 15:16 -- 4948/h)
20241101-14:51:47 nb_validated 481 model 0 (finishes Fri 15:16 -- 4926/h)
20241101-14:52:04 nb_validated 502 model 3 (finishes Fri 15:16 -- 4906/h)
20241101-14:52:05 nb_validated 502 model 2 (finishes Fri 15:16 -- 4889/h)
20241101-14:52:22 nb_validated 539 model 2 (finishes Fri 15:15 -- 5019/h)
20241101-14:52:23 nb_validated 522 model 1 (finishes Fri 15:16 -- 4850/h)
20241101-14:52:40 nb_validated 564 model 1 (finishes Fri 15:15 -- 5023/h)
20241101-14:52:42 nb_validated 552 model 2 (finishes Fri 15:16 -- 4897/h)
20241101-14:52:58 nb_validated 582 model 3 (finishes Fri 15:16 -- 4964/h)
20241101-14:52:59 nb_validated 575 model 1 (finishes Fri 15:16 -- 4888/h)
20241101-14:53:15 nb_validated 605 model 1 (finishes Fri 15:16 -- 4953/h)
20241101-14:53:17 nb_validated 593 model 1 (finishes Fri 15:16 -- 4836/h)
20241101-14:53:33 nb_validated 628 model 4 (finishes Fri 15:16 -- 4939/h)
20241101-14:53:35 nb_validated 633 model 1 (finishes Fri 15:16 -- 4960/h)
20241101-14:53:51 nb_validated 652 model 2 (finishes Fri 15:16 -- 4935/h)
20241101-14:53:53 nb_validated 666 model 1 (finishes Fri 15:15 -- 5026/h)
20241101-14:54:09 nb_validated 680 model 2 (finishes Fri 15:16 -- 4962/h)
20241101-14:54:11 nb_validated 691 model 2 (finishes Fri 15:15 -- 5022/h)
20241101-14:54:27 nb_validated 707 model 1 (finishes Fri 15:16 -- 4978/h)
20241101-14:54:29 nb_validated 724 model 2 (finishes Fri 15:15 -- 5076/h)
20241101-14:54:45 nb_validated 734 model 2 (finishes Fri 15:16 -- 4989/h)
20241101-14:54:47 nb_validated 762 model 2 (finishes Fri 15:14 -- 5165/h)
20241101-14:55:04 nb_validated 751 model 2 (finishes Fri 15:16 -- 4935/h)
20241101-14:55:05 nb_validated 785 model 4 (finishes Fri 15:15 -- 5147/h)
20241101-14:55:22 nb_validated 769 model 4 (finishes Fri 15:16 -- 4892/h)
20241101-14:55:23 nb_validated 809 model 4 (finishes Fri 15:15 -- 5137/h)
20241101-14:55:40 nb_validated 793 model 4 (finishes Fri 15:16 -- 4888/h)
20241101-14:55:41 nb_validated 838 model 1 (finishes Fri 15:15 -- 5159/h)
20241101-14:55:58 nb_validated 830 model 1 (finishes Fri 15:16 -- 4961/h)
20241101-14:55:59 nb_validated 864 model 0 (finishes Fri 15:15 -- 5158/h)
20241101-14:56:16 nb_validated 848 model 1 (finishes Fri 15:16 -- 4923/h)
20241101-14:56:17 nb_validated 889 model 1 (finishes Fri 15:15 -- 5152/h)
20241101-14:56:34 nb_validated 866 model 1 (finishes Fri 15:16 -- 4886/h)
20241101-14:56:35 nb_validated 930 model 2 (finishes Fri 15:14 -- 5236/h)
20241101-14:56:52 nb_validated 888 model 3 (finishes Fri 15:16 -- 4873/h)
20241101-14:56:53 nb_validated 953 model 1 (finishes Fri 15:14 -- 5219/h)
20241101-14:57:10 nb_validated 926 model 2 (finishes Fri 15:16 -- 4945/h)
20241101-14:57:11 nb_validated 980 model 3 (finishes Fri 15:14 -- 5226/h)
20241101-14:57:28 nb_validated 957 model 0 (finishes Fri 15:16 -- 4977/h)
20241101-14:57:29 nb_validated 1005 model 3 (finishes Fri 15:14 -- 5221/h)
20241101-14:57:45 nb_validated 981 model 3 (finishes Fri 15:16 -- 4977/h)
20241101-14:57:47 nb_validated 1037 model 0 (finishes Fri 15:14 -- 5250/h)
20241101-14:58:03 nb_validated 1008 model 3 (finishes Fri 15:16 -- 4988/h)
20241101-14:58:05 nb_validated 1067 model 0 (finishes Fri 15:14 -- 5269/h)
20241101-14:58:21 nb_validated 1033 model 3 (finishes Fri 15:16 -- 4988/h)
20241101-14:58:23 nb_validated 1092 model 4 (finishes Fri 15:14 -- 5261/h)
20241101-14:58:39 nb_validated 1049 model 0 (finishes Fri 15:16 -- 4945/h)
20241101-14:58:41 nb_validated 1125 model 1 (finishes Fri 15:14 -- 5294/h)
20241101-14:58:58 nb_validated 1074 model 2 (finishes Fri 15:16 -- 4944/h)
20241101-14:58:59 nb_validated 1155 model 2 (finishes Fri 15:14 -- 5308/h)
20241101-14:59:16 nb_validated 1089 model 4 (finishes Fri 15:16 -- 4901/h)
20241101-14:59:17 nb_validated 1182 model 1 (finishes Fri 15:14 -- 5310/h)
20241101-14:59:33 nb_validated 1110 model 0 (finishes Fri 15:16 -- 4887/h)
20241101-14:59:35 nb_validated 1205 model 3 (finishes Fri 15:14 -- 5295/h)
20241101-14:59:51 nb_validated 1141 model 2 (finishes Fri 15:16 -- 4917/h)
20241101-14:59:53 nb_validated 1233 model 1 (finishes Fri 15:14 -- 5301/h)
20241101-15:00:09 nb_validated 1167 model 2 (finishes Fri 15:16 -- 4921/h)
20241101-15:00:11 nb_validated 1262 model 4 (finishes Fri 15:14 -- 5311/h)
20241101-15:00:28 nb_validated 1191 model 2 (finishes Fri 15:16 -- 4917/h)
20241101-15:00:29 nb_validated 1286 model 4 (finishes Fri 15:14 -- 5299/h)
20241101-15:00:46 nb_validated 1221 model 2 (finishes Fri 15:16 -- 4937/h)
20241101-15:00:47 nb_validated 1318 model 0 (finishes Fri 15:14 -- 5321/h)
20241101-15:01:04 nb_validated 1243 model 3 (finishes Fri 15:16 -- 4926/h)
20241101-15:01:05 nb_validated 1338 model 4 (finishes Fri 15:14 -- 5296/h)
20241101-15:01:22 nb_validated 1270 model 0 (finishes Fri 15:16 -- 4934/h)
20241101-15:01:23 nb_validated 1362 model 4 (finishes Fri 15:14 -- 5285/h)
20241101-15:01:40 nb_validated 1303 model 3 (finishes Fri 15:16 -- 4965/h)
20241101-15:01:42 nb_validated 1401 model 2 (finishes Fri 15:14 -- 5332/h)
20241101-15:01:59 nb_validated 1331 model 4 (finishes Fri 15:16 -- 4976/h)
20241101-15:02:00 nb_validated 1435 model 0 (finishes Fri 15:13 -- 5360/h)
20241101-15:02:17 nb_validated 1362 model 2 (finishes Fri 15:15 -- 4997/h)
20241101-15:02:18 nb_validated 1460 model 0 (finishes Fri 15:13 -- 5352/h)
20241101-15:02:35 nb_validated 1384 model 3 (finishes Fri 15:16 -- 4986/h)
20241101-15:02:36 nb_validated 1475 model 3 (finishes Fri 15:14 -- 5309/h)
20241101-15:02:53 nb_validated 1406 model 4 (finishes Fri 15:16 -- 4976/h)
20241101-15:02:54 nb_validated 1500 model 4 (finishes Fri 15:14 -- 5303/h)
20241101-15:03:11 nb_validated 1438 model 1 (finishes Fri 15:15 -- 5002/h)
20241101-15:03:12 nb_validated 1529 model 4 (finishes Fri 15:14 -- 5313/h)
20241101-15:03:29 nb_validated 1460 model 3 (finishes Fri 15:15 -- 4992/h)
20241101-15:03:30 nb_validated 1564 model 2 (finishes Fri 15:14 -- 5341/h)
20241101-15:03:47 nb_validated 1488 model 0 (finishes Fri 15:15 -- 5001/h)
20241101-15:03:48 nb_validated 1590 model 4 (finishes Fri 15:14 -- 5338/h)
20241101-15:04:05 nb_validated 1509 model 4 (finishes Fri 15:16 -- 4987/h)
20241101-15:04:06 nb_validated 1621 model 2 (finishes Fri 15:13 -- 5352/h)
20241101-15:04:23 nb_validated 1531 model 4 (finishes Fri 15:16 -- 4978/h)
20241101-15:04:24 nb_validated 1646 model 1 (finishes Fri 15:13 -- 5347/h)
20241101-15:04:41 nb_validated 1554 model 3 (finishes Fri 15:16 -- 4972/h)
20241101-15:04:42 nb_validated 1672 model 1 (finishes Fri 15:14 -- 5345/h)
20241101-15:04:59 nb_validated 1579 model 1 (finishes Fri 15:16 -- 4973/h)
20241101-15:05:00 nb_validated 1697 model 1 (finishes Fri 15:14 -- 5340/h)
20241101-15:05:17 nb_validated 1611 model 3 (finishes Fri 15:15 -- 4995/h)
20241101-15:05:18 nb_validated 1720 model 0 (finishes Fri 15:14 -- 5328/h)
20241101-15:05:35 nb_validated 1637 model 2 (finishes Fri 15:15 -- 4997/h)
20241101-15:05:36 nb_validated 1738 model 3 (finishes Fri 15:14 -- 5301/h)
20241101-15:05:53 nb_validated 1663 model 3 (finishes Fri 15:15 -- 5002/h)
20241101-15:05:54 nb_validated 1769 model 1 (finishes Fri 15:14 -- 5315/h)
20241101-15:06:11 nb_validated 1692 model 2 (finishes Fri 15:15 -- 5012/h)
20241101-15:06:12 nb_validated 1798 model 3 (finishes Fri 15:14 -- 5322/h)
20241101-15:06:29 nb_validated 1715 model 4 (finishes Fri 15:15 -- 5008/h)
20241101-15:06:30 nb_validated 1837 model 0 (finishes Fri 15:13 -- 5357/h)
20241101-15:06:47 nb_validated 1732 model 3 (finishes Fri 15:16 -- 4985/h)
20241101-15:06:48 nb_validated 1869 model 1 (finishes Fri 15:13 -- 5373/h)
20241101-15:07:05 nb_validated 1757 model 2 (finishes Fri 15:16 -- 4984/h)
20241101-15:07:06 nb_validated 1888 model 0 (finishes Fri 15:13 -- 5351/h)
20241101-15:07:22 nb_validated 1778 model 1 (finishes Fri 15:16 -- 4974/h)
20241101-15:07:24 nb_validated 1906 model 4 (finishes Fri 15:14 -- 5326/h)
20241101-15:07:41 nb_validated 1803 model 0 (finishes Fri 15:16 -- 4974/h)
20241101-15:07:42 nb_validated 1926 model 1 (finishes Fri 15:14 -- 5309/h)
20241101-15:07:59 nb_validated 1823 model 4 (finishes Fri 15:16 -- 4961/h)
20241101-15:07:59 nb_validated 1954 model 2 (finishes Fri 15:14 -- 5314/h)
20241101-15:08:17 nb_validated 1848 model 0 (finishes Fri 15:16 -- 4961/h)
20241101-15:08:17 nb_validated 1993 model 2 (finishes Fri 15:13 -- 5348/h)
20241101-15:08:34 nb_validated 1869 model 3 (finishes Fri 15:16 -- 4952/h)
20241101-15:08:35 nb_validated 2022 model 1 (finishes Fri 15:13 -- 5355/h)
20241101-15:08:52 nb_validated 1900 model 1 (finishes Fri 15:16 -- 4969/h)
20241101-15:08:53 nb_validated 2046 model 2 (finishes Fri 15:13 -- 5347/h)
20241101-15:09:10 nb_validated 1929 model 0 (finishes Fri 15:16 -- 4979/h)
20241101-15:09:11 nb_validated 2074 model 2 (finishes Fri 15:13 -- 5350/h)
20241101-15:09:28 nb_validated 1950 model 1 (finishes Fri 15:16 -- 4970/h)
20241101-15:09:29 nb_validated 2107 model 2 (finishes Fri 15:13 -- 5366/h)
20241101-15:09:46 nb_validated 1976 model 4 (finishes Fri 15:16 -- 4973/h)
20241101-15:09:47 nb_validated 2140 model 3 (finishes Fri 15:13 -- 5382/h)
20241101-15:10:04 nb_validated 2006 model 4 (finishes Fri 15:16 -- 4985/h)
20241101-15:10:05 nb_validated 2161 model 3 (finishes Fri 15:13 -- 5368/h)
20241101-15:10:22 nb_validated 2036 model 0 (finishes Fri 15:15 -- 4997/h)
20241101-15:10:23 nb_validated 2190 model 0 (finishes Fri 15:13 -- 5372/h)
20241101-15:10:41 nb_validated 2069 model 2 (finishes Fri 15:15 -- 5016/h)
20241101-15:10:41 nb_validated 2205 model 3 (finishes Fri 15:14 -- 5344/h)
20241101-15:10:59 nb_validated 2100 model 3 (finishes Fri 15:15 -- 5030/h)
20241101-15:10:59 nb_validated 2223 model 3 (finishes Fri 15:14 -- 5323/h)
20241101-15:11:17 nb_validated 2245 model 1 (finishes Fri 15:14 -- 5313/h)
20241101-15:11:17 nb_validated 2123 model 2 (finishes Fri 15:15 -- 5024/h)
20241101-15:11:35 nb_validated 2269 model 3 (finishes Fri 15:14 -- 5307/h)
20241101-15:11:35 nb_validated 2139 model 4 (finishes Fri 15:15 -- 5002/h)
20241101-15:11:53 nb_validated 2294 model 3 (finishes Fri 15:14 -- 5304/h)
20241101-15:11:53 nb_validated 2159 model 1 (finishes Fri 15:15 -- 4990/h)
20241101-15:12:11 nb_validated 2314 model 2 (finishes Fri 15:14 -- 5289/h)
20241101-15:12:11 nb_validated 2176 model 3 (finishes Fri 15:16 -- 4971/h)
20241101-15:12:29 nb_validated 2331 model 3 (finishes Fri 15:14 -- 5268/h)
20241101-15:12:30 nb_validated 2201 model 4 (finishes Fri 15:16 -- 4971/h)
20241101-15:12:47 nb_validated 2368 model 2 (finishes Fri 15:14 -- 5291/h)
20241101-15:12:47 nb_validated 2229 model 4 (finishes Fri 15:16 -- 4979/h)
20241101-15:13:05 nb_validated 2393 model 1 (finishes Fri 15:14 -- 5289/h)
20241101-15:13:05 nb_validated 2256 model 0 (finishes Fri 15:16 -- 4984/h)
20241101-15:13:23 nb_validated 2424 model 0 (finishes Fri 15:14 -- 5298/h)
20241101-15:13:23 nb_validated 2282 model 3 (finishes Fri 15:16 -- 4986/h)
20241101-15:13:41 nb_validated 2459 model 0 (finishes Fri 15:14 -- 5316/h)
20241101-15:13:42 nb_validated 2301 model 2 (finishes Fri 15:16 -- 4972/h)
20241101-15:13:59 nb_validated 2479 model 3 (finishes Fri 15:14 -- 5301/h)
20241101-15:14:00 nb_validated 2325 model 1 (finishes Fri 15:16 -- 4971/h)
20241101-15:14:17 nb_validated 2508 model 3 (finishes now! -- 5306/h)
20241101-15:14:17 generate_c_quizz_speed 5306/h
20241101-15:14:18 nb_validated 2358 model 0 (finishes Fri 15:16 -- 4987/h)
20241101-15:14:35 nb_validated 2388 model 3 (finishes Fri 15:15 -- 4999/h)
20241101-15:14:53 nb_validated 2415 model 0 (finishes Fri 15:15 -- 5005/h)
20241101-15:15:10 nb_validated 2447 model 0 (finishes Fri 15:15 -- 5021/h)
20241101-15:15:27 nb_validated 2465 model 3 (finishes Fri 15:15 -- 5009/h)
20241101-15:15:45 nb_validated 2486 model 1 (finishes Fri 15:15 -- 5003/h)
20241101-15:15:53 generate_c_quizz_speed 5010/h
20241101-15:16:02 wrote culture_c_quiz_0405.png
20241101-15:16:02 generated_c_quizzes torch.Size([5010, 400])
20241101-15:23:25 argv ./main.py --result_dir=results_default --resume --seed=3 --proba_hint=0.05
20241101-15:23:25 args.log_filename train.log
20241101-15:23:25 args.result_dir results_default
20241101-15:23:25 args.seed 3
20241101-15:23:25 args.resume True
20241101-15:23:25 args.optimizer adam
20241101-15:23:25 args.nb_warmup_samples 5000
20241101-15:23:25 args.nb_epochs 10000
20241101-15:23:25 args.batch_size 25
20241101-15:23:25 args.train_batch_size None
20241101-15:23:25 args.eval_batch_size 25
20241101-15:23:25 args.nb_train_samples 50000
20241101-15:23:25 args.nb_test_samples 2500
20241101-15:23:25 args.nb_c_quizzes 5000
20241101-15:23:25 args.c_quiz_multiplier 1
20241101-15:23:25 args.learning_rate 0.0005
20241101-15:23:25 args.gradient_clipping None
20241101-15:23:25 args.nb_have_to_be_correct 3
20241101-15:23:25 args.nb_have_to_be_wrong 1
20241101-15:23:25 args.nb_mistakes_to_be_wrong 5
20241101-15:23:25 args.model_type standard
20241101-15:23:25 args.model 37M
20241101-15:23:25 args.dim_model 512
20241101-15:23:25 args.dim_keys 64
20241101-15:23:25 args.dim_hidden 2048
20241101-15:23:25 args.nb_heads 8
20241101-15:23:25 args.nb_blocks 12
20241101-15:23:25 args.dropout 0.5
20241101-15:23:25 args.nb_threads 1
20241101-15:23:25 args.gpus all
20241101-15:23:25 args.nb_models 5
20241101-15:23:25 args.diffusion_nb_iterations 25
20241101-15:23:25 args.diffusion_proba_corruption 0.05
20241101-15:23:25 args.accuracy_to_make_c_quizzes 0.95
20241101-15:23:25 args.proba_prompt_noise 0.05
20241101-15:23:25 args.proba_hint 0.05
20241101-15:23:25 args.quizzes None
20241101-15:23:25 args.test None
20241101-15:23:25 args.grids_world_tasks replace_color,translate,grow,frame
20241101-15:23:25 main_device cuda:0 gpus ['cuda:0', 'cuda:1']
20241101-15:23:25 vocabulary_size 11
20241101-15:23:26 successfully loaded ae_000.pth
20241101-15:23:26 successfully loaded ae_001.pth
20241101-15:23:27 successfully loaded ae_002.pth
20241101-15:23:27 successfully loaded ae_003.pth
20241101-15:23:27 successfully loaded ae_004.pth
20241101-15:23:27 successfully loaded state.pth
20241101-15:23:27 nb_parameters 37820939 (37M)
20241101-15:23:27 wrote state.pth
20241101-15:23:27 --- epoch 405 ----------------------------------------
20241101-15:23:27 current_test_accuracies 0.9704 0.9692 0.9668 0.9716 0.9724
20241101-15:23:31 wrote ae_*_naive.pth
20241101-15:23:31 dummy_rand tensor([0.1525])
20241101-15:23:31 dummy_rand tensor([0.4704])
20241101-15:23:41 nb_validated 1 model 0 (finishes Fri 22:42 -- 341/h)
20241101-15:23:42 nb_validated 2 model 2 (finishes Fri 19:08 -- 667/h)
20241101-15:24:01 nb_validated 3 model 3 (finishes Fri 22:22 -- 358/h)
20241101-15:24:01 nb_validated 8 model 0 (finishes Fri 18:02 -- 944/h)
20241101-15:24:20 nb_validated 4 model 4 (finishes Fri 23:57 -- 291/h)
20241101-15:24:20 nb_validated 12 model 1 (finishes Fri 18:15 -- 873/h)
20241101-15:24:38 nb_validated 6 model 1 (finishes Fri 23:13 -- 318/h)
20241101-15:24:39 nb_validated 14 model 2 (finishes Fri 18:45 -- 743/h)
20241101-15:24:57 nb_validated 10 model 3 (finishes Fri 21:22 -- 417/h)
20241101-15:24:57 nb_validated 17 model 0 (finishes Fri 18:55 -- 708/h)
20241101-15:25:15 nb_validated 11 model 1 (finishes Fri 21:58 -- 379/h)
20241101-15:25:16 nb_validated 20 model 2 (finishes Fri 19:02 -- 686/h)
20241101-15:25:33 nb_validated 14 model 4 (finishes Fri 21:28 -- 410/h)
20241101-15:25:34 nb_validated 21 model 1 (finishes Fri 19:28 -- 613/h)
20241101-15:25:52 nb_validated 16 model 1 (finishes Fri 21:31 -- 408/h)
20241101-15:25:53 nb_validated 22 model 2 (finishes Fri 19:52 -- 558/h)
20241101-15:26:10 nb_validated 17 model 3 (finishes Fri 21:53 -- 384/h)
20241101-15:26:11 nb_validated 22 model 4 (finishes Fri 20:26 -- 494/h)
20241101-15:26:28 nb_validated 20 model 1 (finishes Fri 21:33 -- 405/h)
20241101-15:26:29 nb_validated 24 model 0 (finishes Fri 20:33 -- 483/h)
20241101-15:26:47 nb_validated 24 model 0 (finishes Fri 21:03 -- 441/h)
20241101-15:26:48 nb_validated 25 model 0 (finishes Fri 20:51 -- 456/h)
20241101-15:27:05 nb_validated 26 model 0 (finishes Fri 21:06 -- 437/h)
20241101-15:27:06 nb_validated 26 model 3 (finishes Fri 21:08 -- 434/h)
20241101-15:27:23 nb_validated 31 model 2 (finishes Fri 20:36 -- 479/h)
20241101-15:27:25 nb_validated 27 model 2 (finishes Fri 21:24 -- 415/h)
20241101-15:27:41 nb_validated 32 model 4 (finishes Fri 20:49 -- 459/h)
20241101-15:27:43 nb_validated 27 model 1 (finishes Fri 21:52 -- 385/h)
20241101-15:28:00 nb_validated 33 model 3 (finishes Fri 21:02 -- 441/h)
20241101-15:28:01 nb_validated 28 model 3 (finishes Fri 22:05 -- 373/h)
20241101-15:28:18 nb_validated 33 model 2 (finishes Fri 21:26 -- 413/h)
20241101-15:28:19 nb_validated 31 model 2 (finishes Fri 21:50 -- 387/h)
20241101-15:28:36 nb_validated 35 model 1 (finishes Fri 21:27 -- 412/h)
20241101-15:28:37 nb_validated 33 model 4 (finishes Fri 21:50 -- 387/h)
20241101-15:28:54 nb_validated 36 model 4 (finishes Fri 21:38 -- 400/h)
20241101-15:28:55 nb_validated 35 model 3 (finishes Fri 21:49 -- 388/h)
20241101-15:29:13 nb_validated 39 model 0 (finishes Fri 21:28 -- 410/h)
20241101-15:29:13 nb_validated 38 model 3 (finishes Fri 21:39 -- 399/h)
20241101-15:29:31 nb_validated 41 model 4 (finishes Fri 21:29 -- 409/h)
20241101-15:29:32 nb_validated 43 model 2 (finishes Fri 21:13 -- 428/h)
20241101-15:29:49 nb_validated 43 model 3 (finishes Fri 21:30 -- 408/h)
20241101-15:29:50 nb_validated 45 model 3 (finishes Fri 21:14 -- 427/h)
20241101-15:30:08 nb_validated 44 model 2 (finishes Fri 21:39 -- 398/h)
20241101-15:30:08 nb_validated 46 model 1 (finishes Fri 21:23 -- 416/h)
20241101-15:30:26 nb_validated 47 model 4 (finishes Fri 21:31 -- 407/h)
20241101-15:30:26 nb_validated 47 model 0 (finishes Fri 21:31 -- 407/h)
20241101-15:30:45 nb_validated 47 model 4 (finishes Fri 21:48 -- 389/h)
20241101-15:30:45 nb_validated 50 model 2 (finishes Fri 21:25 -- 414/h)
20241101-15:31:03 nb_validated 48 model 1 (finishes Fri 21:56 -- 382/h)
20241101-15:31:03 nb_validated 52 model 4 (finishes Fri 21:26 -- 413/h)
20241101-15:31:21 nb_validated 49 model 0 (finishes Fri 22:03 -- 374/h)
20241101-15:31:21 nb_validated 55 model 1 (finishes Fri 21:20 -- 420/h)
20241101-15:31:40 nb_validated 51 model 3 (finishes Fri 22:02 -- 375/h)
20241101-15:31:40 nb_validated 58 model 0 (finishes Fri 21:14 -- 426/h)
20241101-15:31:58 nb_validated 55 model 1 (finishes Fri 21:47 -- 390/h)
20241101-15:31:58 nb_validated 63 model 2 (finishes Fri 20:59 -- 447/h)
20241101-15:32:16 nb_validated 60 model 0 (finishes Fri 21:28 -- 411/h)
20241101-15:32:17 nb_validated 67 model 2 (finishes Fri 20:50 -- 458/h)
20241101-15:32:34 nb_validated 61 model 3 (finishes Fri 21:34 -- 403/h)
20241101-15:32:35 nb_validated 69 model 4 (finishes Fri 20:51 -- 456/h)
20241101-15:32:53 nb_validated 65 model 3 (finishes Fri 21:23 -- 416/h)
20241101-15:32:53 nb_validated 71 model 4 (finishes Fri 20:53 -- 454/h)
20241101-15:33:11 nb_validated 67 model 3 (finishes Fri 21:24 -- 415/h)
20241101-15:33:12 nb_validated 71 model 3 (finishes Fri 21:04 -- 440/h)
20241101-15:33:29 nb_validated 69 model 4 (finishes Fri 21:24 -- 415/h)
20241101-15:33:30 nb_validated 72 model 1 (finishes Fri 21:10 -- 432/h)
20241101-15:33:47 nb_validated 71 model 1 (finishes Fri 21:25 -- 414/h)
20241101-15:33:48 nb_validated 75 model 0 (finishes Fri 21:06 -- 437/h)
20241101-15:34:05 nb_validated 72 model 3 (finishes Fri 21:30 -- 408/h)
20241101-15:34:07 nb_validated 75 model 2 (finishes Fri 21:16 -- 424/h)
20241101-15:34:23 nb_validated 74 model 4 (finishes Fri 21:30 -- 408/h)
20241101-15:34:25 nb_validated 76 model 0 (finishes Fri 21:22 -- 418/h)
20241101-15:34:41 nb_validated 78 model 1 (finishes Fri 21:21 -- 418/h)
20241101-15:34:43 nb_validated 78 model 4 (finishes Fri 21:22 -- 417/h)
20241101-15:35:00 nb_validated 81 model 2 (finishes Fri 21:17 -- 423/h)
20241101-15:35:01 nb_validated 81 model 0 (finishes Fri 21:18 -- 422/h)
20241101-15:35:18 nb_validated 82 model 0 (finishes Fri 21:22 -- 417/h)
20241101-15:35:20 nb_validated 81 model 4 (finishes Fri 21:28 -- 411/h)
20241101-15:35:36 nb_validated 84 model 0 (finishes Fri 21:23 -- 417/h)
20241101-15:35:38 nb_validated 84 model 4 (finishes Fri 21:24 -- 415/h)
20241101-15:35:54 nb_validated 89 model 1 (finishes Fri 21:11 -- 431/h)
20241101-15:35:57 nb_validated 87 model 0 (finishes Fri 21:20 -- 419/h)
20241101-15:36:12 nb_validated 91 model 4 (finishes Fri 21:12 -- 430/h)
20241101-15:36:14 nb_validated 91 model 1 (finishes Fri 21:13 -- 429/h)
20241101-15:36:30 nb_validated 91 model 4 (finishes Fri 21:20 -- 420/h)
20241101-15:36:33 nb_validated 93 model 0 (finishes Fri 21:13 -- 428/h)
20241101-15:36:49 nb_validated 93 model 4 (finishes Fri 21:20 -- 419/h)
20241101-15:36:51 nb_validated 96 model 0 (finishes Fri 21:10 -- 431/h)
20241101-15:37:07 nb_validated 94 model 3 (finishes Fri 21:25 -- 414/h)
20241101-15:37:09 nb_validated 98 model 4 (finishes Fri 21:11 -- 431/h)
20241101-15:37:25 nb_validated 94 model 4 (finishes Fri 21:33 -- 405/h)
20241101-15:37:27 nb_validated 99 model 2 (finishes Fri 21:15 -- 426/h)
20241101-15:37:43 nb_validated 97 model 2 (finishes Fri 21:29 -- 409/h)
20241101-15:37:45 nb_validated 101 model 3 (finishes Fri 21:16 -- 425/h)
20241101-15:38:02 nb_validated 97 model 4 (finishes Fri 21:37 -- 400/h)
20241101-15:38:04 nb_validated 103 model 4 (finishes Fri 21:16 -- 424/h)
20241101-15:38:20 nb_validated 99 model 1 (finishes Fri 21:37 -- 400/h)
20241101-15:38:22 nb_validated 107 model 4 (finishes Fri 21:10 -- 432/h)
20241101-15:38:38 nb_validated 100 model 1 (finishes Fri 21:41 -- 396/h)
20241101-15:38:40 nb_validated 110 model 3 (finishes Fri 21:08 -- 435/h)
20241101-15:38:56 nb_validated 103 model 3 (finishes Fri 21:37 -- 400/h)
20241101-15:38:58 nb_validated 112 model 4 (finishes Fri 21:08 -- 434/h)
20241101-15:39:14 nb_validated 108 model 2 (finishes Fri 21:27 -- 412/h)
20241101-15:39:17 nb_validated 113 model 3 (finishes Fri 21:12 -- 430/h)
20241101-15:39:32 nb_validated 112 model 0 (finishes Fri 21:21 -- 419/h)
20241101-15:39:35 nb_validated 114 model 3 (finishes Fri 21:15 -- 425/h)
20241101-15:39:50 nb_validated 113 model 4 (finishes Fri 21:24 -- 415/h)
20241101-15:39:53 nb_validated 115 model 3 (finishes Fri 21:19 -- 421/h)
20241101-15:40:08 nb_validated 113 model 0 (finishes Fri 21:31 -- 407/h)
20241101-15:40:11 nb_validated 117 model 1 (finishes Fri 21:19 -- 421/h)
20241101-15:40:27 nb_validated 116 model 1 (finishes Fri 21:28 -- 411/h)
20241101-15:40:29 nb_validated 119 model 2 (finishes Fri 21:20 -- 420/h)
20241101-15:40:45 nb_validated 117 model 0 (finishes Fri 21:31 -- 407/h)
20241101-15:40:47 nb_validated 125 model 1 (finishes Fri 21:09 -- 434/h)
20241101-15:41:03 nb_validated 120 model 1 (finishes Fri 21:28 -- 410/h)
20241101-15:41:06 nb_validated 129 model 1 (finishes Fri 21:04 -- 440/h)
20241101-15:41:21 nb_validated 121 model 1 (finishes Fri 21:32 -- 407/h)
20241101-15:41:24 nb_validated 132 model 0 (finishes Fri 21:02 -- 442/h)
20241101-15:41:39 nb_validated 122 model 0 (finishes Fri 21:35 -- 403/h)
20241101-15:41:42 nb_validated 138 model 0 (finishes Fri 20:52 -- 455/h)
20241101-15:41:57 nb_validated 124 model 4 (finishes Fri 21:35 -- 403/h)
20241101-15:42:00 nb_validated 140 model 1 (finishes Fri 20:53 -- 454/h)
20241101-15:42:16 nb_validated 126 model 3 (finishes Fri 21:35 -- 403/h)
20241101-15:42:18 nb_validated 142 model 4 (finishes Fri 20:54 -- 453/h)
20241101-15:42:34 nb_validated 129 model 4 (finishes Fri 21:32 -- 406/h)
20241101-15:42:37 nb_validated 143 model 0 (finishes Fri 20:57 -- 449/h)
20241101-15:42:52 nb_validated 129 model 4 (finishes Fri 21:38 -- 399/h)
20241101-15:42:55 nb_validated 146 model 0 (finishes Fri 20:55 -- 451/h)
20241101-15:43:10 nb_validated 133 model 0 (finishes Fri 21:33 -- 405/h)
20241101-15:43:13 nb_validated 147 model 2 (finishes Fri 20:58 -- 447/h)
20241101-15:43:28 nb_validated 134 model 4 (finishes Fri 21:35 -- 402/h)
20241101-15:43:32 nb_validated 150 model 3 (finishes Fri 20:57 -- 449/h)
20241101-15:43:46 nb_validated 135 model 1 (finishes Fri 21:38 -- 399/h)
20241101-15:43:50 nb_validated 150 model 4 (finishes Fri 21:02 -- 442/h)
20241101-15:44:05 nb_validated 138 model 0 (finishes Fri 21:36 -- 402/h)
20241101-15:44:08 nb_validated 153 model 2 (finishes Fri 21:00 -- 445/h)
20241101-15:44:23 nb_validated 142 model 1 (finishes Fri 21:30 -- 408/h)
20241101-15:44:27 nb_validated 154 model 3 (finishes Fri 21:03 -- 441/h)
20241101-15:44:41 nb_validated 142 model 3 (finishes Fri 21:36 -- 402/h)
20241101-15:44:45 nb_validated 154 model 0 (finishes Fri 21:08 -- 435/h)
20241101-15:44:58 nb_validated 144 model 1 (finishes Fri 21:36 -- 402/h)
20241101-15:45:03 nb_validated 155 model 3 (finishes Fri 21:10 -- 431/h)
20241101-15:45:17 nb_validated 147 model 4 (finishes Fri 21:33 -- 405/h)
20241101-15:45:21 nb_validated 155 model 4 (finishes Fri 21:15 -- 425/h)
20241101-15:45:35 nb_validated 149 model 2 (finishes Fri 21:33 -- 405/h)
20241101-15:45:39 nb_validated 155 model 3 (finishes Fri 21:20 -- 420/h)
20241101-15:45:53 nb_validated 149 model 3 (finishes Fri 21:38 -- 399/h)
20241101-15:45:57 nb_validated 156 model 1 (finishes Fri 21:23 -- 417/h)
20241101-15:46:12 nb_validated 158 model 0 (finishes Fri 21:22 -- 417/h)
20241101-15:46:15 nb_validated 159 model 3 (finishes Fri 21:21 -- 419/h)
20241101-15:46:30 nb_validated 158 model 4 (finishes Fri 21:27 -- 412/h)
20241101-15:46:34 nb_validated 162 model 2 (finishes Fri 21:19 -- 421/h)
20241101-15:46:48 nb_validated 160 model 3 (finishes Fri 21:27 -- 412/h)
20241101-15:46:52 nb_validated 165 model 1 (finishes Fri 21:17 -- 423/h)
20241101-15:47:06 nb_validated 161 model 1 (finishes Fri 21:29 -- 409/h)
20241101-15:47:10 nb_validated 168 model 4 (finishes Fri 21:15 -- 426/h)
20241101-15:47:24 nb_validated 161 model 3 (finishes Fri 21:34 -- 404/h)
20241101-15:47:28 nb_validated 171 model 0 (finishes Fri 21:13 -- 428/h)
20241101-15:47:42 nb_validated 163 model 0 (finishes Fri 21:34 -- 404/h)
20241101-15:47:46 nb_validated 175 model 0 (finishes Fri 21:10 -- 432/h)
20241101-15:48:01 nb_validated 164 model 2 (finishes Fri 21:36 -- 401/h)
20241101-15:48:05 nb_validated 178 model 0 (finishes Fri 21:08 -- 434/h)
20241101-15:48:19 nb_validated 168 model 2 (finishes Fri 21:32 -- 406/h)
20241101-15:48:23 nb_validated 180 model 0 (finishes Fri 21:08 -- 434/h)
20241101-15:48:37 nb_validated 171 model 3 (finishes Fri 21:30 -- 408/h)
20241101-15:48:41 nb_validated 181 model 3 (finishes Fri 21:11 -- 431/h)
20241101-15:48:55 nb_validated 174 model 0 (finishes Fri 21:28 -- 410/h)
20241101-15:48:59 nb_validated 183 model 3 (finishes Fri 21:11 -- 431/h)
20241101-15:49:14 nb_validated 177 model 4 (finishes Fri 21:26 -- 413/h)
20241101-15:49:17 nb_validated 187 model 4 (finishes Fri 21:08 -- 435/h)
20241101-15:49:32 nb_validated 181 model 1 (finishes Fri 21:22 -- 417/h)
20241101-15:49:35 nb_validated 191 model 4 (finishes Fri 21:04 -- 439/h)
20241101-15:49:50 nb_validated 183 model 3 (finishes Fri 21:23 -- 417/h)
20241101-15:49:54 nb_validated 193 model 2 (finishes Fri 21:05 -- 438/h)
20241101-15:50:08 nb_validated 185 model 2 (finishes Fri 21:23 -- 417/h)
20241101-15:50:12 nb_validated 197 model 0 (finishes Fri 21:02 -- 442/h)
20241101-15:50:26 nb_validated 189 model 3 (finishes Fri 21:19 -- 421/h)
20241101-15:50:31 nb_validated 198 model 2 (finishes Fri 21:04 -- 440/h)
20241101-15:50:44 nb_validated 190 model 1 (finishes Fri 21:21 -- 418/h)
20241101-15:50:48 nb_validated 199 model 3 (finishes Fri 21:06 -- 437/h)
20241101-15:51:02 nb_validated 190 model 4 (finishes Fri 21:25 -- 414/h)
20241101-15:51:06 nb_validated 200 model 1 (finishes Fri 21:08 -- 434/h)
20241101-15:51:20 nb_validated 190 model 0 (finishes Fri 21:29 -- 409/h)
20241101-15:51:24 nb_validated 204 model 1 (finishes Fri 21:05 -- 438/h)
20241101-15:51:39 nb_validated 194 model 4 (finishes Fri 21:26 -- 413/h)
20241101-15:51:43 nb_validated 205 model 0 (finishes Fri 21:07 -- 436/h)
20241101-15:51:57 nb_validated 196 model 4 (finishes Fri 21:26 -- 413/h)
20241101-15:52:00 nb_validated 205 model 1 (finishes Fri 21:11 -- 431/h)
20241101-15:52:15 nb_validated 196 model 4 (finishes Fri 21:30 -- 409/h)
20241101-15:52:18 nb_validated 206 model 0 (finishes Fri 21:12 -- 429/h)
20241101-15:52:33 nb_validated 201 model 2 (finishes Fri 21:24 -- 415/h)
20241101-15:52:37 nb_validated 209 model 1 (finishes Fri 21:11 -- 430/h)
20241101-15:52:52 nb_validated 203 model 1 (finishes Fri 21:24 -- 415/h)
20241101-15:52:55 nb_validated 212 model 0 (finishes Fri 21:10 -- 432/h)
20241101-15:53:10 nb_validated 204 model 4 (finishes Fri 21:26 -- 412/h)
20241101-15:53:13 nb_validated 212 model 0 (finishes Fri 21:13 -- 428/h)
20241101-15:53:28 nb_validated 205 model 4 (finishes Fri 21:28 -- 410/h)
20241101-15:53:31 nb_validated 212 model 4 (finishes Fri 21:17 -- 423/h)
20241101-15:53:46 nb_validated 205 model 4 (finishes Fri 21:32 -- 406/h)
20241101-15:53:49 nb_validated 213 model 1 (finishes Fri 21:19 -- 421/h)
20241101-15:54:04 nb_validated 207 model 2 (finishes Fri 21:32 -- 406/h)
20241101-15:54:07 nb_validated 214 model 3 (finishes Fri 21:21 -- 419/h)
20241101-15:54:23 nb_validated 209 model 3 (finishes Fri 21:32 -- 406/h)
20241101-15:54:26 nb_validated 214 model 3 (finishes Fri 21:24 -- 415/h)
20241101-15:54:41 nb_validated 211 model 2 (finishes Fri 21:32 -- 406/h)
20241101-15:54:44 nb_validated 219 model 0 (finishes Fri 21:19 -- 420/h)
20241101-15:54:59 nb_validated 215 model 2 (finishes Fri 21:29 -- 409/h)
20241101-15:55:02 nb_validated 220 model 4 (finishes Fri 21:21 -- 418/h)
20241101-15:55:18 nb_validated 216 model 4 (finishes Fri 21:31 -- 407/h)
20241101-15:55:21 nb_validated 221 model 2 (finishes Fri 21:23 -- 416/h)
20241101-15:55:36 nb_validated 218 model 0 (finishes Fri 21:31 -- 407/h)
20241101-15:55:39 nb_validated 222 model 2 (finishes Fri 21:25 -- 414/h)
20241101-15:55:54 nb_validated 219 model 3 (finishes Fri 21:33 -- 405/h)
20241101-15:55:57 nb_validated 224 model 2 (finishes Fri 21:25 -- 414/h)
20241101-15:56:12 nb_validated 220 model 4 (finishes Fri 21:35 -- 403/h)
20241101-15:56:15 nb_validated 225 model 3 (finishes Fri 21:27 -- 412/h)
20241101-15:56:31 nb_validated 222 model 4 (finishes Fri 21:35 -- 403/h)
20241101-15:56:33 nb_validated 227 model 3 (finishes Fri 21:27 -- 412/h)
20241101-15:56:48 nb_validated 226 model 0 (finishes Fri 21:31 -- 407/h)
20241101-15:56:51 nb_validated 228 model 2 (finishes Fri 21:29 -- 410/h)
20241101-15:57:07 nb_validated 228 model 2 (finishes Fri 21:31 -- 407/h)
20241101-15:57:10 nb_validated 228 model 0 (finishes Fri 21:32 -- 406/h)
20241101-15:57:25 nb_validated 228 model 1 (finishes Fri 21:35 -- 403/h)
20241101-15:57:28 nb_validated 229 model 0 (finishes Fri 21:34 -- 404/h)
20241101-15:57:43 nb_validated 228 model 3 (finishes Fri 21:38 -- 399/h)
20241101-15:57:47 nb_validated 232 model 0 (finishes Fri 21:32 -- 406/h)
20241101-15:58:01 nb_validated 229 model 1 (finishes Fri 21:40 -- 398/h)
20241101-15:58:04 nb_validated 233 model 1 (finishes Fri 21:34 -- 404/h)
20241101-15:58:19 nb_validated 229 model 1 (finishes Fri 21:43 -- 394/h)
20241101-15:58:23 nb_validated 235 model 0 (finishes Fri 21:34 -- 404/h)
20241101-15:58:37 nb_validated 234 model 3 (finishes Fri 21:38 -- 400/h)
20241101-15:58:41 nb_validated 237 model 4 (finishes Fri 21:34 -- 404/h)
20241101-15:58:55 nb_validated 237 model 0 (finishes Fri 21:36 -- 401/h)
20241101-15:58:59 nb_validated 240 model 1 (finishes Fri 21:33 -- 405/h)
20241101-15:59:13 nb_validated 239 model 0 (finishes Fri 21:37 -- 401/h)
20241101-15:59:17 nb_validated 241 model 4 (finishes Fri 21:34 -- 404/h)
20241101-15:59:31 nb_validated 240 model 4 (finishes Fri 21:38 -- 399/h)
20241101-15:59:35 nb_validated 242 model 4 (finishes Fri 21:36 -- 402/h)
20241101-15:59:49 nb_validated 243 model 2 (finishes Fri 21:37 -- 401/h)
20241101-15:59:53 nb_validated 244 model 1 (finishes Fri 21:36 -- 402/h)
20241101-16:00:08 nb_validated 249 model 2 (finishes Fri 21:31 -- 408/h)
20241101-16:00:11 nb_validated 246 model 0 (finishes Fri 21:36 -- 402/h)
20241101-16:00:26 nb_validated 250 model 1 (finishes Fri 21:32 -- 406/h)
20241101-16:00:29 nb_validated 249 model 1 (finishes Fri 21:34 -- 404/h)
20241101-16:00:44 nb_validated 252 model 2 (finishes Fri 21:32 -- 406/h)
20241101-16:00:47 nb_validated 249 model 1 (finishes Fri 21:37 -- 400/h)
20241101-16:01:02 nb_validated 255 model 0 (finishes Fri 21:31 -- 407/h)
20241101-16:01:05 nb_validated 251 model 3 (finishes Fri 21:37 -- 400/h)
20241101-16:01:20 nb_validated 256 model 1 (finishes Fri 21:32 -- 406/h)
20241101-16:01:23 nb_validated 253 model 4 (finishes Fri 21:37 -- 400/h)
20241101-16:01:38 nb_validated 259 model 3 (finishes Fri 21:31 -- 407/h)
20241101-16:01:41 nb_validated 256 model 3 (finishes Fri 21:36 -- 402/h)
20241101-16:01:57 nb_validated 260 model 0 (finishes Fri 21:33 -- 405/h)
20241101-16:01:59 nb_validated 258 model 3 (finishes Fri 21:36 -- 402/h)
20241101-16:02:14 nb_validated 262 model 1 (finishes Fri 21:33 -- 405/h)
20241101-16:02:17 nb_validated 258 model 1 (finishes Fri 21:39 -- 399/h)
20241101-16:02:33 nb_validated 263 model 1 (finishes Fri 21:34 -- 404/h)
20241101-16:02:35 nb_validated 258 model 1 (finishes Fri 21:42 -- 396/h)
20241101-16:02:51 nb_validated 264 model 4 (finishes Fri 21:36 -- 402/h)
20241101-16:02:53 nb_validated 261 model 1 (finishes Fri 21:40 -- 397/h)
20241101-16:03:09 nb_validated 266 model 2 (finishes Fri 21:36 -- 402/h)
20241101-16:03:11 nb_validated 264 model 3 (finishes Fri 21:39 -- 399/h)
20241101-16:03:28 nb_validated 272 model 2 (finishes Fri 21:30 -- 408/h)
20241101-16:03:30 nb_validated 268 model 3 (finishes Fri 21:36 -- 402/h)
20241101-16:03:46 nb_validated 274 model 3 (finishes Fri 21:30 -- 408/h)
20241101-16:03:48 nb_validated 269 model 0 (finishes Fri 21:37 -- 400/h)
20241101-16:04:04 nb_validated 276 model 0 (finishes Fri 21:30 -- 408/h)
20241101-16:04:06 nb_validated 271 model 4 (finishes Fri 21:37 -- 400/h)
20241101-16:04:23 nb_validated 278 model 0 (finishes Fri 21:31 -- 408/h)
20241101-16:04:25 nb_validated 273 model 2 (finishes Fri 21:38 -- 400/h)
20241101-16:04:41 nb_validated 279 model 1 (finishes Fri 21:32 -- 406/h)
20241101-16:04:43 nb_validated 278 model 2 (finishes Fri 21:34 -- 404/h)
20241101-16:04:59 nb_validated 282 model 1 (finishes Fri 21:31 -- 408/h)
20241101-16:05:01 nb_validated 281 model 0 (finishes Fri 21:32 -- 406/h)
20241101-16:05:17 nb_validated 284 model 3 (finishes Fri 21:31 -- 407/h)
20241101-16:05:20 nb_validated 282 model 3 (finishes Fri 21:34 -- 404/h)
20241101-16:05:35 nb_validated 285 model 3 (finishes Fri 21:32 -- 406/h)
20241101-16:05:38 nb_validated 284 model 2 (finishes Fri 21:34 -- 404/h)
20241101-16:05:53 nb_validated 288 model 3 (finishes Fri 21:31 -- 407/h)
20241101-16:05:56 nb_validated 287 model 1 (finishes Fri 21:33 -- 405/h)
20241101-16:06:11 nb_validated 289 model 1 (finishes Fri 21:32 -- 406/h)
20241101-16:06:14 nb_validated 290 model 4 (finishes Fri 21:31 -- 407/h)
20241101-16:06:29 nb_validated 290 model 1 (finishes Fri 21:33 -- 404/h)
20241101-16:06:33 nb_validated 291 model 0 (finishes Fri 21:33 -- 405/h)
20241101-16:06:47 nb_validated 293 model 4 (finishes Fri 21:32 -- 406/h)
20241101-16:06:51 nb_validated 297 model 0 (finishes Fri 21:28 -- 411/h)
20241101-16:07:05 nb_validated 295 model 1 (finishes Fri 21:32 -- 406/h)
20241101-16:07:09 nb_validated 300 model 1 (finishes Fri 21:27 -- 412/h)
20241101-16:07:23 nb_validated 298 model 4 (finishes Fri 21:31 -- 407/h)
20241101-16:07:27 nb_validated 301 model 1 (finishes Fri 21:28 -- 411/h)
20241101-16:07:42 nb_validated 299 model 0 (finishes Fri 21:32 -- 406/h)
20241101-16:07:45 nb_validated 301 model 2 (finishes Fri 21:30 -- 408/h)
20241101-16:08:00 nb_validated 301 model 1 (finishes Fri 21:32 -- 406/h)
20241101-16:08:04 nb_validated 304 model 2 (finishes Fri 21:29 -- 409/h)
20241101-16:08:18 nb_validated 307 model 2 (finishes Fri 21:28 -- 411/h)
20241101-16:08:22 nb_validated 309 model 0 (finishes Fri 21:26 -- 413/h)
20241101-16:08:36 nb_validated 308 model 0 (finishes Fri 21:29 -- 409/h)
20241101-16:08:40 nb_validated 311 model 0 (finishes Fri 21:26 -- 413/h)
20241101-16:08:54 nb_validated 311 model 4 (finishes Fri 21:28 -- 411/h)
20241101-16:08:58 nb_validated 313 model 0 (finishes Fri 21:26 -- 413/h)
20241101-16:09:13 nb_validated 314 model 1 (finishes Fri 21:27 -- 412/h)
20241101-16:09:16 nb_validated 314 model 1 (finishes Fri 21:27 -- 411/h)
20241101-16:09:31 nb_validated 317 model 4 (finishes Fri 21:26 -- 413/h)
20241101-16:09:35 nb_validated 319 model 3 (finishes Fri 21:24 -- 415/h)
20241101-16:09:49 nb_validated 318 model 0 (finishes Fri 21:27 -- 412/h)
20241101-16:09:53 nb_validated 321 model 4 (finishes Fri 21:24 -- 415/h)
20241101-16:10:08 nb_validated 319 model 4 (finishes Fri 21:28 -- 410/h)
20241101-16:10:11 nb_validated 322 model 0 (finishes Fri 21:25 -- 413/h)
20241101-16:10:26 nb_validated 320 model 2 (finishes Fri 21:30 -- 409/h)
20241101-16:10:29 nb_validated 325 model 1 (finishes Fri 21:24 -- 415/h)
20241101-16:10:44 nb_validated 322 model 3 (finishes Fri 21:30 -- 409/h)
20241101-16:10:47 nb_validated 326 model 4 (finishes Fri 21:26 -- 413/h)
20241101-16:11:02 nb_validated 323 model 1 (finishes Fri 21:31 -- 407/h)
20241101-16:11:05 nb_validated 328 model 4 (finishes Fri 21:26 -- 413/h)
20241101-16:11:20 nb_validated 327 model 0 (finishes Fri 21:29 -- 410/h)
20241101-16:11:23 nb_validated 331 model 2 (finishes Fri 21:25 -- 414/h)
20241101-16:11:38 nb_validated 328 model 2 (finishes Fri 21:30 -- 408/h)
20241101-16:11:41 nb_validated 335 model 2 (finishes Fri 21:23 -- 417/h)
20241101-16:11:57 nb_validated 332 model 0 (finishes Fri 21:28 -- 411/h)
20241101-16:12:00 nb_validated 340 model 2 (finishes Fri 21:20 -- 420/h)
20241101-16:12:15 nb_validated 333 model 2 (finishes Fri 21:29 -- 409/h)
20241101-16:12:18 nb_validated 342 model 4 (finishes Fri 21:20 -- 420/h)
20241101-16:12:34 nb_validated 335 model 4 (finishes Fri 21:29 -- 409/h)
20241101-16:12:36 nb_validated 343 model 1 (finishes Fri 21:21 -- 419/h)
20241101-16:12:52 nb_validated 337 model 4 (finishes Fri 21:29 -- 409/h)
20241101-16:12:54 nb_validated 346 model 1 (finishes Fri 21:20 -- 420/h)
20241101-16:13:10 nb_validated 342 model 1 (finishes Fri 21:26 -- 413/h)
20241101-16:13:12 nb_validated 349 model 2 (finishes Fri 21:19 -- 421/h)
20241101-16:13:28 nb_validated 344 model 0 (finishes Fri 21:26 -- 413/h)
20241101-16:13:31 nb_validated 355 model 0 (finishes Fri 21:15 -- 426/h)
20241101-16:13:46 nb_validated 346 model 0 (finishes Fri 21:26 -- 413/h)
20241101-16:13:49 nb_validated 357 model 0 (finishes Fri 21:15 -- 425/h)
20241101-16:14:05 nb_validated 349 model 2 (finishes Fri 21:25 -- 414/h)
20241101-16:14:07 nb_validated 360 model 4 (finishes Fri 21:14 -- 426/h)
20241101-16:14:23 nb_validated 351 model 4 (finishes Fri 21:25 -- 414/h)
20241101-16:14:25 nb_validated 362 model 3 (finishes Fri 21:15 -- 426/h)
20241101-16:14:41 nb_validated 352 model 0 (finishes Fri 21:26 -- 412/h)
20241101-16:14:43 nb_validated 365 model 0 (finishes Fri 21:14 -- 427/h)
20241101-16:14:59 nb_validated 353 model 0 (finishes Fri 21:28 -- 411/h)
20241101-16:15:02 nb_validated 369 model 3 (finishes Fri 21:12 -- 429/h)
20241101-16:15:18 nb_validated 354 model 4 (finishes Fri 21:29 -- 410/h)
20241101-16:15:20 nb_validated 373 model 2 (finishes Fri 21:10 -- 431/h)
20241101-16:15:36 nb_validated 355 model 3 (finishes Fri 21:30 -- 408/h)
20241101-16:15:38 nb_validated 374 model 1 (finishes Fri 21:11 -- 430/h)
20241101-16:15:54 nb_validated 355 model 4 (finishes Fri 21:32 -- 406/h)
20241101-16:15:56 nb_validated 375 model 4 (finishes Fri 21:13 -- 429/h)
20241101-16:16:12 nb_validated 356 model 3 (finishes Fri 21:33 -- 405/h)
20241101-16:16:14 nb_validated 381 model 4 (finishes Fri 21:09 -- 433/h)
20241101-16:16:30 nb_validated 357 model 0 (finishes Fri 21:34 -- 404/h)
20241101-16:16:33 nb_validated 382 model 0 (finishes Fri 21:10 -- 432/h)
20241101-16:16:48 nb_validated 357 model 1 (finishes Fri 21:36 -- 401/h)
20241101-16:16:51 nb_validated 384 model 0 (finishes Fri 21:10 -- 431/h)
20241101-16:17:07 nb_validated 359 model 3 (finishes Fri 21:36 -- 401/h)
20241101-16:17:09 nb_validated 387 model 2 (finishes Fri 21:10 -- 432/h)
20241101-16:17:24 nb_validated 360 model 4 (finishes Fri 21:37 -- 400/h)
20241101-16:17:28 nb_validated 388 model 2 (finishes Fri 21:11 -- 431/h)
20241101-16:17:43 nb_validated 362 model 4 (finishes Fri 21:37 -- 400/h)
20241101-16:17:46 nb_validated 389 model 1 (finishes Fri 21:12 -- 430/h)
20241101-16:18:01 nb_validated 363 model 2 (finishes Fri 21:38 -- 399/h)
20241101-16:18:04 nb_validated 391 model 4 (finishes Fri 21:12 -- 430/h)
20241101-16:18:19 nb_validated 365 model 3 (finishes Fri 21:38 -- 399/h)
20241101-16:18:22 nb_validated 395 model 3 (finishes Fri 21:10 -- 432/h)
20241101-16:18:37 nb_validated 369 model 3 (finishes Fri 21:36 -- 401/h)
20241101-16:18:41 nb_validated 396 model 2 (finishes Fri 21:11 -- 430/h)
20241101-16:18:56 nb_validated 370 model 2 (finishes Fri 21:37 -- 400/h)
20241101-16:18:59 nb_validated 398 model 0 (finishes Fri 21:11 -- 430/h)
20241101-16:19:13 nb_validated 371 model 3 (finishes Fri 21:38 -- 399/h)
20241101-16:19:17 nb_validated 400 model 3 (finishes Fri 21:12 -- 430/h)
20241101-16:19:31 nb_validated 375 model 4 (finishes Fri 21:36 -- 401/h)
20241101-16:19:35 nb_validated 403 model 4 (finishes Fri 21:11 -- 431/h)
20241101-16:19:50 nb_validated 379 model 3 (finishes Fri 21:34 -- 403/h)
20241101-16:19:53 nb_validated 403 model 0 (finishes Fri 21:13 -- 428/h)
20241101-16:20:08 nb_validated 381 model 0 (finishes Fri 21:35 -- 403/h)
20241101-16:20:11 nb_validated 404 model 1 (finishes Fri 21:14 -- 427/h)
20241101-16:20:26 nb_validated 386 model 3 (finishes Fri 21:32 -- 406/h)
20241101-16:20:29 nb_validated 408 model 2 (finishes Fri 21:12 -- 429/h)
20241101-16:20:44 nb_validated 387 model 3 (finishes Fri 21:33 -- 405/h)
20241101-16:20:47 nb_validated 410 model 3 (finishes Fri 21:12 -- 429/h)
20241101-16:21:02 nb_validated 389 model 3 (finishes Fri 21:33 -- 405/h)
20241101-16:21:06 nb_validated 412 model 2 (finishes Fri 21:12 -- 429/h)
20241101-16:21:20 nb_validated 390 model 2 (finishes Fri 21:34 -- 404/h)
20241101-16:21:24 nb_validated 415 model 1 (finishes Fri 21:12 -- 430/h)
20241101-16:21:39 nb_validated 392 model 3 (finishes Fri 21:34 -- 404/h)
20241101-16:21:42 nb_validated 416 model 4 (finishes Fri 21:13 -- 428/h)
20241101-16:21:57 nb_validated 392 model 4 (finishes Fri 21:36 -- 402/h)
20241101-16:22:00 nb_validated 418 model 3 (finishes Fri 21:13 -- 428/h)
20241101-16:22:15 nb_validated 394 model 1 (finishes Fri 21:36 -- 402/h)
20241101-16:22:18 nb_validated 419 model 2 (finishes Fri 21:14 -- 427/h)
20241101-16:22:33 nb_validated 395 model 3 (finishes Fri 21:37 -- 401/h)
20241101-16:22:37 nb_validated 420 model 0 (finishes Fri 21:15 -- 426/h)
20241101-16:22:51 nb_validated 396 model 1 (finishes Fri 21:38 -- 400/h)
20241101-16:22:55 nb_validated 424 model 1 (finishes Fri 21:13 -- 428/h)
20241101-16:23:09 nb_validated 398 model 1 (finishes Fri 21:38 -- 400/h)
20241101-16:23:13 nb_validated 425 model 0 (finishes Fri 21:14 -- 427/h)
20241101-16:23:28 nb_validated 400 model 4 (finishes Fri 21:38 -- 400/h)
20241101-16:23:31 nb_validated 425 model 4 (finishes Fri 21:16 -- 424/h)
20241101-16:23:46 nb_validated 404 model 2 (finishes Fri 21:36 -- 402/h)
20241101-16:23:50 nb_validated 427 model 4 (finishes Fri 21:16 -- 424/h)
20241101-16:24:05 nb_validated 408 model 2 (finishes Fri 21:34 -- 404/h)
20241101-16:24:08 nb_validated 432 model 0 (finishes Fri 21:14 -- 427/h)
20241101-16:24:23 nb_validated 410 model 0 (finishes Fri 21:34 -- 404/h)
20241101-16:24:26 nb_validated 433 model 4 (finishes Fri 21:15 -- 426/h)
20241101-16:24:41 nb_validated 415 model 0 (finishes Fri 21:32 -- 407/h)
20241101-16:24:44 nb_validated 435 model 1 (finishes Fri 21:15 -- 426/h)
20241101-16:24:59 nb_validated 418 model 1 (finishes Fri 21:31 -- 407/h)
20241101-16:25:02 nb_validated 436 model 1 (finishes Fri 21:16 -- 425/h)
20241101-16:25:17 nb_validated 421 model 0 (finishes Fri 21:30 -- 408/h)
20241101-16:25:20 nb_validated 437 model 2 (finishes Fri 21:17 -- 424/h)
20241101-16:25:36 nb_validated 423 model 2 (finishes Fri 21:30 -- 408/h)
20241101-16:25:39 nb_validated 438 model 4 (finishes Fri 21:18 -- 422/h)
20241101-16:25:54 nb_validated 426 model 0 (finishes Fri 21:29 -- 409/h)
20241101-16:25:57 nb_validated 441 model 0 (finishes Fri 21:17 -- 423/h)
20241101-16:26:12 nb_validated 429 model 3 (finishes Fri 21:28 -- 410/h)
20241101-16:26:15 nb_validated 442 model 0 (finishes Fri 21:18 -- 422/h)
20241101-16:26:30 nb_validated 433 model 0 (finishes Fri 21:27 -- 412/h)
20241101-16:26:33 nb_validated 444 model 3 (finishes Fri 21:18 -- 422/h)
20241101-16:26:48 nb_validated 435 model 2 (finishes Fri 21:27 -- 412/h)
20241101-16:26:52 nb_validated 448 model 4 (finishes Fri 21:17 -- 424/h)
20241101-16:27:06 nb_validated 435 model 1 (finishes Fri 21:28 -- 410/h)
20241101-16:27:10 nb_validated 451 model 2 (finishes Fri 21:16 -- 425/h)
20241101-16:27:24 nb_validated 436 model 0 (finishes Fri 21:29 -- 409/h)
20241101-16:27:28 nb_validated 453 model 4 (finishes Fri 21:16 -- 424/h)
20241101-16:27:42 nb_validated 437 model 1 (finishes Fri 21:30 -- 408/h)
20241101-16:27:46 nb_validated 455 model 3 (finishes Fri 21:16 -- 424/h)
20241101-16:28:01 nb_validated 440 model 4 (finishes Fri 21:29 -- 409/h)
20241101-16:28:04 nb_validated 456 model 1 (finishes Fri 21:17 -- 423/h)
20241101-16:28:19 nb_validated 441 model 1 (finishes Fri 21:30 -- 408/h)
20241101-16:28:22 nb_validated 457 model 1 (finishes Fri 21:18 -- 422/h)
20241101-16:28:37 nb_validated 443 model 3 (finishes Fri 21:30 -- 408/h)
20241101-16:28:40 nb_validated 460 model 2 (finishes Fri 21:17 -- 423/h)
20241101-16:28:55 nb_validated 443 model 1 (finishes Fri 21:32 -- 406/h)
20241101-16:28:58 nb_validated 461 model 1 (finishes Fri 21:18 -- 422/h)
20241101-16:29:13 nb_validated 446 model 1 (finishes Fri 21:31 -- 407/h)
20241101-16:29:16 nb_validated 463 model 2 (finishes Fri 21:18 -- 422/h)
20241101-16:29:31 nb_validated 447 model 4 (finishes Fri 21:32 -- 406/h)
20241101-16:29:35 nb_validated 470 model 0 (finishes Fri 21:14 -- 426/h)
20241101-16:29:49 nb_validated 448 model 2 (finishes Fri 21:33 -- 405/h)
20241101-16:29:53 nb_validated 472 model 2 (finishes Fri 21:15 -- 426/h)
20241101-16:30:08 nb_validated 450 model 0 (finishes Fri 21:33 -- 405/h)
20241101-16:30:11 nb_validated 475 model 3 (finishes Fri 21:14 -- 427/h)
20241101-16:30:26 nb_validated 452 model 0 (finishes Fri 21:33 -- 405/h)
20241101-16:30:30 nb_validated 476 model 0 (finishes Fri 21:15 -- 426/h)
20241101-16:30:44 nb_validated 452 model 4 (finishes Fri 21:35 -- 403/h)
20241101-16:30:48 nb_validated 478 model 2 (finishes Fri 21:15 -- 426/h)
20241101-16:31:02 nb_validated 455 model 4 (finishes Fri 21:34 -- 404/h)
20241101-16:31:06 nb_validated 479 model 1 (finishes Fri 21:16 -- 425/h)
20241101-16:31:20 nb_validated 457 model 1 (finishes Fri 21:34 -- 404/h)
20241101-16:31:25 nb_validated 481 model 1 (finishes Fri 21:16 -- 425/h)
20241101-16:31:38 nb_validated 460 model 0 (finishes Fri 21:33 -- 405/h)
20241101-16:31:43 nb_validated 483 model 0 (finishes Fri 21:16 -- 424/h)
20241101-16:31:57 nb_validated 462 model 2 (finishes Fri 21:33 -- 405/h)
20241101-16:32:01 nb_validated 484 model 2 (finishes Fri 21:17 -- 423/h)
20241101-16:32:15 nb_validated 464 model 0 (finishes Fri 21:33 -- 405/h)
20241101-16:32:20 nb_validated 488 model 4 (finishes Fri 21:16 -- 425/h)
20241101-16:32:33 nb_validated 466 model 2 (finishes Fri 21:33 -- 404/h)
20241101-16:32:38 nb_validated 489 model 4 (finishes Fri 21:16 -- 424/h)
20241101-16:32:51 nb_validated 469 model 4 (finishes Fri 21:33 -- 405/h)
20241101-16:32:56 nb_validated 490 model 4 (finishes Fri 21:17 -- 423/h)
20241101-16:33:09 nb_validated 472 model 4 (finishes Fri 21:32 -- 406/h)
20241101-16:33:14 nb_validated 491 model 4 (finishes Fri 21:18 -- 422/h)
20241101-16:33:28 nb_validated 475 model 2 (finishes Fri 21:31 -- 407/h)
20241101-16:33:33 nb_validated 491 model 0 (finishes Fri 21:20 -- 420/h)
20241101-16:33:46 nb_validated 476 model 0 (finishes Fri 21:32 -- 406/h)
20241101-16:33:51 nb_validated 492 model 2 (finishes Fri 21:20 -- 419/h)
20241101-16:34:04 nb_validated 477 model 0 (finishes Fri 21:33 -- 405/h)
20241101-16:34:09 nb_validated 497 model 0 (finishes Fri 21:18 -- 422/h)
20241101-16:34:23 nb_validated 477 model 0 (finishes Fri 21:34 -- 403/h)
20241101-16:34:27 nb_validated 502 model 2 (finishes Fri 21:16 -- 424/h)
20241101-16:34:41 nb_validated 482 model 3 (finishes Fri 21:32 -- 406/h)
20241101-16:34:46 nb_validated 504 model 4 (finishes Fri 21:16 -- 424/h)
20241101-16:34:59 nb_validated 486 model 0 (finishes Fri 21:31 -- 408/h)
20241101-16:35:04 nb_validated 506 model 4 (finishes Fri 21:17 -- 424/h)
20241101-16:35:17 nb_validated 489 model 3 (finishes Fri 21:30 -- 408/h)
20241101-16:35:22 nb_validated 508 model 1 (finishes Fri 21:17 -- 424/h)
20241101-16:35:35 nb_validated 491 model 3 (finishes Fri 21:30 -- 408/h)
20241101-16:35:40 nb_validated 508 model 2 (finishes Fri 21:18 -- 422/h)
20241101-16:35:53 nb_validated 494 model 3 (finishes Fri 21:29 -- 409/h)
20241101-16:35:58 nb_validated 510 model 4 (finishes Fri 21:18 -- 422/h)
20241101-16:36:12 nb_validated 494 model 4 (finishes Fri 21:31 -- 407/h)
20241101-16:36:16 nb_validated 511 model 0 (finishes Fri 21:19 -- 421/h)
20241101-16:36:30 nb_validated 496 model 2 (finishes Fri 21:31 -- 407/h)
20241101-16:36:35 nb_validated 515 model 4 (finishes Fri 21:18 -- 422/h)
20241101-16:36:48 nb_validated 498 model 1 (finishes Fri 21:31 -- 407/h)
20241101-16:36:53 nb_validated 518 model 3 (finishes Fri 21:17 -- 423/h)
20241101-16:37:06 nb_validated 500 model 4 (finishes Fri 21:31 -- 407/h)
20241101-16:37:11 nb_validated 521 model 2 (finishes Fri 21:17 -- 424/h)
20241101-16:37:24 nb_validated 501 model 2 (finishes Fri 21:32 -- 406/h)
20241101-16:37:29 nb_validated 524 model 4 (finishes Fri 21:16 -- 425/h)
20241101-16:37:43 nb_validated 505 model 0 (finishes Fri 21:30 -- 408/h)
20241101-16:37:48 nb_validated 527 model 4 (finishes Fri 21:15 -- 425/h)
20241101-16:38:01 nb_validated 512 model 0 (finishes Fri 21:27 -- 412/h)
20241101-16:38:06 nb_validated 528 model 0 (finishes Fri 21:16 -- 424/h)
20241101-16:38:19 nb_validated 514 model 1 (finishes Fri 21:27 -- 412/h)
20241101-16:38:24 nb_validated 528 model 0 (finishes Fri 21:18 -- 423/h)
20241101-16:38:37 nb_validated 514 model 2 (finishes Fri 21:28 -- 410/h)
20241101-16:38:42 nb_validated 530 model 4 (finishes Fri 21:18 -- 422/h)
20241101-16:38:55 nb_validated 514 model 3 (finishes Fri 21:30 -- 409/h)
20241101-16:39:00 nb_validated 531 model 1 (finishes Fri 21:18 -- 422/h)
20241101-16:39:13 nb_validated 517 model 1 (finishes Fri 21:29 -- 409/h)
20241101-16:39:19 nb_validated 532 model 4 (finishes Fri 21:19 -- 421/h)
20241101-16:39:31 nb_validated 517 model 4 (finishes Fri 21:31 -- 408/h)
20241101-16:39:37 nb_validated 533 model 1 (finishes Fri 21:20 -- 420/h)
20241101-16:39:49 nb_validated 519 model 4 (finishes Fri 21:31 -- 408/h)
20241101-16:39:55 nb_validated 534 model 1 (finishes Fri 21:21 -- 419/h)
20241101-16:40:07 nb_validated 522 model 4 (finishes Fri 21:30 -- 408/h)
20241101-16:40:13 nb_validated 537 model 2 (finishes Fri 21:20 -- 420/h)
20241101-16:40:25 nb_validated 523 model 4 (finishes Fri 21:31 -- 408/h)
20241101-16:40:31 nb_validated 540 model 2 (finishes Fri 21:20 -- 420/h)
20241101-16:40:43 nb_validated 525 model 3 (finishes Fri 21:31 -- 407/h)
20241101-16:40:49 nb_validated 541 model 3 (finishes Fri 21:20 -- 419/h)
20241101-16:41:02 nb_validated 528 model 3 (finishes Fri 21:30 -- 408/h)
20241101-16:41:08 nb_validated 543 model 4 (finishes Fri 21:20 -- 419/h)
20241101-16:41:20 nb_validated 528 model 4 (finishes Fri 21:31 -- 407/h)
20241101-16:41:26 nb_validated 547 model 1 (finishes Fri 21:19 -- 421/h)
20241101-16:41:38 nb_validated 528 model 1 (finishes Fri 21:33 -- 405/h)
20241101-16:41:44 nb_validated 549 model 2 (finishes Fri 21:19 -- 421/h)
20241101-16:41:56 nb_validated 529 model 3 (finishes Fri 21:34 -- 404/h)
20241101-16:42:02 nb_validated 551 model 3 (finishes Fri 21:19 -- 421/h)
20241101-16:42:14 nb_validated 531 model 1 (finishes Fri 21:34 -- 404/h)
20241101-16:42:20 nb_validated 554 model 1 (finishes Fri 21:19 -- 421/h)
20241101-16:42:32 nb_validated 533 model 1 (finishes Fri 21:34 -- 404/h)
20241101-16:42:38 nb_validated 555 model 1 (finishes Fri 21:19 -- 420/h)
20241101-16:42:50 nb_validated 535 model 1 (finishes Fri 21:34 -- 404/h)
20241101-16:42:57 nb_validated 557 model 2 (finishes Fri 21:20 -- 420/h)
20241101-16:43:08 nb_validated 538 model 2 (finishes Fri 21:33 -- 405/h)
20241101-16:43:15 nb_validated 559 model 0 (finishes Fri 21:20 -- 420/h)
20241101-16:43:26 nb_validated 541 model 3 (finishes Fri 21:32 -- 406/h)
20241101-16:43:33 nb_validated 563 model 2 (finishes Fri 21:18 -- 422/h)
20241101-16:43:44 nb_validated 545 model 2 (finishes Fri 21:31 -- 407/h)
20241101-16:43:52 nb_validated 566 model 4 (finishes Fri 21:18 -- 422/h)
20241101-16:44:03 nb_validated 550 model 2 (finishes Fri 21:29 -- 409/h)
20241101-16:44:10 nb_validated 566 model 3 (finishes Fri 21:19 -- 421/h)
20241101-16:44:21 nb_validated 552 model 4 (finishes Fri 21:29 -- 409/h)
20241101-16:44:28 nb_validated 567 model 2 (finishes Fri 21:20 -- 420/h)
20241101-16:44:39 nb_validated 552 model 2 (finishes Fri 21:31 -- 408/h)
20241101-16:44:47 nb_validated 572 model 2 (finishes Fri 21:18 -- 422/h)
20241101-16:44:58 nb_validated 553 model 2 (finishes Fri 21:31 -- 407/h)
20241101-16:45:05 nb_validated 575 model 2 (finishes Fri 21:18 -- 422/h)
20241101-16:45:16 nb_validated 556 model 0 (finishes Fri 21:31 -- 408/h)
20241101-16:45:23 nb_validated 577 model 0 (finishes Fri 21:18 -- 422/h)
20241101-16:45:34 nb_validated 556 model 2 (finishes Fri 21:32 -- 406/h)
20241101-16:45:41 nb_validated 578 model 1 (finishes Fri 21:18 -- 422/h)
20241101-16:45:53 nb_validated 562 model 2 (finishes Fri 21:29 -- 409/h)
20241101-16:46:00 nb_validated 580 model 4 (finishes Fri 21:19 -- 421/h)
20241101-16:46:11 nb_validated 568 model 2 (finishes Fri 21:27 -- 412/h)
20241101-16:46:18 nb_validated 580 model 3 (finishes Fri 21:20 -- 420/h)
20241101-16:46:30 nb_validated 573 model 4 (finishes Fri 21:25 -- 414/h)
20241101-16:46:36 nb_validated 581 model 3 (finishes Fri 21:21 -- 419/h)
20241101-16:46:48 nb_validated 575 model 2 (finishes Fri 21:25 -- 414/h)
20241101-16:46:54 nb_validated 582 model 1 (finishes Fri 21:21 -- 418/h)
20241101-16:47:07 nb_validated 580 model 2 (finishes Fri 21:23 -- 416/h)
20241101-16:47:13 nb_validated 583 model 4 (finishes Fri 21:22 -- 417/h)
20241101-16:47:25 nb_validated 581 model 1 (finishes Fri 21:24 -- 415/h)
20241101-16:47:31 nb_validated 587 model 4 (finishes Fri 21:21 -- 419/h)
20241101-16:47:43 nb_validated 584 model 4 (finishes Fri 21:23 -- 416/h)
20241101-16:47:50 nb_validated 589 model 4 (finishes Fri 21:21 -- 419/h)
20241101-16:48:01 nb_validated 587 model 1 (finishes Fri 21:23 -- 416/h)
20241101-16:48:08 nb_validated 593 model 0 (finishes Fri 21:20 -- 420/h)
20241101-16:48:19 nb_validated 589 model 4 (finishes Fri 21:23 -- 416/h)
20241101-16:48:27 nb_validated 595 model 2 (finishes Fri 21:20 -- 420/h)
20241101-16:48:38 nb_validated 596 model 0 (finishes Fri 21:20 -- 420/h)
20241101-16:48:45 nb_validated 596 model 0 (finishes Fri 21:21 -- 419/h)
20241101-16:48:56 nb_validated 596 model 0 (finishes Fri 21:21 -- 418/h)
20241101-16:49:04 nb_validated 598 model 0 (finishes Fri 21:21 -- 419/h)
20241101-16:49:15 nb_validated 599 model 2 (finishes Fri 21:21 -- 419/h)
20241101-16:49:22 nb_validated 599 model 4 (finishes Fri 21:21 -- 418/h)
20241101-16:49:33 nb_validated 605 model 3 (finishes Fri 21:19 -- 421/h)
20241101-16:49:40 nb_validated 599 model 3 (finishes Fri 21:23 -- 417/h)
20241101-16:49:51 nb_validated 610 model 1 (finishes Fri 21:17 -- 423/h)
20241101-16:49:58 nb_validated 600 model 4 (finishes Fri 21:23 -- 416/h)
20241101-16:50:09 nb_validated 611 model 3 (finishes Fri 21:18 -- 423/h)
20241101-16:50:16 nb_validated 605 model 3 (finishes Fri 21:22 -- 418/h)
20241101-16:50:28 nb_validated 614 model 2 (finishes Fri 21:17 -- 423/h)
20241101-16:50:34 nb_validated 606 model 1 (finishes Fri 21:22 -- 417/h)
20241101-16:50:46 nb_validated 615 model 3 (finishes Fri 21:18 -- 422/h)
20241101-16:50:52 nb_validated 607 model 3 (finishes Fri 21:23 -- 416/h)
20241101-16:51:04 nb_validated 616 model 2 (finishes Fri 21:18 -- 422/h)
20241101-16:51:10 nb_validated 609 model 1 (finishes Fri 21:23 -- 416/h)
20241101-16:51:23 nb_validated 618 model 2 (finishes Fri 21:18 -- 421/h)
20241101-16:51:28 nb_validated 612 model 0 (finishes Fri 21:22 -- 417/h)
20241101-16:51:41 nb_validated 620 model 1 (finishes Fri 21:19 -- 421/h)
20241101-16:51:47 nb_validated 616 model 2 (finishes Fri 21:21 -- 418/h)
20241101-16:51:59 nb_validated 621 model 1 (finishes Fri 21:19 -- 421/h)
20241101-16:52:05 nb_validated 616 model 4 (finishes Fri 21:22 -- 417/h)
20241101-16:52:17 nb_validated 623 model 0 (finishes Fri 21:19 -- 421/h)
20241101-16:52:23 nb_validated 619 model 4 (finishes Fri 21:22 -- 417/h)
20241101-16:52:35 nb_validated 625 model 0 (finishes Fri 21:19 -- 420/h)
20241101-16:52:41 nb_validated 624 model 0 (finishes Fri 21:20 -- 419/h)
20241101-16:52:53 nb_validated 628 model 1 (finishes Fri 21:19 -- 421/h)
20241101-16:52:59 nb_validated 625 model 1 (finishes Fri 21:21 -- 419/h)
20241101-16:53:12 nb_validated 632 model 3 (finishes Fri 21:18 -- 422/h)
20241101-16:53:18 nb_validated 626 model 3 (finishes Fri 21:22 -- 418/h)
20241101-16:53:30 nb_validated 634 model 2 (finishes Fri 21:18 -- 422/h)
20241101-16:53:36 nb_validated 628 model 1 (finishes Fri 21:22 -- 418/h)
20241101-16:53:49 nb_validated 635 model 2 (finishes Fri 21:19 -- 421/h)
20241101-16:53:54 nb_validated 631 model 4 (finishes Fri 21:21 -- 418/h)
20241101-16:54:07 nb_validated 639 model 3 (finishes Fri 21:17 -- 423/h)
20241101-16:54:12 nb_validated 634 model 4 (finishes Fri 21:21 -- 419/h)
20241101-16:54:25 nb_validated 639 model 2 (finishes Fri 21:19 -- 421/h)
20241101-16:54:30 nb_validated 638 model 4 (finishes Fri 21:20 -- 420/h)
20241101-16:54:43 nb_validated 643 model 0 (finishes Fri 21:18 -- 422/h)
20241101-16:54:48 nb_validated 640 model 3 (finishes Fri 21:20 -- 420/h)
20241101-16:55:02 nb_validated 646 model 0 (finishes Fri 21:17 -- 423/h)
20241101-16:55:06 nb_validated 644 model 2 (finishes Fri 21:19 -- 421/h)
20241101-16:55:20 nb_validated 649 model 4 (finishes Fri 21:17 -- 424/h)
20241101-16:55:25 nb_validated 649 model 2 (finishes Fri 21:17 -- 423/h)
20241101-16:55:38 nb_validated 652 model 1 (finishes Fri 21:16 -- 424/h)
20241101-16:55:43 nb_validated 651 model 3 (finishes Fri 21:17 -- 423/h)
20241101-16:55:56 nb_validated 654 model 0 (finishes Fri 21:16 -- 424/h)
20241101-16:56:01 nb_validated 653 model 4 (finishes Fri 21:17 -- 423/h)
20241101-16:56:14 nb_validated 654 model 2 (finishes Fri 21:17 -- 423/h)
20241101-16:56:19 nb_validated 660 model 3 (finishes Fri 21:15 -- 426/h)
20241101-16:56:33 nb_validated 655 model 4 (finishes Fri 21:18 -- 422/h)
20241101-16:56:38 nb_validated 661 model 4 (finishes Fri 21:15 -- 425/h)
20241101-16:56:50 nb_validated 656 model 1 (finishes Fri 21:19 -- 421/h)
20241101-16:56:56 nb_validated 666 model 2 (finishes Fri 21:14 -- 427/h)
20241101-16:57:08 nb_validated 658 model 4 (finishes Fri 21:19 -- 421/h)
20241101-16:57:14 nb_validated 670 model 0 (finishes Fri 21:13 -- 428/h)
20241101-16:57:26 nb_validated 663 model 1 (finishes Fri 21:17 -- 423/h)
20241101-16:57:32 nb_validated 671 model 4 (finishes Fri 21:13 -- 428/h)
20241101-16:57:44 nb_validated 665 model 1 (finishes Fri 21:17 -- 423/h)
20241101-16:57:50 nb_validated 675 model 1 (finishes Fri 21:12 -- 429/h)
20241101-16:58:02 nb_validated 667 model 0 (finishes Fri 21:17 -- 423/h)
20241101-16:58:08 nb_validated 676 model 1 (finishes Fri 21:13 -- 428/h)
20241101-16:58:21 nb_validated 671 model 0 (finishes Fri 21:16 -- 424/h)
20241101-16:58:26 nb_validated 677 model 1 (finishes Fri 21:14 -- 427/h)
20241101-16:58:38 nb_validated 675 model 1 (finishes Fri 21:15 -- 425/h)
20241101-16:58:44 nb_validated 680 model 2 (finishes Fri 21:13 -- 428/h)
20241101-16:58:57 nb_validated 676 model 3 (finishes Fri 21:16 -- 425/h)
20241101-16:59:02 nb_validated 684 model 4 (finishes Fri 21:12 -- 429/h)
20241101-16:59:15 nb_validated 680 model 4 (finishes Fri 21:15 -- 426/h)
20241101-16:59:21 nb_validated 685 model 2 (finishes Fri 21:13 -- 428/h)
20241101-16:59:33 nb_validated 682 model 2 (finishes Fri 21:15 -- 426/h)
20241101-16:59:39 nb_validated 689 model 1 (finishes Fri 21:12 -- 430/h)
20241101-16:59:51 nb_validated 686 model 0 (finishes Fri 21:14 -- 427/h)
20241101-16:59:57 nb_validated 693 model 4 (finishes Fri 21:11 -- 431/h)
20241101-17:00:09 nb_validated 688 model 4 (finishes Fri 21:14 -- 427/h)
20241101-17:00:15 nb_validated 694 model 3 (finishes Fri 21:12 -- 430/h)
20241101-17:00:27 nb_validated 691 model 2 (finishes Fri 21:14 -- 427/h)
20241101-17:00:33 nb_validated 695 model 2 (finishes Fri 21:12 -- 429/h)
20241101-17:00:45 nb_validated 694 model 3 (finishes Fri 21:13 -- 428/h)
20241101-17:00:52 nb_validated 696 model 1 (finishes Fri 21:13 -- 428/h)
20241101-17:01:04 nb_validated 695 model 2 (finishes Fri 21:14 -- 427/h)
20241101-17:01:10 nb_validated 696 model 0 (finishes Fri 21:14 -- 427/h)
20241101-17:01:22 nb_validated 697 model 4 (finishes Fri 21:14 -- 427/h)
20241101-17:01:28 nb_validated 698 model 3 (finishes Fri 21:14 -- 427/h)
20241101-17:01:40 nb_validated 699 model 4 (finishes Fri 21:14 -- 427/h)
20241101-17:01:46 nb_validated 699 model 4 (finishes Fri 21:14 -- 426/h)
20241101-17:01:58 nb_validated 703 model 0 (finishes Fri 21:13 -- 428/h)
20241101-17:02:05 nb_validated 702 model 0 (finishes Fri 21:14 -- 427/h)
20241101-17:02:16 nb_validated 708 model 0 (finishes Fri 21:12 -- 430/h)
20241101-17:02:23 nb_validated 706 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:02:35 nb_validated 710 model 2 (finishes Fri 21:12 -- 430/h)
20241101-17:02:40 nb_validated 706 model 1 (finishes Fri 21:14 -- 427/h)
20241101-17:02:53 nb_validated 713 model 2 (finishes Fri 21:11 -- 430/h)
20241101-17:02:59 nb_validated 712 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:03:11 nb_validated 714 model 2 (finishes Fri 21:12 -- 429/h)
20241101-17:03:17 nb_validated 716 model 3 (finishes Fri 21:11 -- 430/h)
20241101-17:03:29 nb_validated 715 model 3 (finishes Fri 21:13 -- 429/h)
20241101-17:03:35 nb_validated 717 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:03:48 nb_validated 718 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:03:54 nb_validated 719 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:04:06 nb_validated 719 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:04:12 nb_validated 722 model 0 (finishes Fri 21:12 -- 430/h)
20241101-17:04:23 nb_validated 721 model 1 (finishes Fri 21:13 -- 428/h)
20241101-17:04:30 nb_validated 724 model 1 (finishes Fri 21:12 -- 430/h)
20241101-17:04:42 nb_validated 723 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:04:48 nb_validated 727 model 2 (finishes Fri 21:11 -- 430/h)
20241101-17:05:00 nb_validated 726 model 3 (finishes Fri 21:12 -- 429/h)
20241101-17:05:07 nb_validated 728 model 3 (finishes Fri 21:12 -- 429/h)
20241101-17:05:18 nb_validated 727 model 1 (finishes Fri 21:13 -- 428/h)
20241101-17:05:25 nb_validated 730 model 1 (finishes Fri 21:12 -- 429/h)
20241101-17:05:36 nb_validated 729 model 3 (finishes Fri 21:13 -- 428/h)
20241101-17:05:43 nb_validated 734 model 2 (finishes Fri 21:11 -- 430/h)
20241101-17:05:55 nb_validated 731 model 2 (finishes Fri 21:13 -- 428/h)
20241101-17:06:01 nb_validated 737 model 0 (finishes Fri 21:11 -- 431/h)
20241101-17:06:13 nb_validated 736 model 4 (finishes Fri 21:12 -- 429/h)
20241101-17:06:20 nb_validated 738 model 4 (finishes Fri 21:11 -- 430/h)
20241101-17:06:32 nb_validated 739 model 2 (finishes Fri 21:12 -- 430/h)
20241101-17:06:38 nb_validated 738 model 3 (finishes Fri 21:12 -- 429/h)
20241101-17:06:50 nb_validated 741 model 4 (finishes Fri 21:12 -- 430/h)
20241101-17:06:56 nb_validated 739 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:07:09 nb_validated 741 model 3 (finishes Fri 21:13 -- 429/h)
20241101-17:07:14 nb_validated 740 model 1 (finishes Fri 21:13 -- 428/h)
20241101-17:07:27 nb_validated 743 model 0 (finishes Fri 21:13 -- 428/h)
20241101-17:07:32 nb_validated 740 model 1 (finishes Fri 21:14 -- 426/h)
20241101-17:07:45 nb_validated 745 model 2 (finishes Fri 21:13 -- 428/h)
20241101-17:07:50 nb_validated 740 model 2 (finishes Fri 21:15 -- 425/h)
20241101-17:08:03 nb_validated 746 model 0 (finishes Fri 21:13 -- 428/h)
20241101-17:08:09 nb_validated 742 model 2 (finishes Fri 21:16 -- 425/h)
20241101-17:08:21 nb_validated 749 model 1 (finishes Fri 21:13 -- 428/h)
20241101-17:08:27 nb_validated 743 model 2 (finishes Fri 21:16 -- 424/h)
20241101-17:08:40 nb_validated 750 model 4 (finishes Fri 21:14 -- 427/h)
20241101-17:08:45 nb_validated 745 model 4 (finishes Fri 21:16 -- 424/h)
20241101-17:08:58 nb_validated 754 model 0 (finishes Fri 21:13 -- 429/h)
20241101-17:09:03 nb_validated 748 model 1 (finishes Fri 21:16 -- 425/h)
20241101-17:09:16 nb_validated 757 model 4 (finishes Fri 21:12 -- 429/h)
20241101-17:09:21 nb_validated 749 model 4 (finishes Fri 21:16 -- 424/h)
20241101-17:09:34 nb_validated 760 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:09:40 nb_validated 752 model 3 (finishes Fri 21:16 -- 425/h)
20241101-17:09:53 nb_validated 764 model 3 (finishes Fri 21:11 -- 430/h)
20241101-17:09:58 nb_validated 753 model 0 (finishes Fri 21:16 -- 424/h)
20241101-17:10:11 nb_validated 767 model 1 (finishes Fri 21:11 -- 431/h)
20241101-17:10:16 nb_validated 755 model 2 (finishes Fri 21:17 -- 424/h)
20241101-17:10:29 nb_validated 769 model 2 (finishes Fri 21:11 -- 431/h)
20241101-17:10:34 nb_validated 757 model 1 (finishes Fri 21:17 -- 424/h)
20241101-17:10:47 nb_validated 771 model 0 (finishes Fri 21:11 -- 431/h)
20241101-17:10:52 nb_validated 758 model 3 (finishes Fri 21:17 -- 423/h)
20241101-17:11:05 nb_validated 774 model 1 (finishes Fri 21:10 -- 431/h)
20241101-17:11:10 nb_validated 759 model 3 (finishes Fri 21:18 -- 423/h)
20241101-17:11:23 nb_validated 776 model 2 (finishes Fri 21:11 -- 431/h)
20241101-17:11:28 nb_validated 762 model 4 (finishes Fri 21:17 -- 423/h)
20241101-17:11:41 nb_validated 779 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:11:46 nb_validated 767 model 2 (finishes Fri 21:16 -- 425/h)
20241101-17:11:59 nb_validated 784 model 3 (finishes Fri 21:09 -- 433/h)
20241101-17:12:04 nb_validated 768 model 1 (finishes Fri 21:16 -- 424/h)
20241101-17:12:17 nb_validated 786 model 1 (finishes Fri 21:09 -- 433/h)
20241101-17:12:23 nb_validated 773 model 4 (finishes Fri 21:15 -- 426/h)
20241101-17:12:35 nb_validated 787 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:12:41 nb_validated 777 model 2 (finishes Fri 21:14 -- 427/h)
20241101-17:12:53 nb_validated 790 model 0 (finishes Fri 21:09 -- 433/h)
20241101-17:12:59 nb_validated 777 model 3 (finishes Fri 21:15 -- 425/h)
20241101-17:13:11 nb_validated 792 model 1 (finishes Fri 21:09 -- 433/h)
20241101-17:13:18 nb_validated 779 model 2 (finishes Fri 21:15 -- 425/h)
20241101-17:13:30 nb_validated 794 model 2 (finishes Fri 21:09 -- 433/h)
20241101-17:13:36 nb_validated 783 model 0 (finishes Fri 21:15 -- 426/h)
20241101-17:13:48 nb_validated 799 model 0 (finishes Fri 21:08 -- 434/h)
20241101-17:13:55 nb_validated 784 model 2 (finishes Fri 21:15 -- 426/h)
20241101-17:14:06 nb_validated 804 model 1 (finishes Fri 21:07 -- 436/h)
20241101-17:14:13 nb_validated 790 model 2 (finishes Fri 21:13 -- 428/h)
20241101-17:14:24 nb_validated 805 model 1 (finishes Fri 21:07 -- 435/h)
20241101-17:14:31 nb_validated 794 model 2 (finishes Fri 21:13 -- 429/h)
20241101-17:14:42 nb_validated 807 model 0 (finishes Fri 21:07 -- 435/h)
20241101-17:14:49 nb_validated 798 model 3 (finishes Fri 21:12 -- 430/h)
20241101-17:15:00 nb_validated 808 model 3 (finishes Fri 21:08 -- 434/h)
20241101-17:15:08 nb_validated 800 model 1 (finishes Fri 21:12 -- 430/h)
20241101-17:15:18 nb_validated 810 model 1 (finishes Fri 21:08 -- 434/h)
20241101-17:15:26 nb_validated 803 model 4 (finishes Fri 21:11 -- 430/h)
20241101-17:15:36 nb_validated 812 model 1 (finishes Fri 21:08 -- 434/h)
20241101-17:15:44 nb_validated 809 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:15:55 nb_validated 814 model 2 (finishes Fri 21:08 -- 434/h)
20241101-17:16:02 nb_validated 809 model 0 (finishes Fri 21:11 -- 431/h)
20241101-17:16:12 nb_validated 815 model 1 (finishes Fri 21:09 -- 433/h)
20241101-17:16:20 nb_validated 812 model 4 (finishes Fri 21:10 -- 431/h)
20241101-17:16:31 nb_validated 817 model 0 (finishes Fri 21:09 -- 433/h)
20241101-17:16:39 nb_validated 814 model 3 (finishes Fri 21:10 -- 431/h)
20241101-17:16:49 nb_validated 818 model 0 (finishes Fri 21:09 -- 433/h)
20241101-17:16:57 nb_validated 814 model 2 (finishes Fri 21:11 -- 430/h)
20241101-17:17:07 nb_validated 820 model 1 (finishes Fri 21:09 -- 433/h)
20241101-17:17:15 nb_validated 816 model 3 (finishes Fri 21:11 -- 430/h)
20241101-17:17:25 nb_validated 823 model 3 (finishes Fri 21:09 -- 433/h)
20241101-17:17:33 nb_validated 816 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:17:43 nb_validated 825 model 4 (finishes Fri 21:09 -- 433/h)
20241101-17:17:51 nb_validated 817 model 3 (finishes Fri 21:13 -- 428/h)
20241101-17:18:01 nb_validated 826 model 3 (finishes Fri 21:10 -- 432/h)
20241101-17:18:09 nb_validated 817 model 2 (finishes Fri 21:14 -- 427/h)
20241101-17:18:19 nb_validated 828 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:18:27 nb_validated 820 model 3 (finishes Fri 21:13 -- 428/h)
20241101-17:18:38 nb_validated 830 model 1 (finishes Fri 21:10 -- 432/h)
20241101-17:18:46 nb_validated 822 model 2 (finishes Fri 21:14 -- 427/h)
20241101-17:18:56 nb_validated 832 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:19:04 nb_validated 825 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:19:14 nb_validated 833 model 1 (finishes Fri 21:10 -- 431/h)
20241101-17:19:22 nb_validated 826 model 2 (finishes Fri 21:14 -- 427/h)
20241101-17:19:32 nb_validated 834 model 2 (finishes Fri 21:11 -- 431/h)
20241101-17:19:40 nb_validated 834 model 3 (finishes Fri 21:11 -- 430/h)
20241101-17:19:51 nb_validated 839 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:19:59 nb_validated 838 model 0 (finishes Fri 21:10 -- 431/h)
20241101-17:20:09 nb_validated 840 model 3 (finishes Fri 21:10 -- 432/h)
20241101-17:20:17 nb_validated 841 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:20:27 nb_validated 840 model 1 (finishes Fri 21:11 -- 431/h)
20241101-17:20:35 nb_validated 843 model 1 (finishes Fri 21:10 -- 432/h)
20241101-17:20:45 nb_validated 842 model 2 (finishes Fri 21:11 -- 430/h)
20241101-17:20:53 nb_validated 845 model 1 (finishes Fri 21:10 -- 431/h)
20241101-17:21:03 nb_validated 846 model 2 (finishes Fri 21:10 -- 431/h)
20241101-17:21:11 nb_validated 845 model 1 (finishes Fri 21:11 -- 430/h)
20241101-17:21:21 nb_validated 848 model 1 (finishes Fri 21:10 -- 431/h)
20241101-17:21:29 nb_validated 845 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:21:40 nb_validated 852 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:21:48 nb_validated 848 model 3 (finishes Fri 21:12 -- 430/h)
20241101-17:21:58 nb_validated 856 model 4 (finishes Fri 21:09 -- 433/h)
20241101-17:22:06 nb_validated 852 model 0 (finishes Fri 21:11 -- 431/h)
20241101-17:22:16 nb_validated 857 model 4 (finishes Fri 21:09 -- 432/h)
20241101-17:22:24 nb_validated 852 model 3 (finishes Fri 21:12 -- 429/h)
20241101-17:22:34 nb_validated 860 model 3 (finishes Fri 21:09 -- 433/h)
20241101-17:22:42 nb_validated 854 model 4 (finishes Fri 21:12 -- 429/h)
20241101-17:22:53 nb_validated 861 model 1 (finishes Fri 21:10 -- 432/h)
20241101-17:23:01 nb_validated 855 model 4 (finishes Fri 21:12 -- 429/h)
20241101-17:23:11 nb_validated 863 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:23:19 nb_validated 859 model 1 (finishes Fri 21:12 -- 430/h)
20241101-17:23:29 nb_validated 863 model 2 (finishes Fri 21:11 -- 431/h)
20241101-17:23:37 nb_validated 861 model 4 (finishes Fri 21:12 -- 430/h)
20241101-17:23:47 nb_validated 864 model 1 (finishes Fri 21:11 -- 431/h)
20241101-17:23:55 nb_validated 864 model 1 (finishes Fri 21:11 -- 430/h)
20241101-17:24:05 nb_validated 867 model 2 (finishes Fri 21:11 -- 431/h)
20241101-17:24:13 nb_validated 866 model 4 (finishes Fri 21:11 -- 430/h)
20241101-17:24:23 nb_validated 869 model 4 (finishes Fri 21:11 -- 431/h)
20241101-17:24:31 nb_validated 868 model 3 (finishes Fri 21:12 -- 430/h)
20241101-17:24:41 nb_validated 871 model 0 (finishes Fri 21:11 -- 431/h)
20241101-17:24:49 nb_validated 868 model 2 (finishes Fri 21:12 -- 429/h)
20241101-17:24:59 nb_validated 873 model 4 (finishes Fri 21:11 -- 431/h)
20241101-17:25:07 nb_validated 870 model 2 (finishes Fri 21:12 -- 429/h)
20241101-17:25:18 nb_validated 878 model 1 (finishes Fri 21:10 -- 432/h)
20241101-17:25:25 nb_validated 875 model 1 (finishes Fri 21:11 -- 430/h)
20241101-17:25:35 nb_validated 882 model 1 (finishes Fri 21:09 -- 433/h)
20241101-17:25:44 nb_validated 876 model 0 (finishes Fri 21:12 -- 430/h)
20241101-17:25:54 nb_validated 886 model 4 (finishes Fri 21:08 -- 434/h)
20241101-17:26:02 nb_validated 880 model 4 (finishes Fri 21:11 -- 430/h)
20241101-17:26:11 nb_validated 888 model 3 (finishes Fri 21:08 -- 434/h)
20241101-17:26:20 nb_validated 883 model 3 (finishes Fri 21:11 -- 431/h)
20241101-17:26:29 nb_validated 890 model 4 (finishes Fri 21:08 -- 434/h)
20241101-17:26:38 nb_validated 884 model 4 (finishes Fri 21:11 -- 430/h)
20241101-17:26:48 nb_validated 891 model 0 (finishes Fri 21:09 -- 433/h)
20241101-17:26:57 nb_validated 888 model 2 (finishes Fri 21:11 -- 431/h)
20241101-17:27:06 nb_validated 895 model 1 (finishes Fri 21:08 -- 434/h)
20241101-17:27:14 nb_validated 888 model 1 (finishes Fri 21:11 -- 430/h)
20241101-17:27:24 nb_validated 900 model 4 (finishes Fri 21:07 -- 435/h)
20241101-17:27:32 nb_validated 891 model 3 (finishes Fri 21:11 -- 431/h)
20241101-17:27:42 nb_validated 908 model 0 (finishes Fri 21:05 -- 438/h)
20241101-17:27:50 nb_validated 893 model 3 (finishes Fri 21:11 -- 430/h)
20241101-17:28:00 nb_validated 909 model 4 (finishes Fri 21:05 -- 438/h)
20241101-17:28:08 nb_validated 893 model 1 (finishes Fri 21:12 -- 429/h)
20241101-17:28:18 nb_validated 910 model 3 (finishes Fri 21:06 -- 437/h)
20241101-17:28:26 nb_validated 896 model 1 (finishes Fri 21:12 -- 430/h)
20241101-17:28:37 nb_validated 915 model 0 (finishes Fri 21:05 -- 438/h)
20241101-17:28:45 nb_validated 896 model 4 (finishes Fri 21:12 -- 429/h)
20241101-17:28:55 nb_validated 918 model 4 (finishes Fri 21:05 -- 439/h)
20241101-17:29:03 nb_validated 897 model 3 (finishes Fri 21:13 -- 428/h)
20241101-17:29:13 nb_validated 922 model 3 (finishes Fri 21:04 -- 440/h)
20241101-17:29:21 nb_validated 899 model 1 (finishes Fri 21:13 -- 428/h)
20241101-17:29:32 nb_validated 923 model 2 (finishes Fri 21:04 -- 439/h)
20241101-17:29:39 nb_validated 899 model 0 (finishes Fri 21:14 -- 427/h)
20241101-17:29:50 nb_validated 925 model 2 (finishes Fri 21:04 -- 439/h)
20241101-17:29:57 nb_validated 901 model 1 (finishes Fri 21:14 -- 427/h)
20241101-17:30:08 nb_validated 929 model 2 (finishes Fri 21:04 -- 440/h)
20241101-17:30:15 nb_validated 903 model 2 (finishes Fri 21:14 -- 427/h)
20241101-17:30:27 nb_validated 932 model 2 (finishes Fri 21:04 -- 440/h)
20241101-17:30:34 nb_validated 904 model 2 (finishes Fri 21:14 -- 426/h)
20241101-17:30:45 nb_validated 933 model 4 (finishes Fri 21:04 -- 439/h)
20241101-17:30:51 nb_validated 904 model 3 (finishes Fri 21:15 -- 425/h)
20241101-17:31:03 nb_validated 934 model 1 (finishes Fri 21:04 -- 439/h)
20241101-17:31:10 nb_validated 907 model 0 (finishes Fri 21:15 -- 426/h)
20241101-17:31:21 nb_validated 935 model 3 (finishes Fri 21:05 -- 438/h)
20241101-17:31:28 nb_validated 907 model 3 (finishes Fri 21:16 -- 425/h)
20241101-17:31:40 nb_validated 936 model 0 (finishes Fri 21:05 -- 438/h)
20241101-17:31:46 nb_validated 909 model 2 (finishes Fri 21:16 -- 425/h)
20241101-17:31:58 nb_validated 938 model 4 (finishes Fri 21:05 -- 438/h)
20241101-17:32:04 nb_validated 911 model 1 (finishes Fri 21:16 -- 425/h)
20241101-17:32:16 nb_validated 940 model 4 (finishes Fri 21:05 -- 438/h)
20241101-17:32:22 nb_validated 914 model 1 (finishes Fri 21:15 -- 425/h)
20241101-17:32:34 nb_validated 942 model 3 (finishes Fri 21:06 -- 437/h)
20241101-17:32:40 nb_validated 914 model 4 (finishes Fri 21:16 -- 424/h)
20241101-17:32:52 nb_validated 948 model 2 (finishes Fri 21:04 -- 439/h)
20241101-17:32:58 nb_validated 916 model 2 (finishes Fri 21:16 -- 424/h)
20241101-17:33:10 nb_validated 951 model 3 (finishes Fri 21:04 -- 440/h)
20241101-17:33:16 nb_validated 916 model 4 (finishes Fri 21:17 -- 423/h)
20241101-17:33:28 nb_validated 954 model 0 (finishes Fri 21:04 -- 440/h)
20241101-17:33:34 nb_validated 918 model 1 (finishes Fri 21:17 -- 423/h)
20241101-17:33:47 nb_validated 957 model 2 (finishes Fri 21:03 -- 440/h)
20241101-17:33:52 nb_validated 919 model 4 (finishes Fri 21:18 -- 423/h)
20241101-17:34:05 nb_validated 957 model 1 (finishes Fri 21:04 -- 439/h)
20241101-17:34:10 nb_validated 921 model 2 (finishes Fri 21:18 -- 422/h)
20241101-17:34:23 nb_validated 958 model 3 (finishes Fri 21:05 -- 439/h)
20241101-17:34:29 nb_validated 925 model 4 (finishes Fri 21:17 -- 423/h)
20241101-17:34:41 nb_validated 958 model 1 (finishes Fri 21:05 -- 438/h)
20241101-17:34:47 nb_validated 927 model 2 (finishes Fri 21:17 -- 423/h)
20241101-17:34:59 nb_validated 961 model 3 (finishes Fri 21:05 -- 438/h)
20241101-17:35:05 nb_validated 928 model 4 (finishes Fri 21:17 -- 423/h)
20241101-17:35:17 nb_validated 962 model 1 (finishes Fri 21:05 -- 438/h)
20241101-17:35:24 nb_validated 931 model 2 (finishes Fri 21:17 -- 423/h)
20241101-17:35:35 nb_validated 962 model 1 (finishes Fri 21:06 -- 437/h)
20241101-17:35:42 nb_validated 932 model 1 (finishes Fri 21:18 -- 423/h)
20241101-17:35:54 nb_validated 964 model 0 (finishes Fri 21:06 -- 436/h)
20241101-17:36:00 nb_validated 932 model 1 (finishes Fri 21:18 -- 422/h)
20241101-17:36:12 nb_validated 968 model 0 (finishes Fri 21:06 -- 437/h)
20241101-17:36:18 nb_validated 934 model 0 (finishes Fri 21:18 -- 422/h)
20241101-17:36:30 nb_validated 969 model 1 (finishes Fri 21:06 -- 437/h)
20241101-17:36:36 nb_validated 938 model 0 (finishes Fri 21:18 -- 422/h)
20241101-17:36:48 nb_validated 973 model 0 (finishes Fri 21:05 -- 437/h)
20241101-17:36:55 nb_validated 940 model 3 (finishes Fri 21:18 -- 422/h)
20241101-17:37:07 nb_validated 976 model 4 (finishes Fri 21:05 -- 438/h)
20241101-17:37:14 nb_validated 943 model 2 (finishes Fri 21:18 -- 423/h)
20241101-17:37:25 nb_validated 978 model 4 (finishes Fri 21:05 -- 438/h)
20241101-17:37:32 nb_validated 945 model 2 (finishes Fri 21:18 -- 423/h)
20241101-17:37:43 nb_validated 978 model 2 (finishes Fri 21:06 -- 437/h)
20241101-17:37:50 nb_validated 947 model 0 (finishes Fri 21:18 -- 422/h)
20241101-17:38:02 nb_validated 979 model 3 (finishes Fri 21:07 -- 436/h)
20241101-17:38:09 nb_validated 950 model 2 (finishes Fri 21:17 -- 423/h)
20241101-17:38:20 nb_validated 982 model 0 (finishes Fri 21:06 -- 437/h)
20241101-17:38:27 nb_validated 953 model 0 (finishes Fri 21:17 -- 423/h)
20241101-17:38:38 nb_validated 984 model 1 (finishes Fri 21:06 -- 436/h)
20241101-17:38:45 nb_validated 955 model 1 (finishes Fri 21:17 -- 423/h)
20241101-17:38:56 nb_validated 986 model 1 (finishes Fri 21:06 -- 436/h)
20241101-17:39:03 nb_validated 957 model 4 (finishes Fri 21:17 -- 423/h)
20241101-17:39:15 nb_validated 989 model 0 (finishes Fri 21:06 -- 437/h)
20241101-17:39:22 nb_validated 958 model 4 (finishes Fri 21:18 -- 423/h)
20241101-17:39:33 nb_validated 992 model 1 (finishes Fri 21:06 -- 437/h)
20241101-17:39:40 nb_validated 962 model 4 (finishes Fri 21:17 -- 423/h)
20241101-17:39:51 nb_validated 998 model 3 (finishes Fri 21:05 -- 439/h)
20241101-17:39:58 nb_validated 965 model 2 (finishes Fri 21:17 -- 424/h)
20241101-17:40:09 nb_validated 998 model 1 (finishes Fri 21:05 -- 438/h)
20241101-17:40:17 nb_validated 970 model 0 (finishes Fri 21:16 -- 425/h)
20241101-17:40:26 nb_validated 1000 model 0 (finishes Fri 21:05 -- 438/h)
20241101-17:40:35 nb_validated 973 model 4 (finishes Fri 21:15 -- 425/h)
20241101-17:40:45 nb_validated 1003 model 3 (finishes Fri 21:05 -- 438/h)
20241101-17:40:53 nb_validated 973 model 1 (finishes Fri 21:16 -- 424/h)
20241101-17:41:03 nb_validated 1004 model 4 (finishes Fri 21:05 -- 437/h)
20241101-17:41:11 nb_validated 976 model 3 (finishes Fri 21:16 -- 425/h)
20241101-17:41:21 nb_validated 1006 model 2 (finishes Fri 21:06 -- 437/h)
20241101-17:41:29 nb_validated 977 model 3 (finishes Fri 21:16 -- 424/h)
20241101-17:41:40 nb_validated 1010 model 0 (finishes Fri 21:05 -- 438/h)
20241101-17:41:48 nb_validated 982 model 0 (finishes Fri 21:15 -- 426/h)
20241101-17:41:58 nb_validated 1013 model 1 (finishes Fri 21:05 -- 438/h)
20241101-17:42:06 nb_validated 983 model 1 (finishes Fri 21:15 -- 425/h)
20241101-17:42:16 nb_validated 1016 model 4 (finishes Fri 21:04 -- 439/h)
20241101-17:42:24 nb_validated 985 model 2 (finishes Fri 21:16 -- 425/h)
20241101-17:42:35 nb_validated 1017 model 4 (finishes Fri 21:05 -- 438/h)
20241101-17:42:42 nb_validated 987 model 1 (finishes Fri 21:16 -- 425/h)
20241101-17:42:53 nb_validated 1017 model 3 (finishes Fri 21:06 -- 437/h)
20241101-17:43:00 nb_validated 991 model 4 (finishes Fri 21:15 -- 426/h)
20241101-17:43:11 nb_validated 1020 model 1 (finishes Fri 21:05 -- 438/h)
20241101-17:43:19 nb_validated 993 model 0 (finishes Fri 21:15 -- 426/h)
20241101-17:43:29 nb_validated 1023 model 2 (finishes Fri 21:05 -- 438/h)
20241101-17:43:37 nb_validated 995 model 4 (finishes Fri 21:15 -- 426/h)
20241101-17:43:47 nb_validated 1030 model 2 (finishes Fri 21:03 -- 440/h)
20241101-17:43:55 nb_validated 998 model 0 (finishes Fri 21:15 -- 426/h)
20241101-17:44:05 nb_validated 1032 model 3 (finishes Fri 21:04 -- 440/h)
20241101-17:44:13 nb_validated 999 model 4 (finishes Fri 21:15 -- 426/h)
20241101-17:44:23 nb_validated 1034 model 0 (finishes Fri 21:04 -- 440/h)
20241101-17:44:31 nb_validated 1001 model 0 (finishes Fri 21:15 -- 425/h)
20241101-17:44:41 nb_validated 1034 model 0 (finishes Fri 21:04 -- 439/h)
20241101-17:44:49 nb_validated 1002 model 4 (finishes Fri 21:16 -- 425/h)
20241101-17:45:00 nb_validated 1035 model 0 (finishes Fri 21:05 -- 438/h)
20241101-17:45:07 nb_validated 1004 model 4 (finishes Fri 21:16 -- 425/h)
20241101-17:45:18 nb_validated 1039 model 4 (finishes Fri 21:04 -- 439/h)
20241101-17:45:26 nb_validated 1006 model 3 (finishes Fri 21:16 -- 425/h)
20241101-17:45:36 nb_validated 1041 model 3 (finishes Fri 21:04 -- 439/h)
20241101-17:45:44 nb_validated 1010 model 3 (finishes Fri 21:15 -- 426/h)
20241101-17:45:54 nb_validated 1044 model 4 (finishes Fri 21:04 -- 439/h)
20241101-17:46:02 nb_validated 1012 model 1 (finishes Fri 21:15 -- 426/h)
20241101-17:46:13 nb_validated 1046 model 0 (finishes Fri 21:04 -- 439/h)
20241101-17:46:20 nb_validated 1016 model 3 (finishes Fri 21:14 -- 426/h)
20241101-17:46:31 nb_validated 1047 model 1 (finishes Fri 21:04 -- 439/h)
20241101-17:46:39 nb_validated 1017 model 4 (finishes Fri 21:15 -- 426/h)
20241101-17:46:48 nb_validated 1049 model 0 (finishes Fri 21:05 -- 439/h)
20241101-17:46:57 nb_validated 1018 model 3 (finishes Fri 21:15 -- 425/h)
20241101-17:47:07 nb_validated 1053 model 0 (finishes Fri 21:04 -- 439/h)
20241101-17:47:15 nb_validated 1021 model 3 (finishes Fri 21:15 -- 426/h)
20241101-17:47:25 nb_validated 1057 model 4 (finishes Fri 21:03 -- 440/h)
20241101-17:47:33 nb_validated 1022 model 1 (finishes Fri 21:15 -- 425/h)
20241101-17:47:43 nb_validated 1063 model 3 (finishes Fri 21:02 -- 442/h)
20241101-17:47:52 nb_validated 1028 model 2 (finishes Fri 21:14 -- 427/h)
20241101-17:48:01 nb_validated 1065 model 1 (finishes Fri 21:02 -- 442/h)
20241101-17:48:10 nb_validated 1029 model 4 (finishes Fri 21:14 -- 426/h)
20241101-17:48:19 nb_validated 1067 model 3 (finishes Fri 21:02 -- 442/h)
20241101-17:48:28 nb_validated 1033 model 2 (finishes Fri 21:14 -- 427/h)
20241101-17:48:37 nb_validated 1070 model 1 (finishes Fri 21:02 -- 442/h)
20241101-17:48:46 nb_validated 1033 model 1 (finishes Fri 21:15 -- 426/h)
20241101-17:48:55 nb_validated 1072 model 3 (finishes Fri 21:02 -- 442/h)
20241101-17:49:04 nb_validated 1037 model 3 (finishes Fri 21:14 -- 427/h)
20241101-17:49:14 nb_validated 1072 model 0 (finishes Fri 21:03 -- 441/h)
20241101-17:49:23 nb_validated 1042 model 0 (finishes Fri 21:13 -- 428/h)
20241101-17:49:32 nb_validated 1072 model 4 (finishes Fri 21:04 -- 440/h)
20241101-17:49:41 nb_validated 1045 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:49:50 nb_validated 1074 model 2 (finishes Fri 21:04 -- 440/h)
20241101-17:49:59 nb_validated 1048 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:50:09 nb_validated 1079 model 0 (finishes Fri 21:03 -- 441/h)
20241101-17:50:17 nb_validated 1049 model 1 (finishes Fri 21:13 -- 428/h)
20241101-17:50:27 nb_validated 1081 model 3 (finishes Fri 21:03 -- 441/h)
20241101-17:50:36 nb_validated 1053 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:50:45 nb_validated 1086 model 3 (finishes Fri 21:02 -- 442/h)
20241101-17:50:54 nb_validated 1055 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:51:03 nb_validated 1087 model 3 (finishes Fri 21:02 -- 442/h)
20241101-17:51:13 nb_validated 1059 model 2 (finishes Fri 21:12 -- 430/h)
20241101-17:51:21 nb_validated 1088 model 4 (finishes Fri 21:03 -- 441/h)
20241101-17:51:31 nb_validated 1060 model 1 (finishes Fri 21:12 -- 429/h)
20241101-17:51:39 nb_validated 1089 model 1 (finishes Fri 21:03 -- 441/h)
20241101-17:51:49 nb_validated 1064 model 2 (finishes Fri 21:11 -- 430/h)
20241101-17:51:57 nb_validated 1089 model 2 (finishes Fri 21:04 -- 440/h)
20241101-17:52:08 nb_validated 1068 model 4 (finishes Fri 21:11 -- 431/h)
20241101-17:52:15 nb_validated 1090 model 3 (finishes Fri 21:04 -- 439/h)
20241101-17:52:26 nb_validated 1073 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:52:34 nb_validated 1093 model 2 (finishes Fri 21:04 -- 439/h)
20241101-17:52:45 nb_validated 1076 model 2 (finishes Fri 21:10 -- 432/h)
20241101-17:52:52 nb_validated 1095 model 4 (finishes Fri 21:04 -- 439/h)
20241101-17:53:03 nb_validated 1077 model 0 (finishes Fri 21:10 -- 432/h)
20241101-17:53:10 nb_validated 1097 model 0 (finishes Fri 21:04 -- 439/h)
20241101-17:53:21 nb_validated 1078 model 4 (finishes Fri 21:10 -- 431/h)
20241101-17:53:29 nb_validated 1100 model 3 (finishes Fri 21:04 -- 440/h)
20241101-17:53:39 nb_validated 1078 model 1 (finishes Fri 21:11 -- 430/h)
20241101-17:53:47 nb_validated 1100 model 2 (finishes Fri 21:05 -- 439/h)
20241101-17:53:57 nb_validated 1079 model 2 (finishes Fri 21:12 -- 430/h)
20241101-17:54:05 nb_validated 1103 model 1 (finishes Fri 21:04 -- 439/h)
20241101-17:54:16 nb_validated 1082 model 0 (finishes Fri 21:11 -- 430/h)
20241101-17:54:23 nb_validated 1103 model 1 (finishes Fri 21:05 -- 438/h)
20241101-17:54:34 nb_validated 1084 model 0 (finishes Fri 21:11 -- 430/h)
20241101-17:54:41 nb_validated 1110 model 0 (finishes Fri 21:03 -- 440/h)
20241101-17:54:52 nb_validated 1084 model 0 (finishes Fri 21:12 -- 429/h)
20241101-17:54:59 nb_validated 1112 model 0 (finishes Fri 21:04 -- 440/h)
20241101-17:55:11 nb_validated 1084 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:55:17 nb_validated 1113 model 1 (finishes Fri 21:04 -- 439/h)
20241101-17:55:29 nb_validated 1084 model 1 (finishes Fri 21:13 -- 427/h)
20241101-17:55:36 nb_validated 1117 model 0 (finishes Fri 21:03 -- 440/h)
20241101-17:55:47 nb_validated 1085 model 0 (finishes Fri 21:14 -- 427/h)
20241101-17:55:54 nb_validated 1117 model 1 (finishes Fri 21:04 -- 439/h)
20241101-17:56:06 nb_validated 1089 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:56:12 nb_validated 1120 model 0 (finishes Fri 21:04 -- 440/h)
20241101-17:56:24 nb_validated 1091 model 2 (finishes Fri 21:13 -- 428/h)
20241101-17:56:30 nb_validated 1120 model 1 (finishes Fri 21:04 -- 439/h)
20241101-17:56:42 nb_validated 1094 model 2 (finishes Fri 21:13 -- 428/h)
20241101-17:56:48 nb_validated 1121 model 1 (finishes Fri 21:05 -- 438/h)
20241101-17:57:00 nb_validated 1098 model 1 (finishes Fri 21:13 -- 429/h)
20241101-17:57:06 nb_validated 1124 model 1 (finishes Fri 21:05 -- 439/h)
20241101-17:57:18 nb_validated 1099 model 1 (finishes Fri 21:13 -- 428/h)
20241101-17:57:24 nb_validated 1126 model 0 (finishes Fri 21:05 -- 439/h)
20241101-17:57:36 nb_validated 1100 model 3 (finishes Fri 21:13 -- 428/h)
20241101-17:57:42 nb_validated 1129 model 1 (finishes Fri 21:04 -- 439/h)
20241101-17:57:55 nb_validated 1100 model 0 (finishes Fri 21:14 -- 427/h)
20241101-17:58:00 nb_validated 1131 model 0 (finishes Fri 21:05 -- 439/h)
20241101-17:58:13 nb_validated 1105 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:58:19 nb_validated 1134 model 2 (finishes Fri 21:04 -- 439/h)
20241101-17:58:32 nb_validated 1106 model 3 (finishes Fri 21:13 -- 428/h)
20241101-17:58:37 nb_validated 1138 model 4 (finishes Fri 21:04 -- 440/h)
20241101-17:58:49 nb_validated 1108 model 1 (finishes Fri 21:13 -- 428/h)
20241101-17:58:55 nb_validated 1138 model 3 (finishes Fri 21:04 -- 439/h)
20241101-17:59:08 nb_validated 1109 model 3 (finishes Fri 21:14 -- 427/h)
20241101-17:59:14 nb_validated 1138 model 0 (finishes Fri 21:05 -- 438/h)
20241101-17:59:26 nb_validated 1112 model 0 (finishes Fri 21:14 -- 427/h)
20241101-17:59:32 nb_validated 1141 model 1 (finishes Fri 21:05 -- 438/h)
20241101-17:59:44 nb_validated 1115 model 4 (finishes Fri 21:13 -- 428/h)
20241101-17:59:50 nb_validated 1143 model 0 (finishes Fri 21:05 -- 438/h)
20241101-18:00:02 nb_validated 1116 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:00:08 nb_validated 1145 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:00:20 nb_validated 1116 model 1 (finishes Fri 21:14 -- 426/h)
20241101-18:00:26 nb_validated 1149 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:00:38 nb_validated 1119 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:00:45 nb_validated 1153 model 2 (finishes Fri 21:04 -- 439/h)
20241101-18:00:56 nb_validated 1122 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:01:03 nb_validated 1153 model 4 (finishes Fri 21:05 -- 439/h)
20241101-18:01:14 nb_validated 1126 model 1 (finishes Fri 21:13 -- 428/h)
20241101-18:01:21 nb_validated 1155 model 2 (finishes Fri 21:05 -- 439/h)
20241101-18:01:33 nb_validated 1128 model 1 (finishes Fri 21:13 -- 428/h)
20241101-18:01:40 nb_validated 1159 model 2 (finishes Fri 21:04 -- 439/h)
20241101-18:01:51 nb_validated 1128 model 1 (finishes Fri 21:14 -- 427/h)
20241101-18:01:58 nb_validated 1164 model 3 (finishes Fri 21:03 -- 440/h)
20241101-18:02:09 nb_validated 1128 model 0 (finishes Fri 21:15 -- 426/h)
20241101-18:02:16 nb_validated 1167 model 2 (finishes Fri 21:03 -- 441/h)
20241101-18:02:27 nb_validated 1129 model 0 (finishes Fri 21:15 -- 426/h)
20241101-18:02:34 nb_validated 1169 model 0 (finishes Fri 21:03 -- 440/h)
20241101-18:02:45 nb_validated 1132 model 2 (finishes Fri 21:15 -- 426/h)
20241101-18:02:52 nb_validated 1171 model 2 (finishes Fri 21:03 -- 440/h)
20241101-18:03:04 nb_validated 1133 model 4 (finishes Fri 21:15 -- 426/h)
20241101-18:03:11 nb_validated 1175 model 3 (finishes Fri 21:03 -- 441/h)
20241101-18:03:22 nb_validated 1134 model 1 (finishes Fri 21:15 -- 425/h)
20241101-18:03:29 nb_validated 1176 model 1 (finishes Fri 21:03 -- 441/h)
20241101-18:03:40 nb_validated 1137 model 2 (finishes Fri 21:15 -- 425/h)
20241101-18:03:47 nb_validated 1177 model 3 (finishes Fri 21:03 -- 440/h)
20241101-18:03:58 nb_validated 1137 model 3 (finishes Fri 21:16 -- 425/h)
20241101-18:04:05 nb_validated 1180 model 0 (finishes Fri 21:03 -- 440/h)
20241101-18:04:16 nb_validated 1138 model 4 (finishes Fri 21:16 -- 424/h)
20241101-18:04:23 nb_validated 1182 model 4 (finishes Fri 21:03 -- 440/h)
20241101-18:04:34 nb_validated 1139 model 1 (finishes Fri 21:17 -- 424/h)
20241101-18:04:42 nb_validated 1183 model 2 (finishes Fri 21:04 -- 440/h)
20241101-18:04:52 nb_validated 1141 model 2 (finishes Fri 21:17 -- 424/h)
20241101-18:05:00 nb_validated 1184 model 1 (finishes Fri 21:04 -- 439/h)
20241101-18:05:10 nb_validated 1143 model 4 (finishes Fri 21:17 -- 424/h)
20241101-18:05:18 nb_validated 1186 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:05:28 nb_validated 1144 model 3 (finishes Fri 21:17 -- 423/h)
20241101-18:05:36 nb_validated 1188 model 3 (finishes Fri 21:04 -- 439/h)
20241101-18:05:46 nb_validated 1148 model 1 (finishes Fri 21:16 -- 424/h)
20241101-18:05:54 nb_validated 1191 model 4 (finishes Fri 21:04 -- 440/h)
20241101-18:06:04 nb_validated 1149 model 4 (finishes Fri 21:17 -- 424/h)
20241101-18:06:12 nb_validated 1195 model 0 (finishes Fri 21:03 -- 440/h)
20241101-18:06:22 nb_validated 1150 model 3 (finishes Fri 21:17 -- 423/h)
20241101-18:06:30 nb_validated 1195 model 3 (finishes Fri 21:04 -- 439/h)
20241101-18:06:41 nb_validated 1152 model 2 (finishes Fri 21:17 -- 423/h)
20241101-18:06:49 nb_validated 1197 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:06:59 nb_validated 1153 model 3 (finishes Fri 21:17 -- 423/h)
20241101-18:07:07 nb_validated 1198 model 1 (finishes Fri 21:04 -- 439/h)
20241101-18:07:17 nb_validated 1154 model 3 (finishes Fri 21:18 -- 422/h)
20241101-18:07:25 nb_validated 1199 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:07:35 nb_validated 1156 model 2 (finishes Fri 21:18 -- 422/h)
20241101-18:07:43 nb_validated 1202 model 4 (finishes Fri 21:05 -- 439/h)
20241101-18:07:53 nb_validated 1157 model 4 (finishes Fri 21:18 -- 422/h)
20241101-18:08:01 nb_validated 1205 model 2 (finishes Fri 21:04 -- 439/h)
20241101-18:08:12 nb_validated 1160 model 0 (finishes Fri 21:18 -- 422/h)
20241101-18:08:20 nb_validated 1206 model 3 (finishes Fri 21:05 -- 439/h)
20241101-18:08:30 nb_validated 1163 model 2 (finishes Fri 21:18 -- 422/h)
20241101-18:08:38 nb_validated 1206 model 4 (finishes Fri 21:05 -- 438/h)
20241101-18:08:48 nb_validated 1165 model 3 (finishes Fri 21:18 -- 422/h)
20241101-18:08:57 nb_validated 1209 model 0 (finishes Fri 21:05 -- 438/h)
20241101-18:09:06 nb_validated 1166 model 1 (finishes Fri 21:18 -- 422/h)
20241101-18:09:15 nb_validated 1212 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:09:24 nb_validated 1167 model 4 (finishes Fri 21:18 -- 422/h)
20241101-18:09:33 nb_validated 1218 model 0 (finishes Fri 21:04 -- 440/h)
20241101-18:09:42 nb_validated 1172 model 2 (finishes Fri 21:18 -- 423/h)
20241101-18:09:51 nb_validated 1218 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:10:00 nb_validated 1173 model 4 (finishes Fri 21:18 -- 422/h)
20241101-18:10:09 nb_validated 1220 model 4 (finishes Fri 21:05 -- 439/h)
20241101-18:10:18 nb_validated 1178 model 2 (finishes Fri 21:17 -- 423/h)
20241101-18:10:28 nb_validated 1223 model 2 (finishes Fri 21:04 -- 439/h)
20241101-18:10:36 nb_validated 1182 model 0 (finishes Fri 21:16 -- 424/h)
20241101-18:10:46 nb_validated 1224 model 3 (finishes Fri 21:05 -- 439/h)
20241101-18:10:54 nb_validated 1185 model 0 (finishes Fri 21:16 -- 424/h)
20241101-18:11:04 nb_validated 1227 model 0 (finishes Fri 21:04 -- 439/h)
20241101-18:11:13 nb_validated 1190 model 1 (finishes Fri 21:15 -- 425/h)
20241101-18:11:22 nb_validated 1229 model 1 (finishes Fri 21:04 -- 439/h)
20241101-18:11:31 nb_validated 1193 model 1 (finishes Fri 21:15 -- 426/h)
20241101-18:11:40 nb_validated 1233 model 0 (finishes Fri 21:04 -- 439/h)
20241101-18:11:49 nb_validated 1197 model 3 (finishes Fri 21:15 -- 426/h)
20241101-18:11:58 nb_validated 1237 model 1 (finishes Fri 21:03 -- 440/h)
20241101-18:12:07 nb_validated 1199 model 3 (finishes Fri 21:15 -- 426/h)
20241101-18:12:16 nb_validated 1242 model 3 (finishes Fri 21:03 -- 441/h)
20241101-18:12:25 nb_validated 1202 model 0 (finishes Fri 21:14 -- 426/h)
20241101-18:12:34 nb_validated 1243 model 1 (finishes Fri 21:03 -- 441/h)
20241101-18:12:43 nb_validated 1204 model 0 (finishes Fri 21:14 -- 426/h)
20241101-18:12:52 nb_validated 1245 model 2 (finishes Fri 21:03 -- 441/h)
20241101-18:13:02 nb_validated 1206 model 0 (finishes Fri 21:14 -- 426/h)
20241101-18:13:11 nb_validated 1246 model 3 (finishes Fri 21:03 -- 440/h)
20241101-18:13:20 nb_validated 1207 model 0 (finishes Fri 21:15 -- 426/h)
20241101-18:13:29 nb_validated 1247 model 0 (finishes Fri 21:04 -- 440/h)
20241101-18:13:39 nb_validated 1213 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:13:47 nb_validated 1251 model 0 (finishes Fri 21:03 -- 440/h)
20241101-18:13:57 nb_validated 1214 model 1 (finishes Fri 21:14 -- 427/h)
20241101-18:14:06 nb_validated 1252 model 0 (finishes Fri 21:04 -- 440/h)
20241101-18:14:15 nb_validated 1216 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:14:24 nb_validated 1255 model 2 (finishes Fri 21:03 -- 440/h)
20241101-18:14:34 nb_validated 1219 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:14:42 nb_validated 1260 model 3 (finishes Fri 21:03 -- 441/h)
20241101-18:14:51 nb_validated 1219 model 1 (finishes Fri 21:14 -- 426/h)
20241101-18:15:01 nb_validated 1261 model 4 (finishes Fri 21:03 -- 441/h)
20241101-18:15:10 nb_validated 1222 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:15:19 nb_validated 1261 model 1 (finishes Fri 21:04 -- 440/h)
20241101-18:15:28 nb_validated 1224 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:15:37 nb_validated 1263 model 3 (finishes Fri 21:04 -- 440/h)
20241101-18:15:46 nb_validated 1230 model 1 (finishes Fri 21:13 -- 428/h)
20241101-18:15:56 nb_validated 1265 model 0 (finishes Fri 21:04 -- 440/h)
20241101-18:16:04 nb_validated 1232 model 3 (finishes Fri 21:13 -- 428/h)
20241101-18:16:14 nb_validated 1266 model 1 (finishes Fri 21:04 -- 439/h)
20241101-18:16:22 nb_validated 1236 model 4 (finishes Fri 21:13 -- 429/h)
20241101-18:16:32 nb_validated 1267 model 0 (finishes Fri 21:04 -- 439/h)
20241101-18:16:41 nb_validated 1238 model 4 (finishes Fri 21:13 -- 428/h)
20241101-18:16:50 nb_validated 1270 model 3 (finishes Fri 21:04 -- 439/h)
20241101-18:16:59 nb_validated 1239 model 2 (finishes Fri 21:13 -- 428/h)
20241101-18:17:09 nb_validated 1275 model 3 (finishes Fri 21:03 -- 440/h)
20241101-18:17:17 nb_validated 1243 model 0 (finishes Fri 21:13 -- 429/h)
20241101-18:17:26 nb_validated 1276 model 1 (finishes Fri 21:04 -- 440/h)
20241101-18:17:35 nb_validated 1246 model 0 (finishes Fri 21:12 -- 429/h)
20241101-18:17:44 nb_validated 1276 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:17:53 nb_validated 1249 model 1 (finishes Fri 21:12 -- 429/h)
20241101-18:18:03 nb_validated 1277 model 2 (finishes Fri 21:05 -- 439/h)
20241101-18:18:11 nb_validated 1249 model 1 (finishes Fri 21:13 -- 429/h)
20241101-18:18:21 nb_validated 1279 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:18:29 nb_validated 1251 model 4 (finishes Fri 21:13 -- 428/h)
20241101-18:18:39 nb_validated 1282 model 1 (finishes Fri 21:05 -- 439/h)
20241101-18:18:47 nb_validated 1252 model 2 (finishes Fri 21:13 -- 428/h)
20241101-18:18:57 nb_validated 1287 model 3 (finishes Fri 21:04 -- 440/h)
20241101-18:19:05 nb_validated 1253 model 3 (finishes Fri 21:13 -- 428/h)
20241101-18:19:15 nb_validated 1289 model 1 (finishes Fri 21:04 -- 440/h)
20241101-18:19:24 nb_validated 1255 model 1 (finishes Fri 21:13 -- 428/h)
20241101-18:19:33 nb_validated 1297 model 0 (finishes Fri 21:02 -- 442/h)
20241101-18:19:42 nb_validated 1256 model 3 (finishes Fri 21:14 -- 427/h)
20241101-18:19:51 nb_validated 1298 model 2 (finishes Fri 21:03 -- 441/h)
20241101-18:20:00 nb_validated 1258 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:20:09 nb_validated 1302 model 0 (finishes Fri 21:02 -- 442/h)
20241101-18:20:18 nb_validated 1261 model 1 (finishes Fri 21:13 -- 427/h)
20241101-18:20:28 nb_validated 1304 model 1 (finishes Fri 21:02 -- 442/h)
20241101-18:20:36 nb_validated 1262 model 3 (finishes Fri 21:14 -- 427/h)
20241101-18:20:46 nb_validated 1308 model 4 (finishes Fri 21:02 -- 442/h)
20241101-18:20:54 nb_validated 1266 model 0 (finishes Fri 21:13 -- 428/h)
20241101-18:21:04 nb_validated 1310 model 1 (finishes Fri 21:02 -- 442/h)
20241101-18:21:12 nb_validated 1267 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:21:22 nb_validated 1310 model 0 (finishes Fri 21:02 -- 441/h)
20241101-18:21:30 nb_validated 1272 model 3 (finishes Fri 21:13 -- 428/h)
20241101-18:21:40 nb_validated 1312 model 3 (finishes Fri 21:02 -- 441/h)
20241101-18:21:48 nb_validated 1273 model 0 (finishes Fri 21:13 -- 428/h)
20241101-18:21:58 nb_validated 1313 model 1 (finishes Fri 21:03 -- 441/h)
20241101-18:22:07 nb_validated 1275 model 0 (finishes Fri 21:13 -- 428/h)
20241101-18:22:16 nb_validated 1315 model 0 (finishes Fri 21:03 -- 441/h)
20241101-18:22:25 nb_validated 1277 model 1 (finishes Fri 21:13 -- 428/h)
20241101-18:22:34 nb_validated 1317 model 1 (finishes Fri 21:03 -- 441/h)
20241101-18:22:43 nb_validated 1280 model 2 (finishes Fri 21:13 -- 428/h)
20241101-18:22:52 nb_validated 1320 model 3 (finishes Fri 21:03 -- 441/h)
20241101-18:23:01 nb_validated 1282 model 4 (finishes Fri 21:13 -- 428/h)
20241101-18:23:10 nb_validated 1321 model 2 (finishes Fri 21:03 -- 441/h)
20241101-18:23:19 nb_validated 1283 model 4 (finishes Fri 21:13 -- 428/h)
20241101-18:23:28 nb_validated 1322 model 3 (finishes Fri 21:03 -- 440/h)
20241101-18:23:38 nb_validated 1285 model 2 (finishes Fri 21:13 -- 428/h)
20241101-18:23:46 nb_validated 1326 model 2 (finishes Fri 21:03 -- 441/h)
20241101-18:23:56 nb_validated 1285 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:24:05 nb_validated 1328 model 0 (finishes Fri 21:03 -- 441/h)
20241101-18:24:14 nb_validated 1287 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:24:23 nb_validated 1331 model 1 (finishes Fri 21:03 -- 441/h)
20241101-18:24:32 nb_validated 1288 model 1 (finishes Fri 21:14 -- 426/h)
20241101-18:24:41 nb_validated 1337 model 3 (finishes Fri 21:02 -- 442/h)
20241101-18:24:50 nb_validated 1291 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:24:59 nb_validated 1338 model 4 (finishes Fri 21:02 -- 442/h)
20241101-18:25:08 nb_validated 1292 model 1 (finishes Fri 21:14 -- 426/h)
20241101-18:25:17 nb_validated 1341 model 3 (finishes Fri 21:02 -- 442/h)
20241101-18:25:27 nb_validated 1293 model 1 (finishes Fri 21:15 -- 426/h)
20241101-18:25:36 nb_validated 1345 model 0 (finishes Fri 21:01 -- 443/h)
20241101-18:25:45 nb_validated 1295 model 3 (finishes Fri 21:15 -- 426/h)
20241101-18:25:54 nb_validated 1347 model 0 (finishes Fri 21:02 -- 443/h)
20241101-18:26:03 nb_validated 1299 model 3 (finishes Fri 21:14 -- 426/h)
20241101-18:26:12 nb_validated 1350 model 0 (finishes Fri 21:01 -- 443/h)
20241101-18:26:22 nb_validated 1304 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:26:30 nb_validated 1352 model 0 (finishes Fri 21:01 -- 443/h)
20241101-18:26:40 nb_validated 1306 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:26:48 nb_validated 1354 model 0 (finishes Fri 21:01 -- 443/h)
20241101-18:26:58 nb_validated 1308 model 3 (finishes Fri 21:14 -- 427/h)
20241101-18:27:07 nb_validated 1354 model 3 (finishes Fri 21:02 -- 442/h)
20241101-18:27:16 nb_validated 1311 model 1 (finishes Fri 21:13 -- 428/h)
20241101-18:27:25 nb_validated 1355 model 4 (finishes Fri 21:02 -- 442/h)
20241101-18:27:35 nb_validated 1312 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:27:44 nb_validated 1358 model 2 (finishes Fri 21:02 -- 442/h)
20241101-18:27:53 nb_validated 1313 model 1 (finishes Fri 21:14 -- 427/h)
20241101-18:28:02 nb_validated 1360 model 3 (finishes Fri 21:02 -- 442/h)
20241101-18:28:11 nb_validated 1314 model 2 (finishes Fri 21:14 -- 426/h)
20241101-18:28:20 nb_validated 1362 model 3 (finishes Fri 21:02 -- 442/h)
20241101-18:28:30 nb_validated 1317 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:28:39 nb_validated 1363 model 3 (finishes Fri 21:03 -- 441/h)
20241101-18:28:48 nb_validated 1319 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:28:57 nb_validated 1363 model 1 (finishes Fri 21:03 -- 441/h)
20241101-18:29:06 nb_validated 1322 model 1 (finishes Fri 21:14 -- 427/h)
20241101-18:29:15 nb_validated 1363 model 4 (finishes Fri 21:04 -- 440/h)
20241101-18:29:24 nb_validated 1325 model 1 (finishes Fri 21:14 -- 427/h)
20241101-18:29:33 nb_validated 1364 model 3 (finishes Fri 21:04 -- 439/h)
20241101-18:29:42 nb_validated 1326 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:29:51 nb_validated 1367 model 0 (finishes Fri 21:04 -- 440/h)
20241101-18:30:00 nb_validated 1330 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:30:09 nb_validated 1370 model 4 (finishes Fri 21:04 -- 440/h)
20241101-18:30:19 nb_validated 1331 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:30:28 nb_validated 1372 model 2 (finishes Fri 21:04 -- 440/h)
20241101-18:30:37 nb_validated 1331 model 3 (finishes Fri 21:14 -- 426/h)
20241101-18:30:46 nb_validated 1372 model 1 (finishes Fri 21:04 -- 439/h)
20241101-18:30:55 nb_validated 1334 model 3 (finishes Fri 21:14 -- 427/h)
20241101-18:31:05 nb_validated 1375 model 0 (finishes Fri 21:04 -- 439/h)
20241101-18:31:13 nb_validated 1336 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:31:23 nb_validated 1378 model 0 (finishes Fri 21:04 -- 440/h)
20241101-18:31:32 nb_validated 1339 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:31:42 nb_validated 1379 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:31:50 nb_validated 1344 model 0 (finishes Fri 21:13 -- 428/h)
20241101-18:32:00 nb_validated 1382 model 3 (finishes Fri 21:04 -- 439/h)
20241101-18:32:08 nb_validated 1347 model 4 (finishes Fri 21:13 -- 428/h)
20241101-18:32:18 nb_validated 1384 model 2 (finishes Fri 21:04 -- 439/h)
20241101-18:32:27 nb_validated 1349 model 2 (finishes Fri 21:13 -- 428/h)
20241101-18:32:36 nb_validated 1385 model 3 (finishes Fri 21:04 -- 439/h)
20241101-18:32:45 nb_validated 1351 model 1 (finishes Fri 21:13 -- 428/h)
20241101-18:32:54 nb_validated 1385 model 4 (finishes Fri 21:05 -- 438/h)
20241101-18:33:03 nb_validated 1352 model 1 (finishes Fri 21:14 -- 427/h)
20241101-18:33:13 nb_validated 1386 model 0 (finishes Fri 21:05 -- 438/h)
20241101-18:33:21 nb_validated 1355 model 1 (finishes Fri 21:13 -- 428/h)
20241101-18:33:31 nb_validated 1389 model 2 (finishes Fri 21:05 -- 438/h)
20241101-18:33:39 nb_validated 1357 model 0 (finishes Fri 21:13 -- 428/h)
20241101-18:33:50 nb_validated 1392 model 2 (finishes Fri 21:05 -- 438/h)
20241101-18:33:58 nb_validated 1360 model 4 (finishes Fri 21:13 -- 428/h)
20241101-18:34:08 nb_validated 1396 model 3 (finishes Fri 21:04 -- 439/h)
20241101-18:34:16 nb_validated 1361 model 0 (finishes Fri 21:13 -- 428/h)
20241101-18:34:26 nb_validated 1400 model 2 (finishes Fri 21:04 -- 439/h)
20241101-18:34:35 nb_validated 1363 model 3 (finishes Fri 21:13 -- 428/h)
20241101-18:34:45 nb_validated 1406 model 3 (finishes Fri 21:03 -- 441/h)
20241101-18:34:53 nb_validated 1364 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:35:03 nb_validated 1408 model 2 (finishes Fri 21:03 -- 441/h)
20241101-18:35:11 nb_validated 1364 model 2 (finishes Fri 21:14 -- 426/h)
20241101-18:35:21 nb_validated 1408 model 4 (finishes Fri 21:04 -- 440/h)
20241101-18:35:30 nb_validated 1364 model 3 (finishes Fri 21:15 -- 426/h)
20241101-18:35:40 nb_validated 1409 model 0 (finishes Fri 21:04 -- 439/h)
20241101-18:35:48 nb_validated 1369 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:35:58 nb_validated 1411 model 3 (finishes Fri 21:04 -- 439/h)
20241101-18:36:07 nb_validated 1370 model 4 (finishes Fri 21:14 -- 426/h)
20241101-18:36:17 nb_validated 1415 model 4 (finishes Fri 21:04 -- 440/h)
20241101-18:36:25 nb_validated 1374 model 3 (finishes Fri 21:14 -- 427/h)
20241101-18:36:35 nb_validated 1416 model 3 (finishes Fri 21:04 -- 440/h)
20241101-18:36:43 nb_validated 1376 model 1 (finishes Fri 21:14 -- 427/h)
20241101-18:36:53 nb_validated 1419 model 3 (finishes Fri 21:04 -- 440/h)
20241101-18:37:01 nb_validated 1377 model 4 (finishes Fri 21:14 -- 426/h)
20241101-18:37:11 nb_validated 1420 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:37:19 nb_validated 1379 model 0 (finishes Fri 21:14 -- 426/h)
20241101-18:37:30 nb_validated 1424 model 4 (finishes Fri 21:04 -- 440/h)
20241101-18:37:38 nb_validated 1381 model 1 (finishes Fri 21:14 -- 426/h)
20241101-18:37:48 nb_validated 1424 model 0 (finishes Fri 21:04 -- 439/h)
20241101-18:37:55 nb_validated 1383 model 0 (finishes Fri 21:14 -- 426/h)
20241101-18:38:06 nb_validated 1425 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:38:14 nb_validated 1386 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:38:24 nb_validated 1425 model 4 (finishes Fri 21:05 -- 438/h)
20241101-18:38:32 nb_validated 1386 model 3 (finishes Fri 21:15 -- 426/h)
20241101-18:38:42 nb_validated 1427 model 3 (finishes Fri 21:05 -- 438/h)
20241101-18:38:50 nb_validated 1388 model 0 (finishes Fri 21:15 -- 426/h)
20241101-18:39:01 nb_validated 1429 model 4 (finishes Fri 21:05 -- 438/h)
20241101-18:39:08 nb_validated 1390 model 1 (finishes Fri 21:15 -- 426/h)
20241101-18:39:19 nb_validated 1434 model 0 (finishes Fri 21:04 -- 439/h)
20241101-18:39:26 nb_validated 1392 model 1 (finishes Fri 21:15 -- 426/h)
20241101-18:39:37 nb_validated 1435 model 3 (finishes Fri 21:05 -- 439/h)
20241101-18:39:45 nb_validated 1396 model 3 (finishes Fri 21:14 -- 426/h)
20241101-18:39:55 nb_validated 1436 model 2 (finishes Fri 21:05 -- 438/h)
20241101-18:40:03 nb_validated 1398 model 4 (finishes Fri 21:14 -- 426/h)
20241101-18:40:13 nb_validated 1438 model 4 (finishes Fri 21:05 -- 438/h)
20241101-18:40:21 nb_validated 1399 model 3 (finishes Fri 21:15 -- 426/h)
20241101-18:40:32 nb_validated 1440 model 0 (finishes Fri 21:05 -- 438/h)
20241101-18:40:39 nb_validated 1400 model 0 (finishes Fri 21:15 -- 426/h)
20241101-18:40:50 nb_validated 1441 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:40:57 nb_validated 1404 model 4 (finishes Fri 21:15 -- 426/h)
20241101-18:41:08 nb_validated 1442 model 1 (finishes Fri 21:06 -- 437/h)
20241101-18:41:15 nb_validated 1405 model 0 (finishes Fri 21:15 -- 426/h)
20241101-18:41:26 nb_validated 1442 model 2 (finishes Fri 21:06 -- 437/h)
20241101-18:41:34 nb_validated 1406 model 0 (finishes Fri 21:15 -- 425/h)
20241101-18:41:45 nb_validated 1442 model 0 (finishes Fri 21:07 -- 436/h)
20241101-18:41:52 nb_validated 1407 model 0 (finishes Fri 21:15 -- 425/h)
20241101-18:42:03 nb_validated 1446 model 0 (finishes Fri 21:06 -- 436/h)
20241101-18:42:10 nb_validated 1411 model 4 (finishes Fri 21:15 -- 426/h)
20241101-18:42:21 nb_validated 1449 model 0 (finishes Fri 21:06 -- 437/h)
20241101-18:42:29 nb_validated 1413 model 2 (finishes Fri 21:15 -- 426/h)
20241101-18:42:40 nb_validated 1450 model 4 (finishes Fri 21:06 -- 436/h)
20241101-18:42:47 nb_validated 1419 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:42:58 nb_validated 1452 model 2 (finishes Fri 21:06 -- 436/h)
20241101-18:43:05 nb_validated 1421 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:43:16 nb_validated 1454 model 2 (finishes Fri 21:06 -- 436/h)
20241101-18:43:24 nb_validated 1424 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:43:34 nb_validated 1455 model 4 (finishes Fri 21:07 -- 436/h)
20241101-18:43:42 nb_validated 1426 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:43:52 nb_validated 1456 model 1 (finishes Fri 21:07 -- 436/h)
20241101-18:44:01 nb_validated 1429 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:44:11 nb_validated 1457 model 3 (finishes Fri 21:07 -- 435/h)
20241101-18:44:19 nb_validated 1431 model 3 (finishes Fri 21:14 -- 427/h)
20241101-18:44:29 nb_validated 1461 model 2 (finishes Fri 21:07 -- 436/h)
20241101-18:44:37 nb_validated 1433 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:44:48 nb_validated 1463 model 2 (finishes Fri 21:07 -- 436/h)
20241101-18:44:55 nb_validated 1434 model 3 (finishes Fri 21:14 -- 427/h)
20241101-18:45:06 nb_validated 1466 model 2 (finishes Fri 21:07 -- 436/h)
20241101-18:45:13 nb_validated 1434 model 3 (finishes Fri 21:15 -- 426/h)
20241101-18:45:24 nb_validated 1470 model 0 (finishes Fri 21:06 -- 436/h)
20241101-18:45:31 nb_validated 1438 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:45:43 nb_validated 1475 model 3 (finishes Fri 21:06 -- 437/h)
20241101-18:45:50 nb_validated 1440 model 3 (finishes Fri 21:14 -- 427/h)
20241101-18:46:01 nb_validated 1480 model 2 (finishes Fri 21:05 -- 438/h)
20241101-18:46:08 nb_validated 1443 model 4 (finishes Fri 21:14 -- 427/h)
20241101-18:46:19 nb_validated 1481 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:46:26 nb_validated 1447 model 0 (finishes Fri 21:14 -- 427/h)
20241101-18:46:37 nb_validated 1483 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:46:45 nb_validated 1451 model 4 (finishes Fri 21:13 -- 428/h)
20241101-18:46:55 nb_validated 1486 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:47:03 nb_validated 1455 model 1 (finishes Fri 21:13 -- 428/h)
20241101-18:47:13 nb_validated 1489 model 2 (finishes Fri 21:05 -- 438/h)
20241101-18:47:21 nb_validated 1456 model 4 (finishes Fri 21:13 -- 428/h)
20241101-18:47:31 nb_validated 1490 model 4 (finishes Fri 21:05 -- 438/h)
20241101-18:47:39 nb_validated 1459 model 0 (finishes Fri 21:13 -- 428/h)
20241101-18:47:49 nb_validated 1492 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:47:57 nb_validated 1459 model 3 (finishes Fri 21:13 -- 428/h)
20241101-18:48:07 nb_validated 1494 model 2 (finishes Fri 21:05 -- 438/h)
20241101-18:48:15 nb_validated 1459 model 3 (finishes Fri 21:14 -- 427/h)
20241101-18:48:25 nb_validated 1500 model 3 (finishes Fri 21:05 -- 439/h)
20241101-18:48:34 nb_validated 1461 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:48:44 nb_validated 1503 model 0 (finishes Fri 21:04 -- 439/h)
20241101-18:48:52 nb_validated 1464 model 2 (finishes Fri 21:14 -- 427/h)
20241101-18:49:02 nb_validated 1507 model 0 (finishes Fri 21:04 -- 439/h)
20241101-18:49:10 nb_validated 1468 model 0 (finishes Fri 21:13 -- 428/h)
20241101-18:49:20 nb_validated 1511 model 4 (finishes Fri 21:04 -- 440/h)
20241101-18:49:29 nb_validated 1471 model 4 (finishes Fri 21:13 -- 428/h)
20241101-18:49:39 nb_validated 1513 model 0 (finishes Fri 21:04 -- 440/h)
20241101-18:49:47 nb_validated 1473 model 2 (finishes Fri 21:13 -- 428/h)
20241101-18:49:57 nb_validated 1515 model 2 (finishes Fri 21:04 -- 440/h)
20241101-18:50:06 nb_validated 1479 model 2 (finishes Fri 21:12 -- 429/h)
20241101-18:50:16 nb_validated 1520 model 2 (finishes Fri 21:03 -- 441/h)
20241101-18:50:24 nb_validated 1482 model 3 (finishes Fri 21:12 -- 429/h)
20241101-18:50:34 nb_validated 1523 model 1 (finishes Fri 21:03 -- 441/h)
20241101-18:50:42 nb_validated 1485 model 1 (finishes Fri 21:12 -- 430/h)
20241101-18:50:52 nb_validated 1526 model 0 (finishes Fri 21:03 -- 441/h)
20241101-18:51:01 nb_validated 1486 model 3 (finishes Fri 21:12 -- 429/h)
20241101-18:51:10 nb_validated 1527 model 3 (finishes Fri 21:03 -- 441/h)
20241101-18:51:18 nb_validated 1487 model 4 (finishes Fri 21:12 -- 429/h)
20241101-18:51:28 nb_validated 1527 model 4 (finishes Fri 21:03 -- 440/h)
20241101-18:51:37 nb_validated 1489 model 3 (finishes Fri 21:12 -- 429/h)
20241101-18:51:46 nb_validated 1527 model 3 (finishes Fri 21:04 -- 439/h)
20241101-18:51:55 nb_validated 1493 model 0 (finishes Fri 21:12 -- 429/h)
20241101-18:52:04 nb_validated 1528 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:52:14 nb_validated 1493 model 4 (finishes Fri 21:13 -- 429/h)
20241101-18:52:23 nb_validated 1534 model 2 (finishes Fri 21:03 -- 440/h)
20241101-18:52:32 nb_validated 1496 model 3 (finishes Fri 21:12 -- 429/h)
20241101-18:52:41 nb_validated 1537 model 1 (finishes Fri 21:03 -- 440/h)
20241101-18:52:50 nb_validated 1499 model 1 (finishes Fri 21:12 -- 429/h)
20241101-18:52:59 nb_validated 1537 model 0 (finishes Fri 21:04 -- 440/h)
20241101-18:53:08 nb_validated 1504 model 3 (finishes Fri 21:11 -- 430/h)
20241101-18:53:18 nb_validated 1541 model 2 (finishes Fri 21:03 -- 440/h)
20241101-18:53:26 nb_validated 1507 model 2 (finishes Fri 21:11 -- 430/h)
20241101-18:53:36 nb_validated 1543 model 0 (finishes Fri 21:03 -- 440/h)
20241101-18:53:45 nb_validated 1508 model 0 (finishes Fri 21:12 -- 430/h)
20241101-18:53:54 nb_validated 1544 model 0 (finishes Fri 21:04 -- 440/h)
20241101-18:54:03 nb_validated 1510 model 1 (finishes Fri 21:12 -- 430/h)
20241101-18:54:12 nb_validated 1545 model 2 (finishes Fri 21:04 -- 439/h)
20241101-18:54:21 nb_validated 1515 model 1 (finishes Fri 21:11 -- 431/h)
20241101-18:54:31 nb_validated 1546 model 1 (finishes Fri 21:04 -- 439/h)
20241101-18:54:38 nb_validated 1518 model 1 (finishes Fri 21:11 -- 431/h)
20241101-18:54:49 nb_validated 1547 model 4 (finishes Fri 21:04 -- 439/h)
20241101-18:54:57 nb_validated 1520 model 4 (finishes Fri 21:11 -- 431/h)
20241101-18:55:07 nb_validated 1548 model 0 (finishes Fri 21:05 -- 438/h)
20241101-18:55:15 nb_validated 1521 model 1 (finishes Fri 21:11 -- 431/h)
20241101-18:55:25 nb_validated 1550 model 4 (finishes Fri 21:05 -- 438/h)
20241101-18:55:33 nb_validated 1524 model 0 (finishes Fri 21:11 -- 431/h)
20241101-18:55:44 nb_validated 1552 model 0 (finishes Fri 21:05 -- 438/h)
20241101-18:55:51 nb_validated 1526 model 3 (finishes Fri 21:11 -- 431/h)
20241101-18:56:02 nb_validated 1555 model 0 (finishes Fri 21:05 -- 439/h)
20241101-18:56:09 nb_validated 1529 model 3 (finishes Fri 21:11 -- 431/h)
20241101-18:56:20 nb_validated 1555 model 4 (finishes Fri 21:05 -- 438/h)
20241101-18:56:28 nb_validated 1531 model 3 (finishes Fri 21:11 -- 431/h)
20241101-18:56:39 nb_validated 1558 model 4 (finishes Fri 21:05 -- 438/h)
20241101-18:56:46 nb_validated 1534 model 3 (finishes Fri 21:11 -- 431/h)
20241101-18:56:57 nb_validated 1561 model 3 (finishes Fri 21:05 -- 438/h)
20241101-18:57:04 nb_validated 1536 model 3 (finishes Fri 21:11 -- 431/h)
20241101-18:57:15 nb_validated 1562 model 3 (finishes Fri 21:05 -- 438/h)
20241101-18:57:22 nb_validated 1539 model 4 (finishes Fri 21:10 -- 431/h)
20241101-18:57:33 nb_validated 1564 model 0 (finishes Fri 21:05 -- 438/h)
20241101-18:57:40 nb_validated 1541 model 2 (finishes Fri 21:10 -- 431/h)
20241101-18:57:51 nb_validated 1565 model 2 (finishes Fri 21:05 -- 438/h)
20241101-18:57:59 nb_validated 1545 model 0 (finishes Fri 21:10 -- 432/h)
20241101-18:58:10 nb_validated 1567 model 1 (finishes Fri 21:05 -- 438/h)
20241101-18:58:17 nb_validated 1545 model 1 (finishes Fri 21:11 -- 431/h)
20241101-18:58:28 nb_validated 1569 model 1 (finishes Fri 21:06 -- 437/h)
20241101-18:58:35 nb_validated 1547 model 3 (finishes Fri 21:11 -- 431/h)
20241101-18:58:46 nb_validated 1570 model 4 (finishes Fri 21:06 -- 437/h)
20241101-18:58:54 nb_validated 1549 model 4 (finishes Fri 21:11 -- 431/h)
20241101-18:59:04 nb_validated 1571 model 4 (finishes Fri 21:06 -- 437/h)
20241101-18:59:12 nb_validated 1550 model 0 (finishes Fri 21:11 -- 431/h)
20241101-18:59:22 nb_validated 1573 model 3 (finishes Fri 21:06 -- 437/h)
20241101-18:59:30 nb_validated 1552 model 1 (finishes Fri 21:11 -- 431/h)
20241101-18:59:40 nb_validated 1573 model 4 (finishes Fri 21:07 -- 436/h)
20241101-18:59:48 nb_validated 1555 model 2 (finishes Fri 21:11 -- 431/h)
20241101-18:59:58 nb_validated 1576 model 3 (finishes Fri 21:06 -- 436/h)
20241101-19:00:06 nb_validated 1558 model 1 (finishes Fri 21:11 -- 431/h)
20241101-19:00:16 nb_validated 1579 model 1 (finishes Fri 21:06 -- 437/h)
20241101-19:00:25 nb_validated 1561 model 2 (finishes Fri 21:10 -- 431/h)
20241101-19:00:34 nb_validated 1581 model 2 (finishes Fri 21:06 -- 437/h)
20241101-19:00:43 nb_validated 1562 model 1 (finishes Fri 21:11 -- 431/h)
20241101-19:00:52 nb_validated 1587 model 4 (finishes Fri 21:05 -- 438/h)
20241101-19:01:01 nb_validated 1563 model 0 (finishes Fri 21:11 -- 431/h)
20241101-19:01:11 nb_validated 1588 model 2 (finishes Fri 21:06 -- 437/h)
20241101-19:01:19 nb_validated 1567 model 0 (finishes Fri 21:11 -- 431/h)
20241101-19:01:29 nb_validated 1594 model 2 (finishes Fri 21:05 -- 438/h)
20241101-19:01:37 nb_validated 1568 model 3 (finishes Fri 21:11 -- 431/h)
20241101-19:01:47 nb_validated 1601 model 2 (finishes Fri 21:04 -- 440/h)
20241101-19:01:55 nb_validated 1568 model 1 (finishes Fri 21:11 -- 430/h)
20241101-19:02:05 nb_validated 1603 model 2 (finishes Fri 21:04 -- 440/h)
20241101-19:02:13 nb_validated 1570 model 2 (finishes Fri 21:11 -- 430/h)
20241101-19:02:23 nb_validated 1605 model 1 (finishes Fri 21:04 -- 439/h)
20241101-19:02:32 nb_validated 1572 model 0 (finishes Fri 21:11 -- 430/h)
20241101-19:02:41 nb_validated 1606 model 3 (finishes Fri 21:04 -- 439/h)
20241101-19:02:51 nb_validated 1576 model 2 (finishes Fri 21:11 -- 431/h)
20241101-19:03:00 nb_validated 1608 model 1 (finishes Fri 21:04 -- 439/h)
20241101-19:03:09 nb_validated 1581 model 1 (finishes Fri 21:10 -- 431/h)
20241101-19:03:18 nb_validated 1609 model 1 (finishes Fri 21:05 -- 439/h)
20241101-19:03:27 nb_validated 1584 model 4 (finishes Fri 21:10 -- 432/h)
20241101-19:03:36 nb_validated 1612 model 3 (finishes Fri 21:04 -- 439/h)
20241101-19:03:46 nb_validated 1587 model 1 (finishes Fri 21:10 -- 432/h)
20241101-19:03:54 nb_validated 1616 model 1 (finishes Fri 21:04 -- 439/h)
20241101-19:04:04 nb_validated 1589 model 1 (finishes Fri 21:10 -- 432/h)
20241101-19:04:12 nb_validated 1617 model 4 (finishes Fri 21:04 -- 439/h)
20241101-19:04:22 nb_validated 1591 model 3 (finishes Fri 21:10 -- 432/h)
20241101-19:04:31 nb_validated 1624 model 2 (finishes Fri 21:03 -- 440/h)
20241101-19:04:41 nb_validated 1591 model 2 (finishes Fri 21:11 -- 431/h)
20241101-19:04:49 nb_validated 1625 model 3 (finishes Fri 21:03 -- 440/h)
20241101-19:04:59 nb_validated 1591 model 3 (finishes Fri 21:11 -- 431/h)
20241101-19:05:07 nb_validated 1628 model 3 (finishes Fri 21:03 -- 440/h)
20241101-19:05:17 nb_validated 1591 model 0 (finishes Fri 21:12 -- 430/h)
20241101-19:05:25 nb_validated 1630 model 4 (finishes Fri 21:03 -- 440/h)
20241101-19:05:36 nb_validated 1593 model 0 (finishes Fri 21:12 -- 430/h)
20241101-19:05:44 nb_validated 1632 model 4 (finishes Fri 21:03 -- 440/h)
20241101-19:05:55 nb_validated 1594 model 2 (finishes Fri 21:12 -- 430/h)
20241101-19:06:02 nb_validated 1633 model 1 (finishes Fri 21:04 -- 440/h)
20241101-19:06:13 nb_validated 1597 model 3 (finishes Fri 21:12 -- 430/h)
20241101-19:06:20 nb_validated 1634 model 0 (finishes Fri 21:04 -- 439/h)
20241101-19:06:31 nb_validated 1600 model 4 (finishes Fri 21:11 -- 430/h)
20241101-19:06:39 nb_validated 1637 model 3 (finishes Fri 21:04 -- 440/h)
20241101-19:06:50 nb_validated 1600 model 4 (finishes Fri 21:12 -- 429/h)
20241101-19:06:57 nb_validated 1637 model 4 (finishes Fri 21:04 -- 439/h)
20241101-19:07:08 nb_validated 1601 model 1 (finishes Fri 21:12 -- 429/h)
20241101-19:07:14 nb_validated 1637 model 1 (finishes Fri 21:05 -- 439/h)
20241101-19:07:26 nb_validated 1603 model 0 (finishes Fri 21:12 -- 429/h)
20241101-19:07:33 nb_validated 1638 model 4 (finishes Fri 21:05 -- 438/h)
20241101-19:07:45 nb_validated 1609 model 3 (finishes Fri 21:11 -- 430/h)
20241101-19:07:51 nb_validated 1643 model 1 (finishes Fri 21:04 -- 439/h)
20241101-19:08:03 nb_validated 1611 model 3 (finishes Fri 21:11 -- 430/h)
20241101-19:08:09 nb_validated 1644 model 1 (finishes Fri 21:05 -- 439/h)
20241101-19:08:21 nb_validated 1613 model 0 (finishes Fri 21:12 -- 430/h)
20241101-19:08:27 nb_validated 1646 model 0 (finishes Fri 21:05 -- 439/h)
20241101-19:08:40 nb_validated 1614 model 1 (finishes Fri 21:12 -- 430/h)
20241101-19:08:45 nb_validated 1649 model 2 (finishes Fri 21:05 -- 439/h)
20241101-19:08:58 nb_validated 1615 model 3 (finishes Fri 21:12 -- 429/h)
20241101-19:09:03 nb_validated 1651 model 4 (finishes Fri 21:05 -- 439/h)
20241101-19:09:16 nb_validated 1615 model 0 (finishes Fri 21:12 -- 429/h)
20241101-19:09:22 nb_validated 1654 model 4 (finishes Fri 21:04 -- 439/h)
20241101-19:09:34 nb_validated 1617 model 1 (finishes Fri 21:13 -- 429/h)
20241101-19:09:39 nb_validated 1654 model 1 (finishes Fri 21:05 -- 438/h)
20241101-19:09:52 nb_validated 1620 model 3 (finishes Fri 21:12 -- 429/h)
20241101-19:09:57 nb_validated 1658 model 3 (finishes Fri 21:04 -- 439/h)
20241101-19:10:11 nb_validated 1623 model 0 (finishes Fri 21:12 -- 429/h)
20241101-19:10:15 nb_validated 1660 model 4 (finishes Fri 21:05 -- 439/h)
20241101-19:10:29 nb_validated 1626 model 0 (finishes Fri 21:12 -- 429/h)
20241101-19:10:33 nb_validated 1663 model 1 (finishes Fri 21:04 -- 439/h)
20241101-19:10:47 nb_validated 1629 model 1 (finishes Fri 21:12 -- 430/h)
20241101-19:10:52 nb_validated 1664 model 2 (finishes Fri 21:05 -- 439/h)
20241101-19:11:05 nb_validated 1630 model 4 (finishes Fri 21:12 -- 429/h)
20241101-19:11:10 nb_validated 1664 model 2 (finishes Fri 21:05 -- 438/h)
20241101-19:11:23 nb_validated 1631 model 4 (finishes Fri 21:12 -- 429/h)
20241101-19:11:27 nb_validated 1666 model 1 (finishes Fri 21:05 -- 438/h)
20241101-19:11:41 nb_validated 1632 model 3 (finishes Fri 21:13 -- 429/h)
20241101-19:11:46 nb_validated 1667 model 2 (finishes Fri 21:05 -- 438/h)
20241101-19:11:59 nb_validated 1638 model 3 (finishes Fri 21:12 -- 430/h)
20241101-19:12:04 nb_validated 1669 model 3 (finishes Fri 21:05 -- 438/h)
20241101-19:12:17 nb_validated 1639 model 1 (finishes Fri 21:12 -- 429/h)
20241101-19:12:22 nb_validated 1670 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:12:35 nb_validated 1642 model 3 (finishes Fri 21:12 -- 430/h)
20241101-19:12:40 nb_validated 1678 model 3 (finishes Fri 21:04 -- 439/h)
20241101-19:12:53 nb_validated 1646 model 0 (finishes Fri 21:11 -- 430/h)
20241101-19:12:59 nb_validated 1679 model 4 (finishes Fri 21:05 -- 439/h)
20241101-19:13:12 nb_validated 1649 model 2 (finishes Fri 21:11 -- 430/h)
20241101-19:13:16 nb_validated 1680 model 4 (finishes Fri 21:05 -- 438/h)
20241101-19:13:30 nb_validated 1650 model 1 (finishes Fri 21:11 -- 430/h)
20241101-19:13:35 nb_validated 1682 model 0 (finishes Fri 21:05 -- 438/h)
20241101-19:13:48 nb_validated 1656 model 0 (finishes Fri 21:11 -- 431/h)
20241101-19:13:53 nb_validated 1682 model 0 (finishes Fri 21:05 -- 438/h)
20241101-19:14:06 nb_validated 1659 model 1 (finishes Fri 21:11 -- 431/h)
20241101-19:14:12 nb_validated 1685 model 0 (finishes Fri 21:05 -- 438/h)
20241101-19:14:25 nb_validated 1660 model 0 (finishes Fri 21:11 -- 431/h)
20241101-19:14:30 nb_validated 1687 model 2 (finishes Fri 21:05 -- 438/h)
20241101-19:14:43 nb_validated 1662 model 0 (finishes Fri 21:11 -- 431/h)
20241101-19:14:47 nb_validated 1688 model 1 (finishes Fri 21:06 -- 437/h)
20241101-19:15:01 nb_validated 1664 model 4 (finishes Fri 21:11 -- 431/h)
20241101-19:15:06 nb_validated 1692 model 2 (finishes Fri 21:05 -- 438/h)
20241101-19:15:20 nb_validated 1668 model 2 (finishes Fri 21:10 -- 431/h)
20241101-19:15:24 nb_validated 1694 model 4 (finishes Fri 21:05 -- 438/h)
20241101-19:15:38 nb_validated 1675 model 2 (finishes Fri 21:09 -- 432/h)
20241101-19:15:42 nb_validated 1695 model 2 (finishes Fri 21:05 -- 438/h)
20241101-19:15:56 nb_validated 1678 model 3 (finishes Fri 21:09 -- 433/h)
20241101-19:16:01 nb_validated 1695 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:16:15 nb_validated 1679 model 3 (finishes Fri 21:10 -- 432/h)
20241101-19:16:19 nb_validated 1697 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:16:33 nb_validated 1680 model 3 (finishes Fri 21:10 -- 432/h)
20241101-19:16:38 nb_validated 1699 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:16:51 nb_validated 1681 model 1 (finishes Fri 21:10 -- 432/h)
20241101-19:16:56 nb_validated 1700 model 0 (finishes Fri 21:06 -- 436/h)
20241101-19:17:09 nb_validated 1682 model 0 (finishes Fri 21:10 -- 431/h)
20241101-19:17:14 nb_validated 1702 model 2 (finishes Fri 21:06 -- 436/h)
20241101-19:17:27 nb_validated 1683 model 4 (finishes Fri 21:11 -- 431/h)
20241101-19:17:32 nb_validated 1703 model 2 (finishes Fri 21:07 -- 436/h)
20241101-19:17:46 nb_validated 1684 model 0 (finishes Fri 21:11 -- 431/h)
20241101-19:17:50 nb_validated 1708 model 2 (finishes Fri 21:06 -- 437/h)
20241101-19:18:04 nb_validated 1690 model 3 (finishes Fri 21:10 -- 432/h)
20241101-19:18:09 nb_validated 1710 model 2 (finishes Fri 21:06 -- 437/h)
20241101-19:18:22 nb_validated 1695 model 0 (finishes Fri 21:09 -- 433/h)
20241101-19:18:27 nb_validated 1713 model 2 (finishes Fri 21:06 -- 437/h)
20241101-19:18:40 nb_validated 1696 model 4 (finishes Fri 21:10 -- 432/h)
20241101-19:18:46 nb_validated 1716 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:18:58 nb_validated 1698 model 1 (finishes Fri 21:10 -- 432/h)
20241101-19:19:04 nb_validated 1722 model 0 (finishes Fri 21:05 -- 438/h)
20241101-19:19:16 nb_validated 1700 model 3 (finishes Fri 21:10 -- 432/h)
20241101-19:19:23 nb_validated 1726 model 0 (finishes Fri 21:05 -- 439/h)
20241101-19:19:35 nb_validated 1703 model 0 (finishes Fri 21:10 -- 432/h)
20241101-19:19:41 nb_validated 1729 model 3 (finishes Fri 21:04 -- 439/h)
20241101-19:19:53 nb_validated 1707 model 3 (finishes Fri 21:09 -- 433/h)
20241101-19:19:59 nb_validated 1736 model 2 (finishes Fri 21:04 -- 440/h)
20241101-19:20:11 nb_validated 1710 model 2 (finishes Fri 21:09 -- 433/h)
20241101-19:20:17 nb_validated 1737 model 4 (finishes Fri 21:04 -- 440/h)
20241101-19:20:29 nb_validated 1715 model 0 (finishes Fri 21:08 -- 434/h)
20241101-19:20:35 nb_validated 1739 model 2 (finishes Fri 21:04 -- 440/h)
20241101-19:20:48 nb_validated 1716 model 2 (finishes Fri 21:09 -- 433/h)
20241101-19:20:54 nb_validated 1744 model 2 (finishes Fri 21:03 -- 440/h)
20241101-19:21:06 nb_validated 1720 model 1 (finishes Fri 21:08 -- 434/h)
20241101-19:21:12 nb_validated 1748 model 0 (finishes Fri 21:03 -- 441/h)
20241101-19:21:24 nb_validated 1721 model 1 (finishes Fri 21:09 -- 434/h)
20241101-19:21:30 nb_validated 1751 model 0 (finishes Fri 21:03 -- 441/h)
20241101-19:21:42 nb_validated 1723 model 1 (finishes Fri 21:09 -- 434/h)
20241101-19:21:48 nb_validated 1754 model 3 (finishes Fri 21:03 -- 441/h)
20241101-19:22:00 nb_validated 1726 model 3 (finishes Fri 21:08 -- 434/h)
20241101-19:22:06 nb_validated 1756 model 4 (finishes Fri 21:03 -- 441/h)
20241101-19:22:19 nb_validated 1731 model 4 (finishes Fri 21:08 -- 434/h)
20241101-19:22:24 nb_validated 1760 model 3 (finishes Fri 21:02 -- 442/h)
20241101-19:22:37 nb_validated 1732 model 2 (finishes Fri 21:08 -- 434/h)
20241101-19:22:42 nb_validated 1763 model 4 (finishes Fri 21:02 -- 442/h)
20241101-19:22:55 nb_validated 1733 model 0 (finishes Fri 21:08 -- 434/h)
20241101-19:23:00 nb_validated 1766 model 1 (finishes Fri 21:02 -- 442/h)
20241101-19:23:13 nb_validated 1734 model 3 (finishes Fri 21:09 -- 434/h)
20241101-19:23:18 nb_validated 1766 model 2 (finishes Fri 21:02 -- 441/h)
20241101-19:23:32 nb_validated 1736 model 2 (finishes Fri 21:09 -- 433/h)
20241101-19:23:36 nb_validated 1767 model 1 (finishes Fri 21:03 -- 441/h)
20241101-19:23:50 nb_validated 1737 model 4 (finishes Fri 21:09 -- 433/h)
20241101-19:23:54 nb_validated 1769 model 4 (finishes Fri 21:03 -- 441/h)
20241101-19:24:09 nb_validated 1740 model 2 (finishes Fri 21:09 -- 433/h)
20241101-19:24:12 nb_validated 1769 model 0 (finishes Fri 21:03 -- 440/h)
20241101-19:24:27 nb_validated 1742 model 2 (finishes Fri 21:09 -- 433/h)
20241101-19:24:30 nb_validated 1772 model 1 (finishes Fri 21:03 -- 441/h)
20241101-19:24:45 nb_validated 1745 model 4 (finishes Fri 21:09 -- 434/h)
20241101-19:24:48 nb_validated 1777 model 0 (finishes Fri 21:02 -- 441/h)
20241101-19:25:03 nb_validated 1746 model 1 (finishes Fri 21:09 -- 433/h)
20241101-19:25:07 nb_validated 1781 model 0 (finishes Fri 21:02 -- 442/h)
20241101-19:25:22 nb_validated 1751 model 2 (finishes Fri 21:08 -- 434/h)
20241101-19:25:25 nb_validated 1787 model 2 (finishes Fri 21:01 -- 443/h)
20241101-19:25:40 nb_validated 1753 model 3 (finishes Fri 21:08 -- 434/h)
20241101-19:25:43 nb_validated 1788 model 4 (finishes Fri 21:02 -- 442/h)
20241101-19:25:58 nb_validated 1755 model 4 (finishes Fri 21:08 -- 434/h)
20241101-19:26:01 nb_validated 1790 model 1 (finishes Fri 21:02 -- 442/h)
20241101-19:26:16 nb_validated 1755 model 0 (finishes Fri 21:09 -- 433/h)
20241101-19:26:19 nb_validated 1793 model 0 (finishes Fri 21:02 -- 443/h)
20241101-19:26:34 nb_validated 1756 model 3 (finishes Fri 21:09 -- 433/h)
20241101-19:26:38 nb_validated 1797 model 2 (finishes Fri 21:01 -- 443/h)
20241101-19:26:53 nb_validated 1760 model 4 (finishes Fri 21:09 -- 433/h)
20241101-19:26:56 nb_validated 1799 model 1 (finishes Fri 21:01 -- 443/h)
20241101-19:27:11 nb_validated 1762 model 2 (finishes Fri 21:09 -- 433/h)
20241101-19:27:14 nb_validated 1800 model 4 (finishes Fri 21:02 -- 443/h)
20241101-19:27:29 nb_validated 1766 model 2 (finishes Fri 21:08 -- 434/h)
20241101-19:27:32 nb_validated 1802 model 4 (finishes Fri 21:02 -- 443/h)
20241101-19:27:48 nb_validated 1767 model 2 (finishes Fri 21:09 -- 434/h)
20241101-19:27:50 nb_validated 1803 model 1 (finishes Fri 21:02 -- 442/h)
20241101-19:28:06 nb_validated 1771 model 3 (finishes Fri 21:08 -- 434/h)
20241101-19:28:08 nb_validated 1805 model 3 (finishes Fri 21:02 -- 442/h)
20241101-19:28:24 nb_validated 1772 model 3 (finishes Fri 21:09 -- 434/h)
20241101-19:28:26 nb_validated 1808 model 3 (finishes Fri 21:02 -- 442/h)
20241101-19:28:42 nb_validated 1773 model 0 (finishes Fri 21:09 -- 433/h)
20241101-19:28:44 nb_validated 1814 model 3 (finishes Fri 21:01 -- 443/h)
20241101-19:29:01 nb_validated 1774 model 0 (finishes Fri 21:09 -- 433/h)
20241101-19:29:02 nb_validated 1815 model 4 (finishes Fri 21:01 -- 443/h)
20241101-19:29:19 nb_validated 1775 model 1 (finishes Fri 21:09 -- 433/h)
20241101-19:29:21 nb_validated 1816 model 1 (finishes Fri 21:01 -- 443/h)
20241101-19:29:38 nb_validated 1778 model 3 (finishes Fri 21:09 -- 433/h)
20241101-19:29:39 nb_validated 1816 model 1 (finishes Fri 21:02 -- 442/h)
20241101-19:29:56 nb_validated 1783 model 4 (finishes Fri 21:09 -- 434/h)
20241101-19:29:57 nb_validated 1817 model 2 (finishes Fri 21:02 -- 442/h)
20241101-19:30:14 nb_validated 1785 model 4 (finishes Fri 21:09 -- 434/h)
20241101-19:30:15 nb_validated 1817 model 2 (finishes Fri 21:03 -- 441/h)
20241101-19:30:32 nb_validated 1787 model 1 (finishes Fri 21:09 -- 434/h)
20241101-19:30:33 nb_validated 1819 model 2 (finishes Fri 21:03 -- 441/h)
20241101-19:30:51 nb_validated 1788 model 2 (finishes Fri 21:09 -- 433/h)
20241101-19:30:51 nb_validated 1821 model 3 (finishes Fri 21:03 -- 441/h)
20241101-19:31:09 nb_validated 1791 model 0 (finishes Fri 21:09 -- 433/h)
20241101-19:31:10 nb_validated 1823 model 1 (finishes Fri 21:03 -- 441/h)
20241101-19:31:27 nb_validated 1791 model 1 (finishes Fri 21:09 -- 433/h)
20241101-19:31:28 nb_validated 1826 model 3 (finishes Fri 21:02 -- 441/h)
20241101-19:31:46 nb_validated 1797 model 2 (finishes Fri 21:08 -- 434/h)
20241101-19:31:46 nb_validated 1829 model 4 (finishes Fri 21:02 -- 442/h)
20241101-19:32:04 nb_validated 1801 model 0 (finishes Fri 21:08 -- 434/h)
20241101-19:32:05 nb_validated 1833 model 2 (finishes Fri 21:02 -- 442/h)
20241101-19:32:23 nb_validated 1803 model 0 (finishes Fri 21:08 -- 434/h)
20241101-19:32:23 nb_validated 1834 model 4 (finishes Fri 21:02 -- 442/h)
20241101-19:32:41 nb_validated 1835 model 4 (finishes Fri 21:02 -- 441/h)
20241101-19:32:41 nb_validated 1803 model 2 (finishes Fri 21:09 -- 434/h)
20241101-19:32:59 nb_validated 1839 model 4 (finishes Fri 21:02 -- 442/h)
20241101-19:33:00 nb_validated 1809 model 4 (finishes Fri 21:08 -- 435/h)
20241101-19:33:18 nb_validated 1839 model 3 (finishes Fri 21:03 -- 441/h)
20241101-19:33:18 nb_validated 1810 model 4 (finishes Fri 21:08 -- 434/h)
20241101-19:33:36 nb_validated 1839 model 1 (finishes Fri 21:03 -- 441/h)
20241101-19:33:36 nb_validated 1810 model 3 (finishes Fri 21:08 -- 434/h)
20241101-19:33:54 nb_validated 1842 model 2 (finishes Fri 21:03 -- 441/h)
20241101-19:33:54 nb_validated 1812 model 3 (finishes Fri 21:08 -- 434/h)
20241101-19:34:12 nb_validated 1846 model 2 (finishes Fri 21:03 -- 441/h)
20241101-19:34:13 nb_validated 1813 model 1 (finishes Fri 21:09 -- 433/h)
20241101-19:34:30 nb_validated 1846 model 1 (finishes Fri 21:03 -- 441/h)
20241101-19:34:31 nb_validated 1816 model 1 (finishes Fri 21:09 -- 434/h)
20241101-19:34:49 nb_validated 1851 model 0 (finishes Fri 21:02 -- 441/h)
20241101-19:34:49 nb_validated 1817 model 3 (finishes Fri 21:09 -- 433/h)
20241101-19:35:07 nb_validated 1853 model 3 (finishes Fri 21:02 -- 441/h)
20241101-19:35:08 nb_validated 1819 model 2 (finishes Fri 21:09 -- 433/h)
20241101-19:35:25 nb_validated 1857 model 0 (finishes Fri 21:02 -- 442/h)
20241101-19:35:26 nb_validated 1822 model 3 (finishes Fri 21:09 -- 433/h)
20241101-19:35:43 nb_validated 1858 model 1 (finishes Fri 21:02 -- 442/h)
20241101-19:35:44 nb_validated 1824 model 1 (finishes Fri 21:09 -- 433/h)
20241101-19:36:01 nb_validated 1858 model 1 (finishes Fri 21:03 -- 441/h)
20241101-19:36:02 nb_validated 1828 model 0 (finishes Fri 21:08 -- 434/h)
20241101-19:36:20 nb_validated 1863 model 3 (finishes Fri 21:02 -- 442/h)
20241101-19:36:20 nb_validated 1832 model 2 (finishes Fri 21:08 -- 434/h)
20241101-19:36:38 nb_validated 1867 model 3 (finishes Fri 21:02 -- 442/h)
20241101-19:36:39 nb_validated 1836 model 4 (finishes Fri 21:08 -- 435/h)
20241101-19:36:56 nb_validated 1867 model 1 (finishes Fri 21:02 -- 442/h)
20241101-19:36:57 nb_validated 1840 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:37:14 nb_validated 1867 model 4 (finishes Fri 21:03 -- 441/h)
20241101-19:37:15 nb_validated 1844 model 0 (finishes Fri 21:07 -- 436/h)
20241101-19:37:32 nb_validated 1867 model 0 (finishes Fri 21:03 -- 440/h)
20241101-19:37:33 nb_validated 1846 model 4 (finishes Fri 21:07 -- 436/h)
20241101-19:37:51 nb_validated 1871 model 2 (finishes Fri 21:03 -- 441/h)
20241101-19:37:51 nb_validated 1847 model 0 (finishes Fri 21:07 -- 435/h)
20241101-19:38:09 nb_validated 1849 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:38:09 nb_validated 1873 model 0 (finishes Fri 21:03 -- 441/h)
20241101-19:38:27 nb_validated 1851 model 2 (finishes Fri 21:07 -- 435/h)
20241101-19:38:28 nb_validated 1875 model 4 (finishes Fri 21:03 -- 441/h)
20241101-19:38:45 nb_validated 1853 model 3 (finishes Fri 21:07 -- 435/h)
20241101-19:38:46 nb_validated 1876 model 2 (finishes Fri 21:03 -- 440/h)
20241101-19:39:03 nb_validated 1855 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:39:04 nb_validated 1878 model 0 (finishes Fri 21:03 -- 440/h)
20241101-19:39:21 nb_validated 1857 model 2 (finishes Fri 21:07 -- 435/h)
20241101-19:39:22 nb_validated 1879 model 3 (finishes Fri 21:03 -- 440/h)
20241101-19:39:40 nb_validated 1860 model 4 (finishes Fri 21:07 -- 435/h)
20241101-19:39:40 nb_validated 1880 model 1 (finishes Fri 21:04 -- 440/h)
20241101-19:39:58 nb_validated 1862 model 4 (finishes Fri 21:07 -- 435/h)
20241101-19:39:58 nb_validated 1884 model 0 (finishes Fri 21:03 -- 440/h)
20241101-19:40:15 nb_validated 1864 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:40:17 nb_validated 1888 model 3 (finishes Fri 21:03 -- 441/h)
20241101-19:40:34 nb_validated 1866 model 2 (finishes Fri 21:07 -- 435/h)
20241101-19:40:35 nb_validated 1890 model 4 (finishes Fri 21:03 -- 441/h)
20241101-19:40:52 nb_validated 1868 model 0 (finishes Fri 21:07 -- 435/h)
20241101-19:40:53 nb_validated 1895 model 2 (finishes Fri 21:03 -- 441/h)
20241101-19:41:10 nb_validated 1869 model 1 (finishes Fri 21:08 -- 435/h)
20241101-19:41:11 nb_validated 1896 model 4 (finishes Fri 21:03 -- 441/h)
20241101-19:41:29 nb_validated 1871 model 0 (finishes Fri 21:08 -- 435/h)
20241101-19:41:29 nb_validated 1896 model 4 (finishes Fri 21:03 -- 440/h)
20241101-19:41:47 nb_validated 1873 model 0 (finishes Fri 21:08 -- 435/h)
20241101-19:41:47 nb_validated 1897 model 1 (finishes Fri 21:03 -- 440/h)
20241101-19:42:05 nb_validated 1876 model 0 (finishes Fri 21:08 -- 435/h)
20241101-19:42:06 nb_validated 1899 model 3 (finishes Fri 21:03 -- 440/h)
20241101-19:42:23 nb_validated 1878 model 1 (finishes Fri 21:08 -- 435/h)
20241101-19:42:24 nb_validated 1899 model 0 (finishes Fri 21:04 -- 440/h)
20241101-19:42:41 nb_validated 1881 model 4 (finishes Fri 21:07 -- 435/h)
20241101-19:42:43 nb_validated 1901 model 2 (finishes Fri 21:04 -- 440/h)
20241101-19:43:00 nb_validated 1884 model 2 (finishes Fri 21:07 -- 435/h)
20241101-19:43:01 nb_validated 1903 model 3 (finishes Fri 21:04 -- 440/h)
20241101-19:43:18 nb_validated 1888 model 2 (finishes Fri 21:07 -- 436/h)
20241101-19:43:19 nb_validated 1906 model 4 (finishes Fri 21:04 -- 440/h)
20241101-19:43:36 nb_validated 1888 model 4 (finishes Fri 21:07 -- 435/h)
20241101-19:43:37 nb_validated 1907 model 3 (finishes Fri 21:04 -- 439/h)
20241101-19:43:54 nb_validated 1890 model 2 (finishes Fri 21:07 -- 435/h)
20241101-19:43:56 nb_validated 1911 model 0 (finishes Fri 21:04 -- 440/h)
20241101-19:44:12 nb_validated 1892 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:44:14 nb_validated 1911 model 3 (finishes Fri 21:04 -- 439/h)
20241101-19:44:30 nb_validated 1893 model 1 (finishes Fri 21:08 -- 435/h)
20241101-19:44:32 nb_validated 1914 model 0 (finishes Fri 21:04 -- 439/h)
20241101-19:44:48 nb_validated 1896 model 2 (finishes Fri 21:08 -- 435/h)
20241101-19:44:50 nb_validated 1916 model 1 (finishes Fri 21:04 -- 439/h)
20241101-19:45:07 nb_validated 1897 model 4 (finishes Fri 21:08 -- 435/h)
20241101-19:45:09 nb_validated 1916 model 3 (finishes Fri 21:04 -- 439/h)
20241101-19:45:25 nb_validated 1897 model 4 (finishes Fri 21:08 -- 434/h)
20241101-19:45:27 nb_validated 1917 model 4 (finishes Fri 21:05 -- 439/h)
20241101-19:45:43 nb_validated 1900 model 3 (finishes Fri 21:08 -- 434/h)
20241101-19:45:45 nb_validated 1920 model 1 (finishes Fri 21:04 -- 439/h)
20241101-19:46:01 nb_validated 1901 model 3 (finishes Fri 21:08 -- 434/h)
20241101-19:46:04 nb_validated 1924 model 4 (finishes Fri 21:04 -- 439/h)
20241101-19:46:19 nb_validated 1905 model 3 (finishes Fri 21:08 -- 434/h)
20241101-19:46:22 nb_validated 1925 model 0 (finishes Fri 21:04 -- 439/h)
20241101-19:46:37 nb_validated 1909 model 0 (finishes Fri 21:08 -- 435/h)
20241101-19:46:40 nb_validated 1928 model 1 (finishes Fri 21:04 -- 439/h)
20241101-19:46:56 nb_validated 1912 model 0 (finishes Fri 21:07 -- 435/h)
20241101-19:46:59 nb_validated 1928 model 3 (finishes Fri 21:05 -- 439/h)
20241101-19:47:14 nb_validated 1915 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:47:17 nb_validated 1929 model 0 (finishes Fri 21:05 -- 438/h)
20241101-19:47:32 nb_validated 1917 model 4 (finishes Fri 21:07 -- 435/h)
20241101-19:47:36 nb_validated 1933 model 2 (finishes Fri 21:05 -- 439/h)
20241101-19:47:49 nb_validated 1920 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:47:54 nb_validated 1936 model 1 (finishes Fri 21:04 -- 439/h)
20241101-19:48:07 nb_validated 1924 model 4 (finishes Fri 21:07 -- 436/h)
20241101-19:48:12 nb_validated 1937 model 4 (finishes Fri 21:05 -- 439/h)
20241101-19:48:25 nb_validated 1924 model 2 (finishes Fri 21:07 -- 435/h)
20241101-19:48:30 nb_validated 1939 model 4 (finishes Fri 21:05 -- 439/h)
20241101-19:48:44 nb_validated 1925 model 3 (finishes Fri 21:07 -- 435/h)
20241101-19:48:48 nb_validated 1943 model 4 (finishes Fri 21:04 -- 439/h)
20241101-19:49:02 nb_validated 1926 model 2 (finishes Fri 21:08 -- 435/h)
20241101-19:49:06 nb_validated 1943 model 4 (finishes Fri 21:05 -- 438/h)
20241101-19:49:20 nb_validated 1930 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:49:24 nb_validated 1944 model 1 (finishes Fri 21:05 -- 438/h)
20241101-19:49:38 nb_validated 1933 model 2 (finishes Fri 21:07 -- 435/h)
20241101-19:49:42 nb_validated 1946 model 1 (finishes Fri 21:05 -- 438/h)
20241101-19:49:56 nb_validated 1934 model 0 (finishes Fri 21:07 -- 435/h)
20241101-19:50:01 nb_validated 1948 model 0 (finishes Fri 21:05 -- 438/h)
20241101-19:50:14 nb_validated 1938 model 0 (finishes Fri 21:07 -- 435/h)
20241101-19:50:19 nb_validated 1951 model 2 (finishes Fri 21:05 -- 438/h)
20241101-19:50:32 nb_validated 1939 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:50:37 nb_validated 1956 model 3 (finishes Fri 21:04 -- 439/h)
20241101-19:50:51 nb_validated 1940 model 1 (finishes Fri 21:08 -- 435/h)
20241101-19:50:55 nb_validated 1956 model 0 (finishes Fri 21:05 -- 438/h)
20241101-19:51:09 nb_validated 1942 model 3 (finishes Fri 21:08 -- 435/h)
20241101-19:51:13 nb_validated 1957 model 1 (finishes Fri 21:05 -- 438/h)
20241101-19:51:27 nb_validated 1946 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:51:32 nb_validated 1958 model 2 (finishes Fri 21:05 -- 438/h)
20241101-19:51:45 nb_validated 1948 model 3 (finishes Fri 21:07 -- 435/h)
20241101-19:51:50 nb_validated 1958 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:52:03 nb_validated 1949 model 3 (finishes Fri 21:07 -- 435/h)
20241101-19:52:08 nb_validated 1959 model 3 (finishes Fri 21:06 -- 437/h)
20241101-19:52:21 nb_validated 1954 model 1 (finishes Fri 21:07 -- 436/h)
20241101-19:52:26 nb_validated 1959 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:52:40 nb_validated 1954 model 4 (finishes Fri 21:07 -- 435/h)
20241101-19:52:44 nb_validated 1961 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:52:58 nb_validated 1959 model 2 (finishes Fri 21:07 -- 436/h)
20241101-19:53:02 nb_validated 1964 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:53:16 nb_validated 1960 model 2 (finishes Fri 21:07 -- 435/h)
20241101-19:53:20 nb_validated 1965 model 1 (finishes Fri 21:06 -- 436/h)
20241101-19:53:35 nb_validated 1961 model 0 (finishes Fri 21:07 -- 435/h)
20241101-19:53:39 nb_validated 1969 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:53:53 nb_validated 1962 model 2 (finishes Fri 21:08 -- 435/h)
20241101-19:53:57 nb_validated 1970 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:54:12 nb_validated 1966 model 4 (finishes Fri 21:07 -- 435/h)
20241101-19:54:15 nb_validated 1971 model 0 (finishes Fri 21:06 -- 436/h)
20241101-19:54:30 nb_validated 1969 model 3 (finishes Fri 21:07 -- 435/h)
20241101-19:54:33 nb_validated 1972 model 0 (finishes Fri 21:07 -- 436/h)
20241101-19:54:48 nb_validated 1970 model 0 (finishes Fri 21:07 -- 435/h)
20241101-19:54:51 nb_validated 1974 model 4 (finishes Fri 21:07 -- 436/h)
20241101-19:55:06 nb_validated 1971 model 4 (finishes Fri 21:08 -- 435/h)
20241101-19:55:10 nb_validated 1977 model 3 (finishes Fri 21:07 -- 436/h)
20241101-19:55:24 nb_validated 1975 model 1 (finishes Fri 21:07 -- 435/h)
20241101-19:55:28 nb_validated 1984 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:55:42 nb_validated 1978 model 1 (finishes Fri 21:07 -- 436/h)
20241101-19:55:46 nb_validated 1988 model 0 (finishes Fri 21:05 -- 438/h)
20241101-19:56:00 nb_validated 1983 model 1 (finishes Fri 21:07 -- 436/h)
20241101-19:56:04 nb_validated 1989 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:56:19 nb_validated 1986 model 0 (finishes Fri 21:06 -- 436/h)
20241101-19:56:23 nb_validated 1991 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:56:37 nb_validated 1991 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:56:41 nb_validated 1993 model 3 (finishes Fri 21:06 -- 437/h)
20241101-19:56:55 nb_validated 1992 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:56:59 nb_validated 1998 model 4 (finishes Fri 21:05 -- 438/h)
20241101-19:57:13 nb_validated 1995 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:57:17 nb_validated 1999 model 4 (finishes Fri 21:05 -- 438/h)
20241101-19:57:32 nb_validated 1995 model 4 (finishes Fri 21:06 -- 436/h)
20241101-19:57:35 nb_validated 2000 model 2 (finishes Fri 21:06 -- 437/h)
20241101-19:57:50 nb_validated 1996 model 2 (finishes Fri 21:07 -- 436/h)
20241101-19:57:53 nb_validated 2000 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:58:08 nb_validated 1997 model 4 (finishes Fri 21:07 -- 436/h)
20241101-19:58:11 nb_validated 2003 model 1 (finishes Fri 21:06 -- 437/h)
20241101-19:58:27 nb_validated 2002 model 2 (finishes Fri 21:06 -- 436/h)
20241101-19:58:29 nb_validated 2005 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:58:45 nb_validated 2003 model 1 (finishes Fri 21:07 -- 436/h)
20241101-19:58:48 nb_validated 2006 model 2 (finishes Fri 21:06 -- 437/h)
20241101-19:59:03 nb_validated 2007 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:59:06 nb_validated 2010 model 2 (finishes Fri 21:06 -- 437/h)
20241101-19:59:21 nb_validated 2010 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:59:24 nb_validated 2011 model 1 (finishes Fri 21:06 -- 437/h)
20241101-19:59:40 nb_validated 2012 model 0 (finishes Fri 21:06 -- 437/h)
20241101-19:59:43 nb_validated 2012 model 4 (finishes Fri 21:06 -- 437/h)
20241101-19:59:58 nb_validated 2014 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:00:01 nb_validated 2016 model 0 (finishes Fri 21:06 -- 437/h)
20241101-20:00:16 nb_validated 2018 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:00:19 nb_validated 2018 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:00:35 nb_validated 2020 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:00:37 nb_validated 2021 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:00:53 nb_validated 2021 model 0 (finishes Fri 21:06 -- 437/h)
20241101-20:00:55 nb_validated 2022 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:01:11 nb_validated 2021 model 2 (finishes Fri 21:07 -- 436/h)
20241101-20:01:13 nb_validated 2026 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:01:30 nb_validated 2025 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:01:32 nb_validated 2030 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:01:48 nb_validated 2032 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:01:50 nb_validated 2031 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:02:06 nb_validated 2032 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:02:08 nb_validated 2032 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:02:24 nb_validated 2032 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:02:26 nb_validated 2035 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:02:42 nb_validated 2034 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:02:45 nb_validated 2036 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:03:00 nb_validated 2035 model 0 (finishes Fri 21:06 -- 436/h)
20241101-20:03:03 nb_validated 2037 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:03:19 nb_validated 2036 model 0 (finishes Fri 21:07 -- 436/h)
20241101-20:03:21 nb_validated 2038 model 0 (finishes Fri 21:06 -- 436/h)
20241101-20:03:37 nb_validated 2038 model 0 (finishes Fri 21:07 -- 436/h)
20241101-20:03:39 nb_validated 2044 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:03:55 nb_validated 2040 model 0 (finishes Fri 21:07 -- 436/h)
20241101-20:03:57 nb_validated 2047 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:04:13 nb_validated 2041 model 4 (finishes Fri 21:07 -- 436/h)
20241101-20:04:16 nb_validated 2050 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:04:32 nb_validated 2044 model 3 (finishes Fri 21:07 -- 436/h)
20241101-20:04:34 nb_validated 2053 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:04:50 nb_validated 2046 model 2 (finishes Fri 21:07 -- 436/h)
20241101-20:04:53 nb_validated 2054 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:05:07 nb_validated 2046 model 1 (finishes Fri 21:07 -- 435/h)
20241101-20:05:11 nb_validated 2059 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:05:26 nb_validated 2046 model 3 (finishes Fri 21:07 -- 435/h)
20241101-20:05:29 nb_validated 2063 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:05:44 nb_validated 2047 model 4 (finishes Fri 21:08 -- 435/h)
20241101-20:05:47 nb_validated 2063 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:06:02 nb_validated 2049 model 1 (finishes Fri 21:08 -- 435/h)
20241101-20:06:05 nb_validated 2064 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:06:21 nb_validated 2051 model 2 (finishes Fri 21:08 -- 435/h)
20241101-20:06:23 nb_validated 2066 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:06:39 nb_validated 2052 model 3 (finishes Fri 21:08 -- 434/h)
20241101-20:06:41 nb_validated 2067 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:06:57 nb_validated 2053 model 3 (finishes Fri 21:08 -- 434/h)
20241101-20:06:59 nb_validated 2071 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:07:16 nb_validated 2056 model 2 (finishes Fri 21:08 -- 434/h)
20241101-20:07:17 nb_validated 2071 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:07:34 nb_validated 2060 model 0 (finishes Fri 21:08 -- 435/h)
20241101-20:07:35 nb_validated 2074 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:07:52 nb_validated 2062 model 2 (finishes Fri 21:08 -- 435/h)
20241101-20:07:53 nb_validated 2075 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:08:10 nb_validated 2063 model 4 (finishes Fri 21:08 -- 434/h)
20241101-20:08:11 nb_validated 2076 model 0 (finishes Fri 21:06 -- 437/h)
20241101-20:08:29 nb_validated 2064 model 0 (finishes Fri 21:08 -- 434/h)
20241101-20:08:29 nb_validated 2076 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:08:47 nb_validated 2067 model 1 (finishes Fri 21:08 -- 434/h)
20241101-20:08:47 nb_validated 2076 model 3 (finishes Fri 21:07 -- 436/h)
20241101-20:09:05 nb_validated 2070 model 4 (finishes Fri 21:08 -- 434/h)
20241101-20:09:05 nb_validated 2077 model 1 (finishes Fri 21:07 -- 436/h)
20241101-20:09:23 nb_validated 2071 model 0 (finishes Fri 21:08 -- 434/h)
20241101-20:09:23 nb_validated 2078 model 3 (finishes Fri 21:07 -- 436/h)
20241101-20:09:41 nb_validated 2072 model 4 (finishes Fri 21:08 -- 434/h)
20241101-20:09:41 nb_validated 2081 model 3 (finishes Fri 21:07 -- 436/h)
20241101-20:09:59 nb_validated 2075 model 4 (finishes Fri 21:08 -- 434/h)
20241101-20:10:00 nb_validated 2087 model 0 (finishes Fri 21:06 -- 437/h)
20241101-20:10:17 nb_validated 2076 model 1 (finishes Fri 21:08 -- 434/h)
20241101-20:10:17 nb_validated 2091 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:10:35 nb_validated 2091 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:10:35 nb_validated 2078 model 4 (finishes Fri 21:08 -- 434/h)
20241101-20:10:53 nb_validated 2094 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:10:54 nb_validated 2079 model 0 (finishes Fri 21:09 -- 434/h)
20241101-20:11:11 nb_validated 2097 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:11:12 nb_validated 2079 model 0 (finishes Fri 21:09 -- 433/h)
20241101-20:11:29 nb_validated 2101 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:11:31 nb_validated 2081 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:11:47 nb_validated 2104 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:11:49 nb_validated 2081 model 0 (finishes Fri 21:09 -- 433/h)
20241101-20:12:05 nb_validated 2109 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:12:07 nb_validated 2081 model 3 (finishes Fri 21:10 -- 432/h)
20241101-20:12:24 nb_validated 2113 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:12:25 nb_validated 2084 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:12:42 nb_validated 2113 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:12:43 nb_validated 2089 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:13:00 nb_validated 2115 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:13:01 nb_validated 2091 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:13:19 nb_validated 2118 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:13:19 nb_validated 2095 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:13:37 nb_validated 2096 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:13:37 nb_validated 2120 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:13:55 nb_validated 2121 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:13:55 nb_validated 2097 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:14:13 nb_validated 2123 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:14:13 nb_validated 2100 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:14:31 nb_validated 2123 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:14:32 nb_validated 2103 model 0 (finishes Fri 21:09 -- 433/h)
20241101-20:14:49 nb_validated 2124 model 0 (finishes Fri 21:06 -- 437/h)
20241101-20:14:50 nb_validated 2108 model 0 (finishes Fri 21:09 -- 434/h)
20241101-20:15:07 nb_validated 2124 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:15:08 nb_validated 2111 model 3 (finishes Fri 21:08 -- 434/h)
20241101-20:15:25 nb_validated 2127 model 0 (finishes Fri 21:06 -- 437/h)
20241101-20:15:26 nb_validated 2112 model 4 (finishes Fri 21:09 -- 434/h)
20241101-20:15:43 nb_validated 2129 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:15:44 nb_validated 2114 model 1 (finishes Fri 21:09 -- 434/h)
20241101-20:16:01 nb_validated 2130 model 3 (finishes Fri 21:06 -- 436/h)
20241101-20:16:03 nb_validated 2115 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:16:20 nb_validated 2130 model 3 (finishes Fri 21:07 -- 436/h)
20241101-20:16:21 nb_validated 2118 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:16:37 nb_validated 2132 model 1 (finishes Fri 21:07 -- 436/h)
20241101-20:16:39 nb_validated 2118 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:16:56 nb_validated 2141 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:16:57 nb_validated 2118 model 4 (finishes Fri 21:09 -- 433/h)
20241101-20:17:14 nb_validated 2142 model 0 (finishes Fri 21:06 -- 437/h)
20241101-20:17:15 nb_validated 2120 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:17:32 nb_validated 2143 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:17:33 nb_validated 2121 model 3 (finishes Fri 21:10 -- 432/h)
20241101-20:17:50 nb_validated 2145 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:17:51 nb_validated 2122 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:18:08 nb_validated 2147 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:18:09 nb_validated 2125 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:18:26 nb_validated 2153 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:18:27 nb_validated 2126 model 3 (finishes Fri 21:10 -- 432/h)
20241101-20:18:44 nb_validated 2157 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:18:46 nb_validated 2126 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:19:03 nb_validated 2160 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:19:04 nb_validated 2131 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:19:21 nb_validated 2164 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:19:22 nb_validated 2134 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:19:39 nb_validated 2166 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:19:41 nb_validated 2138 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:19:57 nb_validated 2168 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:19:59 nb_validated 2139 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:20:15 nb_validated 2168 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:20:17 nb_validated 2146 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:20:34 nb_validated 2169 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:20:36 nb_validated 2146 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:20:52 nb_validated 2169 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:20:54 nb_validated 2149 model 0 (finishes Fri 21:09 -- 433/h)
20241101-20:21:10 nb_validated 2171 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:21:12 nb_validated 2153 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:21:28 nb_validated 2172 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:21:30 nb_validated 2154 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:21:46 nb_validated 2174 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:21:48 nb_validated 2157 model 4 (finishes Fri 21:09 -- 433/h)
20241101-20:22:05 nb_validated 2178 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:22:07 nb_validated 2158 model 0 (finishes Fri 21:09 -- 433/h)
20241101-20:22:23 nb_validated 2180 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:22:25 nb_validated 2160 model 4 (finishes Fri 21:09 -- 433/h)
20241101-20:22:41 nb_validated 2184 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:22:43 nb_validated 2162 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:23:00 nb_validated 2185 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:23:01 nb_validated 2166 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:23:18 nb_validated 2185 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:23:19 nb_validated 2167 model 4 (finishes Fri 21:09 -- 433/h)
20241101-20:23:36 nb_validated 2187 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:23:38 nb_validated 2169 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:23:54 nb_validated 2187 model 3 (finishes Fri 21:06 -- 436/h)
20241101-20:23:56 nb_validated 2177 model 1 (finishes Fri 21:08 -- 434/h)
20241101-20:24:12 nb_validated 2190 model 3 (finishes Fri 21:06 -- 436/h)
20241101-20:24:14 nb_validated 2180 model 0 (finishes Fri 21:08 -- 434/h)
20241101-20:24:31 nb_validated 2198 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:24:32 nb_validated 2181 model 4 (finishes Fri 21:08 -- 434/h)
20241101-20:24:49 nb_validated 2199 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:24:51 nb_validated 2183 model 2 (finishes Fri 21:08 -- 434/h)
20241101-20:25:07 nb_validated 2202 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:25:09 nb_validated 2185 model 0 (finishes Fri 21:08 -- 434/h)
20241101-20:25:25 nb_validated 2203 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:25:27 nb_validated 2186 model 3 (finishes Fri 21:08 -- 434/h)
20241101-20:25:43 nb_validated 2205 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:25:45 nb_validated 2187 model 1 (finishes Fri 21:09 -- 434/h)
20241101-20:26:02 nb_validated 2207 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:26:03 nb_validated 2187 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:26:20 nb_validated 2210 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:26:22 nb_validated 2189 model 0 (finishes Fri 21:09 -- 433/h)
20241101-20:26:38 nb_validated 2215 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:26:40 nb_validated 2191 model 0 (finishes Fri 21:09 -- 433/h)
20241101-20:26:56 nb_validated 2219 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:26:58 nb_validated 2193 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:27:14 nb_validated 2222 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:27:16 nb_validated 2194 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:27:32 nb_validated 2225 model 1 (finishes Fri 21:05 -- 439/h)
20241101-20:27:35 nb_validated 2195 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:27:50 nb_validated 2228 model 4 (finishes Fri 21:04 -- 439/h)
20241101-20:27:53 nb_validated 2199 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:28:08 nb_validated 2229 model 1 (finishes Fri 21:05 -- 439/h)
20241101-20:28:11 nb_validated 2202 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:28:26 nb_validated 2230 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:28:30 nb_validated 2205 model 4 (finishes Fri 21:09 -- 433/h)
20241101-20:28:44 nb_validated 2231 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:28:48 nb_validated 2206 model 4 (finishes Fri 21:09 -- 433/h)
20241101-20:29:02 nb_validated 2235 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:29:07 nb_validated 2208 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:29:20 nb_validated 2237 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:29:25 nb_validated 2210 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:29:38 nb_validated 2241 model 0 (finishes Fri 21:05 -- 439/h)
20241101-20:29:43 nb_validated 2215 model 1 (finishes Fri 21:09 -- 434/h)
20241101-20:29:57 nb_validated 2243 model 0 (finishes Fri 21:05 -- 439/h)
20241101-20:30:01 nb_validated 2215 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:30:15 nb_validated 2245 model 3 (finishes Fri 21:05 -- 439/h)
20241101-20:30:20 nb_validated 2219 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:30:33 nb_validated 2246 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:30:38 nb_validated 2220 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:30:51 nb_validated 2247 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:30:56 nb_validated 2223 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:31:09 nb_validated 2249 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:31:14 nb_validated 2224 model 1 (finishes Fri 21:09 -- 433/h)
20241101-20:31:27 nb_validated 2250 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:31:32 nb_validated 2225 model 3 (finishes Fri 21:09 -- 433/h)
20241101-20:31:45 nb_validated 2251 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:31:51 nb_validated 2226 model 4 (finishes Fri 21:09 -- 433/h)
20241101-20:32:03 nb_validated 2254 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:32:09 nb_validated 2226 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:32:22 nb_validated 2254 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:32:27 nb_validated 2227 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:32:39 nb_validated 2257 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:32:46 nb_validated 2229 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:32:58 nb_validated 2258 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:33:04 nb_validated 2230 model 4 (finishes Fri 21:10 -- 432/h)
20241101-20:33:16 nb_validated 2261 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:33:22 nb_validated 2233 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:33:34 nb_validated 2262 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:33:41 nb_validated 2235 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:33:52 nb_validated 2262 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:33:59 nb_validated 2237 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:34:11 nb_validated 2263 model 0 (finishes Fri 21:06 -- 437/h)
20241101-20:34:17 nb_validated 2241 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:34:29 nb_validated 2267 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:34:35 nb_validated 2241 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:34:47 nb_validated 2268 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:34:53 nb_validated 2242 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:35:05 nb_validated 2272 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:35:11 nb_validated 2243 model 3 (finishes Fri 21:10 -- 431/h)
20241101-20:35:24 nb_validated 2275 model 0 (finishes Fri 21:06 -- 437/h)
20241101-20:35:29 nb_validated 2244 model 0 (finishes Fri 21:11 -- 431/h)
20241101-20:35:42 nb_validated 2279 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:35:47 nb_validated 2244 model 2 (finishes Fri 21:11 -- 431/h)
20241101-20:36:00 nb_validated 2281 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:36:06 nb_validated 2245 model 4 (finishes Fri 21:11 -- 430/h)
20241101-20:36:18 nb_validated 2284 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:36:24 nb_validated 2247 model 2 (finishes Fri 21:11 -- 430/h)
20241101-20:36:36 nb_validated 2288 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:36:42 nb_validated 2250 model 1 (finishes Fri 21:11 -- 431/h)
20241101-20:36:54 nb_validated 2289 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:37:01 nb_validated 2252 model 4 (finishes Fri 21:11 -- 431/h)
20241101-20:37:12 nb_validated 2293 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:37:19 nb_validated 2256 model 0 (finishes Fri 21:11 -- 431/h)
20241101-20:37:30 nb_validated 2295 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:37:37 nb_validated 2256 model 3 (finishes Fri 21:11 -- 430/h)
20241101-20:37:49 nb_validated 2297 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:37:56 nb_validated 2259 model 0 (finishes Fri 21:11 -- 431/h)
20241101-20:38:07 nb_validated 2299 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:38:14 nb_validated 2261 model 1 (finishes Fri 21:11 -- 431/h)
20241101-20:38:25 nb_validated 2300 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:38:32 nb_validated 2263 model 4 (finishes Fri 21:11 -- 431/h)
20241101-20:38:43 nb_validated 2302 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:38:50 nb_validated 2265 model 0 (finishes Fri 21:11 -- 430/h)
20241101-20:39:01 nb_validated 2302 model 1 (finishes Fri 21:06 -- 437/h)
20241101-20:39:09 nb_validated 2268 model 2 (finishes Fri 21:11 -- 431/h)
20241101-20:39:19 nb_validated 2302 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:39:27 nb_validated 2272 model 2 (finishes Fri 21:11 -- 431/h)
20241101-20:39:37 nb_validated 2304 model 4 (finishes Fri 21:06 -- 437/h)
20241101-20:39:45 nb_validated 2275 model 4 (finishes Fri 21:11 -- 431/h)
20241101-20:39:55 nb_validated 2306 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:40:03 nb_validated 2276 model 1 (finishes Fri 21:11 -- 431/h)
20241101-20:40:13 nb_validated 2306 model 1 (finishes Fri 21:06 -- 436/h)
20241101-20:40:21 nb_validated 2279 model 1 (finishes Fri 21:11 -- 431/h)
20241101-20:40:32 nb_validated 2307 model 0 (finishes Fri 21:07 -- 436/h)
20241101-20:40:39 nb_validated 2284 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:40:50 nb_validated 2309 model 2 (finishes Fri 21:07 -- 436/h)
20241101-20:40:57 nb_validated 2285 model 4 (finishes Fri 21:10 -- 431/h)
20241101-20:41:08 nb_validated 2309 model 0 (finishes Fri 21:07 -- 436/h)
20241101-20:41:15 nb_validated 2289 model 4 (finishes Fri 21:10 -- 432/h)
20241101-20:41:26 nb_validated 2310 model 1 (finishes Fri 21:07 -- 435/h)
20241101-20:41:34 nb_validated 2291 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:41:44 nb_validated 2315 model 1 (finishes Fri 21:07 -- 436/h)
20241101-20:41:52 nb_validated 2295 model 4 (finishes Fri 21:10 -- 432/h)
20241101-20:42:02 nb_validated 2317 model 3 (finishes Fri 21:07 -- 436/h)
20241101-20:42:10 nb_validated 2297 model 3 (finishes Fri 21:10 -- 432/h)
20241101-20:42:20 nb_validated 2319 model 1 (finishes Fri 21:07 -- 436/h)
20241101-20:42:28 nb_validated 2297 model 4 (finishes Fri 21:10 -- 432/h)
20241101-20:42:38 nb_validated 2322 model 3 (finishes Fri 21:07 -- 436/h)
20241101-20:42:46 nb_validated 2300 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:42:56 nb_validated 2325 model 1 (finishes Fri 21:06 -- 436/h)
20241101-20:43:05 nb_validated 2301 model 4 (finishes Fri 21:10 -- 432/h)
20241101-20:43:14 nb_validated 2326 model 2 (finishes Fri 21:07 -- 436/h)
20241101-20:43:23 nb_validated 2302 model 2 (finishes Fri 21:10 -- 431/h)
20241101-20:43:32 nb_validated 2329 model 1 (finishes Fri 21:07 -- 436/h)
20241101-20:43:40 nb_validated 2302 model 1 (finishes Fri 21:11 -- 431/h)
20241101-20:43:51 nb_validated 2332 model 1 (finishes Fri 21:06 -- 436/h)
20241101-20:43:59 nb_validated 2305 model 2 (finishes Fri 21:11 -- 431/h)
20241101-20:44:09 nb_validated 2339 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:44:17 nb_validated 2308 model 3 (finishes Fri 21:10 -- 431/h)
20241101-20:44:28 nb_validated 2342 model 2 (finishes Fri 21:06 -- 437/h)
20241101-20:44:35 nb_validated 2312 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:44:46 nb_validated 2343 model 3 (finishes Fri 21:06 -- 437/h)
20241101-20:44:54 nb_validated 2315 model 4 (finishes Fri 21:10 -- 432/h)
20241101-20:45:04 nb_validated 2348 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:45:12 nb_validated 2317 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:45:22 nb_validated 2355 model 3 (finishes Fri 21:05 -- 439/h)
20241101-20:45:31 nb_validated 2320 model 3 (finishes Fri 21:10 -- 432/h)
20241101-20:45:41 nb_validated 2356 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:45:49 nb_validated 2320 model 0 (finishes Fri 21:10 -- 431/h)
20241101-20:45:59 nb_validated 2359 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:46:07 nb_validated 2322 model 2 (finishes Fri 21:10 -- 431/h)
20241101-20:46:17 nb_validated 2361 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:46:25 nb_validated 2325 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:46:35 nb_validated 2362 model 3 (finishes Fri 21:05 -- 438/h)
20241101-20:46:43 nb_validated 2326 model 3 (finishes Fri 21:10 -- 431/h)
20241101-20:46:53 nb_validated 2366 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:47:02 nb_validated 2329 model 0 (finishes Fri 21:10 -- 431/h)
20241101-20:47:12 nb_validated 2368 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:47:20 nb_validated 2330 model 2 (finishes Fri 21:10 -- 431/h)
20241101-20:47:30 nb_validated 2368 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:47:38 nb_validated 2331 model 0 (finishes Fri 21:11 -- 431/h)
20241101-20:47:48 nb_validated 2371 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:47:57 nb_validated 2335 model 2 (finishes Fri 21:10 -- 431/h)
20241101-20:48:06 nb_validated 2375 model 0 (finishes Fri 21:05 -- 439/h)
20241101-20:48:15 nb_validated 2337 model 2 (finishes Fri 21:10 -- 431/h)
20241101-20:48:24 nb_validated 2377 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:48:34 nb_validated 2342 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:48:42 nb_validated 2381 model 4 (finishes Fri 21:04 -- 439/h)
20241101-20:48:52 nb_validated 2347 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:49:01 nb_validated 2383 model 1 (finishes Fri 21:04 -- 439/h)
20241101-20:49:10 nb_validated 2348 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:49:19 nb_validated 2386 model 2 (finishes Fri 21:04 -- 439/h)
20241101-20:49:29 nb_validated 2349 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:49:37 nb_validated 2388 model 4 (finishes Fri 21:04 -- 439/h)
20241101-20:49:47 nb_validated 2352 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:49:56 nb_validated 2390 model 3 (finishes Fri 21:04 -- 439/h)
20241101-20:50:05 nb_validated 2353 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:50:14 nb_validated 2393 model 0 (finishes Fri 21:04 -- 439/h)
20241101-20:50:23 nb_validated 2355 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:50:32 nb_validated 2393 model 1 (finishes Fri 21:05 -- 439/h)
20241101-20:50:41 nb_validated 2356 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:50:50 nb_validated 2394 model 2 (finishes Fri 21:05 -- 438/h)
20241101-20:50:59 nb_validated 2357 model 0 (finishes Fri 21:10 -- 431/h)
20241101-20:51:08 nb_validated 2396 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:51:17 nb_validated 2359 model 3 (finishes Fri 21:10 -- 431/h)
20241101-20:51:26 nb_validated 2399 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:51:36 nb_validated 2359 model 2 (finishes Fri 21:11 -- 431/h)
20241101-20:51:44 nb_validated 2400 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:51:54 nb_validated 2363 model 4 (finishes Fri 21:10 -- 431/h)
20241101-20:52:03 nb_validated 2404 model 3 (finishes Fri 21:05 -- 439/h)
20241101-20:52:12 nb_validated 2366 model 4 (finishes Fri 21:10 -- 431/h)
20241101-20:52:21 nb_validated 2408 model 2 (finishes Fri 21:04 -- 439/h)
20241101-20:52:30 nb_validated 2367 model 3 (finishes Fri 21:10 -- 431/h)
20241101-20:52:39 nb_validated 2410 model 3 (finishes Fri 21:04 -- 439/h)
20241101-20:52:49 nb_validated 2369 model 4 (finishes Fri 21:11 -- 431/h)
20241101-20:52:57 nb_validated 2413 model 1 (finishes Fri 21:04 -- 439/h)
20241101-20:53:07 nb_validated 2371 model 3 (finishes Fri 21:11 -- 431/h)
20241101-20:53:15 nb_validated 2418 model 3 (finishes Fri 21:04 -- 439/h)
20241101-20:53:25 nb_validated 2371 model 1 (finishes Fri 21:11 -- 431/h)
20241101-20:53:34 nb_validated 2421 model 2 (finishes Fri 21:04 -- 440/h)
20241101-20:53:43 nb_validated 2374 model 3 (finishes Fri 21:11 -- 431/h)
20241101-20:53:52 nb_validated 2422 model 0 (finishes Fri 21:04 -- 439/h)
20241101-20:54:01 nb_validated 2375 model 4 (finishes Fri 21:11 -- 431/h)
20241101-20:54:10 nb_validated 2423 model 2 (finishes Fri 21:04 -- 439/h)
20241101-20:54:20 nb_validated 2378 model 4 (finishes Fri 21:11 -- 431/h)
20241101-20:54:28 nb_validated 2426 model 3 (finishes Fri 21:04 -- 439/h)
20241101-20:54:38 nb_validated 2380 model 1 (finishes Fri 21:11 -- 431/h)
20241101-20:54:46 nb_validated 2428 model 1 (finishes Fri 21:04 -- 439/h)
20241101-20:54:56 nb_validated 2382 model 1 (finishes Fri 21:11 -- 431/h)
20241101-20:55:04 nb_validated 2428 model 1 (finishes Fri 21:04 -- 439/h)
20241101-20:55:14 nb_validated 2384 model 3 (finishes Fri 21:11 -- 431/h)
20241101-20:55:22 nb_validated 2429 model 2 (finishes Fri 21:05 -- 439/h)
20241101-20:55:32 nb_validated 2390 model 2 (finishes Fri 21:10 -- 431/h)
20241101-20:55:40 nb_validated 2433 model 0 (finishes Fri 21:04 -- 439/h)
20241101-20:55:51 nb_validated 2392 model 2 (finishes Fri 21:10 -- 431/h)
20241101-20:55:58 nb_validated 2435 model 1 (finishes Fri 21:04 -- 439/h)
20241101-20:56:09 nb_validated 2395 model 2 (finishes Fri 21:10 -- 431/h)
20241101-20:56:17 nb_validated 2438 model 1 (finishes Fri 21:04 -- 439/h)
20241101-20:56:28 nb_validated 2401 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:56:35 nb_validated 2438 model 3 (finishes Fri 21:05 -- 439/h)
20241101-20:56:46 nb_validated 2404 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:56:53 nb_validated 2440 model 2 (finishes Fri 21:05 -- 439/h)
20241101-20:57:04 nb_validated 2404 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:57:11 nb_validated 2441 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:57:22 nb_validated 2405 model 3 (finishes Fri 21:10 -- 432/h)
20241101-20:57:29 nb_validated 2442 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:57:40 nb_validated 2407 model 4 (finishes Fri 21:10 -- 432/h)
20241101-20:57:48 nb_validated 2445 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:57:58 nb_validated 2411 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:58:06 nb_validated 2450 model 0 (finishes Fri 21:04 -- 439/h)
20241101-20:58:16 nb_validated 2412 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:58:24 nb_validated 2452 model 2 (finishes Fri 21:04 -- 439/h)
20241101-20:58:34 nb_validated 2415 model 1 (finishes Fri 21:10 -- 432/h)
20241101-20:58:43 nb_validated 2452 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:58:53 nb_validated 2418 model 2 (finishes Fri 21:10 -- 432/h)
20241101-20:59:01 nb_validated 2454 model 1 (finishes Fri 21:05 -- 438/h)
20241101-20:59:11 nb_validated 2423 model 2 (finishes Fri 21:09 -- 433/h)
20241101-20:59:19 nb_validated 2456 model 0 (finishes Fri 21:05 -- 438/h)
20241101-20:59:29 nb_validated 2424 model 3 (finishes Fri 21:10 -- 432/h)
20241101-20:59:38 nb_validated 2459 model 4 (finishes Fri 21:05 -- 438/h)
20241101-20:59:47 nb_validated 2424 model 0 (finishes Fri 21:10 -- 432/h)
20241101-20:59:56 nb_validated 2462 model 0 (finishes Fri 21:05 -- 439/h)
20241101-21:00:06 nb_validated 2426 model 1 (finishes Fri 21:10 -- 432/h)
20241101-21:00:15 nb_validated 2464 model 2 (finishes Fri 21:05 -- 439/h)
20241101-21:00:23 nb_validated 2427 model 3 (finishes Fri 21:10 -- 432/h)
20241101-21:00:33 nb_validated 2466 model 0 (finishes Fri 21:05 -- 439/h)
20241101-21:00:41 nb_validated 2431 model 3 (finishes Fri 21:10 -- 432/h)
20241101-21:00:52 nb_validated 2467 model 2 (finishes Fri 21:05 -- 438/h)
20241101-21:01:00 nb_validated 2432 model 2 (finishes Fri 21:10 -- 432/h)
20241101-21:01:10 nb_validated 2470 model 2 (finishes Fri 21:05 -- 438/h)
20241101-21:01:18 nb_validated 2434 model 4 (finishes Fri 21:10 -- 432/h)
20241101-21:01:29 nb_validated 2472 model 1 (finishes Fri 21:05 -- 438/h)
20241101-21:01:37 nb_validated 2439 model 4 (finishes Fri 21:10 -- 432/h)
20241101-21:01:47 nb_validated 2473 model 0 (finishes Fri 21:05 -- 438/h)
20241101-21:01:55 nb_validated 2441 model 0 (finishes Fri 21:10 -- 432/h)
20241101-21:02:05 nb_validated 2476 model 3 (finishes Fri 21:05 -- 438/h)
20241101-21:02:14 nb_validated 2442 model 4 (finishes Fri 21:10 -- 432/h)
20241101-21:02:24 nb_validated 2479 model 1 (finishes Fri 21:05 -- 438/h)
20241101-21:02:32 nb_validated 2449 model 3 (finishes Fri 21:09 -- 433/h)
20241101-21:02:42 nb_validated 2480 model 0 (finishes Fri 21:05 -- 438/h)
20241101-21:02:50 nb_validated 2451 model 0 (finishes Fri 21:09 -- 433/h)
20241101-21:03:00 nb_validated 2482 model 4 (finishes Fri 21:05 -- 438/h)
20241101-21:03:08 nb_validated 2452 model 3 (finishes Fri 21:09 -- 433/h)
20241101-21:03:19 nb_validated 2485 model 4 (finishes Fri 21:05 -- 438/h)
20241101-21:03:26 nb_validated 2454 model 0 (finishes Fri 21:09 -- 433/h)
20241101-21:03:37 nb_validated 2488 model 2 (finishes Fri 21:05 -- 438/h)
20241101-21:03:45 nb_validated 2457 model 0 (finishes Fri 21:09 -- 433/h)
20241101-21:03:55 nb_validated 2492 model 0 (finishes Fri 21:05 -- 439/h)
20241101-21:04:03 nb_validated 2457 model 3 (finishes Fri 21:10 -- 432/h)
20241101-21:04:13 nb_validated 2494 model 1 (finishes Fri 21:05 -- 439/h)
20241101-21:04:21 nb_validated 2458 model 1 (finishes Fri 21:10 -- 432/h)
20241101-21:04:31 nb_validated 2494 model 0 (finishes Fri 21:05 -- 438/h)
20241101-21:04:39 nb_validated 2461 model 1 (finishes Fri 21:10 -- 432/h)
20241101-21:04:50 nb_validated 2499 model 3 (finishes Fri 21:04 -- 439/h)
20241101-21:04:58 nb_validated 2465 model 2 (finishes Fri 21:09 -- 433/h)
20241101-21:04:59 generate_c_quizz_speed 439/h
20241101-21:05:16 nb_validated 2468 model 1 (finishes Fri 21:09 -- 433/h)
20241101-21:05:33 nb_validated 2469 model 1 (finishes Fri 21:09 -- 433/h)
20241101-21:05:51 nb_validated 2469 model 3 (finishes Fri 21:10 -- 432/h)
20241101-21:06:09 nb_validated 2469 model 0 (finishes Fri 21:10 -- 432/h)
20241101-21:06:27 nb_validated 2471 model 4 (finishes Fri 21:10 -- 432/h)
20241101-21:06:45 nb_validated 2471 model 0 (finishes Fri 21:10 -- 431/h)
20241101-21:07:03 nb_validated 2474 model 3 (finishes Fri 21:10 -- 432/h)
20241101-21:07:21 nb_validated 2475 model 2 (finishes Fri 21:10 -- 431/h)
20241101-21:07:39 nb_validated 2476 model 2 (finishes Fri 21:10 -- 431/h)
20241101-21:07:57 nb_validated 2478 model 4 (finishes Fri 21:11 -- 431/h)
20241101-21:08:15 nb_validated 2479 model 0 (finishes Fri 21:11 -- 431/h)
20241101-21:08:33 nb_validated 2483 model 0 (finishes Fri 21:10 -- 431/h)
20241101-21:08:50 nb_validated 2485 model 3 (finishes Fri 21:10 -- 431/h)
20241101-21:09:08 nb_validated 2488 model 2 (finishes Fri 21:10 -- 431/h)
20241101-21:09:26 nb_validated 2490 model 2 (finishes Fri 21:10 -- 431/h)
20241101-21:09:44 nb_validated 2494 model 0 (finishes Fri 21:10 -- 432/h)
20241101-21:10:02 nb_validated 2498 model 3 (finishes Fri 21:10 -- 432/h)
20241101-21:10:11 generate_c_quizz_speed 432/h
20241101-21:10:19 wrote culture_c_quiz_0405.png
20241101-21:10:19 generated_c_quizzes torch.Size([5002, 400])
20241101-21:11:51 nb_c_quizzes 5002
20241101-21:11:51 weakest_accuracies [0, 0]
20241101-21:11:51 dummy_rand tensor([0.5443])
20241101-21:11:51 dummy_rand tensor([0.2796])
20241101-21:11:51 quiz_set nb_w_quizzes 44998 nb_c_quizzes 5002
20241101-21:11:51 quiz_set nb_w_quizzes 44998 nb_c_quizzes 5002
20241101-21:14:24 train_loss 405 model 0 0.021896223068237304
20241101-21:14:24 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:14:24 train_loss 405 model 1 0.021609244108200074
20241101-21:14:24 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:14:26 test_loss 405 model 0 0.018597545623779296
20241101-21:14:26 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:14:26 test_loss 405 model 1 0.01604461669921875
20241101-21:14:26 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:14:28 test_accuracy 405 model 0 nb_correct 2432 / 2500 (97.28%)
20241101-21:14:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-21:14:29 test_accuracy 405 model 1 nb_correct 2444 / 2500 (97.76%)
20241101-21:14:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-21:14:38 wrote ae_*.pth
20241101-21:14:38 epoch_duration 351min10s next_finish 03:05:48
20241101-21:14:38 wrote state.pth
20241101-21:14:38 --- epoch 406 ----------------------------------------
20241101-21:14:38 current_test_accuracies 0.9728 0.9776 0.0000 0.0000 0.0000
20241101-21:14:38 nb_c_quizzes 5002
20241101-21:14:38 weakest_accuracies [0, 0]
20241101-21:14:38 dummy_rand tensor([0.2706])
20241101-21:14:38 dummy_rand tensor([0.7178])
20241101-21:14:38 quiz_set nb_w_quizzes 44998 nb_c_quizzes 5002
20241101-21:14:38 quiz_set nb_w_quizzes 44998 nb_c_quizzes 5002
20241101-21:17:10 train_loss 406 model 2 0.021792367696762086
20241101-21:17:10 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:17:10 train_loss 406 model 3 0.02229899549484253
20241101-21:17:10 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:17:13 test_loss 406 model 2 0.019178924560546876
20241101-21:17:13 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:17:13 test_loss 406 model 3 0.02087546467781067
20241101-21:17:13 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:17:15 test_accuracy 406 model 2 nb_correct 2458 / 2500 (98.32%)
20241101-21:17:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-21:17:15 test_accuracy 406 model 3 nb_correct 2452 / 2500 (98.08%)
20241101-21:17:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-21:17:25 wrote ae_*.pth
20241101-21:17:25 epoch_duration 2min46s next_finish 21:20:11
20241101-21:17:25 wrote state.pth
20241101-21:17:25 --- epoch 407 ----------------------------------------
20241101-21:17:25 current_test_accuracies 0.9728 0.9776 0.9832 0.9808 0.0000
20241101-21:17:25 nb_c_quizzes 5002
20241101-21:17:25 weakest_accuracies [0, 0.9728]
20241101-21:17:25 dummy_rand tensor([0.1148])
20241101-21:17:25 dummy_rand tensor([0.0807])
20241101-21:17:25 quiz_set nb_w_quizzes 44998 nb_c_quizzes 5002
20241101-21:17:25 quiz_set nb_w_quizzes 44998 nb_c_quizzes 5002
20241101-21:19:57 train_loss 407 model 4 0.0229965238571167
20241101-21:19:57 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:19:57 train_loss 407 model 0 0.022248204231262208
20241101-21:19:57 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:20:00 test_loss 407 model 4 0.02256492614746094
20241101-21:20:00 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:20:00 test_loss 407 model 0 0.01729977607727051
20241101-21:20:00 quiz_set nb_w_quizzes 2175 nb_c_quizzes 325
20241101-21:20:02 test_accuracy 407 model 4 nb_correct 2438 / 2500 (97.52%)
20241101-21:20:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-21:20:02 test_accuracy 407 model 0 nb_correct 2420 / 2500 (96.80%)
20241101-21:20:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241101-21:20:12 wrote ae_*.pth
20241101-21:20:12 epoch_duration 2min47s next_finish 21:22:59
20241101-21:20:12 wrote state.pth
20241101-21:20:12 --- epoch 408 ----------------------------------------
20241101-21:20:12 current_test_accuracies 0.9680 0.9776 0.9832 0.9808 0.9752
20241101-21:20:12 dummy_rand tensor([0.0473])
20241101-21:20:12 dummy_rand tensor([0.9937])
20241101-21:20:21 nb_validated 1 model 3 (finishes Sat 03:38 -- 396/h)
20241101-21:20:21 nb_validated 0 model 3 (finishes ??? -- 0/h)
20241101-21:20:38 nb_validated 5 model 2 (finishes Sat 01:02 -- 674/h)
20241101-21:20:39 nb_validated 1 model 1 (finishes Sat 16:06 -- 133/h)
20241101-21:20:56 nb_validated 11 model 2 (finishes Sat 00:08 -- 892/h)
20241101-21:20:57 nb_validated 6 model 4 (finishes Sat 02:32 -- 480/h)
20241101-21:21:14 nb_validated 18 model 3 (finishes Fri 23:44 -- 1039/h)
20241101-21:21:15 nb_validated 12 model 3 (finishes Sat 00:58 -- 687/h)
20241101-21:21:32 nb_validated 22 model 2 (finishes Fri 23:51 -- 988/h)
20241101-21:21:33 nb_validated 16 model 0 (finishes Sat 00:50 -- 711/h)
20241101-21:21:50 nb_validated 23 model 4 (finishes Sat 00:18 -- 842/h)
20241101-21:21:51 nb_validated 22 model 3 (finishes Sat 00:27 -- 799/h)
20241101-21:22:08 nb_validated 26 model 1 (finishes Sat 00:26 -- 805/h)
20241101-21:22:09 nb_validated 27 model 3 (finishes Sat 00:20 -- 830/h)
20241101-21:22:26 nb_validated 29 model 3 (finishes Sat 00:32 -- 779/h)
20241101-21:22:27 nb_validated 31 model 2 (finishes Sat 00:21 -- 826/h)
20241101-21:22:43 nb_validated 30 model 4 (finishes Sat 00:50 -- 712/h)
20241101-21:22:45 nb_validated 31 model 4 (finishes Sat 00:45 -- 730/h)
20241101-21:23:01 nb_validated 38 model 3 (finishes Sat 00:26 -- 807/h)
20241101-21:23:02 nb_validated 35 model 2 (finishes Sat 00:43 -- 739/h)
20241101-21:23:19 nb_validated 42 model 2 (finishes Sat 00:26 -- 806/h)
20241101-21:23:20 nb_validated 41 model 0 (finishes Sat 00:31 -- 783/h)
20241101-21:23:37 nb_validated 44 model 3 (finishes Sat 00:34 -- 771/h)
20241101-21:23:38 nb_validated 47 model 4 (finishes Sat 00:23 -- 820/h)
20241101-21:23:55 nb_validated 50 model 2 (finishes Sat 00:26 -- 806/h)
20241101-21:23:56 nb_validated 53 model 1 (finishes Sat 00:16 -- 850/h)
20241101-21:24:13 nb_validated 55 model 0 (finishes Sat 00:22 -- 821/h)
20241101-21:24:14 nb_validated 59 model 0 (finishes Sat 00:11 -- 875/h)
20241101-21:24:30 nb_validated 62 model 2 (finishes Sat 00:13 -- 863/h)
20241101-21:24:32 nb_validated 63 model 2 (finishes Sat 00:12 -- 871/h)
20241101-21:24:48 nb_validated 66 model 0 (finishes Sat 00:14 -- 860/h)
20241101-21:24:50 nb_validated 66 model 2 (finishes Sat 00:15 -- 854/h)
20241101-21:25:06 nb_validated 70 model 3 (finishes Sat 00:15 -- 856/h)
20241101-21:25:08 nb_validated 72 model 3 (finishes Sat 00:11 -- 874/h)
20241101-21:25:24 nb_validated 72 model 0 (finishes Sat 00:20 -- 829/h)
20241101-21:25:26 nb_validated 76 model 0 (finishes Sat 00:12 -- 870/h)
20241101-21:25:42 nb_validated 75 model 2 (finishes Sat 00:23 -- 817/h)
20241101-21:25:44 nb_validated 78 model 3 (finishes Sat 00:17 -- 845/h)
20241101-21:26:00 nb_validated 77 model 4 (finishes Sat 00:28 -- 795/h)
20241101-21:26:02 nb_validated 80 model 2 (finishes Sat 00:22 -- 822/h)
20241101-21:26:18 nb_validated 80 model 4 (finishes Sat 00:30 -- 786/h)
20241101-21:26:20 nb_validated 85 model 0 (finishes Sat 00:20 -- 831/h)
20241101-21:26:36 nb_validated 85 model 4 (finishes Sat 00:28 -- 796/h)
20241101-21:26:38 nb_validated 90 model 2 (finishes Sat 00:18 -- 839/h)
20241101-21:26:54 nb_validated 94 model 2 (finishes Sat 00:18 -- 841/h)
20241101-21:26:56 nb_validated 94 model 4 (finishes Sat 00:19 -- 837/h)
20241101-21:27:12 nb_validated 100 model 0 (finishes Sat 00:15 -- 856/h)
20241101-21:27:13 nb_validated 97 model 3 (finishes Sat 00:21 -- 828/h)
20241101-21:27:30 nb_validated 104 model 0 (finishes Sat 00:15 -- 854/h)
20241101-21:27:31 nb_validated 99 model 4 (finishes Sat 00:25 -- 810/h)
20241101-21:27:48 nb_validated 110 model 4 (finishes Sat 00:12 -- 868/h)
20241101-21:27:50 nb_validated 103 model 3 (finishes Sat 00:25 -- 810/h)
20241101-21:28:05 nb_validated 111 model 4 (finishes Sat 00:17 -- 843/h)
20241101-21:28:07 nb_validated 108 model 2 (finishes Sat 00:23 -- 818/h)
20241101-21:28:23 nb_validated 119 model 1 (finishes Sat 00:12 -- 871/h)
20241101-21:28:25 nb_validated 112 model 3 (finishes Sat 00:23 -- 817/h)
20241101-21:28:41 nb_validated 124 model 4 (finishes Sat 00:11 -- 876/h)
20241101-21:28:44 nb_validated 121 model 1 (finishes Sat 00:16 -- 851/h)
20241101-21:28:59 nb_validated 128 model 0 (finishes Sat 00:11 -- 873/h)
20241101-21:29:02 nb_validated 125 model 3 (finishes Sat 00:16 -- 849/h)
20241101-21:29:18 nb_validated 134 model 1 (finishes Sat 00:09 -- 883/h)
20241101-21:29:20 nb_validated 129 model 3 (finishes Sat 00:17 -- 847/h)
20241101-21:29:36 nb_validated 139 model 3 (finishes Sat 00:09 -- 887/h)
20241101-21:29:38 nb_validated 133 model 2 (finishes Sat 00:17 -- 845/h)
20241101-21:29:53 nb_validated 139 model 4 (finishes Sat 00:14 -- 860/h)
20241101-21:29:56 nb_validated 138 model 0 (finishes Sat 00:16 -- 850/h)
20241101-21:30:11 nb_validated 141 model 4 (finishes Sat 00:17 -- 846/h)
20241101-21:30:13 nb_validated 142 model 2 (finishes Sat 00:16 -- 849/h)
20241101-21:30:29 nb_validated 147 model 4 (finishes Sat 00:15 -- 857/h)
20241101-21:30:32 nb_validated 144 model 0 (finishes Sat 00:19 -- 836/h)
20241101-21:30:47 nb_validated 152 model 2 (finishes Sat 00:14 -- 861/h)
20241101-21:30:50 nb_validated 152 model 1 (finishes Sat 00:15 -- 857/h)
20241101-21:31:05 nb_validated 161 model 0 (finishes Sat 00:09 -- 886/h)
20241101-21:31:07 nb_validated 156 model 2 (finishes Sat 00:15 -- 856/h)
20241101-21:31:24 nb_validated 171 model 1 (finishes Sat 00:03 -- 916/h)
20241101-21:31:25 nb_validated 161 model 1 (finishes Sat 00:14 -- 861/h)
20241101-21:31:41 nb_validated 173 model 2 (finishes Sat 00:06 -- 903/h)
20241101-21:31:43 nb_validated 173 model 0 (finishes Sat 00:06 -- 900/h)
20241101-21:31:59 nb_validated 178 model 2 (finishes Sat 00:05 -- 906/h)
20241101-21:32:01 nb_validated 180 model 0 (finishes Sat 00:04 -- 913/h)
20241101-21:32:17 nb_validated 182 model 3 (finishes Sat 00:06 -- 903/h)
20241101-21:32:19 nb_validated 190 model 1 (finishes Fri 23:59 -- 940/h)
20241101-21:32:34 nb_validated 188 model 4 (finishes Sat 00:04 -- 911/h)
20241101-21:32:37 nb_validated 199 model 2 (finishes Fri 23:56 -- 961/h)
20241101-21:32:52 nb_validated 191 model 3 (finishes Sat 00:06 -- 904/h)
20241101-21:32:55 nb_validated 207 model 4 (finishes Fri 23:53 -- 976/h)
20241101-21:33:10 nb_validated 196 model 3 (finishes Sat 00:05 -- 906/h)
20241101-21:33:12 nb_validated 209 model 4 (finishes Fri 23:55 -- 963/h)
20241101-21:33:28 nb_validated 200 model 3 (finishes Sat 00:06 -- 904/h)
20241101-21:33:30 nb_validated 213 model 3 (finishes Fri 23:56 -- 960/h)
20241101-21:33:46 nb_validated 209 model 4 (finishes Sat 00:02 -- 924/h)
20241101-21:33:48 nb_validated 215 model 1 (finishes Fri 23:58 -- 947/h)
20241101-21:34:04 nb_validated 215 model 4 (finishes Sat 00:01 -- 929/h)
20241101-21:34:06 nb_validated 221 model 3 (finishes Fri 23:57 -- 953/h)
20241101-21:34:22 nb_validated 220 model 2 (finishes Sat 00:01 -- 931/h)
20241101-21:34:24 nb_validated 225 model 1 (finishes Fri 23:58 -- 950/h)
20241101-21:34:40 nb_validated 222 model 2 (finishes Sat 00:03 -- 920/h)
20241101-21:34:42 nb_validated 231 model 2 (finishes Fri 23:57 -- 955/h)
20241101-21:34:57 nb_validated 225 model 2 (finishes Sat 00:04 -- 915/h)
20241101-21:35:00 nb_validated 237 model 4 (finishes Fri 23:56 -- 960/h)
20241101-21:35:15 nb_validated 226 model 3 (finishes Sat 00:06 -- 900/h)
20241101-21:35:18 nb_validated 240 model 2 (finishes Fri 23:57 -- 953/h)
20241101-21:35:33 nb_validated 234 model 1 (finishes Sat 00:04 -- 914/h)
20241101-21:35:35 nb_validated 247 model 2 (finishes Fri 23:56 -- 962/h)
20241101-21:35:51 nb_validated 241 model 4 (finishes Sat 00:02 -- 923/h)
20241101-21:35:54 nb_validated 255 model 3 (finishes Fri 23:54 -- 974/h)
20241101-21:36:09 nb_validated 244 model 4 (finishes Sat 00:03 -- 917/h)
20241101-21:36:12 nb_validated 257 model 0 (finishes Fri 23:55 -- 963/h)
20241101-21:36:27 nb_validated 249 model 4 (finishes Sat 00:03 -- 919/h)
20241101-21:36:30 nb_validated 261 model 1 (finishes Fri 23:56 -- 960/h)
20241101-21:36:45 nb_validated 255 model 1 (finishes Sat 00:02 -- 924/h)
20241101-21:36:48 nb_validated 271 model 1 (finishes Fri 23:53 -- 979/h)
20241101-21:37:02 nb_validated 260 model 4 (finishes Sat 00:02 -- 926/h)
20241101-21:37:05 nb_validated 278 model 2 (finishes Fri 23:52 -- 987/h)
20241101-21:37:20 nb_validated 264 model 3 (finishes Sat 00:02 -- 924/h)
20241101-21:37:23 nb_validated 283 model 2 (finishes Fri 23:52 -- 987/h)
20241101-21:37:38 nb_validated 267 model 3 (finishes Sat 00:03 -- 918/h)
20241101-21:37:41 nb_validated 287 model 4 (finishes Fri 23:52 -- 984/h)
20241101-21:37:56 nb_validated 270 model 2 (finishes Sat 00:04 -- 913/h)
20241101-21:37:59 nb_validated 296 model 0 (finishes Fri 23:50 -- 998/h)
20241101-21:38:13 nb_validated 277 model 2 (finishes Sat 00:02 -- 922/h)
20241101-21:38:17 nb_validated 300 model 1 (finishes Fri 23:50 -- 995/h)
20241101-21:38:31 nb_validated 282 model 2 (finishes Sat 00:02 -- 923/h)
20241101-21:38:35 nb_validated 303 model 3 (finishes Fri 23:51 -- 988/h)
20241101-21:38:49 nb_validated 286 model 4 (finishes Sat 00:02 -- 921/h)
20241101-21:38:53 nb_validated 311 model 1 (finishes Fri 23:50 -- 998/h)
20241101-21:39:06 nb_validated 290 model 2 (finishes Sat 00:03 -- 920/h)
20241101-21:39:11 nb_validated 313 model 3 (finishes Fri 23:51 -- 989/h)
20241101-21:39:24 nb_validated 295 model 1 (finishes Sat 00:02 -- 921/h)
20241101-21:39:29 nb_validated 317 model 1 (finishes Fri 23:52 -- 986/h)
20241101-21:39:42 nb_validated 300 model 0 (finishes Sat 00:02 -- 922/h)
20241101-21:39:47 nb_validated 319 model 2 (finishes Fri 23:53 -- 977/h)
20241101-21:40:00 nb_validated 306 model 1 (finishes Sat 00:02 -- 926/h)
20241101-21:40:05 nb_validated 321 model 0 (finishes Fri 23:55 -- 968/h)
20241101-21:40:18 nb_validated 310 model 1 (finishes Sat 00:02 -- 925/h)
20241101-21:40:23 nb_validated 325 model 2 (finishes Fri 23:55 -- 966/h)
20241101-21:40:36 nb_validated 316 model 3 (finishes Sat 00:01 -- 929/h)
20241101-21:40:41 nb_validated 331 model 1 (finishes Fri 23:54 -- 969/h)
20241101-21:40:54 nb_validated 317 model 4 (finishes Sat 00:03 -- 918/h)
20241101-21:40:59 nb_validated 345 model 1 (finishes Fri 23:50 -- 995/h)
20241101-21:41:12 nb_validated 321 model 0 (finishes Sat 00:03 -- 916/h)
20241101-21:41:17 nb_validated 349 model 1 (finishes Fri 23:51 -- 993/h)
20241101-21:41:30 nb_validated 327 model 0 (finishes Sat 00:03 -- 920/h)
20241101-21:41:35 nb_validated 351 model 0 (finishes Fri 23:52 -- 984/h)
20241101-21:41:48 nb_validated 335 model 0 (finishes Sat 00:01 -- 930/h)
20241101-21:41:53 nb_validated 358 model 1 (finishes Fri 23:51 -- 990/h)
20241101-21:42:07 nb_validated 342 model 0 (finishes Sat 00:00 -- 936/h)
20241101-21:42:11 nb_validated 360 model 3 (finishes Fri 23:52 -- 982/h)
20241101-21:42:24 nb_validated 344 model 4 (finishes Sat 00:01 -- 929/h)
20241101-21:42:29 nb_validated 363 model 4 (finishes Fri 23:53 -- 977/h)
20241101-21:42:42 nb_validated 346 model 4 (finishes Sat 00:02 -- 922/h)
20241101-21:42:47 nb_validated 369 model 2 (finishes Fri 23:53 -- 980/h)
20241101-21:43:00 nb_validated 350 model 4 (finishes Sat 00:03 -- 921/h)
20241101-21:43:05 nb_validated 376 model 4 (finishes Fri 23:52 -- 985/h)
20241101-21:43:18 nb_validated 356 model 0 (finishes Sat 00:02 -- 924/h)
20241101-21:43:23 nb_validated 380 model 4 (finishes Fri 23:52 -- 983/h)
20241101-21:43:36 nb_validated 363 model 1 (finishes Sat 00:01 -- 930/h)
20241101-21:43:41 nb_validated 383 model 1 (finishes Fri 23:53 -- 978/h)
20241101-21:43:53 nb_validated 366 model 4 (finishes Sat 00:02 -- 926/h)
20241101-21:43:59 nb_validated 386 model 1 (finishes Fri 23:54 -- 973/h)
20241101-21:44:12 nb_validated 372 model 0 (finishes Sat 00:01 -- 930/h)
20241101-21:44:17 nb_validated 389 model 1 (finishes Fri 23:55 -- 968/h)
20241101-21:44:30 nb_validated 378 model 1 (finishes Sat 00:00 -- 933/h)
20241101-21:44:35 nb_validated 395 model 0 (finishes Fri 23:54 -- 971/h)
20241101-21:44:48 nb_validated 382 model 1 (finishes Sat 00:01 -- 931/h)
20241101-21:44:53 nb_validated 403 model 1 (finishes Fri 23:53 -- 979/h)
20241101-21:45:05 nb_validated 387 model 0 (finishes Sat 00:01 -- 932/h)
20241101-21:45:12 nb_validated 408 model 3 (finishes Fri 23:53 -- 979/h)
20241101-21:45:23 nb_validated 391 model 3 (finishes Sat 00:01 -- 931/h)
20241101-21:45:29 nb_validated 410 model 3 (finishes Fri 23:54 -- 972/h)
20241101-21:45:41 nb_validated 395 model 1 (finishes Sat 00:01 -- 929/h)
20241101-21:45:47 nb_validated 415 model 4 (finishes Fri 23:54 -- 973/h)
20241101-21:45:59 nb_validated 397 model 3 (finishes Sat 00:02 -- 923/h)
20241101-21:46:05 nb_validated 420 model 0 (finishes Fri 23:54 -- 973/h)
20241101-21:46:17 nb_validated 403 model 4 (finishes Sat 00:02 -- 926/h)
20241101-21:46:23 nb_validated 425 model 2 (finishes Fri 23:54 -- 973/h)
20241101-21:46:35 nb_validated 410 model 2 (finishes Sat 00:01 -- 932/h)
20241101-21:46:41 nb_validated 430 model 0 (finishes Fri 23:54 -- 973/h)
20241101-21:46:52 nb_validated 416 model 2 (finishes Sat 00:00 -- 935/h)
20241101-21:46:59 nb_validated 436 model 1 (finishes Fri 23:53 -- 976/h)
20241101-21:47:10 nb_validated 421 model 2 (finishes Sat 00:00 -- 936/h)
20241101-21:47:17 nb_validated 440 model 2 (finishes Fri 23:54 -- 974/h)
20241101-21:47:28 nb_validated 429 model 1 (finishes Fri 23:59 -- 943/h)
20241101-21:47:35 nb_validated 442 model 4 (finishes Fri 23:55 -- 968/h)
20241101-21:47:46 nb_validated 437 model 2 (finishes Fri 23:57 -- 950/h)
20241101-21:47:53 nb_validated 444 model 4 (finishes Fri 23:56 -- 962/h)
20241101-21:48:04 nb_validated 445 model 4 (finishes Fri 23:56 -- 957/h)
20241101-21:48:10 nb_validated 447 model 4 (finishes Fri 23:56 -- 958/h)
20241101-21:48:22 nb_validated 449 model 0 (finishes Fri 23:57 -- 956/h)
20241101-21:48:28 nb_validated 453 model 2 (finishes Fri 23:56 -- 961/h)
20241101-21:48:40 nb_validated 451 model 3 (finishes Fri 23:58 -- 950/h)
20241101-21:48:46 nb_validated 464 model 1 (finishes Fri 23:54 -- 974/h)
20241101-21:48:58 nb_validated 453 model 3 (finishes Fri 23:58 -- 944/h)
20241101-21:49:04 nb_validated 470 model 2 (finishes Fri 23:53 -- 976/h)
20241101-21:49:16 nb_validated 458 model 3 (finishes Fri 23:58 -- 945/h)
20241101-21:49:22 nb_validated 472 model 4 (finishes Fri 23:54 -- 970/h)
20241101-21:49:34 nb_validated 463 model 3 (finishes Fri 23:58 -- 945/h)
20241101-21:49:40 nb_validated 479 model 3 (finishes Fri 23:54 -- 975/h)
20241101-21:49:52 nb_validated 466 model 3 (finishes Fri 23:59 -- 942/h)
20241101-21:49:58 nb_validated 483 model 3 (finishes Fri 23:54 -- 973/h)
20241101-21:50:10 nb_validated 469 model 0 (finishes Fri 23:59 -- 939/h)
20241101-21:50:17 nb_validated 489 model 1 (finishes Fri 23:54 -- 975/h)
20241101-21:50:28 nb_validated 473 model 3 (finishes Sat 00:00 -- 937/h)
20241101-21:50:35 nb_validated 494 model 2 (finishes Fri 23:53 -- 975/h)
20241101-21:50:46 nb_validated 481 model 3 (finishes Fri 23:59 -- 944/h)
20241101-21:50:52 nb_validated 500 model 2 (finishes Fri 23:53 -- 978/h)
20241101-21:51:04 nb_validated 486 model 0 (finishes Fri 23:59 -- 944/h)
20241101-21:51:10 nb_validated 511 model 2 (finishes Fri 23:51 -- 989/h)
20241101-21:51:22 nb_validated 492 model 1 (finishes Fri 23:58 -- 946/h)
20241101-21:51:28 nb_validated 516 model 0 (finishes Fri 23:51 -- 990/h)
20241101-21:51:40 nb_validated 497 model 1 (finishes Fri 23:58 -- 947/h)
20241101-21:51:46 nb_validated 521 model 4 (finishes Fri 23:51 -- 990/h)
20241101-21:51:58 nb_validated 502 model 0 (finishes Fri 23:58 -- 947/h)
20241101-21:52:04 nb_validated 524 model 3 (finishes Fri 23:52 -- 986/h)
20241101-21:52:16 nb_validated 505 model 1 (finishes Fri 23:58 -- 944/h)
20241101-21:52:22 nb_validated 524 model 3 (finishes Fri 23:53 -- 977/h)
20241101-21:52:34 nb_validated 511 model 0 (finishes Fri 23:58 -- 947/h)
20241101-21:52:40 nb_validated 530 model 2 (finishes Fri 23:53 -- 979/h)
20241101-21:52:52 nb_validated 515 model 3 (finishes Fri 23:58 -- 945/h)
20241101-21:52:58 nb_validated 540 model 0 (finishes Fri 23:51 -- 988/h)
20241101-21:53:10 nb_validated 518 model 0 (finishes Fri 23:59 -- 942/h)
20241101-21:53:16 nb_validated 543 model 4 (finishes Fri 23:52 -- 985/h)
20241101-21:53:29 nb_validated 522 model 1 (finishes Fri 23:59 -- 941/h)
20241101-21:53:34 nb_validated 546 model 0 (finishes Fri 23:53 -- 981/h)
20241101-21:53:47 nb_validated 525 model 1 (finishes Sat 00:00 -- 938/h)
20241101-21:53:52 nb_validated 551 model 2 (finishes Fri 23:52 -- 981/h)
20241101-21:54:04 nb_validated 531 model 2 (finishes Fri 23:59 -- 940/h)
20241101-21:54:10 nb_validated 553 model 3 (finishes Fri 23:53 -- 976/h)
20241101-21:54:22 nb_validated 540 model 1 (finishes Fri 23:58 -- 948/h)
20241101-21:54:29 nb_validated 559 model 1 (finishes Fri 23:53 -- 978/h)
20241101-21:54:40 nb_validated 542 model 2 (finishes Fri 23:59 -- 943/h)
20241101-21:54:46 nb_validated 565 model 1 (finishes Fri 23:53 -- 980/h)
20241101-21:54:58 nb_validated 544 model 4 (finishes Fri 23:59 -- 938/h)
20241101-21:55:04 nb_validated 567 model 4 (finishes Fri 23:53 -- 975/h)
20241101-21:55:16 nb_validated 545 model 3 (finishes Sat 00:01 -- 932/h)
20241101-21:55:22 nb_validated 580 model 1 (finishes Fri 23:51 -- 989/h)
20241101-21:55:34 nb_validated 548 model 4 (finishes Sat 00:01 -- 929/h)
20241101-21:55:40 nb_validated 587 model 3 (finishes Fri 23:51 -- 992/h)
20241101-21:55:52 nb_validated 549 model 0 (finishes Sat 00:02 -- 923/h)
20241101-21:55:58 nb_validated 590 model 3 (finishes Fri 23:51 -- 989/h)
20241101-21:56:10 nb_validated 558 model 0 (finishes Sat 00:01 -- 930/h)
20241101-21:56:16 nb_validated 597 model 1 (finishes Fri 23:51 -- 992/h)
20241101-21:56:28 nb_validated 562 model 3 (finishes Sat 00:01 -- 929/h)
20241101-21:56:34 nb_validated 602 model 2 (finishes Fri 23:51 -- 993/h)
20241101-21:56:46 nb_validated 564 model 3 (finishes Sat 00:02 -- 925/h)
20241101-21:56:52 nb_validated 610 model 1 (finishes Fri 23:50 -- 997/h)
20241101-21:57:04 nb_validated 570 model 3 (finishes Sat 00:01 -- 927/h)
20241101-21:57:10 nb_validated 615 model 3 (finishes Fri 23:50 -- 997/h)
20241101-21:57:22 nb_validated 576 model 3 (finishes Sat 00:01 -- 929/h)
20241101-21:57:28 nb_validated 621 model 1 (finishes Fri 23:50 -- 999/h)
20241101-21:57:40 nb_validated 577 model 4 (finishes Sat 00:02 -- 923/h)
20241101-21:57:46 nb_validated 627 model 4 (finishes Fri 23:50 -- 1001/h)
20241101-21:57:58 nb_validated 583 model 2 (finishes Sat 00:02 -- 926/h)
20241101-21:58:04 nb_validated 632 model 4 (finishes Fri 23:50 -- 1001/h)
20241101-21:58:16 nb_validated 585 model 4 (finishes Sat 00:02 -- 922/h)
20241101-21:58:22 nb_validated 635 model 4 (finishes Fri 23:50 -- 997/h)
20241101-21:58:34 nb_validated 590 model 1 (finishes Sat 00:02 -- 922/h)
20241101-21:58:41 nb_validated 640 model 1 (finishes Fri 23:50 -- 997/h)
20241101-21:58:52 nb_validated 597 model 4 (finishes Sat 00:02 -- 926/h)
20241101-21:58:59 nb_validated 644 model 0 (finishes Fri 23:50 -- 996/h)
20241101-21:59:09 nb_validated 605 model 2 (finishes Sat 00:01 -- 931/h)
20241101-21:59:16 nb_validated 651 model 2 (finishes Fri 23:50 -- 999/h)
20241101-21:59:27 nb_validated 611 model 4 (finishes Sat 00:00 -- 933/h)
20241101-21:59:34 nb_validated 656 model 0 (finishes Fri 23:50 -- 999/h)
20241101-21:59:45 nb_validated 614 model 4 (finishes Sat 00:01 -- 931/h)
20241101-21:59:52 nb_validated 658 model 3 (finishes Fri 23:50 -- 995/h)
20241101-22:00:03 nb_validated 618 model 3 (finishes Sat 00:01 -- 930/h)
20241101-22:00:10 nb_validated 665 model 0 (finishes Fri 23:50 -- 998/h)
20241101-22:00:21 nb_validated 620 model 3 (finishes Sat 00:02 -- 926/h)
20241101-22:00:28 nb_validated 671 model 0 (finishes Fri 23:50 -- 999/h)
20241101-22:00:39 nb_validated 624 model 1 (finishes Sat 00:02 -- 925/h)
20241101-22:00:46 nb_validated 675 model 0 (finishes Fri 23:50 -- 998/h)
20241101-22:00:57 nb_validated 629 model 1 (finishes Sat 00:02 -- 926/h)
20241101-22:01:04 nb_validated 677 model 3 (finishes Fri 23:51 -- 993/h)
20241101-22:01:15 nb_validated 632 model 4 (finishes Sat 00:02 -- 923/h)
20241101-22:01:22 nb_validated 678 model 3 (finishes Fri 23:52 -- 987/h)
20241101-22:01:33 nb_validated 635 model 4 (finishes Sat 00:03 -- 921/h)
20241101-22:01:40 nb_validated 683 model 4 (finishes Fri 23:52 -- 988/h)
20241101-22:01:51 nb_validated 640 model 0 (finishes Sat 00:02 -- 921/h)
20241101-22:01:58 nb_validated 689 model 2 (finishes Fri 23:51 -- 989/h)
20241101-22:02:09 nb_validated 644 model 0 (finishes Sat 00:03 -- 920/h)
20241101-22:02:16 nb_validated 694 model 4 (finishes Fri 23:51 -- 989/h)
20241101-22:02:27 nb_validated 651 model 3 (finishes Sat 00:02 -- 924/h)
20241101-22:02:34 nb_validated 698 model 0 (finishes Fri 23:51 -- 988/h)
20241101-22:02:46 nb_validated 656 model 0 (finishes Sat 00:02 -- 924/h)
20241101-22:02:52 nb_validated 701 model 4 (finishes Fri 23:52 -- 985/h)
20241101-22:03:03 nb_validated 660 model 2 (finishes Sat 00:02 -- 923/h)
20241101-22:03:09 nb_validated 704 model 2 (finishes Fri 23:52 -- 983/h)
20241101-22:03:21 nb_validated 665 model 2 (finishes Sat 00:02 -- 924/h)
20241101-22:03:27 nb_validated 708 model 2 (finishes Fri 23:52 -- 982/h)
20241101-22:03:39 nb_validated 670 model 2 (finishes Sat 00:02 -- 925/h)
20241101-22:03:45 nb_validated 710 model 3 (finishes Fri 23:53 -- 978/h)
20241101-22:03:57 nb_validated 672 model 1 (finishes Sat 00:02 -- 921/h)
20241101-22:04:03 nb_validated 716 model 4 (finishes Fri 23:53 -- 979/h)
20241101-22:04:15 nb_validated 673 model 1 (finishes Sat 00:03 -- 916/h)
20241101-22:04:21 nb_validated 723 model 0 (finishes Fri 23:52 -- 982/h)
20241101-22:04:33 nb_validated 680 model 1 (finishes Sat 00:03 -- 919/h)
20241101-22:04:39 nb_validated 727 model 1 (finishes Fri 23:53 -- 981/h)
20241101-22:04:51 nb_validated 688 model 1 (finishes Sat 00:02 -- 924/h)
20241101-22:04:57 nb_validated 734 model 1 (finishes Fri 23:52 -- 983/h)
20241101-22:05:09 nb_validated 695 model 1 (finishes Sat 00:01 -- 927/h)
20241101-22:05:15 nb_validated 743 model 1 (finishes Fri 23:51 -- 989/h)
20241101-22:05:27 nb_validated 697 model 0 (finishes Sat 00:02 -- 924/h)
20241101-22:05:33 nb_validated 747 model 3 (finishes Fri 23:51 -- 988/h)
20241101-22:05:45 nb_validated 701 model 3 (finishes Sat 00:02 -- 923/h)
20241101-22:05:51 nb_validated 751 model 3 (finishes Fri 23:52 -- 987/h)
20241101-22:06:02 nb_validated 708 model 2 (finishes Sat 00:02 -- 926/h)
20241101-22:06:09 nb_validated 759 model 4 (finishes Fri 23:51 -- 991/h)
20241101-22:06:20 nb_validated 713 model 3 (finishes Sat 00:01 -- 927/h)
20241101-22:06:27 nb_validated 761 model 2 (finishes Fri 23:52 -- 987/h)
20241101-22:06:38 nb_validated 719 model 0 (finishes Sat 00:01 -- 928/h)
20241101-22:06:44 nb_validated 768 model 3 (finishes Fri 23:51 -- 990/h)
20241101-22:06:56 nb_validated 731 model 3 (finishes Sat 00:00 -- 938/h)
20241101-22:07:02 nb_validated 777 model 4 (finishes Fri 23:50 -- 995/h)
20241101-22:07:14 nb_validated 736 model 4 (finishes Fri 23:59 -- 938/h)
20241101-22:07:20 nb_validated 783 model 0 (finishes Fri 23:50 -- 996/h)
20241101-22:07:32 nb_validated 739 model 3 (finishes Sat 00:00 -- 936/h)
20241101-22:07:38 nb_validated 790 model 0 (finishes Fri 23:50 -- 999/h)
20241101-22:07:50 nb_validated 740 model 3 (finishes Sat 00:01 -- 932/h)
20241101-22:07:56 nb_validated 799 model 1 (finishes Fri 23:49 -- 1004/h)
20241101-22:08:08 nb_validated 746 model 1 (finishes Sat 00:00 -- 933/h)
20241101-22:08:14 nb_validated 804 model 1 (finishes Fri 23:49 -- 1004/h)
20241101-22:08:26 nb_validated 752 model 4 (finishes Sat 00:00 -- 935/h)
20241101-22:08:32 nb_validated 813 model 2 (finishes Fri 23:48 -- 1009/h)
20241101-22:08:44 nb_validated 753 model 2 (finishes Sat 00:01 -- 930/h)
20241101-22:08:50 nb_validated 818 model 0 (finishes Fri 23:48 -- 1008/h)
20241101-22:09:02 nb_validated 753 model 4 (finishes Sat 00:02 -- 925/h)
20241101-22:09:08 nb_validated 823 model 0 (finishes Fri 23:48 -- 1008/h)
20241101-22:09:20 nb_validated 757 model 1 (finishes Sat 00:02 -- 924/h)
20241101-22:09:26 nb_validated 831 model 0 (finishes Fri 23:48 -- 1012/h)
20241101-22:09:38 nb_validated 764 model 4 (finishes Sat 00:01 -- 927/h)
20241101-22:09:44 nb_validated 836 model 0 (finishes Fri 23:48 -- 1012/h)
20241101-22:09:56 nb_validated 767 model 2 (finishes Sat 00:02 -- 925/h)
20241101-22:10:02 nb_validated 845 model 2 (finishes Fri 23:47 -- 1017/h)
20241101-22:10:14 nb_validated 771 model 3 (finishes Sat 00:02 -- 924/h)
20241101-22:10:20 nb_validated 851 model 2 (finishes Fri 23:47 -- 1018/h)
20241101-22:10:32 nb_validated 776 model 1 (finishes Sat 00:02 -- 925/h)
20241101-22:10:38 nb_validated 856 model 3 (finishes Fri 23:47 -- 1018/h)
20241101-22:10:50 nb_validated 791 model 1 (finishes Sat 00:00 -- 937/h)
20241101-22:10:56 nb_validated 864 model 1 (finishes Fri 23:47 -- 1021/h)
20241101-22:11:07 nb_validated 797 model 2 (finishes Fri 23:59 -- 939/h)
20241101-22:11:14 nb_validated 870 model 3 (finishes Fri 23:46 -- 1022/h)
20241101-22:11:25 nb_validated 802 model 4 (finishes Fri 23:59 -- 939/h)
20241101-22:11:32 nb_validated 872 model 3 (finishes Fri 23:47 -- 1019/h)
20241101-22:11:43 nb_validated 807 model 4 (finishes Fri 23:59 -- 939/h)
20241101-22:11:50 nb_validated 874 model 4 (finishes Fri 23:47 -- 1015/h)
20241101-22:12:02 nb_validated 814 model 1 (finishes Fri 23:59 -- 942/h)
20241101-22:12:08 nb_validated 879 model 2 (finishes Fri 23:47 -- 1015/h)
20241101-22:12:20 nb_validated 816 model 0 (finishes Fri 23:59 -- 939/h)
20241101-22:12:26 nb_validated 882 model 4 (finishes Fri 23:48 -- 1013/h)
20241101-22:12:37 nb_validated 820 model 2 (finishes Sat 00:00 -- 938/h)
20241101-22:12:44 nb_validated 885 model 3 (finishes Fri 23:48 -- 1010/h)
20241101-22:12:55 nb_validated 824 model 3 (finishes Sat 00:00 -- 937/h)
20241101-22:13:02 nb_validated 891 model 0 (finishes Fri 23:48 -- 1011/h)
20241101-22:13:13 nb_validated 828 model 3 (finishes Sat 00:00 -- 936/h)
20241101-22:13:19 nb_validated 900 model 2 (finishes Fri 23:47 -- 1016/h)
20241101-22:13:31 nb_validated 832 model 4 (finishes Sat 00:00 -- 936/h)
20241101-22:13:37 nb_validated 904 model 2 (finishes Fri 23:47 -- 1015/h)
20241101-22:13:49 nb_validated 834 model 3 (finishes Sat 00:00 -- 933/h)
20241101-22:13:55 nb_validated 913 model 3 (finishes Fri 23:47 -- 1019/h)
20241101-22:14:07 nb_validated 841 model 0 (finishes Sat 00:00 -- 935/h)
20241101-22:14:13 nb_validated 917 model 1 (finishes Fri 23:47 -- 1018/h)
20241101-22:14:25 nb_validated 844 model 4 (finishes Sat 00:00 -- 934/h)
20241101-22:14:31 nb_validated 920 model 1 (finishes Fri 23:47 -- 1016/h)
20241101-22:14:43 nb_validated 849 model 3 (finishes Sat 00:00 -- 934/h)
20241101-22:14:49 nb_validated 929 model 2 (finishes Fri 23:47 -- 1020/h)
20241101-22:15:01 nb_validated 854 model 0 (finishes Sat 00:00 -- 934/h)
20241101-22:15:07 nb_validated 934 model 1 (finishes Fri 23:47 -- 1020/h)
20241101-22:15:18 nb_validated 858 model 1 (finishes Sat 00:00 -- 934/h)
20241101-22:15:25 nb_validated 942 model 2 (finishes Fri 23:46 -- 1023/h)
20241101-22:15:37 nb_validated 862 model 3 (finishes Sat 00:00 -- 933/h)
20241101-22:15:43 nb_validated 949 model 1 (finishes Fri 23:46 -- 1025/h)
20241101-22:15:55 nb_validated 867 model 0 (finishes Sat 00:00 -- 933/h)
20241101-22:16:01 nb_validated 953 model 2 (finishes Fri 23:46 -- 1024/h)
20241101-22:16:13 nb_validated 871 model 1 (finishes Sat 00:00 -- 932/h)
20241101-22:16:19 nb_validated 958 model 2 (finishes Fri 23:46 -- 1024/h)
20241101-22:16:31 nb_validated 875 model 4 (finishes Sat 00:01 -- 932/h)
20241101-22:16:37 nb_validated 965 model 0 (finishes Fri 23:46 -- 1026/h)
20241101-22:16:49 nb_validated 878 model 3 (finishes Sat 00:01 -- 930/h)
20241101-22:16:55 nb_validated 969 model 4 (finishes Fri 23:46 -- 1025/h)
20241101-22:17:07 nb_validated 881 model 1 (finishes Sat 00:01 -- 928/h)
20241101-22:17:12 nb_validated 973 model 2 (finishes Fri 23:46 -- 1024/h)
20241101-22:17:25 nb_validated 888 model 4 (finishes Sat 00:01 -- 931/h)
20241101-22:17:31 nb_validated 976 model 1 (finishes Fri 23:47 -- 1021/h)
20241101-22:17:43 nb_validated 889 model 0 (finishes Sat 00:01 -- 927/h)
20241101-22:17:49 nb_validated 980 model 0 (finishes Fri 23:47 -- 1020/h)
20241101-22:18:02 nb_validated 892 model 0 (finishes Sat 00:02 -- 925/h)
20241101-22:18:06 nb_validated 984 model 2 (finishes Fri 23:47 -- 1019/h)
20241101-22:18:20 nb_validated 899 model 4 (finishes Sat 00:01 -- 927/h)
20241101-22:18:24 nb_validated 988 model 1 (finishes Fri 23:47 -- 1018/h)
20241101-22:18:37 nb_validated 904 model 2 (finishes Sat 00:01 -- 928/h)
20241101-22:18:42 nb_validated 992 model 3 (finishes Fri 23:47 -- 1017/h)
20241101-22:18:55 nb_validated 908 model 3 (finishes Sat 00:01 -- 927/h)
20241101-22:19:00 nb_validated 998 model 3 (finishes Fri 23:47 -- 1018/h)
20241101-22:19:12 nb_validated 913 model 2 (finishes Sat 00:01 -- 928/h)
20241101-22:19:18 nb_validated 1000 model 3 (finishes Fri 23:47 -- 1015/h)
20241101-22:19:30 nb_validated 920 model 4 (finishes Sat 00:01 -- 930/h)
20241101-22:19:35 nb_validated 1000 model 0 (finishes Fri 23:48 -- 1010/h)
20241101-22:19:48 nb_validated 925 model 0 (finishes Sat 00:01 -- 931/h)
20241101-22:19:53 nb_validated 1007 model 3 (finishes Fri 23:48 -- 1012/h)
20241101-22:20:05 nb_validated 929 model 2 (finishes Sat 00:01 -- 930/h)
20241101-22:20:11 nb_validated 1013 model 3 (finishes Fri 23:48 -- 1013/h)
20241101-22:20:24 nb_validated 935 model 1 (finishes Sat 00:01 -- 931/h)
20241101-22:20:29 nb_validated 1015 model 1 (finishes Fri 23:48 -- 1010/h)
20241101-22:20:42 nb_validated 941 model 1 (finishes Sat 00:00 -- 933/h)
20241101-22:20:47 nb_validated 1023 model 0 (finishes Fri 23:48 -- 1013/h)
20241101-22:21:00 nb_validated 949 model 3 (finishes Sat 00:00 -- 936/h)
20241101-22:21:05 nb_validated 1026 model 4 (finishes Fri 23:48 -- 1010/h)
20241101-22:21:18 nb_validated 954 model 4 (finishes Sat 00:00 -- 936/h)
20241101-22:21:23 nb_validated 1033 model 0 (finishes Fri 23:48 -- 1012/h)
20241101-22:21:36 nb_validated 959 model 4 (finishes Sat 00:00 -- 937/h)
20241101-22:21:41 nb_validated 1039 model 2 (finishes Fri 23:48 -- 1013/h)
20241101-22:21:54 nb_validated 964 model 0 (finishes Sat 00:00 -- 937/h)
20241101-22:21:59 nb_validated 1041 model 4 (finishes Fri 23:48 -- 1010/h)
20241101-22:22:12 nb_validated 968 model 3 (finishes Sat 00:00 -- 936/h)
20241101-22:22:17 nb_validated 1044 model 3 (finishes Fri 23:48 -- 1008/h)
20241101-22:22:29 nb_validated 971 model 4 (finishes Sat 00:00 -- 935/h)
20241101-22:22:35 nb_validated 1047 model 2 (finishes Fri 23:49 -- 1007/h)
20241101-22:22:47 nb_validated 974 model 4 (finishes Sat 00:00 -- 933/h)
20241101-22:22:53 nb_validated 1049 model 3 (finishes Fri 23:49 -- 1004/h)
20241101-22:23:05 nb_validated 982 model 3 (finishes Sat 00:00 -- 936/h)
20241101-22:23:11 nb_validated 1057 model 3 (finishes Fri 23:49 -- 1007/h)
20241101-22:23:23 nb_validated 989 model 0 (finishes Fri 23:59 -- 939/h)
20241101-22:23:28 nb_validated 1063 model 0 (finishes Fri 23:49 -- 1008/h)
20241101-22:23:41 nb_validated 993 model 0 (finishes Sat 00:00 -- 938/h)
20241101-22:23:46 nb_validated 1066 model 2 (finishes Fri 23:49 -- 1006/h)
20241101-22:24:00 nb_validated 999 model 0 (finishes Fri 23:59 -- 939/h)
20241101-22:24:04 nb_validated 1070 model 1 (finishes Fri 23:49 -- 1005/h)
20241101-22:24:18 nb_validated 1003 model 3 (finishes Fri 23:59 -- 938/h)
20241101-22:24:22 nb_validated 1074 model 2 (finishes Fri 23:49 -- 1004/h)
20241101-22:24:36 nb_validated 1010 model 0 (finishes Fri 23:59 -- 940/h)
20241101-22:24:40 nb_validated 1077 model 4 (finishes Fri 23:49 -- 1002/h)
20241101-22:24:54 nb_validated 1016 model 2 (finishes Fri 23:59 -- 942/h)
20241101-22:24:58 nb_validated 1085 model 2 (finishes Fri 23:49 -- 1005/h)
20241101-22:25:12 nb_validated 1018 model 4 (finishes Fri 23:59 -- 939/h)
20241101-22:25:15 nb_validated 1089 model 4 (finishes Fri 23:49 -- 1004/h)
20241101-22:25:30 nb_validated 1026 model 0 (finishes Fri 23:59 -- 942/h)
20241101-22:25:33 nb_validated 1098 model 2 (finishes Fri 23:49 -- 1008/h)
20241101-22:25:47 nb_validated 1031 model 2 (finishes Fri 23:59 -- 943/h)
20241101-22:25:51 nb_validated 1103 model 2 (finishes Fri 23:49 -- 1007/h)
20241101-22:26:05 nb_validated 1037 model 0 (finishes Fri 23:59 -- 944/h)
20241101-22:26:09 nb_validated 1115 model 1 (finishes Fri 23:48 -- 1014/h)
20241101-22:26:23 nb_validated 1039 model 4 (finishes Fri 23:59 -- 941/h)
20241101-22:26:27 nb_validated 1121 model 4 (finishes Fri 23:47 -- 1015/h)
20241101-22:26:41 nb_validated 1041 model 1 (finishes Fri 23:59 -- 939/h)
20241101-22:26:45 nb_validated 1126 model 2 (finishes Fri 23:47 -- 1015/h)
20241101-22:26:59 nb_validated 1048 model 0 (finishes Fri 23:59 -- 941/h)
20241101-22:27:03 nb_validated 1130 model 2 (finishes Fri 23:48 -- 1014/h)
20241101-22:27:17 nb_validated 1053 model 0 (finishes Fri 23:59 -- 941/h)
20241101-22:27:21 nb_validated 1134 model 2 (finishes Fri 23:48 -- 1013/h)
20241101-22:27:35 nb_validated 1061 model 1 (finishes Fri 23:59 -- 944/h)
20241101-22:27:39 nb_validated 1139 model 3 (finishes Fri 23:48 -- 1013/h)
20241101-22:27:53 nb_validated 1063 model 3 (finishes Fri 23:59 -- 942/h)
20241101-22:27:57 nb_validated 1143 model 3 (finishes Fri 23:48 -- 1012/h)
20241101-22:28:11 nb_validated 1068 model 2 (finishes Fri 23:59 -- 942/h)
20241101-22:28:15 nb_validated 1146 model 3 (finishes Fri 23:48 -- 1010/h)
20241101-22:28:29 nb_validated 1070 model 4 (finishes Fri 23:59 -- 940/h)
20241101-22:28:33 nb_validated 1148 model 4 (finishes Fri 23:49 -- 1007/h)
20241101-22:28:47 nb_validated 1072 model 2 (finishes Sat 00:00 -- 937/h)
20241101-22:28:51 nb_validated 1153 model 1 (finishes Fri 23:49 -- 1007/h)
20241101-22:29:04 nb_validated 1075 model 4 (finishes Sat 00:00 -- 936/h)
20241101-22:29:09 nb_validated 1159 model 2 (finishes Fri 23:48 -- 1008/h)
20241101-22:29:22 nb_validated 1078 model 4 (finishes Sat 00:00 -- 934/h)
20241101-22:29:27 nb_validated 1166 model 3 (finishes Fri 23:48 -- 1010/h)
20241101-22:29:40 nb_validated 1086 model 3 (finishes Sat 00:00 -- 937/h)
20241101-22:29:45 nb_validated 1168 model 4 (finishes Fri 23:49 -- 1007/h)
20241101-22:29:58 nb_validated 1093 model 1 (finishes Fri 23:59 -- 939/h)
20241101-22:30:03 nb_validated 1173 model 2 (finishes Fri 23:49 -- 1007/h)
20241101-22:30:16 nb_validated 1102 model 2 (finishes Fri 23:59 -- 943/h)
20241101-22:30:21 nb_validated 1175 model 4 (finishes Fri 23:49 -- 1005/h)
20241101-22:30:34 nb_validated 1105 model 2 (finishes Fri 23:59 -- 942/h)
20241101-22:30:39 nb_validated 1180 model 1 (finishes Fri 23:49 -- 1005/h)
20241101-22:30:52 nb_validated 1111 model 1 (finishes Fri 23:59 -- 943/h)
20241101-22:30:57 nb_validated 1183 model 1 (finishes Fri 23:49 -- 1003/h)
20241101-22:31:09 nb_validated 1116 model 0 (finishes Fri 23:59 -- 943/h)
20241101-22:31:15 nb_validated 1184 model 0 (finishes Fri 23:50 -- 999/h)
20241101-22:31:28 nb_validated 1122 model 0 (finishes Fri 23:58 -- 944/h)
20241101-22:31:33 nb_validated 1195 model 0 (finishes Fri 23:49 -- 1004/h)
20241101-22:31:45 nb_validated 1127 model 2 (finishes Fri 23:58 -- 944/h)
20241101-22:31:51 nb_validated 1199 model 3 (finishes Fri 23:49 -- 1004/h)
20241101-22:32:04 nb_validated 1133 model 3 (finishes Fri 23:58 -- 945/h)
20241101-22:32:09 nb_validated 1206 model 1 (finishes Fri 23:49 -- 1005/h)
20241101-22:32:21 nb_validated 1138 model 4 (finishes Fri 23:58 -- 946/h)
20241101-22:32:27 nb_validated 1211 model 0 (finishes Fri 23:49 -- 1005/h)
20241101-22:32:39 nb_validated 1140 model 0 (finishes Fri 23:59 -- 943/h)
20241101-22:32:45 nb_validated 1213 model 4 (finishes Fri 23:49 -- 1003/h)
20241101-22:32:57 nb_validated 1145 model 4 (finishes Fri 23:59 -- 944/h)
20241101-22:33:03 nb_validated 1217 model 0 (finishes Fri 23:49 -- 1002/h)
20241101-22:33:16 nb_validated 1150 model 0 (finishes Fri 23:59 -- 944/h)
20241101-22:33:20 nb_validated 1222 model 2 (finishes Fri 23:49 -- 1002/h)
20241101-22:33:34 nb_validated 1153 model 0 (finishes Fri 23:59 -- 942/h)
20241101-22:33:38 nb_validated 1228 model 3 (finishes Fri 23:49 -- 1003/h)
20241101-22:33:51 nb_validated 1161 model 1 (finishes Fri 23:58 -- 945/h)
20241101-22:33:56 nb_validated 1232 model 0 (finishes Fri 23:49 -- 1002/h)
20241101-22:34:09 nb_validated 1165 model 0 (finishes Fri 23:58 -- 945/h)
20241101-22:34:14 nb_validated 1237 model 3 (finishes Fri 23:49 -- 1002/h)
20241101-22:34:28 nb_validated 1169 model 0 (finishes Fri 23:59 -- 944/h)
20241101-22:34:32 nb_validated 1246 model 0 (finishes Fri 23:49 -- 1005/h)
20241101-22:34:46 nb_validated 1172 model 3 (finishes Fri 23:59 -- 943/h)
20241101-22:34:50 nb_validated 1249 model 4 (finishes Fri 23:49 -- 1004/h)
20241101-22:35:04 nb_validated 1176 model 0 (finishes Fri 23:59 -- 942/h)
20241101-22:35:08 nb_validated 1258 model 1 (finishes Fri 23:49 -- 1007/h)
20241101-22:35:22 nb_validated 1179 model 2 (finishes Fri 23:59 -- 941/h)
20241101-22:35:25 nb_validated 1262 model 2 (finishes Fri 23:49 -- 1006/h)
20241101-22:35:40 nb_validated 1188 model 1 (finishes Fri 23:59 -- 944/h)
20241101-22:35:43 nb_validated 1266 model 2 (finishes Fri 23:49 -- 1005/h)
20241101-22:35:57 nb_validated 1193 model 2 (finishes Fri 23:58 -- 944/h)
20241101-22:36:01 nb_validated 1273 model 3 (finishes Fri 23:49 -- 1007/h)
20241101-22:36:15 nb_validated 1199 model 2 (finishes Fri 23:58 -- 945/h)
20241101-22:36:19 nb_validated 1279 model 4 (finishes Fri 23:48 -- 1008/h)
20241101-22:36:33 nb_validated 1204 model 4 (finishes Fri 23:58 -- 946/h)
20241101-22:36:37 nb_validated 1284 model 1 (finishes Fri 23:48 -- 1008/h)
20241101-22:36:51 nb_validated 1212 model 1 (finishes Fri 23:58 -- 948/h)
20241101-22:36:55 nb_validated 1289 model 0 (finishes Fri 23:48 -- 1008/h)
20241101-22:37:09 nb_validated 1214 model 1 (finishes Fri 23:58 -- 946/h)
20241101-22:37:12 nb_validated 1292 model 2 (finishes Fri 23:49 -- 1006/h)
20241101-22:37:27 nb_validated 1217 model 3 (finishes Fri 23:58 -- 945/h)
20241101-22:37:30 nb_validated 1295 model 3 (finishes Fri 23:49 -- 1005/h)
20241101-22:37:45 nb_validated 1224 model 1 (finishes Fri 23:58 -- 946/h)
20241101-22:37:48 nb_validated 1297 model 1 (finishes Fri 23:49 -- 1002/h)
20241101-22:38:03 nb_validated 1225 model 4 (finishes Fri 23:59 -- 944/h)
20241101-22:38:06 nb_validated 1302 model 2 (finishes Fri 23:49 -- 1002/h)
20241101-22:38:21 nb_validated 1228 model 4 (finishes Fri 23:59 -- 942/h)
20241101-22:38:24 nb_validated 1306 model 1 (finishes Fri 23:49 -- 1002/h)
20241101-22:38:39 nb_validated 1231 model 3 (finishes Fri 23:59 -- 941/h)
20241101-22:38:41 nb_validated 1311 model 3 (finishes Fri 23:49 -- 1002/h)
20241101-22:38:56 nb_validated 1232 model 4 (finishes Fri 23:59 -- 938/h)
20241101-22:38:59 nb_validated 1320 model 0 (finishes Fri 23:49 -- 1005/h)
20241101-22:39:14 nb_validated 1237 model 3 (finishes Fri 23:59 -- 938/h)
20241101-22:39:17 nb_validated 1321 model 3 (finishes Fri 23:49 -- 1002/h)
20241101-22:39:33 nb_validated 1240 model 4 (finishes Sat 00:00 -- 937/h)
20241101-22:39:35 nb_validated 1324 model 1 (finishes Fri 23:50 -- 1000/h)
20241101-22:39:50 nb_validated 1245 model 2 (finishes Sat 00:00 -- 937/h)
20241101-22:39:53 nb_validated 1324 model 4 (finishes Fri 23:50 -- 996/h)
20241101-22:40:08 nb_validated 1249 model 4 (finishes Sat 00:00 -- 937/h)
20241101-22:40:11 nb_validated 1330 model 1 (finishes Fri 23:50 -- 997/h)
20241101-22:40:27 nb_validated 1258 model 0 (finishes Fri 23:59 -- 940/h)
20241101-22:40:29 nb_validated 1334 model 0 (finishes Fri 23:50 -- 996/h)
20241101-22:40:45 nb_validated 1261 model 2 (finishes Fri 23:59 -- 939/h)
20241101-22:40:47 nb_validated 1336 model 4 (finishes Fri 23:51 -- 994/h)
20241101-22:41:03 nb_validated 1269 model 1 (finishes Fri 23:59 -- 941/h)
20241101-22:41:05 nb_validated 1340 model 4 (finishes Fri 23:51 -- 993/h)
20241101-22:41:21 nb_validated 1277 model 0 (finishes Fri 23:59 -- 944/h)
20241101-22:41:23 nb_validated 1347 model 2 (finishes Fri 23:50 -- 995/h)
20241101-22:41:39 nb_validated 1279 model 3 (finishes Fri 23:59 -- 942/h)
20241101-22:41:40 nb_validated 1351 model 2 (finishes Fri 23:50 -- 994/h)
20241101-22:41:57 nb_validated 1284 model 3 (finishes Fri 23:59 -- 942/h)
20241101-22:41:59 nb_validated 1355 model 1 (finishes Fri 23:51 -- 994/h)
20241101-22:42:15 nb_validated 1291 model 1 (finishes Fri 23:59 -- 944/h)
20241101-22:42:17 nb_validated 1359 model 3 (finishes Fri 23:51 -- 993/h)
20241101-22:42:33 nb_validated 1295 model 0 (finishes Fri 23:59 -- 943/h)
20241101-22:42:35 nb_validated 1368 model 3 (finishes Fri 23:50 -- 996/h)
20241101-22:42:51 nb_validated 1303 model 0 (finishes Fri 23:58 -- 945/h)
20241101-22:42:53 nb_validated 1375 model 4 (finishes Fri 23:50 -- 997/h)
20241101-22:43:09 nb_validated 1307 model 2 (finishes Fri 23:58 -- 945/h)
20241101-22:43:11 nb_validated 1376 model 2 (finishes Fri 23:50 -- 994/h)
20241101-22:43:27 nb_validated 1312 model 0 (finishes Fri 23:58 -- 945/h)
20241101-22:43:28 nb_validated 1382 model 3 (finishes Fri 23:50 -- 995/h)
20241101-22:43:45 nb_validated 1316 model 3 (finishes Fri 23:58 -- 945/h)
20241101-22:43:46 nb_validated 1382 model 4 (finishes Fri 23:51 -- 992/h)
20241101-22:44:03 nb_validated 1322 model 4 (finishes Fri 23:58 -- 945/h)
20241101-22:44:04 nb_validated 1387 model 1 (finishes Fri 23:51 -- 992/h)
20241101-22:44:21 nb_validated 1326 model 0 (finishes Fri 23:58 -- 945/h)
20241101-22:44:22 nb_validated 1391 model 3 (finishes Fri 23:51 -- 991/h)
20241101-22:44:39 nb_validated 1331 model 0 (finishes Fri 23:58 -- 945/h)
20241101-22:44:40 nb_validated 1393 model 4 (finishes Fri 23:51 -- 989/h)
20241101-22:44:57 nb_validated 1342 model 0 (finishes Fri 23:58 -- 950/h)
20241101-22:44:58 nb_validated 1397 model 2 (finishes Fri 23:51 -- 988/h)
20241101-22:45:15 nb_validated 1347 model 2 (finishes Fri 23:58 -- 950/h)
20241101-22:45:16 nb_validated 1400 model 0 (finishes Fri 23:52 -- 987/h)
20241101-22:45:33 nb_validated 1348 model 2 (finishes Fri 23:58 -- 947/h)
20241101-22:45:34 nb_validated 1405 model 1 (finishes Fri 23:52 -- 987/h)
20241101-22:45:51 nb_validated 1355 model 0 (finishes Fri 23:58 -- 949/h)
20241101-22:45:52 nb_validated 1408 model 2 (finishes Fri 23:52 -- 986/h)
20241101-22:46:09 nb_validated 1362 model 1 (finishes Fri 23:57 -- 950/h)
20241101-22:46:10 nb_validated 1413 model 3 (finishes Fri 23:52 -- 986/h)
20241101-22:46:27 nb_validated 1371 model 3 (finishes Fri 23:57 -- 953/h)
20241101-22:46:28 nb_validated 1417 model 1 (finishes Fri 23:52 -- 985/h)
20241101-22:46:45 nb_validated 1376 model 3 (finishes Fri 23:57 -- 953/h)
20241101-22:46:46 nb_validated 1422 model 2 (finishes Fri 23:52 -- 985/h)
20241101-22:47:03 nb_validated 1378 model 3 (finishes Fri 23:57 -- 951/h)
20241101-22:47:04 nb_validated 1431 model 0 (finishes Fri 23:51 -- 988/h)
20241101-22:47:21 nb_validated 1381 model 3 (finishes Fri 23:57 -- 950/h)
20241101-22:47:22 nb_validated 1436 model 4 (finishes Fri 23:51 -- 988/h)
20241101-22:47:38 nb_validated 1385 model 2 (finishes Fri 23:58 -- 950/h)
20241101-22:47:40 nb_validated 1437 model 2 (finishes Fri 23:52 -- 985/h)
20241101-22:47:56 nb_validated 1391 model 0 (finishes Fri 23:57 -- 951/h)
20241101-22:47:58 nb_validated 1439 model 1 (finishes Fri 23:52 -- 983/h)
20241101-22:48:14 nb_validated 1402 model 1 (finishes Fri 23:57 -- 955/h)
20241101-22:48:16 nb_validated 1444 model 1 (finishes Fri 23:52 -- 983/h)
20241101-22:48:32 nb_validated 1409 model 3 (finishes Fri 23:56 -- 956/h)
20241101-22:48:34 nb_validated 1445 model 1 (finishes Fri 23:53 -- 981/h)
20241101-22:48:50 nb_validated 1410 model 4 (finishes Fri 23:57 -- 954/h)
20241101-22:48:51 nb_validated 1450 model 2 (finishes Fri 23:53 -- 981/h)
20241101-22:49:08 nb_validated 1414 model 1 (finishes Fri 23:57 -- 953/h)
20241101-22:49:09 nb_validated 1455 model 3 (finishes Fri 23:53 -- 981/h)
20241101-22:49:25 nb_validated 1418 model 3 (finishes Fri 23:57 -- 953/h)
20241101-22:49:27 nb_validated 1459 model 2 (finishes Fri 23:53 -- 980/h)
20241101-22:49:43 nb_validated 1422 model 2 (finishes Fri 23:57 -- 953/h)
20241101-22:49:45 nb_validated 1466 model 1 (finishes Fri 23:52 -- 982/h)
20241101-22:50:01 nb_validated 1430 model 2 (finishes Fri 23:57 -- 955/h)
20241101-22:50:03 nb_validated 1476 model 1 (finishes Fri 23:52 -- 985/h)
20241101-22:50:19 nb_validated 1433 model 1 (finishes Fri 23:57 -- 954/h)
20241101-22:50:20 nb_validated 1479 model 3 (finishes Fri 23:52 -- 984/h)
20241101-22:50:37 nb_validated 1435 model 3 (finishes Fri 23:57 -- 952/h)
20241101-22:50:39 nb_validated 1481 model 1 (finishes Fri 23:52 -- 982/h)
20241101-22:50:55 nb_validated 1438 model 0 (finishes Fri 23:57 -- 951/h)
20241101-22:50:56 nb_validated 1485 model 2 (finishes Fri 23:52 -- 981/h)
20241101-22:51:13 nb_validated 1440 model 2 (finishes Fri 23:58 -- 949/h)
20241101-22:51:14 nb_validated 1492 model 0 (finishes Fri 23:52 -- 983/h)
20241101-22:51:31 nb_validated 1447 model 0 (finishes Fri 23:57 -- 950/h)
20241101-22:51:33 nb_validated 1498 model 1 (finishes Fri 23:52 -- 983/h)
20241101-22:51:49 nb_validated 1451 model 0 (finishes Fri 23:58 -- 950/h)
20241101-22:51:51 nb_validated 1504 model 1 (finishes Fri 23:52 -- 984/h)
20241101-22:52:07 nb_validated 1457 model 0 (finishes Fri 23:57 -- 951/h)
20241101-22:52:09 nb_validated 1510 model 0 (finishes Fri 23:52 -- 985/h)
20241101-22:52:25 nb_validated 1466 model 3 (finishes Fri 23:57 -- 953/h)
20241101-22:52:27 nb_validated 1511 model 1 (finishes Fri 23:52 -- 982/h)
20241101-22:52:43 nb_validated 1472 model 4 (finishes Fri 23:57 -- 954/h)
20241101-22:52:45 nb_validated 1514 model 2 (finishes Fri 23:53 -- 981/h)
20241101-22:53:01 nb_validated 1478 model 0 (finishes Fri 23:57 -- 955/h)
20241101-22:53:03 nb_validated 1520 model 0 (finishes Fri 23:52 -- 982/h)
20241101-22:53:19 nb_validated 1484 model 0 (finishes Fri 23:57 -- 956/h)
20241101-22:53:21 nb_validated 1526 model 1 (finishes Fri 23:52 -- 982/h)
20241101-22:53:37 nb_validated 1489 model 2 (finishes Fri 23:57 -- 956/h)
20241101-22:53:39 nb_validated 1530 model 0 (finishes Fri 23:52 -- 982/h)
20241101-22:53:55 nb_validated 1493 model 1 (finishes Fri 23:57 -- 955/h)
20241101-22:53:57 nb_validated 1535 model 0 (finishes Fri 23:52 -- 982/h)
20241101-22:54:13 nb_validated 1502 model 4 (finishes Fri 23:56 -- 958/h)
20241101-22:54:16 nb_validated 1538 model 0 (finishes Fri 23:53 -- 981/h)
20241101-22:54:30 nb_validated 1504 model 4 (finishes Fri 23:56 -- 956/h)
20241101-22:54:34 nb_validated 1543 model 0 (finishes Fri 23:53 -- 981/h)
20241101-22:54:48 nb_validated 1512 model 4 (finishes Fri 23:56 -- 958/h)
20241101-22:54:52 nb_validated 1547 model 0 (finishes Fri 23:53 -- 980/h)
20241101-22:55:06 nb_validated 1516 model 4 (finishes Fri 23:56 -- 958/h)
20241101-22:55:10 nb_validated 1555 model 0 (finishes Fri 23:52 -- 982/h)
20241101-22:55:24 nb_validated 1521 model 4 (finishes Fri 23:56 -- 958/h)
20241101-22:55:28 nb_validated 1560 model 2 (finishes Fri 23:52 -- 982/h)
20241101-22:55:42 nb_validated 1523 model 4 (finishes Fri 23:56 -- 956/h)
20241101-22:55:46 nb_validated 1565 model 3 (finishes Fri 23:52 -- 982/h)
20241101-22:56:00 nb_validated 1527 model 3 (finishes Fri 23:57 -- 956/h)
20241101-22:56:04 nb_validated 1571 model 1 (finishes Fri 23:52 -- 983/h)
20241101-22:56:17 nb_validated 1532 model 2 (finishes Fri 23:57 -- 956/h)
20241101-22:56:22 nb_validated 1577 model 1 (finishes Fri 23:52 -- 983/h)
20241101-22:56:35 nb_validated 1538 model 0 (finishes Fri 23:56 -- 957/h)
20241101-22:56:40 nb_validated 1585 model 3 (finishes Fri 23:52 -- 985/h)
20241101-22:56:54 nb_validated 1543 model 0 (finishes Fri 23:56 -- 957/h)
20241101-22:56:57 nb_validated 1589 model 2 (finishes Fri 23:52 -- 985/h)
20241101-22:57:12 nb_validated 1545 model 3 (finishes Fri 23:57 -- 955/h)
20241101-22:57:15 nb_validated 1593 model 3 (finishes Fri 23:52 -- 984/h)
20241101-22:57:29 nb_validated 1545 model 3 (finishes Fri 23:57 -- 952/h)
20241101-22:57:33 nb_validated 1595 model 1 (finishes Fri 23:52 -- 982/h)
20241101-22:57:47 nb_validated 1549 model 0 (finishes Fri 23:57 -- 952/h)
20241101-22:57:51 nb_validated 1601 model 1 (finishes Fri 23:52 -- 983/h)
20241101-22:58:05 nb_validated 1551 model 2 (finishes Fri 23:57 -- 950/h)
20241101-22:58:09 nb_validated 1605 model 3 (finishes Fri 23:52 -- 983/h)
20241101-22:58:23 nb_validated 1555 model 4 (finishes Fri 23:58 -- 950/h)
20241101-22:58:27 nb_validated 1611 model 3 (finishes Fri 23:52 -- 983/h)
20241101-22:58:41 nb_validated 1558 model 4 (finishes Fri 23:58 -- 949/h)
20241101-22:58:45 nb_validated 1617 model 0 (finishes Fri 23:52 -- 984/h)
20241101-22:58:59 nb_validated 1560 model 0 (finishes Fri 23:58 -- 947/h)
20241101-22:59:03 nb_validated 1621 model 4 (finishes Fri 23:52 -- 983/h)
20241101-22:59:17 nb_validated 1566 model 0 (finishes Fri 23:58 -- 948/h)
20241101-22:59:21 nb_validated 1626 model 2 (finishes Fri 23:52 -- 983/h)
20241101-22:59:34 nb_validated 1569 model 2 (finishes Fri 23:58 -- 947/h)
20241101-22:59:39 nb_validated 1634 model 2 (finishes Fri 23:52 -- 985/h)
20241101-22:59:52 nb_validated 1574 model 4 (finishes Fri 23:58 -- 947/h)
20241101-22:59:56 nb_validated 1640 model 3 (finishes Fri 23:52 -- 986/h)
20241101-23:00:11 nb_validated 1578 model 1 (finishes Fri 23:58 -- 946/h)
20241101-23:00:14 nb_validated 1644 model 4 (finishes Fri 23:52 -- 986/h)
20241101-23:00:29 nb_validated 1580 model 3 (finishes Fri 23:58 -- 945/h)
20241101-23:00:32 nb_validated 1648 model 0 (finishes Fri 23:52 -- 985/h)
20241101-23:00:47 nb_validated 1586 model 1 (finishes Fri 23:58 -- 946/h)
20241101-23:00:50 nb_validated 1653 model 0 (finishes Fri 23:52 -- 985/h)
20241101-23:01:05 nb_validated 1590 model 0 (finishes Fri 23:58 -- 945/h)
20241101-23:01:08 nb_validated 1655 model 3 (finishes Fri 23:52 -- 983/h)
20241101-23:01:23 nb_validated 1595 model 1 (finishes Fri 23:58 -- 945/h)
20241101-23:01:26 nb_validated 1659 model 1 (finishes Fri 23:52 -- 983/h)
20241101-23:01:41 nb_validated 1599 model 0 (finishes Fri 23:58 -- 945/h)
20241101-23:01:44 nb_validated 1662 model 4 (finishes Fri 23:52 -- 982/h)
20241101-23:01:59 nb_validated 1607 model 1 (finishes Fri 23:58 -- 947/h)
20241101-23:02:02 nb_validated 1670 model 1 (finishes Fri 23:52 -- 983/h)
20241101-23:02:17 nb_validated 1613 model 0 (finishes Fri 23:58 -- 947/h)
20241101-23:02:20 nb_validated 1675 model 4 (finishes Fri 23:52 -- 983/h)
20241101-23:02:35 nb_validated 1616 model 3 (finishes Fri 23:58 -- 946/h)
20241101-23:02:38 nb_validated 1678 model 2 (finishes Fri 23:52 -- 982/h)
20241101-23:02:53 nb_validated 1620 model 1 (finishes Fri 23:58 -- 946/h)
20241101-23:02:56 nb_validated 1685 model 3 (finishes Fri 23:52 -- 984/h)
20241101-23:03:11 nb_validated 1625 model 0 (finishes Fri 23:58 -- 946/h)
20241101-23:03:14 nb_validated 1689 model 1 (finishes Fri 23:52 -- 983/h)
20241101-23:03:28 nb_validated 1627 model 2 (finishes Fri 23:58 -- 945/h)
20241101-23:03:32 nb_validated 1693 model 1 (finishes Fri 23:52 -- 982/h)
20241101-23:03:46 nb_validated 1630 model 2 (finishes Fri 23:59 -- 944/h)
20241101-23:03:50 nb_validated 1697 model 1 (finishes Fri 23:52 -- 982/h)
20241101-23:04:04 nb_validated 1637 model 0 (finishes Fri 23:58 -- 945/h)
20241101-23:04:08 nb_validated 1704 model 2 (finishes Fri 23:52 -- 983/h)
20241101-23:04:22 nb_validated 1640 model 1 (finishes Fri 23:59 -- 944/h)
20241101-23:04:26 nb_validated 1707 model 3 (finishes Fri 23:52 -- 982/h)
20241101-23:04:40 nb_validated 1641 model 0 (finishes Fri 23:59 -- 942/h)
20241101-23:04:44 nb_validated 1709 model 2 (finishes Fri 23:53 -- 980/h)
20241101-23:04:58 nb_validated 1646 model 2 (finishes Fri 23:59 -- 942/h)
20241101-23:05:02 nb_validated 1711 model 0 (finishes Fri 23:53 -- 979/h)
20241101-23:05:16 nb_validated 1651 model 1 (finishes Fri 23:59 -- 942/h)
20241101-23:05:20 nb_validated 1718 model 3 (finishes Fri 23:53 -- 980/h)
20241101-23:05:34 nb_validated 1653 model 2 (finishes Fri 23:59 -- 941/h)
20241101-23:05:38 nb_validated 1723 model 0 (finishes Fri 23:53 -- 980/h)
20241101-23:05:52 nb_validated 1657 model 3 (finishes Fri 23:59 -- 940/h)
20241101-23:05:56 nb_validated 1727 model 4 (finishes Fri 23:53 -- 979/h)
20241101-23:06:10 nb_validated 1664 model 1 (finishes Fri 23:59 -- 942/h)
20241101-23:06:14 nb_validated 1732 model 0 (finishes Fri 23:53 -- 979/h)
20241101-23:06:28 nb_validated 1667 model 3 (finishes Fri 23:59 -- 941/h)
20241101-23:06:32 nb_validated 1738 model 2 (finishes Fri 23:53 -- 980/h)
20241101-23:06:46 nb_validated 1677 model 0 (finishes Fri 23:59 -- 944/h)
20241101-23:06:50 nb_validated 1745 model 2 (finishes Fri 23:52 -- 981/h)
20241101-23:07:04 nb_validated 1682 model 1 (finishes Fri 23:59 -- 944/h)
20241101-23:07:08 nb_validated 1749 model 3 (finishes Fri 23:53 -- 981/h)
20241101-23:07:22 nb_validated 1691 model 1 (finishes Fri 23:58 -- 946/h)
20241101-23:07:26 nb_validated 1759 model 3 (finishes Fri 23:52 -- 984/h)
20241101-23:07:40 nb_validated 1696 model 2 (finishes Fri 23:58 -- 946/h)
20241101-23:07:43 nb_validated 1762 model 2 (finishes Fri 23:52 -- 983/h)
20241101-23:07:58 nb_validated 1704 model 1 (finishes Fri 23:58 -- 948/h)
20241101-23:08:01 nb_validated 1768 model 0 (finishes Fri 23:52 -- 983/h)
20241101-23:08:16 nb_validated 1712 model 0 (finishes Fri 23:58 -- 950/h)
20241101-23:08:19 nb_validated 1775 model 2 (finishes Fri 23:52 -- 984/h)
20241101-23:08:34 nb_validated 1717 model 0 (finishes Fri 23:58 -- 950/h)
20241101-23:08:37 nb_validated 1786 model 4 (finishes Fri 23:51 -- 988/h)
20241101-23:08:52 nb_validated 1723 model 1 (finishes Fri 23:57 -- 951/h)
20241101-23:08:55 nb_validated 1791 model 0 (finishes Fri 23:51 -- 988/h)
20241101-23:09:10 nb_validated 1725 model 4 (finishes Fri 23:58 -- 949/h)
20241101-23:09:13 nb_validated 1795 model 4 (finishes Fri 23:52 -- 987/h)
20241101-23:09:28 nb_validated 1732 model 1 (finishes Fri 23:57 -- 951/h)
20241101-23:09:32 nb_validated 1798 model 1 (finishes Fri 23:52 -- 986/h)
20241101-23:09:46 nb_validated 1741 model 1 (finishes Fri 23:57 -- 953/h)
20241101-23:09:49 nb_validated 1804 model 4 (finishes Fri 23:52 -- 987/h)
20241101-23:10:04 nb_validated 1746 model 4 (finishes Fri 23:57 -- 953/h)
20241101-23:10:07 nb_validated 1807 model 0 (finishes Fri 23:52 -- 986/h)
20241101-23:10:22 nb_validated 1749 model 3 (finishes Fri 23:57 -- 952/h)
20241101-23:10:25 nb_validated 1814 model 2 (finishes Fri 23:52 -- 987/h)
20241101-23:10:40 nb_validated 1754 model 2 (finishes Fri 23:57 -- 952/h)
20241101-23:10:43 nb_validated 1819 model 4 (finishes Fri 23:52 -- 987/h)
20241101-23:10:58 nb_validated 1757 model 4 (finishes Fri 23:57 -- 951/h)
20241101-23:11:01 nb_validated 1821 model 4 (finishes Fri 23:52 -- 985/h)
20241101-23:11:16 nb_validated 1762 model 2 (finishes Fri 23:57 -- 951/h)
20241101-23:11:19 nb_validated 1825 model 0 (finishes Fri 23:52 -- 985/h)
20241101-23:11:34 nb_validated 1766 model 2 (finishes Fri 23:57 -- 951/h)
20241101-23:11:36 nb_validated 1831 model 0 (finishes Fri 23:52 -- 986/h)
20241101-23:11:51 nb_validated 1773 model 0 (finishes Fri 23:57 -- 952/h)
20241101-23:11:54 nb_validated 1836 model 2 (finishes Fri 23:52 -- 986/h)
20241101-23:12:10 nb_validated 1777 model 4 (finishes Fri 23:57 -- 952/h)
20241101-23:12:12 nb_validated 1840 model 0 (finishes Fri 23:52 -- 985/h)
20241101-23:12:28 nb_validated 1789 model 0 (finishes Fri 23:57 -- 956/h)
20241101-23:12:29 nb_validated 1845 model 3 (finishes Fri 23:52 -- 985/h)
20241101-23:12:46 nb_validated 1792 model 3 (finishes Fri 23:57 -- 955/h)
20241101-23:12:47 nb_validated 1849 model 4 (finishes Fri 23:52 -- 985/h)
20241101-23:13:04 nb_validated 1799 model 0 (finishes Fri 23:57 -- 956/h)
20241101-23:13:05 nb_validated 1855 model 1 (finishes Fri 23:52 -- 985/h)
20241101-23:13:22 nb_validated 1802 model 4 (finishes Fri 23:57 -- 955/h)
20241101-23:13:23 nb_validated 1857 model 4 (finishes Fri 23:52 -- 984/h)
20241101-23:13:40 nb_validated 1807 model 3 (finishes Fri 23:57 -- 955/h)
20241101-23:13:41 nb_validated 1863 model 3 (finishes Fri 23:52 -- 984/h)
20241101-23:13:58 nb_validated 1810 model 4 (finishes Fri 23:57 -- 954/h)
20241101-23:13:59 nb_validated 1869 model 3 (finishes Fri 23:52 -- 985/h)
20241101-23:14:16 nb_validated 1815 model 2 (finishes Fri 23:57 -- 954/h)
20241101-23:14:17 nb_validated 1873 model 1 (finishes Fri 23:52 -- 985/h)
20241101-23:14:33 nb_validated 1820 model 2 (finishes Fri 23:57 -- 954/h)
20241101-23:14:35 nb_validated 1880 model 4 (finishes Fri 23:52 -- 986/h)
20241101-23:14:51 nb_validated 1826 model 3 (finishes Fri 23:57 -- 955/h)
20241101-23:14:53 nb_validated 1889 model 0 (finishes Fri 23:51 -- 988/h)
20241101-23:15:09 nb_validated 1834 model 0 (finishes Fri 23:56 -- 957/h)
20241101-23:15:11 nb_validated 1892 model 2 (finishes Fri 23:52 -- 987/h)
20241101-23:15:27 nb_validated 1839 model 4 (finishes Fri 23:56 -- 957/h)
20241101-23:15:29 nb_validated 1897 model 1 (finishes Fri 23:52 -- 987/h)
20241101-23:15:45 nb_validated 1844 model 0 (finishes Fri 23:56 -- 957/h)
20241101-23:15:47 nb_validated 1901 model 1 (finishes Fri 23:52 -- 986/h)
20241101-23:16:03 nb_validated 1849 model 3 (finishes Fri 23:56 -- 957/h)
20241101-23:16:05 nb_validated 1907 model 1 (finishes Fri 23:52 -- 987/h)
20241101-23:16:21 nb_validated 1852 model 4 (finishes Fri 23:56 -- 956/h)
20241101-23:16:23 nb_validated 1912 model 3 (finishes Fri 23:52 -- 987/h)
20241101-23:16:38 nb_validated 1853 model 0 (finishes Fri 23:57 -- 954/h)
20241101-23:16:41 nb_validated 1912 model 3 (finishes Fri 23:52 -- 984/h)
20241101-23:16:56 nb_validated 1854 model 2 (finishes Fri 23:57 -- 952/h)
20241101-23:16:59 nb_validated 1917 model 2 (finishes Fri 23:52 -- 984/h)
20241101-23:17:15 nb_validated 1859 model 0 (finishes Fri 23:57 -- 952/h)
20241101-23:17:17 nb_validated 1921 model 0 (finishes Fri 23:52 -- 984/h)
20241101-23:17:33 nb_validated 1863 model 0 (finishes Fri 23:57 -- 952/h)
20241101-23:17:35 nb_validated 1932 model 3 (finishes Fri 23:52 -- 987/h)
20241101-23:17:51 nb_validated 1864 model 4 (finishes Fri 23:57 -- 950/h)
20241101-23:17:52 nb_validated 1937 model 2 (finishes Fri 23:52 -- 987/h)
20241101-23:18:09 nb_validated 1870 model 4 (finishes Fri 23:57 -- 951/h)
20241101-23:18:10 nb_validated 1944 model 2 (finishes Fri 23:51 -- 988/h)
20241101-23:18:27 nb_validated 1875 model 1 (finishes Fri 23:57 -- 951/h)
20241101-23:18:29 nb_validated 1952 model 1 (finishes Fri 23:51 -- 990/h)
20241101-23:18:45 nb_validated 1884 model 2 (finishes Fri 23:57 -- 953/h)
20241101-23:18:47 nb_validated 1956 model 0 (finishes Fri 23:51 -- 989/h)
20241101-23:19:02 nb_validated 1885 model 1 (finishes Fri 23:57 -- 951/h)
20241101-23:19:05 nb_validated 1959 model 3 (finishes Fri 23:51 -- 988/h)
20241101-23:19:20 nb_validated 1893 model 2 (finishes Fri 23:57 -- 953/h)
20241101-23:19:23 nb_validated 1962 model 1 (finishes Fri 23:52 -- 987/h)
20241101-23:19:38 nb_validated 1896 model 1 (finishes Fri 23:57 -- 952/h)
20241101-23:19:41 nb_validated 1966 model 3 (finishes Fri 23:52 -- 987/h)
20241101-23:19:56 nb_validated 1901 model 1 (finishes Fri 23:57 -- 952/h)
20241101-23:19:59 nb_validated 1968 model 1 (finishes Fri 23:52 -- 985/h)
20241101-23:20:14 nb_validated 1903 model 3 (finishes Fri 23:57 -- 951/h)
20241101-23:20:17 nb_validated 1971 model 1 (finishes Fri 23:52 -- 984/h)
20241101-23:20:32 nb_validated 1910 model 0 (finishes Fri 23:57 -- 952/h)
20241101-23:20:35 nb_validated 1980 model 1 (finishes Fri 23:52 -- 986/h)
20241101-23:20:50 nb_validated 1912 model 2 (finishes Fri 23:57 -- 950/h)
20241101-23:20:53 nb_validated 1984 model 1 (finishes Fri 23:52 -- 986/h)
20241101-23:21:08 nb_validated 1917 model 0 (finishes Fri 23:57 -- 951/h)
20241101-23:21:11 nb_validated 1987 model 0 (finishes Fri 23:52 -- 985/h)
20241101-23:21:26 nb_validated 1918 model 3 (finishes Fri 23:58 -- 949/h)
20241101-23:21:30 nb_validated 1992 model 1 (finishes Fri 23:52 -- 985/h)
20241101-23:21:44 nb_validated 1922 model 4 (finishes Fri 23:58 -- 948/h)
20241101-23:21:47 nb_validated 1998 model 2 (finishes Fri 23:52 -- 985/h)
20241101-23:22:02 nb_validated 1925 model 2 (finishes Fri 23:58 -- 948/h)
20241101-23:22:05 nb_validated 2001 model 2 (finishes Fri 23:52 -- 984/h)
20241101-23:22:20 nb_validated 1929 model 4 (finishes Fri 23:58 -- 947/h)
20241101-23:22:23 nb_validated 2004 model 2 (finishes Fri 23:52 -- 984/h)
20241101-23:22:38 nb_validated 1934 model 0 (finishes Fri 23:58 -- 947/h)
20241101-23:22:41 nb_validated 2012 model 0 (finishes Fri 23:52 -- 985/h)
20241101-23:22:56 nb_validated 1939 model 4 (finishes Fri 23:58 -- 947/h)
20241101-23:22:59 nb_validated 2016 model 0 (finishes Fri 23:52 -- 985/h)
20241101-23:23:14 nb_validated 1942 model 1 (finishes Fri 23:58 -- 947/h)
20241101-23:23:17 nb_validated 2024 model 4 (finishes Fri 23:52 -- 986/h)
20241101-23:23:32 nb_validated 1943 model 0 (finishes Fri 23:58 -- 945/h)
20241101-23:23:35 nb_validated 2027 model 0 (finishes Fri 23:52 -- 985/h)
20241101-23:23:50 nb_validated 1949 model 3 (finishes Fri 23:58 -- 945/h)
20241101-23:23:53 nb_validated 2035 model 1 (finishes Fri 23:52 -- 987/h)
20241101-23:24:08 nb_validated 1953 model 4 (finishes Fri 23:58 -- 945/h)
20241101-23:24:11 nb_validated 2043 model 1 (finishes Fri 23:51 -- 988/h)
20241101-23:24:26 nb_validated 1959 model 1 (finishes Fri 23:58 -- 946/h)
20241101-23:24:29 nb_validated 2057 model 1 (finishes Fri 23:51 -- 992/h)
20241101-23:24:44 nb_validated 1963 model 4 (finishes Fri 23:58 -- 945/h)
20241101-23:24:47 nb_validated 2060 model 4 (finishes Fri 23:51 -- 992/h)
20241101-23:25:02 nb_validated 1973 model 1 (finishes Fri 23:58 -- 948/h)
20241101-23:25:05 nb_validated 2067 model 2 (finishes Fri 23:51 -- 993/h)
20241101-23:25:20 nb_validated 1978 model 1 (finishes Fri 23:58 -- 948/h)
20241101-23:25:23 nb_validated 2071 model 3 (finishes Fri 23:51 -- 992/h)
20241101-23:25:38 nb_validated 1978 model 2 (finishes Fri 23:58 -- 946/h)
20241101-23:25:41 nb_validated 2075 model 1 (finishes Fri 23:51 -- 992/h)
20241101-23:25:57 nb_validated 1982 model 0 (finishes Fri 23:58 -- 945/h)
20241101-23:26:00 nb_validated 2080 model 1 (finishes Fri 23:51 -- 992/h)
20241101-23:26:15 nb_validated 1988 model 3 (finishes Fri 23:58 -- 946/h)
20241101-23:26:18 nb_validated 2089 model 1 (finishes Fri 23:51 -- 993/h)
20241101-23:26:33 nb_validated 1995 model 0 (finishes Fri 23:58 -- 947/h)
20241101-23:26:36 nb_validated 2097 model 1 (finishes Fri 23:50 -- 995/h)
20241101-23:26:51 nb_validated 1996 model 3 (finishes Fri 23:58 -- 945/h)
20241101-23:26:54 nb_validated 2101 model 0 (finishes Fri 23:50 -- 994/h)
20241101-23:27:09 nb_validated 1999 model 1 (finishes Fri 23:58 -- 944/h)
20241101-23:27:12 nb_validated 2105 model 2 (finishes Fri 23:51 -- 994/h)
20241101-23:27:26 nb_validated 2003 model 2 (finishes Fri 23:59 -- 944/h)
20241101-23:27:30 nb_validated 2113 model 0 (finishes Fri 23:50 -- 995/h)
20241101-23:27:44 nb_validated 2009 model 0 (finishes Fri 23:58 -- 945/h)
20241101-23:27:48 nb_validated 2121 model 1 (finishes Fri 23:50 -- 997/h)
20241101-23:28:02 nb_validated 2016 model 2 (finishes Fri 23:58 -- 946/h)
20241101-23:28:07 nb_validated 2131 model 3 (finishes Fri 23:50 -- 999/h)
20241101-23:28:19 nb_validated 2022 model 2 (finishes Fri 23:58 -- 946/h)
20241101-23:28:25 nb_validated 2133 model 3 (finishes Fri 23:50 -- 998/h)
20241101-23:28:37 nb_validated 2029 model 3 (finishes Fri 23:58 -- 947/h)
20241101-23:28:43 nb_validated 2138 model 1 (finishes Fri 23:50 -- 998/h)
20241101-23:28:56 nb_validated 2033 model 1 (finishes Fri 23:58 -- 947/h)
20241101-23:29:01 nb_validated 2146 model 1 (finishes Fri 23:50 -- 999/h)
20241101-23:29:14 nb_validated 2038 model 0 (finishes Fri 23:58 -- 947/h)
20241101-23:29:19 nb_validated 2151 model 3 (finishes Fri 23:50 -- 999/h)
20241101-23:29:32 nb_validated 2043 model 3 (finishes Fri 23:58 -- 947/h)
20241101-23:29:37 nb_validated 2153 model 3 (finishes Fri 23:50 -- 998/h)
20241101-23:29:49 nb_validated 2052 model 0 (finishes Fri 23:58 -- 949/h)
20241101-23:29:55 nb_validated 2156 model 3 (finishes Fri 23:50 -- 997/h)
20241101-23:30:07 nb_validated 2056 model 2 (finishes Fri 23:58 -- 949/h)
20241101-23:30:13 nb_validated 2159 model 4 (finishes Fri 23:50 -- 996/h)
20241101-23:30:25 nb_validated 2062 model 4 (finishes Fri 23:58 -- 950/h)
20241101-23:30:31 nb_validated 2160 model 0 (finishes Fri 23:51 -- 994/h)
20241101-23:30:42 nb_validated 2066 model 0 (finishes Fri 23:58 -- 949/h)
20241101-23:30:49 nb_validated 2164 model 2 (finishes Fri 23:51 -- 994/h)
20241101-23:31:00 nb_validated 2067 model 4 (finishes Fri 23:58 -- 948/h)
20241101-23:31:07 nb_validated 2169 model 3 (finishes Fri 23:51 -- 994/h)
20241101-23:31:19 nb_validated 2069 model 1 (finishes Fri 23:58 -- 946/h)
20241101-23:31:25 nb_validated 2170 model 1 (finishes Fri 23:51 -- 992/h)
20241101-23:31:37 nb_validated 2073 model 1 (finishes Fri 23:58 -- 946/h)
20241101-23:31:43 nb_validated 2174 model 3 (finishes Fri 23:51 -- 991/h)
20241101-23:31:54 nb_validated 2078 model 0 (finishes Fri 23:58 -- 946/h)
20241101-23:32:01 nb_validated 2178 model 2 (finishes Fri 23:51 -- 991/h)
20241101-23:32:12 nb_validated 2081 model 4 (finishes Fri 23:58 -- 945/h)
20241101-23:32:19 nb_validated 2189 model 1 (finishes Fri 23:51 -- 994/h)
20241101-23:32:30 nb_validated 2088 model 0 (finishes Fri 23:58 -- 946/h)
20241101-23:32:37 nb_validated 2191 model 4 (finishes Fri 23:51 -- 992/h)
20241101-23:32:48 nb_validated 2090 model 4 (finishes Fri 23:58 -- 945/h)
20241101-23:32:55 nb_validated 2197 model 0 (finishes Fri 23:51 -- 993/h)
20241101-23:33:06 nb_validated 2094 model 1 (finishes Fri 23:58 -- 945/h)
20241101-23:33:14 nb_validated 2204 model 1 (finishes Fri 23:51 -- 994/h)
20241101-23:33:24 nb_validated 2098 model 0 (finishes Fri 23:58 -- 945/h)
20241101-23:33:32 nb_validated 2209 model 2 (finishes Fri 23:51 -- 994/h)
20241101-23:33:42 nb_validated 2106 model 1 (finishes Fri 23:58 -- 946/h)
20241101-23:33:49 nb_validated 2213 model 2 (finishes Fri 23:51 -- 993/h)
20241101-23:34:00 nb_validated 2107 model 3 (finishes Fri 23:58 -- 944/h)
20241101-23:34:07 nb_validated 2214 model 3 (finishes Fri 23:51 -- 991/h)
20241101-23:34:18 nb_validated 2109 model 4 (finishes Fri 23:59 -- 943/h)
20241101-23:34:25 nb_validated 2225 model 0 (finishes Fri 23:51 -- 994/h)
20241101-23:34:36 nb_validated 2111 model 4 (finishes Fri 23:59 -- 942/h)
20241101-23:34:43 nb_validated 2232 model 0 (finishes Fri 23:50 -- 995/h)
20241101-23:34:54 nb_validated 2120 model 1 (finishes Fri 23:59 -- 944/h)
20241101-23:35:01 nb_validated 2235 model 2 (finishes Fri 23:51 -- 994/h)
20241101-23:35:12 nb_validated 2124 model 4 (finishes Fri 23:59 -- 943/h)
20241101-23:35:19 nb_validated 2241 model 0 (finishes Fri 23:50 -- 995/h)
20241101-23:35:30 nb_validated 2129 model 4 (finishes Fri 23:59 -- 944/h)
20241101-23:35:36 nb_validated 2248 model 2 (finishes Fri 23:50 -- 996/h)
20241101-23:35:48 nb_validated 2137 model 3 (finishes Fri 23:58 -- 945/h)
20241101-23:35:54 nb_validated 2251 model 3 (finishes Fri 23:50 -- 995/h)
20241101-23:36:06 nb_validated 2140 model 3 (finishes Fri 23:58 -- 944/h)
20241101-23:36:12 nb_validated 2254 model 4 (finishes Fri 23:51 -- 994/h)
20241101-23:36:25 nb_validated 2144 model 1 (finishes Fri 23:59 -- 944/h)
20241101-23:36:30 nb_validated 2259 model 2 (finishes Fri 23:51 -- 994/h)
20241101-23:36:43 nb_validated 2150 model 1 (finishes Fri 23:58 -- 944/h)
20241101-23:36:48 nb_validated 2266 model 1 (finishes Fri 23:50 -- 995/h)
20241101-23:37:01 nb_validated 2156 model 0 (finishes Fri 23:58 -- 945/h)
20241101-23:37:06 nb_validated 2269 model 4 (finishes Fri 23:51 -- 994/h)
20241101-23:37:19 nb_validated 2159 model 3 (finishes Fri 23:58 -- 944/h)
20241101-23:37:24 nb_validated 2273 model 2 (finishes Fri 23:51 -- 993/h)
20241101-23:37:37 nb_validated 2167 model 3 (finishes Fri 23:58 -- 946/h)
20241101-23:37:42 nb_validated 2276 model 4 (finishes Fri 23:51 -- 993/h)
20241101-23:37:55 nb_validated 2171 model 3 (finishes Fri 23:58 -- 945/h)
20241101-23:38:00 nb_validated 2283 model 2 (finishes Fri 23:51 -- 993/h)
20241101-23:38:13 nb_validated 2181 model 1 (finishes Fri 23:58 -- 948/h)
20241101-23:38:18 nb_validated 2291 model 2 (finishes Fri 23:50 -- 995/h)
20241101-23:38:31 nb_validated 2187 model 1 (finishes Fri 23:58 -- 948/h)
20241101-23:38:36 nb_validated 2297 model 1 (finishes Fri 23:50 -- 995/h)
20241101-23:38:49 nb_validated 2192 model 4 (finishes Fri 23:58 -- 948/h)
20241101-23:38:54 nb_validated 2300 model 4 (finishes Fri 23:50 -- 994/h)
20241101-23:39:07 nb_validated 2201 model 0 (finishes Fri 23:57 -- 950/h)
20241101-23:39:13 nb_validated 2311 model 1 (finishes Fri 23:50 -- 997/h)
20241101-23:39:25 nb_validated 2205 model 0 (finishes Fri 23:58 -- 950/h)
20241101-23:39:30 nb_validated 2315 model 0 (finishes Fri 23:50 -- 997/h)
20241101-23:39:43 nb_validated 2209 model 1 (finishes Fri 23:58 -- 949/h)
20241101-23:39:48 nb_validated 2318 model 3 (finishes Fri 23:50 -- 996/h)
20241101-23:40:01 nb_validated 2214 model 1 (finishes Fri 23:58 -- 950/h)
20241101-23:40:06 nb_validated 2322 model 3 (finishes Fri 23:50 -- 995/h)
20241101-23:40:19 nb_validated 2217 model 2 (finishes Fri 23:58 -- 949/h)
20241101-23:40:24 nb_validated 2326 model 2 (finishes Fri 23:50 -- 995/h)
20241101-23:40:37 nb_validated 2220 model 4 (finishes Fri 23:58 -- 948/h)
20241101-23:40:42 nb_validated 2329 model 1 (finishes Fri 23:51 -- 994/h)
20241101-23:40:54 nb_validated 2226 model 3 (finishes Fri 23:58 -- 949/h)
20241101-23:41:00 nb_validated 2332 model 1 (finishes Fri 23:51 -- 993/h)
20241101-23:41:12 nb_validated 2232 model 2 (finishes Fri 23:58 -- 949/h)
20241101-23:41:18 nb_validated 2338 model 1 (finishes Fri 23:51 -- 994/h)
20241101-23:41:30 nb_validated 2244 model 1 (finishes Fri 23:57 -- 952/h)
20241101-23:41:36 nb_validated 2340 model 3 (finishes Fri 23:51 -- 992/h)
20241101-23:41:47 nb_validated 2244 model 2 (finishes Fri 23:57 -- 950/h)
20241101-23:41:54 nb_validated 2351 model 0 (finishes Fri 23:50 -- 995/h)
20241101-23:42:06 nb_validated 2249 model 4 (finishes Fri 23:57 -- 950/h)
20241101-23:42:12 nb_validated 2360 model 0 (finishes Fri 23:50 -- 997/h)
20241101-23:42:24 nb_validated 2258 model 1 (finishes Fri 23:57 -- 952/h)
20241101-23:42:30 nb_validated 2361 model 4 (finishes Fri 23:50 -- 995/h)
20241101-23:42:42 nb_validated 2262 model 0 (finishes Fri 23:57 -- 952/h)
20241101-23:42:48 nb_validated 2368 model 4 (finishes Fri 23:50 -- 996/h)
20241101-23:43:00 nb_validated 2275 model 0 (finishes Fri 23:57 -- 955/h)
20241101-23:43:06 nb_validated 2375 model 0 (finishes Fri 23:50 -- 997/h)
20241101-23:43:17 nb_validated 2278 model 4 (finishes Fri 23:57 -- 955/h)
20241101-23:43:24 nb_validated 2381 model 3 (finishes Fri 23:50 -- 997/h)
20241101-23:43:35 nb_validated 2286 model 0 (finishes Fri 23:57 -- 956/h)
20241101-23:43:42 nb_validated 2386 model 3 (finishes Fri 23:50 -- 997/h)
20241101-23:43:53 nb_validated 2288 model 3 (finishes Fri 23:57 -- 955/h)
20241101-23:44:00 nb_validated 2392 model 3 (finishes Fri 23:50 -- 998/h)
20241101-23:44:11 nb_validated 2292 model 3 (finishes Fri 23:57 -- 955/h)
20241101-23:44:18 nb_validated 2399 model 1 (finishes Fri 23:50 -- 998/h)
20241101-23:44:29 nb_validated 2295 model 4 (finishes Fri 23:57 -- 954/h)
20241101-23:44:36 nb_validated 2401 model 3 (finishes Fri 23:50 -- 997/h)
20241101-23:44:47 nb_validated 2300 model 3 (finishes Fri 23:57 -- 954/h)
20241101-23:44:54 nb_validated 2406 model 3 (finishes Fri 23:50 -- 997/h)
20241101-23:45:05 nb_validated 2301 model 0 (finishes Fri 23:57 -- 952/h)
20241101-23:45:12 nb_validated 2414 model 1 (finishes Fri 23:50 -- 998/h)
20241101-23:45:23 nb_validated 2305 model 0 (finishes Fri 23:57 -- 952/h)
20241101-23:45:30 nb_validated 2419 model 2 (finishes Fri 23:50 -- 998/h)
20241101-23:45:41 nb_validated 2310 model 2 (finishes Fri 23:57 -- 952/h)
20241101-23:45:49 nb_validated 2423 model 0 (finishes Fri 23:50 -- 998/h)
20241101-23:45:59 nb_validated 2315 model 0 (finishes Fri 23:57 -- 952/h)
20241101-23:46:07 nb_validated 2426 model 4 (finishes Fri 23:50 -- 997/h)
20241101-23:46:17 nb_validated 2321 model 1 (finishes Fri 23:57 -- 953/h)
20241101-23:46:25 nb_validated 2429 model 0 (finishes Fri 23:50 -- 996/h)
20241101-23:46:35 nb_validated 2325 model 2 (finishes Fri 23:57 -- 953/h)
20241101-23:46:43 nb_validated 2433 model 3 (finishes Fri 23:50 -- 996/h)
20241101-23:46:53 nb_validated 2330 model 1 (finishes Fri 23:57 -- 953/h)
20241101-23:47:01 nb_validated 2436 model 3 (finishes Fri 23:50 -- 995/h)
20241101-23:47:11 nb_validated 2337 model 0 (finishes Fri 23:57 -- 954/h)
20241101-23:47:19 nb_validated 2440 model 3 (finishes Fri 23:50 -- 995/h)
20241101-23:47:28 nb_validated 2345 model 4 (finishes Fri 23:57 -- 955/h)
20241101-23:47:37 nb_validated 2448 model 0 (finishes Fri 23:50 -- 996/h)
20241101-23:47:46 nb_validated 2351 model 0 (finishes Fri 23:57 -- 955/h)
20241101-23:47:55 nb_validated 2455 model 3 (finishes Fri 23:50 -- 997/h)
20241101-23:48:04 nb_validated 2359 model 2 (finishes Fri 23:56 -- 957/h)
20241101-23:48:13 nb_validated 2458 model 4 (finishes Fri 23:50 -- 996/h)
20241101-23:48:22 nb_validated 2368 model 0 (finishes Fri 23:56 -- 958/h)
20241101-23:48:31 nb_validated 2461 model 3 (finishes Fri 23:50 -- 995/h)
20241101-23:48:40 nb_validated 2372 model 0 (finishes Fri 23:56 -- 958/h)
20241101-23:48:49 nb_validated 2463 model 3 (finishes Fri 23:51 -- 994/h)
20241101-23:48:58 nb_validated 2377 model 2 (finishes Fri 23:56 -- 958/h)
20241101-23:49:07 nb_validated 2468 model 3 (finishes Fri 23:51 -- 994/h)
20241101-23:49:16 nb_validated 2383 model 3 (finishes Fri 23:56 -- 959/h)
20241101-23:49:25 nb_validated 2471 model 3 (finishes Fri 23:51 -- 993/h)
20241101-23:49:34 nb_validated 2385 model 2 (finishes Fri 23:56 -- 958/h)
20241101-23:49:43 nb_validated 2478 model 0 (finishes Fri 23:51 -- 994/h)
20241101-23:49:51 nb_validated 2391 model 3 (finishes Fri 23:56 -- 958/h)
20241101-23:50:02 nb_validated 2488 model 1 (finishes Fri 23:50 -- 996/h)
20241101-23:50:10 nb_validated 2395 model 4 (finishes Fri 23:56 -- 958/h)
20241101-23:50:19 nb_validated 2491 model 4 (finishes Fri 23:50 -- 995/h)
20241101-23:50:27 nb_validated 2400 model 3 (finishes Fri 23:56 -- 958/h)
20241101-23:50:37 nb_validated 2500 model 4 (finishes now! -- 997/h)
20241101-23:50:37 generate_c_quizz_speed 997/h
20241101-23:50:45 nb_validated 2403 model 3 (finishes Fri 23:56 -- 957/h)
20241101-23:51:03 nb_validated 2408 model 0 (finishes Fri 23:56 -- 957/h)
20241101-23:51:20 nb_validated 2415 model 3 (finishes Fri 23:56 -- 958/h)
20241101-23:51:38 nb_validated 2417 model 0 (finishes Fri 23:56 -- 957/h)
20241101-23:51:55 nb_validated 2424 model 1 (finishes Fri 23:56 -- 958/h)
20241101-23:52:12 nb_validated 2427 model 1 (finishes Fri 23:56 -- 957/h)
20241101-23:52:30 nb_validated 2429 model 4 (finishes Fri 23:56 -- 956/h)
20241101-23:52:47 nb_validated 2432 model 3 (finishes Fri 23:57 -- 956/h)
20241101-23:53:05 nb_validated 2434 model 4 (finishes Fri 23:57 -- 955/h)
20241101-23:53:22 nb_validated 2438 model 4 (finishes Fri 23:57 -- 955/h)
20241101-23:53:39 nb_validated 2441 model 3 (finishes Fri 23:57 -- 954/h)
20241101-23:53:57 nb_validated 2446 model 3 (finishes Fri 23:57 -- 954/h)
20241101-23:54:15 nb_validated 2451 model 1 (finishes Fri 23:57 -- 954/h)
20241101-23:54:32 nb_validated 2453 model 4 (finishes Fri 23:57 -- 953/h)
20241101-23:54:50 nb_validated 2457 model 3 (finishes Fri 23:57 -- 953/h)
20241101-23:55:07 nb_validated 2461 model 0 (finishes Fri 23:57 -- 953/h)
20241101-23:55:25 nb_validated 2467 model 2 (finishes Fri 23:57 -- 953/h)
20241101-23:55:42 nb_validated 2473 model 1 (finishes Fri 23:57 -- 954/h)
20241101-23:56:00 nb_validated 2478 model 4 (finishes Fri 23:57 -- 954/h)
20241101-23:56:17 nb_validated 2479 model 4 (finishes Fri 23:57 -- 952/h)
20241101-23:56:35 nb_validated 2487 model 1 (finishes Fri 23:57 -- 954/h)
20241101-23:56:53 nb_validated 2490 model 4 (finishes Fri 23:57 -- 953/h)
20241101-23:57:10 nb_validated 2492 model 0 (finishes Fri 23:57 -- 952/h)
20241101-23:57:28 nb_validated 2497 model 3 (finishes Fri 23:57 -- 952/h)
20241101-23:57:37 generate_c_quizz_speed 953/h
20241101-23:57:45 wrote culture_c_quiz_0408.png
20241101-23:57:45 generated_c_quizzes torch.Size([5001, 400])
20241102-00:00:48 nb_c_quizzes 10003
20241102-00:00:48 weakest_accuracies [0, 0]
20241102-00:00:48 dummy_rand tensor([0.2812])
20241102-00:00:48 dummy_rand tensor([0.7767])
20241102-00:00:48 quiz_set nb_w_quizzes 39997 nb_c_quizzes 10003
20241102-00:00:48 quiz_set nb_w_quizzes 39997 nb_c_quizzes 10003
20241102-00:03:20 train_loss 408 model 0 0.02528736877441406
20241102-00:03:20 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:03:20 train_loss 408 model 1 0.02561163902282715
20241102-00:03:20 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:03:23 test_loss 408 model 0 0.024975967407226563
20241102-00:03:23 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:03:23 test_loss 408 model 1 0.022737369537353516
20241102-00:03:23 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:03:25 test_accuracy 408 model 0 nb_correct 2390 / 2500 (95.60%)
20241102-00:03:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-00:03:25 test_accuracy 408 model 1 nb_correct 2394 / 2500 (95.76%)
20241102-00:03:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-00:03:35 wrote ae_*.pth
20241102-00:03:35 epoch_duration 163min22s next_finish 02:46:58
20241102-00:03:35 wrote state.pth
20241102-00:03:35 --- epoch 409 ----------------------------------------
20241102-00:03:35 current_test_accuracies 0.9560 0.9576 0.0000 0.0000 0.0000
20241102-00:03:35 nb_c_quizzes 10003
20241102-00:03:35 weakest_accuracies [0, 0]
20241102-00:03:35 dummy_rand tensor([0.1715])
20241102-00:03:35 dummy_rand tensor([0.8842])
20241102-00:03:35 quiz_set nb_w_quizzes 39997 nb_c_quizzes 10003
20241102-00:03:35 quiz_set nb_w_quizzes 39997 nb_c_quizzes 10003
20241102-00:06:07 train_loss 409 model 3 0.025923507690429688
20241102-00:06:07 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:06:07 train_loss 409 model 2 0.025044718742370606
20241102-00:06:07 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:06:10 test_loss 409 model 3 0.024738616943359375
20241102-00:06:10 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:06:10 test_loss 409 model 2 0.021694202423095704
20241102-00:06:10 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:06:12 test_accuracy 409 model 3 nb_correct 2396 / 2500 (95.84%)
20241102-00:06:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-00:06:12 test_accuracy 409 model 2 nb_correct 2411 / 2500 (96.44%)
20241102-00:06:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-00:06:22 wrote ae_*.pth
20241102-00:06:22 epoch_duration 2min46s next_finish 00:09:08
20241102-00:06:22 wrote state.pth
20241102-00:06:22 --- epoch 410 ----------------------------------------
20241102-00:06:22 current_test_accuracies 0.9560 0.9576 0.9644 0.9584 0.0000
20241102-00:06:22 nb_c_quizzes 10003
20241102-00:06:22 weakest_accuracies [0, 0.956]
20241102-00:06:22 dummy_rand tensor([0.5849])
20241102-00:06:22 dummy_rand tensor([0.1749])
20241102-00:06:22 quiz_set nb_w_quizzes 39997 nb_c_quizzes 10003
20241102-00:06:22 quiz_set nb_w_quizzes 39997 nb_c_quizzes 10003
20241102-00:08:54 train_loss 410 model 0 0.024749135971069335
20241102-00:08:54 train_loss 410 model 4 0.025276293754577638
20241102-00:08:54 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:08:54 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:08:56 test_loss 410 model 0 0.02317493438720703
20241102-00:08:56 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:08:56 test_loss 410 model 4 0.02485321044921875
20241102-00:08:56 quiz_set nb_w_quizzes 1684 nb_c_quizzes 816
20241102-00:08:59 test_accuracy 410 model 0 nb_correct 2407 / 2500 (96.28%)
20241102-00:08:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-00:08:59 test_accuracy 410 model 4 nb_correct 2434 / 2500 (97.36%)
20241102-00:08:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-00:09:08 wrote ae_*.pth
20241102-00:09:08 epoch_duration 2min46s next_finish 00:11:54
20241102-00:09:08 wrote state.pth
20241102-00:09:08 --- epoch 411 ----------------------------------------
20241102-00:09:08 current_test_accuracies 0.9628 0.9576 0.9644 0.9584 0.9736
20241102-00:09:08 dummy_rand tensor([0.6187])
20241102-00:09:08 dummy_rand tensor([0.6334])
20241102-00:09:17 nb_validated 1 model 3 (finishes Sat 06:24 -- 399/h)
20241102-00:09:17 nb_validated 7 model 2 (finishes Sat 01:04 -- 2725/h)
20241102-00:09:35 nb_validated 7 model 3 (finishes Sat 02:50 -- 928/h)
20241102-00:09:36 nb_validated 12 model 0 (finishes Sat 01:45 -- 1560/h)
20241102-00:09:53 nb_validated 13 model 1 (finishes Sat 02:34 -- 1032/h)
20241102-00:09:54 nb_validated 16 model 1 (finishes Sat 02:09 -- 1247/h)
20241102-00:10:11 nb_validated 18 model 3 (finishes Sat 02:35 -- 1023/h)
20241102-00:10:13 nb_validated 20 model 1 (finishes Sat 02:24 -- 1111/h)
20241102-00:10:29 nb_validated 21 model 4 (finishes Sat 02:50 -- 930/h)
20241102-00:10:31 nb_validated 26 model 3 (finishes Sat 02:22 -- 1126/h)
20241102-00:10:47 nb_validated 27 model 2 (finishes Sat 02:42 -- 978/h)
20241102-00:10:49 nb_validated 31 model 2 (finishes Sat 02:25 -- 1100/h)
20241102-00:11:05 nb_validated 29 model 3 (finishes Sat 02:57 -- 889/h)
20241102-00:11:08 nb_validated 37 model 3 (finishes Sat 02:23 -- 1114/h)
20241102-00:11:24 nb_validated 37 model 3 (finishes Sat 02:42 -- 981/h)
20241102-00:11:26 nb_validated 41 model 1 (finishes Sat 02:29 -- 1068/h)
20241102-00:11:42 nb_validated 41 model 3 (finishes Sat 02:45 -- 957/h)
20241102-00:11:45 nb_validated 51 model 2 (finishes Sat 02:17 -- 1173/h)
20241102-00:12:00 nb_validated 46 model 0 (finishes Sat 02:45 -- 960/h)
20241102-00:12:03 nb_validated 59 model 0 (finishes Sat 02:12 -- 1216/h)
20241102-00:12:18 nb_validated 52 model 2 (finishes Sat 02:41 -- 983/h)
20241102-00:12:21 nb_validated 66 model 2 (finishes Sat 02:10 -- 1232/h)
20241102-00:12:37 nb_validated 60 model 1 (finishes Sat 02:34 -- 1034/h)
20241102-00:12:39 nb_validated 70 model 1 (finishes Sat 02:14 -- 1193/h)
20241102-00:12:55 nb_validated 67 model 0 (finishes Sat 02:30 -- 1063/h)
20241102-00:12:57 nb_validated 75 model 2 (finishes Sat 02:16 -- 1177/h)
20241102-00:13:13 nb_validated 70 model 2 (finishes Sat 02:34 -- 1029/h)
20241102-00:13:15 nb_validated 83 model 4 (finishes Sat 02:13 -- 1208/h)
20241102-00:13:31 nb_validated 73 model 1 (finishes Sat 02:39 -- 998/h)
20241102-00:13:34 nb_validated 91 model 2 (finishes Sat 02:10 -- 1233/h)
20241102-00:13:49 nb_validated 82 model 0 (finishes Sat 02:32 -- 1049/h)
20241102-00:13:52 nb_validated 96 model 2 (finishes Sat 02:12 -- 1216/h)
20241102-00:14:07 nb_validated 86 model 0 (finishes Sat 02:34 -- 1034/h)
20241102-00:14:10 nb_validated 101 model 3 (finishes Sat 02:13 -- 1204/h)
20241102-00:14:26 nb_validated 92 model 3 (finishes Sat 02:32 -- 1043/h)
20241102-00:14:28 nb_validated 108 model 4 (finishes Sat 02:12 -- 1215/h)
20241102-00:14:43 nb_validated 98 model 4 (finishes Sat 02:31 -- 1051/h)
20241102-00:14:46 nb_validated 115 model 4 (finishes Sat 02:11 -- 1225/h)
20241102-00:15:01 nb_validated 104 model 2 (finishes Sat 02:30 -- 1059/h)
20241102-00:15:04 nb_validated 123 model 2 (finishes Sat 02:09 -- 1243/h)
20241102-00:15:19 nb_validated 109 model 3 (finishes Sat 02:31 -- 1056/h)
20241102-00:15:22 nb_validated 128 model 4 (finishes Sat 02:10 -- 1231/h)
20241102-00:15:38 nb_validated 118 model 2 (finishes Sat 02:26 -- 1089/h)
20241102-00:15:40 nb_validated 136 model 2 (finishes Sat 02:09 -- 1248/h)
20241102-00:15:56 nb_validated 122 model 1 (finishes Sat 02:28 -- 1077/h)
20241102-00:15:59 nb_validated 144 model 1 (finishes Sat 02:07 -- 1262/h)
20241102-00:16:14 nb_validated 125 model 1 (finishes Sat 02:31 -- 1056/h)
20241102-00:16:17 nb_validated 147 model 3 (finishes Sat 02:10 -- 1233/h)
20241102-00:16:32 nb_validated 126 model 4 (finishes Sat 02:35 -- 1021/h)
20241102-00:16:35 nb_validated 157 model 4 (finishes Sat 02:07 -- 1264/h)
20241102-00:16:50 nb_validated 128 model 4 (finishes Sat 02:39 -- 997/h)
20241102-00:16:53 nb_validated 167 model 2 (finishes Sat 02:05 -- 1292/h)
20241102-00:17:08 nb_validated 134 model 2 (finishes Sat 02:38 -- 1005/h)
20241102-00:17:11 nb_validated 169 model 4 (finishes Sat 02:08 -- 1258/h)
20241102-00:17:26 nb_validated 142 model 3 (finishes Sat 02:35 -- 1026/h)
20241102-00:17:29 nb_validated 172 model 3 (finishes Sat 02:10 -- 1235/h)
20241102-00:17:44 nb_validated 153 model 0 (finishes Sat 02:29 -- 1067/h)
20241102-00:17:47 nb_validated 178 model 3 (finishes Sat 02:10 -- 1233/h)
20241102-00:18:03 nb_validated 159 model 1 (finishes Sat 02:29 -- 1070/h)
20241102-00:18:06 nb_validated 184 model 4 (finishes Sat 02:10 -- 1232/h)
20241102-00:18:21 nb_validated 162 model 4 (finishes Sat 02:31 -- 1055/h)
20241102-00:18:24 nb_validated 191 model 2 (finishes Sat 02:10 -- 1237/h)
20241102-00:18:39 nb_validated 168 model 2 (finishes Sat 02:30 -- 1059/h)
20241102-00:18:42 nb_validated 194 model 2 (finishes Sat 02:12 -- 1216/h)
20241102-00:18:57 nb_validated 176 model 2 (finishes Sat 02:28 -- 1075/h)
20241102-00:19:00 nb_validated 199 model 0 (finishes Sat 02:13 -- 1209/h)
20241102-00:19:15 nb_validated 180 model 2 (finishes Sat 02:29 -- 1067/h)
20241102-00:19:19 nb_validated 211 model 0 (finishes Sat 02:09 -- 1244/h)
20241102-00:19:33 nb_validated 184 model 4 (finishes Sat 02:30 -- 1059/h)
20241102-00:19:37 nb_validated 217 model 1 (finishes Sat 02:09 -- 1242/h)
20241102-00:19:51 nb_validated 188 model 4 (finishes Sat 02:31 -- 1052/h)
20241102-00:19:55 nb_validated 221 model 4 (finishes Sat 02:11 -- 1230/h)
20241102-00:20:09 nb_validated 194 model 3 (finishes Sat 02:31 -- 1056/h)
20241102-00:20:13 nb_validated 231 model 1 (finishes Sat 02:09 -- 1250/h)
20241102-00:20:27 nb_validated 197 model 4 (finishes Sat 02:32 -- 1044/h)
20241102-00:20:32 nb_validated 236 model 2 (finishes Sat 02:09 -- 1242/h)
20241102-00:20:45 nb_validated 204 model 3 (finishes Sat 02:31 -- 1053/h)
20241102-00:20:50 nb_validated 243 model 2 (finishes Sat 02:09 -- 1246/h)
20241102-00:21:04 nb_validated 206 model 3 (finishes Sat 02:33 -- 1036/h)
20241102-00:21:08 nb_validated 246 model 2 (finishes Sat 02:11 -- 1230/h)
20241102-00:21:22 nb_validated 214 model 0 (finishes Sat 02:31 -- 1050/h)
20241102-00:21:26 nb_validated 252 model 4 (finishes Sat 02:11 -- 1229/h)
20241102-00:21:40 nb_validated 217 model 4 (finishes Sat 02:33 -- 1039/h)
20241102-00:21:44 nb_validated 262 model 2 (finishes Sat 02:09 -- 1247/h)
20241102-00:21:58 nb_validated 221 model 3 (finishes Sat 02:34 -- 1033/h)
20241102-00:22:02 nb_validated 270 model 0 (finishes Sat 02:08 -- 1255/h)
20241102-00:22:16 nb_validated 223 model 0 (finishes Sat 02:36 -- 1018/h)
20241102-00:22:20 nb_validated 275 model 0 (finishes Sat 02:09 -- 1249/h)
20241102-00:22:34 nb_validated 231 model 2 (finishes Sat 02:34 -- 1031/h)
20241102-00:22:39 nb_validated 285 model 0 (finishes Sat 02:07 -- 1265/h)
20241102-00:22:53 nb_validated 237 model 3 (finishes Sat 02:34 -- 1034/h)
20241102-00:22:57 nb_validated 293 model 1 (finishes Sat 02:07 -- 1272/h)
20241102-00:23:11 nb_validated 243 model 3 (finishes Sat 02:33 -- 1037/h)
20241102-00:23:15 nb_validated 296 model 2 (finishes Sat 02:08 -- 1257/h)
20241102-00:23:29 nb_validated 252 model 3 (finishes Sat 02:31 -- 1053/h)
20241102-00:23:33 nb_validated 299 model 0 (finishes Sat 02:09 -- 1244/h)
20241102-00:23:48 nb_validated 257 model 1 (finishes Sat 02:31 -- 1051/h)
20241102-00:23:51 nb_validated 306 model 0 (finishes Sat 02:09 -- 1247/h)
20241102-00:24:06 nb_validated 263 model 2 (finishes Sat 02:31 -- 1054/h)
20241102-00:24:10 nb_validated 311 model 4 (finishes Sat 02:09 -- 1241/h)
20241102-00:24:24 nb_validated 265 model 2 (finishes Sat 02:33 -- 1041/h)
20241102-00:24:28 nb_validated 319 model 2 (finishes Sat 02:09 -- 1248/h)
20241102-00:24:42 nb_validated 271 model 3 (finishes Sat 02:32 -- 1044/h)
20241102-00:24:46 nb_validated 324 model 2 (finishes Sat 02:09 -- 1243/h)
20241102-00:25:01 nb_validated 280 model 0 (finishes Sat 02:30 -- 1058/h)
20241102-00:25:04 nb_validated 331 model 4 (finishes Sat 02:09 -- 1246/h)
20241102-00:25:19 nb_validated 284 model 3 (finishes Sat 02:31 -- 1053/h)
20241102-00:25:22 nb_validated 341 model 0 (finishes Sat 02:08 -- 1260/h)
20241102-00:25:37 nb_validated 289 model 4 (finishes Sat 02:31 -- 1052/h)
20241102-00:25:40 nb_validated 351 model 0 (finishes Sat 02:06 -- 1273/h)
20241102-00:25:55 nb_validated 290 model 4 (finishes Sat 02:33 -- 1037/h)
20241102-00:25:58 nb_validated 355 model 2 (finishes Sat 02:07 -- 1264/h)
20241102-00:26:13 nb_validated 296 model 2 (finishes Sat 02:33 -- 1039/h)
20241102-00:26:17 nb_validated 357 model 4 (finishes Sat 02:09 -- 1249/h)
20241102-00:26:31 nb_validated 303 model 1 (finishes Sat 02:32 -- 1045/h)
20241102-00:26:35 nb_validated 366 model 1 (finishes Sat 02:08 -- 1258/h)
20241102-00:26:49 nb_validated 309 model 0 (finishes Sat 02:32 -- 1048/h)
20241102-00:26:53 nb_validated 372 model 0 (finishes Sat 02:08 -- 1257/h)
20241102-00:27:08 nb_validated 315 model 3 (finishes Sat 02:31 -- 1050/h)
20241102-00:27:11 nb_validated 376 model 1 (finishes Sat 02:09 -- 1249/h)
20241102-00:27:26 nb_validated 323 model 1 (finishes Sat 02:30 -- 1059/h)
20241102-00:27:30 nb_validated 378 model 4 (finishes Sat 02:10 -- 1235/h)
20241102-00:27:44 nb_validated 330 model 2 (finishes Sat 02:30 -- 1064/h)
20241102-00:27:48 nb_validated 388 model 4 (finishes Sat 02:09 -- 1247/h)
20241102-00:28:02 nb_validated 334 model 2 (finishes Sat 02:30 -- 1060/h)
20241102-00:28:06 nb_validated 391 model 4 (finishes Sat 02:10 -- 1237/h)
20241102-00:28:20 nb_validated 337 model 2 (finishes Sat 02:31 -- 1053/h)
20241102-00:28:24 nb_validated 398 model 0 (finishes Sat 02:10 -- 1239/h)
20241102-00:28:38 nb_validated 345 model 2 (finishes Sat 02:30 -- 1061/h)
20241102-00:28:43 nb_validated 407 model 2 (finishes Sat 02:09 -- 1247/h)
20241102-00:28:56 nb_validated 354 model 3 (finishes Sat 02:29 -- 1072/h)
20241102-00:29:01 nb_validated 419 model 1 (finishes Sat 02:07 -- 1264/h)
20241102-00:29:14 nb_validated 360 model 4 (finishes Sat 02:28 -- 1074/h)
20241102-00:29:19 nb_validated 430 model 2 (finishes Sat 02:06 -- 1278/h)
20241102-00:29:33 nb_validated 367 model 1 (finishes Sat 02:28 -- 1078/h)
20241102-00:29:38 nb_validated 439 model 2 (finishes Sat 02:05 -- 1285/h)
20241102-00:29:51 nb_validated 372 model 0 (finishes Sat 02:28 -- 1077/h)
20241102-00:29:56 nb_validated 443 model 1 (finishes Sat 02:06 -- 1277/h)
20241102-00:30:09 nb_validated 376 model 3 (finishes Sat 02:28 -- 1073/h)
20241102-00:30:14 nb_validated 447 model 3 (finishes Sat 02:07 -- 1271/h)
20241102-00:30:27 nb_validated 379 model 3 (finishes Sat 02:29 -- 1066/h)
20241102-00:30:32 nb_validated 456 model 4 (finishes Sat 02:06 -- 1278/h)
20241102-00:30:45 nb_validated 392 model 2 (finishes Sat 02:27 -- 1087/h)
20241102-00:30:50 nb_validated 461 model 3 (finishes Sat 02:06 -- 1274/h)
20241102-00:31:04 nb_validated 394 model 4 (finishes Sat 02:28 -- 1078/h)
20241102-00:31:09 nb_validated 470 model 2 (finishes Sat 02:06 -- 1281/h)
20241102-00:31:22 nb_validated 401 model 2 (finishes Sat 02:27 -- 1082/h)
20241102-00:31:27 nb_validated 476 model 4 (finishes Sat 02:06 -- 1279/h)
20241102-00:31:40 nb_validated 408 model 2 (finishes Sat 02:27 -- 1086/h)
20241102-00:31:45 nb_validated 483 model 4 (finishes Sat 02:06 -- 1281/h)
20241102-00:31:58 nb_validated 418 model 2 (finishes Sat 02:25 -- 1098/h)
20241102-00:32:03 nb_validated 485 model 4 (finishes Sat 02:07 -- 1269/h)
20241102-00:32:16 nb_validated 423 model 0 (finishes Sat 02:25 -- 1097/h)
20241102-00:32:21 nb_validated 487 model 0 (finishes Sat 02:08 -- 1258/h)
20241102-00:32:34 nb_validated 430 model 2 (finishes Sat 02:25 -- 1101/h)
20241102-00:32:39 nb_validated 494 model 1 (finishes Sat 02:08 -- 1260/h)
20241102-00:32:52 nb_validated 437 model 0 (finishes Sat 02:24 -- 1105/h)
20241102-00:32:58 nb_validated 501 model 1 (finishes Sat 02:08 -- 1261/h)
20241102-00:33:10 nb_validated 440 model 3 (finishes Sat 02:25 -- 1098/h)
20241102-00:33:16 nb_validated 505 model 0 (finishes Sat 02:08 -- 1255/h)
20241102-00:33:28 nb_validated 447 model 3 (finishes Sat 02:25 -- 1102/h)
20241102-00:33:34 nb_validated 513 model 4 (finishes Sat 02:08 -- 1259/h)
20241102-00:33:46 nb_validated 450 model 4 (finishes Sat 02:25 -- 1096/h)
20241102-00:33:52 nb_validated 524 model 0 (finishes Sat 02:07 -- 1271/h)
20241102-00:34:04 nb_validated 452 model 4 (finishes Sat 02:27 -- 1087/h)
20241102-00:34:10 nb_validated 529 model 3 (finishes Sat 02:07 -- 1267/h)
20241102-00:34:22 nb_validated 456 model 4 (finishes Sat 02:27 -- 1084/h)
20241102-00:34:29 nb_validated 536 model 1 (finishes Sat 02:07 -- 1268/h)
20241102-00:34:40 nb_validated 460 model 2 (finishes Sat 02:27 -- 1080/h)
20241102-00:34:47 nb_validated 539 model 2 (finishes Sat 02:08 -- 1260/h)
20241102-00:34:58 nb_validated 462 model 4 (finishes Sat 02:28 -- 1073/h)
20241102-00:35:05 nb_validated 545 model 3 (finishes Sat 02:08 -- 1259/h)
20241102-00:35:16 nb_validated 462 model 3 (finishes Sat 02:30 -- 1060/h)
20241102-00:35:24 nb_validated 553 model 2 (finishes Sat 02:07 -- 1263/h)
20241102-00:35:35 nb_validated 472 model 0 (finishes Sat 02:29 -- 1071/h)
20241102-00:35:42 nb_validated 555 model 0 (finishes Sat 02:08 -- 1253/h)
20241102-00:35:53 nb_validated 479 model 0 (finishes Sat 02:28 -- 1074/h)
20241102-00:36:01 nb_validated 564 model 1 (finishes Sat 02:08 -- 1258/h)
20241102-00:36:11 nb_validated 483 model 1 (finishes Sat 02:29 -- 1071/h)
20241102-00:36:19 nb_validated 573 model 3 (finishes Sat 02:07 -- 1264/h)
20241102-00:36:29 nb_validated 489 model 0 (finishes Sat 02:28 -- 1072/h)
20241102-00:36:38 nb_validated 579 model 0 (finishes Sat 02:07 -- 1263/h)
20241102-00:36:47 nb_validated 493 model 2 (finishes Sat 02:29 -- 1069/h)
20241102-00:36:56 nb_validated 585 model 0 (finishes Sat 02:07 -- 1262/h)
20241102-00:37:06 nb_validated 499 model 1 (finishes Sat 02:29 -- 1070/h)
20241102-00:37:14 nb_validated 589 model 3 (finishes Sat 02:08 -- 1257/h)
20241102-00:37:24 nb_validated 501 model 1 (finishes Sat 02:30 -- 1063/h)
20241102-00:37:33 nb_validated 595 model 1 (finishes Sat 02:08 -- 1256/h)
20241102-00:37:42 nb_validated 509 model 0 (finishes Sat 02:29 -- 1069/h)
20241102-00:37:51 nb_validated 600 model 2 (finishes Sat 02:08 -- 1253/h)
20241102-00:38:01 nb_validated 514 model 1 (finishes Sat 02:29 -- 1067/h)
20241102-00:38:09 nb_validated 605 model 1 (finishes Sat 02:09 -- 1250/h)
20241102-00:38:19 nb_validated 518 model 4 (finishes Sat 02:29 -- 1065/h)
20241102-00:38:28 nb_validated 616 model 2 (finishes Sat 02:08 -- 1260/h)
20241102-00:38:38 nb_validated 530 model 1 (finishes Sat 02:28 -- 1078/h)
20241102-00:38:46 nb_validated 627 model 0 (finishes Sat 02:07 -- 1269/h)
20241102-00:38:56 nb_validated 535 model 2 (finishes Sat 02:28 -- 1077/h)
20241102-00:39:04 nb_validated 631 model 3 (finishes Sat 02:07 -- 1264/h)
20241102-00:39:14 nb_validated 536 model 4 (finishes Sat 02:29 -- 1068/h)
20241102-00:39:22 nb_validated 640 model 0 (finishes Sat 02:07 -- 1270/h)
20241102-00:39:32 nb_validated 542 model 1 (finishes Sat 02:29 -- 1069/h)
20241102-00:39:40 nb_validated 643 model 2 (finishes Sat 02:07 -- 1263/h)
20241102-00:39:50 nb_validated 545 model 4 (finishes Sat 02:29 -- 1065/h)
20241102-00:39:59 nb_validated 650 model 1 (finishes Sat 02:07 -- 1264/h)
20241102-00:40:08 nb_validated 550 model 0 (finishes Sat 02:30 -- 1064/h)
20241102-00:40:17 nb_validated 659 model 2 (finishes Sat 02:07 -- 1269/h)
20241102-00:40:27 nb_validated 553 model 0 (finishes Sat 02:30 -- 1059/h)
20241102-00:40:35 nb_validated 668 model 2 (finishes Sat 02:06 -- 1274/h)
20241102-00:40:45 nb_validated 563 model 1 (finishes Sat 02:29 -- 1068/h)
20241102-00:40:54 nb_validated 673 model 2 (finishes Sat 02:07 -- 1271/h)
20241102-00:41:03 nb_validated 569 model 2 (finishes Sat 02:29 -- 1069/h)
20241102-00:41:12 nb_validated 681 model 1 (finishes Sat 02:06 -- 1274/h)
20241102-00:41:21 nb_validated 574 model 4 (finishes Sat 02:29 -- 1068/h)
20241102-00:41:30 nb_validated 688 model 1 (finishes Sat 02:06 -- 1275/h)
20241102-00:41:40 nb_validated 580 model 2 (finishes Sat 02:29 -- 1069/h)
20241102-00:41:49 nb_validated 694 model 0 (finishes Sat 02:06 -- 1274/h)
20241102-00:41:58 nb_validated 582 model 4 (finishes Sat 02:30 -- 1063/h)
20241102-00:42:07 nb_validated 701 model 2 (finishes Sat 02:06 -- 1275/h)
20241102-00:42:16 nb_validated 588 model 0 (finishes Sat 02:30 -- 1064/h)
20241102-00:42:25 nb_validated 707 model 1 (finishes Sat 02:06 -- 1274/h)
20241102-00:42:34 nb_validated 592 model 0 (finishes Sat 02:30 -- 1062/h)
20241102-00:42:43 nb_validated 711 model 4 (finishes Sat 02:07 -- 1270/h)
20241102-00:42:52 nb_validated 593 model 0 (finishes Sat 02:31 -- 1054/h)
20241102-00:43:01 nb_validated 720 model 0 (finishes Sat 02:06 -- 1275/h)
20241102-00:43:10 nb_validated 597 model 4 (finishes Sat 02:31 -- 1052/h)
20241102-00:43:19 nb_validated 723 model 4 (finishes Sat 02:07 -- 1269/h)
20241102-00:43:28 nb_validated 601 model 4 (finishes Sat 02:31 -- 1050/h)
20241102-00:43:37 nb_validated 727 model 4 (finishes Sat 02:07 -- 1264/h)
20241102-00:43:46 nb_validated 607 model 4 (finishes Sat 02:31 -- 1051/h)
20241102-00:43:55 nb_validated 738 model 0 (finishes Sat 02:06 -- 1273/h)
20241102-00:44:04 nb_validated 612 model 3 (finishes Sat 02:31 -- 1051/h)
20241102-00:44:13 nb_validated 746 model 2 (finishes Sat 02:06 -- 1275/h)
20241102-00:44:22 nb_validated 615 model 4 (finishes Sat 02:32 -- 1047/h)
20241102-00:44:31 nb_validated 752 model 4 (finishes Sat 02:06 -- 1275/h)
20241102-00:44:40 nb_validated 618 model 2 (finishes Sat 02:32 -- 1043/h)
20241102-00:44:49 nb_validated 756 model 4 (finishes Sat 02:07 -- 1271/h)
20241102-00:44:58 nb_validated 629 model 1 (finishes Sat 02:31 -- 1053/h)
20241102-00:45:07 nb_validated 765 model 4 (finishes Sat 02:06 -- 1275/h)
20241102-00:45:17 nb_validated 637 model 2 (finishes Sat 02:31 -- 1057/h)
20241102-00:45:25 nb_validated 772 model 1 (finishes Sat 02:06 -- 1276/h)
20241102-00:45:35 nb_validated 643 model 1 (finishes Sat 02:30 -- 1058/h)
20241102-00:45:43 nb_validated 776 model 1 (finishes Sat 02:07 -- 1272/h)
20241102-00:45:54 nb_validated 656 model 3 (finishes Sat 02:29 -- 1070/h)
20241102-00:46:02 nb_validated 786 model 4 (finishes Sat 02:06 -- 1278/h)
20241102-00:46:12 nb_validated 666 model 0 (finishes Sat 02:28 -- 1078/h)
20241102-00:46:20 nb_validated 792 model 0 (finishes Sat 02:06 -- 1277/h)
20241102-00:46:30 nb_validated 676 model 0 (finishes Sat 02:27 -- 1085/h)
20241102-00:46:38 nb_validated 799 model 0 (finishes Sat 02:06 -- 1278/h)
20241102-00:46:49 nb_validated 681 model 2 (finishes Sat 02:27 -- 1084/h)
20241102-00:46:56 nb_validated 802 model 2 (finishes Sat 02:06 -- 1273/h)
20241102-00:47:07 nb_validated 686 model 0 (finishes Sat 02:27 -- 1083/h)
20241102-00:47:14 nb_validated 807 model 4 (finishes Sat 02:07 -- 1270/h)
20241102-00:47:25 nb_validated 695 model 3 (finishes Sat 02:26 -- 1089/h)
20241102-00:47:32 nb_validated 813 model 4 (finishes Sat 02:07 -- 1270/h)
20241102-00:47:43 nb_validated 700 model 0 (finishes Sat 02:26 -- 1088/h)
20241102-00:47:50 nb_validated 819 model 2 (finishes Sat 02:07 -- 1269/h)
20241102-00:48:02 nb_validated 709 model 3 (finishes Sat 02:26 -- 1093/h)
20241102-00:48:08 nb_validated 830 model 2 (finishes Sat 02:06 -- 1276/h)
20241102-00:48:20 nb_validated 719 model 0 (finishes Sat 02:25 -- 1100/h)
20241102-00:48:27 nb_validated 836 model 2 (finishes Sat 02:06 -- 1276/h)
20241102-00:48:38 nb_validated 727 model 4 (finishes Sat 02:24 -- 1104/h)
20241102-00:48:45 nb_validated 841 model 4 (finishes Sat 02:06 -- 1273/h)
20241102-00:48:56 nb_validated 729 model 1 (finishes Sat 02:25 -- 1098/h)
20241102-00:49:03 nb_validated 844 model 4 (finishes Sat 02:07 -- 1268/h)
20241102-00:49:15 nb_validated 742 model 0 (finishes Sat 02:24 -- 1109/h)
20241102-00:49:21 nb_validated 846 model 3 (finishes Sat 02:08 -- 1262/h)
20241102-00:49:33 nb_validated 750 model 0 (finishes Sat 02:23 -- 1113/h)
20241102-00:49:39 nb_validated 852 model 3 (finishes Sat 02:08 -- 1261/h)
20241102-00:49:51 nb_validated 753 model 2 (finishes Sat 02:24 -- 1109/h)
20241102-00:49:58 nb_validated 859 model 0 (finishes Sat 02:07 -- 1262/h)
20241102-00:50:09 nb_validated 761 model 3 (finishes Sat 02:23 -- 1113/h)
20241102-00:50:16 nb_validated 867 model 1 (finishes Sat 02:07 -- 1264/h)
20241102-00:50:27 nb_validated 766 model 1 (finishes Sat 02:24 -- 1112/h)
20241102-00:50:34 nb_validated 871 model 3 (finishes Sat 02:08 -- 1261/h)
20241102-00:50:45 nb_validated 773 model 4 (finishes Sat 02:23 -- 1114/h)
20241102-00:50:53 nb_validated 876 model 3 (finishes Sat 02:08 -- 1259/h)
20241102-00:51:03 nb_validated 778 model 2 (finishes Sat 02:23 -- 1113/h)
20241102-00:51:11 nb_validated 884 model 0 (finishes Sat 02:08 -- 1261/h)
20241102-00:51:22 nb_validated 784 model 0 (finishes Sat 02:23 -- 1114/h)
20241102-00:51:29 nb_validated 888 model 3 (finishes Sat 02:08 -- 1257/h)
20241102-00:51:40 nb_validated 792 model 0 (finishes Sat 02:23 -- 1117/h)
20241102-00:51:48 nb_validated 896 model 3 (finishes Sat 02:08 -- 1260/h)
20241102-00:51:58 nb_validated 795 model 3 (finishes Sat 02:23 -- 1113/h)
20241102-00:52:06 nb_validated 899 model 3 (finishes Sat 02:08 -- 1255/h)
20241102-00:52:16 nb_validated 803 model 3 (finishes Sat 02:23 -- 1116/h)
20241102-00:52:24 nb_validated 903 model 3 (finishes Sat 02:08 -- 1252/h)
20241102-00:52:34 nb_validated 810 model 3 (finishes Sat 02:23 -- 1118/h)
20241102-00:52:42 nb_validated 906 model 2 (finishes Sat 02:09 -- 1247/h)
20241102-00:52:53 nb_validated 819 model 2 (finishes Sat 02:22 -- 1123/h)
20241102-00:53:00 nb_validated 912 model 2 (finishes Sat 02:09 -- 1247/h)
20241102-00:53:11 nb_validated 829 model 2 (finishes Sat 02:21 -- 1129/h)
20241102-00:53:19 nb_validated 916 model 4 (finishes Sat 02:09 -- 1244/h)
20241102-00:53:29 nb_validated 832 model 4 (finishes Sat 02:22 -- 1125/h)
20241102-00:53:37 nb_validated 923 model 1 (finishes Sat 02:09 -- 1244/h)
20241102-00:53:47 nb_validated 839 model 2 (finishes Sat 02:22 -- 1127/h)
20241102-00:53:55 nb_validated 932 model 0 (finishes Sat 02:09 -- 1248/h)
20241102-00:54:05 nb_validated 843 model 2 (finishes Sat 02:22 -- 1125/h)
20241102-00:54:13 nb_validated 942 model 0 (finishes Sat 02:08 -- 1253/h)
20241102-00:54:23 nb_validated 848 model 3 (finishes Sat 02:22 -- 1124/h)
20241102-00:54:31 nb_validated 945 model 4 (finishes Sat 02:09 -- 1249/h)
20241102-00:54:41 nb_validated 853 model 4 (finishes Sat 02:22 -- 1123/h)
20241102-00:54:50 nb_validated 948 model 3 (finishes Sat 02:09 -- 1244/h)
20241102-00:54:59 nb_validated 856 model 1 (finishes Sat 02:23 -- 1120/h)
20241102-00:55:08 nb_validated 950 model 2 (finishes Sat 02:10 -- 1239/h)
20241102-00:55:17 nb_validated 859 model 3 (finishes Sat 02:23 -- 1116/h)
20241102-00:55:26 nb_validated 958 model 2 (finishes Sat 02:09 -- 1241/h)
20241102-00:55:35 nb_validated 863 model 3 (finishes Sat 02:23 -- 1114/h)
20241102-00:55:45 nb_validated 968 model 2 (finishes Sat 02:09 -- 1246/h)
20241102-00:55:54 nb_validated 867 model 1 (finishes Sat 02:23 -- 1112/h)
20241102-00:56:03 nb_validated 980 model 2 (finishes Sat 02:08 -- 1253/h)
20241102-00:56:12 nb_validated 871 model 1 (finishes Sat 02:24 -- 1110/h)
20241102-00:56:21 nb_validated 992 model 1 (finishes Sat 02:08 -- 1260/h)
20241102-00:56:30 nb_validated 878 model 3 (finishes Sat 02:24 -- 1112/h)
20241102-00:56:40 nb_validated 1000 model 1 (finishes Sat 02:07 -- 1262/h)
20241102-00:56:48 nb_validated 883 model 3 (finishes Sat 02:24 -- 1111/h)
20241102-00:56:58 nb_validated 1008 model 3 (finishes Sat 02:07 -- 1264/h)
20241102-00:57:07 nb_validated 892 model 2 (finishes Sat 02:23 -- 1115/h)
20241102-00:57:16 nb_validated 1018 model 1 (finishes Sat 02:07 -- 1268/h)
20241102-00:57:24 nb_validated 897 model 4 (finishes Sat 02:23 -- 1114/h)
20241102-00:57:35 nb_validated 1025 model 0 (finishes Sat 02:07 -- 1269/h)
20241102-00:57:42 nb_validated 902 model 4 (finishes Sat 02:23 -- 1114/h)
20241102-00:57:53 nb_validated 1035 model 3 (finishes Sat 02:06 -- 1273/h)
20241102-00:58:01 nb_validated 910 model 3 (finishes Sat 02:23 -- 1117/h)
20241102-00:58:11 nb_validated 1040 model 3 (finishes Sat 02:07 -- 1272/h)
20241102-00:58:19 nb_validated 918 model 1 (finishes Sat 02:23 -- 1119/h)
20241102-00:58:29 nb_validated 1046 model 2 (finishes Sat 02:07 -- 1271/h)
20241102-00:58:38 nb_validated 923 model 0 (finishes Sat 02:23 -- 1118/h)
20241102-00:58:47 nb_validated 1051 model 4 (finishes Sat 02:07 -- 1270/h)
20241102-00:58:56 nb_validated 933 model 0 (finishes Sat 02:22 -- 1124/h)
20241102-00:59:05 nb_validated 1058 model 2 (finishes Sat 02:07 -- 1270/h)
20241102-00:59:14 nb_validated 939 model 2 (finishes Sat 02:22 -- 1124/h)
20241102-00:59:24 nb_validated 1068 model 1 (finishes Sat 02:06 -- 1274/h)
20241102-00:59:32 nb_validated 944 model 3 (finishes Sat 02:22 -- 1123/h)
20241102-00:59:42 nb_validated 1077 model 2 (finishes Sat 02:06 -- 1277/h)
20241102-00:59:50 nb_validated 953 model 4 (finishes Sat 02:22 -- 1127/h)
20241102-01:00:01 nb_validated 1080 model 3 (finishes Sat 02:06 -- 1273/h)
20241102-01:00:09 nb_validated 957 model 1 (finishes Sat 02:22 -- 1125/h)
20241102-01:00:19 nb_validated 1083 model 4 (finishes Sat 02:07 -- 1269/h)
20241102-01:00:27 nb_validated 964 model 3 (finishes Sat 02:22 -- 1127/h)
20241102-01:00:37 nb_validated 1092 model 4 (finishes Sat 02:06 -- 1272/h)
20241102-01:00:46 nb_validated 971 model 1 (finishes Sat 02:22 -- 1128/h)
20241102-01:00:55 nb_validated 1098 model 0 (finishes Sat 02:07 -- 1272/h)
20241102-01:01:04 nb_validated 982 model 0 (finishes Sat 02:21 -- 1134/h)
20241102-01:01:13 nb_validated 1103 model 0 (finishes Sat 02:07 -- 1270/h)
20241102-01:01:22 nb_validated 990 model 2 (finishes Sat 02:21 -- 1137/h)
20241102-01:01:32 nb_validated 1110 model 0 (finishes Sat 02:07 -- 1271/h)
20241102-01:01:40 nb_validated 996 model 1 (finishes Sat 02:21 -- 1137/h)
20241102-01:01:50 nb_validated 1116 model 0 (finishes Sat 02:07 -- 1270/h)
20241102-01:01:58 nb_validated 999 model 4 (finishes Sat 02:21 -- 1134/h)
20241102-01:02:08 nb_validated 1118 model 4 (finishes Sat 02:07 -- 1265/h)
20241102-01:02:16 nb_validated 1006 model 3 (finishes Sat 02:21 -- 1135/h)
20241102-01:02:26 nb_validated 1122 model 3 (finishes Sat 02:07 -- 1262/h)
20241102-01:02:35 nb_validated 1013 model 0 (finishes Sat 02:21 -- 1137/h)
20241102-01:02:44 nb_validated 1125 model 4 (finishes Sat 02:08 -- 1259/h)
20241102-01:02:53 nb_validated 1020 model 1 (finishes Sat 02:20 -- 1138/h)
20241102-01:03:02 nb_validated 1130 model 1 (finishes Sat 02:08 -- 1257/h)
20241102-01:03:12 nb_validated 1029 model 2 (finishes Sat 02:20 -- 1142/h)
20241102-01:03:21 nb_validated 1138 model 3 (finishes Sat 02:08 -- 1259/h)
20241102-01:03:30 nb_validated 1032 model 4 (finishes Sat 02:20 -- 1139/h)
20241102-01:03:39 nb_validated 1144 model 3 (finishes Sat 02:08 -- 1259/h)
20241102-01:03:48 nb_validated 1038 model 2 (finishes Sat 02:20 -- 1139/h)
20241102-01:03:57 nb_validated 1152 model 2 (finishes Sat 02:08 -- 1260/h)
20241102-01:04:06 nb_validated 1043 model 2 (finishes Sat 02:20 -- 1138/h)
20241102-01:04:15 nb_validated 1156 model 4 (finishes Sat 02:08 -- 1258/h)
20241102-01:04:25 nb_validated 1050 model 0 (finishes Sat 02:20 -- 1139/h)
20241102-01:04:34 nb_validated 1162 model 4 (finishes Sat 02:08 -- 1257/h)
20241102-01:04:43 nb_validated 1056 model 0 (finishes Sat 02:20 -- 1140/h)
20241102-01:04:52 nb_validated 1168 model 1 (finishes Sat 02:08 -- 1257/h)
20241102-01:05:01 nb_validated 1063 model 1 (finishes Sat 02:20 -- 1141/h)
20241102-01:05:10 nb_validated 1175 model 3 (finishes Sat 02:08 -- 1258/h)
20241102-01:05:19 nb_validated 1071 model 0 (finishes Sat 02:20 -- 1143/h)
20241102-01:05:28 nb_validated 1184 model 0 (finishes Sat 02:08 -- 1260/h)
20241102-01:05:37 nb_validated 1078 model 0 (finishes Sat 02:20 -- 1145/h)
20241102-01:05:47 nb_validated 1192 model 2 (finishes Sat 02:07 -- 1262/h)
20241102-01:05:55 nb_validated 1081 model 3 (finishes Sat 02:20 -- 1142/h)
20241102-01:06:05 nb_validated 1198 model 3 (finishes Sat 02:07 -- 1262/h)
20241102-01:06:13 nb_validated 1090 model 2 (finishes Sat 02:20 -- 1145/h)
20241102-01:06:23 nb_validated 1205 model 0 (finishes Sat 02:07 -- 1262/h)
20241102-01:06:32 nb_validated 1092 model 3 (finishes Sat 02:20 -- 1141/h)
20241102-01:06:41 nb_validated 1210 model 0 (finishes Sat 02:08 -- 1261/h)
20241102-01:06:50 nb_validated 1096 model 2 (finishes Sat 02:20 -- 1139/h)
20241102-01:06:59 nb_validated 1215 model 0 (finishes Sat 02:08 -- 1260/h)
20241102-01:07:08 nb_validated 1101 model 2 (finishes Sat 02:20 -- 1138/h)
20241102-01:07:17 nb_validated 1224 model 0 (finishes Sat 02:07 -- 1262/h)
20241102-01:07:26 nb_validated 1104 model 1 (finishes Sat 02:21 -- 1136/h)
20241102-01:07:35 nb_validated 1231 model 1 (finishes Sat 02:07 -- 1263/h)
20241102-01:07:45 nb_validated 1109 model 1 (finishes Sat 02:21 -- 1135/h)
20241102-01:07:54 nb_validated 1236 model 3 (finishes Sat 02:07 -- 1262/h)
20241102-01:08:03 nb_validated 1114 model 3 (finishes Sat 02:21 -- 1134/h)
20241102-01:08:12 nb_validated 1243 model 0 (finishes Sat 02:07 -- 1262/h)
20241102-01:08:21 nb_validated 1119 model 4 (finishes Sat 02:21 -- 1133/h)
20241102-01:08:30 nb_validated 1248 model 3 (finishes Sat 02:08 -- 1261/h)
20241102-01:08:39 nb_validated 1121 model 4 (finishes Sat 02:21 -- 1130/h)
20241102-01:08:48 nb_validated 1250 model 2 (finishes Sat 02:08 -- 1256/h)
20241102-01:08:57 nb_validated 1127 model 4 (finishes Sat 02:21 -- 1130/h)
20241102-01:09:06 nb_validated 1253 model 3 (finishes Sat 02:08 -- 1253/h)
20241102-01:09:16 nb_validated 1135 model 0 (finishes Sat 02:21 -- 1132/h)
20241102-01:09:24 nb_validated 1257 model 2 (finishes Sat 02:09 -- 1251/h)
20241102-01:09:34 nb_validated 1141 model 4 (finishes Sat 02:21 -- 1132/h)
20241102-01:09:43 nb_validated 1261 model 4 (finishes Sat 02:09 -- 1249/h)
20241102-01:09:52 nb_validated 1143 model 3 (finishes Sat 02:21 -- 1129/h)
20241102-01:10:01 nb_validated 1267 model 1 (finishes Sat 02:09 -- 1248/h)
20241102-01:10:11 nb_validated 1148 model 3 (finishes Sat 02:22 -- 1128/h)
20241102-01:10:19 nb_validated 1271 model 2 (finishes Sat 02:09 -- 1246/h)
20241102-01:10:29 nb_validated 1156 model 0 (finishes Sat 02:21 -- 1130/h)
20241102-01:10:37 nb_validated 1282 model 0 (finishes Sat 02:09 -- 1250/h)
20241102-01:10:47 nb_validated 1162 model 1 (finishes Sat 02:21 -- 1130/h)
20241102-01:10:56 nb_validated 1285 model 2 (finishes Sat 02:09 -- 1247/h)
20241102-01:11:05 nb_validated 1165 model 0 (finishes Sat 02:22 -- 1128/h)
20241102-01:11:14 nb_validated 1293 model 2 (finishes Sat 02:09 -- 1249/h)
20241102-01:11:24 nb_validated 1172 model 0 (finishes Sat 02:21 -- 1129/h)
20241102-01:11:32 nb_validated 1306 model 3 (finishes Sat 02:08 -- 1255/h)
20241102-01:11:42 nb_validated 1178 model 1 (finishes Sat 02:21 -- 1129/h)
20241102-01:11:50 nb_validated 1308 model 4 (finishes Sat 02:08 -- 1251/h)
20241102-01:12:00 nb_validated 1187 model 4 (finishes Sat 02:21 -- 1132/h)
20241102-01:12:09 nb_validated 1314 model 2 (finishes Sat 02:09 -- 1251/h)
20241102-01:12:19 nb_validated 1193 model 1 (finishes Sat 02:21 -- 1132/h)
20241102-01:12:27 nb_validated 1327 model 1 (finishes Sat 02:08 -- 1257/h)
20241102-01:12:37 nb_validated 1201 model 4 (finishes Sat 02:21 -- 1135/h)
20241102-01:12:46 nb_validated 1332 model 1 (finishes Sat 02:08 -- 1256/h)
20241102-01:12:55 nb_validated 1206 model 2 (finishes Sat 02:21 -- 1134/h)
20241102-01:13:04 nb_validated 1335 model 0 (finishes Sat 02:08 -- 1252/h)
20241102-01:13:13 nb_validated 1215 model 1 (finishes Sat 02:21 -- 1137/h)
20241102-01:13:22 nb_validated 1339 model 4 (finishes Sat 02:09 -- 1250/h)
20241102-01:13:32 nb_validated 1224 model 2 (finishes Sat 02:20 -- 1140/h)
20241102-01:13:40 nb_validated 1352 model 0 (finishes Sat 02:08 -- 1257/h)
20241102-01:13:50 nb_validated 1229 model 0 (finishes Sat 02:20 -- 1139/h)
20241102-01:13:58 nb_validated 1356 model 1 (finishes Sat 02:08 -- 1254/h)
20241102-01:14:08 nb_validated 1233 model 2 (finishes Sat 02:20 -- 1138/h)
20241102-01:14:17 nb_validated 1362 model 3 (finishes Sat 02:08 -- 1254/h)
20241102-01:14:27 nb_validated 1239 model 3 (finishes Sat 02:20 -- 1138/h)
20241102-01:14:35 nb_validated 1373 model 2 (finishes Sat 02:08 -- 1258/h)
20241102-01:14:45 nb_validated 1241 model 3 (finishes Sat 02:21 -- 1134/h)
20241102-01:14:53 nb_validated 1375 model 4 (finishes Sat 02:08 -- 1254/h)
20241102-01:15:03 nb_validated 1242 model 3 (finishes Sat 02:21 -- 1130/h)
20241102-01:15:11 nb_validated 1378 model 4 (finishes Sat 02:08 -- 1251/h)
20241102-01:15:21 nb_validated 1247 model 2 (finishes Sat 02:21 -- 1129/h)
20241102-01:15:29 nb_validated 1385 model 2 (finishes Sat 02:08 -- 1252/h)
20241102-01:15:39 nb_validated 1253 model 1 (finishes Sat 02:21 -- 1130/h)
20241102-01:15:47 nb_validated 1392 model 0 (finishes Sat 02:08 -- 1253/h)
20241102-01:15:58 nb_validated 1259 model 1 (finishes Sat 02:21 -- 1130/h)
20241102-01:16:05 nb_validated 1393 model 4 (finishes Sat 02:09 -- 1248/h)
20241102-01:16:16 nb_validated 1261 model 1 (finishes Sat 02:22 -- 1126/h)
20241102-01:16:24 nb_validated 1398 model 1 (finishes Sat 02:09 -- 1247/h)
20241102-01:16:35 nb_validated 1266 model 2 (finishes Sat 02:22 -- 1126/h)
20241102-01:16:42 nb_validated 1405 model 2 (finishes Sat 02:09 -- 1247/h)
20241102-01:16:53 nb_validated 1276 model 0 (finishes Sat 02:21 -- 1130/h)
20241102-01:17:01 nb_validated 1409 model 0 (finishes Sat 02:09 -- 1245/h)
20241102-01:17:11 nb_validated 1278 model 2 (finishes Sat 02:22 -- 1126/h)
20241102-01:17:19 nb_validated 1411 model 3 (finishes Sat 02:09 -- 1241/h)
20241102-01:17:29 nb_validated 1284 model 4 (finishes Sat 02:22 -- 1127/h)
20241102-01:17:37 nb_validated 1415 model 2 (finishes Sat 02:10 -- 1239/h)
20241102-01:17:47 nb_validated 1293 model 2 (finishes Sat 02:21 -- 1130/h)
20241102-01:17:55 nb_validated 1427 model 2 (finishes Sat 02:09 -- 1244/h)
20241102-01:18:05 nb_validated 1300 model 1 (finishes Sat 02:21 -- 1131/h)
20241102-01:18:14 nb_validated 1433 model 1 (finishes Sat 02:09 -- 1244/h)
20241102-01:18:24 nb_validated 1305 model 0 (finishes Sat 02:21 -- 1130/h)
20241102-01:18:32 nb_validated 1437 model 1 (finishes Sat 02:09 -- 1242/h)
20241102-01:18:41 nb_validated 1308 model 3 (finishes Sat 02:22 -- 1128/h)
20241102-01:18:50 nb_validated 1443 model 4 (finishes Sat 02:09 -- 1242/h)
20241102-01:18:59 nb_validated 1316 model 4 (finishes Sat 02:21 -- 1130/h)
20241102-01:19:08 nb_validated 1449 model 4 (finishes Sat 02:09 -- 1241/h)
20241102-01:19:17 nb_validated 1320 model 4 (finishes Sat 02:22 -- 1128/h)
20241102-01:19:27 nb_validated 1459 model 3 (finishes Sat 02:09 -- 1245/h)
20241102-01:19:35 nb_validated 1326 model 4 (finishes Sat 02:21 -- 1129/h)
20241102-01:19:45 nb_validated 1465 model 2 (finishes Sat 02:09 -- 1244/h)
20241102-01:19:54 nb_validated 1331 model 3 (finishes Sat 02:22 -- 1128/h)
20241102-01:20:03 nb_validated 1468 model 2 (finishes Sat 02:09 -- 1241/h)
20241102-01:20:12 nb_validated 1338 model 0 (finishes Sat 02:21 -- 1129/h)
20241102-01:20:22 nb_validated 1473 model 1 (finishes Sat 02:10 -- 1240/h)
20241102-01:20:30 nb_validated 1344 model 4 (finishes Sat 02:21 -- 1130/h)
20241102-01:20:40 nb_validated 1479 model 1 (finishes Sat 02:10 -- 1240/h)
20241102-01:20:48 nb_validated 1348 model 4 (finishes Sat 02:22 -- 1128/h)
20241102-01:20:59 nb_validated 1485 model 1 (finishes Sat 02:10 -- 1240/h)
20241102-01:21:06 nb_validated 1350 model 2 (finishes Sat 02:22 -- 1125/h)
20241102-01:21:16 nb_validated 1487 model 4 (finishes Sat 02:10 -- 1236/h)
20241102-01:21:24 nb_validated 1359 model 0 (finishes Sat 02:22 -- 1128/h)
20241102-01:21:35 nb_validated 1489 model 3 (finishes Sat 02:10 -- 1233/h)
20241102-01:21:43 nb_validated 1362 model 1 (finishes Sat 02:22 -- 1125/h)
20241102-01:21:53 nb_validated 1497 model 0 (finishes Sat 02:10 -- 1234/h)
20241102-01:22:01 nb_validated 1367 model 1 (finishes Sat 02:22 -- 1125/h)
20241102-01:22:11 nb_validated 1507 model 3 (finishes Sat 02:10 -- 1237/h)
20241102-01:22:20 nb_validated 1372 model 1 (finishes Sat 02:22 -- 1124/h)
20241102-01:22:29 nb_validated 1514 model 1 (finishes Sat 02:10 -- 1238/h)
20241102-01:22:38 nb_validated 1376 model 1 (finishes Sat 02:22 -- 1123/h)
20241102-01:22:48 nb_validated 1517 model 4 (finishes Sat 02:10 -- 1235/h)
20241102-01:22:56 nb_validated 1379 model 1 (finishes Sat 02:22 -- 1121/h)
20241102-01:23:06 nb_validated 1521 model 0 (finishes Sat 02:10 -- 1233/h)
20241102-01:23:15 nb_validated 1386 model 2 (finishes Sat 02:22 -- 1122/h)
20241102-01:23:24 nb_validated 1528 model 3 (finishes Sat 02:10 -- 1234/h)
20241102-01:23:33 nb_validated 1390 model 0 (finishes Sat 02:22 -- 1120/h)
20241102-01:23:43 nb_validated 1532 model 1 (finishes Sat 02:10 -- 1232/h)
20241102-01:23:51 nb_validated 1397 model 1 (finishes Sat 02:22 -- 1121/h)
20241102-01:24:01 nb_validated 1541 model 4 (finishes Sat 02:10 -- 1234/h)
20241102-01:24:09 nb_validated 1400 model 2 (finishes Sat 02:23 -- 1119/h)
20241102-01:24:19 nb_validated 1546 model 3 (finishes Sat 02:10 -- 1233/h)
20241102-01:24:28 nb_validated 1405 model 3 (finishes Sat 02:23 -- 1119/h)
20241102-01:24:37 nb_validated 1552 model 4 (finishes Sat 02:10 -- 1233/h)
20241102-01:24:46 nb_validated 1411 model 3 (finishes Sat 02:23 -- 1119/h)
20241102-01:24:55 nb_validated 1557 model 4 (finishes Sat 02:10 -- 1232/h)
20241102-01:25:04 nb_validated 1417 model 4 (finishes Sat 02:23 -- 1119/h)
20241102-01:25:13 nb_validated 1562 model 0 (finishes Sat 02:10 -- 1231/h)
20241102-01:25:22 nb_validated 1427 model 4 (finishes Sat 02:22 -- 1123/h)
20241102-01:25:31 nb_validated 1570 model 0 (finishes Sat 02:10 -- 1233/h)
20241102-01:25:41 nb_validated 1433 model 0 (finishes Sat 02:22 -- 1123/h)
20241102-01:25:49 nb_validated 1571 model 4 (finishes Sat 02:11 -- 1229/h)
20241102-01:25:59 nb_validated 1435 model 4 (finishes Sat 02:23 -- 1120/h)
20241102-01:26:07 nb_validated 1580 model 0 (finishes Sat 02:10 -- 1231/h)
20241102-01:26:17 nb_validated 1444 model 0 (finishes Sat 02:22 -- 1122/h)
20241102-01:26:26 nb_validated 1584 model 1 (finishes Sat 02:11 -- 1229/h)
20241102-01:26:35 nb_validated 1449 model 2 (finishes Sat 02:22 -- 1122/h)
20241102-01:26:44 nb_validated 1587 model 3 (finishes Sat 02:11 -- 1227/h)
20241102-01:26:53 nb_validated 1452 model 4 (finishes Sat 02:23 -- 1120/h)
20241102-01:27:02 nb_validated 1599 model 1 (finishes Sat 02:10 -- 1231/h)
20241102-01:27:12 nb_validated 1454 model 4 (finishes Sat 02:23 -- 1117/h)
20241102-01:27:20 nb_validated 1603 model 3 (finishes Sat 02:11 -- 1229/h)
20241102-01:27:30 nb_validated 1460 model 1 (finishes Sat 02:23 -- 1117/h)
20241102-01:27:38 nb_validated 1608 model 4 (finishes Sat 02:11 -- 1229/h)
20241102-01:27:48 nb_validated 1468 model 2 (finishes Sat 02:23 -- 1119/h)
20241102-01:27:57 nb_validated 1614 model 1 (finishes Sat 02:11 -- 1228/h)
20241102-01:28:07 nb_validated 1474 model 1 (finishes Sat 02:23 -- 1119/h)
20241102-01:28:15 nb_validated 1619 model 0 (finishes Sat 02:11 -- 1227/h)
20241102-01:28:25 nb_validated 1475 model 4 (finishes Sat 02:23 -- 1116/h)
20241102-01:28:33 nb_validated 1624 model 2 (finishes Sat 02:11 -- 1226/h)
20241102-01:28:43 nb_validated 1477 model 3 (finishes Sat 02:23 -- 1113/h)
20241102-01:28:52 nb_validated 1631 model 3 (finishes Sat 02:11 -- 1227/h)
20241102-01:29:01 nb_validated 1478 model 4 (finishes Sat 02:24 -- 1110/h)
20241102-01:29:09 nb_validated 1635 model 4 (finishes Sat 02:11 -- 1225/h)
20241102-01:29:19 nb_validated 1486 model 0 (finishes Sat 02:24 -- 1111/h)
20241102-01:29:27 nb_validated 1638 model 4 (finishes Sat 02:11 -- 1223/h)
20241102-01:29:38 nb_validated 1490 model 3 (finishes Sat 02:24 -- 1110/h)
20241102-01:29:46 nb_validated 1645 model 3 (finishes Sat 02:11 -- 1224/h)
20241102-01:29:55 nb_validated 1496 model 4 (finishes Sat 02:24 -- 1111/h)
20241102-01:30:04 nb_validated 1659 model 0 (finishes Sat 02:11 -- 1229/h)
20241102-01:30:14 nb_validated 1500 model 2 (finishes Sat 02:24 -- 1109/h)
20241102-01:30:22 nb_validated 1667 model 2 (finishes Sat 02:10 -- 1231/h)
20241102-01:30:32 nb_validated 1507 model 1 (finishes Sat 02:24 -- 1110/h)
20241102-01:30:40 nb_validated 1671 model 4 (finishes Sat 02:11 -- 1229/h)
20241102-01:30:50 nb_validated 1511 model 1 (finishes Sat 02:24 -- 1109/h)
20241102-01:30:58 nb_validated 1675 model 4 (finishes Sat 02:11 -- 1228/h)
20241102-01:31:09 nb_validated 1515 model 3 (finishes Sat 02:24 -- 1108/h)
20241102-01:31:17 nb_validated 1685 model 2 (finishes Sat 02:11 -- 1230/h)
20241102-01:31:26 nb_validated 1518 model 3 (finishes Sat 02:24 -- 1106/h)
20241102-01:31:35 nb_validated 1693 model 0 (finishes Sat 02:10 -- 1232/h)
20241102-01:31:45 nb_validated 1526 model 2 (finishes Sat 02:24 -- 1108/h)
20241102-01:31:53 nb_validated 1696 model 2 (finishes Sat 02:11 -- 1229/h)
20241102-01:32:03 nb_validated 1531 model 1 (finishes Sat 02:24 -- 1107/h)
20241102-01:32:11 nb_validated 1705 model 0 (finishes Sat 02:10 -- 1231/h)
20241102-01:32:21 nb_validated 1538 model 2 (finishes Sat 02:24 -- 1108/h)
20241102-01:32:30 nb_validated 1713 model 2 (finishes Sat 02:10 -- 1232/h)
20241102-01:32:40 nb_validated 1542 model 1 (finishes Sat 02:24 -- 1107/h)
20241102-01:32:48 nb_validated 1720 model 2 (finishes Sat 02:10 -- 1233/h)
20241102-01:32:58 nb_validated 1545 model 3 (finishes Sat 02:24 -- 1105/h)
20241102-01:33:06 nb_validated 1725 model 4 (finishes Sat 02:10 -- 1232/h)
20241102-01:33:16 nb_validated 1546 model 1 (finishes Sat 02:25 -- 1102/h)
20241102-01:33:24 nb_validated 1734 model 2 (finishes Sat 02:10 -- 1234/h)
20241102-01:33:34 nb_validated 1554 model 4 (finishes Sat 02:24 -- 1104/h)
20241102-01:33:42 nb_validated 1738 model 2 (finishes Sat 02:10 -- 1233/h)
20241102-01:33:52 nb_validated 1560 model 1 (finishes Sat 02:24 -- 1104/h)
20241102-01:34:00 nb_validated 1746 model 3 (finishes Sat 02:10 -- 1234/h)
20241102-01:34:11 nb_validated 1566 model 3 (finishes Sat 02:24 -- 1104/h)
20241102-01:34:19 nb_validated 1753 model 2 (finishes Sat 02:10 -- 1234/h)
20241102-01:34:29 nb_validated 1573 model 0 (finishes Sat 02:24 -- 1105/h)
20241102-01:34:37 nb_validated 1766 model 1 (finishes Sat 02:10 -- 1239/h)
20241102-01:34:47 nb_validated 1584 model 1 (finishes Sat 02:24 -- 1109/h)
20241102-01:34:55 nb_validated 1779 model 2 (finishes Sat 02:09 -- 1244/h)
20241102-01:35:05 nb_validated 1591 model 4 (finishes Sat 02:24 -- 1110/h)
20241102-01:35:14 nb_validated 1784 model 2 (finishes Sat 02:09 -- 1243/h)
20241102-01:35:24 nb_validated 1595 model 2 (finishes Sat 02:24 -- 1109/h)
20241102-01:35:32 nb_validated 1790 model 1 (finishes Sat 02:09 -- 1243/h)
20241102-01:35:41 nb_validated 1597 model 0 (finishes Sat 02:24 -- 1107/h)
20241102-01:35:50 nb_validated 1798 model 1 (finishes Sat 02:09 -- 1244/h)
20241102-01:36:00 nb_validated 1606 model 0 (finishes Sat 02:24 -- 1109/h)
20241102-01:36:08 nb_validated 1803 model 3 (finishes Sat 02:09 -- 1243/h)
20241102-01:36:18 nb_validated 1615 model 0 (finishes Sat 02:24 -- 1111/h)
20241102-01:36:26 nb_validated 1810 model 0 (finishes Sat 02:09 -- 1243/h)
20241102-01:36:36 nb_validated 1623 model 3 (finishes Sat 02:23 -- 1113/h)
20241102-01:36:45 nb_validated 1811 model 1 (finishes Sat 02:10 -- 1240/h)
20241102-01:36:54 nb_validated 1625 model 2 (finishes Sat 02:24 -- 1110/h)
20241102-01:37:03 nb_validated 1819 model 1 (finishes Sat 02:09 -- 1241/h)
20241102-01:37:12 nb_validated 1630 model 4 (finishes Sat 02:24 -- 1110/h)
20241102-01:37:21 nb_validated 1823 model 3 (finishes Sat 02:10 -- 1239/h)
20241102-01:37:31 nb_validated 1636 model 0 (finishes Sat 02:24 -- 1110/h)
20241102-01:37:40 nb_validated 1828 model 3 (finishes Sat 02:10 -- 1238/h)
20241102-01:37:49 nb_validated 1640 model 1 (finishes Sat 02:24 -- 1109/h)
20241102-01:37:58 nb_validated 1833 model 2 (finishes Sat 02:10 -- 1238/h)
20241102-01:38:07 nb_validated 1643 model 1 (finishes Sat 02:24 -- 1107/h)
20241102-01:38:16 nb_validated 1840 model 0 (finishes Sat 02:10 -- 1238/h)
20241102-01:38:25 nb_validated 1647 model 3 (finishes Sat 02:24 -- 1106/h)
20241102-01:38:34 nb_validated 1845 model 3 (finishes Sat 02:10 -- 1237/h)
20241102-01:38:44 nb_validated 1654 model 3 (finishes Sat 02:24 -- 1107/h)
20241102-01:38:53 nb_validated 1850 model 1 (finishes Sat 02:10 -- 1236/h)
20241102-01:39:02 nb_validated 1659 model 3 (finishes Sat 02:24 -- 1107/h)
20241102-01:39:11 nb_validated 1855 model 0 (finishes Sat 02:10 -- 1235/h)
20241102-01:39:20 nb_validated 1664 model 1 (finishes Sat 02:24 -- 1106/h)
20241102-01:39:29 nb_validated 1863 model 4 (finishes Sat 02:10 -- 1237/h)
20241102-01:39:38 nb_validated 1670 model 2 (finishes Sat 02:24 -- 1107/h)
20241102-01:39:47 nb_validated 1868 model 3 (finishes Sat 02:10 -- 1236/h)
20241102-01:39:57 nb_validated 1672 model 3 (finishes Sat 02:24 -- 1104/h)
20241102-01:40:05 nb_validated 1873 model 3 (finishes Sat 02:10 -- 1235/h)
20241102-01:40:15 nb_validated 1675 model 3 (finishes Sat 02:25 -- 1103/h)
20241102-01:40:24 nb_validated 1877 model 3 (finishes Sat 02:10 -- 1234/h)
20241102-01:40:33 nb_validated 1685 model 0 (finishes Sat 02:24 -- 1106/h)
20241102-01:40:42 nb_validated 1879 model 4 (finishes Sat 02:10 -- 1231/h)
20241102-01:40:51 nb_validated 1692 model 1 (finishes Sat 02:24 -- 1106/h)
20241102-01:41:00 nb_validated 1886 model 3 (finishes Sat 02:10 -- 1231/h)
20241102-01:41:09 nb_validated 1699 model 2 (finishes Sat 02:24 -- 1107/h)
20241102-01:41:18 nb_validated 1891 model 4 (finishes Sat 02:10 -- 1231/h)
20241102-01:41:28 nb_validated 1709 model 2 (finishes Sat 02:24 -- 1110/h)
20241102-01:41:36 nb_validated 1899 model 4 (finishes Sat 02:10 -- 1232/h)
20241102-01:41:46 nb_validated 1712 model 4 (finishes Sat 02:24 -- 1108/h)
20241102-01:41:54 nb_validated 1902 model 3 (finishes Sat 02:11 -- 1230/h)
20241102-01:42:04 nb_validated 1715 model 2 (finishes Sat 02:24 -- 1107/h)
20241102-01:42:13 nb_validated 1911 model 4 (finishes Sat 02:10 -- 1231/h)
20241102-01:42:23 nb_validated 1722 model 0 (finishes Sat 02:24 -- 1108/h)
20241102-01:42:31 nb_validated 1917 model 2 (finishes Sat 02:10 -- 1231/h)
20241102-01:42:41 nb_validated 1724 model 0 (finishes Sat 02:24 -- 1105/h)
20241102-01:42:49 nb_validated 1926 model 3 (finishes Sat 02:10 -- 1233/h)
20241102-01:42:59 nb_validated 1732 model 3 (finishes Sat 02:24 -- 1107/h)
20241102-01:43:07 nb_validated 1933 model 0 (finishes Sat 02:10 -- 1233/h)
20241102-01:43:17 nb_validated 1738 model 3 (finishes Sat 02:24 -- 1107/h)
20241102-01:43:25 nb_validated 1942 model 3 (finishes Sat 02:10 -- 1235/h)
20241102-01:43:35 nb_validated 1743 model 3 (finishes Sat 02:24 -- 1107/h)
20241102-01:43:43 nb_validated 1948 model 0 (finishes Sat 02:10 -- 1235/h)
20241102-01:43:53 nb_validated 1750 model 0 (finishes Sat 02:24 -- 1108/h)
20241102-01:44:01 nb_validated 1951 model 4 (finishes Sat 02:10 -- 1233/h)
20241102-01:44:11 nb_validated 1753 model 3 (finishes Sat 02:24 -- 1106/h)
20241102-01:44:19 nb_validated 1954 model 0 (finishes Sat 02:10 -- 1231/h)
20241102-01:44:30 nb_validated 1756 model 4 (finishes Sat 02:24 -- 1104/h)
20241102-01:44:38 nb_validated 1958 model 3 (finishes Sat 02:11 -- 1230/h)
20241102-01:44:48 nb_validated 1764 model 4 (finishes Sat 02:24 -- 1106/h)
20241102-01:44:56 nb_validated 1962 model 3 (finishes Sat 02:11 -- 1228/h)
20241102-01:45:06 nb_validated 1769 model 3 (finishes Sat 02:24 -- 1106/h)
20241102-01:45:14 nb_validated 1969 model 0 (finishes Sat 02:11 -- 1229/h)
20241102-01:45:24 nb_validated 1780 model 2 (finishes Sat 02:24 -- 1109/h)
20241102-01:45:32 nb_validated 1977 model 2 (finishes Sat 02:11 -- 1230/h)
20241102-01:45:42 nb_validated 1783 model 4 (finishes Sat 02:24 -- 1107/h)
20241102-01:45:50 nb_validated 1980 model 4 (finishes Sat 02:11 -- 1228/h)
20241102-01:46:00 nb_validated 1789 model 1 (finishes Sat 02:24 -- 1108/h)
20241102-01:46:08 nb_validated 1983 model 0 (finishes Sat 02:11 -- 1226/h)
20241102-01:46:18 nb_validated 1794 model 4 (finishes Sat 02:24 -- 1107/h)
20241102-01:46:26 nb_validated 1988 model 4 (finishes Sat 02:11 -- 1225/h)
20241102-01:46:37 nb_validated 1803 model 1 (finishes Sat 02:24 -- 1109/h)
20241102-01:46:44 nb_validated 1992 model 2 (finishes Sat 02:11 -- 1224/h)
20241102-01:46:55 nb_validated 1807 model 3 (finishes Sat 02:24 -- 1108/h)
20241102-01:47:03 nb_validated 1994 model 4 (finishes Sat 02:11 -- 1221/h)
20241102-01:47:13 nb_validated 1809 model 0 (finishes Sat 02:24 -- 1106/h)
20241102-01:47:21 nb_validated 2000 model 0 (finishes Sat 02:11 -- 1221/h)
20241102-01:47:31 nb_validated 1813 model 3 (finishes Sat 02:24 -- 1105/h)
20241102-01:47:39 nb_validated 2008 model 1 (finishes Sat 02:11 -- 1222/h)
20241102-01:47:49 nb_validated 1816 model 2 (finishes Sat 02:24 -- 1104/h)
20241102-01:47:57 nb_validated 2012 model 4 (finishes Sat 02:11 -- 1221/h)
20241102-01:48:07 nb_validated 1821 model 4 (finishes Sat 02:25 -- 1103/h)
20241102-01:48:15 nb_validated 2021 model 0 (finishes Sat 02:11 -- 1223/h)
20241102-01:48:25 nb_validated 1827 model 4 (finishes Sat 02:25 -- 1104/h)
20241102-01:48:34 nb_validated 2031 model 1 (finishes Sat 02:11 -- 1225/h)
20241102-01:48:44 nb_validated 1831 model 1 (finishes Sat 02:25 -- 1103/h)
20241102-01:48:53 nb_validated 2040 model 1 (finishes Sat 02:11 -- 1227/h)
20241102-01:49:01 nb_validated 1834 model 2 (finishes Sat 02:25 -- 1101/h)
20241102-01:49:11 nb_validated 2050 model 0 (finishes Sat 02:11 -- 1229/h)
20241102-01:49:20 nb_validated 1843 model 2 (finishes Sat 02:25 -- 1103/h)
20241102-01:49:29 nb_validated 2052 model 2 (finishes Sat 02:11 -- 1226/h)
20241102-01:49:38 nb_validated 1851 model 1 (finishes Sat 02:24 -- 1105/h)
20241102-01:49:48 nb_validated 2059 model 1 (finishes Sat 02:11 -- 1227/h)
20241102-01:49:56 nb_validated 1857 model 4 (finishes Sat 02:24 -- 1105/h)
20241102-01:50:06 nb_validated 2065 model 2 (finishes Sat 02:11 -- 1227/h)
20241102-01:50:15 nb_validated 1867 model 2 (finishes Sat 02:24 -- 1107/h)
20241102-01:50:25 nb_validated 2074 model 2 (finishes Sat 02:11 -- 1228/h)
20241102-01:50:33 nb_validated 1872 model 0 (finishes Sat 02:24 -- 1107/h)
20241102-01:50:43 nb_validated 2079 model 1 (finishes Sat 02:11 -- 1227/h)
20241102-01:50:51 nb_validated 1877 model 1 (finishes Sat 02:24 -- 1107/h)
20241102-01:51:01 nb_validated 2086 model 2 (finishes Sat 02:11 -- 1228/h)
20241102-01:51:10 nb_validated 1884 model 3 (finishes Sat 02:24 -- 1107/h)
20241102-01:51:19 nb_validated 2092 model 0 (finishes Sat 02:11 -- 1228/h)
20241102-01:51:28 nb_validated 1889 model 4 (finishes Sat 02:24 -- 1107/h)
20241102-01:51:38 nb_validated 2097 model 1 (finishes Sat 02:11 -- 1227/h)
20241102-01:51:47 nb_validated 1897 model 2 (finishes Sat 02:24 -- 1108/h)
20241102-01:51:56 nb_validated 2102 model 2 (finishes Sat 02:11 -- 1226/h)
20241102-01:52:04 nb_validated 1898 model 3 (finishes Sat 02:24 -- 1106/h)
20241102-01:52:15 nb_validated 2107 model 2 (finishes Sat 02:11 -- 1226/h)
20241102-01:52:23 nb_validated 1907 model 2 (finishes Sat 02:24 -- 1108/h)
20241102-01:52:33 nb_validated 2117 model 2 (finishes Sat 02:11 -- 1228/h)
20241102-01:52:41 nb_validated 1913 model 3 (finishes Sat 02:24 -- 1108/h)
20241102-01:52:52 nb_validated 2124 model 1 (finishes Sat 02:11 -- 1228/h)
20241102-01:52:59 nb_validated 1917 model 3 (finishes Sat 02:24 -- 1107/h)
20241102-01:53:10 nb_validated 2127 model 4 (finishes Sat 02:11 -- 1226/h)
20241102-01:53:18 nb_validated 1920 model 2 (finishes Sat 02:24 -- 1105/h)
20241102-01:53:28 nb_validated 2132 model 4 (finishes Sat 02:11 -- 1226/h)
20241102-01:53:36 nb_validated 1930 model 0 (finishes Sat 02:24 -- 1108/h)
20241102-01:53:46 nb_validated 2137 model 2 (finishes Sat 02:11 -- 1225/h)
20241102-01:53:54 nb_validated 1938 model 3 (finishes Sat 02:24 -- 1109/h)
20241102-01:54:04 nb_validated 2143 model 4 (finishes Sat 02:11 -- 1225/h)
20241102-01:54:13 nb_validated 1945 model 2 (finishes Sat 02:24 -- 1110/h)
20241102-01:54:22 nb_validated 2156 model 2 (finishes Sat 02:11 -- 1229/h)
20241102-01:54:30 nb_validated 1947 model 4 (finishes Sat 02:24 -- 1108/h)
20241102-01:54:40 nb_validated 2164 model 4 (finishes Sat 02:11 -- 1230/h)
20241102-01:54:49 nb_validated 1956 model 3 (finishes Sat 02:24 -- 1110/h)
20241102-01:54:59 nb_validated 2168 model 3 (finishes Sat 02:11 -- 1228/h)
20241102-01:55:07 nb_validated 1961 model 0 (finishes Sat 02:24 -- 1110/h)
20241102-01:55:17 nb_validated 2171 model 4 (finishes Sat 02:11 -- 1227/h)
20241102-01:55:25 nb_validated 1965 model 2 (finishes Sat 02:24 -- 1109/h)
20241102-01:55:35 nb_validated 2175 model 4 (finishes Sat 02:11 -- 1226/h)
20241102-01:55:43 nb_validated 1970 model 2 (finishes Sat 02:24 -- 1108/h)
20241102-01:55:53 nb_validated 2181 model 4 (finishes Sat 02:11 -- 1225/h)
20241102-01:56:02 nb_validated 1973 model 1 (finishes Sat 02:24 -- 1107/h)
20241102-01:56:11 nb_validated 2188 model 2 (finishes Sat 02:11 -- 1226/h)
20241102-01:56:20 nb_validated 1979 model 2 (finishes Sat 02:24 -- 1107/h)
20241102-01:56:30 nb_validated 2196 model 1 (finishes Sat 02:11 -- 1227/h)
20241102-01:56:38 nb_validated 1987 model 2 (finishes Sat 02:24 -- 1108/h)
20241102-01:56:48 nb_validated 2200 model 4 (finishes Sat 02:11 -- 1226/h)
20241102-01:56:57 nb_validated 1989 model 1 (finishes Sat 02:24 -- 1106/h)
20241102-01:57:06 nb_validated 2206 model 3 (finishes Sat 02:11 -- 1225/h)
20241102-01:57:15 nb_validated 1999 model 3 (finishes Sat 02:24 -- 1109/h)
20241102-01:57:24 nb_validated 2211 model 2 (finishes Sat 02:11 -- 1225/h)
20241102-01:57:33 nb_validated 2006 model 4 (finishes Sat 02:24 -- 1110/h)
20241102-01:57:43 nb_validated 2218 model 0 (finishes Sat 02:11 -- 1225/h)
20241102-01:57:52 nb_validated 2009 model 3 (finishes Sat 02:24 -- 1108/h)
20241102-01:58:01 nb_validated 2231 model 0 (finishes Sat 02:11 -- 1229/h)
20241102-01:58:10 nb_validated 2016 model 2 (finishes Sat 02:24 -- 1109/h)
20241102-01:58:19 nb_validated 2240 model 2 (finishes Sat 02:11 -- 1230/h)
20241102-01:58:28 nb_validated 2028 model 2 (finishes Sat 02:23 -- 1112/h)
20241102-01:58:37 nb_validated 2246 model 2 (finishes Sat 02:11 -- 1230/h)
20241102-01:58:46 nb_validated 2030 model 2 (finishes Sat 02:24 -- 1111/h)
20241102-01:58:56 nb_validated 2253 model 2 (finishes Sat 02:10 -- 1231/h)
20241102-01:59:04 nb_validated 2040 model 0 (finishes Sat 02:23 -- 1113/h)
20241102-01:59:14 nb_validated 2259 model 2 (finishes Sat 02:10 -- 1231/h)
20241102-01:59:22 nb_validated 2046 model 0 (finishes Sat 02:23 -- 1113/h)
20241102-01:59:32 nb_validated 2266 model 3 (finishes Sat 02:10 -- 1231/h)
20241102-01:59:40 nb_validated 2047 model 4 (finishes Sat 02:24 -- 1111/h)
20241102-01:59:50 nb_validated 2271 model 1 (finishes Sat 02:11 -- 1230/h)
20241102-01:59:58 nb_validated 2050 model 2 (finishes Sat 02:24 -- 1109/h)
20241102-02:00:09 nb_validated 2275 model 4 (finishes Sat 02:11 -- 1229/h)
20241102-02:00:17 nb_validated 2061 model 2 (finishes Sat 02:23 -- 1112/h)
20241102-02:00:27 nb_validated 2281 model 0 (finishes Sat 02:11 -- 1229/h)
20241102-02:00:35 nb_validated 2064 model 3 (finishes Sat 02:24 -- 1111/h)
20241102-02:00:45 nb_validated 2286 model 2 (finishes Sat 02:11 -- 1228/h)
20241102-02:00:53 nb_validated 2075 model 2 (finishes Sat 02:23 -- 1114/h)
20241102-02:01:03 nb_validated 2292 model 0 (finishes Sat 02:11 -- 1228/h)
20241102-02:01:11 nb_validated 2084 model 2 (finishes Sat 02:23 -- 1115/h)
20241102-02:01:21 nb_validated 2296 model 4 (finishes Sat 02:11 -- 1227/h)
20241102-02:01:29 nb_validated 2090 model 0 (finishes Sat 02:23 -- 1116/h)
20241102-02:01:39 nb_validated 2303 model 0 (finishes Sat 02:11 -- 1228/h)
20241102-02:01:47 nb_validated 2097 model 4 (finishes Sat 02:23 -- 1116/h)
20241102-02:01:57 nb_validated 2306 model 0 (finishes Sat 02:11 -- 1226/h)
20241102-02:02:05 nb_validated 2102 model 4 (finishes Sat 02:23 -- 1116/h)
20241102-02:02:16 nb_validated 2308 model 1 (finishes Sat 02:11 -- 1224/h)
20241102-02:02:23 nb_validated 2109 model 3 (finishes Sat 02:23 -- 1117/h)
20241102-02:02:34 nb_validated 2320 model 3 (finishes Sat 02:11 -- 1227/h)
20241102-02:02:42 nb_validated 2115 model 0 (finishes Sat 02:23 -- 1117/h)
20241102-02:02:52 nb_validated 2323 model 1 (finishes Sat 02:11 -- 1225/h)
20241102-02:03:00 nb_validated 2120 model 0 (finishes Sat 02:23 -- 1117/h)
20241102-02:03:10 nb_validated 2332 model 0 (finishes Sat 02:11 -- 1226/h)
20241102-02:03:18 nb_validated 2124 model 2 (finishes Sat 02:23 -- 1116/h)
20241102-02:03:28 nb_validated 2334 model 2 (finishes Sat 02:11 -- 1224/h)
20241102-02:03:36 nb_validated 2127 model 4 (finishes Sat 02:23 -- 1114/h)
20241102-02:03:47 nb_validated 2344 model 0 (finishes Sat 02:11 -- 1226/h)
20241102-02:03:54 nb_validated 2134 model 0 (finishes Sat 02:23 -- 1115/h)
20241102-02:04:05 nb_validated 2348 model 4 (finishes Sat 02:11 -- 1225/h)
20241102-02:04:13 nb_validated 2141 model 2 (finishes Sat 02:23 -- 1116/h)
20241102-02:04:23 nb_validated 2354 model 4 (finishes Sat 02:11 -- 1225/h)
20241102-02:04:31 nb_validated 2145 model 3 (finishes Sat 02:23 -- 1115/h)
20241102-02:04:42 nb_validated 2360 model 3 (finishes Sat 02:11 -- 1225/h)
20241102-02:04:49 nb_validated 2149 model 1 (finishes Sat 02:23 -- 1114/h)
20241102-02:05:00 nb_validated 2374 model 0 (finishes Sat 02:11 -- 1229/h)
20241102-02:05:07 nb_validated 2160 model 0 (finishes Sat 02:23 -- 1117/h)
20241102-02:05:18 nb_validated 2377 model 4 (finishes Sat 02:11 -- 1227/h)
20241102-02:05:25 nb_validated 2166 model 4 (finishes Sat 02:23 -- 1117/h)
20241102-02:05:36 nb_validated 2385 model 2 (finishes Sat 02:11 -- 1228/h)
20241102-02:05:43 nb_validated 2170 model 4 (finishes Sat 02:23 -- 1116/h)
20241102-02:05:54 nb_validated 2387 model 4 (finishes Sat 02:11 -- 1226/h)
20241102-02:06:01 nb_validated 2180 model 0 (finishes Sat 02:23 -- 1119/h)
20241102-02:06:12 nb_validated 2394 model 4 (finishes Sat 02:11 -- 1226/h)
20241102-02:06:20 nb_validated 2185 model 4 (finishes Sat 02:23 -- 1118/h)
20241102-02:06:30 nb_validated 2400 model 0 (finishes Sat 02:11 -- 1226/h)
20241102-02:06:38 nb_validated 2193 model 1 (finishes Sat 02:23 -- 1119/h)
20241102-02:06:48 nb_validated 2401 model 4 (finishes Sat 02:11 -- 1224/h)
20241102-02:06:56 nb_validated 2201 model 0 (finishes Sat 02:22 -- 1121/h)
20241102-02:07:07 nb_validated 2410 model 1 (finishes Sat 02:11 -- 1225/h)
20241102-02:07:14 nb_validated 2205 model 1 (finishes Sat 02:23 -- 1120/h)
20241102-02:07:25 nb_validated 2423 model 0 (finishes Sat 02:11 -- 1229/h)
20241102-02:07:33 nb_validated 2217 model 0 (finishes Sat 02:22 -- 1123/h)
20241102-02:07:43 nb_validated 2428 model 0 (finishes Sat 02:11 -- 1228/h)
20241102-02:07:51 nb_validated 2225 model 0 (finishes Sat 02:22 -- 1124/h)
20241102-02:08:01 nb_validated 2435 model 3 (finishes Sat 02:11 -- 1228/h)
20241102-02:08:09 nb_validated 2229 model 4 (finishes Sat 02:22 -- 1123/h)
20241102-02:08:19 nb_validated 2443 model 0 (finishes Sat 02:11 -- 1229/h)
20241102-02:08:27 nb_validated 2235 model 3 (finishes Sat 02:22 -- 1123/h)
20241102-02:08:38 nb_validated 2443 model 4 (finishes Sat 02:11 -- 1226/h)
20241102-02:08:45 nb_validated 2241 model 1 (finishes Sat 02:22 -- 1124/h)
20241102-02:08:56 nb_validated 2450 model 2 (finishes Sat 02:11 -- 1227/h)
20241102-02:09:04 nb_validated 2246 model 0 (finishes Sat 02:22 -- 1123/h)
20241102-02:09:14 nb_validated 2456 model 2 (finishes Sat 02:11 -- 1226/h)
20241102-02:09:22 nb_validated 2252 model 3 (finishes Sat 02:22 -- 1123/h)
20241102-02:09:33 nb_validated 2466 model 0 (finishes Sat 02:11 -- 1228/h)
20241102-02:09:40 nb_validated 2258 model 3 (finishes Sat 02:22 -- 1124/h)
20241102-02:09:51 nb_validated 2473 model 0 (finishes Sat 02:11 -- 1229/h)
20241102-02:09:58 nb_validated 2260 model 0 (finishes Sat 02:22 -- 1122/h)
20241102-02:10:09 nb_validated 2476 model 3 (finishes Sat 02:11 -- 1227/h)
20241102-02:10:17 nb_validated 2265 model 1 (finishes Sat 02:22 -- 1121/h)
20241102-02:10:27 nb_validated 2481 model 4 (finishes Sat 02:11 -- 1227/h)
20241102-02:10:35 nb_validated 2268 model 3 (finishes Sat 02:23 -- 1120/h)
20241102-02:10:45 nb_validated 2485 model 3 (finishes Sat 02:11 -- 1226/h)
20241102-02:10:53 nb_validated 2275 model 0 (finishes Sat 02:22 -- 1121/h)
20241102-02:11:03 nb_validated 2489 model 1 (finishes Sat 02:11 -- 1224/h)
20241102-02:11:11 nb_validated 2281 model 3 (finishes Sat 02:22 -- 1121/h)
20241102-02:11:21 nb_validated 2490 model 4 (finishes Sat 02:11 -- 1222/h)
20241102-02:11:29 nb_validated 2286 model 0 (finishes Sat 02:22 -- 1121/h)
20241102-02:11:39 nb_validated 2496 model 4 (finishes Sat 02:11 -- 1222/h)
20241102-02:11:47 nb_validated 2293 model 2 (finishes Sat 02:22 -- 1121/h)
20241102-02:11:48 generate_c_quizz_speed 1222/h
20241102-02:12:05 nb_validated 2300 model 2 (finishes Sat 02:22 -- 1122/h)
20241102-02:12:23 nb_validated 2311 model 3 (finishes Sat 02:22 -- 1125/h)
20241102-02:12:41 nb_validated 2314 model 2 (finishes Sat 02:22 -- 1123/h)
20241102-02:12:59 nb_validated 2321 model 3 (finishes Sat 02:22 -- 1124/h)
20241102-02:13:17 nb_validated 2325 model 2 (finishes Sat 02:22 -- 1123/h)
20241102-02:13:34 nb_validated 2336 model 4 (finishes Sat 02:22 -- 1126/h)
20241102-02:13:52 nb_validated 2344 model 4 (finishes Sat 02:22 -- 1127/h)
20241102-02:14:10 nb_validated 2348 model 4 (finishes Sat 02:22 -- 1126/h)
20241102-02:14:27 nb_validated 2353 model 2 (finishes Sat 02:22 -- 1126/h)
20241102-02:14:45 nb_validated 2364 model 1 (finishes Sat 02:21 -- 1129/h)
20241102-02:15:03 nb_validated 2368 model 3 (finishes Sat 02:22 -- 1128/h)
20241102-02:15:20 nb_validated 2371 model 2 (finishes Sat 02:22 -- 1127/h)
20241102-02:15:38 nb_validated 2383 model 0 (finishes Sat 02:21 -- 1130/h)
20241102-02:15:56 nb_validated 2391 model 4 (finishes Sat 02:21 -- 1131/h)
20241102-02:16:14 nb_validated 2400 model 1 (finishes Sat 02:21 -- 1132/h)
20241102-02:16:32 nb_validated 2405 model 2 (finishes Sat 02:21 -- 1132/h)
20241102-02:16:49 nb_validated 2408 model 4 (finishes Sat 02:21 -- 1131/h)
20241102-02:17:07 nb_validated 2413 model 3 (finishes Sat 02:21 -- 1131/h)
20241102-02:17:25 nb_validated 2419 model 0 (finishes Sat 02:21 -- 1131/h)
20241102-02:17:42 nb_validated 2425 model 4 (finishes Sat 02:21 -- 1131/h)
20241102-02:18:00 nb_validated 2431 model 3 (finishes Sat 02:21 -- 1131/h)
20241102-02:18:17 nb_validated 2437 model 4 (finishes Sat 02:21 -- 1132/h)
20241102-02:18:35 nb_validated 2443 model 3 (finishes Sat 02:21 -- 1132/h)
20241102-02:18:53 nb_validated 2450 model 3 (finishes Sat 02:21 -- 1133/h)
20241102-02:19:10 nb_validated 2455 model 3 (finishes Sat 02:21 -- 1132/h)
20241102-02:19:28 nb_validated 2458 model 0 (finishes Sat 02:21 -- 1131/h)
20241102-02:19:46 nb_validated 2464 model 2 (finishes Sat 02:21 -- 1131/h)
20241102-02:20:04 nb_validated 2467 model 1 (finishes Sat 02:21 -- 1130/h)
20241102-02:20:21 nb_validated 2472 model 4 (finishes Sat 02:21 -- 1130/h)
20241102-02:20:39 nb_validated 2477 model 0 (finishes Sat 02:21 -- 1130/h)
20241102-02:20:57 nb_validated 2487 model 0 (finishes Sat 02:21 -- 1132/h)
20241102-02:21:15 nb_validated 2494 model 3 (finishes Sat 02:21 -- 1132/h)
20241102-02:21:32 nb_validated 2501 model 4 (finishes now! -- 1133/h)
20241102-02:21:32 generate_c_quizz_speed 1133/h
20241102-02:21:41 wrote culture_c_quiz_0411.png
20241102-02:21:41 generated_c_quizzes torch.Size([5001, 400])
20241102-02:26:15 nb_c_quizzes 15004
20241102-02:26:15 weakest_accuracies [0, 0]
20241102-02:26:15 dummy_rand tensor([0.5573])
20241102-02:26:15 dummy_rand tensor([0.6358])
20241102-02:26:15 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:26:15 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:28:48 train_loss 411 model 1 0.029919723510742187
20241102-02:28:48 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:28:48 train_loss 411 model 0 0.029878793716430666
20241102-02:28:48 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:28:50 test_loss 411 model 1 0.02741790771484375
20241102-02:28:50 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:28:50 test_loss 411 model 0 0.025607833862304686
20241102-02:28:50 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:28:53 test_accuracy 411 model 1 nb_correct 2313 / 2500 (92.52%)
20241102-02:28:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:28:53 test_accuracy 411 model 0 nb_correct 2402 / 2500 (96.08%)
20241102-02:28:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:29:02 wrote ae_*.pth
20241102-02:29:02 epoch_duration 139min54s next_finish 04:48:57
20241102-02:29:02 wrote state.pth
20241102-02:29:02 --- epoch 412 ----------------------------------------
20241102-02:29:02 current_test_accuracies 0.9608 0.9252 0.0000 0.0000 0.0000
20241102-02:29:02 nb_c_quizzes 15004
20241102-02:29:02 weakest_accuracies [0, 0]
20241102-02:29:02 dummy_rand tensor([0.8585])
20241102-02:29:02 dummy_rand tensor([0.7657])
20241102-02:29:02 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:29:02 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:31:34 train_loss 412 model 2 0.029424717903137207
20241102-02:31:34 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:31:34 train_loss 412 model 3 0.0299281005859375
20241102-02:31:34 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:31:37 test_loss 412 model 2 0.027175750732421875
20241102-02:31:37 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:31:37 test_loss 412 model 3 0.026937294006347656
20241102-02:31:37 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:31:39 test_accuracy 412 model 2 nb_correct 2370 / 2500 (94.80%)
20241102-02:31:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:31:39 test_accuracy 412 model 3 nb_correct 2347 / 2500 (93.88%)
20241102-02:31:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:31:48 wrote ae_*.pth
20241102-02:31:48 epoch_duration 2min46s next_finish 02:34:35
20241102-02:31:49 wrote state.pth
20241102-02:31:49 --- epoch 413 ----------------------------------------
20241102-02:31:49 current_test_accuracies 0.9608 0.9252 0.9480 0.9388 0.0000
20241102-02:31:49 nb_c_quizzes 15004
20241102-02:31:49 weakest_accuracies [0, 0.9252]
20241102-02:31:49 dummy_rand tensor([0.5522])
20241102-02:31:49 dummy_rand tensor([0.4887])
20241102-02:31:49 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:31:49 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:34:21 train_loss 413 model 1 0.02903753662109375
20241102-02:34:21 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:34:21 train_loss 413 model 4 0.03033854675292969
20241102-02:34:21 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:34:23 test_loss 413 model 1 0.02922027587890625
20241102-02:34:23 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:34:23 test_loss 413 model 4 0.02609130859375
20241102-02:34:23 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:34:25 test_accuracy 413 model 1 nb_correct 2384 / 2500 (95.36%)
20241102-02:34:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:34:26 test_accuracy 413 model 4 nb_correct 2368 / 2500 (94.72%)
20241102-02:34:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:34:35 wrote ae_*.pth
20241102-02:34:35 epoch_duration 2min46s next_finish 02:37:22
20241102-02:34:35 wrote state.pth
20241102-02:34:35 --- epoch 414 ----------------------------------------
20241102-02:34:35 current_test_accuracies 0.9608 0.9536 0.9480 0.9388 0.9472
20241102-02:34:35 nb_c_quizzes 15004
20241102-02:34:35 weakest_accuracies [0.9388, 0.9472]
20241102-02:34:35 dummy_rand tensor([0.7623])
20241102-02:34:35 dummy_rand tensor([0.7167])
20241102-02:34:35 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:34:35 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:37:07 train_loss 414 model 4 0.029369338989257813
20241102-02:37:07 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:37:07 train_loss 414 model 3 0.028079845428466796
20241102-02:37:07 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:37:10 test_loss 414 model 4 0.025419187545776368
20241102-02:37:10 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:37:10 test_loss 414 model 3 0.02528800964355469
20241102-02:37:10 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:37:12 test_accuracy 414 model 4 nb_correct 2338 / 2500 (93.52%)
20241102-02:37:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:37:12 test_accuracy 414 model 3 nb_correct 2330 / 2500 (93.20%)
20241102-02:37:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:37:22 wrote ae_*.pth
20241102-02:37:22 epoch_duration 2min46s next_finish 02:40:08
20241102-02:37:22 wrote state.pth
20241102-02:37:22 --- epoch 415 ----------------------------------------
20241102-02:37:22 current_test_accuracies 0.9608 0.9536 0.9480 0.9320 0.9352
20241102-02:37:22 nb_c_quizzes 15004
20241102-02:37:22 weakest_accuracies [0.932, 0.9352]
20241102-02:37:22 dummy_rand tensor([0.8591])
20241102-02:37:22 dummy_rand tensor([0.2094])
20241102-02:37:22 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:37:22 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:39:53 train_loss 415 model 3 0.029868101119995116
20241102-02:39:53 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:39:53 train_loss 415 model 4 0.029608388900756837
20241102-02:39:53 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:39:56 test_loss 415 model 3 0.025255279541015627
20241102-02:39:56 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:39:56 test_loss 415 model 4 0.024182662963867188
20241102-02:39:56 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:39:58 test_accuracy 415 model 3 nb_correct 2427 / 2500 (97.08%)
20241102-02:39:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:39:58 test_accuracy 415 model 4 nb_correct 2404 / 2500 (96.16%)
20241102-02:39:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:40:07 wrote ae_*.pth
20241102-02:40:07 epoch_duration 2min45s next_finish 02:42:53
20241102-02:40:08 wrote state.pth
20241102-02:40:08 --- epoch 416 ----------------------------------------
20241102-02:40:08 current_test_accuracies 0.9608 0.9536 0.9480 0.9708 0.9616
20241102-02:40:08 nb_c_quizzes 15004
20241102-02:40:08 weakest_accuracies [0.948, 0.9536]
20241102-02:40:08 dummy_rand tensor([0.5859])
20241102-02:40:08 dummy_rand tensor([0.0722])
20241102-02:40:08 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:40:08 quiz_set nb_w_quizzes 34996 nb_c_quizzes 15004
20241102-02:42:40 train_loss 416 model 2 0.028628072500228884
20241102-02:42:40 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:42:40 train_loss 416 model 1 0.028944406509399414
20241102-02:42:40 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:42:42 test_loss 416 model 2 0.0282586669921875
20241102-02:42:42 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:42:42 test_loss 416 model 1 0.02558479309082031
20241102-02:42:42 quiz_set nb_w_quizzes 1388 nb_c_quizzes 1112
20241102-02:42:44 test_accuracy 416 model 2 nb_correct 2390 / 2500 (95.60%)
20241102-02:42:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:42:44 test_accuracy 416 model 1 nb_correct 2407 / 2500 (96.28%)
20241102-02:42:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-02:42:54 wrote ae_*.pth
20241102-02:42:54 epoch_duration 2min46s next_finish 02:45:40
20241102-02:42:54 wrote state.pth
20241102-02:42:54 --- epoch 417 ----------------------------------------
20241102-02:42:54 current_test_accuracies 0.9608 0.9628 0.9560 0.9708 0.9616
20241102-02:42:54 dummy_rand tensor([0.6114])
20241102-02:42:54 dummy_rand tensor([0.2026])
20241102-02:43:03 nb_validated 6 model 2 (finishes Sat 03:46 -- 2361/h)
20241102-02:43:03 nb_validated 3 model 3 (finishes Sat 04:50 -- 1173/h)
20241102-02:43:21 nb_validated 13 model 0 (finishes Sat 04:09 -- 1729/h)
20241102-02:43:21 nb_validated 11 model 1 (finishes Sat 04:26 -- 1444/h)
20241102-02:43:39 nb_validated 22 model 2 (finishes Sat 04:08 -- 1749/h)
20241102-02:43:40 nb_validated 16 model 2 (finishes Sat 04:41 -- 1264/h)
20241102-02:43:58 nb_validated 26 model 1 (finishes Sat 04:24 -- 1471/h)
20241102-02:43:58 nb_validated 28 model 4 (finishes Sat 04:17 -- 1581/h)
20241102-02:44:16 nb_validated 41 model 1 (finishes Sat 04:05 -- 1805/h)
20241102-02:44:16 nb_validated 31 model 1 (finishes Sat 04:33 -- 1361/h)
20241102-02:44:34 nb_validated 48 model 2 (finishes Sat 04:09 -- 1727/h)
20241102-02:44:34 nb_validated 40 model 1 (finishes Sat 04:27 -- 1435/h)
20241102-02:44:53 nb_validated 54 model 3 (finishes Sat 04:14 -- 1640/h)
20241102-02:44:53 nb_validated 52 model 1 (finishes Sat 04:18 -- 1575/h)
20241102-02:45:11 nb_validated 61 model 0 (finishes Sat 04:16 -- 1603/h)
20241102-02:45:11 nb_validated 60 model 3 (finishes Sat 04:18 -- 1574/h)
20241102-02:45:29 nb_validated 67 model 0 (finishes Sat 04:19 -- 1555/h)
20241102-02:45:30 nb_validated 71 model 4 (finishes Sat 04:14 -- 1642/h)
20241102-02:45:47 nb_validated 74 model 4 (finishes Sat 04:20 -- 1538/h)
20241102-02:45:48 nb_validated 80 model 1 (finishes Sat 04:13 -- 1657/h)
20241102-02:46:05 nb_validated 84 model 0 (finishes Sat 04:17 -- 1580/h)
20241102-02:46:06 nb_validated 83 model 2 (finishes Sat 04:19 -- 1556/h)
20241102-02:46:24 nb_validated 94 model 1 (finishes Sat 04:15 -- 1614/h)
20241102-02:46:24 nb_validated 94 model 2 (finishes Sat 04:16 -- 1610/h)
20241102-02:46:42 nb_validated 106 model 1 (finishes Sat 04:12 -- 1673/h)
20241102-02:46:42 nb_validated 98 model 1 (finishes Sat 04:19 -- 1544/h)
20241102-02:47:00 nb_validated 111 model 1 (finishes Sat 04:15 -- 1622/h)
20241102-02:47:01 nb_validated 105 model 2 (finishes Sat 04:20 -- 1532/h)
20241102-02:47:18 nb_validated 121 model 0 (finishes Sat 04:13 -- 1647/h)
20241102-02:47:19 nb_validated 113 model 1 (finishes Sat 04:20 -- 1535/h)
20241102-02:47:37 nb_validated 133 model 0 (finishes Sat 04:11 -- 1694/h)
20241102-02:47:37 nb_validated 123 model 2 (finishes Sat 04:18 -- 1564/h)
20241102-02:47:55 nb_validated 142 model 3 (finishes Sat 04:11 -- 1699/h)
20241102-02:47:55 nb_validated 129 model 1 (finishes Sat 04:20 -- 1541/h)
20241102-02:48:13 nb_validated 150 model 4 (finishes Sat 04:11 -- 1691/h)
20241102-02:48:13 nb_validated 137 model 0 (finishes Sat 04:20 -- 1544/h)
20241102-02:48:32 nb_validated 158 model 1 (finishes Sat 04:11 -- 1684/h)
20241102-02:48:32 nb_validated 141 model 0 (finishes Sat 04:22 -- 1502/h)
20241102-02:48:50 nb_validated 161 model 4 (finishes Sat 04:14 -- 1629/h)
20241102-02:48:50 nb_validated 149 model 2 (finishes Sat 04:22 -- 1507/h)
20241102-02:49:08 nb_validated 155 model 2 (finishes Sat 04:23 -- 1491/h)
20241102-02:49:08 nb_validated 170 model 4 (finishes Sat 04:14 -- 1635/h)
20241102-02:49:26 nb_validated 162 model 3 (finishes Sat 04:23 -- 1486/h)
20241102-02:49:26 nb_validated 177 model 0 (finishes Sat 04:15 -- 1623/h)
20241102-02:49:45 nb_validated 167 model 2 (finishes Sat 04:25 -- 1464/h)
20241102-02:49:45 nb_validated 184 model 3 (finishes Sat 04:15 -- 1613/h)
20241102-02:50:03 nb_validated 174 model 1 (finishes Sat 04:25 -- 1461/h)
20241102-02:50:03 nb_validated 192 model 2 (finishes Sat 04:16 -- 1610/h)
20241102-02:50:21 nb_validated 182 model 3 (finishes Sat 04:25 -- 1466/h)
20241102-02:50:21 nb_validated 196 model 2 (finishes Sat 04:17 -- 1577/h)
20241102-02:50:39 nb_validated 187 model 4 (finishes Sat 04:26 -- 1447/h)
20241102-02:50:40 nb_validated 206 model 2 (finishes Sat 04:17 -- 1592/h)
20241102-02:50:57 nb_validated 190 model 1 (finishes Sat 04:28 -- 1414/h)
20241102-02:50:58 nb_validated 214 model 0 (finishes Sat 04:17 -- 1592/h)
20241102-02:51:16 nb_validated 195 model 0 (finishes Sat 04:30 -- 1398/h)
20241102-02:51:16 nb_validated 220 model 4 (finishes Sat 04:18 -- 1577/h)
20241102-02:51:34 nb_validated 205 model 3 (finishes Sat 04:28 -- 1418/h)
20241102-02:51:35 nb_validated 233 model 4 (finishes Sat 04:16 -- 1611/h)
20241102-02:51:52 nb_validated 212 model 2 (finishes Sat 04:28 -- 1417/h)
20241102-02:51:53 nb_validated 247 model 2 (finishes Sat 04:13 -- 1650/h)
20241102-02:52:11 nb_validated 218 model 0 (finishes Sat 04:29 -- 1410/h)
20241102-02:52:11 nb_validated 257 model 0 (finishes Sat 04:13 -- 1660/h)
20241102-02:52:29 nb_validated 231 model 0 (finishes Sat 04:26 -- 1447/h)
20241102-02:52:29 nb_validated 268 model 3 (finishes Sat 04:12 -- 1676/h)
20241102-02:52:47 nb_validated 238 model 1 (finishes Sat 04:26 -- 1445/h)
20241102-02:52:48 nb_validated 274 model 3 (finishes Sat 04:13 -- 1661/h)
20241102-02:53:05 nb_validated 248 model 0 (finishes Sat 04:25 -- 1461/h)
20241102-02:53:06 nb_validated 284 model 3 (finishes Sat 04:12 -- 1670/h)
20241102-02:53:23 nb_validated 254 model 0 (finishes Sat 04:26 -- 1452/h)
20241102-02:53:24 nb_validated 296 model 2 (finishes Sat 04:11 -- 1690/h)
20241102-02:53:42 nb_validated 260 model 2 (finishes Sat 04:26 -- 1445/h)
20241102-02:53:43 nb_validated 306 model 0 (finishes Sat 04:11 -- 1697/h)
20241102-02:54:00 nb_validated 267 model 2 (finishes Sat 04:26 -- 1443/h)
20241102-02:54:01 nb_validated 314 model 1 (finishes Sat 04:11 -- 1694/h)
20241102-02:54:18 nb_validated 276 model 2 (finishes Sat 04:26 -- 1452/h)
20241102-02:54:19 nb_validated 322 model 0 (finishes Sat 04:11 -- 1691/h)
20241102-02:54:36 nb_validated 284 model 3 (finishes Sat 04:25 -- 1455/h)
20241102-02:54:38 nb_validated 328 model 4 (finishes Sat 04:12 -- 1677/h)
20241102-02:54:55 nb_validated 289 model 2 (finishes Sat 04:26 -- 1443/h)
20241102-02:54:56 nb_validated 338 model 3 (finishes Sat 04:11 -- 1684/h)
20241102-02:55:13 nb_validated 296 model 4 (finishes Sat 04:26 -- 1441/h)
20241102-02:55:15 nb_validated 349 model 1 (finishes Sat 04:11 -- 1696/h)
20241102-02:55:31 nb_validated 307 model 4 (finishes Sat 04:25 -- 1459/h)
20241102-02:55:33 nb_validated 355 model 0 (finishes Sat 04:11 -- 1684/h)
20241102-02:55:49 nb_validated 314 model 2 (finishes Sat 04:25 -- 1457/h)
20241102-02:55:51 nb_validated 368 model 1 (finishes Sat 04:10 -- 1704/h)
20241102-02:56:08 nb_validated 317 model 1 (finishes Sat 04:27 -- 1438/h)
20241102-02:56:09 nb_validated 372 model 4 (finishes Sat 04:11 -- 1683/h)
20241102-02:56:26 nb_validated 323 model 0 (finishes Sat 04:27 -- 1432/h)
20241102-02:56:28 nb_validated 379 model 1 (finishes Sat 04:12 -- 1676/h)
20241102-02:56:44 nb_validated 330 model 1 (finishes Sat 04:27 -- 1431/h)
20241102-02:56:46 nb_validated 388 model 4 (finishes Sat 04:12 -- 1678/h)
20241102-02:57:02 nb_validated 336 model 3 (finishes Sat 04:28 -- 1425/h)
20241102-02:57:05 nb_validated 397 model 0 (finishes Sat 04:12 -- 1680/h)
20241102-02:57:21 nb_validated 339 model 4 (finishes Sat 04:29 -- 1407/h)
20241102-02:57:23 nb_validated 404 model 2 (finishes Sat 04:12 -- 1673/h)
20241102-02:57:39 nb_validated 347 model 3 (finishes Sat 04:29 -- 1411/h)
20241102-02:57:41 nb_validated 414 model 1 (finishes Sat 04:12 -- 1679/h)
20241102-02:57:57 nb_validated 357 model 1 (finishes Sat 04:28 -- 1422/h)
20241102-02:57:59 nb_validated 417 model 2 (finishes Sat 04:13 -- 1657/h)
20241102-02:58:16 nb_validated 366 model 1 (finishes Sat 04:27 -- 1429/h)
20241102-02:58:18 nb_validated 424 model 4 (finishes Sat 04:13 -- 1652/h)
20241102-02:58:34 nb_validated 369 model 1 (finishes Sat 04:29 -- 1413/h)
20241102-02:58:36 nb_validated 428 model 3 (finishes Sat 04:14 -- 1635/h)
20241102-02:58:52 nb_validated 378 model 0 (finishes Sat 04:28 -- 1420/h)
20241102-02:58:54 nb_validated 438 model 0 (finishes Sat 04:14 -- 1641/h)
20241102-02:59:10 nb_validated 387 model 2 (finishes Sat 04:27 -- 1427/h)
20241102-02:59:13 nb_validated 442 model 3 (finishes Sat 04:15 -- 1625/h)
20241102-02:59:28 nb_validated 392 model 0 (finishes Sat 04:28 -- 1419/h)
20241102-02:59:31 nb_validated 452 model 2 (finishes Sat 04:14 -- 1632/h)
20241102-02:59:46 nb_validated 401 model 4 (finishes Sat 04:28 -- 1425/h)
20241102-02:59:50 nb_validated 459 model 4 (finishes Sat 04:15 -- 1627/h)
20241102-03:00:05 nb_validated 407 model 3 (finishes Sat 04:28 -- 1421/h)
20241102-03:00:08 nb_validated 466 model 4 (finishes Sat 04:15 -- 1622/h)
20241102-03:00:23 nb_validated 420 model 3 (finishes Sat 04:26 -- 1441/h)
20241102-03:00:26 nb_validated 469 model 2 (finishes Sat 04:16 -- 1604/h)
20241102-03:00:41 nb_validated 431 model 0 (finishes Sat 04:26 -- 1454/h)
20241102-03:00:45 nb_validated 475 model 3 (finishes Sat 04:16 -- 1597/h)
20241102-03:00:59 nb_validated 438 model 0 (finishes Sat 04:26 -- 1452/h)
20241102-03:01:03 nb_validated 483 model 0 (finishes Sat 04:16 -- 1596/h)
20241102-03:01:17 nb_validated 442 model 2 (finishes Sat 04:26 -- 1441/h)
20241102-03:01:21 nb_validated 495 model 0 (finishes Sat 04:16 -- 1609/h)
20241102-03:01:36 nb_validated 453 model 1 (finishes Sat 04:26 -- 1453/h)
20241102-03:01:39 nb_validated 502 model 3 (finishes Sat 04:16 -- 1605/h)
20241102-03:01:54 nb_validated 458 model 2 (finishes Sat 04:26 -- 1446/h)
20241102-03:01:58 nb_validated 509 model 2 (finishes Sat 04:16 -- 1602/h)
20241102-03:02:12 nb_validated 463 model 2 (finishes Sat 04:27 -- 1439/h)
20241102-03:02:16 nb_validated 513 model 0 (finishes Sat 04:17 -- 1589/h)
20241102-03:02:30 nb_validated 471 model 0 (finishes Sat 04:26 -- 1441/h)
20241102-03:02:34 nb_validated 527 model 0 (finishes Sat 04:16 -- 1607/h)
20241102-03:02:48 nb_validated 479 model 4 (finishes Sat 04:26 -- 1444/h)
20241102-03:02:52 nb_validated 532 model 1 (finishes Sat 04:16 -- 1598/h)
20241102-03:03:06 nb_validated 484 model 3 (finishes Sat 04:27 -- 1437/h)
20241102-03:03:10 nb_validated 537 model 1 (finishes Sat 04:17 -- 1589/h)
20241102-03:03:25 nb_validated 492 model 1 (finishes Sat 04:27 -- 1439/h)
20241102-03:03:28 nb_validated 548 model 0 (finishes Sat 04:16 -- 1598/h)
20241102-03:03:43 nb_validated 498 model 4 (finishes Sat 04:27 -- 1435/h)
20241102-03:03:47 nb_validated 554 model 1 (finishes Sat 04:17 -- 1592/h)
20241102-03:04:01 nb_validated 508 model 0 (finishes Sat 04:26 -- 1443/h)
20241102-03:04:05 nb_validated 563 model 3 (finishes Sat 04:16 -- 1594/h)
20241102-03:04:19 nb_validated 518 model 4 (finishes Sat 04:26 -- 1450/h)
20241102-03:04:23 nb_validated 572 model 4 (finishes Sat 04:16 -- 1597/h)
20241102-03:04:37 nb_validated 526 model 0 (finishes Sat 04:26 -- 1452/h)
20241102-03:04:42 nb_validated 578 model 4 (finishes Sat 04:17 -- 1591/h)
20241102-03:04:56 nb_validated 533 model 4 (finishes Sat 04:26 -- 1451/h)
20241102-03:05:00 nb_validated 587 model 3 (finishes Sat 04:17 -- 1593/h)
20241102-03:05:14 nb_validated 544 model 0 (finishes Sat 04:25 -- 1461/h)
20241102-03:05:18 nb_validated 598 model 3 (finishes Sat 04:16 -- 1601/h)
20241102-03:05:32 nb_validated 547 model 2 (finishes Sat 04:26 -- 1450/h)
20241102-03:05:37 nb_validated 606 model 4 (finishes Sat 04:16 -- 1600/h)
20241102-03:05:50 nb_validated 556 model 2 (finishes Sat 04:26 -- 1454/h)
20241102-03:05:55 nb_validated 613 model 0 (finishes Sat 04:16 -- 1597/h)
20241102-03:06:08 nb_validated 561 model 4 (finishes Sat 04:26 -- 1448/h)
20241102-03:06:14 nb_validated 620 model 4 (finishes Sat 04:16 -- 1594/h)
20241102-03:06:26 nb_validated 563 model 2 (finishes Sat 04:27 -- 1435/h)
20241102-03:06:32 nb_validated 626 model 0 (finishes Sat 04:17 -- 1589/h)
20241102-03:06:45 nb_validated 571 model 2 (finishes Sat 04:27 -- 1436/h)
20241102-03:06:50 nb_validated 632 model 1 (finishes Sat 04:17 -- 1584/h)
20241102-03:07:03 nb_validated 580 model 1 (finishes Sat 04:26 -- 1441/h)
20241102-03:07:08 nb_validated 641 model 0 (finishes Sat 04:17 -- 1586/h)
20241102-03:07:21 nb_validated 587 model 4 (finishes Sat 04:27 -- 1440/h)
20241102-03:07:27 nb_validated 652 model 0 (finishes Sat 04:17 -- 1593/h)
20241102-03:07:39 nb_validated 590 model 1 (finishes Sat 04:27 -- 1430/h)
20241102-03:07:45 nb_validated 658 model 2 (finishes Sat 04:17 -- 1588/h)
20241102-03:07:57 nb_validated 592 model 4 (finishes Sat 04:28 -- 1417/h)
20241102-03:08:03 nb_validated 667 model 4 (finishes Sat 04:17 -- 1590/h)
20241102-03:08:15 nb_validated 604 model 0 (finishes Sat 04:27 -- 1429/h)
20241102-03:08:22 nb_validated 677 model 2 (finishes Sat 04:16 -- 1595/h)
20241102-03:08:34 nb_validated 611 model 1 (finishes Sat 04:27 -- 1428/h)
20241102-03:08:40 nb_validated 690 model 3 (finishes Sat 04:16 -- 1606/h)
20241102-03:08:52 nb_validated 622 model 0 (finishes Sat 04:27 -- 1437/h)
20241102-03:08:59 nb_validated 697 model 3 (finishes Sat 04:16 -- 1603/h)
20241102-03:09:10 nb_validated 627 model 2 (finishes Sat 04:27 -- 1432/h)
20241102-03:09:17 nb_validated 706 model 4 (finishes Sat 04:16 -- 1605/h)
20241102-03:09:28 nb_validated 634 model 2 (finishes Sat 04:27 -- 1432/h)
20241102-03:09:35 nb_validated 719 model 1 (finishes Sat 04:15 -- 1616/h)
20241102-03:09:46 nb_validated 641 model 2 (finishes Sat 04:27 -- 1431/h)
20241102-03:09:53 nb_validated 726 model 3 (finishes Sat 04:15 -- 1613/h)
20241102-03:10:04 nb_validated 653 model 0 (finishes Sat 04:26 -- 1442/h)
20241102-03:10:11 nb_validated 732 model 0 (finishes Sat 04:16 -- 1609/h)
20241102-03:10:22 nb_validated 659 model 0 (finishes Sat 04:27 -- 1439/h)
20241102-03:10:30 nb_validated 739 model 3 (finishes Sat 04:16 -- 1606/h)
20241102-03:10:40 nb_validated 665 model 2 (finishes Sat 04:27 -- 1436/h)
20241102-03:10:48 nb_validated 745 model 3 (finishes Sat 04:16 -- 1602/h)
20241102-03:10:58 nb_validated 672 model 0 (finishes Sat 04:27 -- 1436/h)
20241102-03:11:06 nb_validated 757 model 2 (finishes Sat 04:16 -- 1610/h)
20241102-03:11:17 nb_validated 678 model 1 (finishes Sat 04:27 -- 1433/h)
20241102-03:11:25 nb_validated 766 model 4 (finishes Sat 04:15 -- 1612/h)
20241102-03:11:35 nb_validated 683 model 2 (finishes Sat 04:27 -- 1428/h)
20241102-03:11:43 nb_validated 778 model 2 (finishes Sat 04:15 -- 1620/h)
20241102-03:11:53 nb_validated 692 model 4 (finishes Sat 04:27 -- 1432/h)
20241102-03:12:01 nb_validated 791 model 1 (finishes Sat 04:14 -- 1629/h)
20241102-03:12:11 nb_validated 710 model 1 (finishes Sat 04:26 -- 1454/h)
20241102-03:12:20 nb_validated 801 model 3 (finishes Sat 04:14 -- 1633/h)
20241102-03:12:29 nb_validated 718 model 1 (finishes Sat 04:25 -- 1455/h)
20241102-03:12:38 nb_validated 809 model 0 (finishes Sat 04:14 -- 1632/h)
20241102-03:12:48 nb_validated 726 model 4 (finishes Sat 04:25 -- 1456/h)
20241102-03:12:57 nb_validated 820 model 1 (finishes Sat 04:14 -- 1637/h)
20241102-03:13:06 nb_validated 729 model 2 (finishes Sat 04:26 -- 1448/h)
20241102-03:13:15 nb_validated 825 model 1 (finishes Sat 04:14 -- 1631/h)
20241102-03:13:24 nb_validated 734 model 3 (finishes Sat 04:26 -- 1443/h)
20241102-03:13:33 nb_validated 835 model 1 (finishes Sat 04:14 -- 1634/h)
20241102-03:13:43 nb_validated 740 model 2 (finishes Sat 04:27 -- 1440/h)
20241102-03:13:51 nb_validated 839 model 1 (finishes Sat 04:15 -- 1626/h)
20241102-03:14:01 nb_validated 747 model 0 (finishes Sat 04:27 -- 1440/h)
20241102-03:14:09 nb_validated 847 model 4 (finishes Sat 04:15 -- 1625/h)
20241102-03:14:19 nb_validated 755 model 1 (finishes Sat 04:26 -- 1441/h)
20241102-03:14:28 nb_validated 850 model 3 (finishes Sat 04:15 -- 1615/h)
20241102-03:14:37 nb_validated 760 model 2 (finishes Sat 04:27 -- 1437/h)
20241102-03:14:46 nb_validated 856 model 2 (finishes Sat 04:15 -- 1611/h)
20241102-03:14:56 nb_validated 766 model 2 (finishes Sat 04:27 -- 1435/h)
20241102-03:15:04 nb_validated 864 model 3 (finishes Sat 04:16 -- 1611/h)
20241102-03:15:14 nb_validated 772 model 3 (finishes Sat 04:27 -- 1432/h)
20241102-03:15:22 nb_validated 865 model 0 (finishes Sat 04:16 -- 1598/h)
20241102-03:15:32 nb_validated 776 model 3 (finishes Sat 04:28 -- 1426/h)
20241102-03:15:41 nb_validated 875 model 1 (finishes Sat 04:16 -- 1601/h)
20241102-03:15:50 nb_validated 787 model 0 (finishes Sat 04:27 -- 1433/h)
20241102-03:15:59 nb_validated 882 model 2 (finishes Sat 04:16 -- 1599/h)
20241102-03:16:09 nb_validated 795 model 4 (finishes Sat 04:27 -- 1434/h)
20241102-03:16:17 nb_validated 890 model 1 (finishes Sat 04:16 -- 1599/h)
20241102-03:16:27 nb_validated 798 model 0 (finishes Sat 04:28 -- 1427/h)
20241102-03:16:35 nb_validated 898 model 2 (finishes Sat 04:16 -- 1599/h)
20241102-03:16:45 nb_validated 807 model 0 (finishes Sat 04:27 -- 1430/h)
20241102-03:16:54 nb_validated 909 model 2 (finishes Sat 04:16 -- 1604/h)
20241102-03:17:03 nb_validated 818 model 4 (finishes Sat 04:27 -- 1437/h)
20241102-03:17:12 nb_validated 920 model 1 (finishes Sat 04:16 -- 1609/h)
20241102-03:17:22 nb_validated 831 model 4 (finishes Sat 04:26 -- 1446/h)
20241102-03:17:30 nb_validated 927 model 2 (finishes Sat 04:16 -- 1607/h)
20241102-03:17:40 nb_validated 839 model 4 (finishes Sat 04:26 -- 1447/h)
20241102-03:17:49 nb_validated 932 model 2 (finishes Sat 04:16 -- 1601/h)
20241102-03:17:58 nb_validated 847 model 4 (finishes Sat 04:26 -- 1449/h)
20241102-03:18:07 nb_validated 942 model 1 (finishes Sat 04:16 -- 1605/h)
20241102-03:18:16 nb_validated 854 model 0 (finishes Sat 04:26 -- 1448/h)
20241102-03:18:25 nb_validated 949 model 2 (finishes Sat 04:16 -- 1603/h)
20241102-03:18:35 nb_validated 864 model 2 (finishes Sat 04:26 -- 1453/h)
20241102-03:18:43 nb_validated 959 model 1 (finishes Sat 04:16 -- 1606/h)
20241102-03:18:53 nb_validated 872 model 1 (finishes Sat 04:26 -- 1454/h)
20241102-03:19:02 nb_validated 970 model 0 (finishes Sat 04:16 -- 1610/h)
20241102-03:19:11 nb_validated 877 model 0 (finishes Sat 04:26 -- 1450/h)
20241102-03:19:20 nb_validated 979 model 3 (finishes Sat 04:15 -- 1612/h)
20241102-03:19:29 nb_validated 883 model 0 (finishes Sat 04:26 -- 1448/h)
20241102-03:19:39 nb_validated 992 model 1 (finishes Sat 04:15 -- 1619/h)
20241102-03:19:47 nb_validated 891 model 1 (finishes Sat 04:26 -- 1449/h)
20241102-03:19:57 nb_validated 997 model 2 (finishes Sat 04:15 -- 1614/h)
20241102-03:20:05 nb_validated 900 model 0 (finishes Sat 04:26 -- 1452/h)
20241102-03:20:15 nb_validated 1005 model 0 (finishes Sat 04:15 -- 1614/h)
20241102-03:20:23 nb_validated 908 model 1 (finishes Sat 04:26 -- 1453/h)
20241102-03:20:33 nb_validated 1013 model 3 (finishes Sat 04:15 -- 1614/h)
20241102-03:20:41 nb_validated 917 model 0 (finishes Sat 04:25 -- 1455/h)
20241102-03:20:52 nb_validated 1018 model 0 (finishes Sat 04:16 -- 1609/h)
20241102-03:21:00 nb_validated 923 model 4 (finishes Sat 04:26 -- 1453/h)
20241102-03:21:10 nb_validated 1033 model 1 (finishes Sat 04:15 -- 1619/h)
20241102-03:21:18 nb_validated 930 model 4 (finishes Sat 04:26 -- 1452/h)
20241102-03:21:28 nb_validated 1039 model 3 (finishes Sat 04:15 -- 1616/h)
20241102-03:21:37 nb_validated 938 model 3 (finishes Sat 04:26 -- 1453/h)
20241102-03:21:46 nb_validated 1043 model 4 (finishes Sat 04:16 -- 1609/h)
20241102-03:21:55 nb_validated 945 model 3 (finishes Sat 04:26 -- 1453/h)
20241102-03:22:05 nb_validated 1052 model 1 (finishes Sat 04:16 -- 1611/h)
20241102-03:22:13 nb_validated 954 model 0 (finishes Sat 04:25 -- 1455/h)
20241102-03:22:23 nb_validated 1058 model 3 (finishes Sat 04:16 -- 1607/h)
20241102-03:22:31 nb_validated 959 model 0 (finishes Sat 04:26 -- 1452/h)
20241102-03:22:41 nb_validated 1063 model 2 (finishes Sat 04:16 -- 1602/h)
20241102-03:22:49 nb_validated 970 model 1 (finishes Sat 04:25 -- 1457/h)
20241102-03:23:00 nb_validated 1076 model 3 (finishes Sat 04:16 -- 1610/h)
20241102-03:23:08 nb_validated 977 model 3 (finishes Sat 04:25 -- 1457/h)
20241102-03:23:18 nb_validated 1084 model 3 (finishes Sat 04:16 -- 1609/h)
20241102-03:23:26 nb_validated 985 model 2 (finishes Sat 04:25 -- 1458/h)
20241102-03:23:37 nb_validated 1089 model 4 (finishes Sat 04:16 -- 1604/h)
20241102-03:23:44 nb_validated 993 model 1 (finishes Sat 04:25 -- 1459/h)
20241102-03:23:55 nb_validated 1099 model 2 (finishes Sat 04:16 -- 1607/h)
20241102-03:24:02 nb_validated 998 model 2 (finishes Sat 04:25 -- 1455/h)
20241102-03:24:13 nb_validated 1106 model 3 (finishes Sat 04:16 -- 1605/h)
20241102-03:24:20 nb_validated 1013 model 0 (finishes Sat 04:25 -- 1466/h)
20241102-03:24:32 nb_validated 1123 model 0 (finishes Sat 04:15 -- 1618/h)
20241102-03:24:38 nb_validated 1024 model 2 (finishes Sat 04:24 -- 1471/h)
20241102-03:24:50 nb_validated 1132 model 1 (finishes Sat 04:15 -- 1619/h)
20241102-03:24:56 nb_validated 1031 model 0 (finishes Sat 04:24 -- 1471/h)
20241102-03:25:08 nb_validated 1143 model 1 (finishes Sat 04:15 -- 1623/h)
20241102-03:25:15 nb_validated 1035 model 4 (finishes Sat 04:25 -- 1466/h)
20241102-03:25:26 nb_validated 1146 model 2 (finishes Sat 04:15 -- 1616/h)
20241102-03:25:33 nb_validated 1038 model 2 (finishes Sat 04:25 -- 1460/h)
20241102-03:25:45 nb_validated 1160 model 4 (finishes Sat 04:15 -- 1624/h)
20241102-03:25:51 nb_validated 1050 model 0 (finishes Sat 04:25 -- 1466/h)
20241102-03:26:03 nb_validated 1168 model 4 (finishes Sat 04:15 -- 1624/h)
20241102-03:26:09 nb_validated 1056 model 0 (finishes Sat 04:25 -- 1464/h)
20241102-03:26:21 nb_validated 1179 model 0 (finishes Sat 04:15 -- 1627/h)
20241102-03:26:28 nb_validated 1063 model 4 (finishes Sat 04:25 -- 1464/h)
20241102-03:26:39 nb_validated 1182 model 1 (finishes Sat 04:15 -- 1620/h)
20241102-03:26:46 nb_validated 1071 model 1 (finishes Sat 04:25 -- 1464/h)
20241102-03:26:58 nb_validated 1194 model 1 (finishes Sat 04:15 -- 1625/h)
20241102-03:27:04 nb_validated 1076 model 4 (finishes Sat 04:25 -- 1461/h)
20241102-03:27:16 nb_validated 1199 model 4 (finishes Sat 04:15 -- 1621/h)
20241102-03:27:22 nb_validated 1089 model 0 (finishes Sat 04:25 -- 1469/h)
20241102-03:27:34 nb_validated 1210 model 0 (finishes Sat 04:15 -- 1625/h)
20241102-03:27:41 nb_validated 1094 model 4 (finishes Sat 04:25 -- 1465/h)
20241102-03:27:53 nb_validated 1217 model 4 (finishes Sat 04:15 -- 1623/h)
20241102-03:27:59 nb_validated 1103 model 2 (finishes Sat 04:25 -- 1468/h)
20241102-03:28:11 nb_validated 1226 model 4 (finishes Sat 04:15 -- 1624/h)
20241102-03:28:17 nb_validated 1110 model 4 (finishes Sat 04:25 -- 1467/h)
20241102-03:28:29 nb_validated 1233 model 1 (finishes Sat 04:15 -- 1622/h)
20241102-03:28:35 nb_validated 1117 model 2 (finishes Sat 04:25 -- 1466/h)
20241102-03:28:47 nb_validated 1239 model 1 (finishes Sat 04:15 -- 1619/h)
20241102-03:28:54 nb_validated 1130 model 0 (finishes Sat 04:24 -- 1474/h)
20241102-03:29:06 nb_validated 1247 model 1 (finishes Sat 04:15 -- 1619/h)
20241102-03:29:11 nb_validated 1141 model 0 (finishes Sat 04:24 -- 1478/h)
20241102-03:29:24 nb_validated 1257 model 0 (finishes Sat 04:15 -- 1622/h)
20241102-03:29:29 nb_validated 1144 model 2 (finishes Sat 04:24 -- 1473/h)
20241102-03:29:42 nb_validated 1265 model 3 (finishes Sat 04:15 -- 1621/h)
20241102-03:29:47 nb_validated 1147 model 2 (finishes Sat 04:25 -- 1467/h)
20241102-03:30:00 nb_validated 1277 model 2 (finishes Sat 04:15 -- 1626/h)
20241102-03:30:06 nb_validated 1154 model 2 (finishes Sat 04:25 -- 1467/h)
20241102-03:30:19 nb_validated 1283 model 4 (finishes Sat 04:15 -- 1623/h)
20241102-03:30:24 nb_validated 1162 model 3 (finishes Sat 04:25 -- 1467/h)
20241102-03:30:37 nb_validated 1288 model 0 (finishes Sat 04:15 -- 1619/h)
20241102-03:30:42 nb_validated 1167 model 3 (finishes Sat 04:25 -- 1464/h)
20241102-03:30:55 nb_validated 1294 model 1 (finishes Sat 04:15 -- 1616/h)
20241102-03:31:00 nb_validated 1173 model 3 (finishes Sat 04:25 -- 1463/h)
20241102-03:31:13 nb_validated 1306 model 1 (finishes Sat 04:15 -- 1621/h)
20241102-03:31:18 nb_validated 1176 model 2 (finishes Sat 04:25 -- 1457/h)
20241102-03:31:32 nb_validated 1316 model 1 (finishes Sat 04:15 -- 1623/h)
20241102-03:31:37 nb_validated 1181 model 3 (finishes Sat 04:26 -- 1454/h)
20241102-03:31:50 nb_validated 1328 model 2 (finishes Sat 04:15 -- 1628/h)
20241102-03:31:55 nb_validated 1188 model 1 (finishes Sat 04:26 -- 1454/h)
20241102-03:32:08 nb_validated 1334 model 1 (finishes Sat 04:15 -- 1625/h)
20241102-03:32:13 nb_validated 1190 model 3 (finishes Sat 04:26 -- 1447/h)
20241102-03:32:27 nb_validated 1345 model 3 (finishes Sat 04:14 -- 1628/h)
20241102-03:32:32 nb_validated 1200 model 1 (finishes Sat 04:26 -- 1450/h)
20241102-03:32:45 nb_validated 1351 model 0 (finishes Sat 04:15 -- 1626/h)
20241102-03:32:50 nb_validated 1212 model 1 (finishes Sat 04:25 -- 1456/h)
20241102-03:33:03 nb_validated 1356 model 2 (finishes Sat 04:15 -- 1622/h)
20241102-03:33:08 nb_validated 1225 model 1 (finishes Sat 04:25 -- 1463/h)
20241102-03:33:21 nb_validated 1363 model 2 (finishes Sat 04:15 -- 1620/h)
20241102-03:33:27 nb_validated 1234 model 2 (finishes Sat 04:25 -- 1464/h)
20241102-03:33:40 nb_validated 1370 model 4 (finishes Sat 04:15 -- 1619/h)
20241102-03:33:45 nb_validated 1242 model 4 (finishes Sat 04:25 -- 1465/h)
20241102-03:33:58 nb_validated 1376 model 2 (finishes Sat 04:15 -- 1616/h)
20241102-03:34:03 nb_validated 1247 model 2 (finishes Sat 04:25 -- 1462/h)
20241102-03:34:17 nb_validated 1384 model 2 (finishes Sat 04:15 -- 1616/h)
20241102-03:34:22 nb_validated 1253 model 3 (finishes Sat 04:25 -- 1460/h)
20241102-03:34:35 nb_validated 1391 model 2 (finishes Sat 04:15 -- 1614/h)
20241102-03:34:40 nb_validated 1261 model 1 (finishes Sat 04:25 -- 1461/h)
20241102-03:34:53 nb_validated 1401 model 3 (finishes Sat 04:15 -- 1616/h)
20241102-03:34:58 nb_validated 1270 model 3 (finishes Sat 04:25 -- 1463/h)
20241102-03:35:11 nb_validated 1413 model 3 (finishes Sat 04:15 -- 1621/h)
20241102-03:35:16 nb_validated 1276 model 2 (finishes Sat 04:25 -- 1461/h)
20241102-03:35:30 nb_validated 1418 model 1 (finishes Sat 04:15 -- 1617/h)
20241102-03:35:35 nb_validated 1295 model 3 (finishes Sat 04:24 -- 1475/h)
20241102-03:35:48 nb_validated 1422 model 4 (finishes Sat 04:15 -- 1612/h)
20241102-03:35:53 nb_validated 1301 model 2 (finishes Sat 04:24 -- 1473/h)
20241102-03:36:06 nb_validated 1430 model 4 (finishes Sat 04:15 -- 1612/h)
20241102-03:36:11 nb_validated 1312 model 0 (finishes Sat 04:24 -- 1477/h)
20241102-03:36:25 nb_validated 1431 model 1 (finishes Sat 04:16 -- 1604/h)
20241102-03:36:30 nb_validated 1321 model 2 (finishes Sat 04:24 -- 1478/h)
20241102-03:36:43 nb_validated 1435 model 2 (finishes Sat 04:16 -- 1599/h)
20241102-03:36:48 nb_validated 1326 model 3 (finishes Sat 04:24 -- 1476/h)
20241102-03:37:01 nb_validated 1443 model 2 (finishes Sat 04:16 -- 1599/h)
20241102-03:37:06 nb_validated 1335 model 2 (finishes Sat 04:24 -- 1478/h)
20241102-03:37:20 nb_validated 1449 model 3 (finishes Sat 04:16 -- 1597/h)
20241102-03:37:24 nb_validated 1342 model 2 (finishes Sat 04:24 -- 1477/h)
20241102-03:37:38 nb_validated 1458 model 0 (finishes Sat 04:16 -- 1598/h)
20241102-03:37:42 nb_validated 1353 model 0 (finishes Sat 04:24 -- 1481/h)
20241102-03:37:56 nb_validated 1463 model 3 (finishes Sat 04:16 -- 1594/h)
20241102-03:38:00 nb_validated 1362 model 1 (finishes Sat 04:24 -- 1483/h)
20241102-03:38:15 nb_validated 1464 model 3 (finishes Sat 04:17 -- 1587/h)
20241102-03:38:18 nb_validated 1371 model 3 (finishes Sat 04:23 -- 1484/h)
20241102-03:38:33 nb_validated 1468 model 2 (finishes Sat 04:17 -- 1582/h)
20241102-03:38:37 nb_validated 1377 model 3 (finishes Sat 04:24 -- 1483/h)
20241102-03:38:51 nb_validated 1476 model 0 (finishes Sat 04:17 -- 1582/h)
20241102-03:38:55 nb_validated 1383 model 1 (finishes Sat 04:24 -- 1481/h)
20241102-03:39:10 nb_validated 1481 model 1 (finishes Sat 04:17 -- 1579/h)
20241102-03:39:13 nb_validated 1396 model 0 (finishes Sat 04:23 -- 1487/h)
20241102-03:39:28 nb_validated 1490 model 0 (finishes Sat 04:17 -- 1580/h)
20241102-03:39:31 nb_validated 1404 model 4 (finishes Sat 04:23 -- 1487/h)
20241102-03:39:46 nb_validated 1501 model 0 (finishes Sat 04:17 -- 1583/h)
20241102-03:39:50 nb_validated 1413 model 0 (finishes Sat 04:23 -- 1489/h)
20241102-03:40:04 nb_validated 1506 model 0 (finishes Sat 04:17 -- 1580/h)
20241102-03:40:08 nb_validated 1416 model 1 (finishes Sat 04:23 -- 1484/h)
20241102-03:40:23 nb_validated 1510 model 2 (finishes Sat 04:18 -- 1576/h)
20241102-03:40:26 nb_validated 1423 model 4 (finishes Sat 04:23 -- 1484/h)
20241102-03:40:41 nb_validated 1518 model 3 (finishes Sat 04:18 -- 1576/h)
20241102-03:40:44 nb_validated 1432 model 4 (finishes Sat 04:23 -- 1485/h)
20241102-03:40:59 nb_validated 1522 model 1 (finishes Sat 04:18 -- 1572/h)
20241102-03:41:02 nb_validated 1444 model 1 (finishes Sat 04:23 -- 1490/h)
20241102-03:41:17 nb_validated 1531 model 0 (finishes Sat 04:18 -- 1573/h)
20241102-03:41:20 nb_validated 1454 model 0 (finishes Sat 04:23 -- 1492/h)
20241102-03:41:35 nb_validated 1534 model 1 (finishes Sat 04:18 -- 1568/h)
20241102-03:41:38 nb_validated 1464 model 3 (finishes Sat 04:23 -- 1495/h)
20241102-03:41:53 nb_validated 1538 model 0 (finishes Sat 04:18 -- 1564/h)
20241102-03:41:56 nb_validated 1470 model 0 (finishes Sat 04:23 -- 1493/h)
20241102-03:42:12 nb_validated 1549 model 4 (finishes Sat 04:18 -- 1567/h)
20241102-03:42:15 nb_validated 1473 model 2 (finishes Sat 04:23 -- 1489/h)
20241102-03:42:30 nb_validated 1560 model 2 (finishes Sat 04:18 -- 1570/h)
20241102-03:42:33 nb_validated 1481 model 2 (finishes Sat 04:23 -- 1489/h)
20241102-03:42:48 nb_validated 1566 model 3 (finishes Sat 04:18 -- 1568/h)
20241102-03:42:51 nb_validated 1488 model 3 (finishes Sat 04:23 -- 1489/h)
20241102-03:43:07 nb_validated 1574 model 1 (finishes Sat 04:18 -- 1568/h)
20241102-03:43:09 nb_validated 1492 model 2 (finishes Sat 04:23 -- 1485/h)
20241102-03:43:25 nb_validated 1584 model 3 (finishes Sat 04:18 -- 1570/h)
20241102-03:43:28 nb_validated 1499 model 3 (finishes Sat 04:23 -- 1485/h)
20241102-03:43:43 nb_validated 1590 model 2 (finishes Sat 04:18 -- 1568/h)
20241102-03:43:46 nb_validated 1507 model 1 (finishes Sat 04:23 -- 1485/h)
20241102-03:44:02 nb_validated 1601 model 3 (finishes Sat 04:18 -- 1571/h)
20241102-03:44:04 nb_validated 1516 model 4 (finishes Sat 04:23 -- 1487/h)
20241102-03:44:20 nb_validated 1610 model 4 (finishes Sat 04:18 -- 1572/h)
20241102-03:44:22 nb_validated 1525 model 4 (finishes Sat 04:23 -- 1488/h)
20241102-03:44:38 nb_validated 1615 model 3 (finishes Sat 04:18 -- 1569/h)
20241102-03:44:41 nb_validated 1533 model 2 (finishes Sat 04:23 -- 1488/h)
20241102-03:44:57 nb_validated 1629 model 2 (finishes Sat 04:18 -- 1575/h)
20241102-03:44:59 nb_validated 1537 model 3 (finishes Sat 04:23 -- 1485/h)
20241102-03:45:15 nb_validated 1639 model 4 (finishes Sat 04:18 -- 1577/h)
20241102-03:45:17 nb_validated 1540 model 4 (finishes Sat 04:24 -- 1480/h)
20241102-03:45:33 nb_validated 1649 model 3 (finishes Sat 04:17 -- 1579/h)
20241102-03:45:36 nb_validated 1546 model 4 (finishes Sat 04:24 -- 1479/h)
20241102-03:45:51 nb_validated 1653 model 1 (finishes Sat 04:18 -- 1575/h)
20241102-03:45:54 nb_validated 1556 model 2 (finishes Sat 04:24 -- 1481/h)
20241102-03:46:10 nb_validated 1663 model 1 (finishes Sat 04:18 -- 1577/h)
20241102-03:46:12 nb_validated 1561 model 2 (finishes Sat 04:24 -- 1479/h)
20241102-03:46:28 nb_validated 1668 model 3 (finishes Sat 04:18 -- 1574/h)
20241102-03:46:30 nb_validated 1568 model 2 (finishes Sat 04:24 -- 1479/h)
20241102-03:46:46 nb_validated 1674 model 2 (finishes Sat 04:18 -- 1572/h)
20241102-03:46:48 nb_validated 1573 model 0 (finishes Sat 04:24 -- 1476/h)
20241102-03:47:05 nb_validated 1675 model 0 (finishes Sat 04:18 -- 1565/h)
20241102-03:47:06 nb_validated 1578 model 2 (finishes Sat 04:24 -- 1474/h)
20241102-03:47:23 nb_validated 1686 model 0 (finishes Sat 04:18 -- 1568/h)
20241102-03:47:25 nb_validated 1586 model 1 (finishes Sat 04:24 -- 1475/h)
20241102-03:47:41 nb_validated 1692 model 3 (finishes Sat 04:18 -- 1566/h)
20241102-03:47:43 nb_validated 1592 model 2 (finishes Sat 04:24 -- 1473/h)
20241102-03:48:00 nb_validated 1701 model 2 (finishes Sat 04:18 -- 1567/h)
20241102-03:48:01 nb_validated 1599 model 1 (finishes Sat 04:24 -- 1473/h)
20241102-03:48:18 nb_validated 1710 model 4 (finishes Sat 04:18 -- 1568/h)
20241102-03:48:19 nb_validated 1603 model 4 (finishes Sat 04:24 -- 1470/h)
20241102-03:48:36 nb_validated 1723 model 1 (finishes Sat 04:18 -- 1573/h)
20241102-03:48:37 nb_validated 1611 model 3 (finishes Sat 04:24 -- 1470/h)
20241102-03:48:55 nb_validated 1728 model 3 (finishes Sat 04:18 -- 1570/h)
20241102-03:48:55 nb_validated 1621 model 2 (finishes Sat 04:24 -- 1473/h)
20241102-03:49:13 nb_validated 1736 model 2 (finishes Sat 04:18 -- 1570/h)
20241102-03:49:14 nb_validated 1632 model 3 (finishes Sat 04:24 -- 1476/h)
20241102-03:49:31 nb_validated 1747 model 1 (finishes Sat 04:18 -- 1573/h)
20241102-03:49:32 nb_validated 1641 model 1 (finishes Sat 04:24 -- 1477/h)
20241102-03:49:50 nb_validated 1756 model 0 (finishes Sat 04:18 -- 1574/h)
20241102-03:49:50 nb_validated 1648 model 0 (finishes Sat 04:24 -- 1477/h)
20241102-03:50:08 nb_validated 1761 model 0 (finishes Sat 04:18 -- 1571/h)
20241102-03:50:09 nb_validated 1655 model 4 (finishes Sat 04:24 -- 1476/h)
20241102-03:50:26 nb_validated 1769 model 1 (finishes Sat 04:18 -- 1571/h)
20241102-03:50:27 nb_validated 1662 model 0 (finishes Sat 04:24 -- 1476/h)
20241102-03:50:45 nb_validated 1779 model 4 (finishes Sat 04:18 -- 1573/h)
20241102-03:50:45 nb_validated 1670 model 0 (finishes Sat 04:24 -- 1476/h)
20241102-03:51:03 nb_validated 1676 model 3 (finishes Sat 04:24 -- 1475/h)
20241102-03:51:03 nb_validated 1783 model 3 (finishes Sat 04:18 -- 1569/h)
20241102-03:51:21 nb_validated 1792 model 2 (finishes Sat 04:18 -- 1570/h)
20241102-03:51:21 nb_validated 1684 model 2 (finishes Sat 04:24 -- 1476/h)
20241102-03:51:39 nb_validated 1690 model 0 (finishes Sat 04:24 -- 1474/h)
20241102-03:51:40 nb_validated 1803 model 4 (finishes Sat 04:18 -- 1573/h)
20241102-03:51:57 nb_validated 1705 model 0 (finishes Sat 04:24 -- 1481/h)
20241102-03:51:58 nb_validated 1814 model 0 (finishes Sat 04:18 -- 1575/h)
20241102-03:52:16 nb_validated 1716 model 0 (finishes Sat 04:23 -- 1484/h)
20241102-03:52:16 nb_validated 1820 model 2 (finishes Sat 04:18 -- 1574/h)
20241102-03:52:34 nb_validated 1724 model 2 (finishes Sat 04:23 -- 1484/h)
20241102-03:52:34 nb_validated 1828 model 2 (finishes Sat 04:18 -- 1574/h)
20241102-03:52:52 nb_validated 1738 model 4 (finishes Sat 04:23 -- 1490/h)
20241102-03:52:53 nb_validated 1833 model 2 (finishes Sat 04:18 -- 1571/h)
20241102-03:53:10 nb_validated 1752 model 1 (finishes Sat 04:23 -- 1495/h)
20241102-03:53:11 nb_validated 1842 model 2 (finishes Sat 04:18 -- 1572/h)
20241102-03:53:29 nb_validated 1756 model 3 (finishes Sat 04:23 -- 1492/h)
20241102-03:53:29 nb_validated 1849 model 1 (finishes Sat 04:18 -- 1571/h)
20241102-03:53:47 nb_validated 1766 model 2 (finishes Sat 04:23 -- 1494/h)
20241102-03:53:48 nb_validated 1859 model 3 (finishes Sat 04:18 -- 1573/h)
20241102-03:54:05 nb_validated 1772 model 3 (finishes Sat 04:23 -- 1493/h)
20241102-03:54:06 nb_validated 1864 model 1 (finishes Sat 04:18 -- 1570/h)
20241102-03:54:23 nb_validated 1783 model 3 (finishes Sat 04:23 -- 1496/h)
20241102-03:54:24 nb_validated 1872 model 3 (finishes Sat 04:18 -- 1570/h)
20241102-03:54:42 nb_validated 1790 model 3 (finishes Sat 04:23 -- 1495/h)
20241102-03:54:43 nb_validated 1877 model 0 (finishes Sat 04:18 -- 1568/h)
20241102-03:55:00 nb_validated 1796 model 3 (finishes Sat 04:23 -- 1494/h)
20241102-03:55:01 nb_validated 1889 model 2 (finishes Sat 04:18 -- 1571/h)
20241102-03:55:18 nb_validated 1801 model 1 (finishes Sat 04:23 -- 1492/h)
20241102-03:55:19 nb_validated 1903 model 1 (finishes Sat 04:18 -- 1576/h)
20241102-03:55:36 nb_validated 1810 model 2 (finishes Sat 04:23 -- 1493/h)
20241102-03:55:37 nb_validated 1911 model 0 (finishes Sat 04:18 -- 1576/h)
20241102-03:55:54 nb_validated 1814 model 4 (finishes Sat 04:23 -- 1490/h)
20241102-03:55:55 nb_validated 1916 model 4 (finishes Sat 04:18 -- 1574/h)
20241102-03:56:12 nb_validated 1821 model 0 (finishes Sat 04:23 -- 1490/h)
20241102-03:56:14 nb_validated 1929 model 3 (finishes Sat 04:17 -- 1578/h)
20241102-03:56:31 nb_validated 1832 model 2 (finishes Sat 04:23 -- 1493/h)
20241102-03:56:32 nb_validated 1935 model 4 (finishes Sat 04:18 -- 1576/h)
20241102-03:56:49 nb_validated 1839 model 1 (finishes Sat 04:23 -- 1492/h)
20241102-03:56:51 nb_validated 1941 model 2 (finishes Sat 04:18 -- 1574/h)
20241102-03:57:07 nb_validated 1844 model 3 (finishes Sat 04:23 -- 1490/h)
20241102-03:57:09 nb_validated 1947 model 4 (finishes Sat 04:18 -- 1573/h)
20241102-03:57:26 nb_validated 1852 model 4 (finishes Sat 04:23 -- 1490/h)
20241102-03:57:27 nb_validated 1957 model 3 (finishes Sat 04:18 -- 1574/h)
20241102-03:57:44 nb_validated 1864 model 0 (finishes Sat 04:23 -- 1494/h)
20241102-03:57:45 nb_validated 1966 model 4 (finishes Sat 04:18 -- 1575/h)
20241102-03:58:03 nb_validated 1872 model 3 (finishes Sat 04:23 -- 1494/h)
20241102-03:58:04 nb_validated 1969 model 3 (finishes Sat 04:18 -- 1571/h)
20241102-03:58:21 nb_validated 1882 model 2 (finishes Sat 04:23 -- 1496/h)
20241102-03:58:22 nb_validated 1983 model 2 (finishes Sat 04:18 -- 1576/h)
20241102-03:58:39 nb_validated 1890 model 0 (finishes Sat 04:23 -- 1497/h)
20241102-03:58:40 nb_validated 1990 model 0 (finishes Sat 04:18 -- 1575/h)
20241102-03:58:57 nb_validated 1898 model 3 (finishes Sat 04:23 -- 1497/h)
20241102-03:58:58 nb_validated 1995 model 2 (finishes Sat 04:18 -- 1573/h)
20241102-03:59:15 nb_validated 1904 model 1 (finishes Sat 04:23 -- 1496/h)
20241102-03:59:17 nb_validated 2002 model 3 (finishes Sat 04:18 -- 1572/h)
20241102-03:59:33 nb_validated 1915 model 1 (finishes Sat 04:22 -- 1498/h)
20241102-03:59:35 nb_validated 2009 model 4 (finishes Sat 04:18 -- 1571/h)
20241102-03:59:52 nb_validated 1924 model 2 (finishes Sat 04:22 -- 1500/h)
20241102-03:59:54 nb_validated 2016 model 3 (finishes Sat 04:18 -- 1571/h)
20241102-04:00:10 nb_validated 1938 model 3 (finishes Sat 04:22 -- 1505/h)
20241102-04:00:12 nb_validated 2029 model 3 (finishes Sat 04:18 -- 1574/h)
20241102-04:00:28 nb_validated 1945 model 3 (finishes Sat 04:22 -- 1504/h)
20241102-04:00:30 nb_validated 2033 model 2 (finishes Sat 04:18 -- 1571/h)
20241102-04:00:46 nb_validated 1947 model 1 (finishes Sat 04:22 -- 1500/h)
20241102-04:00:49 nb_validated 2038 model 2 (finishes Sat 04:18 -- 1569/h)
20241102-04:01:05 nb_validated 1955 model 4 (finishes Sat 04:22 -- 1500/h)
20241102-04:01:07 nb_validated 2039 model 4 (finishes Sat 04:18 -- 1563/h)
20241102-04:01:23 nb_validated 1963 model 1 (finishes Sat 04:22 -- 1500/h)
20241102-04:01:26 nb_validated 2046 model 2 (finishes Sat 04:18 -- 1563/h)
20241102-04:01:41 nb_validated 1968 model 0 (finishes Sat 04:22 -- 1498/h)
20241102-04:01:44 nb_validated 2056 model 1 (finishes Sat 04:18 -- 1564/h)
20241102-04:01:59 nb_validated 1977 model 0 (finishes Sat 04:22 -- 1499/h)
20241102-04:02:03 nb_validated 2063 model 0 (finishes Sat 04:18 -- 1563/h)
20241102-04:02:17 nb_validated 1986 model 3 (finishes Sat 04:22 -- 1501/h)
20241102-04:02:21 nb_validated 2071 model 0 (finishes Sat 04:18 -- 1564/h)
20241102-04:02:35 nb_validated 1990 model 2 (finishes Sat 04:23 -- 1498/h)
20241102-04:02:39 nb_validated 2077 model 2 (finishes Sat 04:18 -- 1562/h)
20241102-04:02:54 nb_validated 1994 model 3 (finishes Sat 04:23 -- 1495/h)
20241102-04:02:58 nb_validated 2081 model 3 (finishes Sat 04:19 -- 1559/h)
20241102-04:03:12 nb_validated 1997 model 0 (finishes Sat 04:23 -- 1492/h)
20241102-04:03:16 nb_validated 2084 model 3 (finishes Sat 04:19 -- 1555/h)
20241102-04:03:30 nb_validated 2001 model 1 (finishes Sat 04:23 -- 1489/h)
20241102-04:03:35 nb_validated 2095 model 4 (finishes Sat 04:19 -- 1558/h)
20241102-04:03:48 nb_validated 2006 model 0 (finishes Sat 04:23 -- 1487/h)
20241102-04:03:53 nb_validated 2098 model 0 (finishes Sat 04:19 -- 1554/h)
20241102-04:04:06 nb_validated 2013 model 3 (finishes Sat 04:23 -- 1487/h)
20241102-04:04:11 nb_validated 2113 model 1 (finishes Sat 04:19 -- 1559/h)
20241102-04:04:25 nb_validated 2020 model 0 (finishes Sat 04:23 -- 1486/h)
20241102-04:04:29 nb_validated 2116 model 1 (finishes Sat 04:19 -- 1556/h)
20241102-04:04:43 nb_validated 2024 model 3 (finishes Sat 04:23 -- 1484/h)
20241102-04:04:47 nb_validated 2123 model 2 (finishes Sat 04:19 -- 1555/h)
20241102-04:05:01 nb_validated 2032 model 0 (finishes Sat 04:23 -- 1484/h)
20241102-04:05:06 nb_validated 2132 model 3 (finishes Sat 04:19 -- 1556/h)
20241102-04:05:19 nb_validated 2040 model 1 (finishes Sat 04:23 -- 1485/h)
20241102-04:05:24 nb_validated 2142 model 0 (finishes Sat 04:19 -- 1557/h)
20241102-04:05:37 nb_validated 2050 model 1 (finishes Sat 04:23 -- 1487/h)
20241102-04:05:42 nb_validated 2151 model 0 (finishes Sat 04:19 -- 1558/h)
20241102-04:05:55 nb_validated 2055 model 1 (finishes Sat 04:23 -- 1485/h)
20241102-04:06:01 nb_validated 2156 model 3 (finishes Sat 04:19 -- 1556/h)
20241102-04:06:13 nb_validated 2061 model 2 (finishes Sat 04:23 -- 1484/h)
20241102-04:06:19 nb_validated 2167 model 3 (finishes Sat 04:19 -- 1558/h)
20241102-04:06:31 nb_validated 2069 model 2 (finishes Sat 04:23 -- 1484/h)
20241102-04:06:37 nb_validated 2174 model 2 (finishes Sat 04:19 -- 1558/h)
20241102-04:06:49 nb_validated 2082 model 0 (finishes Sat 04:23 -- 1488/h)
20241102-04:06:55 nb_validated 2186 model 0 (finishes Sat 04:18 -- 1561/h)
20241102-04:07:08 nb_validated 2092 model 4 (finishes Sat 04:23 -- 1490/h)
20241102-04:07:14 nb_validated 2197 model 3 (finishes Sat 04:18 -- 1563/h)
20241102-04:07:26 nb_validated 2097 model 2 (finishes Sat 04:23 -- 1488/h)
20241102-04:07:32 nb_validated 2211 model 2 (finishes Sat 04:18 -- 1567/h)
20241102-04:07:44 nb_validated 2106 model 4 (finishes Sat 04:23 -- 1489/h)
20241102-04:07:50 nb_validated 2217 model 4 (finishes Sat 04:18 -- 1566/h)
20241102-04:08:02 nb_validated 2114 model 1 (finishes Sat 04:23 -- 1489/h)
20241102-04:08:09 nb_validated 2224 model 3 (finishes Sat 04:18 -- 1565/h)
20241102-04:08:21 nb_validated 2119 model 3 (finishes Sat 04:23 -- 1487/h)
20241102-04:08:27 nb_validated 2234 model 4 (finishes Sat 04:18 -- 1566/h)
20241102-04:08:39 nb_validated 2126 model 2 (finishes Sat 04:23 -- 1487/h)
20241102-04:08:46 nb_validated 2245 model 0 (finishes Sat 04:18 -- 1568/h)
20241102-04:08:57 nb_validated 2129 model 3 (finishes Sat 04:23 -- 1484/h)
20241102-04:09:04 nb_validated 2247 model 4 (finishes Sat 04:18 -- 1564/h)
20241102-04:09:15 nb_validated 2141 model 4 (finishes Sat 04:23 -- 1487/h)
20241102-04:09:22 nb_validated 2253 model 2 (finishes Sat 04:18 -- 1563/h)
20241102-04:09:34 nb_validated 2148 model 4 (finishes Sat 04:23 -- 1487/h)
20241102-04:09:41 nb_validated 2261 model 4 (finishes Sat 04:18 -- 1563/h)
20241102-04:09:52 nb_validated 2156 model 3 (finishes Sat 04:23 -- 1487/h)
20241102-04:09:59 nb_validated 2270 model 4 (finishes Sat 04:18 -- 1563/h)
20241102-04:10:10 nb_validated 2165 model 1 (finishes Sat 04:23 -- 1488/h)
20241102-04:10:17 nb_validated 2275 model 1 (finishes Sat 04:18 -- 1561/h)
20241102-04:10:28 nb_validated 2169 model 3 (finishes Sat 04:23 -- 1486/h)
20241102-04:10:36 nb_validated 2282 model 4 (finishes Sat 04:18 -- 1561/h)
20241102-04:10:46 nb_validated 2173 model 4 (finishes Sat 04:24 -- 1483/h)
20241102-04:10:54 nb_validated 2289 model 2 (finishes Sat 04:19 -- 1560/h)
20241102-04:11:05 nb_validated 2181 model 2 (finishes Sat 04:23 -- 1484/h)
20241102-04:11:12 nb_validated 2297 model 1 (finishes Sat 04:19 -- 1560/h)
20241102-04:11:23 nb_validated 2186 model 1 (finishes Sat 04:24 -- 1482/h)
20241102-04:11:30 nb_validated 2302 model 1 (finishes Sat 04:19 -- 1558/h)
20241102-04:11:41 nb_validated 2192 model 4 (finishes Sat 04:24 -- 1481/h)
20241102-04:11:48 nb_validated 2310 model 3 (finishes Sat 04:19 -- 1558/h)
20241102-04:11:59 nb_validated 2197 model 0 (finishes Sat 04:24 -- 1479/h)
20241102-04:12:07 nb_validated 2319 model 1 (finishes Sat 04:19 -- 1559/h)
20241102-04:12:17 nb_validated 2204 model 1 (finishes Sat 04:24 -- 1479/h)
20241102-04:12:25 nb_validated 2325 model 3 (finishes Sat 04:19 -- 1558/h)
20241102-04:12:36 nb_validated 2212 model 2 (finishes Sat 04:24 -- 1479/h)
20241102-04:12:43 nb_validated 2336 model 3 (finishes Sat 04:19 -- 1560/h)
20241102-04:12:54 nb_validated 2221 model 2 (finishes Sat 04:24 -- 1480/h)
20241102-04:13:01 nb_validated 2344 model 2 (finishes Sat 04:19 -- 1560/h)
20241102-04:13:12 nb_validated 2232 model 3 (finishes Sat 04:24 -- 1483/h)
20241102-04:13:20 nb_validated 2352 model 3 (finishes Sat 04:19 -- 1560/h)
20241102-04:13:30 nb_validated 2243 model 2 (finishes Sat 04:23 -- 1485/h)
20241102-04:13:38 nb_validated 2361 model 1 (finishes Sat 04:18 -- 1561/h)
20241102-04:13:48 nb_validated 2251 model 0 (finishes Sat 04:23 -- 1485/h)
20241102-04:13:57 nb_validated 2367 model 3 (finishes Sat 04:19 -- 1559/h)
20241102-04:14:07 nb_validated 2257 model 3 (finishes Sat 04:23 -- 1484/h)
20241102-04:14:15 nb_validated 2377 model 4 (finishes Sat 04:18 -- 1561/h)
20241102-04:14:25 nb_validated 2267 model 1 (finishes Sat 04:23 -- 1486/h)
20241102-04:14:33 nb_validated 2383 model 1 (finishes Sat 04:19 -- 1560/h)
20241102-04:14:44 nb_validated 2278 model 0 (finishes Sat 04:23 -- 1488/h)
20241102-04:14:52 nb_validated 2390 model 2 (finishes Sat 04:19 -- 1559/h)
20241102-04:15:02 nb_validated 2289 model 0 (finishes Sat 04:23 -- 1490/h)
20241102-04:15:10 nb_validated 2397 model 1 (finishes Sat 04:19 -- 1558/h)
20241102-04:15:20 nb_validated 2296 model 0 (finishes Sat 04:23 -- 1490/h)
20241102-04:15:28 nb_validated 2402 model 1 (finishes Sat 04:19 -- 1556/h)
20241102-04:15:38 nb_validated 2301 model 1 (finishes Sat 04:23 -- 1488/h)
20241102-04:15:46 nb_validated 2404 model 1 (finishes Sat 04:19 -- 1553/h)
20241102-04:15:56 nb_validated 2312 model 4 (finishes Sat 04:23 -- 1490/h)
20241102-04:16:04 nb_validated 2422 model 1 (finishes Sat 04:19 -- 1559/h)
20241102-04:16:15 nb_validated 2321 model 3 (finishes Sat 04:23 -- 1491/h)
20241102-04:16:23 nb_validated 2428 model 2 (finishes Sat 04:19 -- 1558/h)
20241102-04:16:33 nb_validated 2323 model 4 (finishes Sat 04:23 -- 1488/h)
20241102-04:16:41 nb_validated 2438 model 3 (finishes Sat 04:19 -- 1559/h)
20241102-04:16:51 nb_validated 2329 model 2 (finishes Sat 04:23 -- 1487/h)
20241102-04:16:59 nb_validated 2450 model 2 (finishes Sat 04:18 -- 1562/h)
20241102-04:17:09 nb_validated 2339 model 0 (finishes Sat 04:23 -- 1488/h)
20241102-04:17:18 nb_validated 2460 model 0 (finishes Sat 04:18 -- 1563/h)
20241102-04:17:28 nb_validated 2347 model 2 (finishes Sat 04:23 -- 1489/h)
20241102-04:17:36 nb_validated 2470 model 4 (finishes Sat 04:18 -- 1564/h)
20241102-04:17:46 nb_validated 2356 model 0 (finishes Sat 04:23 -- 1490/h)
20241102-04:17:54 nb_validated 2479 model 4 (finishes Sat 04:18 -- 1565/h)
20241102-04:18:04 nb_validated 2360 model 0 (finishes Sat 04:23 -- 1487/h)
20241102-04:18:13 nb_validated 2483 model 3 (finishes Sat 04:18 -- 1563/h)
20241102-04:18:22 nb_validated 2373 model 1 (finishes Sat 04:23 -- 1491/h)
20241102-04:18:31 nb_validated 2490 model 4 (finishes Sat 04:18 -- 1562/h)
20241102-04:18:40 nb_validated 2381 model 2 (finishes Sat 04:23 -- 1491/h)
20241102-04:18:49 nb_validated 2499 model 4 (finishes Sat 04:18 -- 1563/h)
20241102-04:18:58 nb_validated 2391 model 0 (finishes Sat 04:23 -- 1493/h)
20241102-04:18:59 generate_c_quizz_speed 1561/h
20241102-04:19:16 nb_validated 2402 model 1 (finishes Sat 04:23 -- 1495/h)
20241102-04:19:33 nb_validated 2406 model 0 (finishes Sat 04:23 -- 1493/h)
20241102-04:19:51 nb_validated 2414 model 3 (finishes Sat 04:23 -- 1493/h)
20241102-04:20:09 nb_validated 2417 model 3 (finishes Sat 04:23 -- 1491/h)
20241102-04:20:27 nb_validated 2424 model 4 (finishes Sat 04:23 -- 1490/h)
20241102-04:20:45 nb_validated 2431 model 3 (finishes Sat 04:23 -- 1490/h)
20241102-04:21:03 nb_validated 2436 model 0 (finishes Sat 04:23 -- 1489/h)
20241102-04:21:20 nb_validated 2447 model 4 (finishes Sat 04:23 -- 1491/h)
20241102-04:21:38 nb_validated 2455 model 4 (finishes Sat 04:23 -- 1491/h)
20241102-04:21:56 nb_validated 2460 model 3 (finishes Sat 04:23 -- 1490/h)
20241102-04:22:14 nb_validated 2466 model 0 (finishes Sat 04:23 -- 1489/h)
20241102-04:22:32 nb_validated 2471 model 3 (finishes Sat 04:23 -- 1488/h)
20241102-04:22:49 nb_validated 2475 model 2 (finishes Sat 04:23 -- 1486/h)
20241102-04:23:07 nb_validated 2484 model 1 (finishes Sat 04:23 -- 1487/h)
20241102-04:23:25 nb_validated 2489 model 3 (finishes Sat 04:23 -- 1485/h)
20241102-04:23:43 nb_validated 2499 model 4 (finishes Sat 04:23 -- 1487/h)
20241102-04:23:52 generate_c_quizz_speed 1489/h
20241102-04:24:00 wrote culture_c_quiz_0417.png
20241102-04:24:00 generated_c_quizzes torch.Size([5007, 400])
20241102-04:30:06 nb_c_quizzes 20011
20241102-04:30:06 weakest_accuracies [0, 0]
20241102-04:30:06 dummy_rand tensor([0.3694])
20241102-04:30:06 dummy_rand tensor([0.0717])
20241102-04:30:06 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:30:07 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:32:38 train_loss 417 model 0 0.033058660507202145
20241102-04:32:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:32:38 train_loss 417 model 1 0.033097293853759764
20241102-04:32:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:32:41 test_loss 417 model 0 0.025906219482421874
20241102-04:32:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:32:41 test_loss 417 model 1 0.02819183349609375
20241102-04:32:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:32:43 test_accuracy 417 model 0 nb_correct 2314 / 2500 (92.56%)
20241102-04:32:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:32:43 test_accuracy 417 model 1 nb_correct 2338 / 2500 (93.52%)
20241102-04:32:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:32:53 wrote ae_*.pth
20241102-04:32:53 epoch_duration 109min58s next_finish 06:22:51
20241102-04:32:53 wrote state.pth
20241102-04:32:53 --- epoch 418 ----------------------------------------
20241102-04:32:53 current_test_accuracies 0.9256 0.9352 0.0000 0.0000 0.0000
20241102-04:32:53 nb_c_quizzes 20011
20241102-04:32:53 weakest_accuracies [0, 0]
20241102-04:32:53 dummy_rand tensor([0.4016])
20241102-04:32:53 dummy_rand tensor([0.0528])
20241102-04:32:53 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:32:53 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:35:24 train_loss 418 model 2 0.033034828186035155
20241102-04:35:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:35:25 train_loss 418 model 3 0.03347158050537109
20241102-04:35:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:35:27 test_loss 418 model 2 0.028039703369140623
20241102-04:35:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:35:27 test_loss 418 model 3 0.026338157653808595
20241102-04:35:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:35:29 test_accuracy 418 model 2 nb_correct 2353 / 2500 (94.12%)
20241102-04:35:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:35:29 test_accuracy 418 model 3 nb_correct 2298 / 2500 (91.92%)
20241102-04:35:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:35:39 wrote ae_*.pth
20241102-04:35:39 epoch_duration 2min46s next_finish 04:38:25
20241102-04:35:39 wrote state.pth
20241102-04:35:39 --- epoch 419 ----------------------------------------
20241102-04:35:39 current_test_accuracies 0.9256 0.9352 0.9412 0.9192 0.0000
20241102-04:35:39 nb_c_quizzes 20011
20241102-04:35:39 weakest_accuracies [0, 0.9192]
20241102-04:35:39 dummy_rand tensor([0.6758])
20241102-04:35:39 dummy_rand tensor([0.1329])
20241102-04:35:39 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:35:39 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:38:11 train_loss 419 model 4 0.034270761966705324
20241102-04:38:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:38:11 train_loss 419 model 3 0.03333625030517578
20241102-04:38:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:38:13 test_loss 419 model 4 0.02973564147949219
20241102-04:38:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:38:13 test_loss 419 model 3 0.0278753662109375
20241102-04:38:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:38:15 test_accuracy 419 model 4 nb_correct 2257 / 2500 (90.28%)
20241102-04:38:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:38:15 test_accuracy 419 model 3 nb_correct 2293 / 2500 (91.72%)
20241102-04:38:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:38:25 wrote ae_*.pth
20241102-04:38:25 epoch_duration 2min46s next_finish 04:41:11
20241102-04:38:25 wrote state.pth
20241102-04:38:25 --- epoch 420 ----------------------------------------
20241102-04:38:25 current_test_accuracies 0.9256 0.9352 0.9412 0.9172 0.9028
20241102-04:38:25 nb_c_quizzes 20011
20241102-04:38:25 weakest_accuracies [0.9028, 0.9172]
20241102-04:38:25 dummy_rand tensor([0.3756])
20241102-04:38:25 dummy_rand tensor([0.2419])
20241102-04:38:25 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:38:25 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:40:57 train_loss 420 model 4 0.033172428131103514
20241102-04:40:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:40:57 train_loss 420 model 3 0.03237381362915039
20241102-04:40:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:40:59 test_loss 420 model 4 0.030939788818359376
20241102-04:40:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:40:59 test_loss 420 model 3 0.028489532470703124
20241102-04:40:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:41:02 test_accuracy 420 model 4 nb_correct 2304 / 2500 (92.16%)
20241102-04:41:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:41:02 test_accuracy 420 model 3 nb_correct 2355 / 2500 (94.20%)
20241102-04:41:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:41:11 wrote ae_*.pth
20241102-04:41:11 epoch_duration 2min46s next_finish 04:43:57
20241102-04:41:11 wrote state.pth
20241102-04:41:11 --- epoch 421 ----------------------------------------
20241102-04:41:11 current_test_accuracies 0.9256 0.9352 0.9412 0.9420 0.9216
20241102-04:41:11 nb_c_quizzes 20011
20241102-04:41:11 weakest_accuracies [0.9216, 0.9256]
20241102-04:41:11 dummy_rand tensor([0.0444])
20241102-04:41:11 dummy_rand tensor([0.1894])
20241102-04:41:11 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:41:11 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:43:43 train_loss 421 model 4 0.03342624473571777
20241102-04:43:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:43:43 train_loss 421 model 0 0.03316257476806641
20241102-04:43:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:43:45 test_loss 421 model 4 0.0280596923828125
20241102-04:43:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:43:45 test_loss 421 model 0 0.028659515380859375
20241102-04:43:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:43:48 test_accuracy 421 model 4 nb_correct 2291 / 2500 (91.64%)
20241102-04:43:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:43:48 test_accuracy 421 model 0 nb_correct 2360 / 2500 (94.40%)
20241102-04:43:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:43:57 wrote ae_*.pth
20241102-04:43:57 epoch_duration 2min46s next_finish 04:46:43
20241102-04:43:57 wrote state.pth
20241102-04:43:57 --- epoch 422 ----------------------------------------
20241102-04:43:57 current_test_accuracies 0.9440 0.9352 0.9412 0.9420 0.9164
20241102-04:43:57 nb_c_quizzes 20011
20241102-04:43:57 weakest_accuracies [0.9164, 0.9352]
20241102-04:43:57 dummy_rand tensor([0.2758])
20241102-04:43:57 dummy_rand tensor([0.3956])
20241102-04:43:57 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:43:57 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:46:29 train_loss 422 model 1 0.033581024169921876
20241102-04:46:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:46:30 train_loss 422 model 4 0.03277938079833984
20241102-04:46:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:46:32 test_loss 422 model 1 0.029629058837890625
20241102-04:46:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:46:32 test_loss 422 model 4 0.028009872436523437
20241102-04:46:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:46:34 test_accuracy 422 model 1 nb_correct 2340 / 2500 (93.60%)
20241102-04:46:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:46:34 test_accuracy 422 model 4 nb_correct 2348 / 2500 (93.92%)
20241102-04:46:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:46:44 wrote ae_*.pth
20241102-04:46:44 epoch_duration 2min46s next_finish 04:49:31
20241102-04:46:44 wrote state.pth
20241102-04:46:44 --- epoch 423 ----------------------------------------
20241102-04:46:44 current_test_accuracies 0.9440 0.9360 0.9412 0.9420 0.9392
20241102-04:46:44 nb_c_quizzes 20011
20241102-04:46:44 weakest_accuracies [0.936, 0.9392]
20241102-04:46:44 dummy_rand tensor([0.5213])
20241102-04:46:44 dummy_rand tensor([0.6989])
20241102-04:46:44 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:46:44 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:49:16 train_loss 423 model 4 0.03285550022125244
20241102-04:49:16 train_loss 423 model 1 0.03314149475097656
20241102-04:49:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:49:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:49:18 test_loss 423 model 1 0.027110462188720704
20241102-04:49:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:49:18 test_loss 423 model 4 0.031099586486816405
20241102-04:49:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:49:21 test_accuracy 423 model 1 nb_correct 2365 / 2500 (94.60%)
20241102-04:49:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:49:21 test_accuracy 423 model 4 nb_correct 2345 / 2500 (93.80%)
20241102-04:49:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:49:30 wrote ae_*.pth
20241102-04:49:30 epoch_duration 2min46s next_finish 04:52:16
20241102-04:49:30 wrote state.pth
20241102-04:49:30 --- epoch 424 ----------------------------------------
20241102-04:49:30 current_test_accuracies 0.9440 0.9460 0.9412 0.9420 0.9380
20241102-04:49:30 nb_c_quizzes 20011
20241102-04:49:30 weakest_accuracies [0.938, 0.9412]
20241102-04:49:30 dummy_rand tensor([0.2267])
20241102-04:49:30 dummy_rand tensor([0.8235])
20241102-04:49:30 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:49:30 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:52:02 train_loss 424 model 4 0.03312670707702637
20241102-04:52:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:52:02 train_loss 424 model 2 0.03320570945739746
20241102-04:52:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:52:04 test_loss 424 model 4 0.0285516357421875
20241102-04:52:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:52:05 test_loss 424 model 2 0.028227615356445312
20241102-04:52:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:52:07 test_accuracy 424 model 4 nb_correct 2278 / 2500 (91.12%)
20241102-04:52:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:52:07 test_accuracy 424 model 2 nb_correct 2336 / 2500 (93.44%)
20241102-04:52:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:52:16 wrote ae_*.pth
20241102-04:52:16 epoch_duration 2min46s next_finish 04:55:02
20241102-04:52:16 wrote state.pth
20241102-04:52:16 --- epoch 425 ----------------------------------------
20241102-04:52:16 current_test_accuracies 0.9440 0.9460 0.9344 0.9420 0.9112
20241102-04:52:16 nb_c_quizzes 20011
20241102-04:52:16 weakest_accuracies [0.9112, 0.9344]
20241102-04:52:16 dummy_rand tensor([0.9233])
20241102-04:52:16 dummy_rand tensor([0.6992])
20241102-04:52:16 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:52:16 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:54:48 train_loss 425 model 2 0.03341771507263184
20241102-04:54:48 train_loss 425 model 4 0.032207969665527345
20241102-04:54:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:54:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:54:51 test_loss 425 model 2 0.02554412841796875
20241102-04:54:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:54:51 test_loss 425 model 4 0.0280621337890625
20241102-04:54:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:54:53 test_accuracy 425 model 2 nb_correct 2361 / 2500 (94.44%)
20241102-04:54:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:54:53 test_accuracy 425 model 4 nb_correct 2297 / 2500 (91.88%)
20241102-04:54:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:55:02 wrote ae_*.pth
20241102-04:55:02 epoch_duration 2min46s next_finish 04:57:48
20241102-04:55:02 wrote state.pth
20241102-04:55:02 --- epoch 426 ----------------------------------------
20241102-04:55:02 current_test_accuracies 0.9440 0.9460 0.9444 0.9420 0.9188
20241102-04:55:02 nb_c_quizzes 20011
20241102-04:55:02 weakest_accuracies [0.9188, 0.942]
20241102-04:55:02 dummy_rand tensor([0.9907])
20241102-04:55:02 dummy_rand tensor([0.8813])
20241102-04:55:03 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:55:03 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:57:35 train_loss 426 model 4 0.032692304611206056
20241102-04:57:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:57:35 train_loss 426 model 3 0.03267723274230957
20241102-04:57:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:57:37 test_loss 426 model 4 0.028000221252441407
20241102-04:57:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:57:37 test_loss 426 model 3 0.029499588012695314
20241102-04:57:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-04:57:39 test_accuracy 426 model 4 nb_correct 2314 / 2500 (92.56%)
20241102-04:57:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:57:39 test_accuracy 426 model 3 nb_correct 2293 / 2500 (91.72%)
20241102-04:57:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-04:57:49 wrote ae_*.pth
20241102-04:57:49 epoch_duration 2min46s next_finish 05:00:35
20241102-04:57:49 wrote state.pth
20241102-04:57:49 --- epoch 427 ----------------------------------------
20241102-04:57:49 current_test_accuracies 0.9440 0.9460 0.9444 0.9172 0.9256
20241102-04:57:49 nb_c_quizzes 20011
20241102-04:57:49 weakest_accuracies [0.9172, 0.9256]
20241102-04:57:49 dummy_rand tensor([0.1659])
20241102-04:57:49 dummy_rand tensor([0.6899])
20241102-04:57:49 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-04:57:49 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:00:21 train_loss 427 model 3 0.03282139658927918
20241102-05:00:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:00:21 train_loss 427 model 4 0.0332325668334961
20241102-05:00:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:00:23 test_loss 427 model 3 0.026993675231933592
20241102-05:00:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:00:23 test_loss 427 model 4 0.026859817504882814
20241102-05:00:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:00:25 test_accuracy 427 model 3 nb_correct 2355 / 2500 (94.20%)
20241102-05:00:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:00:25 test_accuracy 427 model 4 nb_correct 2396 / 2500 (95.84%)
20241102-05:00:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:00:35 wrote ae_*.pth
20241102-05:00:35 epoch_duration 2min46s next_finish 05:03:21
20241102-05:00:35 wrote state.pth
20241102-05:00:35 --- epoch 428 ----------------------------------------
20241102-05:00:35 current_test_accuracies 0.9440 0.9460 0.9444 0.9420 0.9584
20241102-05:00:35 nb_c_quizzes 20011
20241102-05:00:35 weakest_accuracies [0.942, 0.944]
20241102-05:00:35 dummy_rand tensor([0.0032])
20241102-05:00:35 dummy_rand tensor([0.1488])
20241102-05:00:35 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:00:35 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:03:07 train_loss 428 model 3 0.03195638275146485
20241102-05:03:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:03:07 train_loss 428 model 0 0.0330408935546875
20241102-05:03:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:03:09 test_loss 428 model 3 0.026528358459472656
20241102-05:03:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:03:09 test_loss 428 model 0 0.028494873046875
20241102-05:03:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:03:11 test_accuracy 428 model 3 nb_correct 2372 / 2500 (94.88%)
20241102-05:03:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:03:12 test_accuracy 428 model 0 nb_correct 2306 / 2500 (92.24%)
20241102-05:03:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:03:21 wrote ae_*.pth
20241102-05:03:21 epoch_duration 2min46s next_finish 05:06:07
20241102-05:03:21 wrote state.pth
20241102-05:03:21 --- epoch 429 ----------------------------------------
20241102-05:03:21 current_test_accuracies 0.9224 0.9460 0.9444 0.9488 0.9584
20241102-05:03:21 nb_c_quizzes 20011
20241102-05:03:21 weakest_accuracies [0.9224, 0.9444]
20241102-05:03:21 dummy_rand tensor([0.8085])
20241102-05:03:21 dummy_rand tensor([0.6693])
20241102-05:03:21 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:03:21 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:05:53 train_loss 429 model 0 0.03277161407470703
20241102-05:05:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:05:53 train_loss 429 model 2 0.0327354850769043
20241102-05:05:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:05:55 test_loss 429 model 0 0.027940597534179688
20241102-05:05:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:05:55 test_loss 429 model 2 0.027010498046875
20241102-05:05:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:05:58 test_accuracy 429 model 0 nb_correct 2321 / 2500 (92.84%)
20241102-05:05:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:05:58 test_accuracy 429 model 2 nb_correct 2331 / 2500 (93.24%)
20241102-05:05:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:06:07 wrote ae_*.pth
20241102-05:06:07 epoch_duration 2min46s next_finish 05:08:54
20241102-05:06:08 wrote state.pth
20241102-05:06:08 --- epoch 430 ----------------------------------------
20241102-05:06:08 current_test_accuracies 0.9284 0.9460 0.9324 0.9488 0.9584
20241102-05:06:08 nb_c_quizzes 20011
20241102-05:06:08 weakest_accuracies [0.9284, 0.9324]
20241102-05:06:08 dummy_rand tensor([0.3195])
20241102-05:06:08 dummy_rand tensor([0.4030])
20241102-05:06:08 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:06:08 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:08:39 train_loss 430 model 0 0.03277262115478516
20241102-05:08:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:08:39 train_loss 430 model 2 0.03217755889892578
20241102-05:08:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:08:42 test_loss 430 model 0 0.02798797607421875
20241102-05:08:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:08:42 test_loss 430 model 2 0.02992388725280762
20241102-05:08:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:08:44 test_accuracy 430 model 0 nb_correct 2345 / 2500 (93.80%)
20241102-05:08:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:08:44 test_accuracy 430 model 2 nb_correct 2344 / 2500 (93.76%)
20241102-05:08:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:08:54 wrote ae_*.pth
20241102-05:08:54 epoch_duration 2min46s next_finish 05:11:40
20241102-05:08:54 wrote state.pth
20241102-05:08:54 --- epoch 431 ----------------------------------------
20241102-05:08:54 current_test_accuracies 0.9380 0.9460 0.9376 0.9488 0.9584
20241102-05:08:54 nb_c_quizzes 20011
20241102-05:08:54 weakest_accuracies [0.9376, 0.938]
20241102-05:08:54 dummy_rand tensor([0.5069])
20241102-05:08:54 dummy_rand tensor([0.3479])
20241102-05:08:54 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:08:54 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:11:26 train_loss 431 model 0 0.03323249435424805
20241102-05:11:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:11:27 train_loss 431 model 2 0.03205711364746094
20241102-05:11:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:11:29 test_loss 431 model 0 0.02920000076293945
20241102-05:11:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:11:29 test_loss 431 model 2 0.029088668823242188
20241102-05:11:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:11:31 test_accuracy 431 model 0 nb_correct 2359 / 2500 (94.36%)
20241102-05:11:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:11:31 test_accuracy 431 model 2 nb_correct 2348 / 2500 (93.92%)
20241102-05:11:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:11:41 wrote ae_*.pth
20241102-05:11:41 epoch_duration 2min47s next_finish 05:14:28
20241102-05:11:41 wrote state.pth
20241102-05:11:41 --- epoch 432 ----------------------------------------
20241102-05:11:41 current_test_accuracies 0.9436 0.9460 0.9392 0.9488 0.9584
20241102-05:11:41 nb_c_quizzes 20011
20241102-05:11:41 weakest_accuracies [0.9392, 0.9436]
20241102-05:11:41 dummy_rand tensor([0.8563])
20241102-05:11:41 dummy_rand tensor([0.9745])
20241102-05:11:41 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:11:41 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:14:13 train_loss 432 model 2 0.032228256225585936
20241102-05:14:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:14:13 train_loss 432 model 0 0.032020587921142575
20241102-05:14:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:14:15 test_loss 432 model 2 0.03159934997558594
20241102-05:14:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:14:15 test_loss 432 model 0 0.027686767578125
20241102-05:14:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:14:17 test_accuracy 432 model 2 nb_correct 2350 / 2500 (94.00%)
20241102-05:14:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:14:17 test_accuracy 432 model 0 nb_correct 2353 / 2500 (94.12%)
20241102-05:14:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:14:27 wrote ae_*.pth
20241102-05:14:27 epoch_duration 2min46s next_finish 05:17:13
20241102-05:14:27 wrote state.pth
20241102-05:14:27 --- epoch 433 ----------------------------------------
20241102-05:14:27 current_test_accuracies 0.9412 0.9460 0.9400 0.9488 0.9584
20241102-05:14:27 nb_c_quizzes 20011
20241102-05:14:27 weakest_accuracies [0.94, 0.9412]
20241102-05:14:27 dummy_rand tensor([0.1299])
20241102-05:14:27 dummy_rand tensor([0.8577])
20241102-05:14:27 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:14:27 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:16:59 train_loss 433 model 0 0.03263839340209961
20241102-05:16:59 train_loss 433 model 2 0.032100292205810545
20241102-05:16:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:16:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:17:01 test_loss 433 model 0 0.025851593017578126
20241102-05:17:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:17:01 test_loss 433 model 2 0.02878120422363281
20241102-05:17:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:17:03 test_accuracy 433 model 0 nb_correct 2393 / 2500 (95.72%)
20241102-05:17:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:17:03 test_accuracy 433 model 2 nb_correct 2308 / 2500 (92.32%)
20241102-05:17:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:17:13 wrote ae_*.pth
20241102-05:17:13 epoch_duration 2min46s next_finish 05:19:59
20241102-05:17:13 wrote state.pth
20241102-05:17:13 --- epoch 434 ----------------------------------------
20241102-05:17:13 current_test_accuracies 0.9572 0.9460 0.9232 0.9488 0.9584
20241102-05:17:13 nb_c_quizzes 20011
20241102-05:17:13 weakest_accuracies [0.9232, 0.946]
20241102-05:17:13 dummy_rand tensor([0.6748])
20241102-05:17:13 dummy_rand tensor([0.8360])
20241102-05:17:13 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:17:13 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:19:45 train_loss 434 model 2 0.032231876373291016
20241102-05:19:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:19:45 train_loss 434 model 1 0.03203649520874023
20241102-05:19:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:19:47 test_loss 434 model 2 0.027087440490722658
20241102-05:19:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:19:47 test_loss 434 model 1 0.029137420654296874
20241102-05:19:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:19:50 test_accuracy 434 model 2 nb_correct 2361 / 2500 (94.44%)
20241102-05:19:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:19:50 test_accuracy 434 model 1 nb_correct 2344 / 2500 (93.76%)
20241102-05:19:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:19:59 wrote ae_*.pth
20241102-05:19:59 epoch_duration 2min46s next_finish 05:22:45
20241102-05:19:59 wrote state.pth
20241102-05:19:59 --- epoch 435 ----------------------------------------
20241102-05:19:59 current_test_accuracies 0.9572 0.9376 0.9444 0.9488 0.9584
20241102-05:19:59 nb_c_quizzes 20011
20241102-05:19:59 weakest_accuracies [0.9376, 0.9444]
20241102-05:19:59 dummy_rand tensor([0.7696])
20241102-05:19:59 dummy_rand tensor([0.2983])
20241102-05:19:59 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:19:59 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:22:31 train_loss 435 model 2 0.032467262268066406
20241102-05:22:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:22:32 train_loss 435 model 1 0.03286018562316895
20241102-05:22:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:22:34 test_loss 435 model 2 0.023459091186523437
20241102-05:22:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:22:34 test_loss 435 model 1 0.031208343505859375
20241102-05:22:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:22:36 test_accuracy 435 model 1 nb_correct 2329 / 2500 (93.16%)
20241102-05:22:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:22:36 test_accuracy 435 model 2 nb_correct 2357 / 2500 (94.28%)
20241102-05:22:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:22:46 wrote ae_*.pth
20241102-05:22:46 epoch_duration 2min46s next_finish 05:25:33
20241102-05:22:46 wrote state.pth
20241102-05:22:46 --- epoch 436 ----------------------------------------
20241102-05:22:46 current_test_accuracies 0.9572 0.9316 0.9428 0.9488 0.9584
20241102-05:22:46 nb_c_quizzes 20011
20241102-05:22:46 weakest_accuracies [0.9316, 0.9428]
20241102-05:22:46 dummy_rand tensor([0.2498])
20241102-05:22:46 dummy_rand tensor([0.8363])
20241102-05:22:46 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:22:46 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:25:18 train_loss 436 model 2 0.032015108108520506
20241102-05:25:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:25:18 train_loss 436 model 1 0.03280143737792969
20241102-05:25:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:25:20 test_loss 436 model 2 0.025566787719726564
20241102-05:25:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:25:21 test_loss 436 model 1 0.026538658142089843
20241102-05:25:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:25:23 test_accuracy 436 model 2 nb_correct 2380 / 2500 (95.20%)
20241102-05:25:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:25:23 test_accuracy 436 model 1 nb_correct 2366 / 2500 (94.64%)
20241102-05:25:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:25:32 wrote ae_*.pth
20241102-05:25:32 epoch_duration 2min46s next_finish 05:28:19
20241102-05:25:32 wrote state.pth
20241102-05:25:32 --- epoch 437 ----------------------------------------
20241102-05:25:32 current_test_accuracies 0.9572 0.9464 0.9520 0.9488 0.9584
20241102-05:25:32 nb_c_quizzes 20011
20241102-05:25:32 weakest_accuracies [0.9464, 0.9488]
20241102-05:25:32 dummy_rand tensor([0.8418])
20241102-05:25:32 dummy_rand tensor([0.9198])
20241102-05:25:32 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:25:33 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:28:04 train_loss 437 model 1 0.03234735107421875
20241102-05:28:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:28:04 train_loss 437 model 3 0.032556602478027344
20241102-05:28:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:28:07 test_loss 437 model 1 0.027276611328125
20241102-05:28:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:28:07 test_loss 437 model 3 0.028898468017578127
20241102-05:28:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:28:09 test_accuracy 437 model 1 nb_correct 2337 / 2500 (93.48%)
20241102-05:28:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:28:09 test_accuracy 437 model 3 nb_correct 2367 / 2500 (94.68%)
20241102-05:28:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:28:19 wrote ae_*.pth
20241102-05:28:19 epoch_duration 2min46s next_finish 05:31:05
20241102-05:28:19 wrote state.pth
20241102-05:28:19 --- epoch 438 ----------------------------------------
20241102-05:28:19 current_test_accuracies 0.9572 0.9348 0.9520 0.9468 0.9584
20241102-05:28:19 nb_c_quizzes 20011
20241102-05:28:19 weakest_accuracies [0.9348, 0.9468]
20241102-05:28:19 dummy_rand tensor([0.7404])
20241102-05:28:19 dummy_rand tensor([0.2473])
20241102-05:28:19 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:28:19 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:30:51 train_loss 438 model 3 0.03266000556945801
20241102-05:30:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:30:51 train_loss 438 model 1 0.032480613708496094
20241102-05:30:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:30:53 test_loss 438 model 3 0.02892608642578125
20241102-05:30:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:30:53 test_loss 438 model 1 0.02423118591308594
20241102-05:30:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:30:55 test_accuracy 438 model 3 nb_correct 2379 / 2500 (95.16%)
20241102-05:30:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:30:55 test_accuracy 438 model 1 nb_correct 2338 / 2500 (93.52%)
20241102-05:30:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:31:05 wrote ae_*.pth
20241102-05:31:05 epoch_duration 2min46s next_finish 05:33:51
20241102-05:31:05 wrote state.pth
20241102-05:31:05 --- epoch 439 ----------------------------------------
20241102-05:31:05 current_test_accuracies 0.9572 0.9352 0.9520 0.9516 0.9584
20241102-05:31:05 nb_c_quizzes 20011
20241102-05:31:05 weakest_accuracies [0.9352, 0.9516]
20241102-05:31:05 dummy_rand tensor([0.2999])
20241102-05:31:05 dummy_rand tensor([0.5660])
20241102-05:31:05 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:31:05 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:33:37 train_loss 439 model 1 0.03268241500854492
20241102-05:33:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:33:37 train_loss 439 model 3 0.03283418273925781
20241102-05:33:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:33:39 test_loss 439 model 1 0.029703826904296876
20241102-05:33:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:33:39 test_loss 439 model 3 0.02858123779296875
20241102-05:33:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:33:41 test_accuracy 439 model 1 nb_correct 2381 / 2500 (95.24%)
20241102-05:33:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:33:41 test_accuracy 439 model 3 nb_correct 2359 / 2500 (94.36%)
20241102-05:33:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:33:51 wrote ae_*.pth
20241102-05:33:51 epoch_duration 2min46s next_finish 05:36:37
20241102-05:33:51 wrote state.pth
20241102-05:33:51 --- epoch 440 ----------------------------------------
20241102-05:33:51 current_test_accuracies 0.9572 0.9524 0.9520 0.9436 0.9584
20241102-05:33:51 nb_c_quizzes 20011
20241102-05:33:51 weakest_accuracies [0.9436, 0.952]
20241102-05:33:51 dummy_rand tensor([0.1400])
20241102-05:33:51 dummy_rand tensor([0.2614])
20241102-05:33:51 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:33:51 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:36:23 train_loss 440 model 3 0.032151357650756836
20241102-05:36:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:36:23 train_loss 440 model 2 0.0314494400024414
20241102-05:36:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:36:25 test_loss 440 model 3 0.028670482635498047
20241102-05:36:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:36:25 test_loss 440 model 2 0.02471721649169922
20241102-05:36:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:36:28 test_accuracy 440 model 3 nb_correct 2370 / 2500 (94.80%)
20241102-05:36:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:36:28 test_accuracy 440 model 2 nb_correct 2350 / 2500 (94.00%)
20241102-05:36:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:36:37 wrote ae_*.pth
20241102-05:36:37 epoch_duration 2min45s next_finish 05:39:23
20241102-05:36:37 wrote state.pth
20241102-05:36:37 --- epoch 441 ----------------------------------------
20241102-05:36:37 current_test_accuracies 0.9572 0.9524 0.9400 0.9480 0.9584
20241102-05:36:37 nb_c_quizzes 20011
20241102-05:36:37 weakest_accuracies [0.94, 0.948]
20241102-05:36:37 dummy_rand tensor([0.6486])
20241102-05:36:37 dummy_rand tensor([0.7741])
20241102-05:36:37 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:36:37 quiz_set nb_w_quizzes 29989 nb_c_quizzes 20011
20241102-05:39:09 train_loss 441 model 2 0.03179243850708008
20241102-05:39:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:39:09 train_loss 441 model 3 0.0322337646484375
20241102-05:39:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:39:12 test_loss 441 model 2 0.027103729248046875
20241102-05:39:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:39:12 test_loss 441 model 3 0.0277166748046875
20241102-05:39:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-05:39:14 test_accuracy 441 model 2 nb_correct 2384 / 2500 (95.36%)
20241102-05:39:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:39:14 test_accuracy 441 model 3 nb_correct 2392 / 2500 (95.68%)
20241102-05:39:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-05:39:24 wrote ae_*.pth
20241102-05:39:24 epoch_duration 2min46s next_finish 05:42:10
20241102-05:39:24 wrote state.pth
20241102-05:39:24 --- epoch 442 ----------------------------------------
20241102-05:39:24 current_test_accuracies 0.9572 0.9524 0.9536 0.9568 0.9584
20241102-05:39:24 dummy_rand tensor([0.6960])
20241102-05:39:24 dummy_rand tensor([0.6991])
20241102-05:39:33 nb_validated 2 model 0 (finishes Sat 08:46 -- 801/h)
20241102-05:39:33 nb_validated 7 model 0 (finishes Sat 06:33 -- 2755/h)
20241102-05:39:51 nb_validated 23 model 0 (finishes Sat 06:28 -- 3086/h)
20241102-05:39:51 nb_validated 18 model 0 (finishes Sat 06:41 -- 2399/h)
20241102-05:40:09 nb_validated 29 model 2 (finishes Sat 06:44 -- 2307/h)
20241102-05:40:09 nb_validated 30 model 3 (finishes Sat 06:42 -- 2374/h)
20241102-05:40:27 nb_validated 38 model 2 (finishes Sat 06:49 -- 2148/h)
20241102-05:40:28 nb_validated 40 model 3 (finishes Sat 06:46 -- 2250/h)
20241102-05:40:46 nb_validated 46 model 0 (finishes Sat 06:53 -- 2019/h)
20241102-05:40:46 nb_validated 45 model 1 (finishes Sat 06:55 -- 1971/h)
20241102-05:41:04 nb_validated 61 model 0 (finishes Sat 06:47 -- 2197/h)
20241102-05:41:04 nb_validated 54 model 4 (finishes Sat 06:56 -- 1944/h)
20241102-05:41:22 nb_validated 70 model 2 (finishes Sat 06:49 -- 2137/h)
20241102-05:41:22 nb_validated 67 model 1 (finishes Sat 06:52 -- 2041/h)
20241102-05:41:39 nb_validated 78 model 4 (finishes Sat 06:51 -- 2069/h)
20241102-05:41:40 nb_validated 74 model 1 (finishes Sat 06:56 -- 1952/h)
20241102-05:41:58 nb_validated 86 model 1 (finishes Sat 06:54 -- 2008/h)
20241102-05:41:58 nb_validated 83 model 4 (finishes Sat 06:57 -- 1931/h)
20241102-05:42:17 nb_validated 91 model 1 (finishes Sat 06:58 -- 1895/h)
20241102-05:42:17 nb_validated 94 model 3 (finishes Sat 06:56 -- 1957/h)
20241102-05:42:34 nb_validated 101 model 0 (finishes Sat 06:57 -- 1909/h)
20241102-05:42:35 nb_validated 106 model 4 (finishes Sat 06:54 -- 1999/h)
20241102-05:42:53 nb_validated 111 model 4 (finishes Sat 06:57 -- 1913/h)
20241102-05:42:53 nb_validated 112 model 1 (finishes Sat 06:57 -- 1926/h)
20241102-05:43:11 nb_validated 122 model 2 (finishes Sat 06:56 -- 1933/h)
20241102-05:43:11 nb_validated 123 model 4 (finishes Sat 06:56 -- 1945/h)
20241102-05:43:29 nb_validated 128 model 4 (finishes Sat 06:59 -- 1879/h)
20241102-05:43:29 nb_validated 138 model 4 (finishes Sat 06:53 -- 2023/h)
20241102-05:43:47 nb_validated 135 model 4 (finishes Sat 07:00 -- 1848/h)
20241102-05:43:47 nb_validated 141 model 0 (finishes Sat 06:57 -- 1927/h)
20241102-05:44:05 nb_validated 144 model 4 (finishes Sat 07:00 -- 1844/h)
20241102-05:44:05 nb_validated 153 model 1 (finishes Sat 06:56 -- 1956/h)
20241102-05:44:23 nb_validated 158 model 2 (finishes Sat 06:58 -- 1903/h)
20241102-05:44:24 nb_validated 159 model 3 (finishes Sat 06:57 -- 1909/h)
20241102-05:44:41 nb_validated 167 model 1 (finishes Sat 06:58 -- 1896/h)
20241102-05:44:42 nb_validated 174 model 2 (finishes Sat 06:55 -- 1967/h)
20241102-05:44:59 nb_validated 179 model 1 (finishes Sat 06:57 -- 1922/h)
20241102-05:45:00 nb_validated 181 model 4 (finishes Sat 06:56 -- 1935/h)
20241102-05:45:18 nb_validated 188 model 2 (finishes Sat 06:57 -- 1912/h)
20241102-05:45:19 nb_validated 191 model 4 (finishes Sat 06:56 -- 1937/h)
20241102-05:45:36 nb_validated 192 model 0 (finishes Sat 07:00 -- 1856/h)
20241102-05:45:37 nb_validated 199 model 2 (finishes Sat 06:57 -- 1921/h)
20241102-05:45:54 nb_validated 203 model 1 (finishes Sat 06:59 -- 1872/h)
20241102-05:45:54 nb_validated 212 model 0 (finishes Sat 06:56 -- 1953/h)
20241102-05:46:13 nb_validated 211 model 3 (finishes Sat 07:00 -- 1857/h)
20241102-05:46:13 nb_validated 224 model 1 (finishes Sat 06:55 -- 1970/h)
20241102-05:46:31 nb_validated 225 model 2 (finishes Sat 06:58 -- 1897/h)
20241102-05:46:31 nb_validated 237 model 1 (finishes Sat 06:54 -- 1995/h)
20241102-05:46:49 nb_validated 240 model 2 (finishes Sat 06:56 -- 1940/h)
20241102-05:46:50 nb_validated 242 model 1 (finishes Sat 06:56 -- 1953/h)
20241102-05:47:07 nb_validated 251 model 4 (finishes Sat 06:56 -- 1950/h)
20241102-05:47:08 nb_validated 250 model 4 (finishes Sat 06:56 -- 1939/h)
20241102-05:47:25 nb_validated 263 model 2 (finishes Sat 06:55 -- 1966/h)
20241102-05:47:26 nb_validated 266 model 2 (finishes Sat 06:55 -- 1983/h)
20241102-05:47:43 nb_validated 268 model 1 (finishes Sat 06:57 -- 1930/h)
20241102-05:47:44 nb_validated 275 model 0 (finishes Sat 06:55 -- 1977/h)
20241102-05:48:02 nb_validated 281 model 1 (finishes Sat 06:56 -- 1952/h)
20241102-05:48:02 nb_validated 285 model 1 (finishes Sat 06:55 -- 1977/h)
20241102-05:48:20 nb_validated 291 model 4 (finishes Sat 06:56 -- 1955/h)
20241102-05:48:21 nb_validated 297 model 2 (finishes Sat 06:54 -- 1991/h)
20241102-05:48:38 nb_validated 304 model 4 (finishes Sat 06:55 -- 1975/h)
20241102-05:48:39 nb_validated 302 model 4 (finishes Sat 06:55 -- 1959/h)
20241102-05:48:56 nb_validated 316 model 2 (finishes Sat 06:54 -- 1988/h)
20241102-05:48:57 nb_validated 313 model 2 (finishes Sat 06:55 -- 1965/h)
20241102-05:49:14 nb_validated 324 model 1 (finishes Sat 06:55 -- 1975/h)
20241102-05:49:15 nb_validated 326 model 2 (finishes Sat 06:54 -- 1984/h)
20241102-05:49:32 nb_validated 337 model 2 (finishes Sat 06:54 -- 1993/h)
20241102-05:49:33 nb_validated 333 model 1 (finishes Sat 06:55 -- 1967/h)
20241102-05:49:51 nb_validated 347 model 2 (finishes Sat 06:54 -- 1992/h)
20241102-05:49:51 nb_validated 348 model 2 (finishes Sat 06:54 -- 1996/h)
20241102-05:50:08 nb_validated 354 model 4 (finishes Sat 06:55 -- 1976/h)
20241102-05:50:10 nb_validated 356 model 3 (finishes Sat 06:55 -- 1983/h)
20241102-05:50:27 nb_validated 367 model 3 (finishes Sat 06:54 -- 1992/h)
20241102-05:50:28 nb_validated 369 model 2 (finishes Sat 06:54 -- 1998/h)
20241102-05:50:45 nb_validated 378 model 2 (finishes Sat 06:54 -- 1997/h)
20241102-05:50:47 nb_validated 375 model 1 (finishes Sat 06:55 -- 1976/h)
20241102-05:51:03 nb_validated 390 model 1 (finishes Sat 06:54 -- 2006/h)
20241102-05:51:04 nb_validated 387 model 4 (finishes Sat 06:54 -- 1988/h)
20241102-05:51:21 nb_validated 405 model 0 (finishes Sat 06:53 -- 2031/h)
20241102-05:51:23 nb_validated 397 model 2 (finishes Sat 06:54 -- 1987/h)
20241102-05:51:40 nb_validated 419 model 1 (finishes Sat 06:52 -- 2049/h)
20241102-05:51:41 nb_validated 406 model 3 (finishes Sat 06:55 -- 1981/h)
20241102-05:51:58 nb_validated 427 model 0 (finishes Sat 06:52 -- 2038/h)
20241102-05:52:00 nb_validated 414 model 1 (finishes Sat 06:55 -- 1971/h)
20241102-05:52:16 nb_validated 437 model 4 (finishes Sat 06:53 -- 2037/h)
20241102-05:52:17 nb_validated 426 model 0 (finishes Sat 06:55 -- 1982/h)
20241102-05:52:35 nb_validated 450 model 3 (finishes Sat 06:52 -- 2048/h)
20241102-05:52:36 nb_validated 436 model 2 (finishes Sat 06:55 -- 1982/h)
20241102-05:52:53 nb_validated 459 model 0 (finishes Sat 06:52 -- 2042/h)
20241102-05:52:54 nb_validated 449 model 3 (finishes Sat 06:54 -- 1995/h)
20241102-05:53:11 nb_validated 466 model 4 (finishes Sat 06:53 -- 2028/h)
20241102-05:53:12 nb_validated 459 model 2 (finishes Sat 06:54 -- 1994/h)
20241102-05:53:29 nb_validated 476 model 3 (finishes Sat 06:53 -- 2026/h)
20241102-05:53:30 nb_validated 468 model 1 (finishes Sat 06:54 -- 1989/h)
20241102-05:53:48 nb_validated 484 model 1 (finishes Sat 06:53 -- 2017/h)
20241102-05:53:48 nb_validated 478 model 0 (finishes Sat 06:54 -- 1990/h)
20241102-05:54:06 nb_validated 492 model 2 (finishes Sat 06:54 -- 2008/h)
20241102-05:54:06 nb_validated 486 model 0 (finishes Sat 06:55 -- 1982/h)
20241102-05:54:23 nb_validated 498 model 0 (finishes Sat 06:54 -- 1992/h)
20241102-05:54:24 nb_validated 496 model 4 (finishes Sat 06:55 -- 1982/h)
20241102-05:54:42 nb_validated 506 model 3 (finishes Sat 06:55 -- 1983/h)
20241102-05:54:42 nb_validated 509 model 2 (finishes Sat 06:54 -- 1994/h)
20241102-05:55:01 nb_validated 513 model 2 (finishes Sat 06:55 -- 1970/h)
20241102-05:55:01 nb_validated 517 model 3 (finishes Sat 06:54 -- 1986/h)
20241102-05:55:18 nb_validated 529 model 4 (finishes Sat 06:54 -- 1994/h)
20241102-05:55:19 nb_validated 524 model 3 (finishes Sat 06:55 -- 1974/h)
20241102-05:55:37 nb_validated 541 model 3 (finishes Sat 06:54 -- 2001/h)
20241102-05:55:38 nb_validated 537 model 3 (finishes Sat 06:54 -- 1984/h)
20241102-05:55:55 nb_validated 553 model 0 (finishes Sat 06:54 -- 2008/h)
20241102-05:55:55 nb_validated 552 model 4 (finishes Sat 06:54 -- 2003/h)
20241102-05:56:13 nb_validated 562 model 0 (finishes Sat 06:54 -- 2004/h)
20241102-05:56:14 nb_validated 559 model 0 (finishes Sat 06:54 -- 1992/h)
20241102-05:56:31 nb_validated 572 model 0 (finishes Sat 06:54 -- 2004/h)
20241102-05:56:32 nb_validated 573 model 1 (finishes Sat 06:54 -- 2006/h)
20241102-05:56:50 nb_validated 579 model 4 (finishes Sat 06:54 -- 1992/h)
20241102-05:56:50 nb_validated 585 model 3 (finishes Sat 06:53 -- 2012/h)
20241102-05:57:08 nb_validated 586 model 1 (finishes Sat 06:55 -- 1982/h)
20241102-05:57:08 nb_validated 594 model 2 (finishes Sat 06:54 -- 2008/h)
20241102-05:57:26 nb_validated 597 model 4 (finishes Sat 06:54 -- 1986/h)
20241102-05:57:27 nb_validated 599 model 4 (finishes Sat 06:54 -- 1991/h)
20241102-05:57:44 nb_validated 607 model 2 (finishes Sat 06:54 -- 1985/h)
20241102-05:57:45 nb_validated 609 model 3 (finishes Sat 06:54 -- 1990/h)
20241102-05:58:02 nb_validated 612 model 4 (finishes Sat 06:55 -- 1969/h)
20241102-05:58:03 nb_validated 614 model 4 (finishes Sat 06:55 -- 1975/h)
20241102-05:58:21 nb_validated 628 model 0 (finishes Sat 06:54 -- 1988/h)
20241102-05:58:21 nb_validated 625 model 0 (finishes Sat 06:55 -- 1978/h)
20241102-05:58:39 nb_validated 634 model 1 (finishes Sat 06:55 -- 1975/h)
20241102-05:58:39 nb_validated 636 model 3 (finishes Sat 06:55 -- 1981/h)
20241102-05:58:57 nb_validated 648 model 1 (finishes Sat 06:54 -- 1988/h)
20241102-05:58:57 nb_validated 638 model 1 (finishes Sat 06:56 -- 1956/h)
20241102-05:59:15 nb_validated 655 model 1 (finishes Sat 06:55 -- 1978/h)
20241102-05:59:16 nb_validated 648 model 2 (finishes Sat 06:56 -- 1957/h)
20241102-05:59:34 nb_validated 655 model 1 (finishes Sat 06:56 -- 1948/h)
20241102-05:59:34 nb_validated 670 model 2 (finishes Sat 06:54 -- 1993/h)
20241102-05:59:52 nb_validated 661 model 1 (finishes Sat 06:56 -- 1938/h)
20241102-05:59:52 nb_validated 678 model 1 (finishes Sat 06:54 -- 1987/h)
20241102-06:00:09 nb_validated 666 model 4 (finishes Sat 06:57 -- 1924/h)
20241102-06:00:10 nb_validated 684 model 1 (finishes Sat 06:55 -- 1975/h)
20241102-06:00:28 nb_validated 673 model 4 (finishes Sat 06:57 -- 1916/h)
20241102-06:00:28 nb_validated 694 model 4 (finishes Sat 06:55 -- 1975/h)
20241102-06:00:46 nb_validated 683 model 3 (finishes Sat 06:57 -- 1917/h)
20241102-06:00:47 nb_validated 699 model 1 (finishes Sat 06:55 -- 1961/h)
20241102-06:01:04 nb_validated 699 model 2 (finishes Sat 06:56 -- 1935/h)
20241102-06:01:05 nb_validated 705 model 3 (finishes Sat 06:56 -- 1949/h)
20241102-06:01:22 nb_validated 710 model 1 (finishes Sat 06:56 -- 1938/h)
20241102-06:01:23 nb_validated 712 model 4 (finishes Sat 06:56 -- 1942/h)
20241102-06:01:41 nb_validated 722 model 2 (finishes Sat 06:56 -- 1943/h)
20241102-06:01:41 nb_validated 717 model 4 (finishes Sat 06:57 -- 1930/h)
20241102-06:01:59 nb_validated 735 model 2 (finishes Sat 06:56 -- 1952/h)
20241102-06:01:59 nb_validated 724 model 4 (finishes Sat 06:57 -- 1922/h)
20241102-06:02:17 nb_validated 746 model 0 (finishes Sat 06:56 -- 1955/h)
20241102-06:02:18 nb_validated 730 model 3 (finishes Sat 06:57 -- 1912/h)
20241102-06:02:35 nb_validated 738 model 0 (finishes Sat 06:57 -- 1909/h)
20241102-06:02:35 nb_validated 755 model 4 (finishes Sat 06:56 -- 1953/h)
20241102-06:02:53 nb_validated 745 model 1 (finishes Sat 06:58 -- 1903/h)
20241102-06:02:54 nb_validated 770 model 0 (finishes Sat 06:55 -- 1965/h)
20241102-06:03:11 nb_validated 755 model 4 (finishes Sat 06:58 -- 1904/h)
20241102-06:03:12 nb_validated 784 model 4 (finishes Sat 06:55 -- 1976/h)
20241102-06:03:29 nb_validated 762 model 3 (finishes Sat 06:58 -- 1898/h)
20241102-06:03:30 nb_validated 790 model 2 (finishes Sat 06:55 -- 1966/h)
20241102-06:03:47 nb_validated 770 model 0 (finishes Sat 06:58 -- 1894/h)
20241102-06:03:49 nb_validated 797 model 1 (finishes Sat 06:55 -- 1958/h)
20241102-06:04:05 nb_validated 787 model 0 (finishes Sat 06:57 -- 1912/h)
20241102-06:04:07 nb_validated 800 model 4 (finishes Sat 06:56 -- 1941/h)
20241102-06:04:24 nb_validated 799 model 2 (finishes Sat 06:57 -- 1917/h)
20241102-06:04:25 nb_validated 812 model 0 (finishes Sat 06:56 -- 1946/h)
20241102-06:04:42 nb_validated 804 model 3 (finishes Sat 06:58 -- 1906/h)
20241102-06:04:43 nb_validated 820 model 4 (finishes Sat 06:56 -- 1942/h)
20241102-06:05:00 nb_validated 819 model 0 (finishes Sat 06:57 -- 1919/h)
20241102-06:05:02 nb_validated 832 model 3 (finishes Sat 06:56 -- 1946/h)
20241102-06:05:18 nb_validated 834 model 3 (finishes Sat 06:57 -- 1931/h)
20241102-06:05:20 nb_validated 835 model 4 (finishes Sat 06:57 -- 1931/h)
20241102-06:05:37 nb_validated 836 model 2 (finishes Sat 06:57 -- 1913/h)
20241102-06:05:38 nb_validated 842 model 4 (finishes Sat 06:57 -- 1924/h)
20241102-06:05:55 nb_validated 843 model 1 (finishes Sat 06:58 -- 1907/h)
20241102-06:05:57 nb_validated 853 model 4 (finishes Sat 06:57 -- 1927/h)
20241102-06:06:14 nb_validated 856 model 3 (finishes Sat 06:57 -- 1914/h)
20241102-06:06:14 nb_validated 863 model 0 (finishes Sat 06:57 -- 1928/h)
20241102-06:06:31 nb_validated 866 model 0 (finishes Sat 06:57 -- 1915/h)
20241102-06:06:33 nb_validated 870 model 3 (finishes Sat 06:57 -- 1922/h)
20241102-06:06:50 nb_validated 871 model 0 (finishes Sat 06:58 -- 1905/h)
20241102-06:06:50 nb_validated 878 model 4 (finishes Sat 06:57 -- 1919/h)
20241102-06:07:08 nb_validated 882 model 1 (finishes Sat 06:58 -- 1908/h)
20241102-06:07:09 nb_validated 889 model 3 (finishes Sat 06:57 -- 1921/h)
20241102-06:07:26 nb_validated 895 model 3 (finishes Sat 06:57 -- 1915/h)
20241102-06:07:28 nb_validated 904 model 3 (finishes Sat 06:57 -- 1932/h)
20241102-06:07:44 nb_validated 905 model 4 (finishes Sat 06:57 -- 1916/h)
20241102-06:07:46 nb_validated 912 model 2 (finishes Sat 06:57 -- 1928/h)
20241102-06:08:02 nb_validated 913 model 4 (finishes Sat 06:57 -- 1912/h)
20241102-06:08:04 nb_validated 925 model 1 (finishes Sat 06:56 -- 1935/h)
20241102-06:08:20 nb_validated 927 model 0 (finishes Sat 06:57 -- 1922/h)
20241102-06:08:23 nb_validated 935 model 3 (finishes Sat 06:56 -- 1935/h)
20241102-06:08:39 nb_validated 937 model 3 (finishes Sat 06:57 -- 1922/h)
20241102-06:08:41 nb_validated 943 model 3 (finishes Sat 06:57 -- 1932/h)
20241102-06:08:57 nb_validated 949 model 2 (finishes Sat 06:57 -- 1926/h)
20241102-06:08:59 nb_validated 956 model 0 (finishes Sat 06:56 -- 1938/h)
20241102-06:09:15 nb_validated 972 model 4 (finishes Sat 06:56 -- 1953/h)
20241102-06:09:18 nb_validated 967 model 3 (finishes Sat 06:56 -- 1940/h)
20241102-06:09:33 nb_validated 980 model 4 (finishes Sat 06:56 -- 1949/h)
20241102-06:09:36 nb_validated 980 model 2 (finishes Sat 06:56 -- 1946/h)
20241102-06:09:52 nb_validated 992 model 3 (finishes Sat 06:56 -- 1953/h)
20241102-06:09:54 nb_validated 991 model 0 (finishes Sat 06:56 -- 1948/h)
20241102-06:10:10 nb_validated 1000 model 1 (finishes Sat 06:56 -- 1950/h)
20241102-06:10:13 nb_validated 1000 model 3 (finishes Sat 06:56 -- 1946/h)
20241102-06:10:28 nb_validated 1018 model 4 (finishes Sat 06:55 -- 1965/h)
20241102-06:10:31 nb_validated 1014 model 3 (finishes Sat 06:56 -- 1954/h)
20241102-06:10:46 nb_validated 1032 model 2 (finishes Sat 06:55 -- 1973/h)
20241102-06:10:50 nb_validated 1023 model 2 (finishes Sat 06:56 -- 1952/h)
20241102-06:11:05 nb_validated 1040 model 3 (finishes Sat 06:55 -- 1968/h)
20241102-06:11:08 nb_validated 1035 model 1 (finishes Sat 06:56 -- 1956/h)
20241102-06:11:24 nb_validated 1053 model 3 (finishes Sat 06:55 -- 1974/h)
20241102-06:11:27 nb_validated 1045 model 2 (finishes Sat 06:56 -- 1956/h)
20241102-06:11:43 nb_validated 1060 model 3 (finishes Sat 06:55 -- 1968/h)
20241102-06:11:45 nb_validated 1063 model 2 (finishes Sat 06:55 -- 1971/h)
20241102-06:12:01 nb_validated 1070 model 1 (finishes Sat 06:55 -- 1968/h)
20241102-06:12:04 nb_validated 1080 model 4 (finishes Sat 06:55 -- 1983/h)
20241102-06:12:18 nb_validated 1081 model 4 (finishes Sat 06:55 -- 1970/h)
20241102-06:12:22 nb_validated 1090 model 1 (finishes Sat 06:55 -- 1983/h)
20241102-06:12:37 nb_validated 1096 model 3 (finishes Sat 06:55 -- 1979/h)
20241102-06:12:40 nb_validated 1099 model 3 (finishes Sat 06:55 -- 1981/h)
20241102-06:12:55 nb_validated 1105 model 0 (finishes Sat 06:55 -- 1978/h)
20241102-06:12:58 nb_validated 1108 model 2 (finishes Sat 06:55 -- 1979/h)
20241102-06:13:13 nb_validated 1113 model 3 (finishes Sat 06:55 -- 1974/h)
20241102-06:13:17 nb_validated 1124 model 0 (finishes Sat 06:54 -- 1990/h)
20241102-06:13:32 nb_validated 1125 model 2 (finishes Sat 06:55 -- 1977/h)
20241102-06:13:35 nb_validated 1138 model 0 (finishes Sat 06:54 -- 1997/h)
20241102-06:13:50 nb_validated 1136 model 3 (finishes Sat 06:55 -- 1979/h)
20241102-06:13:53 nb_validated 1145 model 0 (finishes Sat 06:54 -- 1992/h)
20241102-06:14:09 nb_validated 1140 model 3 (finishes Sat 06:55 -- 1968/h)
20241102-06:14:11 nb_validated 1158 model 1 (finishes Sat 06:54 -- 1997/h)
20241102-06:14:27 nb_validated 1149 model 1 (finishes Sat 06:55 -- 1966/h)
20241102-06:14:29 nb_validated 1167 model 2 (finishes Sat 06:54 -- 1995/h)
20241102-06:14:45 nb_validated 1157 model 3 (finishes Sat 06:55 -- 1963/h)
20241102-06:14:47 nb_validated 1178 model 2 (finishes Sat 06:54 -- 1996/h)
20241102-06:15:03 nb_validated 1161 model 1 (finishes Sat 06:56 -- 1953/h)
20241102-06:15:05 nb_validated 1191 model 3 (finishes Sat 06:54 -- 2001/h)
20241102-06:15:21 nb_validated 1170 model 1 (finishes Sat 06:56 -- 1952/h)
20241102-06:15:23 nb_validated 1206 model 0 (finishes Sat 06:54 -- 2010/h)
20241102-06:15:39 nb_validated 1185 model 0 (finishes Sat 06:55 -- 1961/h)
20241102-06:15:42 nb_validated 1212 model 3 (finishes Sat 06:54 -- 2003/h)
20241102-06:15:57 nb_validated 1198 model 2 (finishes Sat 06:55 -- 1966/h)
20241102-06:16:00 nb_validated 1225 model 4 (finishes Sat 06:54 -- 2007/h)
20241102-06:16:15 nb_validated 1202 model 1 (finishes Sat 06:56 -- 1956/h)
20241102-06:16:18 nb_validated 1235 model 2 (finishes Sat 06:54 -- 2007/h)
20241102-06:16:33 nb_validated 1212 model 2 (finishes Sat 06:56 -- 1957/h)
20241102-06:16:37 nb_validated 1240 model 4 (finishes Sat 06:54 -- 1999/h)
20241102-06:16:52 nb_validated 1224 model 2 (finishes Sat 06:55 -- 1960/h)
20241102-06:16:55 nb_validated 1250 model 2 (finishes Sat 06:54 -- 1999/h)
20241102-06:17:10 nb_validated 1232 model 2 (finishes Sat 06:56 -- 1957/h)
20241102-06:17:13 nb_validated 1263 model 1 (finishes Sat 06:54 -- 2003/h)
20241102-06:17:28 nb_validated 1241 model 0 (finishes Sat 06:56 -- 1955/h)
20241102-06:17:31 nb_validated 1274 model 0 (finishes Sat 06:54 -- 2005/h)
20241102-06:17:46 nb_validated 1250 model 0 (finishes Sat 06:56 -- 1954/h)
20241102-06:17:48 nb_validated 1280 model 1 (finishes Sat 06:54 -- 1999/h)
20241102-06:18:04 nb_validated 1256 model 1 (finishes Sat 06:56 -- 1948/h)
20241102-06:18:07 nb_validated 1286 model 3 (finishes Sat 06:54 -- 1992/h)
20241102-06:18:22 nb_validated 1269 model 2 (finishes Sat 06:56 -- 1953/h)
20241102-06:18:25 nb_validated 1294 model 0 (finishes Sat 06:54 -- 1989/h)
20241102-06:18:40 nb_validated 1278 model 0 (finishes Sat 06:56 -- 1952/h)
20241102-06:18:43 nb_validated 1303 model 3 (finishes Sat 06:54 -- 1987/h)
20241102-06:18:58 nb_validated 1282 model 4 (finishes Sat 06:56 -- 1943/h)
20241102-06:19:02 nb_validated 1315 model 3 (finishes Sat 06:54 -- 1990/h)
20241102-06:19:17 nb_validated 1291 model 3 (finishes Sat 06:56 -- 1942/h)
20241102-06:19:19 nb_validated 1324 model 0 (finishes Sat 06:54 -- 1989/h)
20241102-06:19:35 nb_validated 1302 model 0 (finishes Sat 06:56 -- 1943/h)
20241102-06:19:37 nb_validated 1330 model 4 (finishes Sat 06:55 -- 1983/h)
20241102-06:19:53 nb_validated 1310 model 4 (finishes Sat 06:56 -- 1941/h)
20241102-06:19:56 nb_validated 1339 model 3 (finishes Sat 06:55 -- 1981/h)
20241102-06:20:11 nb_validated 1318 model 4 (finishes Sat 06:56 -- 1938/h)
20241102-06:20:14 nb_validated 1352 model 1 (finishes Sat 06:54 -- 1986/h)
20241102-06:20:29 nb_validated 1328 model 4 (finishes Sat 06:56 -- 1939/h)
20241102-06:20:32 nb_validated 1367 model 0 (finishes Sat 06:54 -- 1993/h)
20241102-06:20:47 nb_validated 1336 model 0 (finishes Sat 06:56 -- 1937/h)
20241102-06:20:51 nb_validated 1377 model 3 (finishes Sat 06:54 -- 1993/h)
20241102-06:21:05 nb_validated 1348 model 1 (finishes Sat 06:56 -- 1940/h)
20241102-06:21:09 nb_validated 1393 model 1 (finishes Sat 06:54 -- 2001/h)
20241102-06:21:23 nb_validated 1352 model 4 (finishes Sat 06:57 -- 1931/h)
20241102-06:21:27 nb_validated 1401 model 3 (finishes Sat 06:54 -- 1998/h)
20241102-06:21:42 nb_validated 1357 model 4 (finishes Sat 06:57 -- 1924/h)
20241102-06:21:45 nb_validated 1410 model 1 (finishes Sat 06:54 -- 1997/h)
20241102-06:22:00 nb_validated 1368 model 3 (finishes Sat 06:57 -- 1926/h)
20241102-06:22:03 nb_validated 1423 model 2 (finishes Sat 06:54 -- 2001/h)
20241102-06:22:19 nb_validated 1376 model 2 (finishes Sat 06:57 -- 1923/h)
20241102-06:22:21 nb_validated 1435 model 0 (finishes Sat 06:54 -- 2004/h)
20241102-06:22:37 nb_validated 1382 model 4 (finishes Sat 06:57 -- 1918/h)
20241102-06:22:40 nb_validated 1447 model 0 (finishes Sat 06:54 -- 2006/h)
20241102-06:22:55 nb_validated 1388 model 3 (finishes Sat 06:57 -- 1913/h)
20241102-06:22:58 nb_validated 1454 model 0 (finishes Sat 06:54 -- 2002/h)
20241102-06:23:13 nb_validated 1398 model 4 (finishes Sat 06:57 -- 1913/h)
20241102-06:23:16 nb_validated 1462 model 0 (finishes Sat 06:54 -- 1999/h)
20241102-06:23:31 nb_validated 1411 model 4 (finishes Sat 06:57 -- 1918/h)
20241102-06:23:34 nb_validated 1468 model 2 (finishes Sat 06:54 -- 1993/h)
20241102-06:23:49 nb_validated 1417 model 1 (finishes Sat 06:57 -- 1913/h)
20241102-06:23:53 nb_validated 1477 model 2 (finishes Sat 06:54 -- 1992/h)
20241102-06:24:08 nb_validated 1423 model 3 (finishes Sat 06:57 -- 1908/h)
20241102-06:24:11 nb_validated 1490 model 2 (finishes Sat 06:54 -- 1996/h)
20241102-06:24:26 nb_validated 1425 model 1 (finishes Sat 06:58 -- 1898/h)
20241102-06:24:30 nb_validated 1493 model 3 (finishes Sat 06:54 -- 1986/h)
20241102-06:24:44 nb_validated 1438 model 0 (finishes Sat 06:58 -- 1903/h)
20241102-06:24:48 nb_validated 1502 model 3 (finishes Sat 06:54 -- 1984/h)
20241102-06:25:02 nb_validated 1455 model 0 (finishes Sat 06:57 -- 1913/h)
20241102-06:25:06 nb_validated 1508 model 4 (finishes Sat 06:55 -- 1979/h)
20241102-06:25:20 nb_validated 1465 model 2 (finishes Sat 06:57 -- 1913/h)
20241102-06:25:24 nb_validated 1518 model 1 (finishes Sat 06:55 -- 1979/h)
20241102-06:25:39 nb_validated 1477 model 3 (finishes Sat 06:57 -- 1916/h)
20241102-06:25:42 nb_validated 1523 model 4 (finishes Sat 06:55 -- 1973/h)
20241102-06:25:57 nb_validated 1483 model 4 (finishes Sat 06:57 -- 1911/h)
20241102-06:26:00 nb_validated 1535 model 0 (finishes Sat 06:55 -- 1976/h)
20241102-06:26:15 nb_validated 1490 model 3 (finishes Sat 06:58 -- 1908/h)
20241102-06:26:18 nb_validated 1551 model 2 (finishes Sat 06:55 -- 1983/h)
20241102-06:26:33 nb_validated 1502 model 3 (finishes Sat 06:57 -- 1910/h)
20241102-06:26:37 nb_validated 1560 model 2 (finishes Sat 06:55 -- 1982/h)
20241102-06:26:52 nb_validated 1511 model 3 (finishes Sat 06:57 -- 1909/h)
20241102-06:26:55 nb_validated 1567 model 3 (finishes Sat 06:55 -- 1978/h)
20241102-06:27:10 nb_validated 1521 model 4 (finishes Sat 06:57 -- 1910/h)
20241102-06:27:13 nb_validated 1575 model 2 (finishes Sat 06:55 -- 1975/h)
20241102-06:27:29 nb_validated 1528 model 2 (finishes Sat 06:58 -- 1906/h)
20241102-06:27:31 nb_validated 1585 model 2 (finishes Sat 06:55 -- 1975/h)
20241102-06:27:46 nb_validated 1536 model 0 (finishes Sat 06:58 -- 1904/h)
20241102-06:27:50 nb_validated 1592 model 2 (finishes Sat 06:55 -- 1972/h)
20241102-06:28:04 nb_validated 1544 model 4 (finishes Sat 06:58 -- 1903/h)
20241102-06:28:08 nb_validated 1601 model 2 (finishes Sat 06:55 -- 1970/h)
20241102-06:28:23 nb_validated 1551 model 4 (finishes Sat 06:58 -- 1899/h)
20241102-06:28:26 nb_validated 1614 model 4 (finishes Sat 06:55 -- 1975/h)
20241102-06:28:41 nb_validated 1564 model 2 (finishes Sat 06:58 -- 1903/h)
20241102-06:28:44 nb_validated 1619 model 4 (finishes Sat 06:55 -- 1969/h)
20241102-06:28:59 nb_validated 1571 model 2 (finishes Sat 06:58 -- 1900/h)
20241102-06:29:02 nb_validated 1630 model 0 (finishes Sat 06:55 -- 1970/h)
20241102-06:29:18 nb_validated 1584 model 0 (finishes Sat 06:58 -- 1904/h)
20241102-06:29:20 nb_validated 1637 model 1 (finishes Sat 06:55 -- 1966/h)
20241102-06:29:36 nb_validated 1591 model 1 (finishes Sat 06:58 -- 1901/h)
20241102-06:29:38 nb_validated 1648 model 2 (finishes Sat 06:55 -- 1967/h)
20241102-06:29:54 nb_validated 1599 model 4 (finishes Sat 06:58 -- 1899/h)
20241102-06:29:57 nb_validated 1664 model 0 (finishes Sat 06:55 -- 1975/h)
20241102-06:30:13 nb_validated 1611 model 3 (finishes Sat 06:58 -- 1902/h)
20241102-06:30:15 nb_validated 1672 model 4 (finishes Sat 06:55 -- 1972/h)
20241102-06:30:30 nb_validated 1618 model 4 (finishes Sat 06:58 -- 1899/h)
20241102-06:30:33 nb_validated 1680 model 1 (finishes Sat 06:55 -- 1970/h)
20241102-06:30:48 nb_validated 1627 model 4 (finishes Sat 06:58 -- 1898/h)
20241102-06:30:51 nb_validated 1689 model 4 (finishes Sat 06:55 -- 1969/h)
20241102-06:31:07 nb_validated 1639 model 1 (finishes Sat 06:58 -- 1901/h)
20241102-06:31:09 nb_validated 1700 model 0 (finishes Sat 06:55 -- 1971/h)
20241102-06:31:24 nb_validated 1648 model 0 (finishes Sat 06:58 -- 1901/h)
20241102-06:31:27 nb_validated 1713 model 1 (finishes Sat 06:55 -- 1974/h)
20241102-06:31:42 nb_validated 1656 model 3 (finishes Sat 06:58 -- 1899/h)
20241102-06:31:45 nb_validated 1729 model 1 (finishes Sat 06:55 -- 1981/h)
20241102-06:32:01 nb_validated 1668 model 1 (finishes Sat 06:58 -- 1902/h)
20241102-06:32:03 nb_validated 1735 model 3 (finishes Sat 06:55 -- 1976/h)
20241102-06:32:19 nb_validated 1674 model 1 (finishes Sat 06:58 -- 1898/h)
20241102-06:32:22 nb_validated 1748 model 1 (finishes Sat 06:55 -- 1980/h)
20241102-06:32:37 nb_validated 1681 model 4 (finishes Sat 06:58 -- 1895/h)
20241102-06:32:40 nb_validated 1757 model 4 (finishes Sat 06:55 -- 1979/h)
20241102-06:32:55 nb_validated 1690 model 4 (finishes Sat 06:58 -- 1894/h)
20241102-06:32:58 nb_validated 1766 model 2 (finishes Sat 06:55 -- 1978/h)
20241102-06:33:13 nb_validated 1702 model 0 (finishes Sat 06:58 -- 1897/h)
20241102-06:33:15 nb_validated 1770 model 0 (finishes Sat 06:55 -- 1971/h)
20241102-06:33:31 nb_validated 1709 model 2 (finishes Sat 06:58 -- 1894/h)
20241102-06:33:34 nb_validated 1778 model 1 (finishes Sat 06:55 -- 1969/h)
20241102-06:33:50 nb_validated 1719 model 2 (finishes Sat 06:58 -- 1894/h)
20241102-06:33:52 nb_validated 1792 model 4 (finishes Sat 06:55 -- 1973/h)
20241102-06:34:08 nb_validated 1726 model 2 (finishes Sat 06:58 -- 1891/h)
20241102-06:34:11 nb_validated 1799 model 3 (finishes Sat 06:55 -- 1970/h)
20241102-06:34:26 nb_validated 1743 model 3 (finishes Sat 06:58 -- 1899/h)
20241102-06:34:29 nb_validated 1808 model 0 (finishes Sat 06:55 -- 1969/h)
20241102-06:34:45 nb_validated 1754 model 0 (finishes Sat 06:58 -- 1901/h)
20241102-06:34:47 nb_validated 1821 model 2 (finishes Sat 06:55 -- 1972/h)
20241102-06:35:03 nb_validated 1768 model 2 (finishes Sat 06:58 -- 1906/h)
20241102-06:35:05 nb_validated 1826 model 2 (finishes Sat 06:55 -- 1967/h)
20241102-06:35:21 nb_validated 1777 model 0 (finishes Sat 06:58 -- 1905/h)
20241102-06:35:23 nb_validated 1837 model 0 (finishes Sat 06:55 -- 1968/h)
20241102-06:35:39 nb_validated 1786 model 2 (finishes Sat 06:58 -- 1904/h)
20241102-06:35:41 nb_validated 1851 model 2 (finishes Sat 06:55 -- 1972/h)
20241102-06:35:58 nb_validated 1797 model 0 (finishes Sat 06:58 -- 1906/h)
20241102-06:35:59 nb_validated 1860 model 4 (finishes Sat 06:55 -- 1972/h)
20241102-06:36:15 nb_validated 1807 model 0 (finishes Sat 06:58 -- 1906/h)
20241102-06:36:17 nb_validated 1874 model 0 (finishes Sat 06:55 -- 1976/h)
20241102-06:36:34 nb_validated 1815 model 3 (finishes Sat 06:58 -- 1904/h)
20241102-06:36:36 nb_validated 1882 model 2 (finishes Sat 06:55 -- 1974/h)
20241102-06:36:52 nb_validated 1829 model 4 (finishes Sat 06:57 -- 1909/h)
20241102-06:36:54 nb_validated 1894 model 3 (finishes Sat 06:55 -- 1976/h)
20241102-06:37:10 nb_validated 1833 model 3 (finishes Sat 06:58 -- 1903/h)
20241102-06:37:12 nb_validated 1905 model 0 (finishes Sat 06:55 -- 1977/h)
20241102-06:37:28 nb_validated 1846 model 4 (finishes Sat 06:58 -- 1907/h)
20241102-06:37:30 nb_validated 1912 model 4 (finishes Sat 06:55 -- 1974/h)
20241102-06:37:46 nb_validated 1852 model 4 (finishes Sat 06:58 -- 1903/h)
20241102-06:37:48 nb_validated 1924 model 4 (finishes Sat 06:55 -- 1976/h)
20241102-06:38:05 nb_validated 1867 model 3 (finishes Sat 06:57 -- 1908/h)
20241102-06:38:06 nb_validated 1932 model 2 (finishes Sat 06:55 -- 1974/h)
20241102-06:38:23 nb_validated 1872 model 1 (finishes Sat 06:58 -- 1904/h)
20241102-06:38:24 nb_validated 1941 model 4 (finishes Sat 06:55 -- 1973/h)
20241102-06:38:41 nb_validated 1879 model 0 (finishes Sat 06:58 -- 1901/h)
20241102-06:38:43 nb_validated 1957 model 2 (finishes Sat 06:55 -- 1979/h)
20241102-06:39:00 nb_validated 1887 model 3 (finishes Sat 06:58 -- 1899/h)
20241102-06:39:01 nb_validated 1963 model 0 (finishes Sat 06:55 -- 1975/h)
20241102-06:39:18 nb_validated 1901 model 3 (finishes Sat 06:58 -- 1903/h)
20241102-06:39:19 nb_validated 1966 model 1 (finishes Sat 06:55 -- 1968/h)
20241102-06:39:37 nb_validated 1912 model 3 (finishes Sat 06:58 -- 1905/h)
20241102-06:39:37 nb_validated 1978 model 2 (finishes Sat 06:55 -- 1970/h)
20241102-06:39:55 nb_validated 1921 model 3 (finishes Sat 06:58 -- 1904/h)
20241102-06:39:56 nb_validated 1989 model 2 (finishes Sat 06:55 -- 1971/h)
20241102-06:40:13 nb_validated 1934 model 0 (finishes Sat 06:58 -- 1907/h)
20241102-06:40:14 nb_validated 2004 model 2 (finishes Sat 06:55 -- 1976/h)
20241102-06:40:31 nb_validated 1946 model 0 (finishes Sat 06:57 -- 1910/h)
20241102-06:40:32 nb_validated 2011 model 3 (finishes Sat 06:55 -- 1973/h)
20241102-06:40:49 nb_validated 1963 model 0 (finishes Sat 06:57 -- 1917/h)
20241102-06:40:51 nb_validated 2022 model 2 (finishes Sat 06:55 -- 1974/h)
20241102-06:41:07 nb_validated 1967 model 3 (finishes Sat 06:57 -- 1912/h)
20241102-06:41:09 nb_validated 2029 model 4 (finishes Sat 06:55 -- 1971/h)
20241102-06:41:26 nb_validated 1979 model 2 (finishes Sat 06:57 -- 1914/h)
20241102-06:41:27 nb_validated 2037 model 2 (finishes Sat 06:55 -- 1969/h)
20241102-06:41:44 nb_validated 1987 model 4 (finishes Sat 06:57 -- 1912/h)
20241102-06:41:45 nb_validated 2046 model 1 (finishes Sat 06:55 -- 1968/h)
20241102-06:42:02 nb_validated 1999 model 4 (finishes Sat 06:57 -- 1914/h)
20241102-06:42:04 nb_validated 2054 model 3 (finishes Sat 06:55 -- 1966/h)
20241102-06:42:20 nb_validated 2013 model 1 (finishes Sat 06:57 -- 1919/h)
20241102-06:42:22 nb_validated 2066 model 0 (finishes Sat 06:55 -- 1968/h)
20241102-06:42:38 nb_validated 2019 model 1 (finishes Sat 06:57 -- 1915/h)
20241102-06:42:40 nb_validated 2081 model 0 (finishes Sat 06:55 -- 1973/h)
20241102-06:42:56 nb_validated 2030 model 3 (finishes Sat 06:57 -- 1916/h)
20241102-06:42:59 nb_validated 2087 model 2 (finishes Sat 06:55 -- 1969/h)
20241102-06:43:14 nb_validated 2040 model 2 (finishes Sat 06:57 -- 1917/h)
20241102-06:43:17 nb_validated 2102 model 0 (finishes Sat 06:55 -- 1974/h)
20241102-06:43:33 nb_validated 2051 model 0 (finishes Sat 06:57 -- 1918/h)
20241102-06:43:35 nb_validated 2109 model 1 (finishes Sat 06:55 -- 1971/h)
20241102-06:43:50 nb_validated 2060 model 4 (finishes Sat 06:57 -- 1917/h)
20241102-06:43:53 nb_validated 2120 model 0 (finishes Sat 06:55 -- 1972/h)
20241102-06:44:08 nb_validated 2069 model 1 (finishes Sat 06:57 -- 1917/h)
20241102-06:44:11 nb_validated 2129 model 0 (finishes Sat 06:55 -- 1971/h)
20241102-06:44:26 nb_validated 2075 model 4 (finishes Sat 06:57 -- 1914/h)
20241102-06:44:29 nb_validated 2142 model 0 (finishes Sat 06:55 -- 1974/h)
20241102-06:44:45 nb_validated 2083 model 2 (finishes Sat 06:57 -- 1912/h)
20241102-06:44:47 nb_validated 2154 model 0 (finishes Sat 06:55 -- 1976/h)
20241102-06:45:03 nb_validated 2101 model 2 (finishes Sat 06:57 -- 1919/h)
20241102-06:45:05 nb_validated 2168 model 0 (finishes Sat 06:55 -- 1980/h)
20241102-06:45:22 nb_validated 2112 model 2 (finishes Sat 06:57 -- 1921/h)
20241102-06:45:23 nb_validated 2172 model 4 (finishes Sat 06:55 -- 1975/h)
20241102-06:45:40 nb_validated 2120 model 4 (finishes Sat 06:57 -- 1919/h)
20241102-06:45:41 nb_validated 2183 model 1 (finishes Sat 06:55 -- 1975/h)
20241102-06:45:58 nb_validated 2127 model 4 (finishes Sat 06:57 -- 1917/h)
20241102-06:45:59 nb_validated 2189 model 0 (finishes Sat 06:55 -- 1972/h)
20241102-06:46:16 nb_validated 2132 model 2 (finishes Sat 06:57 -- 1913/h)
20241102-06:46:17 nb_validated 2200 model 2 (finishes Sat 06:55 -- 1973/h)
20241102-06:46:34 nb_validated 2144 model 0 (finishes Sat 06:57 -- 1915/h)
20241102-06:46:35 nb_validated 2210 model 4 (finishes Sat 06:55 -- 1973/h)
20241102-06:46:52 nb_validated 2152 model 0 (finishes Sat 06:57 -- 1913/h)
20241102-06:46:53 nb_validated 2223 model 2 (finishes Sat 06:55 -- 1976/h)
20241102-06:47:11 nb_validated 2162 model 3 (finishes Sat 06:57 -- 1913/h)
20241102-06:47:12 nb_validated 2233 model 0 (finishes Sat 06:55 -- 1975/h)
20241102-06:47:29 nb_validated 2173 model 0 (finishes Sat 06:57 -- 1915/h)
20241102-06:47:30 nb_validated 2244 model 1 (finishes Sat 06:55 -- 1977/h)
20241102-06:47:46 nb_validated 2178 model 0 (finishes Sat 06:57 -- 1911/h)
20241102-06:47:48 nb_validated 2255 model 2 (finishes Sat 06:55 -- 1977/h)
20241102-06:48:04 nb_validated 2186 model 0 (finishes Sat 06:57 -- 1909/h)
20241102-06:48:07 nb_validated 2271 model 2 (finishes Sat 06:55 -- 1982/h)
20241102-06:48:23 nb_validated 2195 model 3 (finishes Sat 06:57 -- 1909/h)
20241102-06:48:25 nb_validated 2283 model 2 (finishes Sat 06:54 -- 1984/h)
20241102-06:48:41 nb_validated 2207 model 1 (finishes Sat 06:57 -- 1910/h)
20241102-06:48:43 nb_validated 2292 model 0 (finishes Sat 06:55 -- 1983/h)
20241102-06:49:00 nb_validated 2220 model 3 (finishes Sat 06:57 -- 1913/h)
20241102-06:49:02 nb_validated 2303 model 2 (finishes Sat 06:54 -- 1984/h)
20241102-06:49:18 nb_validated 2230 model 4 (finishes Sat 06:57 -- 1914/h)
20241102-06:49:20 nb_validated 2315 model 4 (finishes Sat 06:54 -- 1986/h)
20241102-06:49:36 nb_validated 2236 model 1 (finishes Sat 06:57 -- 1910/h)
20241102-06:49:37 nb_validated 2328 model 0 (finishes Sat 06:54 -- 1988/h)
20241102-06:49:54 nb_validated 2244 model 3 (finishes Sat 06:57 -- 1909/h)
20241102-06:49:55 nb_validated 2339 model 0 (finishes Sat 06:54 -- 1989/h)
20241102-06:50:13 nb_validated 2256 model 4 (finishes Sat 06:57 -- 1911/h)
20241102-06:50:13 nb_validated 2353 model 0 (finishes Sat 06:54 -- 1993/h)
20241102-06:50:31 nb_validated 2262 model 1 (finishes Sat 06:58 -- 1908/h)
20241102-06:50:32 nb_validated 2366 model 3 (finishes Sat 06:54 -- 1995/h)
20241102-06:50:49 nb_validated 2267 model 4 (finishes Sat 06:58 -- 1904/h)
20241102-06:50:51 nb_validated 2375 model 2 (finishes Sat 06:54 -- 1994/h)
20241102-06:51:07 nb_validated 2276 model 2 (finishes Sat 06:58 -- 1904/h)
20241102-06:51:09 nb_validated 2383 model 3 (finishes Sat 06:54 -- 1992/h)
20241102-06:51:25 nb_validated 2283 model 0 (finishes Sat 06:58 -- 1901/h)
20241102-06:51:27 nb_validated 2392 model 4 (finishes Sat 06:54 -- 1991/h)
20241102-06:51:43 nb_validated 2292 model 3 (finishes Sat 06:58 -- 1901/h)
20241102-06:51:46 nb_validated 2404 model 0 (finishes Sat 06:54 -- 1993/h)
20241102-06:52:02 nb_validated 2300 model 1 (finishes Sat 06:58 -- 1899/h)
20241102-06:52:04 nb_validated 2415 model 2 (finishes Sat 06:54 -- 1993/h)
20241102-06:52:20 nb_validated 2305 model 2 (finishes Sat 06:58 -- 1896/h)
20241102-06:52:22 nb_validated 2424 model 0 (finishes Sat 06:54 -- 1993/h)
20241102-06:52:39 nb_validated 2314 model 3 (finishes Sat 06:58 -- 1895/h)
20241102-06:52:40 nb_validated 2438 model 3 (finishes Sat 06:54 -- 1996/h)
20241102-06:52:57 nb_validated 2324 model 2 (finishes Sat 06:58 -- 1895/h)
20241102-06:52:58 nb_validated 2451 model 2 (finishes Sat 06:54 -- 1998/h)
20241102-06:53:15 nb_validated 2338 model 0 (finishes Sat 06:58 -- 1899/h)
20241102-06:53:16 nb_validated 2459 model 0 (finishes Sat 06:54 -- 1997/h)
20241102-06:53:34 nb_validated 2344 model 3 (finishes Sat 06:58 -- 1896/h)
20241102-06:53:35 nb_validated 2473 model 3 (finishes Sat 06:54 -- 2000/h)
20241102-06:53:52 nb_validated 2351 model 4 (finishes Sat 06:58 -- 1894/h)
20241102-06:53:53 nb_validated 2485 model 2 (finishes Sat 06:54 -- 2001/h)
20241102-06:54:10 nb_validated 2357 model 1 (finishes Sat 06:58 -- 1891/h)
20241102-06:54:11 nb_validated 2506 model 0 (finishes now! -- 2010/h)
20241102-06:54:11 generate_c_quizz_speed 2010/h
20241102-06:54:27 nb_validated 2368 model 4 (finishes Sat 06:58 -- 1892/h)
20241102-06:54:45 nb_validated 2381 model 0 (finishes Sat 06:58 -- 1895/h)
20241102-06:55:03 nb_validated 2387 model 4 (finishes Sat 06:58 -- 1893/h)
20241102-06:55:21 nb_validated 2398 model 2 (finishes Sat 06:58 -- 1894/h)
20241102-06:55:39 nb_validated 2408 model 2 (finishes Sat 06:58 -- 1894/h)
20241102-06:55:56 nb_validated 2417 model 1 (finishes Sat 06:58 -- 1894/h)
20241102-06:56:14 nb_validated 2427 model 1 (finishes Sat 06:58 -- 1895/h)
20241102-06:56:32 nb_validated 2442 model 2 (finishes Sat 06:58 -- 1899/h)
20241102-06:56:49 nb_validated 2452 model 1 (finishes Sat 06:58 -- 1900/h)
20241102-06:57:07 nb_validated 2464 model 3 (finishes Sat 06:58 -- 1902/h)
20241102-06:57:24 nb_validated 2477 model 0 (finishes Sat 06:58 -- 1905/h)
20241102-06:57:41 nb_validated 2486 model 4 (finishes Sat 06:58 -- 1905/h)
20241102-06:57:59 nb_validated 2495 model 3 (finishes Sat 06:58 -- 1904/h)
20241102-06:58:18 nb_validated 2506 model 3 (finishes now! -- 1905/h)
20241102-06:58:18 generate_c_quizz_speed 1905/h
20241102-06:58:26 wrote culture_c_quiz_0442.png
20241102-06:58:26 generated_c_quizzes torch.Size([5012, 400])
20241102-07:06:04 nb_c_quizzes 25023
20241102-07:06:04 weakest_accuracies [0, 0]
20241102-07:06:04 dummy_rand tensor([0.9935])
20241102-07:06:04 dummy_rand tensor([0.0620])
20241102-07:06:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:06:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:08:36 train_loss 442 model 0 0.03702733612060547
20241102-07:08:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:08:36 train_loss 442 model 1 0.03658517837524414
20241102-07:08:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:08:38 test_loss 442 model 0 0.028625869750976564
20241102-07:08:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:08:38 test_loss 442 model 1 0.032027587890625
20241102-07:08:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:08:41 test_accuracy 442 model 0 nb_correct 2250 / 2500 (90.00%)
20241102-07:08:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:08:41 test_accuracy 442 model 1 nb_correct 2366 / 2500 (94.64%)
20241102-07:08:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:08:50 wrote ae_*.pth
20241102-07:08:50 epoch_duration 89min26s next_finish 08:38:17
20241102-07:08:51 wrote state.pth
20241102-07:08:51 --- epoch 443 ----------------------------------------
20241102-07:08:51 current_test_accuracies 0.9000 0.9464 0.0000 0.0000 0.0000
20241102-07:08:51 nb_c_quizzes 25023
20241102-07:08:51 weakest_accuracies [0, 0]
20241102-07:08:51 dummy_rand tensor([0.7890])
20241102-07:08:51 dummy_rand tensor([0.7170])
20241102-07:08:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:08:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:11:22 train_loss 443 model 2 0.03677104949951172
20241102-07:11:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:11:22 train_loss 443 model 3 0.0379544734954834
20241102-07:11:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:11:24 test_loss 443 model 2 0.031026039123535156
20241102-07:11:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:11:24 test_loss 443 model 3 0.028450469970703125
20241102-07:11:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:11:26 test_accuracy 443 model 2 nb_correct 2356 / 2500 (94.24%)
20241102-07:11:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:11:27 test_accuracy 443 model 3 nb_correct 2347 / 2500 (93.88%)
20241102-07:11:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:11:36 wrote ae_*.pth
20241102-07:11:36 epoch_duration 2min45s next_finish 07:14:22
20241102-07:11:36 wrote state.pth
20241102-07:11:36 --- epoch 444 ----------------------------------------
20241102-07:11:36 current_test_accuracies 0.9000 0.9464 0.9424 0.9388 0.0000
20241102-07:11:36 nb_c_quizzes 25023
20241102-07:11:36 weakest_accuracies [0, 0.9]
20241102-07:11:36 dummy_rand tensor([0.4244])
20241102-07:11:36 dummy_rand tensor([0.1553])
20241102-07:11:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:11:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:14:08 train_loss 444 model 4 0.036667709350585935
20241102-07:14:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:14:08 train_loss 444 model 0 0.037053955078125
20241102-07:14:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:14:10 test_loss 444 model 4 0.0270770263671875
20241102-07:14:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:14:10 test_loss 444 model 0 0.027878265380859375
20241102-07:14:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:14:12 test_accuracy 444 model 4 nb_correct 2338 / 2500 (93.52%)
20241102-07:14:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:14:12 test_accuracy 444 model 0 nb_correct 2218 / 2500 (88.72%)
20241102-07:14:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:14:22 wrote ae_*.pth
20241102-07:14:22 epoch_duration 2min45s next_finish 07:17:08
20241102-07:14:22 wrote state.pth
20241102-07:14:22 --- epoch 445 ----------------------------------------
20241102-07:14:22 current_test_accuracies 0.8872 0.9464 0.9424 0.9388 0.9352
20241102-07:14:22 nb_c_quizzes 25023
20241102-07:14:22 weakest_accuracies [0.8872, 0.9352]
20241102-07:14:22 dummy_rand tensor([0.6369])
20241102-07:14:22 dummy_rand tensor([0.5999])
20241102-07:14:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:14:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:16:54 train_loss 445 model 4 0.03690867614746094
20241102-07:16:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:16:54 train_loss 445 model 0 0.037072677612304684
20241102-07:16:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:16:56 test_loss 445 model 4 0.027944259643554688
20241102-07:16:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:16:56 test_loss 445 model 0 0.030171051025390624
20241102-07:16:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:16:58 test_accuracy 445 model 4 nb_correct 2318 / 2500 (92.72%)
20241102-07:16:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:16:58 test_accuracy 445 model 0 nb_correct 2320 / 2500 (92.80%)
20241102-07:16:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:17:08 wrote ae_*.pth
20241102-07:17:08 epoch_duration 2min45s next_finish 07:19:54
20241102-07:17:08 wrote state.pth
20241102-07:17:08 --- epoch 446 ----------------------------------------
20241102-07:17:08 current_test_accuracies 0.9280 0.9464 0.9424 0.9388 0.9272
20241102-07:17:08 nb_c_quizzes 25023
20241102-07:17:08 weakest_accuracies [0.9272, 0.928]
20241102-07:17:08 dummy_rand tensor([0.5308])
20241102-07:17:08 dummy_rand tensor([0.1835])
20241102-07:17:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:17:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:19:39 train_loss 446 model 4 0.0369876823425293
20241102-07:19:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:19:39 train_loss 446 model 0 0.036537422180175784
20241102-07:19:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:19:42 test_loss 446 model 4 0.03101407051086426
20241102-07:19:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:19:42 test_loss 446 model 0 0.028499755859375
20241102-07:19:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:19:44 test_accuracy 446 model 4 nb_correct 2395 / 2500 (95.80%)
20241102-07:19:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:19:44 test_accuracy 446 model 0 nb_correct 2303 / 2500 (92.12%)
20241102-07:19:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:19:54 wrote ae_*.pth
20241102-07:19:54 epoch_duration 2min45s next_finish 07:22:39
20241102-07:19:54 wrote state.pth
20241102-07:19:54 --- epoch 447 ----------------------------------------
20241102-07:19:54 current_test_accuracies 0.9212 0.9464 0.9424 0.9388 0.9580
20241102-07:19:54 nb_c_quizzes 25023
20241102-07:19:54 weakest_accuracies [0.9212, 0.9388]
20241102-07:19:54 dummy_rand tensor([0.3002])
20241102-07:19:54 dummy_rand tensor([0.9919])
20241102-07:19:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:19:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:22:26 train_loss 447 model 0 0.03624345779418945
20241102-07:22:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:22:26 train_loss 447 model 3 0.03628264617919922
20241102-07:22:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:22:28 test_loss 447 model 0 0.02859344482421875
20241102-07:22:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:22:28 test_loss 447 model 3 0.025537872314453126
20241102-07:22:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:22:30 test_accuracy 447 model 0 nb_correct 2304 / 2500 (92.16%)
20241102-07:22:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:22:30 test_accuracy 447 model 3 nb_correct 2362 / 2500 (94.48%)
20241102-07:22:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:22:40 wrote ae_*.pth
20241102-07:22:40 epoch_duration 2min46s next_finish 07:25:26
20241102-07:22:40 wrote state.pth
20241102-07:22:40 --- epoch 448 ----------------------------------------
20241102-07:22:40 current_test_accuracies 0.9216 0.9464 0.9424 0.9448 0.9580
20241102-07:22:40 nb_c_quizzes 25023
20241102-07:22:40 weakest_accuracies [0.9216, 0.9424]
20241102-07:22:40 dummy_rand tensor([0.3742])
20241102-07:22:40 dummy_rand tensor([0.6460])
20241102-07:22:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:22:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:25:11 train_loss 448 model 2 0.03624749755859375
20241102-07:25:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:25:11 train_loss 448 model 0 0.036988433837890626
20241102-07:25:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:25:14 test_loss 448 model 2 0.030597915649414064
20241102-07:25:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:25:14 test_loss 448 model 0 0.027432098388671874
20241102-07:25:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:25:16 test_accuracy 448 model 2 nb_correct 2373 / 2500 (94.92%)
20241102-07:25:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:25:16 test_accuracy 448 model 0 nb_correct 2322 / 2500 (92.88%)
20241102-07:25:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:25:26 wrote ae_*.pth
20241102-07:25:26 epoch_duration 2min45s next_finish 07:28:11
20241102-07:25:26 wrote state.pth
20241102-07:25:26 --- epoch 449 ----------------------------------------
20241102-07:25:26 current_test_accuracies 0.9288 0.9464 0.9492 0.9448 0.9580
20241102-07:25:26 nb_c_quizzes 25023
20241102-07:25:26 weakest_accuracies [0.9288, 0.9448]
20241102-07:25:26 dummy_rand tensor([0.1238])
20241102-07:25:26 dummy_rand tensor([0.9983])
20241102-07:25:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:25:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:27:57 train_loss 449 model 0 0.03648695373535156
20241102-07:27:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:27:57 train_loss 449 model 3 0.0358403491973877
20241102-07:27:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:28:00 test_loss 449 model 0 0.029179153442382814
20241102-07:28:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:28:00 test_loss 449 model 3 0.024553680419921876
20241102-07:28:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:28:02 test_accuracy 449 model 0 nb_correct 2316 / 2500 (92.64%)
20241102-07:28:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:28:02 test_accuracy 449 model 3 nb_correct 2381 / 2500 (95.24%)
20241102-07:28:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:28:11 wrote ae_*.pth
20241102-07:28:11 epoch_duration 2min45s next_finish 07:30:57
20241102-07:28:11 wrote state.pth
20241102-07:28:11 --- epoch 450 ----------------------------------------
20241102-07:28:11 current_test_accuracies 0.9264 0.9464 0.9492 0.9524 0.9580
20241102-07:28:11 nb_c_quizzes 25023
20241102-07:28:11 weakest_accuracies [0.9264, 0.9464]
20241102-07:28:11 dummy_rand tensor([0.7950])
20241102-07:28:11 dummy_rand tensor([0.9023])
20241102-07:28:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:28:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:30:43 train_loss 450 model 1 0.036221805572509765
20241102-07:30:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:30:43 train_loss 450 model 0 0.03625122451782226
20241102-07:30:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:30:45 test_loss 450 model 0 0.027945098876953126
20241102-07:30:45 test_loss 450 model 1 0.025797042846679687
20241102-07:30:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:30:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:30:48 test_accuracy 450 model 0 nb_correct 2337 / 2500 (93.48%)
20241102-07:30:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:30:48 test_accuracy 450 model 1 nb_correct 2330 / 2500 (93.20%)
20241102-07:30:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:30:57 wrote ae_*.pth
20241102-07:30:57 epoch_duration 2min46s next_finish 07:33:43
20241102-07:30:57 wrote state.pth
20241102-07:30:57 --- epoch 451 ----------------------------------------
20241102-07:30:57 current_test_accuracies 0.9348 0.9320 0.9492 0.9524 0.9580
20241102-07:30:57 nb_c_quizzes 25023
20241102-07:30:57 weakest_accuracies [0.932, 0.9348]
20241102-07:30:57 dummy_rand tensor([0.3466])
20241102-07:30:57 dummy_rand tensor([0.1227])
20241102-07:30:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:30:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:33:29 train_loss 451 model 1 0.03684950256347656
20241102-07:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:33:29 train_loss 451 model 0 0.035958595275878906
20241102-07:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:33:32 test_loss 451 model 1 0.0301739501953125
20241102-07:33:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:33:32 test_loss 451 model 0 0.02919349670410156
20241102-07:33:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:33:34 test_accuracy 451 model 1 nb_correct 2325 / 2500 (93.00%)
20241102-07:33:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:33:34 test_accuracy 451 model 0 nb_correct 2263 / 2500 (90.52%)
20241102-07:33:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:33:44 wrote ae_*.pth
20241102-07:33:44 epoch_duration 2min46s next_finish 07:36:30
20241102-07:33:44 wrote state.pth
20241102-07:33:44 --- epoch 452 ----------------------------------------
20241102-07:33:44 current_test_accuracies 0.9052 0.9300 0.9492 0.9524 0.9580
20241102-07:33:44 nb_c_quizzes 25023
20241102-07:33:44 weakest_accuracies [0.9052, 0.93]
20241102-07:33:44 dummy_rand tensor([0.0405])
20241102-07:33:44 dummy_rand tensor([0.7556])
20241102-07:33:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:33:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:36:16 train_loss 452 model 0 0.03689229965209961
20241102-07:36:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:36:16 train_loss 452 model 1 0.03622028732299805
20241102-07:36:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:36:18 test_loss 452 model 0 0.02576995849609375
20241102-07:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:36:18 test_loss 452 model 1 0.028530845642089842
20241102-07:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:36:21 test_accuracy 452 model 0 nb_correct 2316 / 2500 (92.64%)
20241102-07:36:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:36:21 test_accuracy 452 model 1 nb_correct 2311 / 2500 (92.44%)
20241102-07:36:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:36:30 wrote ae_*.pth
20241102-07:36:30 epoch_duration 2min46s next_finish 07:39:16
20241102-07:36:30 wrote state.pth
20241102-07:36:30 --- epoch 453 ----------------------------------------
20241102-07:36:30 current_test_accuracies 0.9264 0.9244 0.9492 0.9524 0.9580
20241102-07:36:30 nb_c_quizzes 25023
20241102-07:36:30 weakest_accuracies [0.9244, 0.9264]
20241102-07:36:30 dummy_rand tensor([0.3895])
20241102-07:36:30 dummy_rand tensor([0.1685])
20241102-07:36:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:36:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:39:02 train_loss 453 model 0 0.03608464813232422
20241102-07:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:39:02 train_loss 453 model 1 0.03721597099304199
20241102-07:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:39:04 test_loss 453 model 0 0.02892250061035156
20241102-07:39:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:39:04 test_loss 453 model 1 0.02778106689453125
20241102-07:39:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:39:07 test_accuracy 453 model 0 nb_correct 2284 / 2500 (91.36%)
20241102-07:39:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:39:07 test_accuracy 453 model 1 nb_correct 2283 / 2500 (91.32%)
20241102-07:39:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:39:16 wrote ae_*.pth
20241102-07:39:16 epoch_duration 2min46s next_finish 07:42:02
20241102-07:39:16 wrote state.pth
20241102-07:39:16 --- epoch 454 ----------------------------------------
20241102-07:39:16 current_test_accuracies 0.9136 0.9132 0.9492 0.9524 0.9580
20241102-07:39:16 nb_c_quizzes 25023
20241102-07:39:16 weakest_accuracies [0.9132, 0.9136]
20241102-07:39:16 dummy_rand tensor([0.9107])
20241102-07:39:16 dummy_rand tensor([0.2124])
20241102-07:39:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:39:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:41:48 train_loss 454 model 1 0.035237173080444335
20241102-07:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:41:48 train_loss 454 model 0 0.0363625602722168
20241102-07:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:41:51 test_loss 454 model 1 0.027140274047851562
20241102-07:41:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:41:51 test_loss 454 model 0 0.02807769775390625
20241102-07:41:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:41:53 test_accuracy 454 model 1 nb_correct 2268 / 2500 (90.72%)
20241102-07:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:41:53 test_accuracy 454 model 0 nb_correct 2330 / 2500 (93.20%)
20241102-07:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:42:02 wrote ae_*.pth
20241102-07:42:02 epoch_duration 2min46s next_finish 07:44:48
20241102-07:42:02 wrote state.pth
20241102-07:42:02 --- epoch 455 ----------------------------------------
20241102-07:42:02 current_test_accuracies 0.9320 0.9072 0.9492 0.9524 0.9580
20241102-07:42:02 nb_c_quizzes 25023
20241102-07:42:02 weakest_accuracies [0.9072, 0.932]
20241102-07:42:02 dummy_rand tensor([0.6421])
20241102-07:42:02 dummy_rand tensor([0.1081])
20241102-07:42:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:42:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:44:34 train_loss 455 model 1 0.036206745147705076
20241102-07:44:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:44:34 train_loss 455 model 0 0.035775495529174806
20241102-07:44:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:44:36 test_loss 455 model 1 0.02575965881347656
20241102-07:44:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:44:36 test_loss 455 model 0 0.02844482421875
20241102-07:44:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:44:38 test_accuracy 455 model 1 nb_correct 2331 / 2500 (93.24%)
20241102-07:44:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:44:38 test_accuracy 455 model 0 nb_correct 2265 / 2500 (90.60%)
20241102-07:44:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:44:48 wrote ae_*.pth
20241102-07:44:48 epoch_duration 2min45s next_finish 07:47:34
20241102-07:44:48 wrote state.pth
20241102-07:44:48 --- epoch 456 ----------------------------------------
20241102-07:44:48 current_test_accuracies 0.9060 0.9324 0.9492 0.9524 0.9580
20241102-07:44:48 nb_c_quizzes 25023
20241102-07:44:48 weakest_accuracies [0.906, 0.9324]
20241102-07:44:48 dummy_rand tensor([0.5280])
20241102-07:44:48 dummy_rand tensor([0.5631])
20241102-07:44:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:44:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:47:20 train_loss 456 model 0 0.03560676956176758
20241102-07:47:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:47:20 train_loss 456 model 1 0.03686906242370606
20241102-07:47:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:47:22 test_loss 456 model 0 0.02814506530761719
20241102-07:47:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:47:22 test_loss 456 model 1 0.0272674560546875
20241102-07:47:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:47:24 test_accuracy 456 model 0 nb_correct 2325 / 2500 (93.00%)
20241102-07:47:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:47:25 test_accuracy 456 model 1 nb_correct 2336 / 2500 (93.44%)
20241102-07:47:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:47:34 wrote ae_*.pth
20241102-07:47:34 epoch_duration 2min45s next_finish 07:50:20
20241102-07:47:34 wrote state.pth
20241102-07:47:34 --- epoch 457 ----------------------------------------
20241102-07:47:34 current_test_accuracies 0.9300 0.9344 0.9492 0.9524 0.9580
20241102-07:47:34 nb_c_quizzes 25023
20241102-07:47:34 weakest_accuracies [0.93, 0.9344]
20241102-07:47:34 dummy_rand tensor([0.1199])
20241102-07:47:34 dummy_rand tensor([0.1277])
20241102-07:47:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:47:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:50:06 train_loss 457 model 0 0.03610935211181641
20241102-07:50:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:50:06 train_loss 457 model 1 0.03639345455169678
20241102-07:50:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:50:08 test_loss 457 model 0 0.025792198181152345
20241102-07:50:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:50:08 test_loss 457 model 1 0.026761722564697266
20241102-07:50:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:50:10 test_accuracy 457 model 0 nb_correct 2353 / 2500 (94.12%)
20241102-07:50:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:50:11 test_accuracy 457 model 1 nb_correct 2359 / 2500 (94.36%)
20241102-07:50:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:50:20 wrote ae_*.pth
20241102-07:50:20 epoch_duration 2min46s next_finish 07:53:06
20241102-07:50:20 wrote state.pth
20241102-07:50:20 --- epoch 458 ----------------------------------------
20241102-07:50:20 current_test_accuracies 0.9412 0.9436 0.9492 0.9524 0.9580
20241102-07:50:20 nb_c_quizzes 25023
20241102-07:50:20 weakest_accuracies [0.9412, 0.9436]
20241102-07:50:20 dummy_rand tensor([0.8794])
20241102-07:50:20 dummy_rand tensor([0.4665])
20241102-07:50:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:50:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:52:52 train_loss 458 model 0 0.03539849853515625
20241102-07:52:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:52:52 train_loss 458 model 1 0.03626112747192383
20241102-07:52:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:52:54 test_loss 458 model 0 0.030530853271484373
20241102-07:52:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:52:54 test_loss 458 model 1 0.026783828735351563
20241102-07:52:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:52:56 test_accuracy 458 model 0 nb_correct 2317 / 2500 (92.68%)
20241102-07:52:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:52:56 test_accuracy 458 model 1 nb_correct 2353 / 2500 (94.12%)
20241102-07:52:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:53:06 wrote ae_*.pth
20241102-07:53:06 epoch_duration 2min45s next_finish 07:55:52
20241102-07:53:06 wrote state.pth
20241102-07:53:06 --- epoch 459 ----------------------------------------
20241102-07:53:06 current_test_accuracies 0.9268 0.9412 0.9492 0.9524 0.9580
20241102-07:53:06 nb_c_quizzes 25023
20241102-07:53:06 weakest_accuracies [0.9268, 0.9412]
20241102-07:53:06 dummy_rand tensor([0.9120])
20241102-07:53:06 dummy_rand tensor([0.7971])
20241102-07:53:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:53:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:55:38 train_loss 459 model 1 0.03652845001220703
20241102-07:55:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:55:38 train_loss 459 model 0 0.036331581115722655
20241102-07:55:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:55:40 test_loss 459 model 1 0.027344398498535157
20241102-07:55:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:55:41 test_loss 459 model 0 0.026249542236328124
20241102-07:55:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:55:43 test_accuracy 459 model 1 nb_correct 2356 / 2500 (94.24%)
20241102-07:55:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:55:43 test_accuracy 459 model 0 nb_correct 2319 / 2500 (92.76%)
20241102-07:55:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:55:52 wrote ae_*.pth
20241102-07:55:52 epoch_duration 2min46s next_finish 07:58:39
20241102-07:55:52 wrote state.pth
20241102-07:55:52 --- epoch 460 ----------------------------------------
20241102-07:55:52 current_test_accuracies 0.9276 0.9424 0.9492 0.9524 0.9580
20241102-07:55:52 nb_c_quizzes 25023
20241102-07:55:52 weakest_accuracies [0.9276, 0.9424]
20241102-07:55:52 dummy_rand tensor([0.3409])
20241102-07:55:52 dummy_rand tensor([0.4300])
20241102-07:55:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:55:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:58:24 train_loss 460 model 0 0.0355156135559082
20241102-07:58:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:58:24 train_loss 460 model 1 0.03654685974121094
20241102-07:58:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:58:26 test_loss 460 model 0 0.02703857421875
20241102-07:58:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:58:26 test_loss 460 model 1 0.0258868408203125
20241102-07:58:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-07:58:28 test_accuracy 460 model 0 nb_correct 2356 / 2500 (94.24%)
20241102-07:58:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:58:28 test_accuracy 460 model 1 nb_correct 2286 / 2500 (91.44%)
20241102-07:58:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-07:58:38 wrote ae_*.pth
20241102-07:58:38 epoch_duration 2min45s next_finish 08:01:24
20241102-07:58:38 wrote state.pth
20241102-07:58:38 --- epoch 461 ----------------------------------------
20241102-07:58:38 current_test_accuracies 0.9424 0.9144 0.9492 0.9524 0.9580
20241102-07:58:38 nb_c_quizzes 25023
20241102-07:58:38 weakest_accuracies [0.9144, 0.9424]
20241102-07:58:38 dummy_rand tensor([0.7083])
20241102-07:58:38 dummy_rand tensor([0.9067])
20241102-07:58:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-07:58:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:01:10 train_loss 461 model 1 0.03578696823120117
20241102-08:01:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:01:10 train_loss 461 model 0 0.036623558044433596
20241102-08:01:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:01:12 test_loss 461 model 1 0.030120849609375
20241102-08:01:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:01:12 test_loss 461 model 0 0.02477497100830078
20241102-08:01:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:01:14 test_accuracy 461 model 1 nb_correct 2371 / 2500 (94.84%)
20241102-08:01:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:01:14 test_accuracy 461 model 0 nb_correct 2346 / 2500 (93.84%)
20241102-08:01:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:01:24 wrote ae_*.pth
20241102-08:01:24 epoch_duration 2min46s next_finish 08:04:11
20241102-08:01:24 wrote state.pth
20241102-08:01:24 --- epoch 462 ----------------------------------------
20241102-08:01:24 current_test_accuracies 0.9384 0.9484 0.9492 0.9524 0.9580
20241102-08:01:24 nb_c_quizzes 25023
20241102-08:01:24 weakest_accuracies [0.9384, 0.9484]
20241102-08:01:24 dummy_rand tensor([0.3996])
20241102-08:01:24 dummy_rand tensor([0.2207])
20241102-08:01:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:01:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:03:56 train_loss 462 model 0 0.03628445816040039
20241102-08:03:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:03:56 train_loss 462 model 1 0.03575737762451172
20241102-08:03:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:03:58 test_loss 462 model 0 0.026590576171875
20241102-08:03:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:03:58 test_loss 462 model 1 0.027067813873291015
20241102-08:03:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:04:01 test_accuracy 462 model 0 nb_correct 2304 / 2500 (92.16%)
20241102-08:04:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:04:01 test_accuracy 462 model 1 nb_correct 2309 / 2500 (92.36%)
20241102-08:04:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:04:10 wrote ae_*.pth
20241102-08:04:10 epoch_duration 2min45s next_finish 08:06:56
20241102-08:04:10 wrote state.pth
20241102-08:04:10 --- epoch 463 ----------------------------------------
20241102-08:04:10 current_test_accuracies 0.9216 0.9236 0.9492 0.9524 0.9580
20241102-08:04:10 nb_c_quizzes 25023
20241102-08:04:10 weakest_accuracies [0.9216, 0.9236]
20241102-08:04:10 dummy_rand tensor([0.6875])
20241102-08:04:10 dummy_rand tensor([0.4665])
20241102-08:04:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:04:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:06:42 train_loss 463 model 0 0.03580342483520508
20241102-08:06:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:06:42 train_loss 463 model 1 0.03511872100830078
20241102-08:06:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:06:44 test_loss 463 model 0 0.028892974853515625
20241102-08:06:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:06:44 test_loss 463 model 1 0.02887359619140625
20241102-08:06:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:06:46 test_accuracy 463 model 0 nb_correct 2344 / 2500 (93.76%)
20241102-08:06:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:06:46 test_accuracy 463 model 1 nb_correct 2306 / 2500 (92.24%)
20241102-08:06:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:06:56 wrote ae_*.pth
20241102-08:06:56 epoch_duration 2min45s next_finish 08:09:42
20241102-08:06:56 wrote state.pth
20241102-08:06:56 --- epoch 464 ----------------------------------------
20241102-08:06:56 current_test_accuracies 0.9376 0.9224 0.9492 0.9524 0.9580
20241102-08:06:56 nb_c_quizzes 25023
20241102-08:06:56 weakest_accuracies [0.9224, 0.9376]
20241102-08:06:56 dummy_rand tensor([0.4918])
20241102-08:06:56 dummy_rand tensor([0.7331])
20241102-08:06:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:06:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:09:28 train_loss 464 model 0 0.0361882152557373
20241102-08:09:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:09:28 train_loss 464 model 1 0.035846179962158206
20241102-08:09:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:09:30 test_loss 464 model 0 0.02954124450683594
20241102-08:09:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:09:30 test_loss 464 model 1 0.026868133544921874
20241102-08:09:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:09:33 test_accuracy 464 model 0 nb_correct 2262 / 2500 (90.48%)
20241102-08:09:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:09:33 test_accuracy 464 model 1 nb_correct 2337 / 2500 (93.48%)
20241102-08:09:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:09:42 wrote ae_*.pth
20241102-08:09:42 epoch_duration 2min46s next_finish 08:12:29
20241102-08:09:43 wrote state.pth
20241102-08:09:43 --- epoch 465 ----------------------------------------
20241102-08:09:43 current_test_accuracies 0.9048 0.9348 0.9492 0.9524 0.9580
20241102-08:09:43 nb_c_quizzes 25023
20241102-08:09:43 weakest_accuracies [0.9048, 0.9348]
20241102-08:09:43 dummy_rand tensor([0.2448])
20241102-08:09:43 dummy_rand tensor([0.3245])
20241102-08:09:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:09:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:12:14 train_loss 465 model 0 0.036552459716796874
20241102-08:12:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:12:14 train_loss 465 model 1 0.0362601146697998
20241102-08:12:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:12:17 test_loss 465 model 0 0.027647552490234376
20241102-08:12:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:12:17 test_loss 465 model 1 0.03238365173339844
20241102-08:12:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:12:19 test_accuracy 465 model 0 nb_correct 2314 / 2500 (92.56%)
20241102-08:12:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:12:19 test_accuracy 465 model 1 nb_correct 2358 / 2500 (94.32%)
20241102-08:12:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:12:28 wrote ae_*.pth
20241102-08:12:28 epoch_duration 2min46s next_finish 08:15:14
20241102-08:12:29 wrote state.pth
20241102-08:12:29 --- epoch 466 ----------------------------------------
20241102-08:12:29 current_test_accuracies 0.9256 0.9432 0.9492 0.9524 0.9580
20241102-08:12:29 nb_c_quizzes 25023
20241102-08:12:29 weakest_accuracies [0.9256, 0.9432]
20241102-08:12:29 dummy_rand tensor([0.2253])
20241102-08:12:29 dummy_rand tensor([0.6275])
20241102-08:12:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:12:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:15:00 train_loss 466 model 1 0.035327627182006834
20241102-08:15:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:15:00 train_loss 466 model 0 0.03616143798828125
20241102-08:15:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:15:03 test_loss 466 model 1 0.03066516876220703
20241102-08:15:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:15:03 test_loss 466 model 0 0.0305731201171875
20241102-08:15:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:15:05 test_accuracy 466 model 1 nb_correct 2305 / 2500 (92.20%)
20241102-08:15:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:15:05 test_accuracy 466 model 0 nb_correct 2311 / 2500 (92.44%)
20241102-08:15:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:15:14 wrote ae_*.pth
20241102-08:15:14 epoch_duration 2min45s next_finish 08:18:00
20241102-08:15:15 wrote state.pth
20241102-08:15:15 --- epoch 467 ----------------------------------------
20241102-08:15:15 current_test_accuracies 0.9244 0.9220 0.9492 0.9524 0.9580
20241102-08:15:15 nb_c_quizzes 25023
20241102-08:15:15 weakest_accuracies [0.922, 0.9244]
20241102-08:15:15 dummy_rand tensor([0.8293])
20241102-08:15:15 dummy_rand tensor([0.8554])
20241102-08:15:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:15:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:17:47 train_loss 467 model 0 0.035511672973632814
20241102-08:17:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:17:47 train_loss 467 model 1 0.03650131988525391
20241102-08:17:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:17:49 test_loss 467 model 0 0.027689437866210937
20241102-08:17:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:17:49 test_loss 467 model 1 0.0310400390625
20241102-08:17:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:17:51 test_accuracy 467 model 0 nb_correct 2285 / 2500 (91.40%)
20241102-08:17:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:17:51 test_accuracy 467 model 1 nb_correct 2365 / 2500 (94.60%)
20241102-08:17:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:18:01 wrote ae_*.pth
20241102-08:18:01 epoch_duration 2min46s next_finish 08:20:47
20241102-08:18:01 wrote state.pth
20241102-08:18:01 --- epoch 468 ----------------------------------------
20241102-08:18:01 current_test_accuracies 0.9140 0.9460 0.9492 0.9524 0.9580
20241102-08:18:01 nb_c_quizzes 25023
20241102-08:18:01 weakest_accuracies [0.914, 0.946]
20241102-08:18:01 dummy_rand tensor([0.8638])
20241102-08:18:01 dummy_rand tensor([0.3219])
20241102-08:18:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:18:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:20:32 train_loss 468 model 0 0.035917020797729494
20241102-08:20:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:20:32 train_loss 468 model 1 0.03602491474151611
20241102-08:20:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:20:35 test_loss 468 model 0 0.026195831298828125
20241102-08:20:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:20:35 test_loss 468 model 1 0.028924636840820313
20241102-08:20:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:20:37 test_accuracy 468 model 0 nb_correct 2355 / 2500 (94.20%)
20241102-08:20:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:20:37 test_accuracy 468 model 1 nb_correct 2352 / 2500 (94.08%)
20241102-08:20:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:20:47 wrote ae_*.pth
20241102-08:20:47 epoch_duration 2min46s next_finish 08:23:33
20241102-08:20:47 wrote state.pth
20241102-08:20:47 --- epoch 469 ----------------------------------------
20241102-08:20:47 current_test_accuracies 0.9420 0.9408 0.9492 0.9524 0.9580
20241102-08:20:47 nb_c_quizzes 25023
20241102-08:20:47 weakest_accuracies [0.9408, 0.942]
20241102-08:20:47 dummy_rand tensor([0.9842])
20241102-08:20:47 dummy_rand tensor([0.7210])
20241102-08:20:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:20:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:23:18 train_loss 469 model 1 0.03553578186035156
20241102-08:23:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:23:18 train_loss 469 model 0 0.03596139907836914
20241102-08:23:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:23:21 test_loss 469 model 1 0.03206884384155274
20241102-08:23:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:23:21 test_loss 469 model 0 0.02711669921875
20241102-08:23:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:23:23 test_accuracy 469 model 1 nb_correct 2284 / 2500 (91.36%)
20241102-08:23:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:23:23 test_accuracy 469 model 0 nb_correct 2318 / 2500 (92.72%)
20241102-08:23:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:23:33 wrote ae_*.pth
20241102-08:23:33 epoch_duration 2min45s next_finish 08:26:18
20241102-08:23:33 wrote state.pth
20241102-08:23:33 --- epoch 470 ----------------------------------------
20241102-08:23:33 current_test_accuracies 0.9272 0.9136 0.9492 0.9524 0.9580
20241102-08:23:33 nb_c_quizzes 25023
20241102-08:23:33 weakest_accuracies [0.9136, 0.9272]
20241102-08:23:33 dummy_rand tensor([0.6342])
20241102-08:23:33 dummy_rand tensor([0.1182])
20241102-08:23:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:23:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:26:04 train_loss 470 model 1 0.035019172668457034
20241102-08:26:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:26:04 train_loss 470 model 0 0.0363153190612793
20241102-08:26:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:26:06 test_loss 470 model 1 0.027263412475585936
20241102-08:26:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:26:07 test_loss 470 model 0 0.027166824340820312
20241102-08:26:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:26:09 test_accuracy 470 model 1 nb_correct 2356 / 2500 (94.24%)
20241102-08:26:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:26:09 test_accuracy 470 model 0 nb_correct 2354 / 2500 (94.16%)
20241102-08:26:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:26:18 wrote ae_*.pth
20241102-08:26:18 epoch_duration 2min45s next_finish 08:29:04
20241102-08:26:18 wrote state.pth
20241102-08:26:18 --- epoch 471 ----------------------------------------
20241102-08:26:18 current_test_accuracies 0.9416 0.9424 0.9492 0.9524 0.9580
20241102-08:26:18 nb_c_quizzes 25023
20241102-08:26:18 weakest_accuracies [0.9416, 0.9424]
20241102-08:26:18 dummy_rand tensor([0.9044])
20241102-08:26:18 dummy_rand tensor([0.1118])
20241102-08:26:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:26:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:28:50 train_loss 471 model 0 0.03520171642303467
20241102-08:28:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:28:50 train_loss 471 model 1 0.035482795715332034
20241102-08:28:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:28:52 test_loss 471 model 0 0.02644660949707031
20241102-08:28:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:28:52 test_loss 471 model 1 0.028403282165527344
20241102-08:28:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:28:55 test_accuracy 471 model 0 nb_correct 2372 / 2500 (94.88%)
20241102-08:28:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:28:55 test_accuracy 471 model 1 nb_correct 2318 / 2500 (92.72%)
20241102-08:28:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:29:04 wrote ae_*.pth
20241102-08:29:04 epoch_duration 2min46s next_finish 08:31:50
20241102-08:29:04 wrote state.pth
20241102-08:29:04 --- epoch 472 ----------------------------------------
20241102-08:29:04 current_test_accuracies 0.9488 0.9272 0.9492 0.9524 0.9580
20241102-08:29:04 nb_c_quizzes 25023
20241102-08:29:04 weakest_accuracies [0.9272, 0.9488]
20241102-08:29:04 dummy_rand tensor([0.1954])
20241102-08:29:04 dummy_rand tensor([0.5636])
20241102-08:29:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:29:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:31:36 train_loss 472 model 0 0.03546603775024414
20241102-08:31:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:31:36 train_loss 472 model 1 0.036188793182373044
20241102-08:31:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:31:39 test_loss 472 model 0 0.02913116455078125
20241102-08:31:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:31:39 test_loss 472 model 1 0.030944976806640625
20241102-08:31:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:31:41 test_accuracy 472 model 0 nb_correct 2340 / 2500 (93.60%)
20241102-08:31:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:31:41 test_accuracy 472 model 1 nb_correct 2317 / 2500 (92.68%)
20241102-08:31:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:31:51 wrote ae_*.pth
20241102-08:31:51 epoch_duration 2min46s next_finish 08:34:37
20241102-08:31:51 wrote state.pth
20241102-08:31:51 --- epoch 473 ----------------------------------------
20241102-08:31:51 current_test_accuracies 0.9360 0.9268 0.9492 0.9524 0.9580
20241102-08:31:51 nb_c_quizzes 25023
20241102-08:31:51 weakest_accuracies [0.9268, 0.936]
20241102-08:31:51 dummy_rand tensor([0.4352])
20241102-08:31:51 dummy_rand tensor([0.3277])
20241102-08:31:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:31:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:34:23 train_loss 473 model 1 0.035800357818603516
20241102-08:34:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:34:23 train_loss 473 model 0 0.03591989517211914
20241102-08:34:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:34:25 test_loss 473 model 1 0.028001785278320312
20241102-08:34:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:34:25 test_loss 473 model 0 0.0277691650390625
20241102-08:34:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:34:27 test_accuracy 473 model 1 nb_correct 2365 / 2500 (94.60%)
20241102-08:34:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:34:27 test_accuracy 473 model 0 nb_correct 2343 / 2500 (93.72%)
20241102-08:34:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:34:37 wrote ae_*.pth
20241102-08:34:37 epoch_duration 2min46s next_finish 08:37:23
20241102-08:34:37 wrote state.pth
20241102-08:34:37 --- epoch 474 ----------------------------------------
20241102-08:34:37 current_test_accuracies 0.9372 0.9460 0.9492 0.9524 0.9580
20241102-08:34:37 nb_c_quizzes 25023
20241102-08:34:37 weakest_accuracies [0.9372, 0.946]
20241102-08:34:37 dummy_rand tensor([0.7358])
20241102-08:34:37 dummy_rand tensor([0.4430])
20241102-08:34:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:34:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:37:09 train_loss 474 model 0 0.03531526947021484
20241102-08:37:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:37:09 train_loss 474 model 1 0.035773544311523436
20241102-08:37:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:37:11 test_loss 474 model 0 0.025715713500976563
20241102-08:37:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:37:11 test_loss 474 model 1 0.030836334228515627
20241102-08:37:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:37:13 test_accuracy 474 model 0 nb_correct 2355 / 2500 (94.20%)
20241102-08:37:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:37:13 test_accuracy 474 model 1 nb_correct 2289 / 2500 (91.56%)
20241102-08:37:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:37:23 wrote ae_*.pth
20241102-08:37:23 epoch_duration 2min46s next_finish 08:40:09
20241102-08:37:23 wrote state.pth
20241102-08:37:23 --- epoch 475 ----------------------------------------
20241102-08:37:23 current_test_accuracies 0.9420 0.9156 0.9492 0.9524 0.9580
20241102-08:37:23 nb_c_quizzes 25023
20241102-08:37:23 weakest_accuracies [0.9156, 0.942]
20241102-08:37:23 dummy_rand tensor([0.7057])
20241102-08:37:23 dummy_rand tensor([0.0890])
20241102-08:37:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:37:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:39:55 train_loss 475 model 1 0.03596754455566406
20241102-08:39:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:39:55 train_loss 475 model 0 0.035211406707763675
20241102-08:39:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:39:57 test_loss 475 model 1 0.03013916015625
20241102-08:39:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:39:58 test_loss 475 model 0 0.027899398803710937
20241102-08:39:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:40:00 test_accuracy 475 model 1 nb_correct 2332 / 2500 (93.28%)
20241102-08:40:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:40:00 test_accuracy 475 model 0 nb_correct 2329 / 2500 (93.16%)
20241102-08:40:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:40:09 wrote ae_*.pth
20241102-08:40:09 epoch_duration 2min46s next_finish 08:42:56
20241102-08:40:10 wrote state.pth
20241102-08:40:10 --- epoch 476 ----------------------------------------
20241102-08:40:10 current_test_accuracies 0.9316 0.9328 0.9492 0.9524 0.9580
20241102-08:40:10 nb_c_quizzes 25023
20241102-08:40:10 weakest_accuracies [0.9316, 0.9328]
20241102-08:40:10 dummy_rand tensor([0.1918])
20241102-08:40:10 dummy_rand tensor([0.7179])
20241102-08:40:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:40:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:42:41 train_loss 476 model 0 0.03564272689819336
20241102-08:42:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:42:41 train_loss 476 model 1 0.03502836608886719
20241102-08:42:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:42:44 test_loss 476 model 0 0.028084526062011717
20241102-08:42:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:42:44 test_loss 476 model 1 0.025695419311523436
20241102-08:42:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:42:46 test_accuracy 476 model 0 nb_correct 2302 / 2500 (92.08%)
20241102-08:42:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:42:46 test_accuracy 476 model 1 nb_correct 2310 / 2500 (92.40%)
20241102-08:42:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:42:56 wrote ae_*.pth
20241102-08:42:56 epoch_duration 2min46s next_finish 08:45:42
20241102-08:42:56 wrote state.pth
20241102-08:42:56 --- epoch 477 ----------------------------------------
20241102-08:42:56 current_test_accuracies 0.9208 0.9240 0.9492 0.9524 0.9580
20241102-08:42:56 nb_c_quizzes 25023
20241102-08:42:56 weakest_accuracies [0.9208, 0.924]
20241102-08:42:56 dummy_rand tensor([0.4225])
20241102-08:42:56 dummy_rand tensor([0.7759])
20241102-08:42:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:42:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:45:27 train_loss 477 model 0 0.03558060836791992
20241102-08:45:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:45:27 train_loss 477 model 1 0.035418739318847654
20241102-08:45:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:45:30 test_loss 477 model 0 0.024465408325195313
20241102-08:45:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:45:30 test_loss 477 model 1 0.027932395935058595
20241102-08:45:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:45:32 test_accuracy 477 model 0 nb_correct 2341 / 2500 (93.64%)
20241102-08:45:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:45:32 test_accuracy 477 model 1 nb_correct 2325 / 2500 (93.00%)
20241102-08:45:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:45:41 wrote ae_*.pth
20241102-08:45:41 epoch_duration 2min45s next_finish 08:48:27
20241102-08:45:41 wrote state.pth
20241102-08:45:41 --- epoch 478 ----------------------------------------
20241102-08:45:41 current_test_accuracies 0.9364 0.9300 0.9492 0.9524 0.9580
20241102-08:45:41 nb_c_quizzes 25023
20241102-08:45:41 weakest_accuracies [0.93, 0.9364]
20241102-08:45:41 dummy_rand tensor([0.7947])
20241102-08:45:41 dummy_rand tensor([0.0742])
20241102-08:45:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:45:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:48:13 train_loss 478 model 1 0.03559989166259766
20241102-08:48:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:48:13 train_loss 478 model 0 0.035064727783203124
20241102-08:48:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:48:15 test_loss 478 model 1 0.026385421752929687
20241102-08:48:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:48:15 test_loss 478 model 0 0.026414413452148438
20241102-08:48:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:48:18 test_accuracy 478 model 1 nb_correct 2332 / 2500 (93.28%)
20241102-08:48:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:48:18 test_accuracy 478 model 0 nb_correct 2312 / 2500 (92.48%)
20241102-08:48:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:48:27 wrote ae_*.pth
20241102-08:48:27 epoch_duration 2min45s next_finish 08:51:13
20241102-08:48:27 wrote state.pth
20241102-08:48:27 --- epoch 479 ----------------------------------------
20241102-08:48:27 current_test_accuracies 0.9248 0.9328 0.9492 0.9524 0.9580
20241102-08:48:27 nb_c_quizzes 25023
20241102-08:48:27 weakest_accuracies [0.9248, 0.9328]
20241102-08:48:27 dummy_rand tensor([0.3227])
20241102-08:48:27 dummy_rand tensor([0.2641])
20241102-08:48:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:48:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:50:59 train_loss 479 model 1 0.035075637817382814
20241102-08:50:59 train_loss 479 model 0 0.03545553207397461
20241102-08:50:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:50:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:51:02 test_loss 479 model 1 0.029325103759765624
20241102-08:51:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:51:02 test_loss 479 model 0 0.02890716552734375
20241102-08:51:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:51:04 test_accuracy 479 model 1 nb_correct 2409 / 2500 (96.36%)
20241102-08:51:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:51:04 test_accuracy 479 model 0 nb_correct 2303 / 2500 (92.12%)
20241102-08:51:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:51:14 wrote ae_*.pth
20241102-08:51:14 epoch_duration 2min46s next_finish 08:54:00
20241102-08:51:14 wrote state.pth
20241102-08:51:14 --- epoch 480 ----------------------------------------
20241102-08:51:14 current_test_accuracies 0.9212 0.9636 0.9492 0.9524 0.9580
20241102-08:51:14 nb_c_quizzes 25023
20241102-08:51:14 weakest_accuracies [0.9212, 0.9492]
20241102-08:51:14 dummy_rand tensor([0.4621])
20241102-08:51:14 dummy_rand tensor([0.7829])
20241102-08:51:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:51:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:53:45 train_loss 480 model 0 0.035994304656982425
20241102-08:53:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:53:46 train_loss 480 model 2 0.036165950775146484
20241102-08:53:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:53:48 test_loss 480 model 0 0.02417449951171875
20241102-08:53:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:53:48 test_loss 480 model 2 0.02559051513671875
20241102-08:53:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:53:50 test_accuracy 480 model 0 nb_correct 2315 / 2500 (92.60%)
20241102-08:53:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:53:50 test_accuracy 480 model 2 nb_correct 2331 / 2500 (93.24%)
20241102-08:53:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:54:00 wrote ae_*.pth
20241102-08:54:00 epoch_duration 2min46s next_finish 08:56:46
20241102-08:54:00 wrote state.pth
20241102-08:54:00 --- epoch 481 ----------------------------------------
20241102-08:54:00 current_test_accuracies 0.9260 0.9636 0.9324 0.9524 0.9580
20241102-08:54:00 nb_c_quizzes 25023
20241102-08:54:00 weakest_accuracies [0.926, 0.9324]
20241102-08:54:00 dummy_rand tensor([0.3346])
20241102-08:54:00 dummy_rand tensor([0.8577])
20241102-08:54:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:54:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:56:32 train_loss 481 model 2 0.036284074783325196
20241102-08:56:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:56:32 train_loss 481 model 0 0.035947582244873044
20241102-08:56:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:56:34 test_loss 481 model 2 0.025855131149291992
20241102-08:56:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:56:34 test_loss 481 model 0 0.02826385498046875
20241102-08:56:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:56:36 test_accuracy 481 model 2 nb_correct 2332 / 2500 (93.28%)
20241102-08:56:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:56:36 test_accuracy 481 model 0 nb_correct 2409 / 2500 (96.36%)
20241102-08:56:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:56:46 wrote ae_*.pth
20241102-08:56:46 epoch_duration 2min46s next_finish 08:59:32
20241102-08:56:46 wrote state.pth
20241102-08:56:46 --- epoch 482 ----------------------------------------
20241102-08:56:46 current_test_accuracies 0.9636 0.9636 0.9328 0.9524 0.9580
20241102-08:56:46 nb_c_quizzes 25023
20241102-08:56:46 weakest_accuracies [0.9328, 0.9524]
20241102-08:56:46 dummy_rand tensor([0.6198])
20241102-08:56:46 dummy_rand tensor([0.2178])
20241102-08:56:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:56:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:59:18 train_loss 482 model 2 0.03623159408569336
20241102-08:59:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:59:18 train_loss 482 model 3 0.03662616729736328
20241102-08:59:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:59:20 test_loss 482 model 2 0.029327392578125
20241102-08:59:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:59:20 test_loss 482 model 3 0.030015411376953124
20241102-08:59:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-08:59:22 test_accuracy 482 model 2 nb_correct 2356 / 2500 (94.24%)
20241102-08:59:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:59:22 test_accuracy 482 model 3 nb_correct 2354 / 2500 (94.16%)
20241102-08:59:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-08:59:32 wrote ae_*.pth
20241102-08:59:32 epoch_duration 2min45s next_finish 09:02:18
20241102-08:59:32 wrote state.pth
20241102-08:59:32 --- epoch 483 ----------------------------------------
20241102-08:59:32 current_test_accuracies 0.9636 0.9636 0.9424 0.9416 0.9580
20241102-08:59:32 nb_c_quizzes 25023
20241102-08:59:32 weakest_accuracies [0.9416, 0.9424]
20241102-08:59:32 dummy_rand tensor([0.2364])
20241102-08:59:32 dummy_rand tensor([0.4662])
20241102-08:59:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-08:59:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:02:04 train_loss 483 model 3 0.03637059783935547
20241102-09:02:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:02:04 train_loss 483 model 2 0.03577630805969238
20241102-09:02:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:02:06 test_loss 483 model 3 0.0273748779296875
20241102-09:02:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:02:06 test_loss 483 model 2 0.028636474609375
20241102-09:02:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:02:08 test_accuracy 483 model 3 nb_correct 2366 / 2500 (94.64%)
20241102-09:02:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:02:08 test_accuracy 483 model 2 nb_correct 2354 / 2500 (94.16%)
20241102-09:02:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:02:18 wrote ae_*.pth
20241102-09:02:18 epoch_duration 2min45s next_finish 09:05:04
20241102-09:02:18 wrote state.pth
20241102-09:02:18 --- epoch 484 ----------------------------------------
20241102-09:02:18 current_test_accuracies 0.9636 0.9636 0.9416 0.9464 0.9580
20241102-09:02:18 nb_c_quizzes 25023
20241102-09:02:18 weakest_accuracies [0.9416, 0.9464]
20241102-09:02:18 dummy_rand tensor([0.4976])
20241102-09:02:18 dummy_rand tensor([0.2631])
20241102-09:02:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:02:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:04:50 train_loss 484 model 3 0.03651925277709961
20241102-09:04:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:04:50 train_loss 484 model 2 0.03584157180786133
20241102-09:04:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:04:52 test_loss 484 model 3 0.024129714965820313
20241102-09:04:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:04:52 test_loss 484 model 2 0.029628753662109375
20241102-09:04:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:04:54 test_accuracy 484 model 3 nb_correct 2327 / 2500 (93.08%)
20241102-09:04:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:04:54 test_accuracy 484 model 2 nb_correct 2338 / 2500 (93.52%)
20241102-09:04:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:05:04 wrote ae_*.pth
20241102-09:05:04 epoch_duration 2min46s next_finish 09:07:50
20241102-09:05:04 wrote state.pth
20241102-09:05:04 --- epoch 485 ----------------------------------------
20241102-09:05:04 current_test_accuracies 0.9636 0.9636 0.9352 0.9308 0.9580
20241102-09:05:04 nb_c_quizzes 25023
20241102-09:05:04 weakest_accuracies [0.9308, 0.9352]
20241102-09:05:04 dummy_rand tensor([0.0827])
20241102-09:05:04 dummy_rand tensor([0.0310])
20241102-09:05:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:05:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:07:36 train_loss 485 model 3 0.03684021377563477
20241102-09:07:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:07:36 train_loss 485 model 2 0.03615558242797851
20241102-09:07:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:07:38 test_loss 485 model 3 0.0281085205078125
20241102-09:07:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:07:38 test_loss 485 model 2 0.029322967529296876
20241102-09:07:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:07:40 test_accuracy 485 model 3 nb_correct 2363 / 2500 (94.52%)
20241102-09:07:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:07:40 test_accuracy 485 model 2 nb_correct 2343 / 2500 (93.72%)
20241102-09:07:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:07:50 wrote ae_*.pth
20241102-09:07:50 epoch_duration 2min46s next_finish 09:10:36
20241102-09:07:50 wrote state.pth
20241102-09:07:50 --- epoch 486 ----------------------------------------
20241102-09:07:50 current_test_accuracies 0.9636 0.9636 0.9372 0.9452 0.9580
20241102-09:07:50 nb_c_quizzes 25023
20241102-09:07:50 weakest_accuracies [0.9372, 0.9452]
20241102-09:07:50 dummy_rand tensor([0.7546])
20241102-09:07:50 dummy_rand tensor([0.1048])
20241102-09:07:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:07:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:10:22 train_loss 486 model 2 0.03483209991455078
20241102-09:10:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:10:22 train_loss 486 model 3 0.03595816802978516
20241102-09:10:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:10:24 test_loss 486 model 2 0.02816436767578125
20241102-09:10:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:10:24 test_loss 486 model 3 0.02971672058105469
20241102-09:10:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:10:27 test_accuracy 486 model 2 nb_correct 2365 / 2500 (94.60%)
20241102-09:10:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:10:27 test_accuracy 486 model 3 nb_correct 2319 / 2500 (92.76%)
20241102-09:10:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:10:36 wrote ae_*.pth
20241102-09:10:36 epoch_duration 2min46s next_finish 09:13:22
20241102-09:10:36 wrote state.pth
20241102-09:10:36 --- epoch 487 ----------------------------------------
20241102-09:10:36 current_test_accuracies 0.9636 0.9636 0.9460 0.9276 0.9580
20241102-09:10:36 nb_c_quizzes 25023
20241102-09:10:36 weakest_accuracies [0.9276, 0.946]
20241102-09:10:36 dummy_rand tensor([0.6296])
20241102-09:10:36 dummy_rand tensor([0.2613])
20241102-09:10:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:10:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:13:08 train_loss 487 model 3 0.03719703674316406
20241102-09:13:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:13:08 train_loss 487 model 2 0.035465646743774414
20241102-09:13:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:13:10 test_loss 487 model 3 0.02636547088623047
20241102-09:13:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:13:10 test_loss 487 model 2 0.024238777160644532
20241102-09:13:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:13:13 test_accuracy 487 model 3 nb_correct 2343 / 2500 (93.72%)
20241102-09:13:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:13:13 test_accuracy 487 model 2 nb_correct 2364 / 2500 (94.56%)
20241102-09:13:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:13:22 wrote ae_*.pth
20241102-09:13:22 epoch_duration 2min46s next_finish 09:16:09
20241102-09:13:23 wrote state.pth
20241102-09:13:23 --- epoch 488 ----------------------------------------
20241102-09:13:23 current_test_accuracies 0.9636 0.9636 0.9456 0.9372 0.9580
20241102-09:13:23 nb_c_quizzes 25023
20241102-09:13:23 weakest_accuracies [0.9372, 0.9456]
20241102-09:13:23 dummy_rand tensor([0.0868])
20241102-09:13:23 dummy_rand tensor([0.7398])
20241102-09:13:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:13:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:15:54 train_loss 488 model 2 0.03612371635437012
20241102-09:15:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:15:54 train_loss 488 model 3 0.03700738525390625
20241102-09:15:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:15:57 test_loss 488 model 2 0.026193695068359377
20241102-09:15:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:15:57 test_loss 488 model 3 0.023855972290039062
20241102-09:15:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:15:59 test_accuracy 488 model 2 nb_correct 2318 / 2500 (92.72%)
20241102-09:15:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:15:59 test_accuracy 488 model 3 nb_correct 2303 / 2500 (92.12%)
20241102-09:15:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:16:09 wrote ae_*.pth
20241102-09:16:09 epoch_duration 2min46s next_finish 09:18:55
20241102-09:16:09 wrote state.pth
20241102-09:16:09 --- epoch 489 ----------------------------------------
20241102-09:16:09 current_test_accuracies 0.9636 0.9636 0.9272 0.9212 0.9580
20241102-09:16:09 nb_c_quizzes 25023
20241102-09:16:09 weakest_accuracies [0.9212, 0.9272]
20241102-09:16:09 dummy_rand tensor([0.8902])
20241102-09:16:09 dummy_rand tensor([0.9434])
20241102-09:16:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:16:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:18:40 train_loss 489 model 2 0.03586450576782227
20241102-09:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:18:40 train_loss 489 model 3 0.035788915634155274
20241102-09:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:18:42 test_loss 489 model 2 0.027745513916015624
20241102-09:18:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:18:42 test_loss 489 model 3 0.029256973266601562
20241102-09:18:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:18:45 test_accuracy 489 model 2 nb_correct 2295 / 2500 (91.80%)
20241102-09:18:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:18:45 test_accuracy 489 model 3 nb_correct 2336 / 2500 (93.44%)
20241102-09:18:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:18:54 wrote ae_*.pth
20241102-09:18:54 epoch_duration 2min45s next_finish 09:21:40
20241102-09:18:55 wrote state.pth
20241102-09:18:55 --- epoch 490 ----------------------------------------
20241102-09:18:55 current_test_accuracies 0.9636 0.9636 0.9180 0.9344 0.9580
20241102-09:18:55 nb_c_quizzes 25023
20241102-09:18:55 weakest_accuracies [0.918, 0.9344]
20241102-09:18:55 dummy_rand tensor([0.3114])
20241102-09:18:55 dummy_rand tensor([0.8775])
20241102-09:18:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:18:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:21:27 train_loss 490 model 3 0.036263797760009764
20241102-09:21:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:21:27 train_loss 490 model 2 0.0364216537475586
20241102-09:21:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:21:29 test_loss 490 model 3 0.027095985412597657
20241102-09:21:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:21:29 test_loss 490 model 2 0.027784347534179688
20241102-09:21:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:21:31 test_accuracy 490 model 3 nb_correct 2351 / 2500 (94.04%)
20241102-09:21:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:21:31 test_accuracy 490 model 2 nb_correct 2363 / 2500 (94.52%)
20241102-09:21:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:21:41 wrote ae_*.pth
20241102-09:21:41 epoch_duration 2min46s next_finish 09:24:27
20241102-09:21:41 wrote state.pth
20241102-09:21:41 --- epoch 491 ----------------------------------------
20241102-09:21:41 current_test_accuracies 0.9636 0.9636 0.9452 0.9404 0.9580
20241102-09:21:41 nb_c_quizzes 25023
20241102-09:21:41 weakest_accuracies [0.9404, 0.9452]
20241102-09:21:41 dummy_rand tensor([0.9150])
20241102-09:21:41 dummy_rand tensor([0.1298])
20241102-09:21:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:21:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:24:13 train_loss 491 model 2 0.03570439529418945
20241102-09:24:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:24:13 train_loss 491 model 3 0.036082530975341795
20241102-09:24:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:24:15 test_loss 491 model 2 0.028847808837890624
20241102-09:24:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:24:15 test_loss 491 model 3 0.029878387451171873
20241102-09:24:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:24:17 test_accuracy 491 model 2 nb_correct 2371 / 2500 (94.84%)
20241102-09:24:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:24:18 test_accuracy 491 model 3 nb_correct 2345 / 2500 (93.80%)
20241102-09:24:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:24:27 wrote ae_*.pth
20241102-09:24:27 epoch_duration 2min46s next_finish 09:27:13
20241102-09:24:27 wrote state.pth
20241102-09:24:27 --- epoch 492 ----------------------------------------
20241102-09:24:27 current_test_accuracies 0.9636 0.9636 0.9484 0.9380 0.9580
20241102-09:24:27 nb_c_quizzes 25023
20241102-09:24:27 weakest_accuracies [0.938, 0.9484]
20241102-09:24:27 dummy_rand tensor([0.8073])
20241102-09:24:27 dummy_rand tensor([0.6045])
20241102-09:24:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:24:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:26:59 train_loss 492 model 3 0.03674025535583496
20241102-09:26:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:26:59 train_loss 492 model 2 0.03466996383666992
20241102-09:26:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:27:01 test_loss 492 model 3 0.028041267395019533
20241102-09:27:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:27:01 test_loss 492 model 2 0.026434707641601562
20241102-09:27:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:27:04 test_accuracy 492 model 3 nb_correct 2336 / 2500 (93.44%)
20241102-09:27:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:27:04 test_accuracy 492 model 2 nb_correct 2332 / 2500 (93.28%)
20241102-09:27:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:27:13 wrote ae_*.pth
20241102-09:27:13 epoch_duration 2min46s next_finish 09:29:59
20241102-09:27:13 wrote state.pth
20241102-09:27:13 --- epoch 493 ----------------------------------------
20241102-09:27:13 current_test_accuracies 0.9636 0.9636 0.9328 0.9344 0.9580
20241102-09:27:13 nb_c_quizzes 25023
20241102-09:27:13 weakest_accuracies [0.9328, 0.9344]
20241102-09:27:13 dummy_rand tensor([0.5378])
20241102-09:27:13 dummy_rand tensor([0.4016])
20241102-09:27:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:27:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:29:45 train_loss 493 model 2 0.03519713592529297
20241102-09:29:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:29:45 train_loss 493 model 3 0.03551776885986328
20241102-09:29:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:29:47 test_loss 493 model 2 0.028220996856689454
20241102-09:29:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:29:47 test_loss 493 model 3 0.028175048828125
20241102-09:29:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:29:50 test_accuracy 493 model 2 nb_correct 2371 / 2500 (94.84%)
20241102-09:29:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:29:50 test_accuracy 493 model 3 nb_correct 2335 / 2500 (93.40%)
20241102-09:29:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:29:59 wrote ae_*.pth
20241102-09:29:59 epoch_duration 2min45s next_finish 09:32:45
20241102-09:29:59 wrote state.pth
20241102-09:29:59 --- epoch 494 ----------------------------------------
20241102-09:29:59 current_test_accuracies 0.9636 0.9636 0.9484 0.9340 0.9580
20241102-09:29:59 nb_c_quizzes 25023
20241102-09:29:59 weakest_accuracies [0.934, 0.9484]
20241102-09:29:59 dummy_rand tensor([0.2311])
20241102-09:29:59 dummy_rand tensor([0.1678])
20241102-09:29:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:29:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:32:31 train_loss 494 model 3 0.035740509033203124
20241102-09:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:32:31 train_loss 494 model 2 0.03512588500976563
20241102-09:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:32:33 test_loss 494 model 3 0.0264886474609375
20241102-09:32:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:32:33 test_loss 494 model 2 0.0274896240234375
20241102-09:32:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:32:35 test_accuracy 494 model 3 nb_correct 2346 / 2500 (93.84%)
20241102-09:32:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:32:36 test_accuracy 494 model 2 nb_correct 2305 / 2500 (92.20%)
20241102-09:32:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:32:45 wrote ae_*.pth
20241102-09:32:45 epoch_duration 2min45s next_finish 09:35:31
20241102-09:32:45 wrote state.pth
20241102-09:32:45 --- epoch 495 ----------------------------------------
20241102-09:32:45 current_test_accuracies 0.9636 0.9636 0.9220 0.9384 0.9580
20241102-09:32:45 nb_c_quizzes 25023
20241102-09:32:45 weakest_accuracies [0.922, 0.9384]
20241102-09:32:45 dummy_rand tensor([0.0267])
20241102-09:32:45 dummy_rand tensor([0.4712])
20241102-09:32:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:32:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:35:17 train_loss 495 model 2 0.035460586547851565
20241102-09:35:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:35:17 train_loss 495 model 3 0.03545401000976563
20241102-09:35:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:35:19 test_loss 495 model 2 0.025902557373046874
20241102-09:35:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:35:19 test_loss 495 model 3 0.029624214172363283
20241102-09:35:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:35:21 test_accuracy 495 model 2 nb_correct 2349 / 2500 (93.96%)
20241102-09:35:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:35:22 test_accuracy 495 model 3 nb_correct 2364 / 2500 (94.56%)
20241102-09:35:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:35:31 wrote ae_*.pth
20241102-09:35:31 epoch_duration 2min46s next_finish 09:38:17
20241102-09:35:31 wrote state.pth
20241102-09:35:31 --- epoch 496 ----------------------------------------
20241102-09:35:31 current_test_accuracies 0.9636 0.9636 0.9396 0.9456 0.9580
20241102-09:35:31 nb_c_quizzes 25023
20241102-09:35:31 weakest_accuracies [0.9396, 0.9456]
20241102-09:35:31 dummy_rand tensor([0.3724])
20241102-09:35:31 dummy_rand tensor([0.6053])
20241102-09:35:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:35:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:38:03 train_loss 496 model 2 0.03554185485839844
20241102-09:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:38:03 train_loss 496 model 3 0.03664094543457031
20241102-09:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:38:05 test_loss 496 model 2 0.032333908081054685
20241102-09:38:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:38:05 test_loss 496 model 3 0.027861404418945312
20241102-09:38:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:38:07 test_accuracy 496 model 2 nb_correct 2293 / 2500 (91.72%)
20241102-09:38:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:38:08 test_accuracy 496 model 3 nb_correct 2321 / 2500 (92.84%)
20241102-09:38:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:38:17 wrote ae_*.pth
20241102-09:38:17 epoch_duration 2min45s next_finish 09:41:03
20241102-09:38:17 wrote state.pth
20241102-09:38:17 --- epoch 497 ----------------------------------------
20241102-09:38:17 current_test_accuracies 0.9636 0.9636 0.9172 0.9284 0.9580
20241102-09:38:17 nb_c_quizzes 25023
20241102-09:38:17 weakest_accuracies [0.9172, 0.9284]
20241102-09:38:17 dummy_rand tensor([0.0361])
20241102-09:38:17 dummy_rand tensor([0.4097])
20241102-09:38:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:38:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:40:49 train_loss 497 model 2 0.03505127716064453
20241102-09:40:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:40:49 train_loss 497 model 3 0.03506270217895508
20241102-09:40:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:40:51 test_loss 497 model 2 0.02943248748779297
20241102-09:40:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:40:51 test_loss 497 model 3 0.027166748046875
20241102-09:40:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:40:53 test_accuracy 497 model 2 nb_correct 2336 / 2500 (93.44%)
20241102-09:40:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:40:53 test_accuracy 497 model 3 nb_correct 2338 / 2500 (93.52%)
20241102-09:40:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:41:03 wrote ae_*.pth
20241102-09:41:03 epoch_duration 2min45s next_finish 09:43:49
20241102-09:41:03 wrote state.pth
20241102-09:41:03 --- epoch 498 ----------------------------------------
20241102-09:41:03 current_test_accuracies 0.9636 0.9636 0.9344 0.9352 0.9580
20241102-09:41:03 nb_c_quizzes 25023
20241102-09:41:03 weakest_accuracies [0.9344, 0.9352]
20241102-09:41:03 dummy_rand tensor([0.4145])
20241102-09:41:03 dummy_rand tensor([0.3485])
20241102-09:41:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:41:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:43:35 train_loss 498 model 2 0.035134666442871096
20241102-09:43:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:43:35 train_loss 498 model 3 0.03692310333251953
20241102-09:43:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:43:37 test_loss 498 model 2 0.02748817443847656
20241102-09:43:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:43:37 test_loss 498 model 3 0.02983428955078125
20241102-09:43:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:43:39 test_accuracy 498 model 2 nb_correct 2375 / 2500 (95.00%)
20241102-09:43:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:43:39 test_accuracy 498 model 3 nb_correct 2336 / 2500 (93.44%)
20241102-09:43:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:43:49 wrote ae_*.pth
20241102-09:43:49 epoch_duration 2min45s next_finish 09:46:35
20241102-09:43:49 wrote state.pth
20241102-09:43:49 --- epoch 499 ----------------------------------------
20241102-09:43:49 current_test_accuracies 0.9636 0.9636 0.9500 0.9344 0.9580
20241102-09:43:49 nb_c_quizzes 25023
20241102-09:43:49 weakest_accuracies [0.9344, 0.95]
20241102-09:43:49 dummy_rand tensor([0.9440])
20241102-09:43:49 dummy_rand tensor([0.9623])
20241102-09:43:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:43:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:46:21 train_loss 499 model 2 0.035763957977294925
20241102-09:46:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:46:21 train_loss 499 model 3 0.03511017608642578
20241102-09:46:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:46:23 test_loss 499 model 2 0.02710357666015625
20241102-09:46:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:46:23 test_loss 499 model 3 0.02662139892578125
20241102-09:46:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:46:25 test_accuracy 499 model 2 nb_correct 2353 / 2500 (94.12%)
20241102-09:46:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:46:25 test_accuracy 499 model 3 nb_correct 2324 / 2500 (92.96%)
20241102-09:46:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:46:35 wrote ae_*.pth
20241102-09:46:35 epoch_duration 2min46s next_finish 09:49:22
20241102-09:46:35 wrote state.pth
20241102-09:46:35 --- epoch 500 ----------------------------------------
20241102-09:46:35 current_test_accuracies 0.9636 0.9636 0.9412 0.9296 0.9580
20241102-09:46:35 nb_c_quizzes 25023
20241102-09:46:35 weakest_accuracies [0.9296, 0.9412]
20241102-09:46:35 dummy_rand tensor([0.7200])
20241102-09:46:35 dummy_rand tensor([0.5032])
20241102-09:46:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:46:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:49:07 train_loss 500 model 3 0.0363404541015625
20241102-09:49:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:49:07 train_loss 500 model 2 0.03505896186828613
20241102-09:49:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:49:09 test_loss 500 model 3 0.03136245727539062
20241102-09:49:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:49:09 test_loss 500 model 2 0.027101211547851563
20241102-09:49:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:49:12 test_accuracy 500 model 3 nb_correct 2333 / 2500 (93.32%)
20241102-09:49:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:49:12 test_accuracy 500 model 2 nb_correct 2310 / 2500 (92.40%)
20241102-09:49:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:49:22 wrote ae_*.pth
20241102-09:49:22 epoch_duration 2min46s next_finish 09:52:08
20241102-09:49:22 wrote state.pth
20241102-09:49:22 --- epoch 501 ----------------------------------------
20241102-09:49:22 current_test_accuracies 0.9636 0.9636 0.9240 0.9332 0.9580
20241102-09:49:22 nb_c_quizzes 25023
20241102-09:49:22 weakest_accuracies [0.924, 0.9332]
20241102-09:49:22 dummy_rand tensor([0.8805])
20241102-09:49:22 dummy_rand tensor([0.1192])
20241102-09:49:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:49:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:51:53 train_loss 501 model 2 0.035574546813964845
20241102-09:51:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:51:53 train_loss 501 model 3 0.03638605499267578
20241102-09:51:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:51:56 test_loss 501 model 2 0.02607666015625
20241102-09:51:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:51:56 test_loss 501 model 3 0.025337066650390625
20241102-09:51:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:51:58 test_accuracy 501 model 2 nb_correct 2371 / 2500 (94.84%)
20241102-09:51:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:51:58 test_accuracy 501 model 3 nb_correct 2331 / 2500 (93.24%)
20241102-09:51:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:52:08 wrote ae_*.pth
20241102-09:52:08 epoch_duration 2min46s next_finish 09:54:54
20241102-09:52:08 wrote state.pth
20241102-09:52:08 --- epoch 502 ----------------------------------------
20241102-09:52:08 current_test_accuracies 0.9636 0.9636 0.9484 0.9324 0.9580
20241102-09:52:08 nb_c_quizzes 25023
20241102-09:52:08 weakest_accuracies [0.9324, 0.9484]
20241102-09:52:08 dummy_rand tensor([0.9397])
20241102-09:52:08 dummy_rand tensor([0.0713])
20241102-09:52:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:52:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:54:39 train_loss 502 model 3 0.03549968719482422
20241102-09:54:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:54:39 train_loss 502 model 2 0.03542431640625
20241102-09:54:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:54:42 test_loss 502 model 3 0.027470245361328124
20241102-09:54:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:54:42 test_loss 502 model 2 0.0294598388671875
20241102-09:54:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:54:44 test_accuracy 502 model 2 nb_correct 2326 / 2500 (93.04%)
20241102-09:54:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:54:44 test_accuracy 502 model 3 nb_correct 2336 / 2500 (93.44%)
20241102-09:54:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:54:54 wrote ae_*.pth
20241102-09:54:54 epoch_duration 2min46s next_finish 09:57:40
20241102-09:54:54 wrote state.pth
20241102-09:54:54 --- epoch 503 ----------------------------------------
20241102-09:54:54 current_test_accuracies 0.9636 0.9636 0.9304 0.9344 0.9580
20241102-09:54:54 nb_c_quizzes 25023
20241102-09:54:54 weakest_accuracies [0.9304, 0.9344]
20241102-09:54:54 dummy_rand tensor([0.8157])
20241102-09:54:54 dummy_rand tensor([0.6729])
20241102-09:54:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:54:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:57:26 train_loss 503 model 3 0.03602297401428223
20241102-09:57:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:57:26 train_loss 503 model 2 0.036558364868164064
20241102-09:57:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:57:28 test_loss 503 model 3 0.028894500732421877
20241102-09:57:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:57:28 test_loss 503 model 2 0.02800628662109375
20241102-09:57:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-09:57:30 test_accuracy 503 model 3 nb_correct 2321 / 2500 (92.84%)
20241102-09:57:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:57:31 test_accuracy 503 model 2 nb_correct 2342 / 2500 (93.68%)
20241102-09:57:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-09:57:40 wrote ae_*.pth
20241102-09:57:40 epoch_duration 2min46s next_finish 10:00:26
20241102-09:57:40 wrote state.pth
20241102-09:57:40 --- epoch 504 ----------------------------------------
20241102-09:57:40 current_test_accuracies 0.9636 0.9636 0.9368 0.9284 0.9580
20241102-09:57:40 nb_c_quizzes 25023
20241102-09:57:40 weakest_accuracies [0.9284, 0.9368]
20241102-09:57:40 dummy_rand tensor([0.3763])
20241102-09:57:40 dummy_rand tensor([0.9180])
20241102-09:57:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-09:57:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:00:12 train_loss 504 model 2 0.03492840576171875
20241102-10:00:12 train_loss 504 model 3 0.03577715301513672
20241102-10:00:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:00:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:00:14 test_loss 504 model 2 0.027177658081054688
20241102-10:00:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:00:14 test_loss 504 model 3 0.028671188354492186
20241102-10:00:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:00:17 test_accuracy 504 model 2 nb_correct 2350 / 2500 (94.00%)
20241102-10:00:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:00:17 test_accuracy 504 model 3 nb_correct 2361 / 2500 (94.44%)
20241102-10:00:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:00:27 wrote ae_*.pth
20241102-10:00:27 epoch_duration 2min46s next_finish 10:03:13
20241102-10:00:27 wrote state.pth
20241102-10:00:27 --- epoch 505 ----------------------------------------
20241102-10:00:27 current_test_accuracies 0.9636 0.9636 0.9400 0.9444 0.9580
20241102-10:00:27 nb_c_quizzes 25023
20241102-10:00:27 weakest_accuracies [0.94, 0.9444]
20241102-10:00:27 dummy_rand tensor([0.9278])
20241102-10:00:27 dummy_rand tensor([0.7762])
20241102-10:00:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:00:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:02:58 train_loss 505 model 2 0.03495861434936524
20241102-10:02:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:02:58 train_loss 505 model 3 0.03510304832458496
20241102-10:02:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:03:00 test_loss 505 model 2 0.027806854248046874
20241102-10:03:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:03:01 test_loss 505 model 3 0.026200923919677734
20241102-10:03:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:03:03 test_accuracy 505 model 2 nb_correct 2359 / 2500 (94.36%)
20241102-10:03:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:03:03 test_accuracy 505 model 3 nb_correct 2346 / 2500 (93.84%)
20241102-10:03:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:03:12 wrote ae_*.pth
20241102-10:03:12 epoch_duration 2min45s next_finish 10:05:58
20241102-10:03:13 wrote state.pth
20241102-10:03:13 --- epoch 506 ----------------------------------------
20241102-10:03:13 current_test_accuracies 0.9636 0.9636 0.9436 0.9384 0.9580
20241102-10:03:13 nb_c_quizzes 25023
20241102-10:03:13 weakest_accuracies [0.9384, 0.9436]
20241102-10:03:13 dummy_rand tensor([0.6225])
20241102-10:03:13 dummy_rand tensor([0.0775])
20241102-10:03:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:03:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:05:45 train_loss 506 model 3 0.03531523895263672
20241102-10:05:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:05:45 train_loss 506 model 2 0.03499542236328125
20241102-10:05:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:05:47 test_loss 506 model 3 0.024724655151367188
20241102-10:05:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:05:48 test_loss 506 model 2 0.026229934692382814
20241102-10:05:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:05:50 test_accuracy 506 model 3 nb_correct 2355 / 2500 (94.20%)
20241102-10:05:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:05:50 test_accuracy 506 model 2 nb_correct 2305 / 2500 (92.20%)
20241102-10:05:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:06:00 wrote ae_*.pth
20241102-10:06:00 epoch_duration 2min47s next_finish 10:08:47
20241102-10:06:00 wrote state.pth
20241102-10:06:00 --- epoch 507 ----------------------------------------
20241102-10:06:00 current_test_accuracies 0.9636 0.9636 0.9220 0.9420 0.9580
20241102-10:06:00 nb_c_quizzes 25023
20241102-10:06:00 weakest_accuracies [0.922, 0.942]
20241102-10:06:00 dummy_rand tensor([0.2596])
20241102-10:06:00 dummy_rand tensor([0.0253])
20241102-10:06:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:06:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:08:31 train_loss 507 model 2 0.03465850830078125
20241102-10:08:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:08:31 train_loss 507 model 3 0.03562676811218262
20241102-10:08:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:08:34 test_loss 507 model 2 0.029597702026367186
20241102-10:08:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:08:34 test_loss 507 model 3 0.025204544067382813
20241102-10:08:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:08:36 test_accuracy 507 model 2 nb_correct 2368 / 2500 (94.72%)
20241102-10:08:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:08:36 test_accuracy 507 model 3 nb_correct 2295 / 2500 (91.80%)
20241102-10:08:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:08:45 wrote ae_*.pth
20241102-10:08:45 epoch_duration 2min45s next_finish 10:11:31
20241102-10:08:45 wrote state.pth
20241102-10:08:45 --- epoch 508 ----------------------------------------
20241102-10:08:45 current_test_accuracies 0.9636 0.9636 0.9472 0.9180 0.9580
20241102-10:08:45 nb_c_quizzes 25023
20241102-10:08:45 weakest_accuracies [0.918, 0.9472]
20241102-10:08:45 dummy_rand tensor([0.5419])
20241102-10:08:45 dummy_rand tensor([0.3027])
20241102-10:08:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:08:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:11:17 train_loss 508 model 2 0.03508189010620117
20241102-10:11:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:11:17 train_loss 508 model 3 0.03506241989135742
20241102-10:11:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:11:20 test_loss 508 model 2 0.02591156005859375
20241102-10:11:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:11:20 test_loss 508 model 3 0.026177520751953124
20241102-10:11:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:11:22 test_accuracy 508 model 2 nb_correct 2291 / 2500 (91.64%)
20241102-10:11:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:11:22 test_accuracy 508 model 3 nb_correct 2368 / 2500 (94.72%)
20241102-10:11:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:11:32 wrote ae_*.pth
20241102-10:11:32 epoch_duration 2min46s next_finish 10:14:18
20241102-10:11:32 wrote state.pth
20241102-10:11:32 --- epoch 509 ----------------------------------------
20241102-10:11:32 current_test_accuracies 0.9636 0.9636 0.9164 0.9472 0.9580
20241102-10:11:32 nb_c_quizzes 25023
20241102-10:11:32 weakest_accuracies [0.9164, 0.9472]
20241102-10:11:32 dummy_rand tensor([0.1937])
20241102-10:11:32 dummy_rand tensor([0.1784])
20241102-10:11:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:11:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:14:03 train_loss 509 model 2 0.03543806076049805
20241102-10:14:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:14:04 train_loss 509 model 3 0.035843544006347657
20241102-10:14:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:14:06 test_loss 509 model 2 0.027844390869140624
20241102-10:14:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:14:06 test_loss 509 model 3 0.026801948547363282
20241102-10:14:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:14:08 test_accuracy 509 model 2 nb_correct 2397 / 2500 (95.88%)
20241102-10:14:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:14:08 test_accuracy 509 model 3 nb_correct 2336 / 2500 (93.44%)
20241102-10:14:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:14:18 wrote ae_*.pth
20241102-10:14:18 epoch_duration 2min46s next_finish 10:17:04
20241102-10:14:18 wrote state.pth
20241102-10:14:18 --- epoch 510 ----------------------------------------
20241102-10:14:18 current_test_accuracies 0.9636 0.9636 0.9588 0.9344 0.9580
20241102-10:14:18 nb_c_quizzes 25023
20241102-10:14:18 weakest_accuracies [0.9344, 0.958]
20241102-10:14:18 dummy_rand tensor([0.6074])
20241102-10:14:18 dummy_rand tensor([0.7597])
20241102-10:14:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:14:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:16:50 train_loss 510 model 3 0.03571592140197754
20241102-10:16:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:16:50 train_loss 510 model 4 0.036678688049316406
20241102-10:16:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:16:52 test_loss 510 model 3 0.026741485595703125
20241102-10:16:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:16:52 test_loss 510 model 4 0.030372734069824218
20241102-10:16:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:16:54 test_accuracy 510 model 3 nb_correct 2361 / 2500 (94.44%)
20241102-10:16:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:16:54 test_accuracy 510 model 4 nb_correct 2350 / 2500 (94.00%)
20241102-10:16:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:17:04 wrote ae_*.pth
20241102-10:17:04 epoch_duration 2min45s next_finish 10:19:49
20241102-10:17:04 wrote state.pth
20241102-10:17:04 --- epoch 511 ----------------------------------------
20241102-10:17:04 current_test_accuracies 0.9636 0.9636 0.9588 0.9444 0.9400
20241102-10:17:04 nb_c_quizzes 25023
20241102-10:17:04 weakest_accuracies [0.94, 0.9444]
20241102-10:17:04 dummy_rand tensor([0.7495])
20241102-10:17:04 dummy_rand tensor([0.2279])
20241102-10:17:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:17:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:19:35 train_loss 511 model 3 0.036327713012695315
20241102-10:19:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:19:35 train_loss 511 model 4 0.03730105209350586
20241102-10:19:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:19:38 test_loss 511 model 3 0.02741363525390625
20241102-10:19:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:19:38 test_loss 511 model 4 0.029106063842773436
20241102-10:19:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:19:40 test_accuracy 511 model 3 nb_correct 2342 / 2500 (93.68%)
20241102-10:19:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:19:40 test_accuracy 511 model 4 nb_correct 2327 / 2500 (93.08%)
20241102-10:19:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:19:50 wrote ae_*.pth
20241102-10:19:50 epoch_duration 2min46s next_finish 10:22:36
20241102-10:19:50 wrote state.pth
20241102-10:19:50 --- epoch 512 ----------------------------------------
20241102-10:19:50 current_test_accuracies 0.9636 0.9636 0.9588 0.9368 0.9308
20241102-10:19:50 nb_c_quizzes 25023
20241102-10:19:50 weakest_accuracies [0.9308, 0.9368]
20241102-10:19:50 dummy_rand tensor([0.0385])
20241102-10:19:50 dummy_rand tensor([0.2127])
20241102-10:19:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:19:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:22:21 train_loss 512 model 4 0.03661107635498047
20241102-10:22:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:22:22 train_loss 512 model 3 0.035435272216796876
20241102-10:22:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:22:24 test_loss 512 model 4 0.02957977294921875
20241102-10:22:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:22:24 test_loss 512 model 3 0.026265010833740235
20241102-10:22:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:22:26 test_accuracy 512 model 4 nb_correct 2338 / 2500 (93.52%)
20241102-10:22:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:22:26 test_accuracy 512 model 3 nb_correct 2333 / 2500 (93.32%)
20241102-10:22:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:22:36 wrote ae_*.pth
20241102-10:22:36 epoch_duration 2min45s next_finish 10:25:21
20241102-10:22:36 wrote state.pth
20241102-10:22:36 --- epoch 513 ----------------------------------------
20241102-10:22:36 current_test_accuracies 0.9636 0.9636 0.9588 0.9332 0.9352
20241102-10:22:36 nb_c_quizzes 25023
20241102-10:22:36 weakest_accuracies [0.9332, 0.9352]
20241102-10:22:36 dummy_rand tensor([0.0089])
20241102-10:22:36 dummy_rand tensor([0.5508])
20241102-10:22:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:22:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:25:07 train_loss 513 model 3 0.03570601272583008
20241102-10:25:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:25:07 train_loss 513 model 4 0.03683553123474121
20241102-10:25:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:25:10 test_loss 513 model 3 0.0272076416015625
20241102-10:25:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:25:10 test_loss 513 model 4 0.028713531494140625
20241102-10:25:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:25:12 test_accuracy 513 model 3 nb_correct 2342 / 2500 (93.68%)
20241102-10:25:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:25:12 test_accuracy 513 model 4 nb_correct 2298 / 2500 (91.92%)
20241102-10:25:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:25:22 wrote ae_*.pth
20241102-10:25:22 epoch_duration 2min45s next_finish 10:28:07
20241102-10:25:22 wrote state.pth
20241102-10:25:22 --- epoch 514 ----------------------------------------
20241102-10:25:22 current_test_accuracies 0.9636 0.9636 0.9588 0.9368 0.9192
20241102-10:25:22 nb_c_quizzes 25023
20241102-10:25:22 weakest_accuracies [0.9192, 0.9368]
20241102-10:25:22 dummy_rand tensor([0.7493])
20241102-10:25:22 dummy_rand tensor([0.6679])
20241102-10:25:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:25:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:27:53 train_loss 514 model 4 0.036787540435791015
20241102-10:27:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:27:53 train_loss 514 model 3 0.03584981155395508
20241102-10:27:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:27:56 test_loss 514 model 4 0.03132492065429687
20241102-10:27:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:27:56 test_loss 514 model 3 0.0272467041015625
20241102-10:27:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:27:58 test_accuracy 514 model 4 nb_correct 2355 / 2500 (94.20%)
20241102-10:27:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:27:58 test_accuracy 514 model 3 nb_correct 2386 / 2500 (95.44%)
20241102-10:27:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:28:07 wrote ae_*.pth
20241102-10:28:07 epoch_duration 2min45s next_finish 10:30:53
20241102-10:28:08 wrote state.pth
20241102-10:28:08 --- epoch 515 ----------------------------------------
20241102-10:28:08 current_test_accuracies 0.9636 0.9636 0.9588 0.9544 0.9420
20241102-10:28:08 nb_c_quizzes 25023
20241102-10:28:08 weakest_accuracies [0.942, 0.9544]
20241102-10:28:08 dummy_rand tensor([0.0648])
20241102-10:28:08 dummy_rand tensor([0.5199])
20241102-10:28:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:28:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:30:39 train_loss 515 model 4 0.036697967529296875
20241102-10:30:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:30:39 train_loss 515 model 3 0.03548649597167969
20241102-10:30:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:30:41 test_loss 515 model 4 0.024272956848144532
20241102-10:30:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:30:42 test_loss 515 model 3 0.027743682861328126
20241102-10:30:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:30:44 test_accuracy 515 model 4 nb_correct 2280 / 2500 (91.20%)
20241102-10:30:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:30:44 test_accuracy 515 model 3 nb_correct 2307 / 2500 (92.28%)
20241102-10:30:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:30:53 wrote ae_*.pth
20241102-10:30:53 epoch_duration 2min45s next_finish 10:33:39
20241102-10:30:53 wrote state.pth
20241102-10:30:53 --- epoch 516 ----------------------------------------
20241102-10:30:53 current_test_accuracies 0.9636 0.9636 0.9588 0.9228 0.9120
20241102-10:30:53 nb_c_quizzes 25023
20241102-10:30:53 weakest_accuracies [0.912, 0.9228]
20241102-10:30:53 dummy_rand tensor([0.7482])
20241102-10:30:53 dummy_rand tensor([0.1508])
20241102-10:30:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:30:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:33:25 train_loss 516 model 4 0.03684194946289063
20241102-10:33:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:33:25 train_loss 516 model 3 0.0354300651550293
20241102-10:33:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:33:27 test_loss 516 model 4 0.024396209716796874
20241102-10:33:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:33:27 test_loss 516 model 3 0.028512420654296874
20241102-10:33:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:33:29 test_accuracy 516 model 4 nb_correct 2255 / 2500 (90.20%)
20241102-10:33:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:33:30 test_accuracy 516 model 3 nb_correct 2354 / 2500 (94.16%)
20241102-10:33:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:33:39 wrote ae_*.pth
20241102-10:33:39 epoch_duration 2min45s next_finish 10:36:25
20241102-10:33:39 wrote state.pth
20241102-10:33:39 --- epoch 517 ----------------------------------------
20241102-10:33:39 current_test_accuracies 0.9636 0.9636 0.9588 0.9416 0.9020
20241102-10:33:39 nb_c_quizzes 25023
20241102-10:33:39 weakest_accuracies [0.902, 0.9416]
20241102-10:33:39 dummy_rand tensor([0.8687])
20241102-10:33:39 dummy_rand tensor([0.2660])
20241102-10:33:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:33:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:36:11 train_loss 517 model 3 0.03552927780151367
20241102-10:36:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:36:11 train_loss 517 model 4 0.03673714065551758
20241102-10:36:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:36:13 test_loss 517 model 3 0.02716583251953125
20241102-10:36:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:36:13 test_loss 517 model 4 0.02907245635986328
20241102-10:36:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:36:15 test_accuracy 517 model 3 nb_correct 2326 / 2500 (93.04%)
20241102-10:36:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:36:15 test_accuracy 517 model 4 nb_correct 2312 / 2500 (92.48%)
20241102-10:36:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:36:25 wrote ae_*.pth
20241102-10:36:25 epoch_duration 2min45s next_finish 10:39:11
20241102-10:36:25 wrote state.pth
20241102-10:36:25 --- epoch 518 ----------------------------------------
20241102-10:36:25 current_test_accuracies 0.9636 0.9636 0.9588 0.9304 0.9248
20241102-10:36:25 nb_c_quizzes 25023
20241102-10:36:25 weakest_accuracies [0.9248, 0.9304]
20241102-10:36:25 dummy_rand tensor([0.6341])
20241102-10:36:25 dummy_rand tensor([0.6162])
20241102-10:36:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:36:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:38:57 train_loss 518 model 4 0.035728235244750974
20241102-10:38:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:38:57 train_loss 518 model 3 0.0354820671081543
20241102-10:38:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:38:59 test_loss 518 model 4 0.028672637939453124
20241102-10:38:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:38:59 test_loss 518 model 3 0.025268478393554686
20241102-10:38:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:39:01 test_accuracy 518 model 4 nb_correct 2298 / 2500 (91.92%)
20241102-10:39:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:39:01 test_accuracy 518 model 3 nb_correct 2368 / 2500 (94.72%)
20241102-10:39:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:39:11 wrote ae_*.pth
20241102-10:39:11 epoch_duration 2min45s next_finish 10:41:56
20241102-10:39:11 wrote state.pth
20241102-10:39:11 --- epoch 519 ----------------------------------------
20241102-10:39:11 current_test_accuracies 0.9636 0.9636 0.9588 0.9472 0.9192
20241102-10:39:11 nb_c_quizzes 25023
20241102-10:39:11 weakest_accuracies [0.9192, 0.9472]
20241102-10:39:11 dummy_rand tensor([0.1642])
20241102-10:39:11 dummy_rand tensor([0.1060])
20241102-10:39:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:39:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:41:42 train_loss 519 model 4 0.036261886596679685
20241102-10:41:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:41:43 train_loss 519 model 3 0.035765670776367185
20241102-10:41:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:41:45 test_loss 519 model 4 0.0282275390625
20241102-10:41:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:41:45 test_loss 519 model 3 0.02519989013671875
20241102-10:41:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:41:47 test_accuracy 519 model 4 nb_correct 2331 / 2500 (93.24%)
20241102-10:41:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:41:47 test_accuracy 519 model 3 nb_correct 2304 / 2500 (92.16%)
20241102-10:41:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:41:57 wrote ae_*.pth
20241102-10:41:57 epoch_duration 2min46s next_finish 10:44:43
20241102-10:41:57 wrote state.pth
20241102-10:41:57 --- epoch 520 ----------------------------------------
20241102-10:41:57 current_test_accuracies 0.9636 0.9636 0.9588 0.9216 0.9324
20241102-10:41:57 nb_c_quizzes 25023
20241102-10:41:57 weakest_accuracies [0.9216, 0.9324]
20241102-10:41:57 dummy_rand tensor([0.4429])
20241102-10:41:57 dummy_rand tensor([0.3611])
20241102-10:41:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:41:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:44:29 train_loss 520 model 3 0.035382583618164064
20241102-10:44:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:44:29 train_loss 520 model 4 0.036657981872558594
20241102-10:44:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:44:31 test_loss 520 model 3 0.025851860046386718
20241102-10:44:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:44:32 test_loss 520 model 4 0.029173049926757812
20241102-10:44:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:44:34 test_accuracy 520 model 3 nb_correct 2368 / 2500 (94.72%)
20241102-10:44:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:44:34 test_accuracy 520 model 4 nb_correct 2362 / 2500 (94.48%)
20241102-10:44:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:44:44 wrote ae_*.pth
20241102-10:44:44 epoch_duration 2min46s next_finish 10:47:31
20241102-10:44:44 wrote state.pth
20241102-10:44:44 --- epoch 521 ----------------------------------------
20241102-10:44:44 current_test_accuracies 0.9636 0.9636 0.9588 0.9472 0.9448
20241102-10:44:44 nb_c_quizzes 25023
20241102-10:44:44 weakest_accuracies [0.9448, 0.9472]
20241102-10:44:44 dummy_rand tensor([0.1053])
20241102-10:44:44 dummy_rand tensor([0.2793])
20241102-10:44:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:44:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:47:15 train_loss 521 model 3 0.03480050802230835
20241102-10:47:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:47:15 train_loss 521 model 4 0.036552894592285154
20241102-10:47:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:47:18 test_loss 521 model 3 0.025188751220703125
20241102-10:47:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:47:18 test_loss 521 model 4 0.0287799072265625
20241102-10:47:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:47:20 test_accuracy 521 model 3 nb_correct 2331 / 2500 (93.24%)
20241102-10:47:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:47:20 test_accuracy 521 model 4 nb_correct 2314 / 2500 (92.56%)
20241102-10:47:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:47:30 wrote ae_*.pth
20241102-10:47:30 epoch_duration 2min46s next_finish 10:50:16
20241102-10:47:30 wrote state.pth
20241102-10:47:30 --- epoch 522 ----------------------------------------
20241102-10:47:30 current_test_accuracies 0.9636 0.9636 0.9588 0.9324 0.9256
20241102-10:47:30 nb_c_quizzes 25023
20241102-10:47:30 weakest_accuracies [0.9256, 0.9324]
20241102-10:47:30 dummy_rand tensor([0.4228])
20241102-10:47:30 dummy_rand tensor([0.4021])
20241102-10:47:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:47:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:50:01 train_loss 522 model 3 0.03567767333984375
20241102-10:50:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:50:01 train_loss 522 model 4 0.03649755096435547
20241102-10:50:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:50:04 test_loss 522 model 3 0.02462554931640625
20241102-10:50:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:50:04 test_loss 522 model 4 0.028379974365234376
20241102-10:50:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:50:06 test_accuracy 522 model 3 nb_correct 2389 / 2500 (95.56%)
20241102-10:50:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:50:06 test_accuracy 522 model 4 nb_correct 2325 / 2500 (93.00%)
20241102-10:50:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:50:15 wrote ae_*.pth
20241102-10:50:15 epoch_duration 2min45s next_finish 10:53:01
20241102-10:50:16 wrote state.pth
20241102-10:50:16 --- epoch 523 ----------------------------------------
20241102-10:50:16 current_test_accuracies 0.9636 0.9636 0.9588 0.9556 0.9300
20241102-10:50:16 nb_c_quizzes 25023
20241102-10:50:16 weakest_accuracies [0.93, 0.9556]
20241102-10:50:16 dummy_rand tensor([0.9758])
20241102-10:50:16 dummy_rand tensor([0.7160])
20241102-10:50:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:50:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:52:47 train_loss 523 model 3 0.03449640655517578
20241102-10:52:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:52:47 train_loss 523 model 4 0.0356920051574707
20241102-10:52:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:52:50 test_loss 523 model 3 0.029944915771484375
20241102-10:52:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:52:50 test_loss 523 model 4 0.026768150329589843
20241102-10:52:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:52:52 test_accuracy 523 model 3 nb_correct 2343 / 2500 (93.72%)
20241102-10:52:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:52:52 test_accuracy 523 model 4 nb_correct 2331 / 2500 (93.24%)
20241102-10:52:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:53:02 wrote ae_*.pth
20241102-10:53:02 epoch_duration 2min46s next_finish 10:55:48
20241102-10:53:02 wrote state.pth
20241102-10:53:02 --- epoch 524 ----------------------------------------
20241102-10:53:02 current_test_accuracies 0.9636 0.9636 0.9588 0.9372 0.9324
20241102-10:53:02 nb_c_quizzes 25023
20241102-10:53:02 weakest_accuracies [0.9324, 0.9372]
20241102-10:53:02 dummy_rand tensor([0.1883])
20241102-10:53:02 dummy_rand tensor([0.1772])
20241102-10:53:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:53:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:55:34 train_loss 524 model 3 0.03451739883422852
20241102-10:55:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:55:34 train_loss 524 model 4 0.036901935577392575
20241102-10:55:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:55:36 test_loss 524 model 3 0.028814163208007813
20241102-10:55:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:55:36 test_loss 524 model 4 0.02862945556640625
20241102-10:55:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:55:39 test_accuracy 524 model 3 nb_correct 2350 / 2500 (94.00%)
20241102-10:55:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:55:39 test_accuracy 524 model 4 nb_correct 2320 / 2500 (92.80%)
20241102-10:55:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:55:48 wrote ae_*.pth
20241102-10:55:48 epoch_duration 2min46s next_finish 10:58:35
20241102-10:55:48 wrote state.pth
20241102-10:55:48 --- epoch 525 ----------------------------------------
20241102-10:55:48 current_test_accuracies 0.9636 0.9636 0.9588 0.9400 0.9280
20241102-10:55:48 nb_c_quizzes 25023
20241102-10:55:48 weakest_accuracies [0.928, 0.94]
20241102-10:55:48 dummy_rand tensor([0.9091])
20241102-10:55:48 dummy_rand tensor([0.2814])
20241102-10:55:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:55:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:58:20 train_loss 525 model 4 0.036866622924804686
20241102-10:58:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:58:21 train_loss 525 model 3 0.03527463722229004
20241102-10:58:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:58:23 test_loss 525 model 4 0.03059295654296875
20241102-10:58:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:58:23 test_loss 525 model 3 0.025381011962890623
20241102-10:58:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-10:58:25 test_accuracy 525 model 4 nb_correct 2283 / 2500 (91.32%)
20241102-10:58:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:58:26 test_accuracy 525 model 3 nb_correct 2341 / 2500 (93.64%)
20241102-10:58:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-10:58:35 wrote ae_*.pth
20241102-10:58:35 epoch_duration 2min47s next_finish 11:01:23
20241102-10:58:35 wrote state.pth
20241102-10:58:35 --- epoch 526 ----------------------------------------
20241102-10:58:35 current_test_accuracies 0.9636 0.9636 0.9588 0.9364 0.9132
20241102-10:58:35 nb_c_quizzes 25023
20241102-10:58:35 weakest_accuracies [0.9132, 0.9364]
20241102-10:58:35 dummy_rand tensor([0.1904])
20241102-10:58:35 dummy_rand tensor([0.8397])
20241102-10:58:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-10:58:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:01:07 train_loss 526 model 4 0.035895822525024414
20241102-11:01:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:01:07 train_loss 526 model 3 0.03542887115478516
20241102-11:01:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:01:09 test_loss 526 model 4 0.02929027557373047
20241102-11:01:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:01:09 test_loss 526 model 3 0.03018585205078125
20241102-11:01:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:01:11 test_accuracy 526 model 4 nb_correct 2354 / 2500 (94.16%)
20241102-11:01:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:01:12 test_accuracy 526 model 3 nb_correct 2356 / 2500 (94.24%)
20241102-11:01:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:01:21 wrote ae_*.pth
20241102-11:01:21 epoch_duration 2min45s next_finish 11:04:07
20241102-11:01:21 wrote state.pth
20241102-11:01:21 --- epoch 527 ----------------------------------------
20241102-11:01:21 current_test_accuracies 0.9636 0.9636 0.9588 0.9424 0.9416
20241102-11:01:21 nb_c_quizzes 25023
20241102-11:01:21 weakest_accuracies [0.9416, 0.9424]
20241102-11:01:21 dummy_rand tensor([0.7532])
20241102-11:01:21 dummy_rand tensor([0.2057])
20241102-11:01:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:01:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:03:53 train_loss 527 model 3 0.03481053924560547
20241102-11:03:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:03:53 train_loss 527 model 4 0.03605198669433594
20241102-11:03:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:03:56 test_loss 527 model 3 0.02704843521118164
20241102-11:03:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:03:56 test_loss 527 model 4 0.026130828857421875
20241102-11:03:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:03:58 test_accuracy 527 model 3 nb_correct 2341 / 2500 (93.64%)
20241102-11:03:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:03:58 test_accuracy 527 model 4 nb_correct 2325 / 2500 (93.00%)
20241102-11:03:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:04:07 wrote ae_*.pth
20241102-11:04:07 epoch_duration 2min46s next_finish 11:06:54
20241102-11:04:08 wrote state.pth
20241102-11:04:08 --- epoch 528 ----------------------------------------
20241102-11:04:08 current_test_accuracies 0.9636 0.9636 0.9588 0.9364 0.9300
20241102-11:04:08 nb_c_quizzes 25023
20241102-11:04:08 weakest_accuracies [0.93, 0.9364]
20241102-11:04:08 dummy_rand tensor([0.9198])
20241102-11:04:08 dummy_rand tensor([0.7764])
20241102-11:04:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:04:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:06:39 train_loss 528 model 4 0.03619621276855469
20241102-11:06:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:06:39 train_loss 528 model 3 0.03544479751586914
20241102-11:06:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:06:41 test_loss 528 model 4 0.030284347534179686
20241102-11:06:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:06:41 test_loss 528 model 3 0.02366729736328125
20241102-11:06:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:06:44 test_accuracy 528 model 4 nb_correct 2329 / 2500 (93.16%)
20241102-11:06:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:06:44 test_accuracy 528 model 3 nb_correct 2341 / 2500 (93.64%)
20241102-11:06:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:06:53 wrote ae_*.pth
20241102-11:06:53 epoch_duration 2min45s next_finish 11:09:39
20241102-11:06:53 wrote state.pth
20241102-11:06:53 --- epoch 529 ----------------------------------------
20241102-11:06:53 current_test_accuracies 0.9636 0.9636 0.9588 0.9364 0.9316
20241102-11:06:53 nb_c_quizzes 25023
20241102-11:06:53 weakest_accuracies [0.9316, 0.9364]
20241102-11:06:53 dummy_rand tensor([0.3358])
20241102-11:06:53 dummy_rand tensor([0.8584])
20241102-11:06:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:06:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:09:25 train_loss 529 model 4 0.03668086051940918
20241102-11:09:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:09:25 train_loss 529 model 3 0.03520182800292969
20241102-11:09:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:09:27 test_loss 529 model 4 0.028480606079101564
20241102-11:09:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:09:27 test_loss 529 model 3 0.028691940307617188
20241102-11:09:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:09:29 test_accuracy 529 model 4 nb_correct 2300 / 2500 (92.00%)
20241102-11:09:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:09:30 test_accuracy 529 model 3 nb_correct 2377 / 2500 (95.08%)
20241102-11:09:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:09:39 wrote ae_*.pth
20241102-11:09:39 epoch_duration 2min46s next_finish 11:12:25
20241102-11:09:39 wrote state.pth
20241102-11:09:39 --- epoch 530 ----------------------------------------
20241102-11:09:39 current_test_accuracies 0.9636 0.9636 0.9588 0.9508 0.9200
20241102-11:09:39 nb_c_quizzes 25023
20241102-11:09:39 weakest_accuracies [0.92, 0.9508]
20241102-11:09:39 dummy_rand tensor([0.1220])
20241102-11:09:39 dummy_rand tensor([0.6422])
20241102-11:09:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:09:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:12:11 train_loss 530 model 3 0.03549134826660156
20241102-11:12:11 train_loss 530 model 4 0.03596252822875977
20241102-11:12:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:12:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:12:13 test_loss 530 model 3 0.0261822509765625
20241102-11:12:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:12:13 test_loss 530 model 4 0.027952728271484376
20241102-11:12:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:12:15 test_accuracy 530 model 3 nb_correct 2327 / 2500 (93.08%)
20241102-11:12:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:12:15 test_accuracy 530 model 4 nb_correct 2297 / 2500 (91.88%)
20241102-11:12:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:12:25 wrote ae_*.pth
20241102-11:12:25 epoch_duration 2min45s next_finish 11:15:11
20241102-11:12:25 wrote state.pth
20241102-11:12:25 --- epoch 531 ----------------------------------------
20241102-11:12:25 current_test_accuracies 0.9636 0.9636 0.9588 0.9308 0.9188
20241102-11:12:25 nb_c_quizzes 25023
20241102-11:12:25 weakest_accuracies [0.9188, 0.9308]
20241102-11:12:25 dummy_rand tensor([0.1642])
20241102-11:12:25 dummy_rand tensor([0.8363])
20241102-11:12:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:12:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:14:57 train_loss 531 model 4 0.036328357696533205
20241102-11:14:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:14:57 train_loss 531 model 3 0.03412597465515137
20241102-11:14:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:14:59 test_loss 531 model 4 0.0280120849609375
20241102-11:14:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:14:59 test_loss 531 model 3 0.02626434326171875
20241102-11:14:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:15:01 test_accuracy 531 model 4 nb_correct 2281 / 2500 (91.24%)
20241102-11:15:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:15:01 test_accuracy 531 model 3 nb_correct 2347 / 2500 (93.88%)
20241102-11:15:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:15:11 wrote ae_*.pth
20241102-11:15:11 epoch_duration 2min45s next_finish 11:17:56
20241102-11:15:11 wrote state.pth
20241102-11:15:11 --- epoch 532 ----------------------------------------
20241102-11:15:11 current_test_accuracies 0.9636 0.9636 0.9588 0.9388 0.9124
20241102-11:15:11 nb_c_quizzes 25023
20241102-11:15:11 weakest_accuracies [0.9124, 0.9388]
20241102-11:15:11 dummy_rand tensor([0.2220])
20241102-11:15:11 dummy_rand tensor([0.3064])
20241102-11:15:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:15:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:17:42 train_loss 532 model 4 0.03631832122802734
20241102-11:17:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:17:43 train_loss 532 model 3 0.0349869384765625
20241102-11:17:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:17:45 test_loss 532 model 4 0.028394927978515627
20241102-11:17:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:17:45 test_loss 532 model 3 0.029234237670898437
20241102-11:17:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:17:47 test_accuracy 532 model 4 nb_correct 2362 / 2500 (94.48%)
20241102-11:17:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:17:47 test_accuracy 532 model 3 nb_correct 2398 / 2500 (95.92%)
20241102-11:17:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:17:57 wrote ae_*.pth
20241102-11:17:57 epoch_duration 2min46s next_finish 11:20:43
20241102-11:17:57 wrote state.pth
20241102-11:17:57 --- epoch 533 ----------------------------------------
20241102-11:17:57 current_test_accuracies 0.9636 0.9636 0.9588 0.9592 0.9448
20241102-11:17:57 nb_c_quizzes 25023
20241102-11:17:57 weakest_accuracies [0.9448, 0.9588]
20241102-11:17:57 dummy_rand tensor([0.2436])
20241102-11:17:57 dummy_rand tensor([0.0559])
20241102-11:17:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:17:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:20:29 train_loss 533 model 4 0.03539927673339844
20241102-11:20:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:20:29 train_loss 533 model 2 0.035200428009033204
20241102-11:20:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:20:31 test_loss 533 model 4 0.028378944396972656
20241102-11:20:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:20:31 test_loss 533 model 2 0.026459197998046875
20241102-11:20:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:20:33 test_accuracy 533 model 4 nb_correct 2296 / 2500 (91.84%)
20241102-11:20:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:20:33 test_accuracy 533 model 2 nb_correct 2349 / 2500 (93.96%)
20241102-11:20:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:20:43 wrote ae_*.pth
20241102-11:20:43 epoch_duration 2min46s next_finish 11:23:29
20241102-11:20:43 wrote state.pth
20241102-11:20:43 --- epoch 534 ----------------------------------------
20241102-11:20:43 current_test_accuracies 0.9636 0.9636 0.9396 0.9592 0.9184
20241102-11:20:43 nb_c_quizzes 25023
20241102-11:20:43 weakest_accuracies [0.9184, 0.9396]
20241102-11:20:43 dummy_rand tensor([0.4614])
20241102-11:20:43 dummy_rand tensor([0.0125])
20241102-11:20:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:20:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:23:15 train_loss 534 model 4 0.03627508544921875
20241102-11:23:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:23:15 train_loss 534 model 2 0.03513285255432129
20241102-11:23:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:23:17 test_loss 534 model 4 0.030561676025390627
20241102-11:23:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:23:17 test_loss 534 model 2 0.029368896484375
20241102-11:23:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:23:19 test_accuracy 534 model 4 nb_correct 2324 / 2500 (92.96%)
20241102-11:23:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:23:20 test_accuracy 534 model 2 nb_correct 2255 / 2500 (90.20%)
20241102-11:23:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:23:29 wrote ae_*.pth
20241102-11:23:29 epoch_duration 2min46s next_finish 11:26:15
20241102-11:23:29 wrote state.pth
20241102-11:23:29 --- epoch 535 ----------------------------------------
20241102-11:23:29 current_test_accuracies 0.9636 0.9636 0.9020 0.9592 0.9296
20241102-11:23:29 nb_c_quizzes 25023
20241102-11:23:29 weakest_accuracies [0.902, 0.9296]
20241102-11:23:29 dummy_rand tensor([0.7109])
20241102-11:23:29 dummy_rand tensor([0.5743])
20241102-11:23:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:23:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:26:01 train_loss 535 model 2 0.03459665298461914
20241102-11:26:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:26:01 train_loss 535 model 4 0.03616060829162598
20241102-11:26:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:26:03 test_loss 535 model 2 0.026523332595825195
20241102-11:26:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:26:03 test_loss 535 model 4 0.027591476440429686
20241102-11:26:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:26:06 test_accuracy 535 model 2 nb_correct 2366 / 2500 (94.64%)
20241102-11:26:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:26:06 test_accuracy 535 model 4 nb_correct 2337 / 2500 (93.48%)
20241102-11:26:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:26:15 wrote ae_*.pth
20241102-11:26:15 epoch_duration 2min46s next_finish 11:29:01
20241102-11:26:15 wrote state.pth
20241102-11:26:15 --- epoch 536 ----------------------------------------
20241102-11:26:15 current_test_accuracies 0.9636 0.9636 0.9464 0.9592 0.9348
20241102-11:26:15 nb_c_quizzes 25023
20241102-11:26:15 weakest_accuracies [0.9348, 0.9464]
20241102-11:26:15 dummy_rand tensor([0.0675])
20241102-11:26:15 dummy_rand tensor([0.8711])
20241102-11:26:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:26:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:28:47 train_loss 536 model 4 0.0354923095703125
20241102-11:28:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:28:47 train_loss 536 model 2 0.03554030227661133
20241102-11:28:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:28:49 test_loss 536 model 4 0.0317010498046875
20241102-11:28:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:28:50 test_loss 536 model 2 0.0267279052734375
20241102-11:28:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:28:52 test_accuracy 536 model 4 nb_correct 2323 / 2500 (92.92%)
20241102-11:28:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:28:52 test_accuracy 536 model 2 nb_correct 2364 / 2500 (94.56%)
20241102-11:28:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:29:01 wrote ae_*.pth
20241102-11:29:01 epoch_duration 2min46s next_finish 11:31:47
20241102-11:29:02 wrote state.pth
20241102-11:29:02 --- epoch 537 ----------------------------------------
20241102-11:29:02 current_test_accuracies 0.9636 0.9636 0.9456 0.9592 0.9292
20241102-11:29:02 nb_c_quizzes 25023
20241102-11:29:02 weakest_accuracies [0.9292, 0.9456]
20241102-11:29:02 dummy_rand tensor([0.5284])
20241102-11:29:02 dummy_rand tensor([0.0770])
20241102-11:29:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:29:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:31:33 train_loss 537 model 4 0.036121662139892576
20241102-11:31:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:31:33 train_loss 537 model 2 0.034906444549560545
20241102-11:31:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:31:35 test_loss 537 model 4 0.02863201141357422
20241102-11:31:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:31:36 test_loss 537 model 2 0.028205718994140625
20241102-11:31:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:31:38 test_accuracy 537 model 4 nb_correct 2374 / 2500 (94.96%)
20241102-11:31:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:31:38 test_accuracy 537 model 2 nb_correct 2368 / 2500 (94.72%)
20241102-11:31:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:31:47 wrote ae_*.pth
20241102-11:31:47 epoch_duration 2min45s next_finish 11:34:33
20241102-11:31:47 wrote state.pth
20241102-11:31:47 --- epoch 538 ----------------------------------------
20241102-11:31:47 current_test_accuracies 0.9636 0.9636 0.9472 0.9592 0.9496
20241102-11:31:47 nb_c_quizzes 25023
20241102-11:31:47 weakest_accuracies [0.9472, 0.9496]
20241102-11:31:47 dummy_rand tensor([0.4582])
20241102-11:31:47 dummy_rand tensor([0.4860])
20241102-11:31:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:31:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:34:19 train_loss 538 model 4 0.03637148857116699
20241102-11:34:19 train_loss 538 model 2 0.0349179801940918
20241102-11:34:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:34:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:34:22 test_loss 538 model 4 0.029364471435546876
20241102-11:34:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:34:22 test_loss 538 model 2 0.0279486083984375
20241102-11:34:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:34:24 test_accuracy 538 model 4 nb_correct 2340 / 2500 (93.60%)
20241102-11:34:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:34:24 test_accuracy 538 model 2 nb_correct 2325 / 2500 (93.00%)
20241102-11:34:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:34:34 wrote ae_*.pth
20241102-11:34:34 epoch_duration 2min46s next_finish 11:37:20
20241102-11:34:34 wrote state.pth
20241102-11:34:34 --- epoch 539 ----------------------------------------
20241102-11:34:34 current_test_accuracies 0.9636 0.9636 0.9300 0.9592 0.9360
20241102-11:34:34 nb_c_quizzes 25023
20241102-11:34:34 weakest_accuracies [0.93, 0.936]
20241102-11:34:34 dummy_rand tensor([0.4203])
20241102-11:34:34 dummy_rand tensor([0.1363])
20241102-11:34:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:34:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:37:06 train_loss 539 model 2 0.03540144348144531
20241102-11:37:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:37:06 train_loss 539 model 4 0.03597736167907715
20241102-11:37:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:37:08 test_loss 539 model 2 0.02897876739501953
20241102-11:37:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:37:08 test_loss 539 model 4 0.027196044921875
20241102-11:37:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:37:10 test_accuracy 539 model 2 nb_correct 2332 / 2500 (93.28%)
20241102-11:37:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:37:10 test_accuracy 539 model 4 nb_correct 2350 / 2500 (94.00%)
20241102-11:37:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:37:20 wrote ae_*.pth
20241102-11:37:20 epoch_duration 2min46s next_finish 11:40:06
20241102-11:37:20 wrote state.pth
20241102-11:37:20 --- epoch 540 ----------------------------------------
20241102-11:37:20 current_test_accuracies 0.9636 0.9636 0.9328 0.9592 0.9400
20241102-11:37:20 nb_c_quizzes 25023
20241102-11:37:20 weakest_accuracies [0.9328, 0.94]
20241102-11:37:20 dummy_rand tensor([0.3845])
20241102-11:37:20 dummy_rand tensor([0.4345])
20241102-11:37:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:37:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:39:52 train_loss 540 model 2 0.034584850311279294
20241102-11:39:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:39:52 train_loss 540 model 4 0.03566242599487305
20241102-11:39:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:39:54 test_loss 540 model 2 0.02947662353515625
20241102-11:39:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:39:54 test_loss 540 model 4 0.03082000732421875
20241102-11:39:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:39:56 test_accuracy 540 model 2 nb_correct 2351 / 2500 (94.04%)
20241102-11:39:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:39:57 test_accuracy 540 model 4 nb_correct 2308 / 2500 (92.32%)
20241102-11:39:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:40:06 wrote ae_*.pth
20241102-11:40:06 epoch_duration 2min46s next_finish 11:42:52
20241102-11:40:06 wrote state.pth
20241102-11:40:06 --- epoch 541 ----------------------------------------
20241102-11:40:06 current_test_accuracies 0.9636 0.9636 0.9404 0.9592 0.9232
20241102-11:40:06 nb_c_quizzes 25023
20241102-11:40:06 weakest_accuracies [0.9232, 0.9404]
20241102-11:40:06 dummy_rand tensor([0.9408])
20241102-11:40:06 dummy_rand tensor([0.2793])
20241102-11:40:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:40:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:42:38 train_loss 541 model 4 0.03563715744018554
20241102-11:42:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:42:38 train_loss 541 model 2 0.03573391723632813
20241102-11:42:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:42:40 test_loss 541 model 4 0.028674354553222658
20241102-11:42:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:42:40 test_loss 541 model 2 0.02691925048828125
20241102-11:42:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:42:43 test_accuracy 541 model 4 nb_correct 2302 / 2500 (92.08%)
20241102-11:42:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:42:43 test_accuracy 541 model 2 nb_correct 2368 / 2500 (94.72%)
20241102-11:42:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:42:52 wrote ae_*.pth
20241102-11:42:52 epoch_duration 2min46s next_finish 11:45:38
20241102-11:42:52 wrote state.pth
20241102-11:42:52 --- epoch 542 ----------------------------------------
20241102-11:42:52 current_test_accuracies 0.9636 0.9636 0.9472 0.9592 0.9208
20241102-11:42:52 nb_c_quizzes 25023
20241102-11:42:52 weakest_accuracies [0.9208, 0.9472]
20241102-11:42:52 dummy_rand tensor([0.2405])
20241102-11:42:52 dummy_rand tensor([0.6979])
20241102-11:42:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:42:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:45:24 train_loss 542 model 4 0.035706382751464844
20241102-11:45:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:45:24 train_loss 542 model 2 0.03479600143432617
20241102-11:45:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:45:27 test_loss 542 model 4 0.0282421875
20241102-11:45:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:45:27 test_loss 542 model 2 0.026524429321289063
20241102-11:45:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:45:29 test_accuracy 542 model 4 nb_correct 2324 / 2500 (92.96%)
20241102-11:45:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:45:29 test_accuracy 542 model 2 nb_correct 2421 / 2500 (96.84%)
20241102-11:45:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:45:38 wrote ae_*.pth
20241102-11:45:38 epoch_duration 2min46s next_finish 11:48:24
20241102-11:45:38 wrote state.pth
20241102-11:45:38 --- epoch 543 ----------------------------------------
20241102-11:45:38 current_test_accuracies 0.9636 0.9636 0.9684 0.9592 0.9296
20241102-11:45:38 nb_c_quizzes 25023
20241102-11:45:38 weakest_accuracies [0.9296, 0.9592]
20241102-11:45:38 dummy_rand tensor([0.3924])
20241102-11:45:38 dummy_rand tensor([0.4637])
20241102-11:45:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:45:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:48:10 train_loss 543 model 4 0.03550197982788086
20241102-11:48:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:48:10 train_loss 543 model 3 0.035152835845947264
20241102-11:48:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:48:12 test_loss 543 model 4 0.02795326232910156
20241102-11:48:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:48:12 test_loss 543 model 3 0.02877899169921875
20241102-11:48:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:48:15 test_accuracy 543 model 4 nb_correct 2372 / 2500 (94.88%)
20241102-11:48:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:48:15 test_accuracy 543 model 3 nb_correct 2356 / 2500 (94.24%)
20241102-11:48:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:48:24 wrote ae_*.pth
20241102-11:48:24 epoch_duration 2min46s next_finish 11:51:11
20241102-11:48:25 wrote state.pth
20241102-11:48:25 --- epoch 544 ----------------------------------------
20241102-11:48:25 current_test_accuracies 0.9636 0.9636 0.9684 0.9424 0.9488
20241102-11:48:25 nb_c_quizzes 25023
20241102-11:48:25 weakest_accuracies [0.9424, 0.9488]
20241102-11:48:25 dummy_rand tensor([0.8942])
20241102-11:48:25 dummy_rand tensor([0.9095])
20241102-11:48:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:48:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:50:57 train_loss 544 model 3 0.035379898071289065
20241102-11:50:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:50:57 train_loss 544 model 4 0.03536310195922852
20241102-11:50:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:50:59 test_loss 544 model 3 0.02906036376953125
20241102-11:50:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:51:00 test_loss 544 model 4 0.025498199462890624
20241102-11:51:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:51:02 test_accuracy 544 model 3 nb_correct 2341 / 2500 (93.64%)
20241102-11:51:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:51:02 test_accuracy 544 model 4 nb_correct 2324 / 2500 (92.96%)
20241102-11:51:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:51:12 wrote ae_*.pth
20241102-11:51:12 epoch_duration 2min47s next_finish 11:53:59
20241102-11:51:12 wrote state.pth
20241102-11:51:12 --- epoch 545 ----------------------------------------
20241102-11:51:12 current_test_accuracies 0.9636 0.9636 0.9684 0.9364 0.9296
20241102-11:51:12 nb_c_quizzes 25023
20241102-11:51:12 weakest_accuracies [0.9296, 0.9364]
20241102-11:51:12 dummy_rand tensor([0.2042])
20241102-11:51:12 dummy_rand tensor([0.8504])
20241102-11:51:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:51:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:53:44 train_loss 545 model 4 0.035480384826660154
20241102-11:53:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:53:44 train_loss 545 model 3 0.03436737442016601
20241102-11:53:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:53:46 test_loss 545 model 4 0.027510833740234376
20241102-11:53:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:53:46 test_loss 545 model 3 0.02712017059326172
20241102-11:53:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:53:48 test_accuracy 545 model 4 nb_correct 2310 / 2500 (92.40%)
20241102-11:53:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:53:49 test_accuracy 545 model 3 nb_correct 2360 / 2500 (94.40%)
20241102-11:53:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:53:58 wrote ae_*.pth
20241102-11:53:58 epoch_duration 2min46s next_finish 11:56:45
20241102-11:53:58 wrote state.pth
20241102-11:53:58 --- epoch 546 ----------------------------------------
20241102-11:53:58 current_test_accuracies 0.9636 0.9636 0.9684 0.9440 0.9240
20241102-11:53:58 nb_c_quizzes 25023
20241102-11:53:58 weakest_accuracies [0.924, 0.944]
20241102-11:53:58 dummy_rand tensor([0.4387])
20241102-11:53:58 dummy_rand tensor([0.7049])
20241102-11:53:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:53:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:56:30 train_loss 546 model 4 0.035804168701171875
20241102-11:56:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:56:30 train_loss 546 model 3 0.03516326904296875
20241102-11:56:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:56:32 test_loss 546 model 4 0.0285455322265625
20241102-11:56:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:56:32 test_loss 546 model 3 0.023111343383789062
20241102-11:56:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:56:35 test_accuracy 546 model 4 nb_correct 2347 / 2500 (93.88%)
20241102-11:56:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:56:35 test_accuracy 546 model 3 nb_correct 2348 / 2500 (93.92%)
20241102-11:56:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:56:44 wrote ae_*.pth
20241102-11:56:44 epoch_duration 2min46s next_finish 11:59:30
20241102-11:56:44 wrote state.pth
20241102-11:56:44 --- epoch 547 ----------------------------------------
20241102-11:56:44 current_test_accuracies 0.9636 0.9636 0.9684 0.9392 0.9388
20241102-11:56:44 nb_c_quizzes 25023
20241102-11:56:44 weakest_accuracies [0.9388, 0.9392]
20241102-11:56:44 dummy_rand tensor([0.0834])
20241102-11:56:44 dummy_rand tensor([0.9666])
20241102-11:56:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:56:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:59:16 train_loss 547 model 4 0.03515978240966797
20241102-11:59:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:59:16 train_loss 547 model 3 0.03509547996520996
20241102-11:59:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:59:18 test_loss 547 model 4 0.02574737548828125
20241102-11:59:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:59:18 test_loss 547 model 3 0.027080345153808593
20241102-11:59:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-11:59:21 test_accuracy 547 model 4 nb_correct 2299 / 2500 (91.96%)
20241102-11:59:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:59:21 test_accuracy 547 model 3 nb_correct 2364 / 2500 (94.56%)
20241102-11:59:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-11:59:30 wrote ae_*.pth
20241102-11:59:30 epoch_duration 2min46s next_finish 12:02:16
20241102-11:59:30 wrote state.pth
20241102-11:59:30 --- epoch 548 ----------------------------------------
20241102-11:59:30 current_test_accuracies 0.9636 0.9636 0.9684 0.9456 0.9196
20241102-11:59:30 nb_c_quizzes 25023
20241102-11:59:30 weakest_accuracies [0.9196, 0.9456]
20241102-11:59:30 dummy_rand tensor([0.9934])
20241102-11:59:30 dummy_rand tensor([0.7330])
20241102-11:59:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-11:59:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:02:02 train_loss 548 model 4 0.03501192855834961
20241102-12:02:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:02:02 train_loss 548 model 3 0.0355758056640625
20241102-12:02:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:02:05 test_loss 548 model 4 0.030160675048828123
20241102-12:02:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:02:05 test_loss 548 model 3 0.0310626220703125
20241102-12:02:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:02:07 test_accuracy 548 model 4 nb_correct 2309 / 2500 (92.36%)
20241102-12:02:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:02:07 test_accuracy 548 model 3 nb_correct 2321 / 2500 (92.84%)
20241102-12:02:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:02:17 wrote ae_*.pth
20241102-12:02:17 epoch_duration 2min46s next_finish 12:05:03
20241102-12:02:17 wrote state.pth
20241102-12:02:17 --- epoch 549 ----------------------------------------
20241102-12:02:17 current_test_accuracies 0.9636 0.9636 0.9684 0.9284 0.9236
20241102-12:02:17 nb_c_quizzes 25023
20241102-12:02:17 weakest_accuracies [0.9236, 0.9284]
20241102-12:02:17 dummy_rand tensor([0.4529])
20241102-12:02:17 dummy_rand tensor([0.4382])
20241102-12:02:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:02:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:04:48 train_loss 549 model 4 0.036089820861816405
20241102-12:04:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:04:48 train_loss 549 model 3 0.03452252960205078
20241102-12:04:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:04:51 test_loss 549 model 4 0.0314044189453125
20241102-12:04:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:04:51 test_loss 549 model 3 0.027937469482421876
20241102-12:04:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:04:53 test_accuracy 549 model 4 nb_correct 2311 / 2500 (92.44%)
20241102-12:04:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:04:53 test_accuracy 549 model 3 nb_correct 2294 / 2500 (91.76%)
20241102-12:04:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:05:03 wrote ae_*.pth
20241102-12:05:03 epoch_duration 2min45s next_finish 12:07:49
20241102-12:05:03 wrote state.pth
20241102-12:05:03 --- epoch 550 ----------------------------------------
20241102-12:05:03 current_test_accuracies 0.9636 0.9636 0.9684 0.9176 0.9244
20241102-12:05:03 nb_c_quizzes 25023
20241102-12:05:03 weakest_accuracies [0.9176, 0.9244]
20241102-12:05:03 dummy_rand tensor([0.6095])
20241102-12:05:03 dummy_rand tensor([0.5723])
20241102-12:05:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:05:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:07:35 train_loss 550 model 4 0.03582659912109375
20241102-12:07:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:07:35 train_loss 550 model 3 0.035096321105957035
20241102-12:07:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:07:37 test_loss 550 model 4 0.029066619873046876
20241102-12:07:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:07:37 test_loss 550 model 3 0.02581390380859375
20241102-12:07:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:07:39 test_accuracy 550 model 4 nb_correct 2263 / 2500 (90.52%)
20241102-12:07:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:07:39 test_accuracy 550 model 3 nb_correct 2345 / 2500 (93.80%)
20241102-12:07:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:07:49 wrote ae_*.pth
20241102-12:07:49 epoch_duration 2min46s next_finish 12:10:35
20241102-12:07:49 wrote state.pth
20241102-12:07:49 --- epoch 551 ----------------------------------------
20241102-12:07:49 current_test_accuracies 0.9636 0.9636 0.9684 0.9380 0.9052
20241102-12:07:49 nb_c_quizzes 25023
20241102-12:07:49 weakest_accuracies [0.9052, 0.938]
20241102-12:07:49 dummy_rand tensor([0.0135])
20241102-12:07:49 dummy_rand tensor([0.0797])
20241102-12:07:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:07:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:10:21 train_loss 551 model 4 0.03547976303100586
20241102-12:10:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:10:21 train_loss 551 model 3 0.034896949768066406
20241102-12:10:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:10:23 test_loss 551 model 4 0.027028350830078124
20241102-12:10:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:10:23 test_loss 551 model 3 0.027057380676269532
20241102-12:10:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:10:25 test_accuracy 551 model 4 nb_correct 2321 / 2500 (92.84%)
20241102-12:10:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:10:26 test_accuracy 551 model 3 nb_correct 2352 / 2500 (94.08%)
20241102-12:10:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:10:35 wrote ae_*.pth
20241102-12:10:35 epoch_duration 2min46s next_finish 12:13:21
20241102-12:10:35 wrote state.pth
20241102-12:10:35 --- epoch 552 ----------------------------------------
20241102-12:10:35 current_test_accuracies 0.9636 0.9636 0.9684 0.9408 0.9284
20241102-12:10:35 nb_c_quizzes 25023
20241102-12:10:35 weakest_accuracies [0.9284, 0.9408]
20241102-12:10:35 dummy_rand tensor([0.7450])
20241102-12:10:35 dummy_rand tensor([0.9501])
20241102-12:10:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:10:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:13:07 train_loss 552 model 4 0.035101818084716796
20241102-12:13:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:13:07 train_loss 552 model 3 0.03432101058959961
20241102-12:13:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:13:10 test_loss 552 model 4 0.028624858856201172
20241102-12:13:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:13:10 test_loss 552 model 3 0.026806716918945313
20241102-12:13:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:13:12 test_accuracy 552 model 4 nb_correct 2320 / 2500 (92.80%)
20241102-12:13:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:13:12 test_accuracy 552 model 3 nb_correct 2309 / 2500 (92.36%)
20241102-12:13:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:13:21 wrote ae_*.pth
20241102-12:13:21 epoch_duration 2min46s next_finish 12:16:07
20241102-12:13:21 wrote state.pth
20241102-12:13:21 --- epoch 553 ----------------------------------------
20241102-12:13:21 current_test_accuracies 0.9636 0.9636 0.9684 0.9236 0.9280
20241102-12:13:21 nb_c_quizzes 25023
20241102-12:13:21 weakest_accuracies [0.9236, 0.928]
20241102-12:13:21 dummy_rand tensor([0.6779])
20241102-12:13:21 dummy_rand tensor([0.5386])
20241102-12:13:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:13:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:15:53 train_loss 553 model 3 0.034037643432617185
20241102-12:15:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:15:53 train_loss 553 model 4 0.03576966667175293
20241102-12:15:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:15:56 test_loss 553 model 3 0.027086181640625
20241102-12:15:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:15:56 test_loss 553 model 4 0.024898223876953125
20241102-12:15:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:15:58 test_accuracy 553 model 3 nb_correct 2400 / 2500 (96.00%)
20241102-12:15:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:15:58 test_accuracy 553 model 4 nb_correct 2271 / 2500 (90.84%)
20241102-12:15:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:16:08 wrote ae_*.pth
20241102-12:16:08 epoch_duration 2min46s next_finish 12:18:54
20241102-12:16:08 wrote state.pth
20241102-12:16:08 --- epoch 554 ----------------------------------------
20241102-12:16:08 current_test_accuracies 0.9636 0.9636 0.9684 0.9600 0.9084
20241102-12:16:08 nb_c_quizzes 25023
20241102-12:16:08 weakest_accuracies [0.9084, 0.96]
20241102-12:16:08 dummy_rand tensor([0.6161])
20241102-12:16:08 dummy_rand tensor([0.8780])
20241102-12:16:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:16:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:18:40 train_loss 554 model 4 0.035936634063720704
20241102-12:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:18:40 train_loss 554 model 3 0.03482204437255859
20241102-12:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:18:42 test_loss 554 model 4 0.023868598937988282
20241102-12:18:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:18:42 test_loss 554 model 3 0.029104385375976562
20241102-12:18:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:18:44 test_accuracy 554 model 4 nb_correct 2335 / 2500 (93.40%)
20241102-12:18:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:18:44 test_accuracy 554 model 3 nb_correct 2319 / 2500 (92.76%)
20241102-12:18:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:18:54 wrote ae_*.pth
20241102-12:18:54 epoch_duration 2min46s next_finish 12:21:41
20241102-12:18:54 wrote state.pth
20241102-12:18:54 --- epoch 555 ----------------------------------------
20241102-12:18:54 current_test_accuracies 0.9636 0.9636 0.9684 0.9276 0.9340
20241102-12:18:54 nb_c_quizzes 25023
20241102-12:18:54 weakest_accuracies [0.9276, 0.934]
20241102-12:18:54 dummy_rand tensor([0.2695])
20241102-12:18:54 dummy_rand tensor([0.0795])
20241102-12:18:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:18:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-12:21:26 train_loss 555 model 4 0.035264862060546874
20241102-12:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:21:26 train_loss 555 model 3 0.03530340576171875
20241102-12:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:21:28 test_loss 555 model 4 0.027645530700683593
20241102-12:21:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:21:29 test_loss 555 model 3 0.029237518310546873
20241102-12:21:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-12:21:31 test_accuracy 555 model 4 nb_correct 2386 / 2500 (95.44%)
20241102-12:21:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:21:31 test_accuracy 555 model 3 nb_correct 2401 / 2500 (96.04%)
20241102-12:21:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-12:21:40 wrote ae_*.pth
20241102-12:21:40 epoch_duration 2min46s next_finish 12:24:27
20241102-12:21:40 wrote state.pth
20241102-12:21:40 --- epoch 556 ----------------------------------------
20241102-12:21:40 current_test_accuracies 0.9636 0.9636 0.9684 0.9604 0.9544
20241102-12:21:40 dummy_rand tensor([0.0042])
20241102-12:21:40 dummy_rand tensor([0.0524])
20241102-12:21:49 nb_validated 9 model 3 (finishes Sat 13:02 -- 3663/h)
20241102-12:21:50 nb_validated 7 model 0 (finishes Sat 13:15 -- 2763/h)
20241102-12:22:07 nb_validated 21 model 3 (finishes Sat 13:14 -- 2827/h)
20241102-12:22:07 nb_validated 20 model 2 (finishes Sat 13:17 -- 2688/h)
20241102-12:22:25 nb_validated 36 model 4 (finishes Sat 13:13 -- 2911/h)
20241102-12:22:25 nb_validated 35 model 1 (finishes Sat 13:14 -- 2825/h)
20241102-12:22:43 nb_validated 48 model 4 (finishes Sat 13:15 -- 2775/h)
20241102-12:22:43 nb_validated 53 model 2 (finishes Sat 13:10 -- 3044/h)
20241102-12:23:01 nb_validated 58 model 2 (finishes Sat 13:19 -- 2608/h)
20241102-12:23:01 nb_validated 75 model 2 (finishes Sat 13:06 -- 3354/h)
20241102-12:23:18 nb_validated 77 model 4 (finishes Sat 13:14 -- 2829/h)
20241102-12:23:19 nb_validated 86 model 0 (finishes Sat 13:09 -- 3147/h)
20241102-12:23:36 nb_validated 91 model 2 (finishes Sat 13:14 -- 2826/h)
20241102-12:23:37 nb_validated 100 model 3 (finishes Sat 13:10 -- 3099/h)
20241102-12:23:54 nb_validated 109 model 3 (finishes Sat 13:12 -- 2933/h)
20241102-12:23:55 nb_validated 109 model 1 (finishes Sat 13:12 -- 2923/h)
20241102-12:24:12 nb_validated 122 model 3 (finishes Sat 13:13 -- 2894/h)
20241102-12:24:13 nb_validated 122 model 2 (finishes Sat 13:13 -- 2885/h)
20241102-12:24:30 nb_validated 137 model 4 (finishes Sat 13:13 -- 2906/h)
20241102-12:24:31 nb_validated 143 model 0 (finishes Sat 13:11 -- 3022/h)
20241102-12:24:48 nb_validated 158 model 0 (finishes Sat 13:11 -- 3031/h)
20241102-12:24:49 nb_validated 159 model 4 (finishes Sat 13:10 -- 3041/h)
20241102-12:25:06 nb_validated 169 model 4 (finishes Sat 13:12 -- 2959/h)
20241102-12:25:07 nb_validated 173 model 3 (finishes Sat 13:11 -- 3021/h)
20241102-12:25:24 nb_validated 178 model 3 (finishes Sat 13:13 -- 2869/h)
20241102-12:25:25 nb_validated 189 model 4 (finishes Sat 13:11 -- 3036/h)
20241102-12:25:42 nb_validated 195 model 2 (finishes Sat 13:13 -- 2909/h)
20241102-12:25:43 nb_validated 199 model 1 (finishes Sat 13:12 -- 2959/h)
20241102-12:26:00 nb_validated 218 model 3 (finishes Sat 13:11 -- 3028/h)
20241102-12:26:00 nb_validated 220 model 1 (finishes Sat 13:10 -- 3047/h)
20241102-12:26:18 nb_validated 229 model 0 (finishes Sat 13:12 -- 2974/h)
20241102-12:26:18 nb_validated 225 model 1 (finishes Sat 13:13 -- 2916/h)
20241102-12:26:36 nb_validated 248 model 0 (finishes Sat 13:11 -- 3024/h)
20241102-12:26:36 nb_validated 237 model 2 (finishes Sat 13:13 -- 2884/h)
20241102-12:26:54 nb_validated 263 model 0 (finishes Sat 13:11 -- 3022/h)
20241102-12:26:54 nb_validated 252 model 1 (finishes Sat 13:13 -- 2889/h)
20241102-12:27:12 nb_validated 279 model 3 (finishes Sat 13:11 -- 3030/h)
20241102-12:27:12 nb_validated 266 model 2 (finishes Sat 13:13 -- 2885/h)
20241102-12:27:30 nb_validated 287 model 0 (finishes Sat 13:12 -- 2954/h)
20241102-12:27:30 nb_validated 273 model 0 (finishes Sat 13:15 -- 2808/h)
20241102-12:27:48 nb_validated 300 model 2 (finishes Sat 13:12 -- 2939/h)
20241102-12:27:48 nb_validated 295 model 4 (finishes Sat 13:13 -- 2887/h)
20241102-12:28:06 nb_validated 319 model 4 (finishes Sat 13:12 -- 2979/h)
20241102-12:28:06 nb_validated 310 model 0 (finishes Sat 13:13 -- 2892/h)
20241102-12:28:24 nb_validated 334 model 1 (finishes Sat 13:11 -- 2981/h)
20241102-12:28:24 nb_validated 327 model 4 (finishes Sat 13:13 -- 2916/h)
20241102-12:28:42 nb_validated 348 model 1 (finishes Sat 13:12 -- 2973/h)
20241102-12:28:42 nb_validated 342 model 2 (finishes Sat 13:13 -- 2920/h)
20241102-12:29:00 nb_validated 362 model 3 (finishes Sat 13:12 -- 2967/h)
20241102-12:29:00 nb_validated 353 model 1 (finishes Sat 13:13 -- 2891/h)
20241102-12:29:17 nb_validated 372 model 1 (finishes Sat 13:12 -- 2930/h)
20241102-12:29:18 nb_validated 371 model 0 (finishes Sat 13:13 -- 2919/h)
20241102-12:29:36 nb_validated 389 model 0 (finishes Sat 13:12 -- 2947/h)
20241102-12:29:36 nb_validated 376 model 4 (finishes Sat 13:14 -- 2847/h)
20241102-12:29:54 nb_validated 400 model 2 (finishes Sat 13:13 -- 2920/h)
20241102-12:29:54 nb_validated 392 model 3 (finishes Sat 13:14 -- 2861/h)
20241102-12:30:11 nb_validated 411 model 1 (finishes Sat 13:13 -- 2896/h)
20241102-12:30:11 nb_validated 406 model 2 (finishes Sat 13:14 -- 2860/h)
20241102-12:30:29 nb_validated 417 model 2 (finishes Sat 13:14 -- 2840/h)
20241102-12:30:29 nb_validated 421 model 1 (finishes Sat 13:14 -- 2865/h)
20241102-12:30:47 nb_validated 432 model 3 (finishes Sat 13:14 -- 2846/h)
20241102-12:30:47 nb_validated 434 model 4 (finishes Sat 13:14 -- 2857/h)
20241102-12:31:05 nb_validated 456 model 3 (finishes Sat 13:13 -- 2908/h)
20241102-12:31:05 nb_validated 449 model 2 (finishes Sat 13:14 -- 2863/h)
20241102-12:31:23 nb_validated 466 model 0 (finishes Sat 13:13 -- 2880/h)
20241102-12:31:23 nb_validated 462 model 1 (finishes Sat 13:14 -- 2855/h)
20241102-12:31:41 nb_validated 477 model 2 (finishes Sat 13:14 -- 2861/h)
20241102-12:31:41 nb_validated 477 model 0 (finishes Sat 13:14 -- 2859/h)
20241102-12:31:58 nb_validated 489 model 3 (finishes Sat 13:14 -- 2849/h)
20241102-12:31:59 nb_validated 488 model 0 (finishes Sat 13:14 -- 2840/h)
20241102-12:32:16 nb_validated 507 model 4 (finishes Sat 13:13 -- 2873/h)
20241102-12:32:17 nb_validated 504 model 2 (finishes Sat 13:14 -- 2851/h)
20241102-12:32:34 nb_validated 521 model 0 (finishes Sat 13:13 -- 2870/h)
20241102-12:32:35 nb_validated 520 model 0 (finishes Sat 13:14 -- 2861/h)
20241102-12:32:52 nb_validated 532 model 4 (finishes Sat 13:14 -- 2853/h)
20241102-12:32:53 nb_validated 531 model 2 (finishes Sat 13:14 -- 2844/h)
20241102-12:33:10 nb_validated 549 model 1 (finishes Sat 13:13 -- 2867/h)
20241102-12:33:10 nb_validated 550 model 1 (finishes Sat 13:13 -- 2869/h)
20241102-12:33:27 nb_validated 566 model 3 (finishes Sat 13:13 -- 2882/h)
20241102-12:33:28 nb_validated 573 model 3 (finishes Sat 13:13 -- 2914/h)
20241102-12:33:45 nb_validated 581 model 3 (finishes Sat 13:13 -- 2885/h)
20241102-12:33:46 nb_validated 582 model 3 (finishes Sat 13:13 -- 2887/h)
20241102-12:34:03 nb_validated 595 model 4 (finishes Sat 13:13 -- 2884/h)
20241102-12:34:04 nb_validated 600 model 4 (finishes Sat 13:13 -- 2905/h)
20241102-12:34:21 nb_validated 614 model 0 (finishes Sat 13:13 -- 2906/h)
20241102-12:34:22 nb_validated 613 model 1 (finishes Sat 13:13 -- 2898/h)
20241102-12:34:39 nb_validated 621 model 2 (finishes Sat 13:13 -- 2871/h)
20241102-12:34:40 nb_validated 624 model 3 (finishes Sat 13:13 -- 2882/h)
20241102-12:34:57 nb_validated 640 model 2 (finishes Sat 13:13 -- 2891/h)
20241102-12:34:58 nb_validated 641 model 4 (finishes Sat 13:13 -- 2893/h)
20241102-12:35:15 nb_validated 658 model 2 (finishes Sat 13:13 -- 2907/h)
20241102-12:35:16 nb_validated 660 model 3 (finishes Sat 13:13 -- 2914/h)
20241102-12:35:33 nb_validated 667 model 2 (finishes Sat 13:13 -- 2883/h)
20241102-12:35:34 nb_validated 670 model 2 (finishes Sat 13:13 -- 2894/h)
20241102-12:35:51 nb_validated 684 model 3 (finishes Sat 13:13 -- 2895/h)
20241102-12:35:52 nb_validated 688 model 0 (finishes Sat 13:13 -- 2909/h)
20241102-12:36:09 nb_validated 700 model 2 (finishes Sat 13:13 -- 2900/h)
20241102-12:36:10 nb_validated 709 model 0 (finishes Sat 13:12 -- 2935/h)
20241102-12:36:27 nb_validated 712 model 1 (finishes Sat 13:13 -- 2890/h)
20241102-12:36:28 nb_validated 723 model 1 (finishes Sat 13:12 -- 2933/h)
20241102-12:36:45 nb_validated 726 model 3 (finishes Sat 13:13 -- 2889/h)
20241102-12:36:46 nb_validated 735 model 2 (finishes Sat 13:13 -- 2922/h)
20241102-12:37:03 nb_validated 737 model 2 (finishes Sat 13:13 -- 2876/h)
20241102-12:37:04 nb_validated 747 model 2 (finishes Sat 13:13 -- 2913/h)
20241102-12:37:21 nb_validated 757 model 0 (finishes Sat 13:13 -- 2897/h)
20241102-12:37:22 nb_validated 761 model 4 (finishes Sat 13:13 -- 2910/h)
20241102-12:37:39 nb_validated 769 model 0 (finishes Sat 13:13 -- 2887/h)
20241102-12:37:40 nb_validated 778 model 0 (finishes Sat 13:13 -- 2919/h)
20241102-12:37:57 nb_validated 776 model 2 (finishes Sat 13:14 -- 2860/h)
20241102-12:37:58 nb_validated 787 model 4 (finishes Sat 13:13 -- 2898/h)
20241102-12:38:15 nb_validated 787 model 4 (finishes Sat 13:14 -- 2848/h)
20241102-12:38:16 nb_validated 800 model 3 (finishes Sat 13:13 -- 2894/h)
20241102-12:38:33 nb_validated 802 model 2 (finishes Sat 13:14 -- 2851/h)
20241102-12:38:33 nb_validated 817 model 2 (finishes Sat 13:13 -- 2903/h)
20241102-12:38:51 nb_validated 820 model 2 (finishes Sat 13:14 -- 2864/h)
20241102-12:38:52 nb_validated 838 model 0 (finishes Sat 13:12 -- 2925/h)
20241102-12:39:09 nb_validated 834 model 3 (finishes Sat 13:14 -- 2863/h)
20241102-12:39:09 nb_validated 851 model 3 (finishes Sat 13:13 -- 2920/h)
20241102-12:39:27 nb_validated 853 model 3 (finishes Sat 13:13 -- 2879/h)
20241102-12:39:28 nb_validated 860 model 0 (finishes Sat 13:13 -- 2901/h)
20241102-12:39:45 nb_validated 865 model 4 (finishes Sat 13:13 -- 2872/h)
20241102-12:39:46 nb_validated 874 model 1 (finishes Sat 13:13 -- 2899/h)
20241102-12:40:03 nb_validated 880 model 3 (finishes Sat 13:13 -- 2874/h)
20241102-12:40:03 nb_validated 884 model 4 (finishes Sat 13:13 -- 2885/h)
20241102-12:40:20 nb_validated 892 model 2 (finishes Sat 13:13 -- 2867/h)
20241102-12:40:21 nb_validated 892 model 3 (finishes Sat 13:14 -- 2865/h)
20241102-12:40:38 nb_validated 903 model 4 (finishes Sat 13:14 -- 2857/h)
20241102-12:40:39 nb_validated 905 model 1 (finishes Sat 13:14 -- 2862/h)
20241102-12:40:56 nb_validated 918 model 0 (finishes Sat 13:14 -- 2859/h)
20241102-12:40:57 nb_validated 915 model 2 (finishes Sat 13:14 -- 2848/h)
20241102-12:41:14 nb_validated 932 model 3 (finishes Sat 13:14 -- 2859/h)
20241102-12:41:15 nb_validated 931 model 2 (finishes Sat 13:14 -- 2854/h)
20241102-12:41:32 nb_validated 938 model 1 (finishes Sat 13:14 -- 2834/h)
20241102-12:41:32 nb_validated 939 model 1 (finishes Sat 13:14 -- 2836/h)
20241102-12:41:50 nb_validated 959 model 2 (finishes Sat 13:14 -- 2855/h)
20241102-12:41:50 nb_validated 945 model 2 (finishes Sat 13:15 -- 2811/h)
20241102-12:42:08 nb_validated 968 model 0 (finishes Sat 13:14 -- 2839/h)
20241102-12:42:08 nb_validated 958 model 3 (finishes Sat 13:15 -- 2808/h)
20241102-12:42:26 nb_validated 981 model 4 (finishes Sat 13:14 -- 2835/h)
20241102-12:42:26 nb_validated 973 model 0 (finishes Sat 13:15 -- 2811/h)
20241102-12:42:44 nb_validated 993 model 0 (finishes Sat 13:14 -- 2829/h)
20241102-12:42:44 nb_validated 988 model 3 (finishes Sat 13:14 -- 2814/h)
20241102-12:43:02 nb_validated 1008 model 2 (finishes Sat 13:14 -- 2832/h)
20241102-12:43:02 nb_validated 999 model 2 (finishes Sat 13:15 -- 2805/h)
20241102-12:43:19 nb_validated 1021 model 4 (finishes Sat 13:14 -- 2829/h)
20241102-12:43:20 nb_validated 1006 model 3 (finishes Sat 13:15 -- 2786/h)
20241102-12:43:38 nb_validated 1036 model 0 (finishes Sat 13:14 -- 2831/h)
20241102-12:43:38 nb_validated 1016 model 3 (finishes Sat 13:15 -- 2776/h)
20241102-12:43:56 nb_validated 1055 model 3 (finishes Sat 13:14 -- 2844/h)
20241102-12:43:56 nb_validated 1035 model 0 (finishes Sat 13:15 -- 2790/h)
20241102-12:44:14 nb_validated 1072 model 0 (finishes Sat 13:14 -- 2852/h)
20241102-12:44:14 nb_validated 1052 model 0 (finishes Sat 13:15 -- 2798/h)
20241102-12:44:32 nb_validated 1085 model 1 (finishes Sat 13:14 -- 2848/h)
20241102-12:44:32 nb_validated 1065 model 1 (finishes Sat 13:15 -- 2795/h)
20241102-12:44:49 nb_validated 1099 model 3 (finishes Sat 13:14 -- 2848/h)
20241102-12:44:50 nb_validated 1077 model 1 (finishes Sat 13:15 -- 2790/h)
20241102-12:45:07 nb_validated 1109 model 1 (finishes Sat 13:14 -- 2837/h)
20241102-12:45:08 nb_validated 1092 model 0 (finishes Sat 13:15 -- 2793/h)
20241102-12:45:25 nb_validated 1125 model 2 (finishes Sat 13:14 -- 2842/h)
20241102-12:45:26 nb_validated 1110 model 0 (finishes Sat 13:15 -- 2803/h)
20241102-12:45:43 nb_validated 1143 model 3 (finishes Sat 13:14 -- 2852/h)
20241102-12:45:44 nb_validated 1123 model 3 (finishes Sat 13:15 -- 2800/h)
20241102-12:46:01 nb_validated 1159 model 2 (finishes Sat 13:14 -- 2856/h)
20241102-12:46:02 nb_validated 1136 model 3 (finishes Sat 13:15 -- 2798/h)
20241102-12:46:19 nb_validated 1170 model 2 (finishes Sat 13:14 -- 2848/h)
20241102-12:46:20 nb_validated 1154 model 0 (finishes Sat 13:15 -- 2808/h)
20241102-12:46:37 nb_validated 1186 model 0 (finishes Sat 13:14 -- 2853/h)
20241102-12:46:38 nb_validated 1170 model 4 (finishes Sat 13:15 -- 2812/h)
20241102-12:46:55 nb_validated 1199 model 1 (finishes Sat 13:14 -- 2850/h)
20241102-12:46:56 nb_validated 1189 model 3 (finishes Sat 13:14 -- 2824/h)
20241102-12:47:13 nb_validated 1212 model 0 (finishes Sat 13:14 -- 2847/h)
20241102-12:47:14 nb_validated 1198 model 1 (finishes Sat 13:15 -- 2812/h)
20241102-12:47:31 nb_validated 1220 model 1 (finishes Sat 13:14 -- 2833/h)
20241102-12:47:32 nb_validated 1212 model 4 (finishes Sat 13:15 -- 2812/h)
20241102-12:47:48 nb_validated 1229 model 1 (finishes Sat 13:14 -- 2821/h)
20241102-12:47:49 nb_validated 1227 model 3 (finishes Sat 13:14 -- 2815/h)
20241102-12:48:07 nb_validated 1244 model 0 (finishes Sat 13:14 -- 2823/h)
20241102-12:48:07 nb_validated 1234 model 1 (finishes Sat 13:15 -- 2799/h)
20241102-12:48:25 nb_validated 1261 model 3 (finishes Sat 13:14 -- 2830/h)
20241102-12:48:25 nb_validated 1240 model 3 (finishes Sat 13:15 -- 2782/h)
20241102-12:48:42 nb_validated 1278 model 2 (finishes Sat 13:14 -- 2836/h)
20241102-12:48:43 nb_validated 1260 model 2 (finishes Sat 13:15 -- 2795/h)
20241102-12:49:01 nb_validated 1290 model 0 (finishes Sat 13:14 -- 2831/h)
20241102-12:49:01 nb_validated 1272 model 4 (finishes Sat 13:15 -- 2791/h)
20241102-12:49:19 nb_validated 1307 model 2 (finishes Sat 13:14 -- 2837/h)
20241102-12:49:19 nb_validated 1290 model 0 (finishes Sat 13:15 -- 2799/h)
20241102-12:49:37 nb_validated 1322 model 3 (finishes Sat 13:14 -- 2839/h)
20241102-12:49:37 nb_validated 1308 model 0 (finishes Sat 13:15 -- 2808/h)
20241102-12:49:55 nb_validated 1339 model 3 (finishes Sat 13:14 -- 2845/h)
20241102-12:49:55 nb_validated 1327 model 3 (finishes Sat 13:14 -- 2818/h)
20241102-12:50:12 nb_validated 1356 model 2 (finishes Sat 13:14 -- 2851/h)
20241102-12:50:13 nb_validated 1349 model 1 (finishes Sat 13:14 -- 2835/h)
20241102-12:50:30 nb_validated 1374 model 3 (finishes Sat 13:14 -- 2859/h)
20241102-12:50:31 nb_validated 1372 model 2 (finishes Sat 13:14 -- 2853/h)
20241102-12:50:48 nb_validated 1381 model 4 (finishes Sat 13:14 -- 2844/h)
20241102-12:50:49 nb_validated 1388 model 3 (finishes Sat 13:14 -- 2857/h)
20241102-12:51:06 nb_validated 1402 model 3 (finishes Sat 13:14 -- 2858/h)
20241102-12:51:07 nb_validated 1406 model 2 (finishes Sat 13:14 -- 2865/h)
20241102-12:51:24 nb_validated 1416 model 2 (finishes Sat 13:14 -- 2858/h)
20241102-12:51:25 nb_validated 1416 model 2 (finishes Sat 13:14 -- 2856/h)
20241102-12:51:42 nb_validated 1435 model 0 (finishes Sat 13:13 -- 2867/h)
20241102-12:51:43 nb_validated 1427 model 4 (finishes Sat 13:14 -- 2850/h)
20241102-12:52:00 nb_validated 1447 model 2 (finishes Sat 13:14 -- 2863/h)
20241102-12:52:00 nb_validated 1446 model 2 (finishes Sat 13:14 -- 2860/h)
20241102-12:52:18 nb_validated 1462 model 3 (finishes Sat 13:14 -- 2864/h)
20241102-12:52:18 nb_validated 1459 model 0 (finishes Sat 13:14 -- 2857/h)
20241102-12:52:35 nb_validated 1474 model 4 (finishes Sat 13:14 -- 2860/h)
20241102-12:52:36 nb_validated 1470 model 1 (finishes Sat 13:14 -- 2851/h)
20241102-12:52:53 nb_validated 1480 model 2 (finishes Sat 13:14 -- 2844/h)
20241102-12:52:54 nb_validated 1483 model 1 (finishes Sat 13:14 -- 2849/h)
20241102-12:53:11 nb_validated 1491 model 1 (finishes Sat 13:14 -- 2838/h)
20241102-12:53:12 nb_validated 1498 model 3 (finishes Sat 13:14 -- 2851/h)
20241102-12:53:29 nb_validated 1504 model 4 (finishes Sat 13:14 -- 2836/h)
20241102-12:53:30 nb_validated 1519 model 0 (finishes Sat 13:14 -- 2863/h)
20241102-12:53:47 nb_validated 1513 model 1 (finishes Sat 13:14 -- 2827/h)
20241102-12:53:48 nb_validated 1535 model 3 (finishes Sat 13:13 -- 2867/h)
20241102-12:54:05 nb_validated 1524 model 2 (finishes Sat 13:14 -- 2821/h)
20241102-12:54:05 nb_validated 1548 model 3 (finishes Sat 13:14 -- 2865/h)
20241102-12:54:23 nb_validated 1545 model 2 (finishes Sat 13:14 -- 2833/h)
20241102-12:54:23 nb_validated 1564 model 1 (finishes Sat 13:13 -- 2868/h)
20241102-12:54:41 nb_validated 1567 model 3 (finishes Sat 13:14 -- 2848/h)
20241102-12:54:41 nb_validated 1582 model 1 (finishes Sat 13:13 -- 2875/h)
20241102-12:54:59 nb_validated 1580 model 2 (finishes Sat 13:14 -- 2846/h)
20241102-12:54:59 nb_validated 1597 model 0 (finishes Sat 13:13 -- 2876/h)
20241102-12:55:17 nb_validated 1596 model 4 (finishes Sat 13:14 -- 2849/h)
20241102-12:55:17 nb_validated 1606 model 0 (finishes Sat 13:14 -- 2866/h)
20241102-12:55:35 nb_validated 1607 model 1 (finishes Sat 13:14 -- 2843/h)
20241102-12:55:35 nb_validated 1619 model 3 (finishes Sat 13:14 -- 2864/h)
20241102-12:55:53 nb_validated 1622 model 2 (finishes Sat 13:14 -- 2844/h)
20241102-12:55:53 nb_validated 1629 model 4 (finishes Sat 13:14 -- 2856/h)
20241102-12:56:11 nb_validated 1639 model 0 (finishes Sat 13:14 -- 2849/h)
20241102-12:56:11 nb_validated 1637 model 3 (finishes Sat 13:14 -- 2846/h)
20241102-12:56:29 nb_validated 1651 model 1 (finishes Sat 13:14 -- 2846/h)
20241102-12:56:29 nb_validated 1658 model 0 (finishes Sat 13:14 -- 2857/h)
20241102-12:56:47 nb_validated 1666 model 3 (finishes Sat 13:14 -- 2847/h)
20241102-12:56:47 nb_validated 1676 model 4 (finishes Sat 13:14 -- 2863/h)
20241102-12:57:05 nb_validated 1682 model 0 (finishes Sat 13:14 -- 2850/h)
20241102-12:57:05 nb_validated 1686 model 1 (finishes Sat 13:14 -- 2856/h)
20241102-12:57:22 nb_validated 1694 model 4 (finishes Sat 13:14 -- 2847/h)
20241102-12:57:23 nb_validated 1700 model 1 (finishes Sat 13:14 -- 2856/h)
20241102-12:57:40 nb_validated 1709 model 3 (finishes Sat 13:14 -- 2849/h)
20241102-12:57:41 nb_validated 1713 model 3 (finishes Sat 13:14 -- 2854/h)
20241102-12:57:58 nb_validated 1722 model 2 (finishes Sat 13:14 -- 2847/h)
20241102-12:57:59 nb_validated 1736 model 2 (finishes Sat 13:13 -- 2868/h)
20241102-12:58:16 nb_validated 1733 model 3 (finishes Sat 13:14 -- 2842/h)
20241102-12:58:17 nb_validated 1755 model 4 (finishes Sat 13:13 -- 2876/h)
20241102-12:58:34 nb_validated 1744 model 0 (finishes Sat 13:14 -- 2836/h)
20241102-12:58:35 nb_validated 1769 model 0 (finishes Sat 13:13 -- 2875/h)
20241102-12:58:52 nb_validated 1758 model 1 (finishes Sat 13:14 -- 2836/h)
20241102-12:58:53 nb_validated 1785 model 3 (finishes Sat 13:13 -- 2878/h)
20241102-12:59:09 nb_validated 1771 model 1 (finishes Sat 13:14 -- 2834/h)
20241102-12:59:10 nb_validated 1797 model 4 (finishes Sat 13:13 -- 2875/h)
20241102-12:59:27 nb_validated 1780 model 0 (finishes Sat 13:14 -- 2826/h)
20241102-12:59:28 nb_validated 1813 model 3 (finishes Sat 13:13 -- 2877/h)
20241102-12:59:45 nb_validated 1795 model 2 (finishes Sat 13:14 -- 2828/h)
20241102-12:59:46 nb_validated 1822 model 2 (finishes Sat 13:13 -- 2869/h)
20241102-13:00:03 nb_validated 1814 model 3 (finishes Sat 13:14 -- 2835/h)
20241102-13:00:04 nb_validated 1831 model 1 (finishes Sat 13:14 -- 2861/h)
20241102-13:00:21 nb_validated 1831 model 0 (finishes Sat 13:14 -- 2839/h)
20241102-13:00:22 nb_validated 1841 model 1 (finishes Sat 13:14 -- 2854/h)
20241102-13:00:39 nb_validated 1849 model 4 (finishes Sat 13:14 -- 2845/h)
20241102-13:00:40 nb_validated 1855 model 2 (finishes Sat 13:14 -- 2854/h)
20241102-13:00:57 nb_validated 1855 model 1 (finishes Sat 13:14 -- 2833/h)
20241102-13:00:58 nb_validated 1864 model 1 (finishes Sat 13:14 -- 2846/h)
20241102-13:01:15 nb_validated 1868 model 0 (finishes Sat 13:14 -- 2831/h)
20241102-13:01:16 nb_validated 1879 model 0 (finishes Sat 13:14 -- 2847/h)
20241102-13:01:33 nb_validated 1885 model 4 (finishes Sat 13:14 -- 2836/h)
20241102-13:01:34 nb_validated 1895 model 3 (finishes Sat 13:14 -- 2850/h)
20241102-13:01:51 nb_validated 1908 model 4 (finishes Sat 13:14 -- 2849/h)
20241102-13:01:52 nb_validated 1910 model 0 (finishes Sat 13:14 -- 2851/h)
20241102-13:02:09 nb_validated 1917 model 3 (finishes Sat 13:14 -- 2841/h)
20241102-13:02:10 nb_validated 1924 model 0 (finishes Sat 13:14 -- 2850/h)
20241102-13:02:27 nb_validated 1930 model 1 (finishes Sat 13:14 -- 2839/h)
20241102-13:02:28 nb_validated 1934 model 1 (finishes Sat 13:14 -- 2844/h)
20241102-13:02:45 nb_validated 1941 model 2 (finishes Sat 13:14 -- 2835/h)
20241102-13:02:46 nb_validated 1943 model 2 (finishes Sat 13:14 -- 2837/h)
20241102-13:03:03 nb_validated 1962 model 2 (finishes Sat 13:14 -- 2845/h)
20241102-13:03:04 nb_validated 1960 model 2 (finishes Sat 13:14 -- 2841/h)
20241102-13:03:21 nb_validated 1978 model 0 (finishes Sat 13:14 -- 2847/h)
20241102-13:03:22 nb_validated 1970 model 2 (finishes Sat 13:14 -- 2835/h)
20241102-13:03:39 nb_validated 1997 model 0 (finishes Sat 13:14 -- 2854/h)
20241102-13:03:40 nb_validated 1987 model 3 (finishes Sat 13:14 -- 2839/h)
20241102-13:03:57 nb_validated 2012 model 3 (finishes Sat 13:14 -- 2855/h)
20241102-13:03:58 nb_validated 2008 model 4 (finishes Sat 13:14 -- 2849/h)
20241102-13:04:15 nb_validated 2020 model 1 (finishes Sat 13:14 -- 2847/h)
20241102-13:04:15 nb_validated 2018 model 1 (finishes Sat 13:14 -- 2843/h)
20241102-13:04:32 nb_validated 2035 model 1 (finishes Sat 13:14 -- 2848/h)
20241102-13:04:33 nb_validated 2028 model 4 (finishes Sat 13:14 -- 2837/h)
20241102-13:04:51 nb_validated 2042 model 0 (finishes Sat 13:14 -- 2838/h)
20241102-13:04:51 nb_validated 2039 model 1 (finishes Sat 13:14 -- 2833/h)
20241102-13:05:08 nb_validated 2048 model 1 (finishes Sat 13:14 -- 2827/h)
20241102-13:05:09 nb_validated 2055 model 0 (finishes Sat 13:14 -- 2835/h)
20241102-13:05:26 nb_validated 2059 model 2 (finishes Sat 13:14 -- 2822/h)
20241102-13:05:27 nb_validated 2075 model 3 (finishes Sat 13:14 -- 2843/h)
20241102-13:05:44 nb_validated 2074 model 4 (finishes Sat 13:14 -- 2824/h)
20241102-13:05:45 nb_validated 2095 model 1 (finishes Sat 13:14 -- 2851/h)
20241102-13:06:02 nb_validated 2087 model 4 (finishes Sat 13:14 -- 2822/h)
20241102-13:06:03 nb_validated 2107 model 2 (finishes Sat 13:14 -- 2848/h)
20241102-13:06:20 nb_validated 2099 model 2 (finishes Sat 13:14 -- 2820/h)
20241102-13:06:21 nb_validated 2117 model 1 (finishes Sat 13:14 -- 2843/h)
20241102-13:06:38 nb_validated 2113 model 2 (finishes Sat 13:14 -- 2819/h)
20241102-13:06:39 nb_validated 2135 model 0 (finishes Sat 13:14 -- 2848/h)
20241102-13:06:56 nb_validated 2125 model 3 (finishes Sat 13:14 -- 2817/h)
20241102-13:06:57 nb_validated 2152 model 4 (finishes Sat 13:14 -- 2851/h)
20241102-13:07:14 nb_validated 2148 model 3 (finishes Sat 13:14 -- 2829/h)
20241102-13:07:15 nb_validated 2168 model 1 (finishes Sat 13:14 -- 2854/h)
20241102-13:07:32 nb_validated 2159 model 1 (finishes Sat 13:14 -- 2825/h)
20241102-13:07:32 nb_validated 2180 model 3 (finishes Sat 13:14 -- 2851/h)
20241102-13:07:50 nb_validated 2176 model 1 (finishes Sat 13:14 -- 2828/h)
20241102-13:07:50 nb_validated 2196 model 1 (finishes Sat 13:14 -- 2854/h)
20241102-13:08:08 nb_validated 2183 model 4 (finishes Sat 13:14 -- 2819/h)
20241102-13:08:08 nb_validated 2211 model 3 (finishes Sat 13:14 -- 2855/h)
20241102-13:08:25 nb_validated 2196 model 3 (finishes Sat 13:14 -- 2818/h)
20241102-13:08:26 nb_validated 2221 model 4 (finishes Sat 13:14 -- 2849/h)
20241102-13:08:44 nb_validated 2215 model 0 (finishes Sat 13:14 -- 2824/h)
20241102-13:08:44 nb_validated 2238 model 4 (finishes Sat 13:14 -- 2853/h)
20241102-13:09:02 nb_validated 2224 model 4 (finishes Sat 13:14 -- 2818/h)
20241102-13:09:02 nb_validated 2253 model 4 (finishes Sat 13:14 -- 2854/h)
20241102-13:09:19 nb_validated 2243 model 3 (finishes Sat 13:14 -- 2824/h)
20241102-13:09:20 nb_validated 2273 model 4 (finishes Sat 13:14 -- 2861/h)
20241102-13:09:37 nb_validated 2259 model 4 (finishes Sat 13:14 -- 2827/h)
20241102-13:09:38 nb_validated 2294 model 0 (finishes Sat 13:13 -- 2869/h)
20241102-13:09:55 nb_validated 2268 model 4 (finishes Sat 13:14 -- 2820/h)
20241102-13:09:56 nb_validated 2303 model 2 (finishes Sat 13:14 -- 2863/h)
20241102-13:10:13 nb_validated 2279 model 3 (finishes Sat 13:14 -- 2816/h)
20241102-13:10:14 nb_validated 2317 model 0 (finishes Sat 13:14 -- 2863/h)
20241102-13:10:31 nb_validated 2289 model 1 (finishes Sat 13:15 -- 2811/h)
20241102-13:10:32 nb_validated 2327 model 2 (finishes Sat 13:14 -- 2857/h)
20241102-13:10:49 nb_validated 2301 model 2 (finishes Sat 13:15 -- 2809/h)
20241102-13:10:50 nb_validated 2343 model 2 (finishes Sat 13:14 -- 2860/h)
20241102-13:11:07 nb_validated 2311 model 2 (finishes Sat 13:15 -- 2804/h)
20241102-13:11:07 nb_validated 2360 model 4 (finishes Sat 13:14 -- 2863/h)
20241102-13:11:25 nb_validated 2376 model 3 (finishes Sat 13:14 -- 2866/h)
20241102-13:11:25 nb_validated 2323 model 2 (finishes Sat 13:15 -- 2802/h)
20241102-13:11:43 nb_validated 2395 model 2 (finishes Sat 13:13 -- 2871/h)
20241102-13:11:43 nb_validated 2344 model 2 (finishes Sat 13:15 -- 2810/h)
20241102-13:12:00 nb_validated 2412 model 4 (finishes Sat 13:13 -- 2875/h)
20241102-13:12:01 nb_validated 2356 model 0 (finishes Sat 13:15 -- 2808/h)
20241102-13:12:18 nb_validated 2432 model 3 (finishes Sat 13:13 -- 2882/h)
20241102-13:12:19 nb_validated 2371 model 1 (finishes Sat 13:15 -- 2809/h)
20241102-13:12:36 nb_validated 2443 model 3 (finishes Sat 13:13 -- 2878/h)
20241102-13:12:36 nb_validated 2382 model 1 (finishes Sat 13:15 -- 2806/h)
20241102-13:12:54 nb_validated 2461 model 4 (finishes Sat 13:13 -- 2882/h)
20241102-13:12:54 nb_validated 2400 model 4 (finishes Sat 13:15 -- 2810/h)
20241102-13:13:12 nb_validated 2477 model 2 (finishes Sat 13:13 -- 2884/h)
20241102-13:13:12 nb_validated 2415 model 4 (finishes Sat 13:15 -- 2811/h)
20241102-13:13:30 nb_validated 2495 model 4 (finishes Sat 13:13 -- 2888/h)
20241102-13:13:30 nb_validated 2428 model 3 (finishes Sat 13:15 -- 2810/h)
20241102-13:13:38 generate_c_quizz_speed 2889/h
20241102-13:13:48 nb_validated 2438 model 1 (finishes Sat 13:15 -- 2806/h)
20241102-13:14:05 nb_validated 2446 model 2 (finishes Sat 13:15 -- 2799/h)
20241102-13:14:23 nb_validated 2465 model 2 (finishes Sat 13:15 -- 2806/h)
20241102-13:14:40 nb_validated 2478 model 0 (finishes Sat 13:15 -- 2805/h)
20241102-13:14:58 nb_validated 2486 model 1 (finishes Sat 13:15 -- 2799/h)
20241102-13:15:15 nb_validated 2507 model 0 (finishes now! -- 2807/h)
20241102-13:15:15 generate_c_quizz_speed 2807/h
20241102-13:15:24 wrote culture_c_quiz_0556.png
20241102-13:15:24 generated_c_quizzes torch.Size([5010, 400])
20241102-13:24:33 nb_c_quizzes 30033
20241102-13:24:33 weakest_accuracies [0, 0]
20241102-13:24:33 dummy_rand tensor([0.4021])
20241102-13:24:33 dummy_rand tensor([0.1708])
20241102-13:24:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:24:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:27:04 train_loss 556 model 0 0.03656761932373047
20241102-13:27:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:27:05 train_loss 556 model 1 0.03685569763183594
20241102-13:27:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:27:07 test_loss 556 model 0 0.03147781372070312
20241102-13:27:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:27:07 test_loss 556 model 1 0.02804290771484375
20241102-13:27:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:27:09 test_accuracy 556 model 0 nb_correct 2281 / 2500 (91.24%)
20241102-13:27:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:27:09 test_accuracy 556 model 1 nb_correct 2284 / 2500 (91.36%)
20241102-13:27:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:27:19 wrote ae_*.pth
20241102-13:27:19 epoch_duration 65min38s next_finish 14:32:57
20241102-13:27:19 wrote state.pth
20241102-13:27:19 --- epoch 557 ----------------------------------------
20241102-13:27:19 current_test_accuracies 0.9124 0.9136 0.0000 0.0000 0.0000
20241102-13:27:19 nb_c_quizzes 30033
20241102-13:27:19 weakest_accuracies [0, 0]
20241102-13:27:19 dummy_rand tensor([0.3752])
20241102-13:27:19 dummy_rand tensor([0.8847])
20241102-13:27:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:27:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:29:51 train_loss 557 model 2 0.03629403305053711
20241102-13:29:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:29:51 train_loss 557 model 3 0.036213951110839845
20241102-13:29:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:29:53 test_loss 557 model 2 0.02862323760986328
20241102-13:29:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:29:53 test_loss 557 model 3 0.030584487915039062
20241102-13:29:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:29:55 test_accuracy 557 model 2 nb_correct 2333 / 2500 (93.32%)
20241102-13:29:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:29:56 test_accuracy 557 model 3 nb_correct 2331 / 2500 (93.24%)
20241102-13:29:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:30:05 wrote ae_*.pth
20241102-13:30:05 epoch_duration 2min46s next_finish 13:32:51
20241102-13:30:05 wrote state.pth
20241102-13:30:05 --- epoch 558 ----------------------------------------
20241102-13:30:05 current_test_accuracies 0.9124 0.9136 0.9332 0.9324 0.0000
20241102-13:30:05 nb_c_quizzes 30033
20241102-13:30:05 weakest_accuracies [0, 0.9124]
20241102-13:30:05 dummy_rand tensor([0.1638])
20241102-13:30:05 dummy_rand tensor([0.9241])
20241102-13:30:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:30:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:32:37 train_loss 558 model 4 0.036166030883789065
20241102-13:32:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:32:37 train_loss 558 model 0 0.03638839340209961
20241102-13:32:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:32:39 test_loss 558 model 4 0.02836872100830078
20241102-13:32:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:32:39 test_loss 558 model 0 0.02941497802734375
20241102-13:32:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:32:42 test_accuracy 558 model 4 nb_correct 2265 / 2500 (90.60%)
20241102-13:32:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:32:42 test_accuracy 558 model 0 nb_correct 2257 / 2500 (90.28%)
20241102-13:32:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:32:51 wrote ae_*.pth
20241102-13:32:51 epoch_duration 2min45s next_finish 13:35:37
20241102-13:32:51 wrote state.pth
20241102-13:32:51 --- epoch 559 ----------------------------------------
20241102-13:32:51 current_test_accuracies 0.9028 0.9136 0.9332 0.9324 0.9060
20241102-13:32:51 nb_c_quizzes 30033
20241102-13:32:51 weakest_accuracies [0.9028, 0.906]
20241102-13:32:51 dummy_rand tensor([0.1013])
20241102-13:32:51 dummy_rand tensor([0.7276])
20241102-13:32:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:32:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:35:23 train_loss 559 model 0 0.036077854156494144
20241102-13:35:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:35:23 train_loss 559 model 4 0.036073787689208985
20241102-13:35:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:35:26 test_loss 559 model 0 0.031180381774902344
20241102-13:35:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:35:26 test_loss 559 model 4 0.028401451110839845
20241102-13:35:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:35:28 test_accuracy 559 model 0 nb_correct 2321 / 2500 (92.84%)
20241102-13:35:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:35:28 test_accuracy 559 model 4 nb_correct 2264 / 2500 (90.56%)
20241102-13:35:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:35:37 wrote ae_*.pth
20241102-13:35:37 epoch_duration 2min46s next_finish 13:38:24
20241102-13:35:38 wrote state.pth
20241102-13:35:38 --- epoch 560 ----------------------------------------
20241102-13:35:38 current_test_accuracies 0.9284 0.9136 0.9332 0.9324 0.9056
20241102-13:35:38 nb_c_quizzes 30033
20241102-13:35:38 weakest_accuracies [0.9056, 0.9136]
20241102-13:35:38 dummy_rand tensor([0.9281])
20241102-13:35:38 dummy_rand tensor([0.1677])
20241102-13:35:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:35:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:38:10 train_loss 560 model 4 0.03701220703125
20241102-13:38:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:38:10 train_loss 560 model 1 0.03632712936401367
20241102-13:38:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:38:12 test_loss 560 model 4 0.027065811157226564
20241102-13:38:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:38:12 test_loss 560 model 1 0.0276141357421875
20241102-13:38:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:38:14 test_accuracy 560 model 4 nb_correct 2309 / 2500 (92.36%)
20241102-13:38:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:38:14 test_accuracy 560 model 1 nb_correct 2307 / 2500 (92.28%)
20241102-13:38:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:38:24 wrote ae_*.pth
20241102-13:38:24 epoch_duration 2min46s next_finish 13:41:10
20241102-13:38:24 wrote state.pth
20241102-13:38:24 --- epoch 561 ----------------------------------------
20241102-13:38:24 current_test_accuracies 0.9284 0.9228 0.9332 0.9324 0.9236
20241102-13:38:24 nb_c_quizzes 30033
20241102-13:38:24 weakest_accuracies [0.9228, 0.9236]
20241102-13:38:24 dummy_rand tensor([0.1976])
20241102-13:38:24 dummy_rand tensor([0.2084])
20241102-13:38:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:38:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:40:56 train_loss 561 model 1 0.037429794311523434
20241102-13:40:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:40:56 train_loss 561 model 4 0.03597747039794922
20241102-13:40:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:40:58 test_loss 561 model 1 0.030093269348144533
20241102-13:40:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:40:58 test_loss 561 model 4 0.029511432647705078
20241102-13:40:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:41:01 test_accuracy 561 model 1 nb_correct 2269 / 2500 (90.76%)
20241102-13:41:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:41:01 test_accuracy 561 model 4 nb_correct 2349 / 2500 (93.96%)
20241102-13:41:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:41:10 wrote ae_*.pth
20241102-13:41:10 epoch_duration 2min46s next_finish 13:43:57
20241102-13:41:11 wrote state.pth
20241102-13:41:11 --- epoch 562 ----------------------------------------
20241102-13:41:11 current_test_accuracies 0.9284 0.9076 0.9332 0.9324 0.9396
20241102-13:41:11 nb_c_quizzes 30033
20241102-13:41:11 weakest_accuracies [0.9076, 0.9284]
20241102-13:41:11 dummy_rand tensor([0.0367])
20241102-13:41:11 dummy_rand tensor([0.6946])
20241102-13:41:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:41:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:43:42 train_loss 562 model 0 0.03739653205871582
20241102-13:43:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:43:42 train_loss 562 model 1 0.03685011672973633
20241102-13:43:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:43:45 test_loss 562 model 0 0.029933433532714843
20241102-13:43:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:43:45 test_loss 562 model 1 0.030986480712890625
20241102-13:43:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:43:47 test_accuracy 562 model 1 nb_correct 2246 / 2500 (89.84%)
20241102-13:43:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:43:47 test_accuracy 562 model 0 nb_correct 2326 / 2500 (93.04%)
20241102-13:43:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:43:57 wrote ae_*.pth
20241102-13:43:57 epoch_duration 2min46s next_finish 13:46:43
20241102-13:43:57 wrote state.pth
20241102-13:43:57 --- epoch 563 ----------------------------------------
20241102-13:43:57 current_test_accuracies 0.9304 0.8984 0.9332 0.9324 0.9396
20241102-13:43:57 nb_c_quizzes 30033
20241102-13:43:57 weakest_accuracies [0.8984, 0.9304]
20241102-13:43:57 dummy_rand tensor([0.4588])
20241102-13:43:57 dummy_rand tensor([0.7113])
20241102-13:43:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:43:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:46:29 train_loss 563 model 1 0.036663330078125
20241102-13:46:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:46:29 train_loss 563 model 0 0.03680952644348145
20241102-13:46:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:46:31 test_loss 563 model 1 0.03041923522949219
20241102-13:46:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:46:31 test_loss 563 model 0 0.031803436279296875
20241102-13:46:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:46:33 test_accuracy 563 model 1 nb_correct 2299 / 2500 (91.96%)
20241102-13:46:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:46:33 test_accuracy 563 model 0 nb_correct 2287 / 2500 (91.48%)
20241102-13:46:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:46:43 wrote ae_*.pth
20241102-13:46:43 epoch_duration 2min46s next_finish 13:49:29
20241102-13:46:43 wrote state.pth
20241102-13:46:43 --- epoch 564 ----------------------------------------
20241102-13:46:43 current_test_accuracies 0.9148 0.9196 0.9332 0.9324 0.9396
20241102-13:46:43 nb_c_quizzes 30033
20241102-13:46:43 weakest_accuracies [0.9148, 0.9196]
20241102-13:46:43 dummy_rand tensor([0.7383])
20241102-13:46:43 dummy_rand tensor([0.6368])
20241102-13:46:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:46:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:49:15 train_loss 564 model 1 0.036443069458007814
20241102-13:49:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:49:15 train_loss 564 model 0 0.03671988677978515
20241102-13:49:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:49:17 test_loss 564 model 1 0.028402328491210938
20241102-13:49:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:49:17 test_loss 564 model 0 0.027855987548828124
20241102-13:49:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:49:20 test_accuracy 564 model 1 nb_correct 2295 / 2500 (91.80%)
20241102-13:49:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:49:20 test_accuracy 564 model 0 nb_correct 2320 / 2500 (92.80%)
20241102-13:49:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:49:29 wrote ae_*.pth
20241102-13:49:29 epoch_duration 2min46s next_finish 13:52:15
20241102-13:49:29 wrote state.pth
20241102-13:49:29 --- epoch 565 ----------------------------------------
20241102-13:49:29 current_test_accuracies 0.9280 0.9180 0.9332 0.9324 0.9396
20241102-13:49:29 nb_c_quizzes 30033
20241102-13:49:29 weakest_accuracies [0.918, 0.928]
20241102-13:49:29 dummy_rand tensor([0.6264])
20241102-13:49:29 dummy_rand tensor([0.7993])
20241102-13:49:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:49:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:52:02 train_loss 565 model 0 0.035842819213867186
20241102-13:52:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:52:02 train_loss 565 model 1 0.03679713439941406
20241102-13:52:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:52:04 test_loss 565 model 0 0.025910415649414063
20241102-13:52:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:52:04 test_loss 565 model 1 0.02948677062988281
20241102-13:52:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:52:06 test_accuracy 565 model 0 nb_correct 2236 / 2500 (89.44%)
20241102-13:52:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:52:06 test_accuracy 565 model 1 nb_correct 2298 / 2500 (91.92%)
20241102-13:52:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:52:16 wrote ae_*.pth
20241102-13:52:16 epoch_duration 2min46s next_finish 13:55:03
20241102-13:52:16 wrote state.pth
20241102-13:52:16 --- epoch 566 ----------------------------------------
20241102-13:52:16 current_test_accuracies 0.8944 0.9192 0.9332 0.9324 0.9396
20241102-13:52:16 nb_c_quizzes 30033
20241102-13:52:16 weakest_accuracies [0.8944, 0.9192]
20241102-13:52:16 dummy_rand tensor([0.0212])
20241102-13:52:16 dummy_rand tensor([0.7248])
20241102-13:52:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:52:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:54:48 train_loss 566 model 0 0.03677288818359375
20241102-13:54:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:54:48 train_loss 566 model 1 0.03691451644897461
20241102-13:54:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:54:50 test_loss 566 model 0 0.0302777099609375
20241102-13:54:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:54:50 test_loss 566 model 1 0.02921884536743164
20241102-13:54:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:54:53 test_accuracy 566 model 0 nb_correct 2322 / 2500 (92.88%)
20241102-13:54:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:54:53 test_accuracy 566 model 1 nb_correct 2329 / 2500 (93.16%)
20241102-13:54:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:55:02 wrote ae_*.pth
20241102-13:55:02 epoch_duration 2min46s next_finish 13:57:49
20241102-13:55:02 wrote state.pth
20241102-13:55:02 --- epoch 567 ----------------------------------------
20241102-13:55:02 current_test_accuracies 0.9288 0.9316 0.9332 0.9324 0.9396
20241102-13:55:02 nb_c_quizzes 30033
20241102-13:55:02 weakest_accuracies [0.9288, 0.9316]
20241102-13:55:02 dummy_rand tensor([0.4492])
20241102-13:55:02 dummy_rand tensor([0.0237])
20241102-13:55:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:55:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:57:34 train_loss 567 model 0 0.036633041381835936
20241102-13:57:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:57:34 train_loss 567 model 1 0.036687294006347654
20241102-13:57:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:57:37 test_loss 567 model 0 0.02908699035644531
20241102-13:57:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:57:37 test_loss 567 model 1 0.02762992858886719
20241102-13:57:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-13:57:39 test_accuracy 567 model 0 nb_correct 2356 / 2500 (94.24%)
20241102-13:57:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:57:39 test_accuracy 567 model 1 nb_correct 2341 / 2500 (93.64%)
20241102-13:57:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-13:57:49 wrote ae_*.pth
20241102-13:57:49 epoch_duration 2min46s next_finish 14:00:35
20241102-13:57:49 wrote state.pth
20241102-13:57:49 --- epoch 568 ----------------------------------------
20241102-13:57:49 current_test_accuracies 0.9424 0.9364 0.9332 0.9324 0.9396
20241102-13:57:49 nb_c_quizzes 30033
20241102-13:57:49 weakest_accuracies [0.9324, 0.9332]
20241102-13:57:49 dummy_rand tensor([0.1764])
20241102-13:57:49 dummy_rand tensor([0.3212])
20241102-13:57:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-13:57:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:00:20 train_loss 568 model 2 0.03654984664916992
20241102-14:00:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:00:20 train_loss 568 model 3 0.03600473022460938
20241102-14:00:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:00:23 test_loss 568 model 2 0.03507080078125
20241102-14:00:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:00:23 test_loss 568 model 3 0.02804107666015625
20241102-14:00:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:00:25 test_accuracy 568 model 2 nb_correct 2305 / 2500 (92.20%)
20241102-14:00:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:00:25 test_accuracy 568 model 3 nb_correct 2256 / 2500 (90.24%)
20241102-14:00:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:00:35 wrote ae_*.pth
20241102-14:00:35 epoch_duration 2min46s next_finish 14:03:21
20241102-14:00:35 wrote state.pth
20241102-14:00:35 --- epoch 569 ----------------------------------------
20241102-14:00:35 current_test_accuracies 0.9424 0.9364 0.9220 0.9024 0.9396
20241102-14:00:35 nb_c_quizzes 30033
20241102-14:00:35 weakest_accuracies [0.9024, 0.922]
20241102-14:00:35 dummy_rand tensor([0.2739])
20241102-14:00:35 dummy_rand tensor([0.0346])
20241102-14:00:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:00:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:03:06 train_loss 569 model 3 0.03557095718383789
20241102-14:03:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:03:07 train_loss 569 model 2 0.03530865478515625
20241102-14:03:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:03:09 test_loss 569 model 3 0.028725318908691407
20241102-14:03:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:03:09 test_loss 569 model 2 0.0287176513671875
20241102-14:03:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:03:11 test_accuracy 569 model 3 nb_correct 2294 / 2500 (91.76%)
20241102-14:03:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:03:11 test_accuracy 569 model 2 nb_correct 2282 / 2500 (91.28%)
20241102-14:03:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:03:21 wrote ae_*.pth
20241102-14:03:21 epoch_duration 2min46s next_finish 14:06:07
20241102-14:03:21 wrote state.pth
20241102-14:03:21 --- epoch 570 ----------------------------------------
20241102-14:03:21 current_test_accuracies 0.9424 0.9364 0.9128 0.9176 0.9396
20241102-14:03:21 nb_c_quizzes 30033
20241102-14:03:21 weakest_accuracies [0.9128, 0.9176]
20241102-14:03:21 dummy_rand tensor([0.5815])
20241102-14:03:21 dummy_rand tensor([0.7186])
20241102-14:03:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:03:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:05:53 train_loss 570 model 2 0.03578749465942383
20241102-14:05:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:05:53 train_loss 570 model 3 0.036209766387939456
20241102-14:05:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:05:55 test_loss 570 model 2 0.02888336181640625
20241102-14:05:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:05:55 test_loss 570 model 3 0.02793426513671875
20241102-14:05:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:05:57 test_accuracy 570 model 2 nb_correct 2277 / 2500 (91.08%)
20241102-14:05:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:05:57 test_accuracy 570 model 3 nb_correct 2304 / 2500 (92.16%)
20241102-14:05:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:06:07 wrote ae_*.pth
20241102-14:06:07 epoch_duration 2min46s next_finish 14:08:53
20241102-14:06:07 wrote state.pth
20241102-14:06:07 --- epoch 571 ----------------------------------------
20241102-14:06:07 current_test_accuracies 0.9424 0.9364 0.9108 0.9216 0.9396
20241102-14:06:07 nb_c_quizzes 30033
20241102-14:06:07 weakest_accuracies [0.9108, 0.9216]
20241102-14:06:07 dummy_rand tensor([0.3403])
20241102-14:06:07 dummy_rand tensor([0.8232])
20241102-14:06:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:06:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:08:39 train_loss 571 model 2 0.03613620376586914
20241102-14:08:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:08:39 train_loss 571 model 3 0.036112438201904296
20241102-14:08:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:08:41 test_loss 571 model 2 0.02927093505859375
20241102-14:08:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:08:41 test_loss 571 model 3 0.03276123046875
20241102-14:08:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:08:43 test_accuracy 571 model 2 nb_correct 2342 / 2500 (93.68%)
20241102-14:08:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:08:43 test_accuracy 571 model 3 nb_correct 2332 / 2500 (93.28%)
20241102-14:08:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:08:53 wrote ae_*.pth
20241102-14:08:53 epoch_duration 2min45s next_finish 14:11:39
20241102-14:08:53 wrote state.pth
20241102-14:08:53 --- epoch 572 ----------------------------------------
20241102-14:08:53 current_test_accuracies 0.9424 0.9364 0.9368 0.9328 0.9396
20241102-14:08:53 nb_c_quizzes 30033
20241102-14:08:53 weakest_accuracies [0.9328, 0.9364]
20241102-14:08:53 dummy_rand tensor([0.3098])
20241102-14:08:53 dummy_rand tensor([0.5688])
20241102-14:08:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:08:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:11:25 train_loss 572 model 3 0.03514614486694336
20241102-14:11:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:11:25 train_loss 572 model 1 0.036191097259521486
20241102-14:11:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:11:27 test_loss 572 model 3 0.0288397216796875
20241102-14:11:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:11:27 test_loss 572 model 1 0.03220829010009765
20241102-14:11:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:11:29 test_accuracy 572 model 3 nb_correct 2275 / 2500 (91.00%)
20241102-14:11:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:11:29 test_accuracy 572 model 1 nb_correct 2305 / 2500 (92.20%)
20241102-14:11:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:11:39 wrote ae_*.pth
20241102-14:11:39 epoch_duration 2min46s next_finish 14:14:25
20241102-14:11:39 wrote state.pth
20241102-14:11:39 --- epoch 573 ----------------------------------------
20241102-14:11:39 current_test_accuracies 0.9424 0.9220 0.9368 0.9100 0.9396
20241102-14:11:39 nb_c_quizzes 30033
20241102-14:11:39 weakest_accuracies [0.91, 0.922]
20241102-14:11:39 dummy_rand tensor([0.7859])
20241102-14:11:39 dummy_rand tensor([0.4729])
20241102-14:11:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:11:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:14:11 train_loss 573 model 3 0.03612491798400879
20241102-14:14:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:14:11 train_loss 573 model 1 0.03658760833740234
20241102-14:14:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:14:14 test_loss 573 model 3 0.02981513977050781
20241102-14:14:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:14:14 test_loss 573 model 1 0.029498710632324218
20241102-14:14:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:14:16 test_accuracy 573 model 3 nb_correct 2312 / 2500 (92.48%)
20241102-14:14:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:14:16 test_accuracy 573 model 1 nb_correct 2279 / 2500 (91.16%)
20241102-14:14:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:14:25 wrote ae_*.pth
20241102-14:14:25 epoch_duration 2min46s next_finish 14:17:12
20241102-14:14:26 wrote state.pth
20241102-14:14:26 --- epoch 574 ----------------------------------------
20241102-14:14:26 current_test_accuracies 0.9424 0.9116 0.9368 0.9248 0.9396
20241102-14:14:26 nb_c_quizzes 30033
20241102-14:14:26 weakest_accuracies [0.9116, 0.9248]
20241102-14:14:26 dummy_rand tensor([0.0994])
20241102-14:14:26 dummy_rand tensor([0.2450])
20241102-14:14:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:14:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:16:57 train_loss 574 model 1 0.036449501037597656
20241102-14:16:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:16:58 train_loss 574 model 3 0.03603535461425781
20241102-14:16:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:17:00 test_loss 574 model 1 0.025897445678710936
20241102-14:17:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:17:00 test_loss 574 model 3 0.02649078369140625
20241102-14:17:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:17:02 test_accuracy 574 model 1 nb_correct 2285 / 2500 (91.40%)
20241102-14:17:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:17:02 test_accuracy 574 model 3 nb_correct 2329 / 2500 (93.16%)
20241102-14:17:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:17:12 wrote ae_*.pth
20241102-14:17:12 epoch_duration 2min46s next_finish 14:19:58
20241102-14:17:12 wrote state.pth
20241102-14:17:12 --- epoch 575 ----------------------------------------
20241102-14:17:12 current_test_accuracies 0.9424 0.9140 0.9368 0.9316 0.9396
20241102-14:17:12 nb_c_quizzes 30033
20241102-14:17:12 weakest_accuracies [0.914, 0.9316]
20241102-14:17:12 dummy_rand tensor([0.3598])
20241102-14:17:12 dummy_rand tensor([0.7413])
20241102-14:17:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:17:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:19:44 train_loss 575 model 1 0.03638442993164062
20241102-14:19:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:19:44 train_loss 575 model 3 0.03525277328491211
20241102-14:19:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:19:46 test_loss 575 model 1 0.027480735778808593
20241102-14:19:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:19:46 test_loss 575 model 3 0.029387664794921876
20241102-14:19:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:19:48 test_accuracy 575 model 1 nb_correct 2294 / 2500 (91.76%)
20241102-14:19:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:19:49 test_accuracy 575 model 3 nb_correct 2259 / 2500 (90.36%)
20241102-14:19:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:19:58 wrote ae_*.pth
20241102-14:19:58 epoch_duration 2min46s next_finish 14:22:44
20241102-14:19:58 wrote state.pth
20241102-14:19:58 --- epoch 576 ----------------------------------------
20241102-14:19:58 current_test_accuracies 0.9424 0.9176 0.9368 0.9036 0.9396
20241102-14:19:58 nb_c_quizzes 30033
20241102-14:19:58 weakest_accuracies [0.9036, 0.9176]
20241102-14:19:58 dummy_rand tensor([0.8215])
20241102-14:19:58 dummy_rand tensor([0.1752])
20241102-14:19:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:19:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:22:30 train_loss 576 model 3 0.036207672119140624
20241102-14:22:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:22:30 train_loss 576 model 1 0.03601002502441406
20241102-14:22:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:22:33 test_loss 576 model 3 0.02964874267578125
20241102-14:22:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:22:33 test_loss 576 model 1 0.03392593383789062
20241102-14:22:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:22:35 test_accuracy 576 model 3 nb_correct 2325 / 2500 (93.00%)
20241102-14:22:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:22:35 test_accuracy 576 model 1 nb_correct 2341 / 2500 (93.64%)
20241102-14:22:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:22:44 wrote ae_*.pth
20241102-14:22:44 epoch_duration 2min46s next_finish 14:25:31
20241102-14:22:44 wrote state.pth
20241102-14:22:44 --- epoch 577 ----------------------------------------
20241102-14:22:44 current_test_accuracies 0.9424 0.9364 0.9368 0.9300 0.9396
20241102-14:22:44 nb_c_quizzes 30033
20241102-14:22:44 weakest_accuracies [0.93, 0.9364]
20241102-14:22:44 dummy_rand tensor([0.0363])
20241102-14:22:44 dummy_rand tensor([0.8928])
20241102-14:22:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:22:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:25:16 train_loss 577 model 3 0.03554177093505859
20241102-14:25:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:25:16 train_loss 577 model 1 0.03688714599609375
20241102-14:25:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:25:19 test_loss 577 model 3 0.02609100341796875
20241102-14:25:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:25:19 test_loss 577 model 1 0.0298773193359375
20241102-14:25:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:25:21 test_accuracy 577 model 3 nb_correct 2290 / 2500 (91.60%)
20241102-14:25:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:25:21 test_accuracy 577 model 1 nb_correct 2256 / 2500 (90.24%)
20241102-14:25:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:25:31 wrote ae_*.pth
20241102-14:25:31 epoch_duration 2min46s next_finish 14:28:17
20241102-14:25:31 wrote state.pth
20241102-14:25:31 --- epoch 578 ----------------------------------------
20241102-14:25:31 current_test_accuracies 0.9424 0.9024 0.9368 0.9160 0.9396
20241102-14:25:31 nb_c_quizzes 30033
20241102-14:25:31 weakest_accuracies [0.9024, 0.916]
20241102-14:25:31 dummy_rand tensor([0.4910])
20241102-14:25:31 dummy_rand tensor([0.4497])
20241102-14:25:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:25:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:28:03 train_loss 578 model 1 0.03626470184326172
20241102-14:28:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:28:03 train_loss 578 model 3 0.03607995414733887
20241102-14:28:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:28:05 test_loss 578 model 1 0.028559532165527344
20241102-14:28:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:28:05 test_loss 578 model 3 0.02954212188720703
20241102-14:28:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:28:07 test_accuracy 578 model 1 nb_correct 2335 / 2500 (93.40%)
20241102-14:28:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:28:07 test_accuracy 578 model 3 nb_correct 2332 / 2500 (93.28%)
20241102-14:28:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:28:17 wrote ae_*.pth
20241102-14:28:17 epoch_duration 2min46s next_finish 14:31:03
20241102-14:28:17 wrote state.pth
20241102-14:28:17 --- epoch 579 ----------------------------------------
20241102-14:28:17 current_test_accuracies 0.9424 0.9340 0.9368 0.9328 0.9396
20241102-14:28:17 nb_c_quizzes 30033
20241102-14:28:17 weakest_accuracies [0.9328, 0.934]
20241102-14:28:17 dummy_rand tensor([0.2109])
20241102-14:28:17 dummy_rand tensor([0.0163])
20241102-14:28:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:28:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:30:49 train_loss 579 model 1 0.03614043045043945
20241102-14:30:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:30:49 train_loss 579 model 3 0.036014026641845706
20241102-14:30:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:30:51 test_loss 579 model 1 0.029694671630859374
20241102-14:30:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:30:51 test_loss 579 model 3 0.02927215576171875
20241102-14:30:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:30:53 test_accuracy 579 model 1 nb_correct 2327 / 2500 (93.08%)
20241102-14:30:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:30:53 test_accuracy 579 model 3 nb_correct 2342 / 2500 (93.68%)
20241102-14:30:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:31:03 wrote ae_*.pth
20241102-14:31:03 epoch_duration 2min46s next_finish 14:33:49
20241102-14:31:03 wrote state.pth
20241102-14:31:03 --- epoch 580 ----------------------------------------
20241102-14:31:03 current_test_accuracies 0.9424 0.9308 0.9368 0.9368 0.9396
20241102-14:31:03 nb_c_quizzes 30033
20241102-14:31:03 weakest_accuracies [0.9308, 0.9368]
20241102-14:31:03 dummy_rand tensor([0.7846])
20241102-14:31:03 dummy_rand tensor([0.7672])
20241102-14:31:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:31:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:33:35 train_loss 580 model 2 0.03584992980957031
20241102-14:33:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:33:35 train_loss 580 model 1 0.036755931854248046
20241102-14:33:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:33:37 test_loss 580 model 2 0.0305841064453125
20241102-14:33:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:33:37 test_loss 580 model 1 0.02931671142578125
20241102-14:33:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:33:40 test_accuracy 580 model 2 nb_correct 2232 / 2500 (89.28%)
20241102-14:33:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:33:40 test_accuracy 580 model 1 nb_correct 2332 / 2500 (93.28%)
20241102-14:33:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:33:49 wrote ae_*.pth
20241102-14:33:49 epoch_duration 2min46s next_finish 14:36:36
20241102-14:33:50 wrote state.pth
20241102-14:33:50 --- epoch 581 ----------------------------------------
20241102-14:33:50 current_test_accuracies 0.9424 0.9328 0.8928 0.9368 0.9396
20241102-14:33:50 nb_c_quizzes 30033
20241102-14:33:50 weakest_accuracies [0.8928, 0.9328]
20241102-14:33:50 dummy_rand tensor([0.1187])
20241102-14:33:50 dummy_rand tensor([0.5833])
20241102-14:33:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:33:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:36:21 train_loss 581 model 2 0.036135982513427735
20241102-14:36:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:36:21 train_loss 581 model 1 0.03615652847290039
20241102-14:36:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:36:24 test_loss 581 model 2 0.02716205596923828
20241102-14:36:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:36:24 test_loss 581 model 1 0.03298316955566406
20241102-14:36:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:36:26 test_accuracy 581 model 2 nb_correct 2313 / 2500 (92.52%)
20241102-14:36:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:36:26 test_accuracy 581 model 1 nb_correct 2275 / 2500 (91.00%)
20241102-14:36:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:36:36 wrote ae_*.pth
20241102-14:36:36 epoch_duration 2min46s next_finish 14:39:22
20241102-14:36:36 wrote state.pth
20241102-14:36:36 --- epoch 582 ----------------------------------------
20241102-14:36:36 current_test_accuracies 0.9424 0.9100 0.9252 0.9368 0.9396
20241102-14:36:36 nb_c_quizzes 30033
20241102-14:36:36 weakest_accuracies [0.91, 0.9252]
20241102-14:36:36 dummy_rand tensor([0.1970])
20241102-14:36:36 dummy_rand tensor([0.8093])
20241102-14:36:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:36:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:39:07 train_loss 582 model 1 0.03632480239868164
20241102-14:39:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:39:08 train_loss 582 model 2 0.03662985992431641
20241102-14:39:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:39:10 test_loss 582 model 1 0.027244415283203125
20241102-14:39:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:39:10 test_loss 582 model 2 0.03262969970703125
20241102-14:39:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:39:12 test_accuracy 582 model 1 nb_correct 2293 / 2500 (91.72%)
20241102-14:39:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:39:12 test_accuracy 582 model 2 nb_correct 2260 / 2500 (90.40%)
20241102-14:39:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:39:22 wrote ae_*.pth
20241102-14:39:22 epoch_duration 2min46s next_finish 14:42:08
20241102-14:39:22 wrote state.pth
20241102-14:39:22 --- epoch 583 ----------------------------------------
20241102-14:39:22 current_test_accuracies 0.9424 0.9172 0.9040 0.9368 0.9396
20241102-14:39:22 nb_c_quizzes 30033
20241102-14:39:22 weakest_accuracies [0.904, 0.9172]
20241102-14:39:22 dummy_rand tensor([0.1555])
20241102-14:39:22 dummy_rand tensor([0.1402])
20241102-14:39:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:39:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:41:54 train_loss 583 model 2 0.0360623779296875
20241102-14:41:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:41:54 train_loss 583 model 1 0.036518802642822264
20241102-14:41:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:41:56 test_loss 583 model 2 0.02986644744873047
20241102-14:41:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:41:56 test_loss 583 model 1 0.025881118774414062
20241102-14:41:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:41:58 test_accuracy 583 model 2 nb_correct 2313 / 2500 (92.52%)
20241102-14:41:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:41:59 test_accuracy 583 model 1 nb_correct 2358 / 2500 (94.32%)
20241102-14:41:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:42:08 wrote ae_*.pth
20241102-14:42:08 epoch_duration 2min46s next_finish 14:44:54
20241102-14:42:08 wrote state.pth
20241102-14:42:08 --- epoch 584 ----------------------------------------
20241102-14:42:08 current_test_accuracies 0.9424 0.9432 0.9252 0.9368 0.9396
20241102-14:42:08 nb_c_quizzes 30033
20241102-14:42:08 weakest_accuracies [0.9252, 0.9368]
20241102-14:42:08 dummy_rand tensor([0.6144])
20241102-14:42:08 dummy_rand tensor([0.0818])
20241102-14:42:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:42:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:44:40 train_loss 584 model 2 0.03643217086791992
20241102-14:44:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:44:40 train_loss 584 model 3 0.035747318267822265
20241102-14:44:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:44:42 test_loss 584 model 2 0.02715751647949219
20241102-14:44:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:44:42 test_loss 584 model 3 0.022529792785644532
20241102-14:44:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:44:45 test_accuracy 584 model 2 nb_correct 2320 / 2500 (92.80%)
20241102-14:44:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:44:45 test_accuracy 584 model 3 nb_correct 2342 / 2500 (93.68%)
20241102-14:44:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:44:54 wrote ae_*.pth
20241102-14:44:54 epoch_duration 2min46s next_finish 14:47:40
20241102-14:44:54 wrote state.pth
20241102-14:44:54 --- epoch 585 ----------------------------------------
20241102-14:44:54 current_test_accuracies 0.9424 0.9432 0.9280 0.9368 0.9396
20241102-14:44:54 nb_c_quizzes 30033
20241102-14:44:54 weakest_accuracies [0.928, 0.9368]
20241102-14:44:54 dummy_rand tensor([0.1206])
20241102-14:44:54 dummy_rand tensor([0.2086])
20241102-14:44:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:44:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:47:26 train_loss 585 model 2 0.03641495132446289
20241102-14:47:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:47:26 train_loss 585 model 3 0.03636097717285156
20241102-14:47:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:47:29 test_loss 585 model 2 0.02944732666015625
20241102-14:47:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:47:29 test_loss 585 model 3 0.027886123657226564
20241102-14:47:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:47:31 test_accuracy 585 model 2 nb_correct 2310 / 2500 (92.40%)
20241102-14:47:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:47:31 test_accuracy 585 model 3 nb_correct 2294 / 2500 (91.76%)
20241102-14:47:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:47:40 wrote ae_*.pth
20241102-14:47:40 epoch_duration 2min46s next_finish 14:50:27
20241102-14:47:41 wrote state.pth
20241102-14:47:41 --- epoch 586 ----------------------------------------
20241102-14:47:41 current_test_accuracies 0.9424 0.9432 0.9240 0.9176 0.9396
20241102-14:47:41 nb_c_quizzes 30033
20241102-14:47:41 weakest_accuracies [0.9176, 0.924]
20241102-14:47:41 dummy_rand tensor([0.0800])
20241102-14:47:41 dummy_rand tensor([0.0009])
20241102-14:47:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:47:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:50:13 train_loss 586 model 3 0.03542624664306641
20241102-14:50:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:50:13 train_loss 586 model 2 0.03624371337890625
20241102-14:50:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:50:15 test_loss 586 model 3 0.03096771240234375
20241102-14:50:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:50:15 test_loss 586 model 2 0.026622467041015625
20241102-14:50:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:50:17 test_accuracy 586 model 3 nb_correct 2267 / 2500 (90.68%)
20241102-14:50:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:50:17 test_accuracy 586 model 2 nb_correct 2330 / 2500 (93.20%)
20241102-14:50:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:50:27 wrote ae_*.pth
20241102-14:50:27 epoch_duration 2min46s next_finish 14:53:13
20241102-14:50:27 wrote state.pth
20241102-14:50:27 --- epoch 587 ----------------------------------------
20241102-14:50:27 current_test_accuracies 0.9424 0.9432 0.9320 0.9068 0.9396
20241102-14:50:27 nb_c_quizzes 30033
20241102-14:50:27 weakest_accuracies [0.9068, 0.932]
20241102-14:50:27 dummy_rand tensor([0.0281])
20241102-14:50:27 dummy_rand tensor([0.8055])
20241102-14:50:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:50:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:53:00 train_loss 587 model 3 0.0356725082397461
20241102-14:53:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:53:00 train_loss 587 model 2 0.035518272399902344
20241102-14:53:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:53:02 test_loss 587 model 3 0.027474842071533202
20241102-14:53:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:53:02 test_loss 587 model 2 0.02777015686035156
20241102-14:53:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:53:04 test_accuracy 587 model 3 nb_correct 2362 / 2500 (94.48%)
20241102-14:53:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:53:05 test_accuracy 587 model 2 nb_correct 2366 / 2500 (94.64%)
20241102-14:53:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:53:14 wrote ae_*.pth
20241102-14:53:14 epoch_duration 2min47s next_finish 14:56:01
20241102-14:53:14 wrote state.pth
20241102-14:53:14 --- epoch 588 ----------------------------------------
20241102-14:53:14 current_test_accuracies 0.9424 0.9432 0.9464 0.9448 0.9396
20241102-14:53:14 nb_c_quizzes 30033
20241102-14:53:14 weakest_accuracies [0.9396, 0.9424]
20241102-14:53:14 dummy_rand tensor([0.3033])
20241102-14:53:14 dummy_rand tensor([0.2587])
20241102-14:53:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:53:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:55:46 train_loss 588 model 4 0.036670068740844726
20241102-14:55:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:55:46 train_loss 588 model 0 0.036416690826416014
20241102-14:55:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:55:48 test_loss 588 model 4 0.0290838623046875
20241102-14:55:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:55:48 test_loss 588 model 0 0.02846977233886719
20241102-14:55:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:55:50 test_accuracy 588 model 4 nb_correct 2324 / 2500 (92.96%)
20241102-14:55:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:55:50 test_accuracy 588 model 0 nb_correct 2332 / 2500 (93.28%)
20241102-14:55:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:56:00 wrote ae_*.pth
20241102-14:56:00 epoch_duration 2min46s next_finish 14:58:46
20241102-14:56:00 wrote state.pth
20241102-14:56:00 --- epoch 589 ----------------------------------------
20241102-14:56:00 current_test_accuracies 0.9328 0.9432 0.9464 0.9448 0.9296
20241102-14:56:00 nb_c_quizzes 30033
20241102-14:56:00 weakest_accuracies [0.9296, 0.9328]
20241102-14:56:00 dummy_rand tensor([0.4259])
20241102-14:56:00 dummy_rand tensor([0.6847])
20241102-14:56:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:56:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:58:32 train_loss 589 model 4 0.03631607055664063
20241102-14:58:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:58:32 train_loss 589 model 0 0.037292274475097656
20241102-14:58:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:58:34 test_loss 589 model 4 0.028330841064453126
20241102-14:58:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:58:34 test_loss 589 model 0 0.026068878173828126
20241102-14:58:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-14:58:36 test_accuracy 589 model 4 nb_correct 2271 / 2500 (90.84%)
20241102-14:58:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:58:36 test_accuracy 589 model 0 nb_correct 2310 / 2500 (92.40%)
20241102-14:58:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-14:58:46 wrote ae_*.pth
20241102-14:58:46 epoch_duration 2min46s next_finish 15:01:32
20241102-14:58:46 wrote state.pth
20241102-14:58:46 --- epoch 590 ----------------------------------------
20241102-14:58:46 current_test_accuracies 0.9240 0.9432 0.9464 0.9448 0.9084
20241102-14:58:46 nb_c_quizzes 30033
20241102-14:58:46 weakest_accuracies [0.9084, 0.924]
20241102-14:58:46 dummy_rand tensor([0.8045])
20241102-14:58:46 dummy_rand tensor([0.1129])
20241102-14:58:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-14:58:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:01:18 train_loss 590 model 4 0.03675079345703125
20241102-15:01:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:01:18 train_loss 590 model 0 0.03652139663696289
20241102-15:01:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:01:21 test_loss 590 model 4 0.02791473388671875
20241102-15:01:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:01:21 test_loss 590 model 0 0.02834991455078125
20241102-15:01:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:01:23 test_accuracy 590 model 4 nb_correct 2255 / 2500 (90.20%)
20241102-15:01:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:01:23 test_accuracy 590 model 0 nb_correct 2329 / 2500 (93.16%)
20241102-15:01:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:01:33 wrote ae_*.pth
20241102-15:01:33 epoch_duration 2min47s next_finish 15:04:20
20241102-15:01:33 wrote state.pth
20241102-15:01:33 --- epoch 591 ----------------------------------------
20241102-15:01:33 current_test_accuracies 0.9316 0.9432 0.9464 0.9448 0.9020
20241102-15:01:33 nb_c_quizzes 30033
20241102-15:01:33 weakest_accuracies [0.902, 0.9316]
20241102-15:01:33 dummy_rand tensor([0.5630])
20241102-15:01:33 dummy_rand tensor([0.6644])
20241102-15:01:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:01:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:04:05 train_loss 591 model 4 0.036739524841308595
20241102-15:04:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:04:05 train_loss 591 model 0 0.037609603881835936
20241102-15:04:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:04:07 test_loss 591 model 4 0.028588104248046874
20241102-15:04:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:04:07 test_loss 591 model 0 0.026984286308288575
20241102-15:04:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:04:10 test_accuracy 591 model 4 nb_correct 2270 / 2500 (90.80%)
20241102-15:04:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:04:10 test_accuracy 591 model 0 nb_correct 2321 / 2500 (92.84%)
20241102-15:04:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:04:19 wrote ae_*.pth
20241102-15:04:19 epoch_duration 2min45s next_finish 15:07:05
20241102-15:04:19 wrote state.pth
20241102-15:04:19 --- epoch 592 ----------------------------------------
20241102-15:04:19 current_test_accuracies 0.9284 0.9432 0.9464 0.9448 0.9080
20241102-15:04:19 nb_c_quizzes 30033
20241102-15:04:19 weakest_accuracies [0.908, 0.9284]
20241102-15:04:19 dummy_rand tensor([0.0305])
20241102-15:04:19 dummy_rand tensor([0.9576])
20241102-15:04:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:04:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:06:52 train_loss 592 model 4 0.03672052001953125
20241102-15:06:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:06:52 train_loss 592 model 0 0.036143531799316404
20241102-15:06:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:06:54 test_loss 592 model 4 0.028639297485351562
20241102-15:06:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:06:54 test_loss 592 model 0 0.02546775817871094
20241102-15:06:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:06:56 test_accuracy 592 model 4 nb_correct 2282 / 2500 (91.28%)
20241102-15:06:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:06:56 test_accuracy 592 model 0 nb_correct 2295 / 2500 (91.80%)
20241102-15:06:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:07:06 wrote ae_*.pth
20241102-15:07:06 epoch_duration 2min46s next_finish 15:09:53
20241102-15:07:06 wrote state.pth
20241102-15:07:06 --- epoch 593 ----------------------------------------
20241102-15:07:06 current_test_accuracies 0.9180 0.9432 0.9464 0.9448 0.9128
20241102-15:07:06 nb_c_quizzes 30033
20241102-15:07:06 weakest_accuracies [0.9128, 0.918]
20241102-15:07:06 dummy_rand tensor([0.3362])
20241102-15:07:06 dummy_rand tensor([0.5984])
20241102-15:07:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:07:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:09:37 train_loss 593 model 0 0.03569720458984375
20241102-15:09:37 train_loss 593 model 4 0.03674736785888672
20241102-15:09:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:09:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:09:40 test_loss 593 model 0 0.02864105224609375
20241102-15:09:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:09:40 test_loss 593 model 4 0.028964996337890625
20241102-15:09:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:09:42 test_accuracy 593 model 0 nb_correct 2284 / 2500 (91.36%)
20241102-15:09:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:09:42 test_accuracy 593 model 4 nb_correct 2239 / 2500 (89.56%)
20241102-15:09:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:09:52 wrote ae_*.pth
20241102-15:09:52 epoch_duration 2min46s next_finish 15:12:38
20241102-15:09:52 wrote state.pth
20241102-15:09:52 --- epoch 594 ----------------------------------------
20241102-15:09:52 current_test_accuracies 0.9136 0.9432 0.9464 0.9448 0.8956
20241102-15:09:52 nb_c_quizzes 30033
20241102-15:09:52 weakest_accuracies [0.8956, 0.9136]
20241102-15:09:52 dummy_rand tensor([0.9569])
20241102-15:09:52 dummy_rand tensor([0.0875])
20241102-15:09:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:09:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:12:24 train_loss 594 model 4 0.03646084976196289
20241102-15:12:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:12:24 train_loss 594 model 0 0.03647796630859375
20241102-15:12:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:12:26 test_loss 594 model 4 0.03332504272460937
20241102-15:12:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:12:26 test_loss 594 model 0 0.0264288330078125
20241102-15:12:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:12:28 test_accuracy 594 model 4 nb_correct 2287 / 2500 (91.48%)
20241102-15:12:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:12:28 test_accuracy 594 model 0 nb_correct 2239 / 2500 (89.56%)
20241102-15:12:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:12:38 wrote ae_*.pth
20241102-15:12:38 epoch_duration 2min45s next_finish 15:15:23
20241102-15:12:38 wrote state.pth
20241102-15:12:38 --- epoch 595 ----------------------------------------
20241102-15:12:38 current_test_accuracies 0.8956 0.9432 0.9464 0.9448 0.9148
20241102-15:12:38 nb_c_quizzes 30033
20241102-15:12:38 weakest_accuracies [0.8956, 0.9148]
20241102-15:12:38 dummy_rand tensor([0.5707])
20241102-15:12:38 dummy_rand tensor([0.3021])
20241102-15:12:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:12:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:15:13 train_loss 595 model 0 0.03616706085205078
20241102-15:15:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:15:13 train_loss 595 model 4 0.03684637832641602
20241102-15:15:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:15:16 test_loss 595 model 0 0.03032135009765625
20241102-15:15:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:15:16 test_loss 595 model 4 0.029745216369628905
20241102-15:15:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:15:18 test_accuracy 595 model 0 nb_correct 2281 / 2500 (91.24%)
20241102-15:15:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:15:18 test_accuracy 595 model 4 nb_correct 2293 / 2500 (91.72%)
20241102-15:15:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:15:27 wrote ae_*.pth
20241102-15:15:27 epoch_duration 2min49s next_finish 15:18:17
20241102-15:15:28 wrote state.pth
20241102-15:15:28 --- epoch 596 ----------------------------------------
20241102-15:15:28 current_test_accuracies 0.9124 0.9432 0.9464 0.9448 0.9172
20241102-15:15:28 nb_c_quizzes 30033
20241102-15:15:28 weakest_accuracies [0.9124, 0.9172]
20241102-15:15:28 dummy_rand tensor([0.6517])
20241102-15:15:28 dummy_rand tensor([0.1324])
20241102-15:15:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:15:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:17:59 train_loss 596 model 0 0.036025291442871095
20241102-15:17:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:17:59 train_loss 596 model 4 0.03634653091430664
20241102-15:17:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:18:01 test_loss 596 model 0 0.02815696716308594
20241102-15:18:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:18:02 test_loss 596 model 4 0.030655059814453125
20241102-15:18:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:18:04 test_accuracy 596 model 0 nb_correct 2314 / 2500 (92.56%)
20241102-15:18:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:18:04 test_accuracy 596 model 4 nb_correct 2321 / 2500 (92.84%)
20241102-15:18:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:18:13 wrote ae_*.pth
20241102-15:18:13 epoch_duration 2min45s next_finish 15:20:59
20241102-15:18:14 wrote state.pth
20241102-15:18:14 --- epoch 597 ----------------------------------------
20241102-15:18:14 current_test_accuracies 0.9256 0.9432 0.9464 0.9448 0.9284
20241102-15:18:14 nb_c_quizzes 30033
20241102-15:18:14 weakest_accuracies [0.9256, 0.9284]
20241102-15:18:14 dummy_rand tensor([0.9223])
20241102-15:18:14 dummy_rand tensor([0.3769])
20241102-15:18:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:18:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:20:45 train_loss 597 model 0 0.0363770751953125
20241102-15:20:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:20:45 train_loss 597 model 4 0.03649740982055664
20241102-15:20:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:20:47 test_loss 597 model 0 0.035517940521240236
20241102-15:20:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:20:48 test_loss 597 model 4 0.03231929779052734
20241102-15:20:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:20:50 test_accuracy 597 model 0 nb_correct 2301 / 2500 (92.04%)
20241102-15:20:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:20:50 test_accuracy 597 model 4 nb_correct 2272 / 2500 (90.88%)
20241102-15:20:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:20:59 wrote ae_*.pth
20241102-15:20:59 epoch_duration 2min45s next_finish 15:23:45
20241102-15:20:59 wrote state.pth
20241102-15:20:59 --- epoch 598 ----------------------------------------
20241102-15:20:59 current_test_accuracies 0.9204 0.9432 0.9464 0.9448 0.9088
20241102-15:20:59 nb_c_quizzes 30033
20241102-15:20:59 weakest_accuracies [0.9088, 0.9204]
20241102-15:20:59 dummy_rand tensor([0.6666])
20241102-15:20:59 dummy_rand tensor([0.3433])
20241102-15:21:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:21:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:23:31 train_loss 598 model 4 0.03688760185241699
20241102-15:23:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:23:31 train_loss 598 model 0 0.03693037033081055
20241102-15:23:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:23:33 test_loss 598 model 4 0.027885513305664064
20241102-15:23:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:23:34 test_loss 598 model 0 0.029546127319335938
20241102-15:23:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:23:36 test_accuracy 598 model 4 nb_correct 2310 / 2500 (92.40%)
20241102-15:23:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:23:36 test_accuracy 598 model 0 nb_correct 2306 / 2500 (92.24%)
20241102-15:23:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:23:45 wrote ae_*.pth
20241102-15:23:45 epoch_duration 2min46s next_finish 15:26:31
20241102-15:23:46 wrote state.pth
20241102-15:23:46 --- epoch 599 ----------------------------------------
20241102-15:23:46 current_test_accuracies 0.9224 0.9432 0.9464 0.9448 0.9240
20241102-15:23:46 nb_c_quizzes 30033
20241102-15:23:46 weakest_accuracies [0.9224, 0.924]
20241102-15:23:46 dummy_rand tensor([0.2685])
20241102-15:23:46 dummy_rand tensor([0.7435])
20241102-15:23:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:23:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:26:17 train_loss 599 model 0 0.03609503173828125
20241102-15:26:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:26:17 train_loss 599 model 4 0.03666627502441406
20241102-15:26:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:26:20 test_loss 599 model 0 0.02854576110839844
20241102-15:26:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:26:20 test_loss 599 model 4 0.02733428955078125
20241102-15:26:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:26:22 test_accuracy 599 model 0 nb_correct 2310 / 2500 (92.40%)
20241102-15:26:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:26:22 test_accuracy 599 model 4 nb_correct 2269 / 2500 (90.76%)
20241102-15:26:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:26:32 wrote ae_*.pth
20241102-15:26:32 epoch_duration 2min46s next_finish 15:29:18
20241102-15:26:32 wrote state.pth
20241102-15:26:32 --- epoch 600 ----------------------------------------
20241102-15:26:32 current_test_accuracies 0.9240 0.9432 0.9464 0.9448 0.9076
20241102-15:26:32 nb_c_quizzes 30033
20241102-15:26:32 weakest_accuracies [0.9076, 0.924]
20241102-15:26:32 dummy_rand tensor([0.3417])
20241102-15:26:32 dummy_rand tensor([0.3696])
20241102-15:26:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:26:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:29:04 train_loss 600 model 4 0.03620777130126953
20241102-15:29:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:29:04 train_loss 600 model 0 0.03689143753051758
20241102-15:29:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:29:06 test_loss 600 model 4 0.0285125732421875
20241102-15:29:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:29:06 test_loss 600 model 0 0.030369873046875
20241102-15:29:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:29:08 test_accuracy 600 model 4 nb_correct 2249 / 2500 (89.96%)
20241102-15:29:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:29:08 test_accuracy 600 model 0 nb_correct 2340 / 2500 (93.60%)
20241102-15:29:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:29:18 wrote ae_*.pth
20241102-15:29:18 epoch_duration 2min46s next_finish 15:32:04
20241102-15:29:18 wrote state.pth
20241102-15:29:18 --- epoch 601 ----------------------------------------
20241102-15:29:18 current_test_accuracies 0.9360 0.9432 0.9464 0.9448 0.8996
20241102-15:29:18 nb_c_quizzes 30033
20241102-15:29:18 weakest_accuracies [0.8996, 0.936]
20241102-15:29:18 dummy_rand tensor([0.2058])
20241102-15:29:18 dummy_rand tensor([0.2869])
20241102-15:29:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:29:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:31:50 train_loss 601 model 0 0.035801403045654295
20241102-15:31:50 train_loss 601 model 4 0.035293525695800784
20241102-15:31:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:31:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:31:52 test_loss 601 model 0 0.02757049560546875
20241102-15:31:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:31:52 test_loss 601 model 4 0.03077667236328125
20241102-15:31:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:31:55 test_accuracy 601 model 0 nb_correct 2243 / 2500 (89.72%)
20241102-15:31:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:31:55 test_accuracy 601 model 4 nb_correct 2252 / 2500 (90.08%)
20241102-15:31:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:32:04 wrote ae_*.pth
20241102-15:32:04 epoch_duration 2min46s next_finish 15:34:51
20241102-15:32:05 wrote state.pth
20241102-15:32:05 --- epoch 602 ----------------------------------------
20241102-15:32:05 current_test_accuracies 0.8972 0.9432 0.9464 0.9448 0.9008
20241102-15:32:05 nb_c_quizzes 30033
20241102-15:32:05 weakest_accuracies [0.8972, 0.9008]
20241102-15:32:05 dummy_rand tensor([0.4012])
20241102-15:32:05 dummy_rand tensor([0.3781])
20241102-15:32:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:32:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:34:36 train_loss 602 model 4 0.035854385375976565
20241102-15:34:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:34:36 train_loss 602 model 0 0.03642658233642578
20241102-15:34:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:34:39 test_loss 602 model 4 0.02930816650390625
20241102-15:34:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:34:39 test_loss 602 model 0 0.02934814453125
20241102-15:34:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:34:41 test_accuracy 602 model 4 nb_correct 2300 / 2500 (92.00%)
20241102-15:34:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:34:41 test_accuracy 602 model 0 nb_correct 2304 / 2500 (92.16%)
20241102-15:34:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:34:51 wrote ae_*.pth
20241102-15:34:51 epoch_duration 2min46s next_finish 15:37:37
20241102-15:34:51 wrote state.pth
20241102-15:34:51 --- epoch 603 ----------------------------------------
20241102-15:34:51 current_test_accuracies 0.9216 0.9432 0.9464 0.9448 0.9200
20241102-15:34:51 nb_c_quizzes 30033
20241102-15:34:51 weakest_accuracies [0.92, 0.9216]
20241102-15:34:51 dummy_rand tensor([0.0114])
20241102-15:34:51 dummy_rand tensor([0.7434])
20241102-15:34:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:34:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:37:23 train_loss 603 model 4 0.036792160034179684
20241102-15:37:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:37:23 train_loss 603 model 0 0.03597802734375
20241102-15:37:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:37:25 test_loss 603 model 4 0.02878814697265625
20241102-15:37:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:37:25 test_loss 603 model 0 0.02909637451171875
20241102-15:37:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:37:27 test_accuracy 603 model 4 nb_correct 2243 / 2500 (89.72%)
20241102-15:37:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:37:27 test_accuracy 603 model 0 nb_correct 2278 / 2500 (91.12%)
20241102-15:37:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:37:37 wrote ae_*.pth
20241102-15:37:37 epoch_duration 2min46s next_finish 15:40:23
20241102-15:37:37 wrote state.pth
20241102-15:37:37 --- epoch 604 ----------------------------------------
20241102-15:37:37 current_test_accuracies 0.9112 0.9432 0.9464 0.9448 0.8972
20241102-15:37:37 nb_c_quizzes 30033
20241102-15:37:37 weakest_accuracies [0.8972, 0.9112]
20241102-15:37:37 dummy_rand tensor([0.8785])
20241102-15:37:37 dummy_rand tensor([0.9105])
20241102-15:37:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:37:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:40:09 train_loss 604 model 0 0.03685279846191406
20241102-15:40:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:40:09 train_loss 604 model 4 0.03625225830078125
20241102-15:40:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:40:11 test_loss 604 model 0 0.031008148193359376
20241102-15:40:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:40:11 test_loss 604 model 4 0.029557151794433592
20241102-15:40:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:40:13 test_accuracy 604 model 0 nb_correct 2254 / 2500 (90.16%)
20241102-15:40:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:40:14 test_accuracy 604 model 4 nb_correct 2325 / 2500 (93.00%)
20241102-15:40:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:40:23 wrote ae_*.pth
20241102-15:40:23 epoch_duration 2min45s next_finish 15:43:09
20241102-15:40:23 wrote state.pth
20241102-15:40:23 --- epoch 605 ----------------------------------------
20241102-15:40:23 current_test_accuracies 0.9016 0.9432 0.9464 0.9448 0.9300
20241102-15:40:23 nb_c_quizzes 30033
20241102-15:40:23 weakest_accuracies [0.9016, 0.93]
20241102-15:40:23 dummy_rand tensor([0.3200])
20241102-15:40:23 dummy_rand tensor([0.6258])
20241102-15:40:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:40:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:42:55 train_loss 605 model 4 0.03597647476196289
20241102-15:42:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:42:55 train_loss 605 model 0 0.036557868003845216
20241102-15:42:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:42:57 test_loss 605 model 4 0.03100727081298828
20241102-15:42:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:42:57 test_loss 605 model 0 0.029593353271484376
20241102-15:42:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:42:59 test_accuracy 605 model 4 nb_correct 2300 / 2500 (92.00%)
20241102-15:42:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:42:59 test_accuracy 605 model 0 nb_correct 2295 / 2500 (91.80%)
20241102-15:42:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:43:09 wrote ae_*.pth
20241102-15:43:09 epoch_duration 2min45s next_finish 15:45:55
20241102-15:43:09 wrote state.pth
20241102-15:43:09 --- epoch 606 ----------------------------------------
20241102-15:43:09 current_test_accuracies 0.9180 0.9432 0.9464 0.9448 0.9200
20241102-15:43:09 nb_c_quizzes 30033
20241102-15:43:09 weakest_accuracies [0.918, 0.92]
20241102-15:43:09 dummy_rand tensor([0.9726])
20241102-15:43:09 dummy_rand tensor([0.8685])
20241102-15:43:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:43:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:45:41 train_loss 606 model 4 0.03643182373046875
20241102-15:45:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:45:41 train_loss 606 model 0 0.03605275344848633
20241102-15:45:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:45:43 test_loss 606 model 4 0.032370834350585936
20241102-15:45:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:45:43 test_loss 606 model 0 0.02909984588623047
20241102-15:45:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:45:45 test_accuracy 606 model 4 nb_correct 2306 / 2500 (92.24%)
20241102-15:45:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:45:45 test_accuracy 606 model 0 nb_correct 2315 / 2500 (92.60%)
20241102-15:45:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:45:55 wrote ae_*.pth
20241102-15:45:55 epoch_duration 2min45s next_finish 15:48:41
20241102-15:45:55 wrote state.pth
20241102-15:45:55 --- epoch 607 ----------------------------------------
20241102-15:45:55 current_test_accuracies 0.9260 0.9432 0.9464 0.9448 0.9224
20241102-15:45:55 nb_c_quizzes 30033
20241102-15:45:55 weakest_accuracies [0.9224, 0.926]
20241102-15:45:55 dummy_rand tensor([0.6190])
20241102-15:45:55 dummy_rand tensor([0.9735])
20241102-15:45:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:45:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:48:27 train_loss 607 model 0 0.035951038360595704
20241102-15:48:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:48:27 train_loss 607 model 4 0.03600827026367188
20241102-15:48:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:48:29 test_loss 607 model 0 0.028565673828125
20241102-15:48:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:48:29 test_loss 607 model 4 0.02538749694824219
20241102-15:48:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:48:31 test_accuracy 607 model 0 nb_correct 2340 / 2500 (93.60%)
20241102-15:48:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:48:31 test_accuracy 607 model 4 nb_correct 2323 / 2500 (92.92%)
20241102-15:48:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:48:41 wrote ae_*.pth
20241102-15:48:41 epoch_duration 2min46s next_finish 15:51:27
20241102-15:48:41 wrote state.pth
20241102-15:48:41 --- epoch 608 ----------------------------------------
20241102-15:48:41 current_test_accuracies 0.9360 0.9432 0.9464 0.9448 0.9292
20241102-15:48:41 nb_c_quizzes 30033
20241102-15:48:41 weakest_accuracies [0.9292, 0.936]
20241102-15:48:41 dummy_rand tensor([0.8470])
20241102-15:48:41 dummy_rand tensor([0.9060])
20241102-15:48:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:48:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:51:13 train_loss 608 model 0 0.036480545043945316
20241102-15:51:13 train_loss 608 model 4 0.03626217269897461
20241102-15:51:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:51:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:51:15 test_loss 608 model 0 0.030298919677734376
20241102-15:51:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:51:15 test_loss 608 model 4 0.030426101684570314
20241102-15:51:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:51:18 test_accuracy 608 model 0 nb_correct 2310 / 2500 (92.40%)
20241102-15:51:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:51:18 test_accuracy 608 model 4 nb_correct 2308 / 2500 (92.32%)
20241102-15:51:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:51:27 wrote ae_*.pth
20241102-15:51:27 epoch_duration 2min46s next_finish 15:54:14
20241102-15:51:27 wrote state.pth
20241102-15:51:27 --- epoch 609 ----------------------------------------
20241102-15:51:27 current_test_accuracies 0.9240 0.9432 0.9464 0.9448 0.9232
20241102-15:51:27 nb_c_quizzes 30033
20241102-15:51:27 weakest_accuracies [0.9232, 0.924]
20241102-15:51:27 dummy_rand tensor([0.0431])
20241102-15:51:27 dummy_rand tensor([0.3109])
20241102-15:51:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:51:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:54:00 train_loss 609 model 4 0.035852609634399416
20241102-15:54:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:54:00 train_loss 609 model 0 0.03598262310028076
20241102-15:54:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:54:02 test_loss 609 model 4 0.026443023681640625
20241102-15:54:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:54:03 test_loss 609 model 0 0.028388671875
20241102-15:54:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:54:05 test_accuracy 609 model 4 nb_correct 2250 / 2500 (90.00%)
20241102-15:54:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:54:06 test_accuracy 609 model 0 nb_correct 2256 / 2500 (90.24%)
20241102-15:54:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:54:15 wrote ae_*.pth
20241102-15:54:15 epoch_duration 2min47s next_finish 15:57:02
20241102-15:54:15 wrote state.pth
20241102-15:54:15 --- epoch 610 ----------------------------------------
20241102-15:54:15 current_test_accuracies 0.9024 0.9432 0.9464 0.9448 0.9000
20241102-15:54:15 nb_c_quizzes 30033
20241102-15:54:15 weakest_accuracies [0.9, 0.9024]
20241102-15:54:15 dummy_rand tensor([0.6995])
20241102-15:54:15 dummy_rand tensor([0.6179])
20241102-15:54:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:54:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:56:47 train_loss 610 model 0 0.03594807434082031
20241102-15:56:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:56:47 train_loss 610 model 4 0.03634014129638672
20241102-15:56:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:56:49 test_loss 610 model 0 0.027598495483398437
20241102-15:56:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:56:49 test_loss 610 model 4 0.02784355163574219
20241102-15:56:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:56:51 test_accuracy 610 model 0 nb_correct 2365 / 2500 (94.60%)
20241102-15:56:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:56:51 test_accuracy 610 model 4 nb_correct 2258 / 2500 (90.32%)
20241102-15:56:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:57:01 wrote ae_*.pth
20241102-15:57:01 epoch_duration 2min46s next_finish 15:59:47
20241102-15:57:01 wrote state.pth
20241102-15:57:01 --- epoch 611 ----------------------------------------
20241102-15:57:01 current_test_accuracies 0.9460 0.9432 0.9464 0.9448 0.9032
20241102-15:57:01 nb_c_quizzes 30033
20241102-15:57:01 weakest_accuracies [0.9032, 0.9432]
20241102-15:57:01 dummy_rand tensor([0.2208])
20241102-15:57:01 dummy_rand tensor([0.3826])
20241102-15:57:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:57:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:59:33 train_loss 611 model 4 0.036401687622070314
20241102-15:59:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:59:33 train_loss 611 model 1 0.03642949295043945
20241102-15:59:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:59:35 test_loss 611 model 4 0.027912406921386718
20241102-15:59:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:59:35 test_loss 611 model 1 0.0266412353515625
20241102-15:59:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-15:59:37 test_accuracy 611 model 4 nb_correct 2269 / 2500 (90.76%)
20241102-15:59:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:59:37 test_accuracy 611 model 1 nb_correct 2314 / 2500 (92.56%)
20241102-15:59:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-15:59:47 wrote ae_*.pth
20241102-15:59:47 epoch_duration 2min46s next_finish 16:02:33
20241102-15:59:47 wrote state.pth
20241102-15:59:47 --- epoch 612 ----------------------------------------
20241102-15:59:47 current_test_accuracies 0.9460 0.9256 0.9464 0.9448 0.9076
20241102-15:59:47 nb_c_quizzes 30033
20241102-15:59:47 weakest_accuracies [0.9076, 0.9256]
20241102-15:59:47 dummy_rand tensor([0.0278])
20241102-15:59:47 dummy_rand tensor([0.5577])
20241102-15:59:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-15:59:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:02:19 train_loss 612 model 4 0.03675788688659668
20241102-16:02:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:02:19 train_loss 612 model 1 0.03636779022216797
20241102-16:02:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:02:21 test_loss 612 model 4 0.028963241577148437
20241102-16:02:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:02:21 test_loss 612 model 1 0.030251274108886717
20241102-16:02:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:02:23 test_accuracy 612 model 4 nb_correct 2295 / 2500 (91.80%)
20241102-16:02:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:02:23 test_accuracy 612 model 1 nb_correct 2314 / 2500 (92.56%)
20241102-16:02:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:02:33 wrote ae_*.pth
20241102-16:02:33 epoch_duration 2min45s next_finish 16:05:19
20241102-16:02:33 wrote state.pth
20241102-16:02:33 --- epoch 613 ----------------------------------------
20241102-16:02:33 current_test_accuracies 0.9460 0.9256 0.9464 0.9448 0.9180
20241102-16:02:33 nb_c_quizzes 30033
20241102-16:02:33 weakest_accuracies [0.918, 0.9256]
20241102-16:02:33 dummy_rand tensor([0.7116])
20241102-16:02:33 dummy_rand tensor([0.4319])
20241102-16:02:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:02:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:05:05 train_loss 613 model 4 0.03584495544433594
20241102-16:05:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:05:05 train_loss 613 model 1 0.03620790672302246
20241102-16:05:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:05:07 test_loss 613 model 4 0.027868080139160156
20241102-16:05:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:05:07 test_loss 613 model 1 0.0326739501953125
20241102-16:05:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:05:09 test_accuracy 613 model 4 nb_correct 2324 / 2500 (92.96%)
20241102-16:05:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:05:09 test_accuracy 613 model 1 nb_correct 2312 / 2500 (92.48%)
20241102-16:05:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:05:19 wrote ae_*.pth
20241102-16:05:19 epoch_duration 2min45s next_finish 16:08:05
20241102-16:05:19 wrote state.pth
20241102-16:05:19 --- epoch 614 ----------------------------------------
20241102-16:05:19 current_test_accuracies 0.9460 0.9248 0.9464 0.9448 0.9296
20241102-16:05:19 nb_c_quizzes 30033
20241102-16:05:19 weakest_accuracies [0.9248, 0.9296]
20241102-16:05:19 dummy_rand tensor([0.2487])
20241102-16:05:19 dummy_rand tensor([0.8775])
20241102-16:05:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:05:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:07:51 train_loss 614 model 1 0.03628826904296875
20241102-16:07:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:07:51 train_loss 614 model 4 0.03611212158203125
20241102-16:07:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:07:53 test_loss 614 model 1 0.0272222900390625
20241102-16:07:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:07:53 test_loss 614 model 4 0.0285247802734375
20241102-16:07:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:07:55 test_accuracy 614 model 1 nb_correct 2320 / 2500 (92.80%)
20241102-16:07:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:07:55 test_accuracy 614 model 4 nb_correct 2303 / 2500 (92.12%)
20241102-16:07:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:08:05 wrote ae_*.pth
20241102-16:08:05 epoch_duration 2min46s next_finish 16:10:51
20241102-16:08:05 wrote state.pth
20241102-16:08:05 --- epoch 615 ----------------------------------------
20241102-16:08:05 current_test_accuracies 0.9460 0.9280 0.9464 0.9448 0.9212
20241102-16:08:05 nb_c_quizzes 30033
20241102-16:08:05 weakest_accuracies [0.9212, 0.928]
20241102-16:08:05 dummy_rand tensor([0.3989])
20241102-16:08:05 dummy_rand tensor([0.2894])
20241102-16:08:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:08:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:10:37 train_loss 615 model 4 0.036556509971618655
20241102-16:10:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:10:37 train_loss 615 model 1 0.037045944213867185
20241102-16:10:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:10:39 test_loss 615 model 4 0.026688232421875
20241102-16:10:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:10:39 test_loss 615 model 1 0.02771451950073242
20241102-16:10:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:10:41 test_accuracy 615 model 4 nb_correct 2259 / 2500 (90.36%)
20241102-16:10:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:10:41 test_accuracy 615 model 1 nb_correct 2344 / 2500 (93.76%)
20241102-16:10:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:10:51 wrote ae_*.pth
20241102-16:10:51 epoch_duration 2min46s next_finish 16:13:38
20241102-16:10:51 wrote state.pth
20241102-16:10:51 --- epoch 616 ----------------------------------------
20241102-16:10:51 current_test_accuracies 0.9460 0.9376 0.9464 0.9448 0.9036
20241102-16:10:51 nb_c_quizzes 30033
20241102-16:10:51 weakest_accuracies [0.9036, 0.9376]
20241102-16:10:51 dummy_rand tensor([0.7242])
20241102-16:10:51 dummy_rand tensor([0.5029])
20241102-16:10:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:10:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:13:23 train_loss 616 model 4 0.03597079086303711
20241102-16:13:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:13:23 train_loss 616 model 1 0.036117889404296874
20241102-16:13:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:13:25 test_loss 616 model 4 0.0304962158203125
20241102-16:13:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:13:25 test_loss 616 model 1 0.028408203125
20241102-16:13:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:13:28 test_accuracy 616 model 4 nb_correct 2225 / 2500 (89.00%)
20241102-16:13:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:13:28 test_accuracy 616 model 1 nb_correct 2299 / 2500 (91.96%)
20241102-16:13:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:13:37 wrote ae_*.pth
20241102-16:13:37 epoch_duration 2min46s next_finish 16:16:23
20241102-16:13:37 wrote state.pth
20241102-16:13:37 --- epoch 617 ----------------------------------------
20241102-16:13:37 current_test_accuracies 0.9460 0.9196 0.9464 0.9448 0.8900
20241102-16:13:37 nb_c_quizzes 30033
20241102-16:13:37 weakest_accuracies [0.89, 0.9196]
20241102-16:13:37 dummy_rand tensor([0.1821])
20241102-16:13:37 dummy_rand tensor([0.5754])
20241102-16:13:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:13:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:16:09 train_loss 617 model 4 0.03536380004882812
20241102-16:16:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:16:09 train_loss 617 model 1 0.0358690071105957
20241102-16:16:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:16:11 test_loss 617 model 4 0.0276300048828125
20241102-16:16:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:16:11 test_loss 617 model 1 0.03131202697753906
20241102-16:16:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:16:14 test_accuracy 617 model 4 nb_correct 2329 / 2500 (93.16%)
20241102-16:16:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:16:14 test_accuracy 617 model 1 nb_correct 2347 / 2500 (93.88%)
20241102-16:16:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:16:23 wrote ae_*.pth
20241102-16:16:23 epoch_duration 2min45s next_finish 16:19:09
20241102-16:16:23 wrote state.pth
20241102-16:16:23 --- epoch 618 ----------------------------------------
20241102-16:16:23 current_test_accuracies 0.9460 0.9388 0.9464 0.9448 0.9316
20241102-16:16:23 nb_c_quizzes 30033
20241102-16:16:23 weakest_accuracies [0.9316, 0.9388]
20241102-16:16:23 dummy_rand tensor([0.1760])
20241102-16:16:23 dummy_rand tensor([0.4055])
20241102-16:16:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:16:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:18:55 train_loss 618 model 4 0.036263595581054686
20241102-16:18:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:18:55 train_loss 618 model 1 0.03655087280273438
20241102-16:18:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:18:57 test_loss 618 model 4 0.03187347412109375
20241102-16:18:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:18:57 test_loss 618 model 1 0.028534622192382814
20241102-16:18:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:19:00 test_accuracy 618 model 4 nb_correct 2247 / 2500 (89.88%)
20241102-16:19:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:19:00 test_accuracy 618 model 1 nb_correct 2281 / 2500 (91.24%)
20241102-16:19:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:19:09 wrote ae_*.pth
20241102-16:19:09 epoch_duration 2min45s next_finish 16:21:55
20241102-16:19:09 wrote state.pth
20241102-16:19:09 --- epoch 619 ----------------------------------------
20241102-16:19:09 current_test_accuracies 0.9460 0.9124 0.9464 0.9448 0.8988
20241102-16:19:09 nb_c_quizzes 30033
20241102-16:19:09 weakest_accuracies [0.8988, 0.9124]
20241102-16:19:09 dummy_rand tensor([0.9693])
20241102-16:19:09 dummy_rand tensor([0.1641])
20241102-16:19:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:19:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:21:41 train_loss 619 model 4 0.03669142532348633
20241102-16:21:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:21:41 train_loss 619 model 1 0.03574934768676758
20241102-16:21:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:21:43 test_loss 619 model 4 0.02951181411743164
20241102-16:21:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:21:43 test_loss 619 model 1 0.028127822875976562
20241102-16:21:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:21:45 test_accuracy 619 model 4 nb_correct 2269 / 2500 (90.76%)
20241102-16:21:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:21:45 test_accuracy 619 model 1 nb_correct 2337 / 2500 (93.48%)
20241102-16:21:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:21:55 wrote ae_*.pth
20241102-16:21:55 epoch_duration 2min45s next_finish 16:24:41
20241102-16:21:55 wrote state.pth
20241102-16:21:55 --- epoch 620 ----------------------------------------
20241102-16:21:55 current_test_accuracies 0.9460 0.9348 0.9464 0.9448 0.9076
20241102-16:21:55 nb_c_quizzes 30033
20241102-16:21:55 weakest_accuracies [0.9076, 0.9348]
20241102-16:21:55 dummy_rand tensor([0.5120])
20241102-16:21:55 dummy_rand tensor([0.7415])
20241102-16:21:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:21:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:24:27 train_loss 620 model 4 0.035881492614746095
20241102-16:24:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:24:27 train_loss 620 model 1 0.03730222702026367
20241102-16:24:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:24:29 test_loss 620 model 4 0.028219146728515623
20241102-16:24:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:24:29 test_loss 620 model 1 0.02864524841308594
20241102-16:24:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:24:31 test_accuracy 620 model 4 nb_correct 2294 / 2500 (91.76%)
20241102-16:24:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:24:31 test_accuracy 620 model 1 nb_correct 2307 / 2500 (92.28%)
20241102-16:24:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:24:41 wrote ae_*.pth
20241102-16:24:41 epoch_duration 2min45s next_finish 16:27:27
20241102-16:24:41 wrote state.pth
20241102-16:24:41 --- epoch 621 ----------------------------------------
20241102-16:24:41 current_test_accuracies 0.9460 0.9228 0.9464 0.9448 0.9176
20241102-16:24:41 nb_c_quizzes 30033
20241102-16:24:41 weakest_accuracies [0.9176, 0.9228]
20241102-16:24:41 dummy_rand tensor([0.3089])
20241102-16:24:41 dummy_rand tensor([0.7683])
20241102-16:24:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:24:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:27:12 train_loss 621 model 4 0.036069692611694334
20241102-16:27:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:27:12 train_loss 621 model 1 0.03534866714477539
20241102-16:27:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:27:15 test_loss 621 model 4 0.030653724670410155
20241102-16:27:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:27:15 test_loss 621 model 1 0.027527008056640625
20241102-16:27:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:27:17 test_accuracy 621 model 4 nb_correct 2289 / 2500 (91.56%)
20241102-16:27:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:27:17 test_accuracy 621 model 1 nb_correct 2271 / 2500 (90.84%)
20241102-16:27:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:27:27 wrote ae_*.pth
20241102-16:27:27 epoch_duration 2min45s next_finish 16:30:13
20241102-16:27:27 wrote state.pth
20241102-16:27:27 --- epoch 622 ----------------------------------------
20241102-16:27:27 current_test_accuracies 0.9460 0.9084 0.9464 0.9448 0.9156
20241102-16:27:27 nb_c_quizzes 30033
20241102-16:27:27 weakest_accuracies [0.9084, 0.9156]
20241102-16:27:27 dummy_rand tensor([0.6098])
20241102-16:27:27 dummy_rand tensor([0.5884])
20241102-16:27:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:27:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:29:58 train_loss 622 model 1 0.03542184066772461
20241102-16:29:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:29:59 train_loss 622 model 4 0.03573056793212891
20241102-16:29:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:30:01 test_loss 622 model 1 0.029586334228515625
20241102-16:30:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:30:01 test_loss 622 model 4 0.031065216064453127
20241102-16:30:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:30:03 test_accuracy 622 model 1 nb_correct 2300 / 2500 (92.00%)
20241102-16:30:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:30:03 test_accuracy 622 model 4 nb_correct 2336 / 2500 (93.44%)
20241102-16:30:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:30:13 wrote ae_*.pth
20241102-16:30:13 epoch_duration 2min46s next_finish 16:32:59
20241102-16:30:13 wrote state.pth
20241102-16:30:13 --- epoch 623 ----------------------------------------
20241102-16:30:13 current_test_accuracies 0.9460 0.9200 0.9464 0.9448 0.9344
20241102-16:30:13 nb_c_quizzes 30033
20241102-16:30:13 weakest_accuracies [0.92, 0.9344]
20241102-16:30:13 dummy_rand tensor([0.4449])
20241102-16:30:13 dummy_rand tensor([0.9278])
20241102-16:30:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:30:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:32:45 train_loss 623 model 1 0.03693057250976563
20241102-16:32:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:32:45 train_loss 623 model 4 0.03593405151367188
20241102-16:32:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:32:47 test_loss 623 model 1 0.028909339904785156
20241102-16:32:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:32:47 test_loss 623 model 4 0.02846916198730469
20241102-16:32:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:32:49 test_accuracy 623 model 1 nb_correct 2288 / 2500 (91.52%)
20241102-16:32:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:32:49 test_accuracy 623 model 4 nb_correct 2292 / 2500 (91.68%)
20241102-16:32:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:32:59 wrote ae_*.pth
20241102-16:32:59 epoch_duration 2min45s next_finish 16:35:45
20241102-16:32:59 wrote state.pth
20241102-16:32:59 --- epoch 624 ----------------------------------------
20241102-16:32:59 current_test_accuracies 0.9460 0.9152 0.9464 0.9448 0.9168
20241102-16:32:59 nb_c_quizzes 30033
20241102-16:32:59 weakest_accuracies [0.9152, 0.9168]
20241102-16:32:59 dummy_rand tensor([0.9414])
20241102-16:32:59 dummy_rand tensor([0.5482])
20241102-16:32:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:32:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:35:30 train_loss 624 model 4 0.03657053756713867
20241102-16:35:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:35:30 train_loss 624 model 1 0.03541301155090332
20241102-16:35:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:35:33 test_loss 624 model 4 0.028304595947265625
20241102-16:35:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:35:33 test_loss 624 model 1 0.026352996826171874
20241102-16:35:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:35:35 test_accuracy 624 model 4 nb_correct 2326 / 2500 (93.04%)
20241102-16:35:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:35:35 test_accuracy 624 model 1 nb_correct 2332 / 2500 (93.28%)
20241102-16:35:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:35:45 wrote ae_*.pth
20241102-16:35:45 epoch_duration 2min45s next_finish 16:38:30
20241102-16:35:45 wrote state.pth
20241102-16:35:45 --- epoch 625 ----------------------------------------
20241102-16:35:45 current_test_accuracies 0.9460 0.9328 0.9464 0.9448 0.9304
20241102-16:35:45 nb_c_quizzes 30033
20241102-16:35:45 weakest_accuracies [0.9304, 0.9328]
20241102-16:35:45 dummy_rand tensor([0.3658])
20241102-16:35:45 dummy_rand tensor([0.8112])
20241102-16:35:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:35:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:38:16 train_loss 625 model 1 0.035919960021972654
20241102-16:38:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:38:17 train_loss 625 model 4 0.036626232147216796
20241102-16:38:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:38:19 test_loss 625 model 1 0.029334945678710936
20241102-16:38:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:38:19 test_loss 625 model 4 0.03027984619140625
20241102-16:38:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:38:21 test_accuracy 625 model 1 nb_correct 2295 / 2500 (91.80%)
20241102-16:38:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:38:21 test_accuracy 625 model 4 nb_correct 2325 / 2500 (93.00%)
20241102-16:38:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:38:31 wrote ae_*.pth
20241102-16:38:31 epoch_duration 2min46s next_finish 16:41:17
20241102-16:38:31 wrote state.pth
20241102-16:38:31 --- epoch 626 ----------------------------------------
20241102-16:38:31 current_test_accuracies 0.9460 0.9180 0.9464 0.9448 0.9300
20241102-16:38:31 nb_c_quizzes 30033
20241102-16:38:31 weakest_accuracies [0.918, 0.93]
20241102-16:38:31 dummy_rand tensor([0.7415])
20241102-16:38:31 dummy_rand tensor([0.1679])
20241102-16:38:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:38:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:41:03 train_loss 626 model 1 0.03566646957397461
20241102-16:41:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:41:03 train_loss 626 model 4 0.03563858413696289
20241102-16:41:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:41:05 test_loss 626 model 1 0.030175247192382813
20241102-16:41:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:41:05 test_loss 626 model 4 0.029945755004882814
20241102-16:41:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:41:07 test_accuracy 626 model 1 nb_correct 2282 / 2500 (91.28%)
20241102-16:41:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:41:07 test_accuracy 626 model 4 nb_correct 2280 / 2500 (91.20%)
20241102-16:41:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:41:17 wrote ae_*.pth
20241102-16:41:17 epoch_duration 2min46s next_finish 16:44:03
20241102-16:41:17 wrote state.pth
20241102-16:41:17 --- epoch 627 ----------------------------------------
20241102-16:41:17 current_test_accuracies 0.9460 0.9128 0.9464 0.9448 0.9120
20241102-16:41:17 nb_c_quizzes 30033
20241102-16:41:17 weakest_accuracies [0.912, 0.9128]
20241102-16:41:17 dummy_rand tensor([0.4788])
20241102-16:41:17 dummy_rand tensor([0.1159])
20241102-16:41:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:41:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:43:49 train_loss 627 model 4 0.035632453918457034
20241102-16:43:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:43:49 train_loss 627 model 1 0.03666621971130371
20241102-16:43:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:43:51 test_loss 627 model 4 0.03152252197265625
20241102-16:43:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:43:51 test_loss 627 model 1 0.028350868225097657
20241102-16:43:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:43:53 test_accuracy 627 model 4 nb_correct 2249 / 2500 (89.96%)
20241102-16:43:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:43:53 test_accuracy 627 model 1 nb_correct 2310 / 2500 (92.40%)
20241102-16:43:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:44:03 wrote ae_*.pth
20241102-16:44:03 epoch_duration 2min45s next_finish 16:46:49
20241102-16:44:03 wrote state.pth
20241102-16:44:03 --- epoch 628 ----------------------------------------
20241102-16:44:03 current_test_accuracies 0.9460 0.9240 0.9464 0.9448 0.8996
20241102-16:44:03 nb_c_quizzes 30033
20241102-16:44:03 weakest_accuracies [0.8996, 0.924]
20241102-16:44:03 dummy_rand tensor([0.9456])
20241102-16:44:03 dummy_rand tensor([0.8251])
20241102-16:44:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:44:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:46:35 train_loss 628 model 4 0.03575355529785156
20241102-16:46:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:46:35 train_loss 628 model 1 0.0360678596496582
20241102-16:46:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:46:37 test_loss 628 model 4 0.03067138671875
20241102-16:46:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:46:37 test_loss 628 model 1 0.0275531005859375
20241102-16:46:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:46:39 test_accuracy 628 model 4 nb_correct 2323 / 2500 (92.92%)
20241102-16:46:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:46:39 test_accuracy 628 model 1 nb_correct 2328 / 2500 (93.12%)
20241102-16:46:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:46:49 wrote ae_*.pth
20241102-16:46:49 epoch_duration 2min46s next_finish 16:49:35
20241102-16:46:49 wrote state.pth
20241102-16:46:49 --- epoch 629 ----------------------------------------
20241102-16:46:49 current_test_accuracies 0.9460 0.9312 0.9464 0.9448 0.9292
20241102-16:46:49 nb_c_quizzes 30033
20241102-16:46:49 weakest_accuracies [0.9292, 0.9312]
20241102-16:46:49 dummy_rand tensor([0.6953])
20241102-16:46:49 dummy_rand tensor([0.3947])
20241102-16:46:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:46:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:49:21 train_loss 629 model 4 0.03623611640930176
20241102-16:49:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:49:21 train_loss 629 model 1 0.03557474136352539
20241102-16:49:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:49:23 test_loss 629 model 4 0.02731903076171875
20241102-16:49:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:49:23 test_loss 629 model 1 0.02750244140625
20241102-16:49:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:49:25 test_accuracy 629 model 4 nb_correct 2293 / 2500 (91.72%)
20241102-16:49:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:49:25 test_accuracy 629 model 1 nb_correct 2274 / 2500 (90.96%)
20241102-16:49:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:49:35 wrote ae_*.pth
20241102-16:49:35 epoch_duration 2min45s next_finish 16:52:21
20241102-16:49:35 wrote state.pth
20241102-16:49:35 --- epoch 630 ----------------------------------------
20241102-16:49:35 current_test_accuracies 0.9460 0.9096 0.9464 0.9448 0.9172
20241102-16:49:35 nb_c_quizzes 30033
20241102-16:49:35 weakest_accuracies [0.9096, 0.9172]
20241102-16:49:35 dummy_rand tensor([0.1309])
20241102-16:49:35 dummy_rand tensor([0.1394])
20241102-16:49:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:49:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:52:07 train_loss 630 model 1 0.035578941345214846
20241102-16:52:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:52:08 train_loss 630 model 4 0.03592940521240234
20241102-16:52:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:52:10 test_loss 630 model 1 0.029429798126220704
20241102-16:52:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:52:10 test_loss 630 model 4 0.028523101806640624
20241102-16:52:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:52:12 test_accuracy 630 model 1 nb_correct 2326 / 2500 (93.04%)
20241102-16:52:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:52:13 test_accuracy 630 model 4 nb_correct 2306 / 2500 (92.24%)
20241102-16:52:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:52:22 wrote ae_*.pth
20241102-16:52:22 epoch_duration 2min47s next_finish 16:55:09
20241102-16:52:22 wrote state.pth
20241102-16:52:22 --- epoch 631 ----------------------------------------
20241102-16:52:22 current_test_accuracies 0.9460 0.9304 0.9464 0.9448 0.9224
20241102-16:52:22 nb_c_quizzes 30033
20241102-16:52:22 weakest_accuracies [0.9224, 0.9304]
20241102-16:52:22 dummy_rand tensor([0.4986])
20241102-16:52:22 dummy_rand tensor([0.1559])
20241102-16:52:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:52:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:54:54 train_loss 631 model 4 0.0358487434387207
20241102-16:54:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:54:54 train_loss 631 model 1 0.03607000923156738
20241102-16:54:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:54:56 test_loss 631 model 4 0.03331298828125
20241102-16:54:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:54:57 test_loss 631 model 1 0.029815635681152343
20241102-16:54:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:54:59 test_accuracy 631 model 4 nb_correct 2214 / 2500 (88.56%)
20241102-16:54:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:54:59 test_accuracy 631 model 1 nb_correct 2343 / 2500 (93.72%)
20241102-16:54:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:55:09 wrote ae_*.pth
20241102-16:55:09 epoch_duration 2min46s next_finish 16:57:55
20241102-16:55:09 wrote state.pth
20241102-16:55:09 --- epoch 632 ----------------------------------------
20241102-16:55:09 current_test_accuracies 0.9460 0.9372 0.9464 0.9448 0.8856
20241102-16:55:09 nb_c_quizzes 30033
20241102-16:55:09 weakest_accuracies [0.8856, 0.9372]
20241102-16:55:09 dummy_rand tensor([0.6767])
20241102-16:55:09 dummy_rand tensor([0.9877])
20241102-16:55:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:55:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:57:40 train_loss 632 model 4 0.03595244407653809
20241102-16:57:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:57:41 train_loss 632 model 1 0.035996177673339846
20241102-16:57:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:57:43 test_loss 632 model 4 0.030294952392578126
20241102-16:57:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:57:43 test_loss 632 model 1 0.03331657409667969
20241102-16:57:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-16:57:45 test_accuracy 632 model 4 nb_correct 2284 / 2500 (91.36%)
20241102-16:57:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:57:45 test_accuracy 632 model 1 nb_correct 2312 / 2500 (92.48%)
20241102-16:57:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-16:57:55 wrote ae_*.pth
20241102-16:57:55 epoch_duration 2min45s next_finish 17:00:41
20241102-16:57:55 wrote state.pth
20241102-16:57:55 --- epoch 633 ----------------------------------------
20241102-16:57:55 current_test_accuracies 0.9460 0.9248 0.9464 0.9448 0.9136
20241102-16:57:55 nb_c_quizzes 30033
20241102-16:57:55 weakest_accuracies [0.9136, 0.9248]
20241102-16:57:55 dummy_rand tensor([0.3354])
20241102-16:57:55 dummy_rand tensor([0.6630])
20241102-16:57:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-16:57:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:00:26 train_loss 633 model 4 0.03573002052307129
20241102-17:00:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:00:27 train_loss 633 model 1 0.035593978881835936
20241102-17:00:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:00:29 test_loss 633 model 4 0.02827972412109375
20241102-17:00:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:00:29 test_loss 633 model 1 0.026068572998046876
20241102-17:00:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:00:31 test_accuracy 633 model 4 nb_correct 2225 / 2500 (89.00%)
20241102-17:00:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:00:31 test_accuracy 633 model 1 nb_correct 2345 / 2500 (93.80%)
20241102-17:00:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:00:41 wrote ae_*.pth
20241102-17:00:41 epoch_duration 2min46s next_finish 17:03:27
20241102-17:00:41 wrote state.pth
20241102-17:00:41 --- epoch 634 ----------------------------------------
20241102-17:00:41 current_test_accuracies 0.9460 0.9380 0.9464 0.9448 0.8900
20241102-17:00:41 nb_c_quizzes 30033
20241102-17:00:41 weakest_accuracies [0.89, 0.938]
20241102-17:00:41 dummy_rand tensor([0.4458])
20241102-17:00:41 dummy_rand tensor([0.5008])
20241102-17:00:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:00:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:03:13 train_loss 634 model 1 0.03576955795288086
20241102-17:03:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:03:14 train_loss 634 model 4 0.034658199310302736
20241102-17:03:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:03:16 test_loss 634 model 1 0.0318707275390625
20241102-17:03:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:03:16 test_loss 634 model 4 0.02958576202392578
20241102-17:03:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:03:18 test_accuracy 634 model 1 nb_correct 2305 / 2500 (92.20%)
20241102-17:03:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:03:19 test_accuracy 634 model 4 nb_correct 2266 / 2500 (90.64%)
20241102-17:03:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:03:28 wrote ae_*.pth
20241102-17:03:28 epoch_duration 2min47s next_finish 17:06:15
20241102-17:03:28 wrote state.pth
20241102-17:03:28 --- epoch 635 ----------------------------------------
20241102-17:03:28 current_test_accuracies 0.9460 0.9220 0.9464 0.9448 0.9064
20241102-17:03:28 nb_c_quizzes 30033
20241102-17:03:28 weakest_accuracies [0.9064, 0.922]
20241102-17:03:28 dummy_rand tensor([0.3548])
20241102-17:03:28 dummy_rand tensor([0.2813])
20241102-17:03:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:03:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:06:00 train_loss 635 model 4 0.03581061363220215
20241102-17:06:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:06:00 train_loss 635 model 1 0.03528159332275391
20241102-17:06:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:06:02 test_loss 635 model 4 0.0270263671875
20241102-17:06:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:06:02 test_loss 635 model 1 0.025765762329101563
20241102-17:06:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:06:04 test_accuracy 635 model 4 nb_correct 2361 / 2500 (94.44%)
20241102-17:06:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:06:04 test_accuracy 635 model 1 nb_correct 2291 / 2500 (91.64%)
20241102-17:06:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:06:14 wrote ae_*.pth
20241102-17:06:14 epoch_duration 2min46s next_finish 17:09:00
20241102-17:06:14 wrote state.pth
20241102-17:06:14 --- epoch 636 ----------------------------------------
20241102-17:06:14 current_test_accuracies 0.9460 0.9164 0.9464 0.9448 0.9444
20241102-17:06:14 nb_c_quizzes 30033
20241102-17:06:14 weakest_accuracies [0.9164, 0.9444]
20241102-17:06:14 dummy_rand tensor([0.3158])
20241102-17:06:14 dummy_rand tensor([0.4633])
20241102-17:06:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:06:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:08:46 train_loss 636 model 1 0.03591505432128906
20241102-17:08:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:08:46 train_loss 636 model 4 0.03658173942565918
20241102-17:08:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:08:49 test_loss 636 model 1 0.030654220581054686
20241102-17:08:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:08:49 test_loss 636 model 4 0.03274673461914063
20241102-17:08:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:08:51 test_accuracy 636 model 1 nb_correct 2306 / 2500 (92.24%)
20241102-17:08:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:08:51 test_accuracy 636 model 4 nb_correct 2269 / 2500 (90.76%)
20241102-17:08:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:09:01 wrote ae_*.pth
20241102-17:09:01 epoch_duration 2min46s next_finish 17:11:48
20241102-17:09:01 wrote state.pth
20241102-17:09:01 --- epoch 637 ----------------------------------------
20241102-17:09:01 current_test_accuracies 0.9460 0.9224 0.9464 0.9448 0.9076
20241102-17:09:01 nb_c_quizzes 30033
20241102-17:09:01 weakest_accuracies [0.9076, 0.9224]
20241102-17:09:01 dummy_rand tensor([0.9891])
20241102-17:09:01 dummy_rand tensor([0.0924])
20241102-17:09:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:09:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:11:33 train_loss 637 model 1 0.035867393493652346
20241102-17:11:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:11:33 train_loss 637 model 4 0.036471281051635746
20241102-17:11:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:11:35 test_loss 637 model 1 0.030037307739257814
20241102-17:11:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:11:36 test_loss 637 model 4 0.032865676879882816
20241102-17:11:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:11:38 test_accuracy 637 model 1 nb_correct 2364 / 2500 (94.56%)
20241102-17:11:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:11:38 test_accuracy 637 model 4 nb_correct 2266 / 2500 (90.64%)
20241102-17:11:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:11:48 wrote ae_*.pth
20241102-17:11:48 epoch_duration 2min46s next_finish 17:14:35
20241102-17:11:48 wrote state.pth
20241102-17:11:48 --- epoch 638 ----------------------------------------
20241102-17:11:48 current_test_accuracies 0.9460 0.9456 0.9464 0.9448 0.9064
20241102-17:11:48 nb_c_quizzes 30033
20241102-17:11:48 weakest_accuracies [0.9064, 0.9448]
20241102-17:11:48 dummy_rand tensor([0.8577])
20241102-17:11:48 dummy_rand tensor([0.6324])
20241102-17:11:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:11:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:14:20 train_loss 638 model 4 0.03504884338378906
20241102-17:14:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:14:20 train_loss 638 model 3 0.035963790893554684
20241102-17:14:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:14:22 test_loss 638 model 4 0.02896820068359375
20241102-17:14:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:14:22 test_loss 638 model 3 0.029070358276367187
20241102-17:14:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:14:24 test_accuracy 638 model 4 nb_correct 2289 / 2500 (91.56%)
20241102-17:14:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:14:24 test_accuracy 638 model 3 nb_correct 2332 / 2500 (93.28%)
20241102-17:14:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:14:34 wrote ae_*.pth
20241102-17:14:34 epoch_duration 2min46s next_finish 17:17:20
20241102-17:14:34 wrote state.pth
20241102-17:14:34 --- epoch 639 ----------------------------------------
20241102-17:14:34 current_test_accuracies 0.9460 0.9456 0.9464 0.9328 0.9156
20241102-17:14:34 nb_c_quizzes 30033
20241102-17:14:34 weakest_accuracies [0.9156, 0.9328]
20241102-17:14:34 dummy_rand tensor([0.8565])
20241102-17:14:34 dummy_rand tensor([0.2972])
20241102-17:14:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:14:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:17:06 train_loss 639 model 4 0.03588140869140625
20241102-17:17:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:17:06 train_loss 639 model 3 0.035187007904052735
20241102-17:17:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:17:08 test_loss 639 model 4 0.03145462036132812
20241102-17:17:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:17:08 test_loss 639 model 3 0.02886993408203125
20241102-17:17:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:17:11 test_accuracy 639 model 4 nb_correct 2319 / 2500 (92.76%)
20241102-17:17:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:17:11 test_accuracy 639 model 3 nb_correct 2350 / 2500 (94.00%)
20241102-17:17:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:17:20 wrote ae_*.pth
20241102-17:17:20 epoch_duration 2min46s next_finish 17:20:07
20241102-17:17:20 wrote state.pth
20241102-17:17:20 --- epoch 640 ----------------------------------------
20241102-17:17:20 current_test_accuracies 0.9460 0.9456 0.9464 0.9400 0.9276
20241102-17:17:20 nb_c_quizzes 30033
20241102-17:17:20 weakest_accuracies [0.9276, 0.94]
20241102-17:17:20 dummy_rand tensor([0.8340])
20241102-17:17:20 dummy_rand tensor([0.7471])
20241102-17:17:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:17:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:19:52 train_loss 640 model 4 0.03580208015441894
20241102-17:19:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:19:52 train_loss 640 model 3 0.036148181915283205
20241102-17:19:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:19:54 test_loss 640 model 4 0.030330123901367186
20241102-17:19:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:19:54 test_loss 640 model 3 0.024775238037109376
20241102-17:19:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:19:57 test_accuracy 640 model 4 nb_correct 2314 / 2500 (92.56%)
20241102-17:19:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:19:57 test_accuracy 640 model 3 nb_correct 2327 / 2500 (93.08%)
20241102-17:19:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:20:06 wrote ae_*.pth
20241102-17:20:06 epoch_duration 2min46s next_finish 17:22:53
20241102-17:20:07 wrote state.pth
20241102-17:20:07 --- epoch 641 ----------------------------------------
20241102-17:20:07 current_test_accuracies 0.9460 0.9456 0.9464 0.9308 0.9256
20241102-17:20:07 nb_c_quizzes 30033
20241102-17:20:07 weakest_accuracies [0.9256, 0.9308]
20241102-17:20:07 dummy_rand tensor([0.9023])
20241102-17:20:07 dummy_rand tensor([0.4612])
20241102-17:20:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:20:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:22:38 train_loss 641 model 4 0.03614754104614258
20241102-17:22:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:22:38 train_loss 641 model 3 0.0354390811920166
20241102-17:22:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:22:41 test_loss 641 model 4 0.027846908569335936
20241102-17:22:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:22:41 test_loss 641 model 3 0.028570480346679687
20241102-17:22:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:22:43 test_accuracy 641 model 4 nb_correct 2330 / 2500 (93.20%)
20241102-17:22:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:22:43 test_accuracy 641 model 3 nb_correct 2248 / 2500 (89.92%)
20241102-17:22:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:22:53 wrote ae_*.pth
20241102-17:22:53 epoch_duration 2min46s next_finish 17:25:39
20241102-17:22:53 wrote state.pth
20241102-17:22:53 --- epoch 642 ----------------------------------------
20241102-17:22:53 current_test_accuracies 0.9460 0.9456 0.9464 0.8992 0.9320
20241102-17:22:53 nb_c_quizzes 30033
20241102-17:22:53 weakest_accuracies [0.8992, 0.932]
20241102-17:22:53 dummy_rand tensor([0.1637])
20241102-17:22:53 dummy_rand tensor([0.6688])
20241102-17:22:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:22:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:25:25 train_loss 642 model 3 0.03600849151611328
20241102-17:25:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:25:25 train_loss 642 model 4 0.03601029586791992
20241102-17:25:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:25:27 test_loss 642 model 3 0.027541122436523437
20241102-17:25:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:25:28 test_loss 642 model 4 0.029139022827148437
20241102-17:25:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:25:30 test_accuracy 642 model 3 nb_correct 2350 / 2500 (94.00%)
20241102-17:25:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:25:30 test_accuracy 642 model 4 nb_correct 2299 / 2500 (91.96%)
20241102-17:25:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:25:39 wrote ae_*.pth
20241102-17:25:39 epoch_duration 2min46s next_finish 17:28:26
20241102-17:25:40 wrote state.pth
20241102-17:25:40 --- epoch 643 ----------------------------------------
20241102-17:25:40 current_test_accuracies 0.9460 0.9456 0.9464 0.9400 0.9196
20241102-17:25:40 nb_c_quizzes 30033
20241102-17:25:40 weakest_accuracies [0.9196, 0.94]
20241102-17:25:40 dummy_rand tensor([0.6692])
20241102-17:25:40 dummy_rand tensor([0.6994])
20241102-17:25:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:25:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:28:12 train_loss 643 model 4 0.03595241546630859
20241102-17:28:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:28:12 train_loss 643 model 3 0.0355687141418457
20241102-17:28:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:28:14 test_loss 643 model 4 0.03237331390380859
20241102-17:28:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:28:14 test_loss 643 model 3 0.0311077880859375
20241102-17:28:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:28:16 test_accuracy 643 model 4 nb_correct 2279 / 2500 (91.16%)
20241102-17:28:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:28:16 test_accuracy 643 model 3 nb_correct 2257 / 2500 (90.28%)
20241102-17:28:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:28:26 wrote ae_*.pth
20241102-17:28:26 epoch_duration 2min46s next_finish 17:31:12
20241102-17:28:26 wrote state.pth
20241102-17:28:26 --- epoch 644 ----------------------------------------
20241102-17:28:26 current_test_accuracies 0.9460 0.9456 0.9464 0.9028 0.9116
20241102-17:28:26 nb_c_quizzes 30033
20241102-17:28:26 weakest_accuracies [0.9028, 0.9116]
20241102-17:28:26 dummy_rand tensor([0.1005])
20241102-17:28:26 dummy_rand tensor([0.7785])
20241102-17:28:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:28:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:30:58 train_loss 644 model 3 0.035366607666015626
20241102-17:30:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:30:58 train_loss 644 model 4 0.035585920333862306
20241102-17:30:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:31:00 test_loss 644 model 3 0.028797378540039064
20241102-17:31:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:31:00 test_loss 644 model 4 0.02806262969970703
20241102-17:31:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:31:02 test_accuracy 644 model 3 nb_correct 2299 / 2500 (91.96%)
20241102-17:31:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:31:02 test_accuracy 644 model 4 nb_correct 2324 / 2500 (92.96%)
20241102-17:31:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:31:12 wrote ae_*.pth
20241102-17:31:12 epoch_duration 2min46s next_finish 17:33:58
20241102-17:31:12 wrote state.pth
20241102-17:31:12 --- epoch 645 ----------------------------------------
20241102-17:31:12 current_test_accuracies 0.9460 0.9456 0.9464 0.9196 0.9296
20241102-17:31:12 nb_c_quizzes 30033
20241102-17:31:12 weakest_accuracies [0.9196, 0.9296]
20241102-17:31:12 dummy_rand tensor([0.0451])
20241102-17:31:12 dummy_rand tensor([0.3177])
20241102-17:31:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:31:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:33:44 train_loss 645 model 4 0.03578740310668945
20241102-17:33:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:33:44 train_loss 645 model 3 0.0356475830078125
20241102-17:33:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:33:46 test_loss 645 model 4 0.03273117065429688
20241102-17:33:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:33:46 test_loss 645 model 3 0.02653480529785156
20241102-17:33:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:33:49 test_accuracy 645 model 4 nb_correct 2313 / 2500 (92.52%)
20241102-17:33:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:33:49 test_accuracy 645 model 3 nb_correct 2310 / 2500 (92.40%)
20241102-17:33:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:33:59 wrote ae_*.pth
20241102-17:33:59 epoch_duration 2min46s next_finish 17:36:45
20241102-17:33:59 wrote state.pth
20241102-17:33:59 --- epoch 646 ----------------------------------------
20241102-17:33:59 current_test_accuracies 0.9460 0.9456 0.9464 0.9240 0.9252
20241102-17:33:59 nb_c_quizzes 30033
20241102-17:33:59 weakest_accuracies [0.924, 0.9252]
20241102-17:33:59 dummy_rand tensor([0.9180])
20241102-17:33:59 dummy_rand tensor([0.1948])
20241102-17:33:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:33:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:36:31 train_loss 646 model 3 0.03554654693603516
20241102-17:36:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:36:31 train_loss 646 model 4 0.03542082977294922
20241102-17:36:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:36:33 test_loss 646 model 3 0.027753448486328124
20241102-17:36:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:36:34 test_loss 646 model 4 0.028359375
20241102-17:36:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:36:36 test_accuracy 646 model 3 nb_correct 2298 / 2500 (91.92%)
20241102-17:36:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:36:36 test_accuracy 646 model 4 nb_correct 2263 / 2500 (90.52%)
20241102-17:36:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:36:46 wrote ae_*.pth
20241102-17:36:46 epoch_duration 2min47s next_finish 17:39:33
20241102-17:36:46 wrote state.pth
20241102-17:36:46 --- epoch 647 ----------------------------------------
20241102-17:36:46 current_test_accuracies 0.9460 0.9456 0.9464 0.9192 0.9052
20241102-17:36:46 nb_c_quizzes 30033
20241102-17:36:46 weakest_accuracies [0.9052, 0.9192]
20241102-17:36:46 dummy_rand tensor([0.6620])
20241102-17:36:46 dummy_rand tensor([0.8370])
20241102-17:36:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:36:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:39:18 train_loss 647 model 4 0.03550864410400391
20241102-17:39:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:39:18 train_loss 647 model 3 0.03537151336669922
20241102-17:39:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:39:20 test_loss 647 model 4 0.026979217529296873
20241102-17:39:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:39:21 test_loss 647 model 3 0.025111541748046876
20241102-17:39:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:39:23 test_accuracy 647 model 4 nb_correct 2341 / 2500 (93.64%)
20241102-17:39:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:39:23 test_accuracy 647 model 3 nb_correct 2299 / 2500 (91.96%)
20241102-17:39:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:39:32 wrote ae_*.pth
20241102-17:39:32 epoch_duration 2min46s next_finish 17:42:19
20241102-17:39:32 wrote state.pth
20241102-17:39:32 --- epoch 648 ----------------------------------------
20241102-17:39:32 current_test_accuracies 0.9460 0.9456 0.9464 0.9196 0.9364
20241102-17:39:32 nb_c_quizzes 30033
20241102-17:39:32 weakest_accuracies [0.9196, 0.9364]
20241102-17:39:32 dummy_rand tensor([0.1571])
20241102-17:39:32 dummy_rand tensor([0.2250])
20241102-17:39:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:39:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:42:05 train_loss 648 model 4 0.034982879638671874
20241102-17:42:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:42:05 train_loss 648 model 3 0.03618400573730469
20241102-17:42:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:42:07 test_loss 648 model 4 0.028811798095703126
20241102-17:42:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:42:07 test_loss 648 model 3 0.030463600158691408
20241102-17:42:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:42:09 test_accuracy 648 model 4 nb_correct 2267 / 2500 (90.68%)
20241102-17:42:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:42:09 test_accuracy 648 model 3 nb_correct 2350 / 2500 (94.00%)
20241102-17:42:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:42:19 wrote ae_*.pth
20241102-17:42:19 epoch_duration 2min46s next_finish 17:45:05
20241102-17:42:19 wrote state.pth
20241102-17:42:19 --- epoch 649 ----------------------------------------
20241102-17:42:19 current_test_accuracies 0.9460 0.9456 0.9464 0.9400 0.9068
20241102-17:42:19 nb_c_quizzes 30033
20241102-17:42:19 weakest_accuracies [0.9068, 0.94]
20241102-17:42:19 dummy_rand tensor([0.8146])
20241102-17:42:19 dummy_rand tensor([0.7409])
20241102-17:42:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:42:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:44:52 train_loss 649 model 4 0.03540351390838623
20241102-17:44:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:44:52 train_loss 649 model 3 0.03516684722900391
20241102-17:44:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:44:54 test_loss 649 model 4 0.028370208740234375
20241102-17:44:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:44:54 test_loss 649 model 3 0.027148361206054687
20241102-17:44:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:44:56 test_accuracy 649 model 4 nb_correct 2281 / 2500 (91.24%)
20241102-17:44:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:44:57 test_accuracy 649 model 3 nb_correct 2342 / 2500 (93.68%)
20241102-17:44:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:45:06 wrote ae_*.pth
20241102-17:45:06 epoch_duration 2min47s next_finish 17:47:53
20241102-17:45:06 wrote state.pth
20241102-17:45:06 --- epoch 650 ----------------------------------------
20241102-17:45:06 current_test_accuracies 0.9460 0.9456 0.9464 0.9368 0.9124
20241102-17:45:06 nb_c_quizzes 30033
20241102-17:45:06 weakest_accuracies [0.9124, 0.9368]
20241102-17:45:06 dummy_rand tensor([0.9567])
20241102-17:45:06 dummy_rand tensor([0.1264])
20241102-17:45:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:45:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:47:39 train_loss 650 model 4 0.03568244171142578
20241102-17:47:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:47:39 train_loss 650 model 3 0.03560161590576172
20241102-17:47:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:47:41 test_loss 650 model 4 0.027446212768554686
20241102-17:47:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:47:41 test_loss 650 model 3 0.0271502685546875
20241102-17:47:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:47:43 test_accuracy 650 model 4 nb_correct 2303 / 2500 (92.12%)
20241102-17:47:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:47:43 test_accuracy 650 model 3 nb_correct 2340 / 2500 (93.60%)
20241102-17:47:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:47:53 wrote ae_*.pth
20241102-17:47:53 epoch_duration 2min46s next_finish 17:50:40
20241102-17:47:53 wrote state.pth
20241102-17:47:53 --- epoch 651 ----------------------------------------
20241102-17:47:53 current_test_accuracies 0.9460 0.9456 0.9464 0.9360 0.9212
20241102-17:47:53 nb_c_quizzes 30033
20241102-17:47:53 weakest_accuracies [0.9212, 0.936]
20241102-17:47:53 dummy_rand tensor([0.7331])
20241102-17:47:53 dummy_rand tensor([0.5414])
20241102-17:47:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:47:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:50:25 train_loss 651 model 4 0.034919780731201173
20241102-17:50:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:50:25 train_loss 651 model 3 0.03583791160583496
20241102-17:50:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:50:27 test_loss 651 model 4 0.02826629638671875
20241102-17:50:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:50:27 test_loss 651 model 3 0.03054950714111328
20241102-17:50:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:50:30 test_accuracy 651 model 4 nb_correct 2320 / 2500 (92.80%)
20241102-17:50:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:50:30 test_accuracy 651 model 3 nb_correct 2329 / 2500 (93.16%)
20241102-17:50:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:50:39 wrote ae_*.pth
20241102-17:50:39 epoch_duration 2min46s next_finish 17:53:25
20241102-17:50:39 wrote state.pth
20241102-17:50:39 --- epoch 652 ----------------------------------------
20241102-17:50:39 current_test_accuracies 0.9460 0.9456 0.9464 0.9316 0.9280
20241102-17:50:39 nb_c_quizzes 30033
20241102-17:50:39 weakest_accuracies [0.928, 0.9316]
20241102-17:50:39 dummy_rand tensor([0.2949])
20241102-17:50:39 dummy_rand tensor([0.8306])
20241102-17:50:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:50:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:53:11 train_loss 652 model 3 0.035622901916503906
20241102-17:53:11 train_loss 652 model 4 0.03538980865478516
20241102-17:53:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:53:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:53:13 test_loss 652 model 3 0.026341094970703124
20241102-17:53:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:53:13 test_loss 652 model 4 0.027350387573242187
20241102-17:53:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:53:16 test_accuracy 652 model 3 nb_correct 2311 / 2500 (92.44%)
20241102-17:53:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:53:16 test_accuracy 652 model 4 nb_correct 2266 / 2500 (90.64%)
20241102-17:53:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:53:26 wrote ae_*.pth
20241102-17:53:26 epoch_duration 2min46s next_finish 17:56:12
20241102-17:53:26 wrote state.pth
20241102-17:53:26 --- epoch 653 ----------------------------------------
20241102-17:53:26 current_test_accuracies 0.9460 0.9456 0.9464 0.9244 0.9064
20241102-17:53:26 nb_c_quizzes 30033
20241102-17:53:26 weakest_accuracies [0.9064, 0.9244]
20241102-17:53:26 dummy_rand tensor([0.4025])
20241102-17:53:26 dummy_rand tensor([0.5507])
20241102-17:53:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:53:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:55:58 train_loss 653 model 4 0.035474708557128906
20241102-17:55:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:55:58 train_loss 653 model 3 0.03545452880859375
20241102-17:55:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:56:00 test_loss 653 model 4 0.027148590087890626
20241102-17:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:56:00 test_loss 653 model 3 0.02841560363769531
20241102-17:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:56:02 test_accuracy 653 model 4 nb_correct 2302 / 2500 (92.08%)
20241102-17:56:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:56:02 test_accuracy 653 model 3 nb_correct 2342 / 2500 (93.68%)
20241102-17:56:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:56:12 wrote ae_*.pth
20241102-17:56:12 epoch_duration 2min46s next_finish 17:58:58
20241102-17:56:12 wrote state.pth
20241102-17:56:12 --- epoch 654 ----------------------------------------
20241102-17:56:12 current_test_accuracies 0.9460 0.9456 0.9464 0.9368 0.9208
20241102-17:56:12 nb_c_quizzes 30033
20241102-17:56:12 weakest_accuracies [0.9208, 0.9368]
20241102-17:56:12 dummy_rand tensor([0.7158])
20241102-17:56:12 dummy_rand tensor([0.6268])
20241102-17:56:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:56:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:58:44 train_loss 654 model 3 0.035802337646484376
20241102-17:58:44 train_loss 654 model 4 0.03490505790710449
20241102-17:58:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:58:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:58:46 test_loss 654 model 3 0.0232366943359375
20241102-17:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:58:46 test_loss 654 model 4 0.028153839111328124
20241102-17:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-17:58:49 test_accuracy 654 model 3 nb_correct 2350 / 2500 (94.00%)
20241102-17:58:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:58:49 test_accuracy 654 model 4 nb_correct 2269 / 2500 (90.76%)
20241102-17:58:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-17:58:58 wrote ae_*.pth
20241102-17:58:58 epoch_duration 2min46s next_finish 18:01:45
20241102-17:58:59 wrote state.pth
20241102-17:58:59 --- epoch 655 ----------------------------------------
20241102-17:58:59 current_test_accuracies 0.9460 0.9456 0.9464 0.9400 0.9076
20241102-17:58:59 nb_c_quizzes 30033
20241102-17:58:59 weakest_accuracies [0.9076, 0.94]
20241102-17:58:59 dummy_rand tensor([0.3538])
20241102-17:58:59 dummy_rand tensor([0.4853])
20241102-17:58:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-17:58:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:01:30 train_loss 655 model 4 0.03532279586791992
20241102-18:01:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:01:31 train_loss 655 model 3 0.03558090972900391
20241102-18:01:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:01:33 test_loss 655 model 4 0.028631134033203123
20241102-18:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:01:33 test_loss 655 model 3 0.028063201904296876
20241102-18:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:01:35 test_accuracy 655 model 4 nb_correct 2296 / 2500 (91.84%)
20241102-18:01:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:01:35 test_accuracy 655 model 3 nb_correct 2359 / 2500 (94.36%)
20241102-18:01:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:01:45 wrote ae_*.pth
20241102-18:01:45 epoch_duration 2min46s next_finish 18:04:31
20241102-18:01:45 wrote state.pth
20241102-18:01:45 --- epoch 656 ----------------------------------------
20241102-18:01:45 current_test_accuracies 0.9460 0.9456 0.9464 0.9436 0.9184
20241102-18:01:45 nb_c_quizzes 30033
20241102-18:01:45 weakest_accuracies [0.9184, 0.9436]
20241102-18:01:45 dummy_rand tensor([0.3288])
20241102-18:01:45 dummy_rand tensor([0.1134])
20241102-18:01:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:01:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:04:17 train_loss 656 model 4 0.03565303802490234
20241102-18:04:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:04:17 train_loss 656 model 3 0.035661975860595704
20241102-18:04:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:04:19 test_loss 656 model 4 0.0302764892578125
20241102-18:04:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:04:19 test_loss 656 model 3 0.02818389892578125
20241102-18:04:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:04:21 test_accuracy 656 model 4 nb_correct 2358 / 2500 (94.32%)
20241102-18:04:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:04:22 test_accuracy 656 model 3 nb_correct 2305 / 2500 (92.20%)
20241102-18:04:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:04:31 wrote ae_*.pth
20241102-18:04:31 epoch_duration 2min46s next_finish 18:07:18
20241102-18:04:31 wrote state.pth
20241102-18:04:31 --- epoch 657 ----------------------------------------
20241102-18:04:31 current_test_accuracies 0.9460 0.9456 0.9464 0.9220 0.9432
20241102-18:04:31 nb_c_quizzes 30033
20241102-18:04:31 weakest_accuracies [0.922, 0.9432]
20241102-18:04:31 dummy_rand tensor([0.4301])
20241102-18:04:31 dummy_rand tensor([0.2924])
20241102-18:04:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:04:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:07:03 train_loss 657 model 3 0.03583149337768555
20241102-18:07:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:07:03 train_loss 657 model 4 0.035168773651123045
20241102-18:07:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:07:05 test_loss 657 model 3 0.02865234375
20241102-18:07:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:07:05 test_loss 657 model 4 0.028839035034179686
20241102-18:07:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:07:07 test_accuracy 657 model 3 nb_correct 2335 / 2500 (93.40%)
20241102-18:07:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:07:08 test_accuracy 657 model 4 nb_correct 2297 / 2500 (91.88%)
20241102-18:07:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:07:17 wrote ae_*.pth
20241102-18:07:17 epoch_duration 2min46s next_finish 18:10:03
20241102-18:07:17 wrote state.pth
20241102-18:07:17 --- epoch 658 ----------------------------------------
20241102-18:07:17 current_test_accuracies 0.9460 0.9456 0.9464 0.9340 0.9188
20241102-18:07:17 nb_c_quizzes 30033
20241102-18:07:17 weakest_accuracies [0.9188, 0.934]
20241102-18:07:17 dummy_rand tensor([0.4090])
20241102-18:07:17 dummy_rand tensor([0.0192])
20241102-18:07:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:07:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:09:49 train_loss 658 model 3 0.035671119689941404
20241102-18:09:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:09:49 train_loss 658 model 4 0.03522373199462891
20241102-18:09:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:09:51 test_loss 658 model 3 0.0296240234375
20241102-18:09:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:09:51 test_loss 658 model 4 0.0329437255859375
20241102-18:09:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:09:54 test_accuracy 658 model 3 nb_correct 2331 / 2500 (93.24%)
20241102-18:09:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:09:54 test_accuracy 658 model 4 nb_correct 2317 / 2500 (92.68%)
20241102-18:09:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:10:03 wrote ae_*.pth
20241102-18:10:03 epoch_duration 2min45s next_finish 18:12:49
20241102-18:10:03 wrote state.pth
20241102-18:10:03 --- epoch 659 ----------------------------------------
20241102-18:10:03 current_test_accuracies 0.9460 0.9456 0.9464 0.9324 0.9268
20241102-18:10:03 nb_c_quizzes 30033
20241102-18:10:03 weakest_accuracies [0.9268, 0.9324]
20241102-18:10:03 dummy_rand tensor([0.0241])
20241102-18:10:03 dummy_rand tensor([0.3097])
20241102-18:10:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:10:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:12:35 train_loss 659 model 4 0.03525878143310547
20241102-18:12:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:12:35 train_loss 659 model 3 0.03537463665008545
20241102-18:12:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:12:37 test_loss 659 model 4 0.0279327392578125
20241102-18:12:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:12:37 test_loss 659 model 3 0.029510040283203125
20241102-18:12:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:12:40 test_accuracy 659 model 4 nb_correct 2307 / 2500 (92.28%)
20241102-18:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:12:40 test_accuracy 659 model 3 nb_correct 2322 / 2500 (92.88%)
20241102-18:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:12:49 wrote ae_*.pth
20241102-18:12:49 epoch_duration 2min46s next_finish 18:15:35
20241102-18:12:49 wrote state.pth
20241102-18:12:49 --- epoch 660 ----------------------------------------
20241102-18:12:49 current_test_accuracies 0.9460 0.9456 0.9464 0.9288 0.9228
20241102-18:12:49 nb_c_quizzes 30033
20241102-18:12:49 weakest_accuracies [0.9228, 0.9288]
20241102-18:12:49 dummy_rand tensor([0.0555])
20241102-18:12:49 dummy_rand tensor([0.7924])
20241102-18:12:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:12:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:15:21 train_loss 660 model 3 0.03622885513305664
20241102-18:15:21 train_loss 660 model 4 0.035145919799804685
20241102-18:15:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:15:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:15:23 test_loss 660 model 3 0.02924407958984375
20241102-18:15:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:15:23 test_loss 660 model 4 0.027069854736328124
20241102-18:15:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:15:26 test_accuracy 660 model 3 nb_correct 2302 / 2500 (92.08%)
20241102-18:15:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:15:26 test_accuracy 660 model 4 nb_correct 2239 / 2500 (89.56%)
20241102-18:15:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:15:35 wrote ae_*.pth
20241102-18:15:35 epoch_duration 2min46s next_finish 18:18:21
20241102-18:15:35 wrote state.pth
20241102-18:15:35 --- epoch 661 ----------------------------------------
20241102-18:15:35 current_test_accuracies 0.9460 0.9456 0.9464 0.9208 0.8956
20241102-18:15:35 nb_c_quizzes 30033
20241102-18:15:35 weakest_accuracies [0.8956, 0.9208]
20241102-18:15:35 dummy_rand tensor([0.7553])
20241102-18:15:35 dummy_rand tensor([0.4290])
20241102-18:15:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:15:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:18:07 train_loss 661 model 4 0.0350225830078125
20241102-18:18:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:18:07 train_loss 661 model 3 0.035806537628173825
20241102-18:18:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:18:09 test_loss 661 model 4 0.029409561157226562
20241102-18:18:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:18:10 test_loss 661 model 3 0.02891960144042969
20241102-18:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:18:12 test_accuracy 661 model 4 nb_correct 2287 / 2500 (91.48%)
20241102-18:18:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:18:12 test_accuracy 661 model 3 nb_correct 2339 / 2500 (93.56%)
20241102-18:18:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:18:21 wrote ae_*.pth
20241102-18:18:21 epoch_duration 2min46s next_finish 18:21:08
20241102-18:18:22 wrote state.pth
20241102-18:18:22 --- epoch 662 ----------------------------------------
20241102-18:18:22 current_test_accuracies 0.9460 0.9456 0.9464 0.9356 0.9148
20241102-18:18:22 nb_c_quizzes 30033
20241102-18:18:22 weakest_accuracies [0.9148, 0.9356]
20241102-18:18:22 dummy_rand tensor([0.2988])
20241102-18:18:22 dummy_rand tensor([0.4576])
20241102-18:18:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:18:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:20:53 train_loss 662 model 4 0.035570903778076174
20241102-18:20:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:20:53 train_loss 662 model 3 0.036547744750976566
20241102-18:20:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:20:56 test_loss 662 model 4 0.03134674072265625
20241102-18:20:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:20:56 test_loss 662 model 3 0.02617698669433594
20241102-18:20:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:20:58 test_accuracy 662 model 4 nb_correct 2354 / 2500 (94.16%)
20241102-18:20:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:20:58 test_accuracy 662 model 3 nb_correct 2364 / 2500 (94.56%)
20241102-18:20:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:21:08 wrote ae_*.pth
20241102-18:21:08 epoch_duration 2min46s next_finish 18:23:54
20241102-18:21:08 wrote state.pth
20241102-18:21:08 --- epoch 663 ----------------------------------------
20241102-18:21:08 current_test_accuracies 0.9460 0.9456 0.9464 0.9456 0.9416
20241102-18:21:08 nb_c_quizzes 30033
20241102-18:21:08 weakest_accuracies [0.9416, 0.9456]
20241102-18:21:08 dummy_rand tensor([0.8777])
20241102-18:21:08 dummy_rand tensor([0.1566])
20241102-18:21:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:21:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:23:39 train_loss 663 model 4 0.03587258148193359
20241102-18:23:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:23:40 train_loss 663 model 1 0.0362602710723877
20241102-18:23:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:23:42 test_loss 663 model 4 0.02722686767578125
20241102-18:23:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:23:42 test_loss 663 model 1 0.0313677978515625
20241102-18:23:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:23:44 test_accuracy 663 model 4 nb_correct 2280 / 2500 (91.20%)
20241102-18:23:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:23:44 test_accuracy 663 model 1 nb_correct 2240 / 2500 (89.60%)
20241102-18:23:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:23:54 wrote ae_*.pth
20241102-18:23:54 epoch_duration 2min45s next_finish 18:26:40
20241102-18:23:54 wrote state.pth
20241102-18:23:54 --- epoch 664 ----------------------------------------
20241102-18:23:54 current_test_accuracies 0.9460 0.8960 0.9464 0.9456 0.9120
20241102-18:23:54 nb_c_quizzes 30033
20241102-18:23:54 weakest_accuracies [0.896, 0.912]
20241102-18:23:54 dummy_rand tensor([0.3740])
20241102-18:23:54 dummy_rand tensor([0.9646])
20241102-18:23:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:23:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:26:25 train_loss 664 model 1 0.03566191101074219
20241102-18:26:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:26:26 train_loss 664 model 4 0.03492257881164551
20241102-18:26:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:26:28 test_loss 664 model 1 0.0312164306640625
20241102-18:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:26:28 test_loss 664 model 4 0.030058746337890626
20241102-18:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:26:30 test_accuracy 664 model 1 nb_correct 2314 / 2500 (92.56%)
20241102-18:26:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:26:30 test_accuracy 664 model 4 nb_correct 2295 / 2500 (91.80%)
20241102-18:26:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:26:40 wrote ae_*.pth
20241102-18:26:40 epoch_duration 2min45s next_finish 18:29:25
20241102-18:26:40 wrote state.pth
20241102-18:26:40 --- epoch 665 ----------------------------------------
20241102-18:26:40 current_test_accuracies 0.9460 0.9256 0.9464 0.9456 0.9180
20241102-18:26:40 nb_c_quizzes 30033
20241102-18:26:40 weakest_accuracies [0.918, 0.9256]
20241102-18:26:40 dummy_rand tensor([0.0920])
20241102-18:26:40 dummy_rand tensor([0.3362])
20241102-18:26:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:26:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:29:11 train_loss 665 model 4 0.03460721778869629
20241102-18:29:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:29:11 train_loss 665 model 1 0.03558707427978516
20241102-18:29:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:29:14 test_loss 665 model 4 0.029712066650390626
20241102-18:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:29:14 test_loss 665 model 1 0.03147750854492187
20241102-18:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:29:16 test_accuracy 665 model 4 nb_correct 2298 / 2500 (91.92%)
20241102-18:29:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:29:16 test_accuracy 665 model 1 nb_correct 2349 / 2500 (93.96%)
20241102-18:29:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:29:26 wrote ae_*.pth
20241102-18:29:26 epoch_duration 2min46s next_finish 18:32:12
20241102-18:29:26 wrote state.pth
20241102-18:29:26 --- epoch 666 ----------------------------------------
20241102-18:29:26 current_test_accuracies 0.9460 0.9396 0.9464 0.9456 0.9192
20241102-18:29:26 nb_c_quizzes 30033
20241102-18:29:26 weakest_accuracies [0.9192, 0.9396]
20241102-18:29:26 dummy_rand tensor([0.8104])
20241102-18:29:26 dummy_rand tensor([0.5969])
20241102-18:29:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:29:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:31:58 train_loss 666 model 4 0.034687263488769535
20241102-18:31:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:31:58 train_loss 666 model 1 0.03615833282470703
20241102-18:31:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:32:00 test_loss 666 model 4 0.027008743286132814
20241102-18:32:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:32:01 test_loss 666 model 1 0.02611625671386719
20241102-18:32:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:32:03 test_accuracy 666 model 4 nb_correct 2262 / 2500 (90.48%)
20241102-18:32:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:32:03 test_accuracy 666 model 1 nb_correct 2345 / 2500 (93.80%)
20241102-18:32:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:32:12 wrote ae_*.pth
20241102-18:32:12 epoch_duration 2min46s next_finish 18:34:59
20241102-18:32:12 wrote state.pth
20241102-18:32:12 --- epoch 667 ----------------------------------------
20241102-18:32:12 current_test_accuracies 0.9460 0.9380 0.9464 0.9456 0.9048
20241102-18:32:12 nb_c_quizzes 30033
20241102-18:32:12 weakest_accuracies [0.9048, 0.938]
20241102-18:32:12 dummy_rand tensor([0.8148])
20241102-18:32:12 dummy_rand tensor([0.0799])
20241102-18:32:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:32:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:34:44 train_loss 667 model 1 0.03526446533203125
20241102-18:34:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:34:44 train_loss 667 model 4 0.03535829162597656
20241102-18:34:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:34:46 test_loss 667 model 1 0.030045318603515624
20241102-18:34:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:34:47 test_loss 667 model 4 0.031137466430664062
20241102-18:34:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:34:49 test_accuracy 667 model 1 nb_correct 2292 / 2500 (91.68%)
20241102-18:34:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:34:49 test_accuracy 667 model 4 nb_correct 2325 / 2500 (93.00%)
20241102-18:34:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:34:58 wrote ae_*.pth
20241102-18:34:58 epoch_duration 2min46s next_finish 18:37:45
20241102-18:34:59 wrote state.pth
20241102-18:34:59 --- epoch 668 ----------------------------------------
20241102-18:34:59 current_test_accuracies 0.9460 0.9168 0.9464 0.9456 0.9300
20241102-18:34:59 nb_c_quizzes 30033
20241102-18:34:59 weakest_accuracies [0.9168, 0.93]
20241102-18:34:59 dummy_rand tensor([0.7743])
20241102-18:34:59 dummy_rand tensor([0.5083])
20241102-18:34:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:34:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:37:30 train_loss 668 model 1 0.035569042205810544
20241102-18:37:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:37:30 train_loss 668 model 4 0.03533832168579101
20241102-18:37:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:37:32 test_loss 668 model 1 0.027630157470703125
20241102-18:37:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:37:32 test_loss 668 model 4 0.029719696044921876
20241102-18:37:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:37:35 test_accuracy 668 model 1 nb_correct 2361 / 2500 (94.44%)
20241102-18:37:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:37:35 test_accuracy 668 model 4 nb_correct 2323 / 2500 (92.92%)
20241102-18:37:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:37:44 wrote ae_*.pth
20241102-18:37:44 epoch_duration 2min45s next_finish 18:40:30
20241102-18:37:44 wrote state.pth
20241102-18:37:44 --- epoch 669 ----------------------------------------
20241102-18:37:44 current_test_accuracies 0.9460 0.9444 0.9464 0.9456 0.9292
20241102-18:37:44 nb_c_quizzes 30033
20241102-18:37:44 weakest_accuracies [0.9292, 0.9444]
20241102-18:37:44 dummy_rand tensor([0.9159])
20241102-18:37:44 dummy_rand tensor([0.8975])
20241102-18:37:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:37:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:40:16 train_loss 669 model 4 0.03551424789428711
20241102-18:40:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:40:16 train_loss 669 model 1 0.03506449890136719
20241102-18:40:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:40:19 test_loss 669 model 4 0.031221466064453127
20241102-18:40:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:40:19 test_loss 669 model 1 0.028544845581054686
20241102-18:40:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:40:21 test_accuracy 669 model 4 nb_correct 2360 / 2500 (94.40%)
20241102-18:40:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:40:21 test_accuracy 669 model 1 nb_correct 2219 / 2500 (88.76%)
20241102-18:40:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:40:31 wrote ae_*.pth
20241102-18:40:31 epoch_duration 2min46s next_finish 18:43:17
20241102-18:40:31 wrote state.pth
20241102-18:40:31 --- epoch 670 ----------------------------------------
20241102-18:40:31 current_test_accuracies 0.9460 0.8876 0.9464 0.9456 0.9440
20241102-18:40:31 nb_c_quizzes 30033
20241102-18:40:31 weakest_accuracies [0.8876, 0.944]
20241102-18:40:31 dummy_rand tensor([0.0040])
20241102-18:40:31 dummy_rand tensor([0.9339])
20241102-18:40:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:40:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:43:03 train_loss 670 model 1 0.03618024444580078
20241102-18:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:43:03 train_loss 670 model 4 0.03574002075195312
20241102-18:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:43:05 test_loss 670 model 1 0.02565284729003906
20241102-18:43:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:43:05 test_loss 670 model 4 0.02895952224731445
20241102-18:43:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:43:08 test_accuracy 670 model 1 nb_correct 2266 / 2500 (90.64%)
20241102-18:43:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:43:08 test_accuracy 670 model 4 nb_correct 2331 / 2500 (93.24%)
20241102-18:43:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:43:17 wrote ae_*.pth
20241102-18:43:17 epoch_duration 2min46s next_finish 18:46:04
20241102-18:43:18 wrote state.pth
20241102-18:43:18 --- epoch 671 ----------------------------------------
20241102-18:43:18 current_test_accuracies 0.9460 0.9064 0.9464 0.9456 0.9324
20241102-18:43:18 nb_c_quizzes 30033
20241102-18:43:18 weakest_accuracies [0.9064, 0.9324]
20241102-18:43:18 dummy_rand tensor([0.4971])
20241102-18:43:18 dummy_rand tensor([0.7049])
20241102-18:43:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:43:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:45:49 train_loss 671 model 1 0.0345119743347168
20241102-18:45:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:45:49 train_loss 671 model 4 0.03581861114501953
20241102-18:45:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:45:51 test_loss 671 model 1 0.027320613861083986
20241102-18:45:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:45:51 test_loss 671 model 4 0.028741302490234374
20241102-18:45:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:45:54 test_accuracy 671 model 1 nb_correct 2343 / 2500 (93.72%)
20241102-18:45:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:45:54 test_accuracy 671 model 4 nb_correct 2292 / 2500 (91.68%)
20241102-18:45:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:46:03 wrote ae_*.pth
20241102-18:46:03 epoch_duration 2min45s next_finish 18:48:49
20241102-18:46:03 wrote state.pth
20241102-18:46:03 --- epoch 672 ----------------------------------------
20241102-18:46:03 current_test_accuracies 0.9460 0.9372 0.9464 0.9456 0.9168
20241102-18:46:03 nb_c_quizzes 30033
20241102-18:46:03 weakest_accuracies [0.9168, 0.9372]
20241102-18:46:03 dummy_rand tensor([0.7829])
20241102-18:46:03 dummy_rand tensor([0.1831])
20241102-18:46:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:46:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:48:35 train_loss 672 model 4 0.03533922672271728
20241102-18:48:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:48:35 train_loss 672 model 1 0.03629457473754883
20241102-18:48:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:48:38 test_loss 672 model 4 0.02906425476074219
20241102-18:48:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:48:38 test_loss 672 model 1 0.028531494140625
20241102-18:48:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:48:40 test_accuracy 672 model 4 nb_correct 2277 / 2500 (91.08%)
20241102-18:48:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:48:40 test_accuracy 672 model 1 nb_correct 2292 / 2500 (91.68%)
20241102-18:48:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:48:49 wrote ae_*.pth
20241102-18:48:49 epoch_duration 2min46s next_finish 18:51:36
20241102-18:48:50 wrote state.pth
20241102-18:48:50 --- epoch 673 ----------------------------------------
20241102-18:48:50 current_test_accuracies 0.9460 0.9168 0.9464 0.9456 0.9108
20241102-18:48:50 nb_c_quizzes 30033
20241102-18:48:50 weakest_accuracies [0.9108, 0.9168]
20241102-18:48:50 dummy_rand tensor([0.3585])
20241102-18:48:50 dummy_rand tensor([0.0488])
20241102-18:48:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:48:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:51:21 train_loss 673 model 4 0.035241844177246094
20241102-18:51:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:51:21 train_loss 673 model 1 0.03547223281860352
20241102-18:51:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:51:24 test_loss 673 model 4 0.02538780212402344
20241102-18:51:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:51:24 test_loss 673 model 1 0.0283953857421875
20241102-18:51:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:51:26 test_accuracy 673 model 4 nb_correct 2290 / 2500 (91.60%)
20241102-18:51:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:51:26 test_accuracy 673 model 1 nb_correct 2357 / 2500 (94.28%)
20241102-18:51:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:51:36 wrote ae_*.pth
20241102-18:51:36 epoch_duration 2min46s next_finish 18:54:22
20241102-18:51:36 wrote state.pth
20241102-18:51:36 --- epoch 674 ----------------------------------------
20241102-18:51:36 current_test_accuracies 0.9460 0.9428 0.9464 0.9456 0.9160
20241102-18:51:36 nb_c_quizzes 30033
20241102-18:51:36 weakest_accuracies [0.916, 0.9428]
20241102-18:51:36 dummy_rand tensor([0.2067])
20241102-18:51:36 dummy_rand tensor([0.0131])
20241102-18:51:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:51:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:54:07 train_loss 674 model 4 0.03505750846862793
20241102-18:54:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:54:08 train_loss 674 model 1 0.035978435516357425
20241102-18:54:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:54:10 test_loss 674 model 4 0.03035820007324219
20241102-18:54:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:54:10 test_loss 674 model 1 0.02857940673828125
20241102-18:54:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:54:12 test_accuracy 674 model 4 nb_correct 2343 / 2500 (93.72%)
20241102-18:54:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:54:12 test_accuracy 674 model 1 nb_correct 2309 / 2500 (92.36%)
20241102-18:54:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:54:22 wrote ae_*.pth
20241102-18:54:22 epoch_duration 2min46s next_finish 18:57:08
20241102-18:54:22 wrote state.pth
20241102-18:54:22 --- epoch 675 ----------------------------------------
20241102-18:54:22 current_test_accuracies 0.9460 0.9236 0.9464 0.9456 0.9372
20241102-18:54:22 nb_c_quizzes 30033
20241102-18:54:22 weakest_accuracies [0.9236, 0.9372]
20241102-18:54:22 dummy_rand tensor([0.9871])
20241102-18:54:22 dummy_rand tensor([0.5502])
20241102-18:54:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:54:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:56:53 train_loss 675 model 1 0.034682540893554686
20241102-18:56:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:56:53 train_loss 675 model 4 0.03564130020141602
20241102-18:56:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:56:55 test_loss 675 model 1 0.03305488586425781
20241102-18:56:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:56:56 test_loss 675 model 4 0.02739105224609375
20241102-18:56:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:56:58 test_accuracy 675 model 1 nb_correct 2330 / 2500 (93.20%)
20241102-18:56:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:56:58 test_accuracy 675 model 4 nb_correct 2339 / 2500 (93.56%)
20241102-18:56:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:57:07 wrote ae_*.pth
20241102-18:57:07 epoch_duration 2min45s next_finish 18:59:53
20241102-18:57:08 wrote state.pth
20241102-18:57:08 --- epoch 676 ----------------------------------------
20241102-18:57:08 current_test_accuracies 0.9460 0.9320 0.9464 0.9456 0.9356
20241102-18:57:08 nb_c_quizzes 30033
20241102-18:57:08 weakest_accuracies [0.932, 0.9356]
20241102-18:57:08 dummy_rand tensor([0.7180])
20241102-18:57:08 dummy_rand tensor([0.1132])
20241102-18:57:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:57:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:59:39 train_loss 676 model 4 0.0349728946685791
20241102-18:59:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:59:39 train_loss 676 model 1 0.03570856475830078
20241102-18:59:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:59:41 test_loss 676 model 4 0.029795379638671876
20241102-18:59:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:59:41 test_loss 676 model 1 0.027769012451171873
20241102-18:59:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-18:59:44 test_accuracy 676 model 4 nb_correct 2320 / 2500 (92.80%)
20241102-18:59:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:59:44 test_accuracy 676 model 1 nb_correct 2290 / 2500 (91.60%)
20241102-18:59:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-18:59:53 wrote ae_*.pth
20241102-18:59:53 epoch_duration 2min45s next_finish 19:02:39
20241102-18:59:53 wrote state.pth
20241102-18:59:53 --- epoch 677 ----------------------------------------
20241102-18:59:53 current_test_accuracies 0.9460 0.9160 0.9464 0.9456 0.9280
20241102-18:59:53 nb_c_quizzes 30033
20241102-18:59:53 weakest_accuracies [0.916, 0.928]
20241102-18:59:53 dummy_rand tensor([0.5126])
20241102-18:59:53 dummy_rand tensor([0.7386])
20241102-18:59:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-18:59:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:02:25 train_loss 677 model 1 0.03528205871582031
20241102-19:02:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:02:25 train_loss 677 model 4 0.034954830169677736
20241102-19:02:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:02:27 test_loss 677 model 1 0.02861114501953125
20241102-19:02:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:02:27 test_loss 677 model 4 0.027837905883789062
20241102-19:02:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:02:29 test_accuracy 677 model 1 nb_correct 2313 / 2500 (92.52%)
20241102-19:02:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:02:29 test_accuracy 677 model 4 nb_correct 2301 / 2500 (92.04%)
20241102-19:02:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:02:39 wrote ae_*.pth
20241102-19:02:39 epoch_duration 2min45s next_finish 19:05:25
20241102-19:02:39 wrote state.pth
20241102-19:02:39 --- epoch 678 ----------------------------------------
20241102-19:02:39 current_test_accuracies 0.9460 0.9252 0.9464 0.9456 0.9204
20241102-19:02:39 nb_c_quizzes 30033
20241102-19:02:39 weakest_accuracies [0.9204, 0.9252]
20241102-19:02:39 dummy_rand tensor([0.0822])
20241102-19:02:39 dummy_rand tensor([0.6233])
20241102-19:02:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:02:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:05:11 train_loss 678 model 1 0.03563735580444336
20241102-19:05:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:05:11 train_loss 678 model 4 0.034918254852294925
20241102-19:05:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:05:13 test_loss 678 model 1 0.028371810913085938
20241102-19:05:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:05:13 test_loss 678 model 4 0.0288360595703125
20241102-19:05:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:05:16 test_accuracy 678 model 1 nb_correct 2357 / 2500 (94.28%)
20241102-19:05:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:05:16 test_accuracy 678 model 4 nb_correct 2311 / 2500 (92.44%)
20241102-19:05:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:05:25 wrote ae_*.pth
20241102-19:05:25 epoch_duration 2min46s next_finish 19:08:12
20241102-19:05:25 wrote state.pth
20241102-19:05:25 --- epoch 679 ----------------------------------------
20241102-19:05:25 current_test_accuracies 0.9460 0.9428 0.9464 0.9456 0.9244
20241102-19:05:25 nb_c_quizzes 30033
20241102-19:05:25 weakest_accuracies [0.9244, 0.9428]
20241102-19:05:25 dummy_rand tensor([0.2744])
20241102-19:05:25 dummy_rand tensor([0.1639])
20241102-19:05:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:05:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:07:57 train_loss 679 model 1 0.03508883571624756
20241102-19:07:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:07:57 train_loss 679 model 4 0.03436244964599609
20241102-19:07:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:07:59 test_loss 679 model 1 0.030672531127929687
20241102-19:07:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:07:59 test_loss 679 model 4 0.029018707275390625
20241102-19:07:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:08:02 test_accuracy 679 model 1 nb_correct 2275 / 2500 (91.00%)
20241102-19:08:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:08:02 test_accuracy 679 model 4 nb_correct 2296 / 2500 (91.84%)
20241102-19:08:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:08:12 wrote ae_*.pth
20241102-19:08:12 epoch_duration 2min46s next_finish 19:10:58
20241102-19:08:12 wrote state.pth
20241102-19:08:12 --- epoch 680 ----------------------------------------
20241102-19:08:12 current_test_accuracies 0.9460 0.9100 0.9464 0.9456 0.9184
20241102-19:08:12 nb_c_quizzes 30033
20241102-19:08:12 weakest_accuracies [0.91, 0.9184]
20241102-19:08:12 dummy_rand tensor([0.5476])
20241102-19:08:12 dummy_rand tensor([0.3396])
20241102-19:08:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:08:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:10:44 train_loss 680 model 1 0.03575887107849121
20241102-19:10:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:10:45 train_loss 680 model 4 0.03478067398071289
20241102-19:10:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:10:47 test_loss 680 model 1 0.027877655029296875
20241102-19:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:10:47 test_loss 680 model 4 0.028832626342773438
20241102-19:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:10:49 test_accuracy 680 model 1 nb_correct 2298 / 2500 (91.92%)
20241102-19:10:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:10:49 test_accuracy 680 model 4 nb_correct 2296 / 2500 (91.84%)
20241102-19:10:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:10:59 wrote ae_*.pth
20241102-19:10:59 epoch_duration 2min47s next_finish 19:13:47
20241102-19:10:59 wrote state.pth
20241102-19:10:59 --- epoch 681 ----------------------------------------
20241102-19:10:59 current_test_accuracies 0.9460 0.9192 0.9464 0.9456 0.9184
20241102-19:10:59 nb_c_quizzes 30033
20241102-19:10:59 weakest_accuracies [0.9184, 0.9192]
20241102-19:10:59 dummy_rand tensor([0.8981])
20241102-19:10:59 dummy_rand tensor([0.2055])
20241102-19:10:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:10:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:13:31 train_loss 681 model 4 0.034966339111328126
20241102-19:13:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:13:31 train_loss 681 model 1 0.03582334899902344
20241102-19:13:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:13:33 test_loss 681 model 4 0.026810569763183592
20241102-19:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:13:33 test_loss 681 model 1 0.030481109619140623
20241102-19:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:13:36 test_accuracy 681 model 4 nb_correct 2320 / 2500 (92.80%)
20241102-19:13:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:13:36 test_accuracy 681 model 1 nb_correct 2341 / 2500 (93.64%)
20241102-19:13:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:13:45 wrote ae_*.pth
20241102-19:13:45 epoch_duration 2min46s next_finish 19:16:31
20241102-19:13:45 wrote state.pth
20241102-19:13:45 --- epoch 682 ----------------------------------------
20241102-19:13:45 current_test_accuracies 0.9460 0.9364 0.9464 0.9456 0.9280
20241102-19:13:45 nb_c_quizzes 30033
20241102-19:13:45 weakest_accuracies [0.928, 0.9364]
20241102-19:13:45 dummy_rand tensor([0.6934])
20241102-19:13:45 dummy_rand tensor([0.0421])
20241102-19:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:16:17 train_loss 682 model 4 0.0356631965637207
20241102-19:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:16:17 train_loss 682 model 1 0.035130767822265624
20241102-19:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:16:19 test_loss 682 model 4 0.030158538818359375
20241102-19:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:16:19 test_loss 682 model 1 0.026257476806640624
20241102-19:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:16:22 test_accuracy 682 model 4 nb_correct 2296 / 2500 (91.84%)
20241102-19:16:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:16:22 test_accuracy 682 model 1 nb_correct 2285 / 2500 (91.40%)
20241102-19:16:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:16:31 wrote ae_*.pth
20241102-19:16:31 epoch_duration 2min46s next_finish 19:19:17
20241102-19:16:31 wrote state.pth
20241102-19:16:31 --- epoch 683 ----------------------------------------
20241102-19:16:31 current_test_accuracies 0.9460 0.9140 0.9464 0.9456 0.9184
20241102-19:16:31 nb_c_quizzes 30033
20241102-19:16:31 weakest_accuracies [0.914, 0.9184]
20241102-19:16:31 dummy_rand tensor([0.7355])
20241102-19:16:31 dummy_rand tensor([0.2509])
20241102-19:16:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:16:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:19:04 train_loss 683 model 1 0.03568503189086914
20241102-19:19:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:19:04 train_loss 683 model 4 0.03439206695556641
20241102-19:19:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:19:06 test_loss 683 model 1 0.03408706665039062
20241102-19:19:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:19:06 test_loss 683 model 4 0.02706169128417969
20241102-19:19:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:19:08 test_accuracy 683 model 1 nb_correct 2377 / 2500 (95.08%)
20241102-19:19:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:19:09 test_accuracy 683 model 4 nb_correct 2270 / 2500 (90.80%)
20241102-19:19:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:19:18 wrote ae_*.pth
20241102-19:19:18 epoch_duration 2min46s next_finish 19:22:05
20241102-19:19:18 wrote state.pth
20241102-19:19:18 --- epoch 684 ----------------------------------------
20241102-19:19:18 current_test_accuracies 0.9460 0.9508 0.9464 0.9456 0.9080
20241102-19:19:18 nb_c_quizzes 30033
20241102-19:19:18 weakest_accuracies [0.908, 0.9456]
20241102-19:19:18 dummy_rand tensor([0.5611])
20241102-19:19:18 dummy_rand tensor([0.1626])
20241102-19:19:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:19:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:21:50 train_loss 684 model 4 0.03522240447998047
20241102-19:21:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:21:50 train_loss 684 model 3 0.03537638854980469
20241102-19:21:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:21:52 test_loss 684 model 4 0.026672515869140625
20241102-19:21:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:21:52 test_loss 684 model 3 0.027478179931640624
20241102-19:21:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:21:55 test_accuracy 684 model 4 nb_correct 2317 / 2500 (92.68%)
20241102-19:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:21:55 test_accuracy 684 model 3 nb_correct 2352 / 2500 (94.08%)
20241102-19:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:22:04 wrote ae_*.pth
20241102-19:22:04 epoch_duration 2min46s next_finish 19:24:50
20241102-19:22:04 wrote state.pth
20241102-19:22:04 --- epoch 685 ----------------------------------------
20241102-19:22:04 current_test_accuracies 0.9460 0.9508 0.9464 0.9408 0.9268
20241102-19:22:04 nb_c_quizzes 30033
20241102-19:22:04 weakest_accuracies [0.9268, 0.9408]
20241102-19:22:04 dummy_rand tensor([0.2746])
20241102-19:22:04 dummy_rand tensor([0.9247])
20241102-19:22:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:22:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:24:36 train_loss 685 model 4 0.03512131500244141
20241102-19:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:24:36 train_loss 685 model 3 0.03494353103637695
20241102-19:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:24:38 test_loss 685 model 4 0.029407310485839843
20241102-19:24:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:24:38 test_loss 685 model 3 0.0261297607421875
20241102-19:24:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:24:41 test_accuracy 685 model 4 nb_correct 2325 / 2500 (93.00%)
20241102-19:24:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:24:41 test_accuracy 685 model 3 nb_correct 2328 / 2500 (93.12%)
20241102-19:24:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:24:51 wrote ae_*.pth
20241102-19:24:51 epoch_duration 2min46s next_finish 19:27:37
20241102-19:24:51 wrote state.pth
20241102-19:24:51 --- epoch 686 ----------------------------------------
20241102-19:24:51 current_test_accuracies 0.9460 0.9508 0.9464 0.9312 0.9300
20241102-19:24:51 nb_c_quizzes 30033
20241102-19:24:51 weakest_accuracies [0.93, 0.9312]
20241102-19:24:51 dummy_rand tensor([0.0779])
20241102-19:24:51 dummy_rand tensor([0.2270])
20241102-19:24:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:24:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:27:23 train_loss 686 model 3 0.034446430206298825
20241102-19:27:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:27:23 train_loss 686 model 4 0.03447212600708008
20241102-19:27:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:27:25 test_loss 686 model 3 0.024348297119140626
20241102-19:27:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:27:25 test_loss 686 model 4 0.03153884887695312
20241102-19:27:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:27:27 test_accuracy 686 model 3 nb_correct 2356 / 2500 (94.24%)
20241102-19:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:27:27 test_accuracy 686 model 4 nb_correct 2307 / 2500 (92.28%)
20241102-19:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:27:37 wrote ae_*.pth
20241102-19:27:37 epoch_duration 2min46s next_finish 19:30:24
20241102-19:27:37 wrote state.pth
20241102-19:27:37 --- epoch 687 ----------------------------------------
20241102-19:27:37 current_test_accuracies 0.9460 0.9508 0.9464 0.9424 0.9228
20241102-19:27:37 nb_c_quizzes 30033
20241102-19:27:37 weakest_accuracies [0.9228, 0.9424]
20241102-19:27:37 dummy_rand tensor([0.7228])
20241102-19:27:37 dummy_rand tensor([0.5723])
20241102-19:27:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:27:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:30:09 train_loss 687 model 4 0.035021671295166014
20241102-19:30:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:30:09 train_loss 687 model 3 0.03519928741455078
20241102-19:30:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:30:11 test_loss 687 model 4 0.03069873809814453
20241102-19:30:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:30:11 test_loss 687 model 3 0.030479278564453125
20241102-19:30:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:30:14 test_accuracy 687 model 4 nb_correct 2291 / 2500 (91.64%)
20241102-19:30:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:30:14 test_accuracy 687 model 3 nb_correct 2385 / 2500 (95.40%)
20241102-19:30:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:30:23 wrote ae_*.pth
20241102-19:30:23 epoch_duration 2min45s next_finish 19:33:09
20241102-19:30:23 wrote state.pth
20241102-19:30:23 --- epoch 688 ----------------------------------------
20241102-19:30:23 current_test_accuracies 0.9460 0.9508 0.9464 0.9540 0.9164
20241102-19:30:23 nb_c_quizzes 30033
20241102-19:30:23 weakest_accuracies [0.9164, 0.946]
20241102-19:30:23 dummy_rand tensor([0.8531])
20241102-19:30:23 dummy_rand tensor([0.2160])
20241102-19:30:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:30:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:32:55 train_loss 688 model 4 0.03500569152832031
20241102-19:32:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:32:55 train_loss 688 model 0 0.036256881713867185
20241102-19:32:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:32:57 test_loss 688 model 4 0.027307357788085938
20241102-19:32:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:32:57 test_loss 688 model 0 0.028661270141601563
20241102-19:32:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:32:59 test_accuracy 688 model 4 nb_correct 2304 / 2500 (92.16%)
20241102-19:32:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:33:00 test_accuracy 688 model 0 nb_correct 2341 / 2500 (93.64%)
20241102-19:33:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:33:09 wrote ae_*.pth
20241102-19:33:09 epoch_duration 2min45s next_finish 19:35:55
20241102-19:33:09 wrote state.pth
20241102-19:33:09 --- epoch 689 ----------------------------------------
20241102-19:33:09 current_test_accuracies 0.9364 0.9508 0.9464 0.9540 0.9216
20241102-19:33:09 nb_c_quizzes 30033
20241102-19:33:09 weakest_accuracies [0.9216, 0.9364]
20241102-19:33:09 dummy_rand tensor([0.1915])
20241102-19:33:09 dummy_rand tensor([0.3177])
20241102-19:33:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:33:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:35:41 train_loss 689 model 0 0.03649509048461914
20241102-19:35:41 train_loss 689 model 4 0.0352084846496582
20241102-19:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:35:43 test_loss 689 model 0 0.027167205810546876
20241102-19:35:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:35:43 test_loss 689 model 4 0.02903434753417969
20241102-19:35:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:35:45 test_accuracy 689 model 0 nb_correct 2277 / 2500 (91.08%)
20241102-19:35:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:35:45 test_accuracy 689 model 4 nb_correct 2317 / 2500 (92.68%)
20241102-19:35:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:35:55 wrote ae_*.pth
20241102-19:35:55 epoch_duration 2min45s next_finish 19:38:41
20241102-19:35:55 wrote state.pth
20241102-19:35:55 --- epoch 690 ----------------------------------------
20241102-19:35:55 current_test_accuracies 0.9108 0.9508 0.9464 0.9540 0.9268
20241102-19:35:55 nb_c_quizzes 30033
20241102-19:35:55 weakest_accuracies [0.9108, 0.9268]
20241102-19:35:55 dummy_rand tensor([0.5268])
20241102-19:35:55 dummy_rand tensor([0.6453])
20241102-19:35:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:35:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:38:27 train_loss 690 model 0 0.03570940208435058
20241102-19:38:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:38:27 train_loss 690 model 4 0.03555763053894043
20241102-19:38:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:38:29 test_loss 690 model 0 0.027581253051757813
20241102-19:38:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:38:29 test_loss 690 model 4 0.030591659545898438
20241102-19:38:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:38:31 test_accuracy 690 model 0 nb_correct 2272 / 2500 (90.88%)
20241102-19:38:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:38:32 test_accuracy 690 model 4 nb_correct 2307 / 2500 (92.28%)
20241102-19:38:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:38:41 wrote ae_*.pth
20241102-19:38:41 epoch_duration 2min46s next_finish 19:41:28
20241102-19:38:41 wrote state.pth
20241102-19:38:41 --- epoch 691 ----------------------------------------
20241102-19:38:41 current_test_accuracies 0.9088 0.9508 0.9464 0.9540 0.9228
20241102-19:38:41 nb_c_quizzes 30033
20241102-19:38:41 weakest_accuracies [0.9088, 0.9228]
20241102-19:38:41 dummy_rand tensor([0.4223])
20241102-19:38:41 dummy_rand tensor([0.8249])
20241102-19:38:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:38:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:41:14 train_loss 691 model 0 0.036140460968017575
20241102-19:41:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:41:14 train_loss 691 model 4 0.03479375457763672
20241102-19:41:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:41:16 test_loss 691 model 0 0.0279443359375
20241102-19:41:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:41:16 test_loss 691 model 4 0.02969017028808594
20241102-19:41:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:41:19 test_accuracy 691 model 0 nb_correct 2299 / 2500 (91.96%)
20241102-19:41:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:41:19 test_accuracy 691 model 4 nb_correct 2297 / 2500 (91.88%)
20241102-19:41:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:41:28 wrote ae_*.pth
20241102-19:41:28 epoch_duration 2min46s next_finish 19:44:15
20241102-19:41:28 wrote state.pth
20241102-19:41:28 --- epoch 692 ----------------------------------------
20241102-19:41:28 current_test_accuracies 0.9196 0.9508 0.9464 0.9540 0.9188
20241102-19:41:28 nb_c_quizzes 30033
20241102-19:41:28 weakest_accuracies [0.9188, 0.9196]
20241102-19:41:28 dummy_rand tensor([0.8973])
20241102-19:41:28 dummy_rand tensor([0.6078])
20241102-19:41:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:41:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:44:00 train_loss 692 model 4 0.035152040481567386
20241102-19:44:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:44:00 train_loss 692 model 0 0.03546199798583984
20241102-19:44:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:44:02 test_loss 692 model 4 0.02721435546875
20241102-19:44:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:44:03 test_loss 692 model 0 0.027152252197265626
20241102-19:44:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:44:05 test_accuracy 692 model 4 nb_correct 2325 / 2500 (93.00%)
20241102-19:44:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:44:05 test_accuracy 692 model 0 nb_correct 2314 / 2500 (92.56%)
20241102-19:44:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:44:15 wrote ae_*.pth
20241102-19:44:15 epoch_duration 2min46s next_finish 19:47:01
20241102-19:44:15 wrote state.pth
20241102-19:44:15 --- epoch 693 ----------------------------------------
20241102-19:44:15 current_test_accuracies 0.9256 0.9508 0.9464 0.9540 0.9300
20241102-19:44:15 nb_c_quizzes 30033
20241102-19:44:15 weakest_accuracies [0.9256, 0.93]
20241102-19:44:15 dummy_rand tensor([0.3387])
20241102-19:44:15 dummy_rand tensor([0.3444])
20241102-19:44:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:44:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:46:47 train_loss 693 model 0 0.036007347106933596
20241102-19:46:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:46:47 train_loss 693 model 4 0.03473956489562988
20241102-19:46:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:46:49 test_loss 693 model 0 0.027411727905273436
20241102-19:46:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:46:49 test_loss 693 model 4 0.028070220947265623
20241102-19:46:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:46:51 test_accuracy 693 model 0 nb_correct 2307 / 2500 (92.28%)
20241102-19:46:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:46:51 test_accuracy 693 model 4 nb_correct 2294 / 2500 (91.76%)
20241102-19:46:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:47:01 wrote ae_*.pth
20241102-19:47:01 epoch_duration 2min46s next_finish 19:49:47
20241102-19:47:01 wrote state.pth
20241102-19:47:01 --- epoch 694 ----------------------------------------
20241102-19:47:01 current_test_accuracies 0.9228 0.9508 0.9464 0.9540 0.9176
20241102-19:47:01 nb_c_quizzes 30033
20241102-19:47:01 weakest_accuracies [0.9176, 0.9228]
20241102-19:47:01 dummy_rand tensor([0.4802])
20241102-19:47:01 dummy_rand tensor([0.9939])
20241102-19:47:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:47:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:49:33 train_loss 694 model 4 0.03529695129394531
20241102-19:49:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:49:33 train_loss 694 model 0 0.035915153503417965
20241102-19:49:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:49:35 test_loss 694 model 4 0.0300091552734375
20241102-19:49:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:49:35 test_loss 694 model 0 0.0292559814453125
20241102-19:49:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:49:38 test_accuracy 694 model 4 nb_correct 2296 / 2500 (91.84%)
20241102-19:49:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:49:38 test_accuracy 694 model 0 nb_correct 2317 / 2500 (92.68%)
20241102-19:49:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:49:47 wrote ae_*.pth
20241102-19:49:47 epoch_duration 2min46s next_finish 19:52:34
20241102-19:49:47 wrote state.pth
20241102-19:49:47 --- epoch 695 ----------------------------------------
20241102-19:49:47 current_test_accuracies 0.9268 0.9508 0.9464 0.9540 0.9184
20241102-19:49:47 nb_c_quizzes 30033
20241102-19:49:47 weakest_accuracies [0.9184, 0.9268]
20241102-19:49:47 dummy_rand tensor([0.8182])
20241102-19:49:47 dummy_rand tensor([0.9637])
20241102-19:49:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:49:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:52:19 train_loss 695 model 0 0.036323646545410156
20241102-19:52:19 train_loss 695 model 4 0.0352714729309082
20241102-19:52:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:52:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:52:22 test_loss 695 model 0 0.030528831481933593
20241102-19:52:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:52:22 test_loss 695 model 4 0.028938179016113282
20241102-19:52:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:52:24 test_accuracy 695 model 0 nb_correct 2293 / 2500 (91.72%)
20241102-19:52:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:52:24 test_accuracy 695 model 4 nb_correct 2321 / 2500 (92.84%)
20241102-19:52:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:52:34 wrote ae_*.pth
20241102-19:52:34 epoch_duration 2min46s next_finish 19:55:20
20241102-19:52:34 wrote state.pth
20241102-19:52:34 --- epoch 696 ----------------------------------------
20241102-19:52:34 current_test_accuracies 0.9172 0.9508 0.9464 0.9540 0.9284
20241102-19:52:34 nb_c_quizzes 30033
20241102-19:52:34 weakest_accuracies [0.9172, 0.9284]
20241102-19:52:34 dummy_rand tensor([0.5939])
20241102-19:52:34 dummy_rand tensor([0.9132])
20241102-19:52:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:52:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:55:05 train_loss 696 model 4 0.03400352096557617
20241102-19:55:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:55:06 train_loss 696 model 0 0.03581697463989258
20241102-19:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:55:08 test_loss 696 model 4 0.029407501220703125
20241102-19:55:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:55:08 test_loss 696 model 0 0.030438919067382813
20241102-19:55:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:55:10 test_accuracy 696 model 4 nb_correct 2282 / 2500 (91.28%)
20241102-19:55:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:55:10 test_accuracy 696 model 0 nb_correct 2342 / 2500 (93.68%)
20241102-19:55:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:55:20 wrote ae_*.pth
20241102-19:55:20 epoch_duration 2min45s next_finish 19:58:06
20241102-19:55:20 wrote state.pth
20241102-19:55:20 --- epoch 697 ----------------------------------------
20241102-19:55:20 current_test_accuracies 0.9368 0.9508 0.9464 0.9540 0.9128
20241102-19:55:20 nb_c_quizzes 30033
20241102-19:55:20 weakest_accuracies [0.9128, 0.9368]
20241102-19:55:20 dummy_rand tensor([0.1249])
20241102-19:55:20 dummy_rand tensor([0.8171])
20241102-19:55:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:55:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:57:52 train_loss 697 model 4 0.03556803894042969
20241102-19:57:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:57:52 train_loss 697 model 0 0.03590663528442383
20241102-19:57:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:57:54 test_loss 697 model 4 0.028848724365234377
20241102-19:57:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:57:54 test_loss 697 model 0 0.031026229858398438
20241102-19:57:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-19:57:56 test_accuracy 697 model 4 nb_correct 2357 / 2500 (94.28%)
20241102-19:57:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:57:56 test_accuracy 697 model 0 nb_correct 2237 / 2500 (89.48%)
20241102-19:57:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-19:58:06 wrote ae_*.pth
20241102-19:58:06 epoch_duration 2min46s next_finish 20:00:52
20241102-19:58:06 wrote state.pth
20241102-19:58:06 --- epoch 698 ----------------------------------------
20241102-19:58:06 current_test_accuracies 0.8948 0.9508 0.9464 0.9540 0.9428
20241102-19:58:06 nb_c_quizzes 30033
20241102-19:58:06 weakest_accuracies [0.8948, 0.9428]
20241102-19:58:06 dummy_rand tensor([0.4808])
20241102-19:58:06 dummy_rand tensor([0.6693])
20241102-19:58:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-19:58:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:00:38 train_loss 698 model 0 0.0360452880859375
20241102-20:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:00:38 train_loss 698 model 4 0.035106224060058595
20241102-20:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:00:40 test_loss 698 model 0 0.02750579833984375
20241102-20:00:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:00:40 test_loss 698 model 4 0.02839752197265625
20241102-20:00:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:00:43 test_accuracy 698 model 0 nb_correct 2279 / 2500 (91.16%)
20241102-20:00:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:00:43 test_accuracy 698 model 4 nb_correct 2278 / 2500 (91.12%)
20241102-20:00:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:00:52 wrote ae_*.pth
20241102-20:00:52 epoch_duration 2min46s next_finish 20:03:39
20241102-20:00:52 wrote state.pth
20241102-20:00:52 --- epoch 699 ----------------------------------------
20241102-20:00:52 current_test_accuracies 0.9116 0.9508 0.9464 0.9540 0.9112
20241102-20:00:52 nb_c_quizzes 30033
20241102-20:00:52 weakest_accuracies [0.9112, 0.9116]
20241102-20:00:52 dummy_rand tensor([0.2613])
20241102-20:00:52 dummy_rand tensor([0.9168])
20241102-20:00:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:00:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:03:24 train_loss 699 model 4 0.034654529571533206
20241102-20:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:03:24 train_loss 699 model 0 0.03571915054321289
20241102-20:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:03:27 test_loss 699 model 4 0.028245086669921874
20241102-20:03:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:03:27 test_loss 699 model 0 0.0294561767578125
20241102-20:03:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:03:29 test_accuracy 699 model 4 nb_correct 2347 / 2500 (93.88%)
20241102-20:03:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:03:29 test_accuracy 699 model 0 nb_correct 2342 / 2500 (93.68%)
20241102-20:03:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:03:39 wrote ae_*.pth
20241102-20:03:39 epoch_duration 2min46s next_finish 20:06:25
20241102-20:03:39 wrote state.pth
20241102-20:03:39 --- epoch 700 ----------------------------------------
20241102-20:03:39 current_test_accuracies 0.9368 0.9508 0.9464 0.9540 0.9388
20241102-20:03:39 nb_c_quizzes 30033
20241102-20:03:39 weakest_accuracies [0.9368, 0.9388]
20241102-20:03:39 dummy_rand tensor([0.0487])
20241102-20:03:39 dummy_rand tensor([0.4570])
20241102-20:03:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:03:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:06:10 train_loss 700 model 4 0.03476241302490234
20241102-20:06:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:06:10 train_loss 700 model 0 0.036251017570495606
20241102-20:06:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:06:13 test_loss 700 model 4 0.028631134033203123
20241102-20:06:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:06:13 test_loss 700 model 0 0.027849388122558594
20241102-20:06:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:06:15 test_accuracy 700 model 0 nb_correct 2342 / 2500 (93.68%)
20241102-20:06:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:06:15 test_accuracy 700 model 4 nb_correct 2303 / 2500 (92.12%)
20241102-20:06:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:06:25 wrote ae_*.pth
20241102-20:06:25 epoch_duration 2min46s next_finish 20:09:11
20241102-20:06:25 wrote state.pth
20241102-20:06:25 --- epoch 701 ----------------------------------------
20241102-20:06:25 current_test_accuracies 0.9368 0.9508 0.9464 0.9540 0.9212
20241102-20:06:25 nb_c_quizzes 30033
20241102-20:06:25 weakest_accuracies [0.9212, 0.9368]
20241102-20:06:25 dummy_rand tensor([0.5142])
20241102-20:06:25 dummy_rand tensor([0.5894])
20241102-20:06:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:06:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:08:57 train_loss 701 model 4 0.03553863525390625
20241102-20:08:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:08:57 train_loss 701 model 0 0.03587320327758789
20241102-20:08:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:08:59 test_loss 701 model 4 0.026752471923828125
20241102-20:08:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:08:59 test_loss 701 model 0 0.03058868408203125
20241102-20:08:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:09:02 test_accuracy 701 model 4 nb_correct 2266 / 2500 (90.64%)
20241102-20:09:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:09:02 test_accuracy 701 model 0 nb_correct 2365 / 2500 (94.60%)
20241102-20:09:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:09:11 wrote ae_*.pth
20241102-20:09:11 epoch_duration 2min46s next_finish 20:11:58
20241102-20:09:12 wrote state.pth
20241102-20:09:12 --- epoch 702 ----------------------------------------
20241102-20:09:12 current_test_accuracies 0.9460 0.9508 0.9464 0.9540 0.9064
20241102-20:09:12 nb_c_quizzes 30033
20241102-20:09:12 weakest_accuracies [0.9064, 0.946]
20241102-20:09:12 dummy_rand tensor([0.5413])
20241102-20:09:12 dummy_rand tensor([0.8385])
20241102-20:09:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:09:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:11:43 train_loss 702 model 4 0.03447174072265625
20241102-20:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:11:43 train_loss 702 model 0 0.03619966697692871
20241102-20:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:11:46 test_loss 702 model 4 0.02873207092285156
20241102-20:11:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:11:46 test_loss 702 model 0 0.027651138305664062
20241102-20:11:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:11:48 test_accuracy 702 model 4 nb_correct 2329 / 2500 (93.16%)
20241102-20:11:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:11:48 test_accuracy 702 model 0 nb_correct 2355 / 2500 (94.20%)
20241102-20:11:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:11:57 wrote ae_*.pth
20241102-20:11:57 epoch_duration 2min46s next_finish 20:14:44
20241102-20:11:58 wrote state.pth
20241102-20:11:58 --- epoch 703 ----------------------------------------
20241102-20:11:58 current_test_accuracies 0.9420 0.9508 0.9464 0.9540 0.9316
20241102-20:11:58 nb_c_quizzes 30033
20241102-20:11:58 weakest_accuracies [0.9316, 0.942]
20241102-20:11:58 dummy_rand tensor([0.2939])
20241102-20:11:58 dummy_rand tensor([0.8337])
20241102-20:11:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:11:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:14:29 train_loss 703 model 4 0.03475204086303711
20241102-20:14:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:14:29 train_loss 703 model 0 0.0357562141418457
20241102-20:14:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:14:32 test_loss 703 model 4 0.02938323974609375
20241102-20:14:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:14:32 test_loss 703 model 0 0.02978595733642578
20241102-20:14:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:14:34 test_accuracy 703 model 4 nb_correct 2300 / 2500 (92.00%)
20241102-20:14:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:14:34 test_accuracy 703 model 0 nb_correct 2268 / 2500 (90.72%)
20241102-20:14:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:14:43 wrote ae_*.pth
20241102-20:14:43 epoch_duration 2min45s next_finish 20:17:29
20241102-20:14:44 wrote state.pth
20241102-20:14:44 --- epoch 704 ----------------------------------------
20241102-20:14:44 current_test_accuracies 0.9072 0.9508 0.9464 0.9540 0.9200
20241102-20:14:44 nb_c_quizzes 30033
20241102-20:14:44 weakest_accuracies [0.9072, 0.92]
20241102-20:14:44 dummy_rand tensor([0.5534])
20241102-20:14:44 dummy_rand tensor([0.1891])
20241102-20:14:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:14:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:17:15 train_loss 704 model 0 0.03485274124145508
20241102-20:17:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:17:15 train_loss 704 model 4 0.0346013069152832
20241102-20:17:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:17:18 test_loss 704 model 0 0.028789329528808593
20241102-20:17:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:17:18 test_loss 704 model 4 0.027047119140625
20241102-20:17:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:17:20 test_accuracy 704 model 0 nb_correct 2293 / 2500 (91.72%)
20241102-20:17:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:17:20 test_accuracy 704 model 4 nb_correct 2317 / 2500 (92.68%)
20241102-20:17:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:17:30 wrote ae_*.pth
20241102-20:17:30 epoch_duration 2min46s next_finish 20:20:16
20241102-20:17:30 wrote state.pth
20241102-20:17:30 --- epoch 705 ----------------------------------------
20241102-20:17:30 current_test_accuracies 0.9172 0.9508 0.9464 0.9540 0.9268
20241102-20:17:30 nb_c_quizzes 30033
20241102-20:17:30 weakest_accuracies [0.9172, 0.9268]
20241102-20:17:30 dummy_rand tensor([0.7573])
20241102-20:17:30 dummy_rand tensor([0.3312])
20241102-20:17:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:17:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:20:02 train_loss 705 model 4 0.034375646591186526
20241102-20:20:02 train_loss 705 model 0 0.03615541839599609
20241102-20:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:20:04 test_loss 705 model 4 0.027673797607421877
20241102-20:20:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:20:04 test_loss 705 model 0 0.031297225952148434
20241102-20:20:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:20:06 test_accuracy 705 model 4 nb_correct 2298 / 2500 (91.92%)
20241102-20:20:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:20:06 test_accuracy 705 model 0 nb_correct 2270 / 2500 (90.80%)
20241102-20:20:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:20:16 wrote ae_*.pth
20241102-20:20:16 epoch_duration 2min46s next_finish 20:23:02
20241102-20:20:16 wrote state.pth
20241102-20:20:16 --- epoch 706 ----------------------------------------
20241102-20:20:16 current_test_accuracies 0.9080 0.9508 0.9464 0.9540 0.9192
20241102-20:20:16 nb_c_quizzes 30033
20241102-20:20:16 weakest_accuracies [0.908, 0.9192]
20241102-20:20:16 dummy_rand tensor([0.7127])
20241102-20:20:16 dummy_rand tensor([0.8957])
20241102-20:20:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:20:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:22:48 train_loss 706 model 4 0.034851348876953125
20241102-20:22:48 train_loss 706 model 0 0.03581486511230469
20241102-20:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:22:50 test_loss 706 model 4 0.030495986938476563
20241102-20:22:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:22:50 test_loss 706 model 0 0.030359344482421877
20241102-20:22:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:22:53 test_accuracy 706 model 4 nb_correct 2324 / 2500 (92.96%)
20241102-20:22:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:22:53 test_accuracy 706 model 0 nb_correct 2288 / 2500 (91.52%)
20241102-20:22:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:23:03 wrote ae_*.pth
20241102-20:23:03 epoch_duration 2min46s next_finish 20:25:49
20241102-20:23:03 wrote state.pth
20241102-20:23:03 --- epoch 707 ----------------------------------------
20241102-20:23:03 current_test_accuracies 0.9152 0.9508 0.9464 0.9540 0.9296
20241102-20:23:03 nb_c_quizzes 30033
20241102-20:23:03 weakest_accuracies [0.9152, 0.9296]
20241102-20:23:03 dummy_rand tensor([0.0388])
20241102-20:23:03 dummy_rand tensor([0.0289])
20241102-20:23:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:23:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:25:34 train_loss 707 model 0 0.036320331573486325
20241102-20:25:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:25:34 train_loss 707 model 4 0.034715354919433596
20241102-20:25:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:25:37 test_loss 707 model 0 0.03069244384765625
20241102-20:25:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:25:37 test_loss 707 model 4 0.025342979431152345
20241102-20:25:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:25:39 test_accuracy 707 model 0 nb_correct 2369 / 2500 (94.76%)
20241102-20:25:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:25:39 test_accuracy 707 model 4 nb_correct 2311 / 2500 (92.44%)
20241102-20:25:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:25:49 wrote ae_*.pth
20241102-20:25:49 epoch_duration 2min46s next_finish 20:28:35
20241102-20:25:49 wrote state.pth
20241102-20:25:49 --- epoch 708 ----------------------------------------
20241102-20:25:49 current_test_accuracies 0.9476 0.9508 0.9464 0.9540 0.9244
20241102-20:25:49 nb_c_quizzes 30033
20241102-20:25:49 weakest_accuracies [0.9244, 0.9464]
20241102-20:25:49 dummy_rand tensor([0.0907])
20241102-20:25:49 dummy_rand tensor([0.1267])
20241102-20:25:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:25:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:28:21 train_loss 708 model 4 0.03426935195922851
20241102-20:28:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:28:21 train_loss 708 model 2 0.03611198425292969
20241102-20:28:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:28:23 test_loss 708 model 4 0.025605545043945313
20241102-20:28:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:28:23 test_loss 708 model 2 0.02633453369140625
20241102-20:28:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:28:25 test_accuracy 708 model 4 nb_correct 2355 / 2500 (94.20%)
20241102-20:28:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:28:25 test_accuracy 708 model 2 nb_correct 2254 / 2500 (90.16%)
20241102-20:28:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:28:35 wrote ae_*.pth
20241102-20:28:35 epoch_duration 2min46s next_finish 20:31:21
20241102-20:28:35 wrote state.pth
20241102-20:28:35 --- epoch 709 ----------------------------------------
20241102-20:28:35 current_test_accuracies 0.9476 0.9508 0.9016 0.9540 0.9420
20241102-20:28:35 nb_c_quizzes 30033
20241102-20:28:35 weakest_accuracies [0.9016, 0.942]
20241102-20:28:35 dummy_rand tensor([0.1125])
20241102-20:28:35 dummy_rand tensor([0.0058])
20241102-20:28:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:28:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:31:07 train_loss 709 model 2 0.035490333557128904
20241102-20:31:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:31:07 train_loss 709 model 4 0.0345289249420166
20241102-20:31:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:31:09 test_loss 709 model 2 0.02583648681640625
20241102-20:31:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:31:09 test_loss 709 model 4 0.03166351318359375
20241102-20:31:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:31:11 test_accuracy 709 model 2 nb_correct 2310 / 2500 (92.40%)
20241102-20:31:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:31:11 test_accuracy 709 model 4 nb_correct 2303 / 2500 (92.12%)
20241102-20:31:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:31:21 wrote ae_*.pth
20241102-20:31:21 epoch_duration 2min45s next_finish 20:34:07
20241102-20:31:21 wrote state.pth
20241102-20:31:21 --- epoch 710 ----------------------------------------
20241102-20:31:21 current_test_accuracies 0.9476 0.9508 0.9240 0.9540 0.9212
20241102-20:31:21 nb_c_quizzes 30033
20241102-20:31:21 weakest_accuracies [0.9212, 0.924]
20241102-20:31:21 dummy_rand tensor([0.0582])
20241102-20:31:21 dummy_rand tensor([0.8709])
20241102-20:31:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:31:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:33:52 train_loss 710 model 4 0.03444192504882813
20241102-20:33:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:33:52 train_loss 710 model 2 0.03555512237548828
20241102-20:33:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:33:55 test_loss 710 model 4 0.030721683502197266
20241102-20:33:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:33:55 test_loss 710 model 2 0.0305596923828125
20241102-20:33:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:33:57 test_accuracy 710 model 4 nb_correct 2321 / 2500 (92.84%)
20241102-20:33:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:33:57 test_accuracy 710 model 2 nb_correct 2313 / 2500 (92.52%)
20241102-20:33:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:34:07 wrote ae_*.pth
20241102-20:34:07 epoch_duration 2min45s next_finish 20:36:52
20241102-20:34:07 wrote state.pth
20241102-20:34:07 --- epoch 711 ----------------------------------------
20241102-20:34:07 current_test_accuracies 0.9476 0.9508 0.9252 0.9540 0.9284
20241102-20:34:07 nb_c_quizzes 30033
20241102-20:34:07 weakest_accuracies [0.9252, 0.9284]
20241102-20:34:07 dummy_rand tensor([0.5129])
20241102-20:34:07 dummy_rand tensor([0.0926])
20241102-20:34:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:34:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:36:38 train_loss 711 model 2 0.036291126251220704
20241102-20:36:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:36:38 train_loss 711 model 4 0.03499660873413086
20241102-20:36:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:36:41 test_loss 711 model 2 0.026355743408203125
20241102-20:36:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:36:41 test_loss 711 model 4 0.034847412109375
20241102-20:36:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:36:43 test_accuracy 711 model 2 nb_correct 2297 / 2500 (91.88%)
20241102-20:36:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:36:43 test_accuracy 711 model 4 nb_correct 2341 / 2500 (93.64%)
20241102-20:36:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:36:52 wrote ae_*.pth
20241102-20:36:52 epoch_duration 2min45s next_finish 20:39:38
20241102-20:36:53 wrote state.pth
20241102-20:36:53 --- epoch 712 ----------------------------------------
20241102-20:36:53 current_test_accuracies 0.9476 0.9508 0.9188 0.9540 0.9364
20241102-20:36:53 nb_c_quizzes 30033
20241102-20:36:53 weakest_accuracies [0.9188, 0.9364]
20241102-20:36:53 dummy_rand tensor([0.4446])
20241102-20:36:53 dummy_rand tensor([0.1312])
20241102-20:36:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:36:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:39:24 train_loss 712 model 4 0.03474032592773438
20241102-20:39:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:39:24 train_loss 712 model 2 0.03610301208496094
20241102-20:39:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:39:26 test_loss 712 model 4 0.0314599609375
20241102-20:39:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:39:26 test_loss 712 model 2 0.02904397964477539
20241102-20:39:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:39:29 test_accuracy 712 model 4 nb_correct 2357 / 2500 (94.28%)
20241102-20:39:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:39:29 test_accuracy 712 model 2 nb_correct 2336 / 2500 (93.44%)
20241102-20:39:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:39:38 wrote ae_*.pth
20241102-20:39:38 epoch_duration 2min46s next_finish 20:42:25
20241102-20:39:39 wrote state.pth
20241102-20:39:39 --- epoch 713 ----------------------------------------
20241102-20:39:39 current_test_accuracies 0.9476 0.9508 0.9344 0.9540 0.9428
20241102-20:39:39 nb_c_quizzes 30033
20241102-20:39:39 weakest_accuracies [0.9344, 0.9428]
20241102-20:39:39 dummy_rand tensor([0.8114])
20241102-20:39:39 dummy_rand tensor([0.4598])
20241102-20:39:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:39:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:42:10 train_loss 713 model 2 0.03603675079345703
20241102-20:42:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:42:10 train_loss 713 model 4 0.03479943466186523
20241102-20:42:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:42:12 test_loss 713 model 2 0.02820671081542969
20241102-20:42:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:42:12 test_loss 713 model 4 0.026147537231445313
20241102-20:42:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:42:15 test_accuracy 713 model 2 nb_correct 2346 / 2500 (93.84%)
20241102-20:42:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:42:15 test_accuracy 713 model 4 nb_correct 2337 / 2500 (93.48%)
20241102-20:42:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:42:24 wrote ae_*.pth
20241102-20:42:24 epoch_duration 2min45s next_finish 20:45:10
20241102-20:42:24 wrote state.pth
20241102-20:42:24 --- epoch 714 ----------------------------------------
20241102-20:42:24 current_test_accuracies 0.9476 0.9508 0.9384 0.9540 0.9348
20241102-20:42:24 nb_c_quizzes 30033
20241102-20:42:24 weakest_accuracies [0.9348, 0.9384]
20241102-20:42:24 dummy_rand tensor([0.7662])
20241102-20:42:24 dummy_rand tensor([0.6383])
20241102-20:42:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:42:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:44:56 train_loss 714 model 4 0.03487786483764648
20241102-20:44:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:44:56 train_loss 714 model 2 0.03649982070922852
20241102-20:44:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:44:58 test_loss 714 model 4 0.03175304412841797
20241102-20:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:44:58 test_loss 714 model 2 0.0294146728515625
20241102-20:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:45:01 test_accuracy 714 model 4 nb_correct 2267 / 2500 (90.68%)
20241102-20:45:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:45:01 test_accuracy 714 model 2 nb_correct 2347 / 2500 (93.88%)
20241102-20:45:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:45:10 wrote ae_*.pth
20241102-20:45:10 epoch_duration 2min46s next_finish 20:47:56
20241102-20:45:10 wrote state.pth
20241102-20:45:10 --- epoch 715 ----------------------------------------
20241102-20:45:10 current_test_accuracies 0.9476 0.9508 0.9388 0.9540 0.9068
20241102-20:45:10 nb_c_quizzes 30033
20241102-20:45:10 weakest_accuracies [0.9068, 0.9388]
20241102-20:45:10 dummy_rand tensor([0.2070])
20241102-20:45:10 dummy_rand tensor([0.1008])
20241102-20:45:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:45:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:47:42 train_loss 715 model 4 0.03485124206542969
20241102-20:47:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:47:42 train_loss 715 model 2 0.03650239944458008
20241102-20:47:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:47:44 test_loss 715 model 4 0.02645843505859375
20241102-20:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:47:44 test_loss 715 model 2 0.026497039794921875
20241102-20:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:47:46 test_accuracy 715 model 4 nb_correct 2381 / 2500 (95.24%)
20241102-20:47:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:47:47 test_accuracy 715 model 2 nb_correct 2305 / 2500 (92.20%)
20241102-20:47:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:47:56 wrote ae_*.pth
20241102-20:47:56 epoch_duration 2min45s next_finish 20:50:42
20241102-20:47:56 wrote state.pth
20241102-20:47:56 --- epoch 716 ----------------------------------------
20241102-20:47:56 current_test_accuracies 0.9476 0.9508 0.9220 0.9540 0.9524
20241102-20:47:56 nb_c_quizzes 30033
20241102-20:47:56 weakest_accuracies [0.922, 0.9476]
20241102-20:47:56 dummy_rand tensor([0.3825])
20241102-20:47:56 dummy_rand tensor([0.8355])
20241102-20:47:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:47:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:50:28 train_loss 716 model 2 0.036387107849121095
20241102-20:50:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:50:28 train_loss 716 model 0 0.03582923889160156
20241102-20:50:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:50:30 test_loss 716 model 2 0.029905929565429687
20241102-20:50:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:50:30 test_loss 716 model 0 0.02763509750366211
20241102-20:50:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:50:32 test_accuracy 716 model 2 nb_correct 2297 / 2500 (91.88%)
20241102-20:50:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:50:32 test_accuracy 716 model 0 nb_correct 2323 / 2500 (92.92%)
20241102-20:50:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:50:42 wrote ae_*.pth
20241102-20:50:42 epoch_duration 2min45s next_finish 20:53:28
20241102-20:50:42 wrote state.pth
20241102-20:50:42 --- epoch 717 ----------------------------------------
20241102-20:50:42 current_test_accuracies 0.9292 0.9508 0.9188 0.9540 0.9524
20241102-20:50:42 nb_c_quizzes 30033
20241102-20:50:42 weakest_accuracies [0.9188, 0.9292]
20241102-20:50:42 dummy_rand tensor([0.1922])
20241102-20:50:42 dummy_rand tensor([0.0894])
20241102-20:50:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:50:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:53:13 train_loss 717 model 2 0.036567600250244144
20241102-20:53:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:53:13 train_loss 717 model 0 0.0352287769317627
20241102-20:53:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:53:16 test_loss 717 model 2 0.029630050659179688
20241102-20:53:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:53:16 test_loss 717 model 0 0.02872123718261719
20241102-20:53:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:53:18 test_accuracy 717 model 2 nb_correct 2257 / 2500 (90.28%)
20241102-20:53:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:53:18 test_accuracy 717 model 0 nb_correct 2358 / 2500 (94.32%)
20241102-20:53:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:53:28 wrote ae_*.pth
20241102-20:53:28 epoch_duration 2min45s next_finish 20:56:13
20241102-20:53:28 wrote state.pth
20241102-20:53:28 --- epoch 718 ----------------------------------------
20241102-20:53:28 current_test_accuracies 0.9432 0.9508 0.9028 0.9540 0.9524
20241102-20:53:28 nb_c_quizzes 30033
20241102-20:53:28 weakest_accuracies [0.9028, 0.9432]
20241102-20:53:28 dummy_rand tensor([0.7077])
20241102-20:53:28 dummy_rand tensor([0.1311])
20241102-20:53:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:53:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:55:59 train_loss 718 model 2 0.035349040985107424
20241102-20:55:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:55:59 train_loss 718 model 0 0.036027084350585936
20241102-20:55:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:56:02 test_loss 718 model 2 0.0263995361328125
20241102-20:56:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:56:02 test_loss 718 model 0 0.026120567321777345
20241102-20:56:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:56:04 test_accuracy 718 model 2 nb_correct 2295 / 2500 (91.80%)
20241102-20:56:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:56:04 test_accuracy 718 model 0 nb_correct 2284 / 2500 (91.36%)
20241102-20:56:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:56:14 wrote ae_*.pth
20241102-20:56:14 epoch_duration 2min46s next_finish 20:59:00
20241102-20:56:14 wrote state.pth
20241102-20:56:14 --- epoch 719 ----------------------------------------
20241102-20:56:14 current_test_accuracies 0.9136 0.9508 0.9180 0.9540 0.9524
20241102-20:56:14 nb_c_quizzes 30033
20241102-20:56:14 weakest_accuracies [0.9136, 0.918]
20241102-20:56:14 dummy_rand tensor([0.9136])
20241102-20:56:14 dummy_rand tensor([0.5605])
20241102-20:56:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:56:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:58:46 train_loss 719 model 0 0.03554812240600586
20241102-20:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:58:46 train_loss 719 model 2 0.035563404083251954
20241102-20:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:58:48 test_loss 719 model 0 0.029628868103027343
20241102-20:58:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:58:48 test_loss 719 model 2 0.029230270385742187
20241102-20:58:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-20:58:50 test_accuracy 719 model 0 nb_correct 2365 / 2500 (94.60%)
20241102-20:58:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:58:50 test_accuracy 719 model 2 nb_correct 2330 / 2500 (93.20%)
20241102-20:58:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-20:59:00 wrote ae_*.pth
20241102-20:59:00 epoch_duration 2min45s next_finish 21:01:46
20241102-20:59:00 wrote state.pth
20241102-20:59:00 --- epoch 720 ----------------------------------------
20241102-20:59:00 current_test_accuracies 0.9460 0.9508 0.9320 0.9540 0.9524
20241102-20:59:00 nb_c_quizzes 30033
20241102-20:59:00 weakest_accuracies [0.932, 0.946]
20241102-20:59:00 dummy_rand tensor([0.7632])
20241102-20:59:00 dummy_rand tensor([0.6118])
20241102-20:59:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-20:59:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:01:32 train_loss 720 model 0 0.036002838134765625
20241102-21:01:32 train_loss 720 model 2 0.036370498657226566
20241102-21:01:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:01:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:01:34 test_loss 720 model 0 0.029567108154296876
20241102-21:01:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:01:34 test_loss 720 model 2 0.026039886474609374
20241102-21:01:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:01:36 test_accuracy 720 model 0 nb_correct 2259 / 2500 (90.36%)
20241102-21:01:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:01:36 test_accuracy 720 model 2 nb_correct 2318 / 2500 (92.72%)
20241102-21:01:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:01:46 wrote ae_*.pth
20241102-21:01:46 epoch_duration 2min46s next_finish 21:04:32
20241102-21:01:46 wrote state.pth
20241102-21:01:46 --- epoch 721 ----------------------------------------
20241102-21:01:46 current_test_accuracies 0.9036 0.9508 0.9272 0.9540 0.9524
20241102-21:01:46 nb_c_quizzes 30033
20241102-21:01:46 weakest_accuracies [0.9036, 0.9272]
20241102-21:01:46 dummy_rand tensor([0.2268])
20241102-21:01:46 dummy_rand tensor([0.7892])
20241102-21:01:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:01:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:04:18 train_loss 721 model 0 0.03435885047912598
20241102-21:04:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:04:18 train_loss 721 model 2 0.03584668350219727
20241102-21:04:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:04:20 test_loss 721 model 0 0.03083854675292969
20241102-21:04:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:04:20 test_loss 721 model 2 0.02757415771484375
20241102-21:04:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:04:22 test_accuracy 721 model 0 nb_correct 2286 / 2500 (91.44%)
20241102-21:04:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:04:22 test_accuracy 721 model 2 nb_correct 2326 / 2500 (93.04%)
20241102-21:04:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:04:32 wrote ae_*.pth
20241102-21:04:32 epoch_duration 2min45s next_finish 21:07:18
20241102-21:04:32 wrote state.pth
20241102-21:04:32 --- epoch 722 ----------------------------------------
20241102-21:04:32 current_test_accuracies 0.9144 0.9508 0.9304 0.9540 0.9524
20241102-21:04:32 nb_c_quizzes 30033
20241102-21:04:32 weakest_accuracies [0.9144, 0.9304]
20241102-21:04:32 dummy_rand tensor([0.3301])
20241102-21:04:32 dummy_rand tensor([0.5733])
20241102-21:04:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:04:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:07:03 train_loss 722 model 2 0.03588790893554687
20241102-21:07:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:07:03 train_loss 722 model 0 0.03620914459228516
20241102-21:07:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:07:06 test_loss 722 model 2 0.030810775756835936
20241102-21:07:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:07:06 test_loss 722 model 0 0.026204605102539063
20241102-21:07:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:07:08 test_accuracy 722 model 2 nb_correct 2350 / 2500 (94.00%)
20241102-21:07:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:07:08 test_accuracy 722 model 0 nb_correct 2334 / 2500 (93.36%)
20241102-21:07:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:07:18 wrote ae_*.pth
20241102-21:07:18 epoch_duration 2min45s next_finish 21:10:04
20241102-21:07:18 wrote state.pth
20241102-21:07:18 --- epoch 723 ----------------------------------------
20241102-21:07:18 current_test_accuracies 0.9336 0.9508 0.9400 0.9540 0.9524
20241102-21:07:18 nb_c_quizzes 30033
20241102-21:07:18 weakest_accuracies [0.9336, 0.94]
20241102-21:07:18 dummy_rand tensor([0.0667])
20241102-21:07:18 dummy_rand tensor([0.3911])
20241102-21:07:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:07:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:09:49 train_loss 723 model 2 0.03652676773071289
20241102-21:09:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:09:50 train_loss 723 model 0 0.035712860107421876
20241102-21:09:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:09:52 test_loss 723 model 2 0.02816864013671875
20241102-21:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:09:52 test_loss 723 model 0 0.03219436645507812
20241102-21:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:09:54 test_accuracy 723 model 2 nb_correct 2235 / 2500 (89.40%)
20241102-21:09:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:09:54 test_accuracy 723 model 0 nb_correct 2264 / 2500 (90.56%)
20241102-21:09:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:10:04 wrote ae_*.pth
20241102-21:10:04 epoch_duration 2min46s next_finish 21:12:50
20241102-21:10:04 wrote state.pth
20241102-21:10:04 --- epoch 724 ----------------------------------------
20241102-21:10:04 current_test_accuracies 0.9056 0.9508 0.8940 0.9540 0.9524
20241102-21:10:04 nb_c_quizzes 30033
20241102-21:10:04 weakest_accuracies [0.894, 0.9056]
20241102-21:10:04 dummy_rand tensor([0.2757])
20241102-21:10:04 dummy_rand tensor([0.6472])
20241102-21:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:12:36 train_loss 724 model 2 0.03595001983642578
20241102-21:12:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:12:36 train_loss 724 model 0 0.034915403366088865
20241102-21:12:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:12:38 test_loss 724 model 2 0.0272210693359375
20241102-21:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:12:38 test_loss 724 model 0 0.02683967590332031
20241102-21:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:12:40 test_accuracy 724 model 2 nb_correct 2328 / 2500 (93.12%)
20241102-21:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:12:40 test_accuracy 724 model 0 nb_correct 2257 / 2500 (90.28%)
20241102-21:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:12:50 wrote ae_*.pth
20241102-21:12:50 epoch_duration 2min45s next_finish 21:15:36
20241102-21:12:50 wrote state.pth
20241102-21:12:50 --- epoch 725 ----------------------------------------
20241102-21:12:50 current_test_accuracies 0.9028 0.9508 0.9312 0.9540 0.9524
20241102-21:12:50 nb_c_quizzes 30033
20241102-21:12:50 weakest_accuracies [0.9028, 0.9312]
20241102-21:12:50 dummy_rand tensor([0.1382])
20241102-21:12:50 dummy_rand tensor([0.0380])
20241102-21:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:15:22 train_loss 725 model 2 0.03587011528015137
20241102-21:15:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:15:22 train_loss 725 model 0 0.03640991973876953
20241102-21:15:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:15:24 test_loss 725 model 2 0.030307540893554686
20241102-21:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:15:24 test_loss 725 model 0 0.027100982666015624
20241102-21:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:15:27 test_accuracy 725 model 2 nb_correct 2294 / 2500 (91.76%)
20241102-21:15:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:15:27 test_accuracy 725 model 0 nb_correct 2295 / 2500 (91.80%)
20241102-21:15:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:15:36 wrote ae_*.pth
20241102-21:15:36 epoch_duration 2min46s next_finish 21:18:23
20241102-21:15:36 wrote state.pth
20241102-21:15:36 --- epoch 726 ----------------------------------------
20241102-21:15:36 current_test_accuracies 0.9180 0.9508 0.9176 0.9540 0.9524
20241102-21:15:36 nb_c_quizzes 30033
20241102-21:15:36 weakest_accuracies [0.9176, 0.918]
20241102-21:15:36 dummy_rand tensor([0.7411])
20241102-21:15:36 dummy_rand tensor([0.4291])
20241102-21:15:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:15:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:18:08 train_loss 726 model 0 0.03516748809814453
20241102-21:18:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:18:08 train_loss 726 model 2 0.03617993927001953
20241102-21:18:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:18:10 test_loss 726 model 0 0.028113250732421876
20241102-21:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:18:10 test_loss 726 model 2 0.02976531982421875
20241102-21:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:18:13 test_accuracy 726 model 0 nb_correct 2265 / 2500 (90.60%)
20241102-21:18:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:18:13 test_accuracy 726 model 2 nb_correct 2295 / 2500 (91.80%)
20241102-21:18:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:18:22 wrote ae_*.pth
20241102-21:18:22 epoch_duration 2min46s next_finish 21:21:08
20241102-21:18:22 wrote state.pth
20241102-21:18:22 --- epoch 727 ----------------------------------------
20241102-21:18:22 current_test_accuracies 0.9060 0.9508 0.9180 0.9540 0.9524
20241102-21:18:22 nb_c_quizzes 30033
20241102-21:18:22 weakest_accuracies [0.906, 0.918]
20241102-21:18:22 dummy_rand tensor([0.3787])
20241102-21:18:22 dummy_rand tensor([0.8219])
20241102-21:18:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:18:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:20:55 train_loss 727 model 2 0.036711055755615236
20241102-21:20:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:20:55 train_loss 727 model 0 0.03570777130126953
20241102-21:20:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:20:57 test_loss 727 model 2 0.028024139404296874
20241102-21:20:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:20:57 test_loss 727 model 0 0.027256107330322264
20241102-21:20:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:21:00 test_accuracy 727 model 0 nb_correct 2277 / 2500 (91.08%)
20241102-21:21:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:21:00 test_accuracy 727 model 2 nb_correct 2288 / 2500 (91.52%)
20241102-21:21:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:21:09 wrote ae_*.pth
20241102-21:21:09 epoch_duration 2min46s next_finish 21:23:56
20241102-21:21:09 wrote state.pth
20241102-21:21:09 --- epoch 728 ----------------------------------------
20241102-21:21:09 current_test_accuracies 0.9108 0.9508 0.9152 0.9540 0.9524
20241102-21:21:09 nb_c_quizzes 30033
20241102-21:21:09 weakest_accuracies [0.9108, 0.9152]
20241102-21:21:09 dummy_rand tensor([0.5248])
20241102-21:21:09 dummy_rand tensor([0.8075])
20241102-21:21:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:21:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:23:41 train_loss 728 model 0 0.03570262908935547
20241102-21:23:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:23:41 train_loss 728 model 2 0.0355013599395752
20241102-21:23:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:23:44 test_loss 728 model 0 0.03030242919921875
20241102-21:23:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:23:44 test_loss 728 model 2 0.02790740966796875
20241102-21:23:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:23:46 test_accuracy 728 model 0 nb_correct 2329 / 2500 (93.16%)
20241102-21:23:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:23:46 test_accuracy 728 model 2 nb_correct 2287 / 2500 (91.48%)
20241102-21:23:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:23:56 wrote ae_*.pth
20241102-21:23:56 epoch_duration 2min46s next_finish 21:26:42
20241102-21:23:56 wrote state.pth
20241102-21:23:56 --- epoch 729 ----------------------------------------
20241102-21:23:56 current_test_accuracies 0.9316 0.9508 0.9148 0.9540 0.9524
20241102-21:23:56 nb_c_quizzes 30033
20241102-21:23:56 weakest_accuracies [0.9148, 0.9316]
20241102-21:23:56 dummy_rand tensor([0.0492])
20241102-21:23:56 dummy_rand tensor([0.6302])
20241102-21:23:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:23:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:26:28 train_loss 729 model 0 0.03585568237304688
20241102-21:26:28 train_loss 729 model 2 0.03622580337524414
20241102-21:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:26:30 test_loss 729 model 0 0.02687889099121094
20241102-21:26:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:26:30 test_loss 729 model 2 0.032143325805664064
20241102-21:26:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:26:33 test_accuracy 729 model 0 nb_correct 2330 / 2500 (93.20%)
20241102-21:26:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:26:33 test_accuracy 729 model 2 nb_correct 2328 / 2500 (93.12%)
20241102-21:26:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:26:42 wrote ae_*.pth
20241102-21:26:42 epoch_duration 2min46s next_finish 21:29:29
20241102-21:26:42 wrote state.pth
20241102-21:26:42 --- epoch 730 ----------------------------------------
20241102-21:26:42 current_test_accuracies 0.9320 0.9508 0.9312 0.9540 0.9524
20241102-21:26:42 nb_c_quizzes 30033
20241102-21:26:42 weakest_accuracies [0.9312, 0.932]
20241102-21:26:42 dummy_rand tensor([0.7514])
20241102-21:26:42 dummy_rand tensor([0.1765])
20241102-21:26:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:26:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:29:14 train_loss 730 model 0 0.035997879028320315
20241102-21:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:29:14 train_loss 730 model 2 0.035540325164794925
20241102-21:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:29:16 test_loss 730 model 0 0.027760887145996095
20241102-21:29:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:29:16 test_loss 730 model 2 0.027128982543945312
20241102-21:29:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:29:19 test_accuracy 730 model 0 nb_correct 2333 / 2500 (93.32%)
20241102-21:29:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:29:19 test_accuracy 730 model 2 nb_correct 2283 / 2500 (91.32%)
20241102-21:29:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:29:28 wrote ae_*.pth
20241102-21:29:28 epoch_duration 2min46s next_finish 21:32:14
20241102-21:29:28 wrote state.pth
20241102-21:29:28 --- epoch 731 ----------------------------------------
20241102-21:29:28 current_test_accuracies 0.9332 0.9508 0.9132 0.9540 0.9524
20241102-21:29:28 nb_c_quizzes 30033
20241102-21:29:28 weakest_accuracies [0.9132, 0.9332]
20241102-21:29:28 dummy_rand tensor([0.7261])
20241102-21:29:28 dummy_rand tensor([0.2589])
20241102-21:29:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:29:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:32:00 train_loss 731 model 2 0.03464092826843262
20241102-21:32:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:32:00 train_loss 731 model 0 0.03533743286132812
20241102-21:32:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:32:02 test_loss 731 model 2 0.026859130859375
20241102-21:32:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:32:02 test_loss 731 model 0 0.028456878662109376
20241102-21:32:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:32:05 test_accuracy 731 model 2 nb_correct 2266 / 2500 (90.64%)
20241102-21:32:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:32:05 test_accuracy 731 model 0 nb_correct 2004 / 2500 (80.16%)
20241102-21:32:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:32:14 wrote ae_*.pth
20241102-21:32:14 epoch_duration 2min45s next_finish 21:35:00
20241102-21:32:14 wrote state.pth
20241102-21:32:14 --- epoch 732 ----------------------------------------
20241102-21:32:14 current_test_accuracies 0.8016 0.9508 0.9064 0.9540 0.9524
20241102-21:32:14 nb_c_quizzes 30033
20241102-21:32:14 weakest_accuracies [0.8016, 0.9064]
20241102-21:32:14 dummy_rand tensor([0.8986])
20241102-21:32:14 dummy_rand tensor([0.6231])
20241102-21:32:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:32:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:34:46 train_loss 732 model 0 0.03523905944824219
20241102-21:34:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:34:46 train_loss 732 model 2 0.03550176239013672
20241102-21:34:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:34:48 test_loss 732 model 0 0.028425140380859373
20241102-21:34:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:34:48 test_loss 732 model 2 0.029701385498046875
20241102-21:34:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:34:50 test_accuracy 732 model 0 nb_correct 2342 / 2500 (93.68%)
20241102-21:34:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:34:51 test_accuracy 732 model 2 nb_correct 2334 / 2500 (93.36%)
20241102-21:34:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:35:00 wrote ae_*.pth
20241102-21:35:00 epoch_duration 2min45s next_finish 21:37:46
20241102-21:35:00 wrote state.pth
20241102-21:35:00 --- epoch 733 ----------------------------------------
20241102-21:35:00 current_test_accuracies 0.9368 0.9508 0.9336 0.9540 0.9524
20241102-21:35:00 nb_c_quizzes 30033
20241102-21:35:00 weakest_accuracies [0.9336, 0.9368]
20241102-21:35:00 dummy_rand tensor([0.8765])
20241102-21:35:00 dummy_rand tensor([0.2332])
20241102-21:35:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:35:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:37:32 train_loss 733 model 2 0.03598162078857422
20241102-21:37:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:37:32 train_loss 733 model 0 0.03586737060546875
20241102-21:37:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:37:34 test_loss 733 model 2 0.029215240478515626
20241102-21:37:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:37:34 test_loss 733 model 0 0.02996337890625
20241102-21:37:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:37:36 test_accuracy 733 model 2 nb_correct 2334 / 2500 (93.36%)
20241102-21:37:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:37:36 test_accuracy 733 model 0 nb_correct 2321 / 2500 (92.84%)
20241102-21:37:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:37:46 wrote ae_*.pth
20241102-21:37:46 epoch_duration 2min45s next_finish 21:40:32
20241102-21:37:46 wrote state.pth
20241102-21:37:46 --- epoch 734 ----------------------------------------
20241102-21:37:46 current_test_accuracies 0.9284 0.9508 0.9336 0.9540 0.9524
20241102-21:37:46 nb_c_quizzes 30033
20241102-21:37:46 weakest_accuracies [0.9284, 0.9336]
20241102-21:37:46 dummy_rand tensor([0.6836])
20241102-21:37:46 dummy_rand tensor([0.6792])
20241102-21:37:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:37:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:40:17 train_loss 734 model 0 0.03523800849914551
20241102-21:40:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:40:17 train_loss 734 model 2 0.034964000701904294
20241102-21:40:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:40:20 test_loss 734 model 0 0.028787689208984377
20241102-21:40:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:40:20 test_loss 734 model 2 0.027562255859375
20241102-21:40:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:40:22 test_accuracy 734 model 0 nb_correct 2309 / 2500 (92.36%)
20241102-21:40:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:40:22 test_accuracy 734 model 2 nb_correct 2355 / 2500 (94.20%)
20241102-21:40:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:40:32 wrote ae_*.pth
20241102-21:40:32 epoch_duration 2min45s next_finish 21:43:18
20241102-21:40:32 wrote state.pth
20241102-21:40:32 --- epoch 735 ----------------------------------------
20241102-21:40:32 current_test_accuracies 0.9236 0.9508 0.9420 0.9540 0.9524
20241102-21:40:32 nb_c_quizzes 30033
20241102-21:40:32 weakest_accuracies [0.9236, 0.942]
20241102-21:40:32 dummy_rand tensor([0.1447])
20241102-21:40:32 dummy_rand tensor([0.0527])
20241102-21:40:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:40:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:43:04 train_loss 735 model 0 0.035856601715087894
20241102-21:43:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:43:04 train_loss 735 model 2 0.035798574447631834
20241102-21:43:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:43:06 test_loss 735 model 0 0.028628730773925783
20241102-21:43:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:43:06 test_loss 735 model 2 0.029697227478027343
20241102-21:43:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:43:08 test_accuracy 735 model 0 nb_correct 2374 / 2500 (94.96%)
20241102-21:43:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:43:09 test_accuracy 735 model 2 nb_correct 2385 / 2500 (95.40%)
20241102-21:43:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:43:18 wrote ae_*.pth
20241102-21:43:18 epoch_duration 2min46s next_finish 21:46:05
20241102-21:43:18 wrote state.pth
20241102-21:43:18 --- epoch 736 ----------------------------------------
20241102-21:43:18 current_test_accuracies 0.9496 0.9508 0.9540 0.9540 0.9524
20241102-21:43:18 nb_c_quizzes 30033
20241102-21:43:18 weakest_accuracies [0.9496, 0.9508]
20241102-21:43:18 dummy_rand tensor([0.4416])
20241102-21:43:18 dummy_rand tensor([0.0387])
20241102-21:43:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:43:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:45:50 train_loss 736 model 0 0.03553225708007812
20241102-21:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:45:51 train_loss 736 model 1 0.03565538215637207
20241102-21:45:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:45:53 test_loss 736 model 0 0.02768768310546875
20241102-21:45:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:45:53 test_loss 736 model 1 0.0275848388671875
20241102-21:45:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:45:55 test_accuracy 736 model 0 nb_correct 2334 / 2500 (93.36%)
20241102-21:45:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:45:56 test_accuracy 736 model 1 nb_correct 2321 / 2500 (92.84%)
20241102-21:45:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:46:05 wrote ae_*.pth
20241102-21:46:05 epoch_duration 2min46s next_finish 21:48:52
20241102-21:46:05 wrote state.pth
20241102-21:46:05 --- epoch 737 ----------------------------------------
20241102-21:46:05 current_test_accuracies 0.9336 0.9284 0.9540 0.9540 0.9524
20241102-21:46:05 nb_c_quizzes 30033
20241102-21:46:05 weakest_accuracies [0.9284, 0.9336]
20241102-21:46:05 dummy_rand tensor([0.6946])
20241102-21:46:05 dummy_rand tensor([0.2302])
20241102-21:46:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:46:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:48:37 train_loss 737 model 1 0.03460640811920166
20241102-21:48:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:48:37 train_loss 737 model 0 0.035493789672851564
20241102-21:48:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:48:39 test_loss 737 model 1 0.028877182006835936
20241102-21:48:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:48:39 test_loss 737 model 0 0.0291015625
20241102-21:48:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:48:42 test_accuracy 737 model 1 nb_correct 2273 / 2500 (90.92%)
20241102-21:48:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:48:42 test_accuracy 737 model 0 nb_correct 2317 / 2500 (92.68%)
20241102-21:48:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:48:51 wrote ae_*.pth
20241102-21:48:51 epoch_duration 2min46s next_finish 21:51:37
20241102-21:48:51 wrote state.pth
20241102-21:48:51 --- epoch 738 ----------------------------------------
20241102-21:48:51 current_test_accuracies 0.9268 0.9092 0.9540 0.9540 0.9524
20241102-21:48:51 nb_c_quizzes 30033
20241102-21:48:51 weakest_accuracies [0.9092, 0.9268]
20241102-21:48:51 dummy_rand tensor([0.0981])
20241102-21:48:51 dummy_rand tensor([0.5207])
20241102-21:48:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:48:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:51:23 train_loss 738 model 0 0.035463119506835936
20241102-21:51:23 train_loss 738 model 1 0.035203872680664064
20241102-21:51:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:51:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:51:26 test_loss 738 model 0 0.029063949584960936
20241102-21:51:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:51:26 test_loss 738 model 1 0.02928253173828125
20241102-21:51:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:51:28 test_accuracy 738 model 1 nb_correct 2311 / 2500 (92.44%)
20241102-21:51:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:51:28 test_accuracy 738 model 0 nb_correct 2313 / 2500 (92.52%)
20241102-21:51:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:51:38 wrote ae_*.pth
20241102-21:51:38 epoch_duration 2min46s next_finish 21:54:24
20241102-21:51:38 wrote state.pth
20241102-21:51:38 --- epoch 739 ----------------------------------------
20241102-21:51:38 current_test_accuracies 0.9252 0.9244 0.9540 0.9540 0.9524
20241102-21:51:38 nb_c_quizzes 30033
20241102-21:51:38 weakest_accuracies [0.9244, 0.9252]
20241102-21:51:38 dummy_rand tensor([0.8572])
20241102-21:51:38 dummy_rand tensor([0.3210])
20241102-21:51:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:51:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:54:10 train_loss 739 model 1 0.03642736625671387
20241102-21:54:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:54:10 train_loss 739 model 0 0.03482315254211426
20241102-21:54:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:54:12 test_loss 739 model 1 0.03037891387939453
20241102-21:54:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:54:12 test_loss 739 model 0 0.028972091674804686
20241102-21:54:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:54:14 test_accuracy 739 model 1 nb_correct 2315 / 2500 (92.60%)
20241102-21:54:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:54:15 test_accuracy 739 model 0 nb_correct 2335 / 2500 (93.40%)
20241102-21:54:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:54:24 wrote ae_*.pth
20241102-21:54:24 epoch_duration 2min46s next_finish 21:57:11
20241102-21:54:24 wrote state.pth
20241102-21:54:24 --- epoch 740 ----------------------------------------
20241102-21:54:24 current_test_accuracies 0.9340 0.9260 0.9540 0.9540 0.9524
20241102-21:54:24 nb_c_quizzes 30033
20241102-21:54:24 weakest_accuracies [0.926, 0.934]
20241102-21:54:24 dummy_rand tensor([0.2620])
20241102-21:54:24 dummy_rand tensor([0.0250])
20241102-21:54:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:54:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:56:56 train_loss 740 model 1 0.035913406372070314
20241102-21:56:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:56:56 train_loss 740 model 0 0.035982460021972654
20241102-21:56:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:56:58 test_loss 740 model 1 0.028380584716796876
20241102-21:56:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:56:58 test_loss 740 model 0 0.02971199035644531
20241102-21:56:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:57:01 test_accuracy 740 model 1 nb_correct 2277 / 2500 (91.08%)
20241102-21:57:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:57:01 test_accuracy 740 model 0 nb_correct 2335 / 2500 (93.40%)
20241102-21:57:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:57:10 wrote ae_*.pth
20241102-21:57:10 epoch_duration 2min45s next_finish 21:59:56
20241102-21:57:10 wrote state.pth
20241102-21:57:10 --- epoch 741 ----------------------------------------
20241102-21:57:10 current_test_accuracies 0.9340 0.9108 0.9540 0.9540 0.9524
20241102-21:57:10 nb_c_quizzes 30033
20241102-21:57:10 weakest_accuracies [0.9108, 0.934]
20241102-21:57:10 dummy_rand tensor([0.9622])
20241102-21:57:10 dummy_rand tensor([0.9435])
20241102-21:57:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:57:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:59:42 train_loss 741 model 1 0.03494062042236328
20241102-21:59:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:59:43 train_loss 741 model 0 0.03559814834594727
20241102-21:59:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:59:45 test_loss 741 model 1 0.03167861938476563
20241102-21:59:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:59:45 test_loss 741 model 0 0.029641647338867188
20241102-21:59:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-21:59:47 test_accuracy 741 model 1 nb_correct 2333 / 2500 (93.32%)
20241102-21:59:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:59:48 test_accuracy 741 model 0 nb_correct 2363 / 2500 (94.52%)
20241102-21:59:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-21:59:57 wrote ae_*.pth
20241102-21:59:57 epoch_duration 2min46s next_finish 22:02:44
20241102-21:59:57 wrote state.pth
20241102-21:59:57 --- epoch 742 ----------------------------------------
20241102-21:59:57 current_test_accuracies 0.9452 0.9332 0.9540 0.9540 0.9524
20241102-21:59:57 nb_c_quizzes 30033
20241102-21:59:57 weakest_accuracies [0.9332, 0.9452]
20241102-21:59:57 dummy_rand tensor([0.0665])
20241102-21:59:57 dummy_rand tensor([0.1974])
20241102-21:59:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-21:59:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:02:29 train_loss 742 model 1 0.03472120666503906
20241102-22:02:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:02:29 train_loss 742 model 0 0.035422807693481446
20241102-22:02:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:02:31 test_loss 742 model 1 0.0307794189453125
20241102-22:02:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:02:31 test_loss 742 model 0 0.030693206787109375
20241102-22:02:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:02:33 test_accuracy 742 model 1 nb_correct 2295 / 2500 (91.80%)
20241102-22:02:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:02:33 test_accuracy 742 model 0 nb_correct 2370 / 2500 (94.80%)
20241102-22:02:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:02:43 wrote ae_*.pth
20241102-22:02:43 epoch_duration 2min45s next_finish 22:05:29
20241102-22:02:43 wrote state.pth
20241102-22:02:43 --- epoch 743 ----------------------------------------
20241102-22:02:43 current_test_accuracies 0.9480 0.9180 0.9540 0.9540 0.9524
20241102-22:02:43 nb_c_quizzes 30033
20241102-22:02:43 weakest_accuracies [0.918, 0.948]
20241102-22:02:43 dummy_rand tensor([0.5660])
20241102-22:02:43 dummy_rand tensor([0.7860])
20241102-22:02:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:02:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:05:14 train_loss 743 model 1 0.03529577255249024
20241102-22:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:05:14 train_loss 743 model 0 0.035635257720947264
20241102-22:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:05:17 test_loss 743 model 1 0.03061431884765625
20241102-22:05:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:05:17 test_loss 743 model 0 0.028805389404296874
20241102-22:05:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:05:19 test_accuracy 743 model 1 nb_correct 2306 / 2500 (92.24%)
20241102-22:05:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:05:19 test_accuracy 743 model 0 nb_correct 2274 / 2500 (90.96%)
20241102-22:05:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:05:29 wrote ae_*.pth
20241102-22:05:29 epoch_duration 2min45s next_finish 22:08:15
20241102-22:05:29 wrote state.pth
20241102-22:05:29 --- epoch 744 ----------------------------------------
20241102-22:05:29 current_test_accuracies 0.9096 0.9224 0.9540 0.9540 0.9524
20241102-22:05:29 nb_c_quizzes 30033
20241102-22:05:29 weakest_accuracies [0.9096, 0.9224]
20241102-22:05:29 dummy_rand tensor([0.8017])
20241102-22:05:29 dummy_rand tensor([0.8863])
20241102-22:05:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:05:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:08:01 train_loss 744 model 0 0.03514202880859375
20241102-22:08:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:08:01 train_loss 744 model 1 0.03561383056640625
20241102-22:08:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:08:03 test_loss 744 model 0 0.030823516845703124
20241102-22:08:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:08:03 test_loss 744 model 1 0.027735824584960937
20241102-22:08:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:08:05 test_accuracy 744 model 0 nb_correct 2318 / 2500 (92.72%)
20241102-22:08:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:08:05 test_accuracy 744 model 1 nb_correct 2326 / 2500 (93.04%)
20241102-22:08:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:08:15 wrote ae_*.pth
20241102-22:08:15 epoch_duration 2min46s next_finish 22:11:01
20241102-22:08:15 wrote state.pth
20241102-22:08:15 --- epoch 745 ----------------------------------------
20241102-22:08:15 current_test_accuracies 0.9272 0.9304 0.9540 0.9540 0.9524
20241102-22:08:15 nb_c_quizzes 30033
20241102-22:08:15 weakest_accuracies [0.9272, 0.9304]
20241102-22:08:15 dummy_rand tensor([0.4768])
20241102-22:08:15 dummy_rand tensor([0.7782])
20241102-22:08:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:08:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:10:47 train_loss 745 model 1 0.03551648330688477
20241102-22:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:10:47 train_loss 745 model 0 0.03562504577636719
20241102-22:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:10:49 test_loss 745 model 1 0.028501644134521484
20241102-22:10:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:10:49 test_loss 745 model 0 0.0288134765625
20241102-22:10:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:10:51 test_accuracy 745 model 1 nb_correct 2262 / 2500 (90.48%)
20241102-22:10:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:10:51 test_accuracy 745 model 0 nb_correct 2292 / 2500 (91.68%)
20241102-22:10:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:11:01 wrote ae_*.pth
20241102-22:11:01 epoch_duration 2min46s next_finish 22:13:47
20241102-22:11:01 wrote state.pth
20241102-22:11:01 --- epoch 746 ----------------------------------------
20241102-22:11:01 current_test_accuracies 0.9168 0.9048 0.9540 0.9540 0.9524
20241102-22:11:01 nb_c_quizzes 30033
20241102-22:11:01 weakest_accuracies [0.9048, 0.9168]
20241102-22:11:01 dummy_rand tensor([0.9978])
20241102-22:11:01 dummy_rand tensor([0.2980])
20241102-22:11:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:11:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:13:33 train_loss 746 model 1 0.03514325332641602
20241102-22:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:13:33 train_loss 746 model 0 0.03471013259887695
20241102-22:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:13:35 test_loss 746 model 1 0.028961639404296875
20241102-22:13:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:13:35 test_loss 746 model 0 0.029858465194702147
20241102-22:13:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:13:38 test_accuracy 746 model 1 nb_correct 2265 / 2500 (90.60%)
20241102-22:13:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:13:38 test_accuracy 746 model 0 nb_correct 2309 / 2500 (92.36%)
20241102-22:13:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:13:47 wrote ae_*.pth
20241102-22:13:47 epoch_duration 2min46s next_finish 22:16:33
20241102-22:13:47 wrote state.pth
20241102-22:13:47 --- epoch 747 ----------------------------------------
20241102-22:13:47 current_test_accuracies 0.9236 0.9060 0.9540 0.9540 0.9524
20241102-22:13:47 nb_c_quizzes 30033
20241102-22:13:47 weakest_accuracies [0.906, 0.9236]
20241102-22:13:47 dummy_rand tensor([0.4644])
20241102-22:13:47 dummy_rand tensor([0.4119])
20241102-22:13:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:13:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:16:19 train_loss 747 model 1 0.035154809951782225
20241102-22:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:16:19 train_loss 747 model 0 0.035347389221191405
20241102-22:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:16:22 test_loss 747 model 1 0.026147994995117187
20241102-22:16:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:16:22 test_loss 747 model 0 0.02626068115234375
20241102-22:16:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:16:24 test_accuracy 747 model 1 nb_correct 2314 / 2500 (92.56%)
20241102-22:16:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:16:24 test_accuracy 747 model 0 nb_correct 2320 / 2500 (92.80%)
20241102-22:16:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:16:34 wrote ae_*.pth
20241102-22:16:34 epoch_duration 2min46s next_finish 22:19:20
20241102-22:16:34 wrote state.pth
20241102-22:16:34 --- epoch 748 ----------------------------------------
20241102-22:16:34 current_test_accuracies 0.9280 0.9256 0.9540 0.9540 0.9524
20241102-22:16:34 nb_c_quizzes 30033
20241102-22:16:34 weakest_accuracies [0.9256, 0.928]
20241102-22:16:34 dummy_rand tensor([0.0776])
20241102-22:16:34 dummy_rand tensor([0.3814])
20241102-22:16:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:16:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:19:06 train_loss 748 model 1 0.03533376693725586
20241102-22:19:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:19:06 train_loss 748 model 0 0.036040878295898436
20241102-22:19:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:19:08 test_loss 748 model 1 0.028517303466796876
20241102-22:19:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:19:08 test_loss 748 model 0 0.027078857421875
20241102-22:19:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:19:10 test_accuracy 748 model 1 nb_correct 2293 / 2500 (91.72%)
20241102-22:19:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:19:10 test_accuracy 748 model 0 nb_correct 2350 / 2500 (94.00%)
20241102-22:19:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:19:20 wrote ae_*.pth
20241102-22:19:20 epoch_duration 2min45s next_finish 22:22:05
20241102-22:19:20 wrote state.pth
20241102-22:19:20 --- epoch 749 ----------------------------------------
20241102-22:19:20 current_test_accuracies 0.9400 0.9172 0.9540 0.9540 0.9524
20241102-22:19:20 nb_c_quizzes 30033
20241102-22:19:20 weakest_accuracies [0.9172, 0.94]
20241102-22:19:20 dummy_rand tensor([0.0185])
20241102-22:19:20 dummy_rand tensor([0.3609])
20241102-22:19:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:19:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:21:51 train_loss 749 model 1 0.03506423377990723
20241102-22:21:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:21:51 train_loss 749 model 0 0.03498516082763672
20241102-22:21:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:21:54 test_loss 749 model 1 0.029255447387695314
20241102-22:21:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:21:54 test_loss 749 model 0 0.026893539428710936
20241102-22:21:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:21:56 test_accuracy 749 model 1 nb_correct 2330 / 2500 (93.20%)
20241102-22:21:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:21:56 test_accuracy 749 model 0 nb_correct 2368 / 2500 (94.72%)
20241102-22:21:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:22:06 wrote ae_*.pth
20241102-22:22:06 epoch_duration 2min46s next_finish 22:24:52
20241102-22:22:06 wrote state.pth
20241102-22:22:06 --- epoch 750 ----------------------------------------
20241102-22:22:06 current_test_accuracies 0.9472 0.9320 0.9540 0.9540 0.9524
20241102-22:22:06 nb_c_quizzes 30033
20241102-22:22:06 weakest_accuracies [0.932, 0.9472]
20241102-22:22:06 dummy_rand tensor([0.5833])
20241102-22:22:06 dummy_rand tensor([0.8581])
20241102-22:22:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:22:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:24:37 train_loss 750 model 1 0.03541708755493164
20241102-22:24:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:24:38 train_loss 750 model 0 0.03461483383178711
20241102-22:24:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:24:40 test_loss 750 model 1 0.03149459838867188
20241102-22:24:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:24:40 test_loss 750 model 0 0.029895172119140626
20241102-22:24:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:24:42 test_accuracy 750 model 1 nb_correct 2321 / 2500 (92.84%)
20241102-22:24:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:24:42 test_accuracy 750 model 0 nb_correct 2326 / 2500 (93.04%)
20241102-22:24:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:24:52 wrote ae_*.pth
20241102-22:24:52 epoch_duration 2min46s next_finish 22:27:38
20241102-22:24:52 wrote state.pth
20241102-22:24:52 --- epoch 751 ----------------------------------------
20241102-22:24:52 current_test_accuracies 0.9304 0.9284 0.9540 0.9540 0.9524
20241102-22:24:52 nb_c_quizzes 30033
20241102-22:24:52 weakest_accuracies [0.9284, 0.9304]
20241102-22:24:52 dummy_rand tensor([0.2359])
20241102-22:24:52 dummy_rand tensor([0.0439])
20241102-22:24:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:24:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:27:24 train_loss 751 model 1 0.034693302154541014
20241102-22:27:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:27:24 train_loss 751 model 0 0.03487078475952148
20241102-22:27:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:27:26 test_loss 751 model 1 0.02635009765625
20241102-22:27:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:27:26 test_loss 751 model 0 0.02775493621826172
20241102-22:27:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:27:28 test_accuracy 751 model 1 nb_correct 2302 / 2500 (92.08%)
20241102-22:27:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:27:29 test_accuracy 751 model 0 nb_correct 2332 / 2500 (93.28%)
20241102-22:27:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:27:38 wrote ae_*.pth
20241102-22:27:38 epoch_duration 2min46s next_finish 22:30:24
20241102-22:27:38 wrote state.pth
20241102-22:27:38 --- epoch 752 ----------------------------------------
20241102-22:27:38 current_test_accuracies 0.9328 0.9208 0.9540 0.9540 0.9524
20241102-22:27:38 nb_c_quizzes 30033
20241102-22:27:38 weakest_accuracies [0.9208, 0.9328]
20241102-22:27:38 dummy_rand tensor([0.1716])
20241102-22:27:38 dummy_rand tensor([0.0885])
20241102-22:27:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:27:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:30:10 train_loss 752 model 1 0.03592160415649414
20241102-22:30:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:30:10 train_loss 752 model 0 0.03612277984619141
20241102-22:30:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:30:12 test_loss 752 model 1 0.0303814697265625
20241102-22:30:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:30:12 test_loss 752 model 0 0.028693695068359375
20241102-22:30:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:30:14 test_accuracy 752 model 1 nb_correct 2335 / 2500 (93.40%)
20241102-22:30:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:30:15 test_accuracy 752 model 0 nb_correct 2310 / 2500 (92.40%)
20241102-22:30:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:30:24 wrote ae_*.pth
20241102-22:30:24 epoch_duration 2min45s next_finish 22:33:10
20241102-22:30:24 wrote state.pth
20241102-22:30:24 --- epoch 753 ----------------------------------------
20241102-22:30:24 current_test_accuracies 0.9240 0.9340 0.9540 0.9540 0.9524
20241102-22:30:24 nb_c_quizzes 30033
20241102-22:30:24 weakest_accuracies [0.924, 0.934]
20241102-22:30:24 dummy_rand tensor([0.7560])
20241102-22:30:24 dummy_rand tensor([0.4711])
20241102-22:30:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:30:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:32:56 train_loss 753 model 0 0.03547878265380859
20241102-22:32:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:32:56 train_loss 753 model 1 0.03497443389892578
20241102-22:32:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:32:59 test_loss 753 model 0 0.02732505798339844
20241102-22:32:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:32:59 test_loss 753 model 1 0.029154510498046876
20241102-22:32:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:33:01 test_accuracy 753 model 0 nb_correct 2305 / 2500 (92.20%)
20241102-22:33:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:33:01 test_accuracy 753 model 1 nb_correct 2284 / 2500 (91.36%)
20241102-22:33:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:33:10 wrote ae_*.pth
20241102-22:33:10 epoch_duration 2min46s next_finish 22:35:57
20241102-22:33:11 wrote state.pth
20241102-22:33:11 --- epoch 754 ----------------------------------------
20241102-22:33:11 current_test_accuracies 0.9220 0.9136 0.9540 0.9540 0.9524
20241102-22:33:11 nb_c_quizzes 30033
20241102-22:33:11 weakest_accuracies [0.9136, 0.922]
20241102-22:33:11 dummy_rand tensor([0.9191])
20241102-22:33:11 dummy_rand tensor([0.6128])
20241102-22:33:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:33:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:35:42 train_loss 754 model 1 0.03477130126953125
20241102-22:35:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:35:42 train_loss 754 model 0 0.03516916656494141
20241102-22:35:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:35:45 test_loss 754 model 1 0.0338275146484375
20241102-22:35:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:35:45 test_loss 754 model 0 0.029057998657226563
20241102-22:35:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:35:47 test_accuracy 754 model 1 nb_correct 2342 / 2500 (93.68%)
20241102-22:35:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:35:47 test_accuracy 754 model 0 nb_correct 2303 / 2500 (92.12%)
20241102-22:35:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:35:57 wrote ae_*.pth
20241102-22:35:57 epoch_duration 2min46s next_finish 22:38:43
20241102-22:35:57 wrote state.pth
20241102-22:35:57 --- epoch 755 ----------------------------------------
20241102-22:35:57 current_test_accuracies 0.9212 0.9368 0.9540 0.9540 0.9524
20241102-22:35:57 nb_c_quizzes 30033
20241102-22:35:57 weakest_accuracies [0.9212, 0.9368]
20241102-22:35:57 dummy_rand tensor([0.0860])
20241102-22:35:57 dummy_rand tensor([0.2569])
20241102-22:35:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:35:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:38:29 train_loss 755 model 0 0.0353050537109375
20241102-22:38:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:38:29 train_loss 755 model 1 0.03484678554534912
20241102-22:38:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:38:31 test_loss 755 model 0 0.029854278564453125
20241102-22:38:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:38:32 test_loss 755 model 1 0.02660247802734375
20241102-22:38:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:38:34 test_accuracy 755 model 0 nb_correct 2298 / 2500 (91.92%)
20241102-22:38:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:38:34 test_accuracy 755 model 1 nb_correct 2259 / 2500 (90.36%)
20241102-22:38:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:38:43 wrote ae_*.pth
20241102-22:38:43 epoch_duration 2min46s next_finish 22:41:30
20241102-22:38:44 wrote state.pth
20241102-22:38:44 --- epoch 756 ----------------------------------------
20241102-22:38:44 current_test_accuracies 0.9192 0.9036 0.9540 0.9540 0.9524
20241102-22:38:44 nb_c_quizzes 30033
20241102-22:38:44 weakest_accuracies [0.9036, 0.9192]
20241102-22:38:44 dummy_rand tensor([0.2747])
20241102-22:38:44 dummy_rand tensor([0.7021])
20241102-22:38:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:38:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:41:16 train_loss 756 model 0 0.03501234436035156
20241102-22:41:16 train_loss 756 model 1 0.03503371810913086
20241102-22:41:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:41:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:41:18 test_loss 756 model 0 0.027861175537109376
20241102-22:41:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:41:18 test_loss 756 model 1 0.024676952362060547
20241102-22:41:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:41:20 test_accuracy 756 model 1 nb_correct 2289 / 2500 (91.56%)
20241102-22:41:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:41:21 test_accuracy 756 model 0 nb_correct 2300 / 2500 (92.00%)
20241102-22:41:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:41:30 wrote ae_*.pth
20241102-22:41:30 epoch_duration 2min46s next_finish 22:44:16
20241102-22:41:30 wrote state.pth
20241102-22:41:30 --- epoch 757 ----------------------------------------
20241102-22:41:30 current_test_accuracies 0.9200 0.9156 0.9540 0.9540 0.9524
20241102-22:41:30 nb_c_quizzes 30033
20241102-22:41:30 weakest_accuracies [0.9156, 0.92]
20241102-22:41:30 dummy_rand tensor([0.6948])
20241102-22:41:30 dummy_rand tensor([0.7814])
20241102-22:41:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:41:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:44:02 train_loss 757 model 1 0.035078420639038085
20241102-22:44:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:44:02 train_loss 757 model 0 0.03507333374023437
20241102-22:44:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:44:04 test_loss 757 model 1 0.03149650573730469
20241102-22:44:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:44:04 test_loss 757 model 0 0.030204658508300782
20241102-22:44:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:44:06 test_accuracy 757 model 1 nb_correct 2352 / 2500 (94.08%)
20241102-22:44:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:44:07 test_accuracy 757 model 0 nb_correct 2327 / 2500 (93.08%)
20241102-22:44:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:44:16 wrote ae_*.pth
20241102-22:44:16 epoch_duration 2min46s next_finish 22:47:02
20241102-22:44:16 wrote state.pth
20241102-22:44:16 --- epoch 758 ----------------------------------------
20241102-22:44:16 current_test_accuracies 0.9308 0.9408 0.9540 0.9540 0.9524
20241102-22:44:16 nb_c_quizzes 30033
20241102-22:44:16 weakest_accuracies [0.9308, 0.9408]
20241102-22:44:16 dummy_rand tensor([0.9628])
20241102-22:44:16 dummy_rand tensor([0.5836])
20241102-22:44:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:44:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:46:48 train_loss 758 model 0 0.03592449951171875
20241102-22:46:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:46:48 train_loss 758 model 1 0.035870197296142575
20241102-22:46:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:46:50 test_loss 758 model 0 0.029087905883789063
20241102-22:46:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:46:50 test_loss 758 model 1 0.028157424926757813
20241102-22:46:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:46:53 test_accuracy 758 model 0 nb_correct 2325 / 2500 (93.00%)
20241102-22:46:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:46:53 test_accuracy 758 model 1 nb_correct 2299 / 2500 (91.96%)
20241102-22:46:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:47:02 wrote ae_*.pth
20241102-22:47:02 epoch_duration 2min46s next_finish 22:49:48
20241102-22:47:02 wrote state.pth
20241102-22:47:02 --- epoch 759 ----------------------------------------
20241102-22:47:02 current_test_accuracies 0.9300 0.9196 0.9540 0.9540 0.9524
20241102-22:47:02 nb_c_quizzes 30033
20241102-22:47:02 weakest_accuracies [0.9196, 0.93]
20241102-22:47:02 dummy_rand tensor([0.7387])
20241102-22:47:02 dummy_rand tensor([0.2351])
20241102-22:47:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:47:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:49:34 train_loss 759 model 1 0.03548568725585938
20241102-22:49:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:49:34 train_loss 759 model 0 0.0348586311340332
20241102-22:49:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:49:36 test_loss 759 model 1 0.02675201416015625
20241102-22:49:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:49:36 test_loss 759 model 0 0.02734588623046875
20241102-22:49:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:49:39 test_accuracy 759 model 1 nb_correct 2312 / 2500 (92.48%)
20241102-22:49:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:49:39 test_accuracy 759 model 0 nb_correct 2349 / 2500 (93.96%)
20241102-22:49:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:49:48 wrote ae_*.pth
20241102-22:49:48 epoch_duration 2min46s next_finish 22:52:34
20241102-22:49:48 wrote state.pth
20241102-22:49:48 --- epoch 760 ----------------------------------------
20241102-22:49:48 current_test_accuracies 0.9396 0.9248 0.9540 0.9540 0.9524
20241102-22:49:48 nb_c_quizzes 30033
20241102-22:49:48 weakest_accuracies [0.9248, 0.9396]
20241102-22:49:48 dummy_rand tensor([0.9168])
20241102-22:49:48 dummy_rand tensor([0.7428])
20241102-22:49:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:49:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:52:20 train_loss 760 model 1 0.03444430160522461
20241102-22:52:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:52:20 train_loss 760 model 0 0.03559070205688476
20241102-22:52:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:52:23 test_loss 760 model 1 0.027314910888671873
20241102-22:52:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:52:23 test_loss 760 model 0 0.028106956481933593
20241102-22:52:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:52:25 test_accuracy 760 model 1 nb_correct 2347 / 2500 (93.88%)
20241102-22:52:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:52:25 test_accuracy 760 model 0 nb_correct 2323 / 2500 (92.92%)
20241102-22:52:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:52:35 wrote ae_*.pth
20241102-22:52:35 epoch_duration 2min46s next_finish 22:55:21
20241102-22:52:35 wrote state.pth
20241102-22:52:35 --- epoch 761 ----------------------------------------
20241102-22:52:35 current_test_accuracies 0.9292 0.9388 0.9540 0.9540 0.9524
20241102-22:52:35 nb_c_quizzes 30033
20241102-22:52:35 weakest_accuracies [0.9292, 0.9388]
20241102-22:52:35 dummy_rand tensor([0.6082])
20241102-22:52:35 dummy_rand tensor([0.0280])
20241102-22:52:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:52:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:55:06 train_loss 761 model 0 0.03454423522949219
20241102-22:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:55:06 train_loss 761 model 1 0.03540298843383789
20241102-22:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:55:09 test_loss 761 model 0 0.02993621826171875
20241102-22:55:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:55:09 test_loss 761 model 1 0.032084693908691404
20241102-22:55:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:55:11 test_accuracy 761 model 0 nb_correct 2323 / 2500 (92.92%)
20241102-22:55:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:55:11 test_accuracy 761 model 1 nb_correct 2310 / 2500 (92.40%)
20241102-22:55:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:55:21 wrote ae_*.pth
20241102-22:55:21 epoch_duration 2min46s next_finish 22:58:07
20241102-22:55:21 wrote state.pth
20241102-22:55:21 --- epoch 762 ----------------------------------------
20241102-22:55:21 current_test_accuracies 0.9292 0.9240 0.9540 0.9540 0.9524
20241102-22:55:21 nb_c_quizzes 30033
20241102-22:55:21 weakest_accuracies [0.924, 0.9292]
20241102-22:55:21 dummy_rand tensor([0.0762])
20241102-22:55:21 dummy_rand tensor([0.6953])
20241102-22:55:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:55:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:57:53 train_loss 762 model 1 0.03447562026977539
20241102-22:57:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:57:53 train_loss 762 model 0 0.035401615142822265
20241102-22:57:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:57:55 test_loss 762 model 1 0.027766914367675782
20241102-22:57:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:57:55 test_loss 762 model 0 0.0262261962890625
20241102-22:57:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-22:57:57 test_accuracy 762 model 1 nb_correct 2338 / 2500 (93.52%)
20241102-22:57:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:57:58 test_accuracy 762 model 0 nb_correct 2354 / 2500 (94.16%)
20241102-22:57:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-22:58:07 wrote ae_*.pth
20241102-22:58:07 epoch_duration 2min46s next_finish 23:00:54
20241102-22:58:07 wrote state.pth
20241102-22:58:07 --- epoch 763 ----------------------------------------
20241102-22:58:07 current_test_accuracies 0.9416 0.9352 0.9540 0.9540 0.9524
20241102-22:58:07 nb_c_quizzes 30033
20241102-22:58:07 weakest_accuracies [0.9352, 0.9416]
20241102-22:58:07 dummy_rand tensor([0.6192])
20241102-22:58:07 dummy_rand tensor([0.9241])
20241102-22:58:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-22:58:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:00:39 train_loss 763 model 0 0.03593092346191406
20241102-23:00:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:00:39 train_loss 763 model 1 0.03419802856445313
20241102-23:00:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:00:41 test_loss 763 model 0 0.027504730224609374
20241102-23:00:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:00:41 test_loss 763 model 1 0.032369499206542966
20241102-23:00:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:00:44 test_accuracy 763 model 0 nb_correct 2353 / 2500 (94.12%)
20241102-23:00:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:00:44 test_accuracy 763 model 1 nb_correct 2337 / 2500 (93.48%)
20241102-23:00:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:00:53 wrote ae_*.pth
20241102-23:00:53 epoch_duration 2min46s next_finish 23:03:39
20241102-23:00:53 wrote state.pth
20241102-23:00:53 --- epoch 764 ----------------------------------------
20241102-23:00:53 current_test_accuracies 0.9412 0.9348 0.9540 0.9540 0.9524
20241102-23:00:53 nb_c_quizzes 30033
20241102-23:00:53 weakest_accuracies [0.9348, 0.9412]
20241102-23:00:53 dummy_rand tensor([0.5601])
20241102-23:00:53 dummy_rand tensor([0.6162])
20241102-23:00:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:00:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:03:25 train_loss 764 model 0 0.035913711547851564
20241102-23:03:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:03:25 train_loss 764 model 1 0.03538911819458008
20241102-23:03:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:03:28 test_loss 764 model 0 0.032572021484375
20241102-23:03:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:03:28 test_loss 764 model 1 0.03116668701171875
20241102-23:03:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:03:30 test_accuracy 764 model 0 nb_correct 2276 / 2500 (91.04%)
20241102-23:03:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:03:30 test_accuracy 764 model 1 nb_correct 2327 / 2500 (93.08%)
20241102-23:03:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:03:39 wrote ae_*.pth
20241102-23:03:39 epoch_duration 2min46s next_finish 23:06:26
20241102-23:03:40 wrote state.pth
20241102-23:03:40 --- epoch 765 ----------------------------------------
20241102-23:03:40 current_test_accuracies 0.9104 0.9308 0.9540 0.9540 0.9524
20241102-23:03:40 nb_c_quizzes 30033
20241102-23:03:40 weakest_accuracies [0.9104, 0.9308]
20241102-23:03:40 dummy_rand tensor([0.5885])
20241102-23:03:40 dummy_rand tensor([0.1131])
20241102-23:03:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:03:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:06:11 train_loss 765 model 1 0.03562929534912109
20241102-23:06:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:06:11 train_loss 765 model 0 0.03505740547180176
20241102-23:06:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:06:14 test_loss 765 model 1 0.031210174560546877
20241102-23:06:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:06:14 test_loss 765 model 0 0.024084491729736326
20241102-23:06:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:06:16 test_accuracy 765 model 1 nb_correct 2317 / 2500 (92.68%)
20241102-23:06:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:06:16 test_accuracy 765 model 0 nb_correct 2301 / 2500 (92.04%)
20241102-23:06:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:06:26 wrote ae_*.pth
20241102-23:06:26 epoch_duration 2min46s next_finish 23:09:12
20241102-23:06:26 wrote state.pth
20241102-23:06:26 --- epoch 766 ----------------------------------------
20241102-23:06:26 current_test_accuracies 0.9204 0.9268 0.9540 0.9540 0.9524
20241102-23:06:26 nb_c_quizzes 30033
20241102-23:06:26 weakest_accuracies [0.9204, 0.9268]
20241102-23:06:26 dummy_rand tensor([0.1104])
20241102-23:06:26 dummy_rand tensor([0.5879])
20241102-23:06:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:06:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:08:57 train_loss 766 model 0 0.03459870910644531
20241102-23:08:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:08:58 train_loss 766 model 1 0.03539836502075195
20241102-23:08:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:09:00 test_loss 766 model 0 0.027737503051757813
20241102-23:09:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:09:00 test_loss 766 model 1 0.031606292724609374
20241102-23:09:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:09:02 test_accuracy 766 model 0 nb_correct 2319 / 2500 (92.76%)
20241102-23:09:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:09:02 test_accuracy 766 model 1 nb_correct 2329 / 2500 (93.16%)
20241102-23:09:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:09:12 wrote ae_*.pth
20241102-23:09:12 epoch_duration 2min45s next_finish 23:11:57
20241102-23:09:12 wrote state.pth
20241102-23:09:12 --- epoch 767 ----------------------------------------
20241102-23:09:12 current_test_accuracies 0.9276 0.9316 0.9540 0.9540 0.9524
20241102-23:09:12 nb_c_quizzes 30033
20241102-23:09:12 weakest_accuracies [0.9276, 0.9316]
20241102-23:09:12 dummy_rand tensor([0.5009])
20241102-23:09:12 dummy_rand tensor([0.1872])
20241102-23:09:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:09:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:11:43 train_loss 767 model 0 0.03534285736083984
20241102-23:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:11:43 train_loss 767 model 1 0.03482741165161133
20241102-23:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:11:46 test_loss 767 model 0 0.02928873062133789
20241102-23:11:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:11:46 test_loss 767 model 1 0.027579269409179687
20241102-23:11:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:11:48 test_accuracy 767 model 0 nb_correct 2310 / 2500 (92.40%)
20241102-23:11:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:11:48 test_accuracy 767 model 1 nb_correct 2278 / 2500 (91.12%)
20241102-23:11:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:11:58 wrote ae_*.pth
20241102-23:11:58 epoch_duration 2min45s next_finish 23:14:43
20241102-23:11:58 wrote state.pth
20241102-23:11:58 --- epoch 768 ----------------------------------------
20241102-23:11:58 current_test_accuracies 0.9240 0.9112 0.9540 0.9540 0.9524
20241102-23:11:58 nb_c_quizzes 30033
20241102-23:11:58 weakest_accuracies [0.9112, 0.924]
20241102-23:11:58 dummy_rand tensor([0.0369])
20241102-23:11:58 dummy_rand tensor([0.4106])
20241102-23:11:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:11:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:14:30 train_loss 768 model 0 0.03511713409423828
20241102-23:14:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:14:30 train_loss 768 model 1 0.03473594284057617
20241102-23:14:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:14:32 test_loss 768 model 0 0.028649444580078124
20241102-23:14:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:14:32 test_loss 768 model 1 0.031412506103515626
20241102-23:14:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:14:34 test_accuracy 768 model 0 nb_correct 2329 / 2500 (93.16%)
20241102-23:14:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:14:34 test_accuracy 768 model 1 nb_correct 2267 / 2500 (90.68%)
20241102-23:14:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:14:44 wrote ae_*.pth
20241102-23:14:44 epoch_duration 2min46s next_finish 23:17:31
20241102-23:14:44 wrote state.pth
20241102-23:14:44 --- epoch 769 ----------------------------------------
20241102-23:14:44 current_test_accuracies 0.9316 0.9068 0.9540 0.9540 0.9524
20241102-23:14:44 nb_c_quizzes 30033
20241102-23:14:44 weakest_accuracies [0.9068, 0.9316]
20241102-23:14:44 dummy_rand tensor([0.2415])
20241102-23:14:44 dummy_rand tensor([0.7113])
20241102-23:14:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:14:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:17:16 train_loss 769 model 1 0.03404053115844727
20241102-23:17:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:17:16 train_loss 769 model 0 0.03476372528076172
20241102-23:17:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:17:18 test_loss 769 model 1 0.028832244873046874
20241102-23:17:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:17:18 test_loss 769 model 0 0.027555465698242188
20241102-23:17:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:17:20 test_accuracy 769 model 1 nb_correct 2312 / 2500 (92.48%)
20241102-23:17:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:17:20 test_accuracy 769 model 0 nb_correct 2363 / 2500 (94.52%)
20241102-23:17:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:17:30 wrote ae_*.pth
20241102-23:17:30 epoch_duration 2min45s next_finish 23:20:16
20241102-23:17:30 wrote state.pth
20241102-23:17:30 --- epoch 770 ----------------------------------------
20241102-23:17:30 current_test_accuracies 0.9452 0.9248 0.9540 0.9540 0.9524
20241102-23:17:30 nb_c_quizzes 30033
20241102-23:17:30 weakest_accuracies [0.9248, 0.9452]
20241102-23:17:30 dummy_rand tensor([0.1638])
20241102-23:17:30 dummy_rand tensor([0.3191])
20241102-23:17:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:17:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:20:02 train_loss 770 model 1 0.0345672378540039
20241102-23:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:20:02 train_loss 770 model 0 0.03468011665344238
20241102-23:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:20:04 test_loss 770 model 1 0.029746932983398436
20241102-23:20:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:20:04 test_loss 770 model 0 0.0280426025390625
20241102-23:20:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:20:07 test_accuracy 770 model 1 nb_correct 2325 / 2500 (93.00%)
20241102-23:20:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:20:07 test_accuracy 770 model 0 nb_correct 2311 / 2500 (92.44%)
20241102-23:20:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:20:16 wrote ae_*.pth
20241102-23:20:16 epoch_duration 2min46s next_finish 23:23:02
20241102-23:20:16 wrote state.pth
20241102-23:20:16 --- epoch 771 ----------------------------------------
20241102-23:20:16 current_test_accuracies 0.9244 0.9300 0.9540 0.9540 0.9524
20241102-23:20:16 nb_c_quizzes 30033
20241102-23:20:16 weakest_accuracies [0.9244, 0.93]
20241102-23:20:16 dummy_rand tensor([0.6741])
20241102-23:20:16 dummy_rand tensor([0.4443])
20241102-23:20:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:20:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:22:48 train_loss 771 model 1 0.03521833801269531
20241102-23:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:22:48 train_loss 771 model 0 0.03597702407836914
20241102-23:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:22:50 test_loss 771 model 1 0.030496063232421874
20241102-23:22:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:22:50 test_loss 771 model 0 0.026988563537597657
20241102-23:22:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:22:53 test_accuracy 771 model 1 nb_correct 2324 / 2500 (92.96%)
20241102-23:22:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:22:53 test_accuracy 771 model 0 nb_correct 2343 / 2500 (93.72%)
20241102-23:22:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:23:02 wrote ae_*.pth
20241102-23:23:02 epoch_duration 2min46s next_finish 23:25:48
20241102-23:23:02 wrote state.pth
20241102-23:23:02 --- epoch 772 ----------------------------------------
20241102-23:23:02 current_test_accuracies 0.9372 0.9296 0.9540 0.9540 0.9524
20241102-23:23:02 nb_c_quizzes 30033
20241102-23:23:02 weakest_accuracies [0.9296, 0.9372]
20241102-23:23:02 dummy_rand tensor([0.3701])
20241102-23:23:02 dummy_rand tensor([0.8370])
20241102-23:23:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:23:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:25:34 train_loss 772 model 0 0.03511495590209961
20241102-23:25:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:25:34 train_loss 772 model 1 0.035382516860961916
20241102-23:25:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:25:36 test_loss 772 model 0 0.028364486694335937
20241102-23:25:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:25:36 test_loss 772 model 1 0.030420684814453126
20241102-23:25:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:25:39 test_accuracy 772 model 0 nb_correct 2306 / 2500 (92.24%)
20241102-23:25:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:25:39 test_accuracy 772 model 1 nb_correct 2315 / 2500 (92.60%)
20241102-23:25:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:25:48 wrote ae_*.pth
20241102-23:25:48 epoch_duration 2min46s next_finish 23:28:34
20241102-23:25:48 wrote state.pth
20241102-23:25:48 --- epoch 773 ----------------------------------------
20241102-23:25:48 current_test_accuracies 0.9224 0.9260 0.9540 0.9540 0.9524
20241102-23:25:48 nb_c_quizzes 30033
20241102-23:25:48 weakest_accuracies [0.9224, 0.926]
20241102-23:25:48 dummy_rand tensor([0.5418])
20241102-23:25:48 dummy_rand tensor([0.0674])
20241102-23:25:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:25:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:28:20 train_loss 773 model 1 0.03535135650634766
20241102-23:28:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:28:20 train_loss 773 model 0 0.03577693939208984
20241102-23:28:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:28:23 test_loss 773 model 1 0.02502044677734375
20241102-23:28:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:28:23 test_loss 773 model 0 0.02950122833251953
20241102-23:28:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:28:25 test_accuracy 773 model 1 nb_correct 2339 / 2500 (93.56%)
20241102-23:28:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:28:25 test_accuracy 773 model 0 nb_correct 2318 / 2500 (92.72%)
20241102-23:28:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:28:35 wrote ae_*.pth
20241102-23:28:35 epoch_duration 2min46s next_finish 23:31:21
20241102-23:28:35 wrote state.pth
20241102-23:28:35 --- epoch 774 ----------------------------------------
20241102-23:28:35 current_test_accuracies 0.9272 0.9356 0.9540 0.9540 0.9524
20241102-23:28:35 nb_c_quizzes 30033
20241102-23:28:35 weakest_accuracies [0.9272, 0.9356]
20241102-23:28:35 dummy_rand tensor([0.8388])
20241102-23:28:35 dummy_rand tensor([0.2011])
20241102-23:28:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:28:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:31:07 train_loss 774 model 0 0.03516590881347656
20241102-23:31:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:31:08 train_loss 774 model 1 0.03370062255859375
20241102-23:31:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:31:09 test_loss 774 model 0 0.02903839111328125
20241102-23:31:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:31:10 test_loss 774 model 1 0.029612579345703126
20241102-23:31:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:31:12 test_accuracy 774 model 0 nb_correct 2305 / 2500 (92.20%)
20241102-23:31:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:31:13 test_accuracy 774 model 1 nb_correct 2272 / 2500 (90.88%)
20241102-23:31:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:31:22 wrote ae_*.pth
20241102-23:31:22 epoch_duration 2min47s next_finish 23:34:09
20241102-23:31:22 wrote state.pth
20241102-23:31:22 --- epoch 775 ----------------------------------------
20241102-23:31:22 current_test_accuracies 0.9220 0.9088 0.9540 0.9540 0.9524
20241102-23:31:22 nb_c_quizzes 30033
20241102-23:31:22 weakest_accuracies [0.9088, 0.922]
20241102-23:31:22 dummy_rand tensor([0.6254])
20241102-23:31:22 dummy_rand tensor([0.5451])
20241102-23:31:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:31:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:33:54 train_loss 775 model 0 0.03462556838989258
20241102-23:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:33:54 train_loss 775 model 1 0.034394756317138675
20241102-23:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:33:56 test_loss 775 model 0 0.026510467529296877
20241102-23:33:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:33:56 test_loss 775 model 1 0.0294378662109375
20241102-23:33:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:33:58 test_accuracy 775 model 0 nb_correct 2301 / 2500 (92.04%)
20241102-23:33:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:33:58 test_accuracy 775 model 1 nb_correct 2327 / 2500 (93.08%)
20241102-23:33:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:34:08 wrote ae_*.pth
20241102-23:34:08 epoch_duration 2min46s next_finish 23:36:54
20241102-23:34:08 wrote state.pth
20241102-23:34:08 --- epoch 776 ----------------------------------------
20241102-23:34:08 current_test_accuracies 0.9204 0.9308 0.9540 0.9540 0.9524
20241102-23:34:08 nb_c_quizzes 30033
20241102-23:34:08 weakest_accuracies [0.9204, 0.9308]
20241102-23:34:08 dummy_rand tensor([0.2592])
20241102-23:34:08 dummy_rand tensor([0.2433])
20241102-23:34:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:34:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:36:40 train_loss 776 model 0 0.034358627319335935
20241102-23:36:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:36:40 train_loss 776 model 1 0.03384872817993164
20241102-23:36:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:36:42 test_loss 776 model 0 0.028432044982910156
20241102-23:36:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:36:42 test_loss 776 model 1 0.03202178955078125
20241102-23:36:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:36:45 test_accuracy 776 model 0 nb_correct 2315 / 2500 (92.60%)
20241102-23:36:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:36:45 test_accuracy 776 model 1 nb_correct 2337 / 2500 (93.48%)
20241102-23:36:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:36:54 wrote ae_*.pth
20241102-23:36:54 epoch_duration 2min46s next_finish 23:39:40
20241102-23:36:54 wrote state.pth
20241102-23:36:54 --- epoch 777 ----------------------------------------
20241102-23:36:54 current_test_accuracies 0.9260 0.9348 0.9540 0.9540 0.9524
20241102-23:36:54 nb_c_quizzes 30033
20241102-23:36:54 weakest_accuracies [0.926, 0.9348]
20241102-23:36:54 dummy_rand tensor([0.4533])
20241102-23:36:54 dummy_rand tensor([0.3412])
20241102-23:36:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:36:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:39:26 train_loss 777 model 0 0.03439455413818359
20241102-23:39:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:39:26 train_loss 777 model 1 0.035447040557861326
20241102-23:39:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:39:28 test_loss 777 model 0 0.029454803466796874
20241102-23:39:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:39:28 test_loss 777 model 1 0.02876007080078125
20241102-23:39:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:39:30 test_accuracy 777 model 0 nb_correct 2318 / 2500 (92.72%)
20241102-23:39:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:39:31 test_accuracy 777 model 1 nb_correct 2339 / 2500 (93.56%)
20241102-23:39:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:39:40 wrote ae_*.pth
20241102-23:39:40 epoch_duration 2min45s next_finish 23:42:26
20241102-23:39:40 wrote state.pth
20241102-23:39:40 --- epoch 778 ----------------------------------------
20241102-23:39:40 current_test_accuracies 0.9272 0.9356 0.9540 0.9540 0.9524
20241102-23:39:40 nb_c_quizzes 30033
20241102-23:39:40 weakest_accuracies [0.9272, 0.9356]
20241102-23:39:40 dummy_rand tensor([0.4623])
20241102-23:39:40 dummy_rand tensor([0.1084])
20241102-23:39:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:39:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:42:12 train_loss 778 model 0 0.03490071487426758
20241102-23:42:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:42:12 train_loss 778 model 1 0.034612972259521486
20241102-23:42:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:42:14 test_loss 778 model 0 0.0273077392578125
20241102-23:42:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:42:14 test_loss 778 model 1 0.029658660888671876
20241102-23:42:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:42:16 test_accuracy 778 model 0 nb_correct 2305 / 2500 (92.20%)
20241102-23:42:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:42:17 test_accuracy 778 model 1 nb_correct 2323 / 2500 (92.92%)
20241102-23:42:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:42:26 wrote ae_*.pth
20241102-23:42:26 epoch_duration 2min46s next_finish 23:45:12
20241102-23:42:26 wrote state.pth
20241102-23:42:26 --- epoch 779 ----------------------------------------
20241102-23:42:26 current_test_accuracies 0.9220 0.9292 0.9540 0.9540 0.9524
20241102-23:42:26 nb_c_quizzes 30033
20241102-23:42:26 weakest_accuracies [0.922, 0.9292]
20241102-23:42:26 dummy_rand tensor([0.5411])
20241102-23:42:26 dummy_rand tensor([0.6052])
20241102-23:42:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:42:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:44:58 train_loss 779 model 0 0.03583392906188965
20241102-23:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:44:58 train_loss 779 model 1 0.03540969848632813
20241102-23:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:45:01 test_loss 779 model 0 0.031456298828125
20241102-23:45:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:45:01 test_loss 779 model 1 0.03034637451171875
20241102-23:45:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:45:03 test_accuracy 779 model 0 nb_correct 2381 / 2500 (95.24%)
20241102-23:45:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:45:03 test_accuracy 779 model 1 nb_correct 2315 / 2500 (92.60%)
20241102-23:45:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:45:12 wrote ae_*.pth
20241102-23:45:12 epoch_duration 2min46s next_finish 23:47:59
20241102-23:45:13 wrote state.pth
20241102-23:45:13 --- epoch 780 ----------------------------------------
20241102-23:45:13 current_test_accuracies 0.9524 0.9260 0.9540 0.9540 0.9524
20241102-23:45:13 nb_c_quizzes 30033
20241102-23:45:13 weakest_accuracies [0.926, 0.9524]
20241102-23:45:13 dummy_rand tensor([0.2825])
20241102-23:45:13 dummy_rand tensor([0.9717])
20241102-23:45:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:45:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:47:44 train_loss 780 model 1 0.0347716293334961
20241102-23:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:47:44 train_loss 780 model 0 0.034807703018188474
20241102-23:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:47:47 test_loss 780 model 1 0.030815811157226564
20241102-23:47:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:47:47 test_loss 780 model 0 0.030469970703125
20241102-23:47:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:47:49 test_accuracy 780 model 1 nb_correct 2308 / 2500 (92.32%)
20241102-23:47:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:47:49 test_accuracy 780 model 0 nb_correct 2324 / 2500 (92.96%)
20241102-23:47:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:47:59 wrote ae_*.pth
20241102-23:47:59 epoch_duration 2min46s next_finish 23:50:45
20241102-23:47:59 wrote state.pth
20241102-23:47:59 --- epoch 781 ----------------------------------------
20241102-23:47:59 current_test_accuracies 0.9296 0.9232 0.9540 0.9540 0.9524
20241102-23:47:59 nb_c_quizzes 30033
20241102-23:47:59 weakest_accuracies [0.9232, 0.9296]
20241102-23:47:59 dummy_rand tensor([0.4377])
20241102-23:47:59 dummy_rand tensor([0.3711])
20241102-23:47:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:47:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:50:31 train_loss 781 model 1 0.03474613952636719
20241102-23:50:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:50:31 train_loss 781 model 0 0.0344514274597168
20241102-23:50:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:50:33 test_loss 781 model 1 0.030781936645507813
20241102-23:50:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:50:33 test_loss 781 model 0 0.027614250183105468
20241102-23:50:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:50:35 test_accuracy 781 model 1 nb_correct 2330 / 2500 (93.20%)
20241102-23:50:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:50:35 test_accuracy 781 model 0 nb_correct 2282 / 2500 (91.28%)
20241102-23:50:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:50:45 wrote ae_*.pth
20241102-23:50:45 epoch_duration 2min46s next_finish 23:53:31
20241102-23:50:45 wrote state.pth
20241102-23:50:45 --- epoch 782 ----------------------------------------
20241102-23:50:45 current_test_accuracies 0.9128 0.9320 0.9540 0.9540 0.9524
20241102-23:50:45 nb_c_quizzes 30033
20241102-23:50:45 weakest_accuracies [0.9128, 0.932]
20241102-23:50:45 dummy_rand tensor([0.7609])
20241102-23:50:45 dummy_rand tensor([0.2510])
20241102-23:50:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:50:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:53:17 train_loss 782 model 0 0.03494945526123047
20241102-23:53:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:53:17 train_loss 782 model 1 0.03505473709106445
20241102-23:53:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:53:19 test_loss 782 model 0 0.029152069091796875
20241102-23:53:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:53:19 test_loss 782 model 1 0.027189998626708983
20241102-23:53:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:53:21 test_accuracy 782 model 0 nb_correct 2316 / 2500 (92.64%)
20241102-23:53:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:53:22 test_accuracy 782 model 1 nb_correct 2327 / 2500 (93.08%)
20241102-23:53:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:53:31 wrote ae_*.pth
20241102-23:53:31 epoch_duration 2min46s next_finish 23:56:17
20241102-23:53:31 wrote state.pth
20241102-23:53:31 --- epoch 783 ----------------------------------------
20241102-23:53:31 current_test_accuracies 0.9264 0.9308 0.9540 0.9540 0.9524
20241102-23:53:31 nb_c_quizzes 30033
20241102-23:53:31 weakest_accuracies [0.9264, 0.9308]
20241102-23:53:31 dummy_rand tensor([0.6688])
20241102-23:53:31 dummy_rand tensor([0.6117])
20241102-23:53:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:53:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:56:03 train_loss 783 model 0 0.035608383178710935
20241102-23:56:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:56:03 train_loss 783 model 1 0.03491762924194336
20241102-23:56:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:56:05 test_loss 783 model 0 0.02881988525390625
20241102-23:56:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:56:05 test_loss 783 model 1 0.02928581237792969
20241102-23:56:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:56:08 test_accuracy 783 model 0 nb_correct 2303 / 2500 (92.12%)
20241102-23:56:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:56:08 test_accuracy 783 model 1 nb_correct 2270 / 2500 (90.80%)
20241102-23:56:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:56:17 wrote ae_*.pth
20241102-23:56:17 epoch_duration 2min46s next_finish 23:59:04
20241102-23:56:17 wrote state.pth
20241102-23:56:17 --- epoch 784 ----------------------------------------
20241102-23:56:17 current_test_accuracies 0.9212 0.9080 0.9540 0.9540 0.9524
20241102-23:56:17 nb_c_quizzes 30033
20241102-23:56:17 weakest_accuracies [0.908, 0.9212]
20241102-23:56:17 dummy_rand tensor([0.5547])
20241102-23:56:17 dummy_rand tensor([0.1651])
20241102-23:56:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:56:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:58:49 train_loss 784 model 0 0.03479828453063965
20241102-23:58:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:58:49 train_loss 784 model 1 0.03477375030517578
20241102-23:58:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:58:51 test_loss 784 model 0 0.0270111083984375
20241102-23:58:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:58:51 test_loss 784 model 1 0.02897125244140625
20241102-23:58:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241102-23:58:54 test_accuracy 784 model 0 nb_correct 2354 / 2500 (94.16%)
20241102-23:58:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:58:54 test_accuracy 784 model 1 nb_correct 2300 / 2500 (92.00%)
20241102-23:58:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241102-23:59:03 wrote ae_*.pth
20241102-23:59:03 epoch_duration 2min45s next_finish 00:01:49
20241102-23:59:03 wrote state.pth
20241102-23:59:03 --- epoch 785 ----------------------------------------
20241102-23:59:03 current_test_accuracies 0.9416 0.9200 0.9540 0.9540 0.9524
20241102-23:59:03 nb_c_quizzes 30033
20241102-23:59:03 weakest_accuracies [0.92, 0.9416]
20241102-23:59:03 dummy_rand tensor([0.1385])
20241102-23:59:03 dummy_rand tensor([0.5442])
20241102-23:59:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241102-23:59:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:01:35 train_loss 785 model 1 0.03487590789794922
20241103-00:01:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:01:35 train_loss 785 model 0 0.034411270141601565
20241103-00:01:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:01:38 test_loss 785 model 1 0.026901607513427735
20241103-00:01:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:01:38 test_loss 785 model 0 0.0280572509765625
20241103-00:01:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:01:40 test_accuracy 785 model 1 nb_correct 2322 / 2500 (92.88%)
20241103-00:01:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:01:40 test_accuracy 785 model 0 nb_correct 2320 / 2500 (92.80%)
20241103-00:01:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:01:49 wrote ae_*.pth
20241103-00:01:49 epoch_duration 2min46s next_finish 00:04:35
20241103-00:01:50 wrote state.pth
20241103-00:01:50 --- epoch 786 ----------------------------------------
20241103-00:01:50 current_test_accuracies 0.9280 0.9288 0.9540 0.9540 0.9524
20241103-00:01:50 nb_c_quizzes 30033
20241103-00:01:50 weakest_accuracies [0.928, 0.9288]
20241103-00:01:50 dummy_rand tensor([0.2613])
20241103-00:01:50 dummy_rand tensor([0.4911])
20241103-00:01:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:01:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:04:21 train_loss 786 model 1 0.034395977020263674
20241103-00:04:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:04:21 train_loss 786 model 0 0.03453112030029297
20241103-00:04:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:04:24 test_loss 786 model 1 0.03056537628173828
20241103-00:04:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:04:24 test_loss 786 model 0 0.02567169189453125
20241103-00:04:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:04:26 test_accuracy 786 model 1 nb_correct 2295 / 2500 (91.80%)
20241103-00:04:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:04:26 test_accuracy 786 model 0 nb_correct 2316 / 2500 (92.64%)
20241103-00:04:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:04:36 wrote ae_*.pth
20241103-00:04:36 epoch_duration 2min46s next_finish 00:07:22
20241103-00:04:36 wrote state.pth
20241103-00:04:36 --- epoch 787 ----------------------------------------
20241103-00:04:36 current_test_accuracies 0.9264 0.9180 0.9540 0.9540 0.9524
20241103-00:04:36 nb_c_quizzes 30033
20241103-00:04:36 weakest_accuracies [0.918, 0.9264]
20241103-00:04:36 dummy_rand tensor([0.6717])
20241103-00:04:36 dummy_rand tensor([0.6023])
20241103-00:04:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:04:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:07:08 train_loss 787 model 0 0.035261072158813474
20241103-00:07:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:07:08 train_loss 787 model 1 0.03419037818908691
20241103-00:07:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:07:10 test_loss 787 model 0 0.02987190246582031
20241103-00:07:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:07:10 test_loss 787 model 1 0.03134902954101562
20241103-00:07:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:07:13 test_accuracy 787 model 0 nb_correct 2319 / 2500 (92.76%)
20241103-00:07:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:07:13 test_accuracy 787 model 1 nb_correct 2284 / 2500 (91.36%)
20241103-00:07:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:07:22 wrote ae_*.pth
20241103-00:07:22 epoch_duration 2min46s next_finish 00:10:09
20241103-00:07:22 wrote state.pth
20241103-00:07:22 --- epoch 788 ----------------------------------------
20241103-00:07:22 current_test_accuracies 0.9276 0.9136 0.9540 0.9540 0.9524
20241103-00:07:22 nb_c_quizzes 30033
20241103-00:07:22 weakest_accuracies [0.9136, 0.9276]
20241103-00:07:22 dummy_rand tensor([0.3488])
20241103-00:07:22 dummy_rand tensor([0.2212])
20241103-00:07:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:07:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:09:54 train_loss 788 model 1 0.034612281799316406
20241103-00:09:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:09:54 train_loss 788 model 0 0.03438761901855469
20241103-00:09:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:09:56 test_loss 788 model 1 0.0293572998046875
20241103-00:09:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:09:56 test_loss 788 model 0 0.03081428527832031
20241103-00:09:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:09:59 test_accuracy 788 model 1 nb_correct 2296 / 2500 (91.84%)
20241103-00:09:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:09:59 test_accuracy 788 model 0 nb_correct 2329 / 2500 (93.16%)
20241103-00:09:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:10:08 wrote ae_*.pth
20241103-00:10:08 epoch_duration 2min46s next_finish 00:12:55
20241103-00:10:09 wrote state.pth
20241103-00:10:09 --- epoch 789 ----------------------------------------
20241103-00:10:09 current_test_accuracies 0.9316 0.9184 0.9540 0.9540 0.9524
20241103-00:10:09 nb_c_quizzes 30033
20241103-00:10:09 weakest_accuracies [0.9184, 0.9316]
20241103-00:10:09 dummy_rand tensor([0.0134])
20241103-00:10:09 dummy_rand tensor([0.2121])
20241103-00:10:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:10:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:12:40 train_loss 789 model 1 0.03505184173583984
20241103-00:12:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:12:40 train_loss 789 model 0 0.03540719985961914
20241103-00:12:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:12:42 test_loss 789 model 1 0.03293624877929688
20241103-00:12:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:12:43 test_loss 789 model 0 0.025138893127441407
20241103-00:12:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:12:45 test_accuracy 789 model 1 nb_correct 2340 / 2500 (93.60%)
20241103-00:12:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:12:45 test_accuracy 789 model 0 nb_correct 2335 / 2500 (93.40%)
20241103-00:12:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:12:54 wrote ae_*.pth
20241103-00:12:54 epoch_duration 2min45s next_finish 00:15:40
20241103-00:12:55 wrote state.pth
20241103-00:12:55 --- epoch 790 ----------------------------------------
20241103-00:12:55 current_test_accuracies 0.9340 0.9360 0.9540 0.9540 0.9524
20241103-00:12:55 nb_c_quizzes 30033
20241103-00:12:55 weakest_accuracies [0.934, 0.936]
20241103-00:12:55 dummy_rand tensor([0.7217])
20241103-00:12:55 dummy_rand tensor([0.3879])
20241103-00:12:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:12:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:15:26 train_loss 790 model 1 0.035784011840820314
20241103-00:15:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:15:26 train_loss 790 model 0 0.034049209594726564
20241103-00:15:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:15:29 test_loss 790 model 1 0.027229385375976564
20241103-00:15:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:15:29 test_loss 790 model 0 0.029605331420898436
20241103-00:15:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:15:31 test_accuracy 790 model 1 nb_correct 2350 / 2500 (94.00%)
20241103-00:15:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:15:31 test_accuracy 790 model 0 nb_correct 2348 / 2500 (93.92%)
20241103-00:15:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:15:41 wrote ae_*.pth
20241103-00:15:41 epoch_duration 2min46s next_finish 00:18:27
20241103-00:15:41 wrote state.pth
20241103-00:15:41 --- epoch 791 ----------------------------------------
20241103-00:15:41 current_test_accuracies 0.9392 0.9400 0.9540 0.9540 0.9524
20241103-00:15:41 nb_c_quizzes 30033
20241103-00:15:41 weakest_accuracies [0.9392, 0.94]
20241103-00:15:41 dummy_rand tensor([0.2010])
20241103-00:15:41 dummy_rand tensor([0.3262])
20241103-00:15:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:15:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:18:13 train_loss 791 model 0 0.03559862327575684
20241103-00:18:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:18:13 train_loss 791 model 1 0.03447275924682617
20241103-00:18:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:18:15 test_loss 791 model 0 0.03028656005859375
20241103-00:18:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:18:15 test_loss 791 model 1 0.02836718559265137
20241103-00:18:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:18:17 test_accuracy 791 model 0 nb_correct 2327 / 2500 (93.08%)
20241103-00:18:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:18:17 test_accuracy 791 model 1 nb_correct 2333 / 2500 (93.32%)
20241103-00:18:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:18:27 wrote ae_*.pth
20241103-00:18:27 epoch_duration 2min46s next_finish 00:21:13
20241103-00:18:27 wrote state.pth
20241103-00:18:27 --- epoch 792 ----------------------------------------
20241103-00:18:27 current_test_accuracies 0.9308 0.9332 0.9540 0.9540 0.9524
20241103-00:18:27 nb_c_quizzes 30033
20241103-00:18:27 weakest_accuracies [0.9308, 0.9332]
20241103-00:18:27 dummy_rand tensor([0.5954])
20241103-00:18:27 dummy_rand tensor([0.9321])
20241103-00:18:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:18:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:20:59 train_loss 792 model 0 0.03514122772216797
20241103-00:20:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:20:59 train_loss 792 model 1 0.034837276458740234
20241103-00:20:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:21:01 test_loss 792 model 0 0.029754295349121093
20241103-00:21:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:21:01 test_loss 792 model 1 0.025213088989257813
20241103-00:21:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:21:03 test_accuracy 792 model 0 nb_correct 2289 / 2500 (91.56%)
20241103-00:21:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:21:03 test_accuracy 792 model 1 nb_correct 2320 / 2500 (92.80%)
20241103-00:21:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:21:13 wrote ae_*.pth
20241103-00:21:13 epoch_duration 2min46s next_finish 00:23:59
20241103-00:21:13 wrote state.pth
20241103-00:21:13 --- epoch 793 ----------------------------------------
20241103-00:21:13 current_test_accuracies 0.9156 0.9280 0.9540 0.9540 0.9524
20241103-00:21:13 nb_c_quizzes 30033
20241103-00:21:13 weakest_accuracies [0.9156, 0.928]
20241103-00:21:13 dummy_rand tensor([0.9137])
20241103-00:21:13 dummy_rand tensor([0.8051])
20241103-00:21:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:21:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:23:45 train_loss 793 model 0 0.03479593658447266
20241103-00:23:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:23:45 train_loss 793 model 1 0.03449923515319824
20241103-00:23:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:23:47 test_loss 793 model 0 0.02574621558189392
20241103-00:23:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:23:47 test_loss 793 model 1 0.030109710693359375
20241103-00:23:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:23:49 test_accuracy 793 model 0 nb_correct 2305 / 2500 (92.20%)
20241103-00:23:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:23:49 test_accuracy 793 model 1 nb_correct 2369 / 2500 (94.76%)
20241103-00:23:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:23:59 wrote ae_*.pth
20241103-00:23:59 epoch_duration 2min46s next_finish 00:26:45
20241103-00:23:59 wrote state.pth
20241103-00:23:59 --- epoch 794 ----------------------------------------
20241103-00:23:59 current_test_accuracies 0.9220 0.9476 0.9540 0.9540 0.9524
20241103-00:23:59 nb_c_quizzes 30033
20241103-00:23:59 weakest_accuracies [0.922, 0.9476]
20241103-00:23:59 dummy_rand tensor([0.9550])
20241103-00:23:59 dummy_rand tensor([0.2644])
20241103-00:23:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:23:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:26:31 train_loss 794 model 1 0.03548041725158691
20241103-00:26:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:26:31 train_loss 794 model 0 0.03509625625610351
20241103-00:26:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:26:33 test_loss 794 model 1 0.028722076416015624
20241103-00:26:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:26:33 test_loss 794 model 0 0.028482627868652344
20241103-00:26:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:26:36 test_accuracy 794 model 1 nb_correct 2360 / 2500 (94.40%)
20241103-00:26:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:26:36 test_accuracy 794 model 0 nb_correct 2355 / 2500 (94.20%)
20241103-00:26:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:26:45 wrote ae_*.pth
20241103-00:26:45 epoch_duration 2min46s next_finish 00:29:31
20241103-00:26:45 wrote state.pth
20241103-00:26:45 --- epoch 795 ----------------------------------------
20241103-00:26:45 current_test_accuracies 0.9420 0.9440 0.9540 0.9540 0.9524
20241103-00:26:45 nb_c_quizzes 30033
20241103-00:26:45 weakest_accuracies [0.942, 0.944]
20241103-00:26:45 dummy_rand tensor([0.4660])
20241103-00:26:45 dummy_rand tensor([0.9713])
20241103-00:26:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:26:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:29:17 train_loss 795 model 1 0.03516996383666992
20241103-00:29:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:29:17 train_loss 795 model 0 0.03514316940307617
20241103-00:29:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:29:20 test_loss 795 model 1 0.028166217803955076
20241103-00:29:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:29:20 test_loss 795 model 0 0.0282421875
20241103-00:29:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:29:22 test_accuracy 795 model 1 nb_correct 2276 / 2500 (91.04%)
20241103-00:29:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:29:22 test_accuracy 795 model 0 nb_correct 2303 / 2500 (92.12%)
20241103-00:29:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:29:32 wrote ae_*.pth
20241103-00:29:32 epoch_duration 2min46s next_finish 00:32:18
20241103-00:29:32 wrote state.pth
20241103-00:29:32 --- epoch 796 ----------------------------------------
20241103-00:29:32 current_test_accuracies 0.9212 0.9104 0.9540 0.9540 0.9524
20241103-00:29:32 nb_c_quizzes 30033
20241103-00:29:32 weakest_accuracies [0.9104, 0.9212]
20241103-00:29:32 dummy_rand tensor([0.9998])
20241103-00:29:32 dummy_rand tensor([0.8512])
20241103-00:29:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:29:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:32:04 train_loss 796 model 0 0.03441786575317383
20241103-00:32:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:32:04 train_loss 796 model 1 0.03481711196899414
20241103-00:32:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:32:06 test_loss 796 model 0 0.029950103759765624
20241103-00:32:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:32:06 test_loss 796 model 1 0.02809062957763672
20241103-00:32:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:32:08 test_accuracy 796 model 0 nb_correct 2348 / 2500 (93.92%)
20241103-00:32:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:32:08 test_accuracy 796 model 1 nb_correct 2340 / 2500 (93.60%)
20241103-00:32:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:32:18 wrote ae_*.pth
20241103-00:32:18 epoch_duration 2min46s next_finish 00:35:04
20241103-00:32:18 wrote state.pth
20241103-00:32:18 --- epoch 797 ----------------------------------------
20241103-00:32:18 current_test_accuracies 0.9392 0.9360 0.9540 0.9540 0.9524
20241103-00:32:18 nb_c_quizzes 30033
20241103-00:32:18 weakest_accuracies [0.936, 0.9392]
20241103-00:32:18 dummy_rand tensor([0.7153])
20241103-00:32:18 dummy_rand tensor([0.4933])
20241103-00:32:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:32:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:34:49 train_loss 797 model 1 0.03442129898071289
20241103-00:34:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:34:50 train_loss 797 model 0 0.03506268310546875
20241103-00:34:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:34:52 test_loss 797 model 1 0.025559730529785156
20241103-00:34:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:34:52 test_loss 797 model 0 0.029073104858398438
20241103-00:34:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:34:54 test_accuracy 797 model 1 nb_correct 2309 / 2500 (92.36%)
20241103-00:34:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:34:54 test_accuracy 797 model 0 nb_correct 2342 / 2500 (93.68%)
20241103-00:34:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:35:04 wrote ae_*.pth
20241103-00:35:04 epoch_duration 2min46s next_finish 00:37:50
20241103-00:35:04 wrote state.pth
20241103-00:35:04 --- epoch 798 ----------------------------------------
20241103-00:35:04 current_test_accuracies 0.9368 0.9236 0.9540 0.9540 0.9524
20241103-00:35:04 nb_c_quizzes 30033
20241103-00:35:04 weakest_accuracies [0.9236, 0.9368]
20241103-00:35:04 dummy_rand tensor([0.7316])
20241103-00:35:04 dummy_rand tensor([0.6648])
20241103-00:35:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:35:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:37:36 train_loss 798 model 0 0.034988010406494144
20241103-00:37:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:37:36 train_loss 798 model 1 0.03411555290222168
20241103-00:37:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:37:38 test_loss 798 model 0 0.027111053466796875
20241103-00:37:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:37:38 test_loss 798 model 1 0.03065826416015625
20241103-00:37:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:37:40 test_accuracy 798 model 0 nb_correct 2312 / 2500 (92.48%)
20241103-00:37:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:37:40 test_accuracy 798 model 1 nb_correct 2303 / 2500 (92.12%)
20241103-00:37:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:37:50 wrote ae_*.pth
20241103-00:37:50 epoch_duration 2min46s next_finish 00:40:37
20241103-00:37:50 wrote state.pth
20241103-00:37:50 --- epoch 799 ----------------------------------------
20241103-00:37:50 current_test_accuracies 0.9248 0.9212 0.9540 0.9540 0.9524
20241103-00:37:50 nb_c_quizzes 30033
20241103-00:37:50 weakest_accuracies [0.9212, 0.9248]
20241103-00:37:50 dummy_rand tensor([0.0604])
20241103-00:37:50 dummy_rand tensor([0.3843])
20241103-00:37:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:37:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:40:22 train_loss 799 model 1 0.03464558982849121
20241103-00:40:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:40:22 train_loss 799 model 0 0.03446482467651367
20241103-00:40:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:40:24 test_loss 799 model 1 0.029142303466796873
20241103-00:40:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:40:24 test_loss 799 model 0 0.02811553955078125
20241103-00:40:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:40:27 test_accuracy 799 model 1 nb_correct 2330 / 2500 (93.20%)
20241103-00:40:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:40:27 test_accuracy 799 model 0 nb_correct 2350 / 2500 (94.00%)
20241103-00:40:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:40:36 wrote ae_*.pth
20241103-00:40:36 epoch_duration 2min45s next_finish 00:43:22
20241103-00:40:36 wrote state.pth
20241103-00:40:36 --- epoch 800 ----------------------------------------
20241103-00:40:36 current_test_accuracies 0.9400 0.9320 0.9540 0.9540 0.9524
20241103-00:40:36 nb_c_quizzes 30033
20241103-00:40:36 weakest_accuracies [0.932, 0.94]
20241103-00:40:36 dummy_rand tensor([0.0655])
20241103-00:40:36 dummy_rand tensor([0.4418])
20241103-00:40:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:40:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:43:08 train_loss 800 model 1 0.03428101921081543
20241103-00:43:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:43:08 train_loss 800 model 0 0.03505781555175781
20241103-00:43:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:43:10 test_loss 800 model 1 0.027565650939941407
20241103-00:43:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:43:10 test_loss 800 model 0 0.026925010681152342
20241103-00:43:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:43:12 test_accuracy 800 model 1 nb_correct 2298 / 2500 (91.92%)
20241103-00:43:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:43:13 test_accuracy 800 model 0 nb_correct 2297 / 2500 (91.88%)
20241103-00:43:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:43:22 wrote ae_*.pth
20241103-00:43:22 epoch_duration 2min45s next_finish 00:46:08
20241103-00:43:22 wrote state.pth
20241103-00:43:22 --- epoch 801 ----------------------------------------
20241103-00:43:22 current_test_accuracies 0.9188 0.9192 0.9540 0.9540 0.9524
20241103-00:43:22 nb_c_quizzes 30033
20241103-00:43:22 weakest_accuracies [0.9188, 0.9192]
20241103-00:43:22 dummy_rand tensor([0.2530])
20241103-00:43:22 dummy_rand tensor([0.3420])
20241103-00:43:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:43:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:45:54 train_loss 801 model 0 0.03469103240966797
20241103-00:45:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:45:54 train_loss 801 model 1 0.034045907974243166
20241103-00:45:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:45:56 test_loss 801 model 0 0.027831649780273436
20241103-00:45:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:45:57 test_loss 801 model 1 0.02615081787109375
20241103-00:45:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:45:59 test_accuracy 801 model 0 nb_correct 2343 / 2500 (93.72%)
20241103-00:45:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:45:59 test_accuracy 801 model 1 nb_correct 2301 / 2500 (92.04%)
20241103-00:45:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:46:08 wrote ae_*.pth
20241103-00:46:08 epoch_duration 2min46s next_finish 00:48:55
20241103-00:46:09 wrote state.pth
20241103-00:46:09 --- epoch 802 ----------------------------------------
20241103-00:46:09 current_test_accuracies 0.9372 0.9204 0.9540 0.9540 0.9524
20241103-00:46:09 nb_c_quizzes 30033
20241103-00:46:09 weakest_accuracies [0.9204, 0.9372]
20241103-00:46:09 dummy_rand tensor([0.8244])
20241103-00:46:09 dummy_rand tensor([0.0872])
20241103-00:46:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:46:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:48:40 train_loss 802 model 1 0.03519262886047363
20241103-00:48:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:48:40 train_loss 802 model 0 0.035484882354736326
20241103-00:48:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:48:42 test_loss 802 model 1 0.027769927978515626
20241103-00:48:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:48:43 test_loss 802 model 0 0.03121604919433594
20241103-00:48:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:48:45 test_accuracy 802 model 1 nb_correct 2372 / 2500 (94.88%)
20241103-00:48:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:48:45 test_accuracy 802 model 0 nb_correct 2324 / 2500 (92.96%)
20241103-00:48:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:48:54 wrote ae_*.pth
20241103-00:48:54 epoch_duration 2min46s next_finish 00:51:41
20241103-00:48:55 wrote state.pth
20241103-00:48:55 --- epoch 803 ----------------------------------------
20241103-00:48:55 current_test_accuracies 0.9296 0.9488 0.9540 0.9540 0.9524
20241103-00:48:55 nb_c_quizzes 30033
20241103-00:48:55 weakest_accuracies [0.9296, 0.9488]
20241103-00:48:55 dummy_rand tensor([0.3249])
20241103-00:48:55 dummy_rand tensor([0.1466])
20241103-00:48:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:48:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:51:26 train_loss 803 model 0 0.03469869613647461
20241103-00:51:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:51:26 train_loss 803 model 1 0.03436553573608398
20241103-00:51:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:51:29 test_loss 803 model 0 0.03061431884765625
20241103-00:51:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:51:29 test_loss 803 model 1 0.027926597595214844
20241103-00:51:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:51:31 test_accuracy 803 model 0 nb_correct 2326 / 2500 (93.04%)
20241103-00:51:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:51:31 test_accuracy 803 model 1 nb_correct 2303 / 2500 (92.12%)
20241103-00:51:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:51:41 wrote ae_*.pth
20241103-00:51:41 epoch_duration 2min46s next_finish 00:54:27
20241103-00:51:41 wrote state.pth
20241103-00:51:41 --- epoch 804 ----------------------------------------
20241103-00:51:41 current_test_accuracies 0.9304 0.9212 0.9540 0.9540 0.9524
20241103-00:51:41 nb_c_quizzes 30033
20241103-00:51:41 weakest_accuracies [0.9212, 0.9304]
20241103-00:51:41 dummy_rand tensor([0.5865])
20241103-00:51:41 dummy_rand tensor([0.1768])
20241103-00:51:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:51:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:54:13 train_loss 804 model 0 0.03443302536010742
20241103-00:54:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:54:13 train_loss 804 model 1 0.03517764663696289
20241103-00:54:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:54:15 test_loss 804 model 0 0.027914886474609376
20241103-00:54:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:54:15 test_loss 804 model 1 0.02671841621398926
20241103-00:54:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:54:17 test_accuracy 804 model 0 nb_correct 2354 / 2500 (94.16%)
20241103-00:54:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:54:17 test_accuracy 804 model 1 nb_correct 2339 / 2500 (93.56%)
20241103-00:54:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:54:27 wrote ae_*.pth
20241103-00:54:27 epoch_duration 2min45s next_finish 00:57:13
20241103-00:54:27 wrote state.pth
20241103-00:54:27 --- epoch 805 ----------------------------------------
20241103-00:54:27 current_test_accuracies 0.9416 0.9356 0.9540 0.9540 0.9524
20241103-00:54:27 nb_c_quizzes 30033
20241103-00:54:27 weakest_accuracies [0.9356, 0.9416]
20241103-00:54:27 dummy_rand tensor([0.7529])
20241103-00:54:27 dummy_rand tensor([0.5962])
20241103-00:54:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:54:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:56:59 train_loss 805 model 1 0.03427672576904297
20241103-00:56:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:56:59 train_loss 805 model 0 0.03426453399658203
20241103-00:56:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:57:01 test_loss 805 model 1 0.02988677978515625
20241103-00:57:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:57:01 test_loss 805 model 0 0.030728225708007813
20241103-00:57:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:57:03 test_accuracy 805 model 1 nb_correct 2349 / 2500 (93.96%)
20241103-00:57:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:57:03 test_accuracy 805 model 0 nb_correct 2361 / 2500 (94.44%)
20241103-00:57:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:57:13 wrote ae_*.pth
20241103-00:57:13 epoch_duration 2min46s next_finish 00:59:59
20241103-00:57:13 wrote state.pth
20241103-00:57:13 --- epoch 806 ----------------------------------------
20241103-00:57:13 current_test_accuracies 0.9444 0.9396 0.9540 0.9540 0.9524
20241103-00:57:13 nb_c_quizzes 30033
20241103-00:57:13 weakest_accuracies [0.9396, 0.9444]
20241103-00:57:13 dummy_rand tensor([0.1216])
20241103-00:57:13 dummy_rand tensor([0.9860])
20241103-00:57:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:57:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:59:45 train_loss 806 model 1 0.03467512130737305
20241103-00:59:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:59:45 train_loss 806 model 0 0.03539118194580078
20241103-00:59:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:59:47 test_loss 806 model 1 0.03447966575622559
20241103-00:59:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:59:47 test_loss 806 model 0 0.034213714599609375
20241103-00:59:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-00:59:50 test_accuracy 806 model 1 nb_correct 2297 / 2500 (91.88%)
20241103-00:59:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:59:50 test_accuracy 806 model 0 nb_correct 2356 / 2500 (94.24%)
20241103-00:59:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-00:59:59 wrote ae_*.pth
20241103-00:59:59 epoch_duration 2min46s next_finish 01:02:45
20241103-00:59:59 wrote state.pth
20241103-00:59:59 --- epoch 807 ----------------------------------------
20241103-00:59:59 current_test_accuracies 0.9424 0.9188 0.9540 0.9540 0.9524
20241103-00:59:59 nb_c_quizzes 30033
20241103-00:59:59 weakest_accuracies [0.9188, 0.9424]
20241103-00:59:59 dummy_rand tensor([0.4231])
20241103-00:59:59 dummy_rand tensor([0.7882])
20241103-00:59:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-00:59:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:02:31 train_loss 807 model 1 0.03457884979248047
20241103-01:02:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:02:31 train_loss 807 model 0 0.03438885498046875
20241103-01:02:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:02:33 test_loss 807 model 1 0.02877861022949219
20241103-01:02:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:02:33 test_loss 807 model 0 0.02874305725097656
20241103-01:02:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:02:36 test_accuracy 807 model 1 nb_correct 2322 / 2500 (92.88%)
20241103-01:02:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:02:36 test_accuracy 807 model 0 nb_correct 2307 / 2500 (92.28%)
20241103-01:02:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:02:45 wrote ae_*.pth
20241103-01:02:45 epoch_duration 2min46s next_finish 01:05:31
20241103-01:02:45 wrote state.pth
20241103-01:02:45 --- epoch 808 ----------------------------------------
20241103-01:02:45 current_test_accuracies 0.9228 0.9288 0.9540 0.9540 0.9524
20241103-01:02:45 nb_c_quizzes 30033
20241103-01:02:45 weakest_accuracies [0.9228, 0.9288]
20241103-01:02:45 dummy_rand tensor([0.8418])
20241103-01:02:45 dummy_rand tensor([0.1664])
20241103-01:02:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:02:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:05:17 train_loss 808 model 0 0.03503781509399414
20241103-01:05:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:05:17 train_loss 808 model 1 0.035126441955566405
20241103-01:05:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:05:20 test_loss 808 model 0 0.026844253540039064
20241103-01:05:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:05:20 test_loss 808 model 1 0.032749176025390625
20241103-01:05:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:05:22 test_accuracy 808 model 0 nb_correct 2319 / 2500 (92.76%)
20241103-01:05:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:05:22 test_accuracy 808 model 1 nb_correct 2325 / 2500 (93.00%)
20241103-01:05:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:05:31 wrote ae_*.pth
20241103-01:05:31 epoch_duration 2min46s next_finish 01:08:18
20241103-01:05:32 wrote state.pth
20241103-01:05:32 --- epoch 809 ----------------------------------------
20241103-01:05:32 current_test_accuracies 0.9276 0.9300 0.9540 0.9540 0.9524
20241103-01:05:32 nb_c_quizzes 30033
20241103-01:05:32 weakest_accuracies [0.9276, 0.93]
20241103-01:05:32 dummy_rand tensor([0.2200])
20241103-01:05:32 dummy_rand tensor([0.4746])
20241103-01:05:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:05:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:08:03 train_loss 809 model 0 0.034417739868164064
20241103-01:08:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:08:03 train_loss 809 model 1 0.03529862213134766
20241103-01:08:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:08:06 test_loss 809 model 0 0.028650054931640623
20241103-01:08:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:08:06 test_loss 809 model 1 0.0269586181640625
20241103-01:08:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:08:08 test_accuracy 809 model 0 nb_correct 2411 / 2500 (96.44%)
20241103-01:08:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:08:08 test_accuracy 809 model 1 nb_correct 2327 / 2500 (93.08%)
20241103-01:08:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:08:18 wrote ae_*.pth
20241103-01:08:18 epoch_duration 2min46s next_finish 01:11:04
20241103-01:08:18 wrote state.pth
20241103-01:08:18 --- epoch 810 ----------------------------------------
20241103-01:08:18 current_test_accuracies 0.9644 0.9308 0.9540 0.9540 0.9524
20241103-01:08:18 nb_c_quizzes 30033
20241103-01:08:18 weakest_accuracies [0.9308, 0.9524]
20241103-01:08:18 dummy_rand tensor([0.2853])
20241103-01:08:18 dummy_rand tensor([0.6876])
20241103-01:08:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:08:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:10:49 train_loss 810 model 1 0.03411322402954101
20241103-01:10:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:10:49 train_loss 810 model 4 0.03488796615600586
20241103-01:10:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:10:52 test_loss 810 model 1 0.027591171264648436
20241103-01:10:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:10:52 test_loss 810 model 4 0.03033367156982422
20241103-01:10:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:10:54 test_accuracy 810 model 1 nb_correct 2294 / 2500 (91.76%)
20241103-01:10:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:10:54 test_accuracy 810 model 4 nb_correct 2364 / 2500 (94.56%)
20241103-01:10:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:11:04 wrote ae_*.pth
20241103-01:11:04 epoch_duration 2min46s next_finish 01:13:50
20241103-01:11:04 wrote state.pth
20241103-01:11:04 --- epoch 811 ----------------------------------------
20241103-01:11:04 current_test_accuracies 0.9644 0.9176 0.9540 0.9540 0.9456
20241103-01:11:04 nb_c_quizzes 30033
20241103-01:11:04 weakest_accuracies [0.9176, 0.9456]
20241103-01:11:04 dummy_rand tensor([0.9855])
20241103-01:11:04 dummy_rand tensor([0.6948])
20241103-01:11:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:11:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:13:36 train_loss 811 model 4 0.034960205078125
20241103-01:13:36 train_loss 811 model 1 0.03452518844604492
20241103-01:13:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:13:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:13:38 test_loss 811 model 4 0.029447364807128906
20241103-01:13:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:13:38 test_loss 811 model 1 0.029135513305664062
20241103-01:13:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:13:40 test_accuracy 811 model 4 nb_correct 2322 / 2500 (92.88%)
20241103-01:13:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:13:40 test_accuracy 811 model 1 nb_correct 2354 / 2500 (94.16%)
20241103-01:13:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:13:50 wrote ae_*.pth
20241103-01:13:50 epoch_duration 2min45s next_finish 01:16:36
20241103-01:13:50 wrote state.pth
20241103-01:13:50 --- epoch 812 ----------------------------------------
20241103-01:13:50 current_test_accuracies 0.9644 0.9416 0.9540 0.9540 0.9288
20241103-01:13:50 nb_c_quizzes 30033
20241103-01:13:50 weakest_accuracies [0.9288, 0.9416]
20241103-01:13:50 dummy_rand tensor([0.4609])
20241103-01:13:50 dummy_rand tensor([0.6623])
20241103-01:13:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:13:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:16:22 train_loss 812 model 4 0.034649223327636716
20241103-01:16:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:16:22 train_loss 812 model 1 0.03461692810058594
20241103-01:16:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:16:24 test_loss 812 model 4 0.027020111083984374
20241103-01:16:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:16:24 test_loss 812 model 1 0.02656688690185547
20241103-01:16:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:16:26 test_accuracy 812 model 4 nb_correct 2331 / 2500 (93.24%)
20241103-01:16:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:16:26 test_accuracy 812 model 1 nb_correct 2318 / 2500 (92.72%)
20241103-01:16:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:16:36 wrote ae_*.pth
20241103-01:16:36 epoch_duration 2min46s next_finish 01:19:22
20241103-01:16:36 wrote state.pth
20241103-01:16:36 --- epoch 813 ----------------------------------------
20241103-01:16:36 current_test_accuracies 0.9644 0.9272 0.9540 0.9540 0.9324
20241103-01:16:36 nb_c_quizzes 30033
20241103-01:16:36 weakest_accuracies [0.9272, 0.9324]
20241103-01:16:36 dummy_rand tensor([0.8455])
20241103-01:16:36 dummy_rand tensor([0.1216])
20241103-01:16:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:16:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:19:08 train_loss 813 model 1 0.034686981201171876
20241103-01:19:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:19:08 train_loss 813 model 4 0.034463788986206056
20241103-01:19:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:19:10 test_loss 813 model 1 0.027639846801757812
20241103-01:19:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:19:10 test_loss 813 model 4 0.03250946044921875
20241103-01:19:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:19:13 test_accuracy 813 model 1 nb_correct 2364 / 2500 (94.56%)
20241103-01:19:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:19:13 test_accuracy 813 model 4 nb_correct 2316 / 2500 (92.64%)
20241103-01:19:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:19:22 wrote ae_*.pth
20241103-01:19:22 epoch_duration 2min46s next_finish 01:22:09
20241103-01:19:22 wrote state.pth
20241103-01:19:22 --- epoch 814 ----------------------------------------
20241103-01:19:22 current_test_accuracies 0.9644 0.9456 0.9540 0.9540 0.9264
20241103-01:19:22 nb_c_quizzes 30033
20241103-01:19:22 weakest_accuracies [0.9264, 0.9456]
20241103-01:19:22 dummy_rand tensor([0.0131])
20241103-01:19:22 dummy_rand tensor([0.6157])
20241103-01:19:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:19:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:21:54 train_loss 814 model 4 0.03528368282318115
20241103-01:21:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:21:54 train_loss 814 model 1 0.034456096649169925
20241103-01:21:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:21:57 test_loss 814 model 4 0.030601882934570314
20241103-01:21:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:21:57 test_loss 814 model 1 0.026912879943847657
20241103-01:21:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:21:59 test_accuracy 814 model 4 nb_correct 2373 / 2500 (94.92%)
20241103-01:21:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:21:59 test_accuracy 814 model 1 nb_correct 2277 / 2500 (91.08%)
20241103-01:21:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:22:08 wrote ae_*.pth
20241103-01:22:08 epoch_duration 2min46s next_finish 01:24:55
20241103-01:22:09 wrote state.pth
20241103-01:22:09 --- epoch 815 ----------------------------------------
20241103-01:22:09 current_test_accuracies 0.9644 0.9108 0.9540 0.9540 0.9492
20241103-01:22:09 nb_c_quizzes 30033
20241103-01:22:09 weakest_accuracies [0.9108, 0.9492]
20241103-01:22:09 dummy_rand tensor([0.2312])
20241103-01:22:09 dummy_rand tensor([0.2265])
20241103-01:22:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:22:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:24:40 train_loss 815 model 1 0.033895542144775394
20241103-01:24:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:24:40 train_loss 815 model 4 0.03508086013793945
20241103-01:24:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:24:43 test_loss 815 model 1 0.0275372314453125
20241103-01:24:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:24:43 test_loss 815 model 4 0.02885406494140625
20241103-01:24:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:24:45 test_accuracy 815 model 1 nb_correct 2320 / 2500 (92.80%)
20241103-01:24:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:24:45 test_accuracy 815 model 4 nb_correct 2266 / 2500 (90.64%)
20241103-01:24:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:24:55 wrote ae_*.pth
20241103-01:24:55 epoch_duration 2min46s next_finish 01:27:41
20241103-01:24:55 wrote state.pth
20241103-01:24:55 --- epoch 816 ----------------------------------------
20241103-01:24:55 current_test_accuracies 0.9644 0.9280 0.9540 0.9540 0.9064
20241103-01:24:55 nb_c_quizzes 30033
20241103-01:24:55 weakest_accuracies [0.9064, 0.928]
20241103-01:24:55 dummy_rand tensor([0.5942])
20241103-01:24:55 dummy_rand tensor([0.0996])
20241103-01:24:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:24:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:27:26 train_loss 816 model 1 0.0346138858795166
20241103-01:27:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:27:26 train_loss 816 model 4 0.03397217750549317
20241103-01:27:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:27:29 test_loss 816 model 1 0.02933807373046875
20241103-01:27:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:27:29 test_loss 816 model 4 0.027115020751953125
20241103-01:27:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:27:31 test_accuracy 816 model 1 nb_correct 2289 / 2500 (91.56%)
20241103-01:27:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:27:31 test_accuracy 816 model 4 nb_correct 2278 / 2500 (91.12%)
20241103-01:27:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:27:40 wrote ae_*.pth
20241103-01:27:40 epoch_duration 2min45s next_finish 01:30:26
20241103-01:27:41 wrote state.pth
20241103-01:27:41 --- epoch 817 ----------------------------------------
20241103-01:27:41 current_test_accuracies 0.9644 0.9156 0.9540 0.9540 0.9112
20241103-01:27:41 nb_c_quizzes 30033
20241103-01:27:41 weakest_accuracies [0.9112, 0.9156]
20241103-01:27:41 dummy_rand tensor([0.9193])
20241103-01:27:41 dummy_rand tensor([0.6492])
20241103-01:27:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:27:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:30:12 train_loss 817 model 1 0.03435239601135254
20241103-01:30:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:30:12 train_loss 817 model 4 0.03471570205688477
20241103-01:30:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:30:14 test_loss 817 model 1 0.031501693725585936
20241103-01:30:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:30:14 test_loss 817 model 4 0.02851127624511719
20241103-01:30:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:30:17 test_accuracy 817 model 1 nb_correct 2327 / 2500 (93.08%)
20241103-01:30:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:30:17 test_accuracy 817 model 4 nb_correct 2294 / 2500 (91.76%)
20241103-01:30:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:30:26 wrote ae_*.pth
20241103-01:30:26 epoch_duration 2min45s next_finish 01:33:12
20241103-01:30:26 wrote state.pth
20241103-01:30:26 --- epoch 818 ----------------------------------------
20241103-01:30:26 current_test_accuracies 0.9644 0.9308 0.9540 0.9540 0.9176
20241103-01:30:26 nb_c_quizzes 30033
20241103-01:30:26 weakest_accuracies [0.9176, 0.9308]
20241103-01:30:26 dummy_rand tensor([0.4426])
20241103-01:30:26 dummy_rand tensor([0.4992])
20241103-01:30:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:30:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:32:58 train_loss 818 model 4 0.03422809219360352
20241103-01:32:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:32:58 train_loss 818 model 1 0.03411222839355469
20241103-01:32:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:33:00 test_loss 818 model 4 0.029026870727539063
20241103-01:33:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:33:00 test_loss 818 model 1 0.0320751953125
20241103-01:33:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:33:03 test_accuracy 818 model 4 nb_correct 2355 / 2500 (94.20%)
20241103-01:33:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:33:03 test_accuracy 818 model 1 nb_correct 2365 / 2500 (94.60%)
20241103-01:33:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:33:12 wrote ae_*.pth
20241103-01:33:12 epoch_duration 2min46s next_finish 01:35:59
20241103-01:33:13 wrote state.pth
20241103-01:33:13 --- epoch 819 ----------------------------------------
20241103-01:33:13 current_test_accuracies 0.9644 0.9460 0.9540 0.9540 0.9420
20241103-01:33:13 nb_c_quizzes 30033
20241103-01:33:13 weakest_accuracies [0.942, 0.946]
20241103-01:33:13 dummy_rand tensor([0.7449])
20241103-01:33:13 dummy_rand tensor([0.9469])
20241103-01:33:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:33:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:35:44 train_loss 819 model 4 0.03523112106323242
20241103-01:35:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:35:44 train_loss 819 model 1 0.035170612335205076
20241103-01:35:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:35:47 test_loss 819 model 4 0.02551942825317383
20241103-01:35:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:35:47 test_loss 819 model 1 0.030184402465820312
20241103-01:35:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:35:49 test_accuracy 819 model 4 nb_correct 2373 / 2500 (94.92%)
20241103-01:35:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:35:49 test_accuracy 819 model 1 nb_correct 2296 / 2500 (91.84%)
20241103-01:35:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:35:58 wrote ae_*.pth
20241103-01:35:58 epoch_duration 2min45s next_finish 01:38:44
20241103-01:35:59 wrote state.pth
20241103-01:35:59 --- epoch 820 ----------------------------------------
20241103-01:35:59 current_test_accuracies 0.9644 0.9184 0.9540 0.9540 0.9492
20241103-01:35:59 nb_c_quizzes 30033
20241103-01:35:59 weakest_accuracies [0.9184, 0.9492]
20241103-01:35:59 dummy_rand tensor([0.1437])
20241103-01:35:59 dummy_rand tensor([0.2181])
20241103-01:35:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:35:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:38:30 train_loss 820 model 4 0.034639965057373046
20241103-01:38:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:38:30 train_loss 820 model 1 0.033985471725463866
20241103-01:38:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:38:32 test_loss 820 model 4 0.029900665283203124
20241103-01:38:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:38:32 test_loss 820 model 1 0.027435035705566407
20241103-01:38:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:38:35 test_accuracy 820 model 4 nb_correct 2311 / 2500 (92.44%)
20241103-01:38:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:38:35 test_accuracy 820 model 1 nb_correct 2309 / 2500 (92.36%)
20241103-01:38:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:38:44 wrote ae_*.pth
20241103-01:38:44 epoch_duration 2min45s next_finish 01:41:30
20241103-01:38:44 wrote state.pth
20241103-01:38:44 --- epoch 821 ----------------------------------------
20241103-01:38:44 current_test_accuracies 0.9644 0.9236 0.9540 0.9540 0.9244
20241103-01:38:44 nb_c_quizzes 30033
20241103-01:38:44 weakest_accuracies [0.9236, 0.9244]
20241103-01:38:44 dummy_rand tensor([0.9854])
20241103-01:38:44 dummy_rand tensor([0.0909])
20241103-01:38:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:38:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:41:16 train_loss 821 model 1 0.03428742218017578
20241103-01:41:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:41:16 train_loss 821 model 4 0.03503910064697266
20241103-01:41:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:41:18 test_loss 821 model 1 0.029646339416503905
20241103-01:41:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:41:18 test_loss 821 model 4 0.029118423461914063
20241103-01:41:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:41:21 test_accuracy 821 model 1 nb_correct 2290 / 2500 (91.60%)
20241103-01:41:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:41:21 test_accuracy 821 model 4 nb_correct 2318 / 2500 (92.72%)
20241103-01:41:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:41:30 wrote ae_*.pth
20241103-01:41:30 epoch_duration 2min45s next_finish 01:44:16
20241103-01:41:30 wrote state.pth
20241103-01:41:30 --- epoch 822 ----------------------------------------
20241103-01:41:30 current_test_accuracies 0.9644 0.9160 0.9540 0.9540 0.9272
20241103-01:41:30 nb_c_quizzes 30033
20241103-01:41:30 weakest_accuracies [0.916, 0.9272]
20241103-01:41:30 dummy_rand tensor([0.9885])
20241103-01:41:30 dummy_rand tensor([0.4454])
20241103-01:41:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:41:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:44:02 train_loss 822 model 4 0.03443112945556641
20241103-01:44:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:44:02 train_loss 822 model 1 0.03497551345825195
20241103-01:44:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:44:04 test_loss 822 model 4 0.030340576171875
20241103-01:44:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:44:04 test_loss 822 model 1 0.03067901611328125
20241103-01:44:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:44:06 test_accuracy 822 model 4 nb_correct 2320 / 2500 (92.80%)
20241103-01:44:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:44:06 test_accuracy 822 model 1 nb_correct 2304 / 2500 (92.16%)
20241103-01:44:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:44:16 wrote ae_*.pth
20241103-01:44:16 epoch_duration 2min45s next_finish 01:47:02
20241103-01:44:16 wrote state.pth
20241103-01:44:16 --- epoch 823 ----------------------------------------
20241103-01:44:16 current_test_accuracies 0.9644 0.9216 0.9540 0.9540 0.9280
20241103-01:44:16 nb_c_quizzes 30033
20241103-01:44:16 weakest_accuracies [0.9216, 0.928]
20241103-01:44:16 dummy_rand tensor([0.2909])
20241103-01:44:16 dummy_rand tensor([0.3068])
20241103-01:44:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:44:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:46:48 train_loss 823 model 1 0.0342107629776001
20241103-01:46:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:46:48 train_loss 823 model 4 0.03372067260742188
20241103-01:46:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:46:50 test_loss 823 model 1 0.029506416320800782
20241103-01:46:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:46:50 test_loss 823 model 4 0.030296401977539064
20241103-01:46:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:46:52 test_accuracy 823 model 1 nb_correct 2309 / 2500 (92.36%)
20241103-01:46:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:46:52 test_accuracy 823 model 4 nb_correct 2281 / 2500 (91.24%)
20241103-01:46:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:47:02 wrote ae_*.pth
20241103-01:47:02 epoch_duration 2min45s next_finish 01:49:47
20241103-01:47:02 wrote state.pth
20241103-01:47:02 --- epoch 824 ----------------------------------------
20241103-01:47:02 current_test_accuracies 0.9644 0.9236 0.9540 0.9540 0.9124
20241103-01:47:02 nb_c_quizzes 30033
20241103-01:47:02 weakest_accuracies [0.9124, 0.9236]
20241103-01:47:02 dummy_rand tensor([0.5699])
20241103-01:47:02 dummy_rand tensor([0.4784])
20241103-01:47:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:47:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:49:34 train_loss 824 model 4 0.034833030700683595
20241103-01:49:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:49:34 train_loss 824 model 1 0.03491716003417969
20241103-01:49:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:49:36 test_loss 824 model 4 0.025302410125732422
20241103-01:49:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:49:36 test_loss 824 model 1 0.030983734130859374
20241103-01:49:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:49:38 test_accuracy 824 model 4 nb_correct 2276 / 2500 (91.04%)
20241103-01:49:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:49:39 test_accuracy 824 model 1 nb_correct 2326 / 2500 (93.04%)
20241103-01:49:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:49:48 wrote ae_*.pth
20241103-01:49:48 epoch_duration 2min46s next_finish 01:52:34
20241103-01:49:48 wrote state.pth
20241103-01:49:48 --- epoch 825 ----------------------------------------
20241103-01:49:48 current_test_accuracies 0.9644 0.9304 0.9540 0.9540 0.9104
20241103-01:49:48 nb_c_quizzes 30033
20241103-01:49:48 weakest_accuracies [0.9104, 0.9304]
20241103-01:49:48 dummy_rand tensor([0.6820])
20241103-01:49:48 dummy_rand tensor([0.1833])
20241103-01:49:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:49:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:52:20 train_loss 825 model 4 0.03458359909057617
20241103-01:52:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:52:20 train_loss 825 model 1 0.03403796005249023
20241103-01:52:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:52:22 test_loss 825 model 4 0.030912628173828127
20241103-01:52:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:52:22 test_loss 825 model 1 0.029943809509277344
20241103-01:52:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:52:25 test_accuracy 825 model 4 nb_correct 2338 / 2500 (93.52%)
20241103-01:52:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:52:25 test_accuracy 825 model 1 nb_correct 2340 / 2500 (93.60%)
20241103-01:52:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:52:34 wrote ae_*.pth
20241103-01:52:34 epoch_duration 2min45s next_finish 01:55:20
20241103-01:52:34 wrote state.pth
20241103-01:52:34 --- epoch 826 ----------------------------------------
20241103-01:52:34 current_test_accuracies 0.9644 0.9360 0.9540 0.9540 0.9352
20241103-01:52:34 nb_c_quizzes 30033
20241103-01:52:34 weakest_accuracies [0.9352, 0.936]
20241103-01:52:34 dummy_rand tensor([0.5609])
20241103-01:52:34 dummy_rand tensor([0.9010])
20241103-01:52:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:52:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:55:06 train_loss 826 model 4 0.03525151062011719
20241103-01:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:55:06 train_loss 826 model 1 0.03440392684936523
20241103-01:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:55:08 test_loss 826 model 4 0.028549652099609375
20241103-01:55:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:55:08 test_loss 826 model 1 0.027451629638671874
20241103-01:55:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:55:10 test_accuracy 826 model 4 nb_correct 2323 / 2500 (92.92%)
20241103-01:55:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:55:10 test_accuracy 826 model 1 nb_correct 2333 / 2500 (93.32%)
20241103-01:55:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:55:20 wrote ae_*.pth
20241103-01:55:20 epoch_duration 2min45s next_finish 01:58:06
20241103-01:55:20 wrote state.pth
20241103-01:55:20 --- epoch 827 ----------------------------------------
20241103-01:55:20 current_test_accuracies 0.9644 0.9332 0.9540 0.9540 0.9292
20241103-01:55:20 nb_c_quizzes 30033
20241103-01:55:20 weakest_accuracies [0.9292, 0.9332]
20241103-01:55:20 dummy_rand tensor([0.6905])
20241103-01:55:20 dummy_rand tensor([0.6461])
20241103-01:55:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:55:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:57:52 train_loss 827 model 4 0.03448203659057617
20241103-01:57:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:57:52 train_loss 827 model 1 0.03474932289123535
20241103-01:57:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:57:54 test_loss 827 model 4 0.027710151672363282
20241103-01:57:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:57:54 test_loss 827 model 1 0.02773834228515625
20241103-01:57:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-01:57:57 test_accuracy 827 model 4 nb_correct 2347 / 2500 (93.88%)
20241103-01:57:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:57:57 test_accuracy 827 model 1 nb_correct 2329 / 2500 (93.16%)
20241103-01:57:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-01:58:06 wrote ae_*.pth
20241103-01:58:06 epoch_duration 2min46s next_finish 02:00:52
20241103-01:58:06 wrote state.pth
20241103-01:58:06 --- epoch 828 ----------------------------------------
20241103-01:58:06 current_test_accuracies 0.9644 0.9316 0.9540 0.9540 0.9388
20241103-01:58:06 nb_c_quizzes 30033
20241103-01:58:06 weakest_accuracies [0.9316, 0.9388]
20241103-01:58:06 dummy_rand tensor([0.8172])
20241103-01:58:06 dummy_rand tensor([0.7866])
20241103-01:58:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-01:58:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:00:38 train_loss 828 model 1 0.034290359497070315
20241103-02:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:00:38 train_loss 828 model 4 0.034952804565429686
20241103-02:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:00:40 test_loss 828 model 1 0.02671905517578125
20241103-02:00:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:00:40 test_loss 828 model 4 0.027094497680664062
20241103-02:00:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:00:43 test_accuracy 828 model 1 nb_correct 2314 / 2500 (92.56%)
20241103-02:00:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:00:43 test_accuracy 828 model 4 nb_correct 2302 / 2500 (92.08%)
20241103-02:00:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:00:52 wrote ae_*.pth
20241103-02:00:52 epoch_duration 2min46s next_finish 02:03:38
20241103-02:00:52 wrote state.pth
20241103-02:00:52 --- epoch 829 ----------------------------------------
20241103-02:00:52 current_test_accuracies 0.9644 0.9256 0.9540 0.9540 0.9208
20241103-02:00:52 nb_c_quizzes 30033
20241103-02:00:52 weakest_accuracies [0.9208, 0.9256]
20241103-02:00:52 dummy_rand tensor([0.1422])
20241103-02:00:52 dummy_rand tensor([0.0118])
20241103-02:00:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:00:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:03:24 train_loss 829 model 4 0.034291969299316404
20241103-02:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:03:24 train_loss 829 model 1 0.03430543518066406
20241103-02:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:03:26 test_loss 829 model 4 0.03039070129394531
20241103-02:03:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:03:26 test_loss 829 model 1 0.028486099243164063
20241103-02:03:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:03:29 test_accuracy 829 model 4 nb_correct 2354 / 2500 (94.16%)
20241103-02:03:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:03:29 test_accuracy 829 model 1 nb_correct 2321 / 2500 (92.84%)
20241103-02:03:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:03:38 wrote ae_*.pth
20241103-02:03:38 epoch_duration 2min45s next_finish 02:06:24
20241103-02:03:38 wrote state.pth
20241103-02:03:38 --- epoch 830 ----------------------------------------
20241103-02:03:38 current_test_accuracies 0.9644 0.9284 0.9540 0.9540 0.9416
20241103-02:03:38 nb_c_quizzes 30033
20241103-02:03:38 weakest_accuracies [0.9284, 0.9416]
20241103-02:03:38 dummy_rand tensor([0.0429])
20241103-02:03:38 dummy_rand tensor([0.9890])
20241103-02:03:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:03:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:06:10 train_loss 830 model 1 0.03417415618896484
20241103-02:06:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:06:10 train_loss 830 model 4 0.03425249099731445
20241103-02:06:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:06:13 test_loss 830 model 1 0.029608669281005858
20241103-02:06:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:06:13 test_loss 830 model 4 0.029246978759765625
20241103-02:06:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:06:15 test_accuracy 830 model 1 nb_correct 2312 / 2500 (92.48%)
20241103-02:06:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:06:15 test_accuracy 830 model 4 nb_correct 2327 / 2500 (93.08%)
20241103-02:06:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:06:25 wrote ae_*.pth
20241103-02:06:25 epoch_duration 2min46s next_finish 02:09:11
20241103-02:06:25 wrote state.pth
20241103-02:06:25 --- epoch 831 ----------------------------------------
20241103-02:06:25 current_test_accuracies 0.9644 0.9248 0.9540 0.9540 0.9308
20241103-02:06:25 nb_c_quizzes 30033
20241103-02:06:25 weakest_accuracies [0.9248, 0.9308]
20241103-02:06:25 dummy_rand tensor([0.1699])
20241103-02:06:25 dummy_rand tensor([0.2701])
20241103-02:06:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:06:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:08:57 train_loss 831 model 1 0.034580501556396484
20241103-02:08:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:08:57 train_loss 831 model 4 0.033452335357666015
20241103-02:08:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:08:59 test_loss 831 model 1 0.028929443359375
20241103-02:08:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:08:59 test_loss 831 model 4 0.029225311279296874
20241103-02:08:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:09:01 test_accuracy 831 model 1 nb_correct 2319 / 2500 (92.76%)
20241103-02:09:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:09:01 test_accuracy 831 model 4 nb_correct 2300 / 2500 (92.00%)
20241103-02:09:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:09:11 wrote ae_*.pth
20241103-02:09:11 epoch_duration 2min46s next_finish 02:11:57
20241103-02:09:11 wrote state.pth
20241103-02:09:11 --- epoch 832 ----------------------------------------
20241103-02:09:11 current_test_accuracies 0.9644 0.9276 0.9540 0.9540 0.9200
20241103-02:09:11 nb_c_quizzes 30033
20241103-02:09:11 weakest_accuracies [0.92, 0.9276]
20241103-02:09:11 dummy_rand tensor([0.8443])
20241103-02:09:11 dummy_rand tensor([0.5106])
20241103-02:09:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:09:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:11:43 train_loss 832 model 4 0.03467984008789062
20241103-02:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:11:43 train_loss 832 model 1 0.034259456634521485
20241103-02:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:11:45 test_loss 832 model 4 0.02801727294921875
20241103-02:11:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:11:45 test_loss 832 model 1 0.0309539794921875
20241103-02:11:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:11:47 test_accuracy 832 model 4 nb_correct 2312 / 2500 (92.48%)
20241103-02:11:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:11:47 test_accuracy 832 model 1 nb_correct 2341 / 2500 (93.64%)
20241103-02:11:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:11:57 wrote ae_*.pth
20241103-02:11:57 epoch_duration 2min46s next_finish 02:14:43
20241103-02:11:57 wrote state.pth
20241103-02:11:57 --- epoch 833 ----------------------------------------
20241103-02:11:57 current_test_accuracies 0.9644 0.9364 0.9540 0.9540 0.9248
20241103-02:11:57 nb_c_quizzes 30033
20241103-02:11:57 weakest_accuracies [0.9248, 0.9364]
20241103-02:11:57 dummy_rand tensor([0.0165])
20241103-02:11:57 dummy_rand tensor([0.6076])
20241103-02:11:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:11:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:14:29 train_loss 833 model 4 0.03425878524780274
20241103-02:14:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:14:29 train_loss 833 model 1 0.034557172775268555
20241103-02:14:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:14:31 test_loss 833 model 4 0.02617534637451172
20241103-02:14:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:14:31 test_loss 833 model 1 0.028613128662109376
20241103-02:14:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:14:33 test_accuracy 833 model 4 nb_correct 2371 / 2500 (94.84%)
20241103-02:14:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:14:34 test_accuracy 833 model 1 nb_correct 2367 / 2500 (94.68%)
20241103-02:14:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:14:43 wrote ae_*.pth
20241103-02:14:43 epoch_duration 2min46s next_finish 02:17:29
20241103-02:14:43 wrote state.pth
20241103-02:14:43 --- epoch 834 ----------------------------------------
20241103-02:14:43 current_test_accuracies 0.9644 0.9468 0.9540 0.9540 0.9484
20241103-02:14:43 nb_c_quizzes 30033
20241103-02:14:43 weakest_accuracies [0.9468, 0.9484]
20241103-02:14:43 dummy_rand tensor([0.7825])
20241103-02:14:43 dummy_rand tensor([0.0587])
20241103-02:14:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:14:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:17:15 train_loss 834 model 4 0.033289878845214844
20241103-02:17:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:17:15 train_loss 834 model 1 0.0338740348815918
20241103-02:17:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:17:18 test_loss 834 model 1 0.030029144287109375
20241103-02:17:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:17:18 test_loss 834 model 4 0.030310630798339844
20241103-02:17:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:17:20 test_accuracy 834 model 1 nb_correct 2346 / 2500 (93.84%)
20241103-02:17:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:17:20 test_accuracy 834 model 4 nb_correct 2313 / 2500 (92.52%)
20241103-02:17:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:17:30 wrote ae_*.pth
20241103-02:17:30 epoch_duration 2min46s next_finish 02:20:16
20241103-02:17:30 wrote state.pth
20241103-02:17:30 --- epoch 835 ----------------------------------------
20241103-02:17:30 current_test_accuracies 0.9644 0.9384 0.9540 0.9540 0.9252
20241103-02:17:30 nb_c_quizzes 30033
20241103-02:17:30 weakest_accuracies [0.9252, 0.9384]
20241103-02:17:30 dummy_rand tensor([0.6951])
20241103-02:17:30 dummy_rand tensor([0.3888])
20241103-02:17:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:17:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:20:02 train_loss 835 model 4 0.034877141237258914
20241103-02:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:20:02 train_loss 835 model 1 0.03445871353149414
20241103-02:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:20:04 test_loss 835 model 4 0.028166275024414062
20241103-02:20:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:20:04 test_loss 835 model 1 0.030204696655273436
20241103-02:20:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:20:06 test_accuracy 835 model 4 nb_correct 2262 / 2500 (90.48%)
20241103-02:20:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:20:06 test_accuracy 835 model 1 nb_correct 2378 / 2500 (95.12%)
20241103-02:20:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:20:16 wrote ae_*.pth
20241103-02:20:16 epoch_duration 2min46s next_finish 02:23:02
20241103-02:20:16 wrote state.pth
20241103-02:20:16 --- epoch 836 ----------------------------------------
20241103-02:20:16 current_test_accuracies 0.9644 0.9512 0.9540 0.9540 0.9048
20241103-02:20:16 nb_c_quizzes 30033
20241103-02:20:16 weakest_accuracies [0.9048, 0.9512]
20241103-02:20:16 dummy_rand tensor([0.1752])
20241103-02:20:16 dummy_rand tensor([0.2043])
20241103-02:20:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:20:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:22:48 train_loss 836 model 1 0.03444319152832031
20241103-02:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:22:48 train_loss 836 model 4 0.03447368621826172
20241103-02:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:22:50 test_loss 836 model 1 0.02881904602050781
20241103-02:22:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:22:50 test_loss 836 model 4 0.030096588134765626
20241103-02:22:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:22:52 test_accuracy 836 model 1 nb_correct 2357 / 2500 (94.28%)
20241103-02:22:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:22:52 test_accuracy 836 model 4 nb_correct 2343 / 2500 (93.72%)
20241103-02:22:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:23:02 wrote ae_*.pth
20241103-02:23:02 epoch_duration 2min46s next_finish 02:25:48
20241103-02:23:02 wrote state.pth
20241103-02:23:02 --- epoch 837 ----------------------------------------
20241103-02:23:02 current_test_accuracies 0.9644 0.9428 0.9540 0.9540 0.9372
20241103-02:23:02 nb_c_quizzes 30033
20241103-02:23:02 weakest_accuracies [0.9372, 0.9428]
20241103-02:23:02 dummy_rand tensor([0.3268])
20241103-02:23:02 dummy_rand tensor([0.7431])
20241103-02:23:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:23:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:25:34 train_loss 837 model 4 0.034097869873046874
20241103-02:25:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:25:34 train_loss 837 model 1 0.034174911499023436
20241103-02:25:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:25:36 test_loss 837 model 4 0.027403335571289062
20241103-02:25:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:25:36 test_loss 837 model 1 0.02595489501953125
20241103-02:25:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:25:38 test_accuracy 837 model 4 nb_correct 2348 / 2500 (93.92%)
20241103-02:25:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:25:38 test_accuracy 837 model 1 nb_correct 2319 / 2500 (92.76%)
20241103-02:25:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:25:48 wrote ae_*.pth
20241103-02:25:48 epoch_duration 2min46s next_finish 02:28:34
20241103-02:25:48 wrote state.pth
20241103-02:25:48 --- epoch 838 ----------------------------------------
20241103-02:25:48 current_test_accuracies 0.9644 0.9276 0.9540 0.9540 0.9392
20241103-02:25:48 nb_c_quizzes 30033
20241103-02:25:48 weakest_accuracies [0.9276, 0.9392]
20241103-02:25:48 dummy_rand tensor([0.5172])
20241103-02:25:48 dummy_rand tensor([0.5000])
20241103-02:25:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:25:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:28:20 train_loss 838 model 1 0.03412300109863281
20241103-02:28:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:28:20 train_loss 838 model 4 0.0339071044921875
20241103-02:28:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:28:22 test_loss 838 model 1 0.028335990905761718
20241103-02:28:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:28:22 test_loss 838 model 4 0.029205703735351564
20241103-02:28:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:28:24 test_accuracy 838 model 1 nb_correct 2339 / 2500 (93.56%)
20241103-02:28:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:28:25 test_accuracy 838 model 4 nb_correct 2294 / 2500 (91.76%)
20241103-02:28:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:28:34 wrote ae_*.pth
20241103-02:28:34 epoch_duration 2min46s next_finish 02:31:20
20241103-02:28:34 wrote state.pth
20241103-02:28:34 --- epoch 839 ----------------------------------------
20241103-02:28:34 current_test_accuracies 0.9644 0.9356 0.9540 0.9540 0.9176
20241103-02:28:34 nb_c_quizzes 30033
20241103-02:28:34 weakest_accuracies [0.9176, 0.9356]
20241103-02:28:34 dummy_rand tensor([0.4923])
20241103-02:28:34 dummy_rand tensor([0.5176])
20241103-02:28:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:28:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:31:06 train_loss 839 model 4 0.03389655685424805
20241103-02:31:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:31:06 train_loss 839 model 1 0.03401868438720703
20241103-02:31:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:31:08 test_loss 839 model 4 0.025634689331054686
20241103-02:31:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:31:08 test_loss 839 model 1 0.031133460998535156
20241103-02:31:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:31:11 test_accuracy 839 model 4 nb_correct 2269 / 2500 (90.76%)
20241103-02:31:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:31:11 test_accuracy 839 model 1 nb_correct 2320 / 2500 (92.80%)
20241103-02:31:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:31:20 wrote ae_*.pth
20241103-02:31:20 epoch_duration 2min46s next_finish 02:34:06
20241103-02:31:20 wrote state.pth
20241103-02:31:20 --- epoch 840 ----------------------------------------
20241103-02:31:20 current_test_accuracies 0.9644 0.9280 0.9540 0.9540 0.9076
20241103-02:31:20 nb_c_quizzes 30033
20241103-02:31:20 weakest_accuracies [0.9076, 0.928]
20241103-02:31:20 dummy_rand tensor([0.6629])
20241103-02:31:20 dummy_rand tensor([0.0394])
20241103-02:31:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:31:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:33:52 train_loss 840 model 4 0.03482793045043946
20241103-02:33:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:33:52 train_loss 840 model 1 0.033686410903930666
20241103-02:33:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:33:54 test_loss 840 model 4 0.029799041748046876
20241103-02:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:33:54 test_loss 840 model 1 0.0267333984375
20241103-02:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:33:57 test_accuracy 840 model 4 nb_correct 2297 / 2500 (91.88%)
20241103-02:33:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:33:57 test_accuracy 840 model 1 nb_correct 2363 / 2500 (94.52%)
20241103-02:33:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:34:06 wrote ae_*.pth
20241103-02:34:06 epoch_duration 2min45s next_finish 02:36:52
20241103-02:34:06 wrote state.pth
20241103-02:34:06 --- epoch 841 ----------------------------------------
20241103-02:34:06 current_test_accuracies 0.9644 0.9452 0.9540 0.9540 0.9188
20241103-02:34:06 nb_c_quizzes 30033
20241103-02:34:06 weakest_accuracies [0.9188, 0.9452]
20241103-02:34:06 dummy_rand tensor([0.9194])
20241103-02:34:06 dummy_rand tensor([0.1788])
20241103-02:34:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:34:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:36:38 train_loss 841 model 4 0.03410137939453125
20241103-02:36:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:36:38 train_loss 841 model 1 0.03361590957641602
20241103-02:36:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:36:40 test_loss 841 model 4 0.028956851959228515
20241103-02:36:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:36:40 test_loss 841 model 1 0.02744232177734375
20241103-02:36:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:36:42 test_accuracy 841 model 4 nb_correct 2338 / 2500 (93.52%)
20241103-02:36:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:36:43 test_accuracy 841 model 1 nb_correct 2293 / 2500 (91.72%)
20241103-02:36:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:36:52 wrote ae_*.pth
20241103-02:36:52 epoch_duration 2min45s next_finish 02:39:38
20241103-02:36:52 wrote state.pth
20241103-02:36:52 --- epoch 842 ----------------------------------------
20241103-02:36:52 current_test_accuracies 0.9644 0.9172 0.9540 0.9540 0.9352
20241103-02:36:52 nb_c_quizzes 30033
20241103-02:36:52 weakest_accuracies [0.9172, 0.9352]
20241103-02:36:52 dummy_rand tensor([0.5162])
20241103-02:36:52 dummy_rand tensor([0.2368])
20241103-02:36:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:36:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:39:24 train_loss 842 model 1 0.03401445198059082
20241103-02:39:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:39:24 train_loss 842 model 4 0.034351863861083985
20241103-02:39:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:39:26 test_loss 842 model 1 0.029633026123046875
20241103-02:39:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:39:26 test_loss 842 model 4 0.03035980224609375
20241103-02:39:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:39:28 test_accuracy 842 model 1 nb_correct 2280 / 2500 (91.20%)
20241103-02:39:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:39:29 test_accuracy 842 model 4 nb_correct 2295 / 2500 (91.80%)
20241103-02:39:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:39:38 wrote ae_*.pth
20241103-02:39:38 epoch_duration 2min46s next_finish 02:42:24
20241103-02:39:38 wrote state.pth
20241103-02:39:38 --- epoch 843 ----------------------------------------
20241103-02:39:38 current_test_accuracies 0.9644 0.9120 0.9540 0.9540 0.9180
20241103-02:39:38 nb_c_quizzes 30033
20241103-02:39:38 weakest_accuracies [0.912, 0.918]
20241103-02:39:38 dummy_rand tensor([0.5263])
20241103-02:39:38 dummy_rand tensor([0.8154])
20241103-02:39:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:39:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:42:10 train_loss 843 model 4 0.03477393341064453
20241103-02:42:10 train_loss 843 model 1 0.03460163497924805
20241103-02:42:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:42:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:42:12 test_loss 843 model 4 0.028885879516601563
20241103-02:42:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:42:12 test_loss 843 model 1 0.0263616943359375
20241103-02:42:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:42:14 test_accuracy 843 model 4 nb_correct 2352 / 2500 (94.08%)
20241103-02:42:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:42:14 test_accuracy 843 model 1 nb_correct 2317 / 2500 (92.68%)
20241103-02:42:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:42:24 wrote ae_*.pth
20241103-02:42:24 epoch_duration 2min46s next_finish 02:45:10
20241103-02:42:24 wrote state.pth
20241103-02:42:24 --- epoch 844 ----------------------------------------
20241103-02:42:24 current_test_accuracies 0.9644 0.9268 0.9540 0.9540 0.9408
20241103-02:42:24 nb_c_quizzes 30033
20241103-02:42:24 weakest_accuracies [0.9268, 0.9408]
20241103-02:42:24 dummy_rand tensor([0.2630])
20241103-02:42:24 dummy_rand tensor([0.6289])
20241103-02:42:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:42:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:44:56 train_loss 844 model 4 0.03423408508300781
20241103-02:44:56 train_loss 844 model 1 0.03494277572631836
20241103-02:44:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:44:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:44:58 test_loss 844 model 4 0.030047149658203126
20241103-02:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:44:58 test_loss 844 model 1 0.0324591064453125
20241103-02:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:45:00 test_accuracy 844 model 4 nb_correct 2293 / 2500 (91.72%)
20241103-02:45:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:45:00 test_accuracy 844 model 1 nb_correct 2381 / 2500 (95.24%)
20241103-02:45:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:45:10 wrote ae_*.pth
20241103-02:45:10 epoch_duration 2min45s next_finish 02:47:56
20241103-02:45:10 wrote state.pth
20241103-02:45:10 --- epoch 845 ----------------------------------------
20241103-02:45:10 current_test_accuracies 0.9644 0.9524 0.9540 0.9540 0.9172
20241103-02:45:10 nb_c_quizzes 30033
20241103-02:45:10 weakest_accuracies [0.9172, 0.9524]
20241103-02:45:10 dummy_rand tensor([0.1943])
20241103-02:45:10 dummy_rand tensor([0.2527])
20241103-02:45:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:45:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:47:42 train_loss 845 model 4 0.034268703460693356
20241103-02:47:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:47:42 train_loss 845 model 1 0.03422734260559082
20241103-02:47:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:47:44 test_loss 845 model 4 0.029325103759765624
20241103-02:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:47:44 test_loss 845 model 1 0.033713150024414065
20241103-02:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:47:46 test_accuracy 845 model 4 nb_correct 2357 / 2500 (94.28%)
20241103-02:47:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:47:46 test_accuracy 845 model 1 nb_correct 2388 / 2500 (95.52%)
20241103-02:47:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:47:56 wrote ae_*.pth
20241103-02:47:56 epoch_duration 2min46s next_finish 02:50:42
20241103-02:47:56 wrote state.pth
20241103-02:47:56 --- epoch 846 ----------------------------------------
20241103-02:47:56 current_test_accuracies 0.9644 0.9552 0.9540 0.9540 0.9428
20241103-02:47:56 nb_c_quizzes 30033
20241103-02:47:56 weakest_accuracies [0.9428, 0.954]
20241103-02:47:56 dummy_rand tensor([0.6899])
20241103-02:47:56 dummy_rand tensor([0.4843])
20241103-02:47:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:47:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:50:28 train_loss 846 model 2 0.03430739212036133
20241103-02:50:28 train_loss 846 model 4 0.0346015625
20241103-02:50:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:50:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:50:30 test_loss 846 model 2 0.026045875549316408
20241103-02:50:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:50:30 test_loss 846 model 4 0.027157135009765625
20241103-02:50:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:50:33 test_accuracy 846 model 2 nb_correct 2362 / 2500 (94.48%)
20241103-02:50:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:50:33 test_accuracy 846 model 4 nb_correct 2329 / 2500 (93.16%)
20241103-02:50:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:50:42 wrote ae_*.pth
20241103-02:50:42 epoch_duration 2min46s next_finish 02:53:28
20241103-02:50:42 wrote state.pth
20241103-02:50:42 --- epoch 847 ----------------------------------------
20241103-02:50:42 current_test_accuracies 0.9644 0.9552 0.9448 0.9540 0.9316
20241103-02:50:42 nb_c_quizzes 30033
20241103-02:50:42 weakest_accuracies [0.9316, 0.9448]
20241103-02:50:42 dummy_rand tensor([0.4046])
20241103-02:50:42 dummy_rand tensor([0.4318])
20241103-02:50:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:50:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:53:14 train_loss 847 model 4 0.034768736839294434
20241103-02:53:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:53:14 train_loss 847 model 2 0.035905952453613284
20241103-02:53:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:53:16 test_loss 847 model 4 0.0292303466796875
20241103-02:53:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:53:16 test_loss 847 model 2 0.02987190246582031
20241103-02:53:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:53:19 test_accuracy 847 model 4 nb_correct 2287 / 2500 (91.48%)
20241103-02:53:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:53:19 test_accuracy 847 model 2 nb_correct 2320 / 2500 (92.80%)
20241103-02:53:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:53:28 wrote ae_*.pth
20241103-02:53:28 epoch_duration 2min45s next_finish 02:56:14
20241103-02:53:28 wrote state.pth
20241103-02:53:28 --- epoch 848 ----------------------------------------
20241103-02:53:28 current_test_accuracies 0.9644 0.9552 0.9280 0.9540 0.9148
20241103-02:53:28 nb_c_quizzes 30033
20241103-02:53:28 weakest_accuracies [0.9148, 0.928]
20241103-02:53:28 dummy_rand tensor([0.4137])
20241103-02:53:28 dummy_rand tensor([0.7429])
20241103-02:53:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:53:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:56:00 train_loss 848 model 2 0.034475997924804686
20241103-02:56:00 train_loss 848 model 4 0.03530247497558594
20241103-02:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:56:02 test_loss 848 model 2 0.0275927734375
20241103-02:56:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:56:02 test_loss 848 model 4 0.030296630859375
20241103-02:56:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:56:05 test_accuracy 848 model 2 nb_correct 2353 / 2500 (94.12%)
20241103-02:56:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:56:05 test_accuracy 848 model 4 nb_correct 2317 / 2500 (92.68%)
20241103-02:56:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:56:14 wrote ae_*.pth
20241103-02:56:14 epoch_duration 2min46s next_finish 02:59:01
20241103-02:56:15 wrote state.pth
20241103-02:56:15 --- epoch 849 ----------------------------------------
20241103-02:56:15 current_test_accuracies 0.9644 0.9552 0.9412 0.9540 0.9268
20241103-02:56:15 nb_c_quizzes 30033
20241103-02:56:15 weakest_accuracies [0.9268, 0.9412]
20241103-02:56:15 dummy_rand tensor([0.9879])
20241103-02:56:15 dummy_rand tensor([0.0531])
20241103-02:56:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:56:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:58:46 train_loss 849 model 4 0.03413043212890625
20241103-02:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:58:46 train_loss 849 model 2 0.03532577133178711
20241103-02:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:58:49 test_loss 849 model 4 0.03027456283569336
20241103-02:58:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:58:49 test_loss 849 model 2 0.02824775695800781
20241103-02:58:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-02:58:51 test_accuracy 849 model 4 nb_correct 2280 / 2500 (91.20%)
20241103-02:58:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:58:51 test_accuracy 849 model 2 nb_correct 2301 / 2500 (92.04%)
20241103-02:58:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-02:59:00 wrote ae_*.pth
20241103-02:59:00 epoch_duration 2min45s next_finish 03:01:46
20241103-02:59:01 wrote state.pth
20241103-02:59:01 --- epoch 850 ----------------------------------------
20241103-02:59:01 current_test_accuracies 0.9644 0.9552 0.9204 0.9540 0.9120
20241103-02:59:01 nb_c_quizzes 30033
20241103-02:59:01 weakest_accuracies [0.912, 0.9204]
20241103-02:59:01 dummy_rand tensor([0.7593])
20241103-02:59:01 dummy_rand tensor([0.8125])
20241103-02:59:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-02:59:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:01:32 train_loss 850 model 4 0.03394745635986328
20241103-03:01:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:01:32 train_loss 850 model 2 0.034954936981201175
20241103-03:01:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:01:35 test_loss 850 model 4 0.02887451171875
20241103-03:01:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:01:35 test_loss 850 model 2 0.025424957275390625
20241103-03:01:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:01:37 test_accuracy 850 model 4 nb_correct 2356 / 2500 (94.24%)
20241103-03:01:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:01:37 test_accuracy 850 model 2 nb_correct 2287 / 2500 (91.48%)
20241103-03:01:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:01:46 wrote ae_*.pth
20241103-03:01:46 epoch_duration 2min45s next_finish 03:04:32
20241103-03:01:46 wrote state.pth
20241103-03:01:46 --- epoch 851 ----------------------------------------
20241103-03:01:46 current_test_accuracies 0.9644 0.9552 0.9148 0.9540 0.9424
20241103-03:01:46 nb_c_quizzes 30033
20241103-03:01:46 weakest_accuracies [0.9148, 0.9424]
20241103-03:01:46 dummy_rand tensor([0.7592])
20241103-03:01:46 dummy_rand tensor([0.7581])
20241103-03:01:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:01:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:04:18 train_loss 851 model 2 0.03602555465698242
20241103-03:04:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:04:18 train_loss 851 model 4 0.03421274948120117
20241103-03:04:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:04:21 test_loss 851 model 2 0.029933624267578125
20241103-03:04:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:04:21 test_loss 851 model 4 0.02989219665527344
20241103-03:04:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:04:23 test_accuracy 851 model 2 nb_correct 2276 / 2500 (91.04%)
20241103-03:04:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:04:23 test_accuracy 851 model 4 nb_correct 2344 / 2500 (93.76%)
20241103-03:04:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:04:32 wrote ae_*.pth
20241103-03:04:32 epoch_duration 2min45s next_finish 03:07:18
20241103-03:04:32 wrote state.pth
20241103-03:04:32 --- epoch 852 ----------------------------------------
20241103-03:04:32 current_test_accuracies 0.9644 0.9552 0.9104 0.9540 0.9376
20241103-03:04:32 nb_c_quizzes 30033
20241103-03:04:32 weakest_accuracies [0.9104, 0.9376]
20241103-03:04:32 dummy_rand tensor([0.6743])
20241103-03:04:32 dummy_rand tensor([0.6221])
20241103-03:04:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:04:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:07:04 train_loss 852 model 2 0.0344951171875
20241103-03:07:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:07:04 train_loss 852 model 4 0.034118412017822265
20241103-03:07:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:07:06 test_loss 852 model 2 0.029579277038574218
20241103-03:07:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:07:07 test_loss 852 model 4 0.027664222717285157
20241103-03:07:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:07:09 test_accuracy 852 model 2 nb_correct 2302 / 2500 (92.08%)
20241103-03:07:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:07:09 test_accuracy 852 model 4 nb_correct 2370 / 2500 (94.80%)
20241103-03:07:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:07:18 wrote ae_*.pth
20241103-03:07:18 epoch_duration 2min46s next_finish 03:10:04
20241103-03:07:19 wrote state.pth
20241103-03:07:19 --- epoch 853 ----------------------------------------
20241103-03:07:19 current_test_accuracies 0.9644 0.9552 0.9208 0.9540 0.9480
20241103-03:07:19 nb_c_quizzes 30033
20241103-03:07:19 weakest_accuracies [0.9208, 0.948]
20241103-03:07:19 dummy_rand tensor([0.9363])
20241103-03:07:19 dummy_rand tensor([0.6536])
20241103-03:07:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:07:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:09:50 train_loss 853 model 2 0.03540261459350586
20241103-03:09:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:09:50 train_loss 853 model 4 0.034678462028503415
20241103-03:09:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:09:52 test_loss 853 model 2 0.02617462158203125
20241103-03:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:09:52 test_loss 853 model 4 0.026613845825195312
20241103-03:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:09:55 test_accuracy 853 model 2 nb_correct 2293 / 2500 (91.72%)
20241103-03:09:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:09:55 test_accuracy 853 model 4 nb_correct 2357 / 2500 (94.28%)
20241103-03:09:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:10:04 wrote ae_*.pth
20241103-03:10:04 epoch_duration 2min45s next_finish 03:12:50
20241103-03:10:04 wrote state.pth
20241103-03:10:04 --- epoch 854 ----------------------------------------
20241103-03:10:04 current_test_accuracies 0.9644 0.9552 0.9172 0.9540 0.9428
20241103-03:10:04 nb_c_quizzes 30033
20241103-03:10:04 weakest_accuracies [0.9172, 0.9428]
20241103-03:10:04 dummy_rand tensor([0.7858])
20241103-03:10:04 dummy_rand tensor([0.1045])
20241103-03:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:12:36 train_loss 854 model 4 0.034160049438476565
20241103-03:12:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:12:36 train_loss 854 model 2 0.03546490478515625
20241103-03:12:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:12:38 test_loss 854 model 4 0.029051055908203127
20241103-03:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:12:38 test_loss 854 model 2 0.02671028137207031
20241103-03:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:12:40 test_accuracy 854 model 4 nb_correct 2340 / 2500 (93.60%)
20241103-03:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:12:40 test_accuracy 854 model 2 nb_correct 2340 / 2500 (93.60%)
20241103-03:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:12:50 wrote ae_*.pth
20241103-03:12:50 epoch_duration 2min46s next_finish 03:15:36
20241103-03:12:50 wrote state.pth
20241103-03:12:50 --- epoch 855 ----------------------------------------
20241103-03:12:50 current_test_accuracies 0.9644 0.9552 0.9360 0.9540 0.9360
20241103-03:12:50 nb_c_quizzes 30033
20241103-03:12:50 weakest_accuracies [0.936, 0.936]
20241103-03:12:50 dummy_rand tensor([0.7812])
20241103-03:12:50 dummy_rand tensor([0.3917])
20241103-03:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:15:22 train_loss 855 model 2 0.03497976303100586
20241103-03:15:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:15:22 train_loss 855 model 4 0.03389391708374023
20241103-03:15:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:15:24 test_loss 855 model 2 0.03274673461914063
20241103-03:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:15:24 test_loss 855 model 4 0.028352584838867188
20241103-03:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:15:26 test_accuracy 855 model 2 nb_correct 2260 / 2500 (90.40%)
20241103-03:15:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:15:27 test_accuracy 855 model 4 nb_correct 2324 / 2500 (92.96%)
20241103-03:15:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:15:36 wrote ae_*.pth
20241103-03:15:36 epoch_duration 2min45s next_finish 03:18:22
20241103-03:15:36 wrote state.pth
20241103-03:15:36 --- epoch 856 ----------------------------------------
20241103-03:15:36 current_test_accuracies 0.9644 0.9552 0.9040 0.9540 0.9296
20241103-03:15:36 nb_c_quizzes 30033
20241103-03:15:36 weakest_accuracies [0.904, 0.9296]
20241103-03:15:36 dummy_rand tensor([0.8510])
20241103-03:15:36 dummy_rand tensor([0.8517])
20241103-03:15:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:15:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:18:08 train_loss 856 model 4 0.033754241943359374
20241103-03:18:08 train_loss 856 model 2 0.035118553161621095
20241103-03:18:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:18:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:18:10 test_loss 856 model 4 0.02859283447265625
20241103-03:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:18:10 test_loss 856 model 2 0.0294537353515625
20241103-03:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:18:12 test_accuracy 856 model 4 nb_correct 2331 / 2500 (93.24%)
20241103-03:18:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:18:12 test_accuracy 856 model 2 nb_correct 2300 / 2500 (92.00%)
20241103-03:18:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:18:22 wrote ae_*.pth
20241103-03:18:22 epoch_duration 2min45s next_finish 03:21:08
20241103-03:18:22 wrote state.pth
20241103-03:18:22 --- epoch 857 ----------------------------------------
20241103-03:18:22 current_test_accuracies 0.9644 0.9552 0.9200 0.9540 0.9324
20241103-03:18:22 nb_c_quizzes 30033
20241103-03:18:22 weakest_accuracies [0.92, 0.9324]
20241103-03:18:22 dummy_rand tensor([0.8208])
20241103-03:18:22 dummy_rand tensor([0.5075])
20241103-03:18:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:18:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:20:54 train_loss 857 model 4 0.03384995031356811
20241103-03:20:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:20:54 train_loss 857 model 2 0.03525910758972168
20241103-03:20:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:20:56 test_loss 857 model 4 0.02946258544921875
20241103-03:20:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:20:56 test_loss 857 model 2 0.029014778137207032
20241103-03:20:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:20:58 test_accuracy 857 model 4 nb_correct 2326 / 2500 (93.04%)
20241103-03:20:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:20:58 test_accuracy 857 model 2 nb_correct 2250 / 2500 (90.00%)
20241103-03:20:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:21:08 wrote ae_*.pth
20241103-03:21:08 epoch_duration 2min45s next_finish 03:23:54
20241103-03:21:08 wrote state.pth
20241103-03:21:08 --- epoch 858 ----------------------------------------
20241103-03:21:08 current_test_accuracies 0.9644 0.9552 0.9000 0.9540 0.9304
20241103-03:21:08 nb_c_quizzes 30033
20241103-03:21:08 weakest_accuracies [0.9, 0.9304]
20241103-03:21:08 dummy_rand tensor([0.3003])
20241103-03:21:08 dummy_rand tensor([0.0972])
20241103-03:21:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:21:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:23:40 train_loss 858 model 2 0.03578486251831055
20241103-03:23:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:23:40 train_loss 858 model 4 0.03439259338378906
20241103-03:23:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:23:42 test_loss 858 model 2 0.028864402770996094
20241103-03:23:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:23:42 test_loss 858 model 4 0.028281784057617186
20241103-03:23:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:23:44 test_accuracy 858 model 2 nb_correct 2374 / 2500 (94.96%)
20241103-03:23:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:23:44 test_accuracy 858 model 4 nb_correct 2359 / 2500 (94.36%)
20241103-03:23:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:23:54 wrote ae_*.pth
20241103-03:23:54 epoch_duration 2min45s next_finish 03:26:40
20241103-03:23:54 wrote state.pth
20241103-03:23:54 --- epoch 859 ----------------------------------------
20241103-03:23:54 current_test_accuracies 0.9644 0.9552 0.9496 0.9540 0.9436
20241103-03:23:54 nb_c_quizzes 30033
20241103-03:23:54 weakest_accuracies [0.9436, 0.9496]
20241103-03:23:54 dummy_rand tensor([0.0715])
20241103-03:23:54 dummy_rand tensor([0.1156])
20241103-03:23:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:23:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:26:26 train_loss 859 model 2 0.0350897331237793
20241103-03:26:26 train_loss 859 model 4 0.03362663841247559
20241103-03:26:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:26:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:26:28 test_loss 859 model 2 0.02989616394042969
20241103-03:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:26:28 test_loss 859 model 4 0.03106658935546875
20241103-03:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:26:30 test_accuracy 859 model 2 nb_correct 2331 / 2500 (93.24%)
20241103-03:26:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:26:30 test_accuracy 859 model 4 nb_correct 2316 / 2500 (92.64%)
20241103-03:26:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:26:40 wrote ae_*.pth
20241103-03:26:40 epoch_duration 2min46s next_finish 03:29:26
20241103-03:26:40 wrote state.pth
20241103-03:26:40 --- epoch 860 ----------------------------------------
20241103-03:26:40 current_test_accuracies 0.9644 0.9552 0.9324 0.9540 0.9264
20241103-03:26:40 nb_c_quizzes 30033
20241103-03:26:40 weakest_accuracies [0.9264, 0.9324]
20241103-03:26:40 dummy_rand tensor([0.9778])
20241103-03:26:40 dummy_rand tensor([0.6075])
20241103-03:26:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:26:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:29:12 train_loss 860 model 4 0.03365790176391602
20241103-03:29:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:29:12 train_loss 860 model 2 0.035852903366088866
20241103-03:29:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:29:14 test_loss 860 model 4 0.030425949096679686
20241103-03:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:29:14 test_loss 860 model 2 0.027054462432861328
20241103-03:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:29:16 test_accuracy 860 model 4 nb_correct 2313 / 2500 (92.52%)
20241103-03:29:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:29:17 test_accuracy 860 model 2 nb_correct 2329 / 2500 (93.16%)
20241103-03:29:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:29:26 wrote ae_*.pth
20241103-03:29:26 epoch_duration 2min46s next_finish 03:32:13
20241103-03:29:27 wrote state.pth
20241103-03:29:27 --- epoch 861 ----------------------------------------
20241103-03:29:27 current_test_accuracies 0.9644 0.9552 0.9316 0.9540 0.9252
20241103-03:29:27 nb_c_quizzes 30033
20241103-03:29:27 weakest_accuracies [0.9252, 0.9316]
20241103-03:29:27 dummy_rand tensor([0.5550])
20241103-03:29:27 dummy_rand tensor([0.3341])
20241103-03:29:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:29:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:31:58 train_loss 861 model 2 0.035726703643798825
20241103-03:31:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:31:58 train_loss 861 model 4 0.03429683685302734
20241103-03:31:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:32:00 test_loss 861 model 2 0.029000701904296874
20241103-03:32:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:32:01 test_loss 861 model 4 0.02664316654205322
20241103-03:32:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:32:03 test_accuracy 861 model 2 nb_correct 2287 / 2500 (91.48%)
20241103-03:32:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:32:03 test_accuracy 861 model 4 nb_correct 2338 / 2500 (93.52%)
20241103-03:32:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:32:12 wrote ae_*.pth
20241103-03:32:12 epoch_duration 2min46s next_finish 03:34:58
20241103-03:32:13 wrote state.pth
20241103-03:32:13 --- epoch 862 ----------------------------------------
20241103-03:32:13 current_test_accuracies 0.9644 0.9552 0.9148 0.9540 0.9352
20241103-03:32:13 nb_c_quizzes 30033
20241103-03:32:13 weakest_accuracies [0.9148, 0.9352]
20241103-03:32:13 dummy_rand tensor([0.0210])
20241103-03:32:13 dummy_rand tensor([0.5487])
20241103-03:32:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:32:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:34:44 train_loss 862 model 2 0.035022451400756834
20241103-03:34:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:34:44 train_loss 862 model 4 0.03450804328918457
20241103-03:34:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:34:47 test_loss 862 model 2 0.031938934326171876
20241103-03:34:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:34:47 test_loss 862 model 4 0.031585693359375
20241103-03:34:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:34:49 test_accuracy 862 model 2 nb_correct 2332 / 2500 (93.28%)
20241103-03:34:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:34:49 test_accuracy 862 model 4 nb_correct 2358 / 2500 (94.32%)
20241103-03:34:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:34:59 wrote ae_*.pth
20241103-03:34:59 epoch_duration 2min46s next_finish 03:37:45
20241103-03:34:59 wrote state.pth
20241103-03:34:59 --- epoch 863 ----------------------------------------
20241103-03:34:59 current_test_accuracies 0.9644 0.9552 0.9328 0.9540 0.9432
20241103-03:34:59 nb_c_quizzes 30033
20241103-03:34:59 weakest_accuracies [0.9328, 0.9432]
20241103-03:34:59 dummy_rand tensor([0.1826])
20241103-03:34:59 dummy_rand tensor([0.0582])
20241103-03:34:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:34:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:37:31 train_loss 863 model 2 0.03614367294311523
20241103-03:37:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:37:31 train_loss 863 model 4 0.0345191650390625
20241103-03:37:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:37:33 test_loss 863 model 2 0.028831872940063476
20241103-03:37:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:37:33 test_loss 863 model 4 0.027758941650390626
20241103-03:37:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:37:35 test_accuracy 863 model 2 nb_correct 2324 / 2500 (92.96%)
20241103-03:37:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:37:36 test_accuracy 863 model 4 nb_correct 2350 / 2500 (94.00%)
20241103-03:37:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:37:45 wrote ae_*.pth
20241103-03:37:45 epoch_duration 2min46s next_finish 03:40:32
20241103-03:37:45 wrote state.pth
20241103-03:37:45 --- epoch 864 ----------------------------------------
20241103-03:37:45 current_test_accuracies 0.9644 0.9552 0.9296 0.9540 0.9400
20241103-03:37:45 nb_c_quizzes 30033
20241103-03:37:45 weakest_accuracies [0.9296, 0.94]
20241103-03:37:45 dummy_rand tensor([0.4414])
20241103-03:37:45 dummy_rand tensor([0.5121])
20241103-03:37:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:37:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:40:17 train_loss 864 model 2 0.034927671432495117
20241103-03:40:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:40:17 train_loss 864 model 4 0.03400127410888672
20241103-03:40:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:40:19 test_loss 864 model 2 0.025606155395507812
20241103-03:40:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:40:19 test_loss 864 model 4 0.028067626953125
20241103-03:40:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:40:21 test_accuracy 864 model 2 nb_correct 2252 / 2500 (90.08%)
20241103-03:40:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:40:22 test_accuracy 864 model 4 nb_correct 2307 / 2500 (92.28%)
20241103-03:40:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:40:31 wrote ae_*.pth
20241103-03:40:31 epoch_duration 2min45s next_finish 03:43:17
20241103-03:40:31 wrote state.pth
20241103-03:40:31 --- epoch 865 ----------------------------------------
20241103-03:40:31 current_test_accuracies 0.9644 0.9552 0.9008 0.9540 0.9228
20241103-03:40:31 nb_c_quizzes 30033
20241103-03:40:31 weakest_accuracies [0.9008, 0.9228]
20241103-03:40:31 dummy_rand tensor([0.6996])
20241103-03:40:31 dummy_rand tensor([0.6636])
20241103-03:40:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:40:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:43:03 train_loss 865 model 4 0.03377511596679687
20241103-03:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:43:03 train_loss 865 model 2 0.03548042678833008
20241103-03:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:43:05 test_loss 865 model 4 0.03020782470703125
20241103-03:43:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:43:05 test_loss 865 model 2 0.02548828125
20241103-03:43:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:43:08 test_accuracy 865 model 4 nb_correct 2296 / 2500 (91.84%)
20241103-03:43:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:43:08 test_accuracy 865 model 2 nb_correct 2350 / 2500 (94.00%)
20241103-03:43:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:43:17 wrote ae_*.pth
20241103-03:43:17 epoch_duration 2min46s next_finish 03:46:04
20241103-03:43:17 wrote state.pth
20241103-03:43:17 --- epoch 866 ----------------------------------------
20241103-03:43:17 current_test_accuracies 0.9644 0.9552 0.9400 0.9540 0.9184
20241103-03:43:17 nb_c_quizzes 30033
20241103-03:43:17 weakest_accuracies [0.9184, 0.94]
20241103-03:43:17 dummy_rand tensor([0.7465])
20241103-03:43:17 dummy_rand tensor([0.5157])
20241103-03:43:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:43:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:45:50 train_loss 866 model 2 0.03549158096313477
20241103-03:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:45:50 train_loss 866 model 4 0.03389002990722656
20241103-03:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:45:52 test_loss 866 model 2 0.02904823303222656
20241103-03:45:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:45:52 test_loss 866 model 4 0.0318353271484375
20241103-03:45:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:45:54 test_accuracy 866 model 2 nb_correct 2301 / 2500 (92.04%)
20241103-03:45:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:45:55 test_accuracy 866 model 4 nb_correct 2329 / 2500 (93.16%)
20241103-03:45:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:46:04 wrote ae_*.pth
20241103-03:46:04 epoch_duration 2min46s next_finish 03:48:51
20241103-03:46:04 wrote state.pth
20241103-03:46:04 --- epoch 867 ----------------------------------------
20241103-03:46:04 current_test_accuracies 0.9644 0.9552 0.9204 0.9540 0.9316
20241103-03:46:04 nb_c_quizzes 30033
20241103-03:46:04 weakest_accuracies [0.9204, 0.9316]
20241103-03:46:04 dummy_rand tensor([0.0490])
20241103-03:46:04 dummy_rand tensor([0.3188])
20241103-03:46:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:46:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:48:36 train_loss 867 model 2 0.03544664764404297
20241103-03:48:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:48:36 train_loss 867 model 4 0.03321258735656738
20241103-03:48:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:48:39 test_loss 867 model 2 0.025368804931640624
20241103-03:48:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:48:39 test_loss 867 model 4 0.031566162109375
20241103-03:48:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:48:41 test_accuracy 867 model 2 nb_correct 2348 / 2500 (93.92%)
20241103-03:48:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:48:41 test_accuracy 867 model 4 nb_correct 2280 / 2500 (91.20%)
20241103-03:48:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:48:51 wrote ae_*.pth
20241103-03:48:51 epoch_duration 2min46s next_finish 03:51:37
20241103-03:48:51 wrote state.pth
20241103-03:48:51 --- epoch 868 ----------------------------------------
20241103-03:48:51 current_test_accuracies 0.9644 0.9552 0.9392 0.9540 0.9120
20241103-03:48:51 nb_c_quizzes 30033
20241103-03:48:51 weakest_accuracies [0.912, 0.9392]
20241103-03:48:51 dummy_rand tensor([0.9579])
20241103-03:48:51 dummy_rand tensor([0.2258])
20241103-03:48:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:48:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:51:23 train_loss 868 model 4 0.033999553680419924
20241103-03:51:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:51:23 train_loss 868 model 2 0.03405728530883789
20241103-03:51:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:51:25 test_loss 868 model 4 0.027123184204101564
20241103-03:51:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:51:25 test_loss 868 model 2 0.027187957763671874
20241103-03:51:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:51:27 test_accuracy 868 model 4 nb_correct 2382 / 2500 (95.28%)
20241103-03:51:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:51:28 test_accuracy 868 model 2 nb_correct 2317 / 2500 (92.68%)
20241103-03:51:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:51:37 wrote ae_*.pth
20241103-03:51:37 epoch_duration 2min46s next_finish 03:54:24
20241103-03:51:37 wrote state.pth
20241103-03:51:37 --- epoch 869 ----------------------------------------
20241103-03:51:37 current_test_accuracies 0.9644 0.9552 0.9268 0.9540 0.9528
20241103-03:51:37 nb_c_quizzes 30033
20241103-03:51:37 weakest_accuracies [0.9268, 0.9528]
20241103-03:51:37 dummy_rand tensor([0.6461])
20241103-03:51:37 dummy_rand tensor([0.4390])
20241103-03:51:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:51:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:54:09 train_loss 869 model 2 0.034451859474182125
20241103-03:54:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:54:09 train_loss 869 model 4 0.033460418701171876
20241103-03:54:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:54:11 test_loss 869 model 2 0.0308404541015625
20241103-03:54:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:54:11 test_loss 869 model 4 0.02714301586151123
20241103-03:54:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:54:14 test_accuracy 869 model 2 nb_correct 2285 / 2500 (91.40%)
20241103-03:54:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:54:14 test_accuracy 869 model 4 nb_correct 2332 / 2500 (93.28%)
20241103-03:54:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:54:23 wrote ae_*.pth
20241103-03:54:23 epoch_duration 2min46s next_finish 03:57:09
20241103-03:54:23 wrote state.pth
20241103-03:54:23 --- epoch 870 ----------------------------------------
20241103-03:54:23 current_test_accuracies 0.9644 0.9552 0.9140 0.9540 0.9328
20241103-03:54:23 nb_c_quizzes 30033
20241103-03:54:23 weakest_accuracies [0.914, 0.9328]
20241103-03:54:23 dummy_rand tensor([0.7025])
20241103-03:54:23 dummy_rand tensor([0.2356])
20241103-03:54:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:54:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:56:55 train_loss 870 model 2 0.03547052669525146
20241103-03:56:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:56:55 train_loss 870 model 4 0.0342869873046875
20241103-03:56:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:56:57 test_loss 870 model 2 0.030266876220703124
20241103-03:56:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:56:57 test_loss 870 model 4 0.027941741943359376
20241103-03:56:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:57:00 test_accuracy 870 model 2 nb_correct 2299 / 2500 (91.96%)
20241103-03:57:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:57:00 test_accuracy 870 model 4 nb_correct 2375 / 2500 (95.00%)
20241103-03:57:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:57:09 wrote ae_*.pth
20241103-03:57:09 epoch_duration 2min46s next_finish 03:59:55
20241103-03:57:09 wrote state.pth
20241103-03:57:09 --- epoch 871 ----------------------------------------
20241103-03:57:09 current_test_accuracies 0.9644 0.9552 0.9196 0.9540 0.9500
20241103-03:57:09 nb_c_quizzes 30033
20241103-03:57:09 weakest_accuracies [0.9196, 0.95]
20241103-03:57:09 dummy_rand tensor([0.6256])
20241103-03:57:09 dummy_rand tensor([0.6956])
20241103-03:57:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:57:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:59:41 train_loss 871 model 2 0.03552924346923828
20241103-03:59:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:59:41 train_loss 871 model 4 0.03329229736328125
20241103-03:59:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:59:43 test_loss 871 model 2 0.0281982421875
20241103-03:59:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:59:44 test_loss 871 model 4 0.028609085083007812
20241103-03:59:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-03:59:46 test_accuracy 871 model 2 nb_correct 2326 / 2500 (93.04%)
20241103-03:59:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:59:46 test_accuracy 871 model 4 nb_correct 2337 / 2500 (93.48%)
20241103-03:59:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-03:59:55 wrote ae_*.pth
20241103-03:59:55 epoch_duration 2min46s next_finish 04:02:41
20241103-03:59:56 wrote state.pth
20241103-03:59:56 --- epoch 872 ----------------------------------------
20241103-03:59:56 current_test_accuracies 0.9644 0.9552 0.9304 0.9540 0.9348
20241103-03:59:56 nb_c_quizzes 30033
20241103-03:59:56 weakest_accuracies [0.9304, 0.9348]
20241103-03:59:56 dummy_rand tensor([0.2080])
20241103-03:59:56 dummy_rand tensor([0.7006])
20241103-03:59:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-03:59:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:02:27 train_loss 872 model 4 0.03354610061645508
20241103-04:02:27 train_loss 872 model 2 0.034950942993164064
20241103-04:02:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:02:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:02:29 test_loss 872 model 4 0.029599609375
20241103-04:02:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:02:30 test_loss 872 model 2 0.0275762939453125
20241103-04:02:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:02:32 test_accuracy 872 model 4 nb_correct 2379 / 2500 (95.16%)
20241103-04:02:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:02:32 test_accuracy 872 model 2 nb_correct 2291 / 2500 (91.64%)
20241103-04:02:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:02:42 wrote ae_*.pth
20241103-04:02:42 epoch_duration 2min46s next_finish 04:05:28
20241103-04:02:42 wrote state.pth
20241103-04:02:42 --- epoch 873 ----------------------------------------
20241103-04:02:42 current_test_accuracies 0.9644 0.9552 0.9164 0.9540 0.9516
20241103-04:02:42 nb_c_quizzes 30033
20241103-04:02:42 weakest_accuracies [0.9164, 0.9516]
20241103-04:02:42 dummy_rand tensor([0.4518])
20241103-04:02:42 dummy_rand tensor([0.2075])
20241103-04:02:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:02:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:05:13 train_loss 873 model 4 0.03400053405761719
20241103-04:05:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:05:13 train_loss 873 model 2 0.03477858734130859
20241103-04:05:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:05:16 test_loss 873 model 4 0.02836891174316406
20241103-04:05:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:05:16 test_loss 873 model 2 0.028613014221191405
20241103-04:05:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:05:18 test_accuracy 873 model 4 nb_correct 2353 / 2500 (94.12%)
20241103-04:05:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:05:18 test_accuracy 873 model 2 nb_correct 2329 / 2500 (93.16%)
20241103-04:05:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:05:27 wrote ae_*.pth
20241103-04:05:27 epoch_duration 2min45s next_finish 04:08:13
20241103-04:05:28 wrote state.pth
20241103-04:05:28 --- epoch 874 ----------------------------------------
20241103-04:05:28 current_test_accuracies 0.9644 0.9552 0.9316 0.9540 0.9412
20241103-04:05:28 nb_c_quizzes 30033
20241103-04:05:28 weakest_accuracies [0.9316, 0.9412]
20241103-04:05:28 dummy_rand tensor([0.4610])
20241103-04:05:28 dummy_rand tensor([0.3221])
20241103-04:05:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:05:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:07:59 train_loss 874 model 2 0.03520973014831543
20241103-04:07:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:07:59 train_loss 874 model 4 0.03416497039794922
20241103-04:07:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:08:02 test_loss 874 model 2 0.02773998260498047
20241103-04:08:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:08:02 test_loss 874 model 4 0.03110107421875
20241103-04:08:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:08:04 test_accuracy 874 model 2 nb_correct 2297 / 2500 (91.88%)
20241103-04:08:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:08:04 test_accuracy 874 model 4 nb_correct 2329 / 2500 (93.16%)
20241103-04:08:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:08:13 wrote ae_*.pth
20241103-04:08:13 epoch_duration 2min45s next_finish 04:10:59
20241103-04:08:14 wrote state.pth
20241103-04:08:14 --- epoch 875 ----------------------------------------
20241103-04:08:14 current_test_accuracies 0.9644 0.9552 0.9188 0.9540 0.9316
20241103-04:08:14 nb_c_quizzes 30033
20241103-04:08:14 weakest_accuracies [0.9188, 0.9316]
20241103-04:08:14 dummy_rand tensor([0.7397])
20241103-04:08:14 dummy_rand tensor([0.2992])
20241103-04:08:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:08:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:10:45 train_loss 875 model 2 0.03482777404785156
20241103-04:10:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:10:45 train_loss 875 model 4 0.033813343048095704
20241103-04:10:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:10:47 test_loss 875 model 2 0.0261865234375
20241103-04:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:10:47 test_loss 875 model 4 0.03515411376953125
20241103-04:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:10:50 test_accuracy 875 model 2 nb_correct 2302 / 2500 (92.08%)
20241103-04:10:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:10:50 test_accuracy 875 model 4 nb_correct 2308 / 2500 (92.32%)
20241103-04:10:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:10:59 wrote ae_*.pth
20241103-04:10:59 epoch_duration 2min45s next_finish 04:13:45
20241103-04:10:59 wrote state.pth
20241103-04:10:59 --- epoch 876 ----------------------------------------
20241103-04:10:59 current_test_accuracies 0.9644 0.9552 0.9208 0.9540 0.9232
20241103-04:10:59 nb_c_quizzes 30033
20241103-04:10:59 weakest_accuracies [0.9208, 0.9232]
20241103-04:10:59 dummy_rand tensor([0.1901])
20241103-04:10:59 dummy_rand tensor([0.3639])
20241103-04:10:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:10:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:13:31 train_loss 876 model 2 0.0355496711730957
20241103-04:13:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:13:31 train_loss 876 model 4 0.033661548614501956
20241103-04:13:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:13:33 test_loss 876 model 2 0.03184478759765625
20241103-04:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:13:33 test_loss 876 model 4 0.029749298095703126
20241103-04:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:13:36 test_accuracy 876 model 2 nb_correct 2308 / 2500 (92.32%)
20241103-04:13:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:13:36 test_accuracy 876 model 4 nb_correct 2340 / 2500 (93.60%)
20241103-04:13:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:13:45 wrote ae_*.pth
20241103-04:13:45 epoch_duration 2min46s next_finish 04:16:31
20241103-04:13:45 wrote state.pth
20241103-04:13:45 --- epoch 877 ----------------------------------------
20241103-04:13:45 current_test_accuracies 0.9644 0.9552 0.9232 0.9540 0.9360
20241103-04:13:45 nb_c_quizzes 30033
20241103-04:13:45 weakest_accuracies [0.9232, 0.936]
20241103-04:13:45 dummy_rand tensor([0.9599])
20241103-04:13:45 dummy_rand tensor([0.2951])
20241103-04:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:16:17 train_loss 877 model 2 0.034593158721923825
20241103-04:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:16:17 train_loss 877 model 4 0.033000555038452145
20241103-04:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:16:19 test_loss 877 model 2 0.027627716064453123
20241103-04:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:16:19 test_loss 877 model 4 0.027024765014648438
20241103-04:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:16:22 test_accuracy 877 model 2 nb_correct 2296 / 2500 (91.84%)
20241103-04:16:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:16:22 test_accuracy 877 model 4 nb_correct 2322 / 2500 (92.88%)
20241103-04:16:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:16:31 wrote ae_*.pth
20241103-04:16:31 epoch_duration 2min45s next_finish 04:19:17
20241103-04:16:31 wrote state.pth
20241103-04:16:31 --- epoch 878 ----------------------------------------
20241103-04:16:31 current_test_accuracies 0.9644 0.9552 0.9184 0.9540 0.9288
20241103-04:16:31 nb_c_quizzes 30033
20241103-04:16:31 weakest_accuracies [0.9184, 0.9288]
20241103-04:16:31 dummy_rand tensor([9.1672e-05])
20241103-04:16:31 dummy_rand tensor([0.0665])
20241103-04:16:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:16:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:19:03 train_loss 878 model 2 0.03500729370117187
20241103-04:19:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:19:03 train_loss 878 model 4 0.034325965881347655
20241103-04:19:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:19:05 test_loss 878 model 2 0.026514625549316405
20241103-04:19:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:19:05 test_loss 878 model 4 0.029334564208984375
20241103-04:19:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:19:08 test_accuracy 878 model 2 nb_correct 2305 / 2500 (92.20%)
20241103-04:19:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:19:08 test_accuracy 878 model 4 nb_correct 2314 / 2500 (92.56%)
20241103-04:19:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:19:17 wrote ae_*.pth
20241103-04:19:17 epoch_duration 2min46s next_finish 04:22:03
20241103-04:19:17 wrote state.pth
20241103-04:19:17 --- epoch 879 ----------------------------------------
20241103-04:19:17 current_test_accuracies 0.9644 0.9552 0.9220 0.9540 0.9256
20241103-04:19:17 nb_c_quizzes 30033
20241103-04:19:17 weakest_accuracies [0.922, 0.9256]
20241103-04:19:17 dummy_rand tensor([0.3536])
20241103-04:19:17 dummy_rand tensor([0.8587])
20241103-04:19:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:19:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:21:50 train_loss 879 model 2 0.034923492431640626
20241103-04:21:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:21:50 train_loss 879 model 4 0.03383262538909912
20241103-04:21:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:21:52 test_loss 879 model 2 0.02694549560546875
20241103-04:21:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:21:52 test_loss 879 model 4 0.029146575927734376
20241103-04:21:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:21:55 test_accuracy 879 model 2 nb_correct 2305 / 2500 (92.20%)
20241103-04:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:21:55 test_accuracy 879 model 4 nb_correct 2319 / 2500 (92.76%)
20241103-04:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:22:04 wrote ae_*.pth
20241103-04:22:04 epoch_duration 2min47s next_finish 04:24:51
20241103-04:22:04 wrote state.pth
20241103-04:22:04 --- epoch 880 ----------------------------------------
20241103-04:22:04 current_test_accuracies 0.9644 0.9552 0.9220 0.9540 0.9276
20241103-04:22:04 nb_c_quizzes 30033
20241103-04:22:04 weakest_accuracies [0.922, 0.9276]
20241103-04:22:04 dummy_rand tensor([0.3143])
20241103-04:22:04 dummy_rand tensor([0.0328])
20241103-04:22:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:22:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:24:36 train_loss 880 model 2 0.03527480220794678
20241103-04:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:24:36 train_loss 880 model 4 0.03407776260375977
20241103-04:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:24:38 test_loss 880 model 2 0.024775161743164062
20241103-04:24:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:24:38 test_loss 880 model 4 0.028358192443847657
20241103-04:24:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:24:41 test_accuracy 880 model 2 nb_correct 2331 / 2500 (93.24%)
20241103-04:24:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:24:41 test_accuracy 880 model 4 nb_correct 2332 / 2500 (93.28%)
20241103-04:24:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:24:50 wrote ae_*.pth
20241103-04:24:50 epoch_duration 2min46s next_finish 04:27:36
20241103-04:24:51 wrote state.pth
20241103-04:24:51 --- epoch 881 ----------------------------------------
20241103-04:24:51 current_test_accuracies 0.9644 0.9552 0.9324 0.9540 0.9328
20241103-04:24:51 nb_c_quizzes 30033
20241103-04:24:51 weakest_accuracies [0.9324, 0.9328]
20241103-04:24:51 dummy_rand tensor([0.0277])
20241103-04:24:51 dummy_rand tensor([0.8028])
20241103-04:24:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:24:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:27:22 train_loss 881 model 2 0.03487725830078125
20241103-04:27:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:27:22 train_loss 881 model 4 0.03409872055053711
20241103-04:27:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:27:24 test_loss 881 model 2 0.03047882080078125
20241103-04:27:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:27:24 test_loss 881 model 4 0.028259429931640625
20241103-04:27:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:27:27 test_accuracy 881 model 2 nb_correct 2304 / 2500 (92.16%)
20241103-04:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:27:27 test_accuracy 881 model 4 nb_correct 2399 / 2500 (95.96%)
20241103-04:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:27:36 wrote ae_*.pth
20241103-04:27:36 epoch_duration 2min45s next_finish 04:30:22
20241103-04:27:36 wrote state.pth
20241103-04:27:36 --- epoch 882 ----------------------------------------
20241103-04:27:36 current_test_accuracies 0.9644 0.9552 0.9216 0.9540 0.9596
20241103-04:27:36 nb_c_quizzes 30033
20241103-04:27:36 weakest_accuracies [0.9216, 0.954]
20241103-04:27:36 dummy_rand tensor([0.7446])
20241103-04:27:36 dummy_rand tensor([0.3555])
20241103-04:27:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:27:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:30:08 train_loss 882 model 2 0.034414573669433596
20241103-04:30:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:30:08 train_loss 882 model 3 0.03551583862304687
20241103-04:30:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:30:10 test_loss 882 model 2 0.026549530029296876
20241103-04:30:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:30:10 test_loss 882 model 3 0.029382095336914063
20241103-04:30:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:30:12 test_accuracy 882 model 2 nb_correct 2268 / 2500 (90.72%)
20241103-04:30:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:30:12 test_accuracy 882 model 3 nb_correct 2340 / 2500 (93.60%)
20241103-04:30:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:30:22 wrote ae_*.pth
20241103-04:30:22 epoch_duration 2min45s next_finish 04:33:08
20241103-04:30:22 wrote state.pth
20241103-04:30:22 --- epoch 883 ----------------------------------------
20241103-04:30:22 current_test_accuracies 0.9644 0.9552 0.9072 0.9360 0.9596
20241103-04:30:22 nb_c_quizzes 30033
20241103-04:30:22 weakest_accuracies [0.9072, 0.936]
20241103-04:30:22 dummy_rand tensor([0.5595])
20241103-04:30:22 dummy_rand tensor([0.3037])
20241103-04:30:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:30:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:32:54 train_loss 883 model 2 0.03415337371826172
20241103-04:32:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:32:55 train_loss 883 model 3 0.03516353225708008
20241103-04:32:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:32:57 test_loss 883 model 2 0.028567047119140626
20241103-04:32:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:32:57 test_loss 883 model 3 0.029429817199707033
20241103-04:32:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:32:59 test_accuracy 883 model 2 nb_correct 2317 / 2500 (92.68%)
20241103-04:32:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:33:00 test_accuracy 883 model 3 nb_correct 2294 / 2500 (91.76%)
20241103-04:33:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:33:09 wrote ae_*.pth
20241103-04:33:09 epoch_duration 2min47s next_finish 04:35:56
20241103-04:33:09 wrote state.pth
20241103-04:33:09 --- epoch 884 ----------------------------------------
20241103-04:33:09 current_test_accuracies 0.9644 0.9552 0.9268 0.9176 0.9596
20241103-04:33:09 nb_c_quizzes 30033
20241103-04:33:09 weakest_accuracies [0.9176, 0.9268]
20241103-04:33:09 dummy_rand tensor([0.9407])
20241103-04:33:09 dummy_rand tensor([0.5606])
20241103-04:33:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:33:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:35:41 train_loss 884 model 3 0.035088176727294924
20241103-04:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:35:41 train_loss 884 model 2 0.034688846588134765
20241103-04:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:35:43 test_loss 884 model 3 0.03087860107421875
20241103-04:35:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:35:43 test_loss 884 model 2 0.028467369079589844
20241103-04:35:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:35:46 test_accuracy 884 model 3 nb_correct 2319 / 2500 (92.76%)
20241103-04:35:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:35:46 test_accuracy 884 model 2 nb_correct 2325 / 2500 (93.00%)
20241103-04:35:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:35:55 wrote ae_*.pth
20241103-04:35:55 epoch_duration 2min46s next_finish 04:38:41
20241103-04:35:55 wrote state.pth
20241103-04:35:55 --- epoch 885 ----------------------------------------
20241103-04:35:55 current_test_accuracies 0.9644 0.9552 0.9300 0.9276 0.9596
20241103-04:35:55 nb_c_quizzes 30033
20241103-04:35:55 weakest_accuracies [0.9276, 0.93]
20241103-04:35:55 dummy_rand tensor([0.2854])
20241103-04:35:55 dummy_rand tensor([0.1796])
20241103-04:35:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:35:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:38:27 train_loss 885 model 3 0.03533443069458008
20241103-04:38:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:38:27 train_loss 885 model 2 0.03503853416442871
20241103-04:38:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:38:29 test_loss 885 model 3 0.029235076904296876
20241103-04:38:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:38:29 test_loss 885 model 2 0.027963027954101563
20241103-04:38:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:38:31 test_accuracy 885 model 3 nb_correct 2304 / 2500 (92.16%)
20241103-04:38:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:38:32 test_accuracy 885 model 2 nb_correct 2352 / 2500 (94.08%)
20241103-04:38:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:38:41 wrote ae_*.pth
20241103-04:38:41 epoch_duration 2min45s next_finish 04:41:27
20241103-04:38:41 wrote state.pth
20241103-04:38:41 --- epoch 886 ----------------------------------------
20241103-04:38:41 current_test_accuracies 0.9644 0.9552 0.9408 0.9216 0.9596
20241103-04:38:41 nb_c_quizzes 30033
20241103-04:38:41 weakest_accuracies [0.9216, 0.9408]
20241103-04:38:41 dummy_rand tensor([0.6463])
20241103-04:38:41 dummy_rand tensor([0.6172])
20241103-04:38:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:38:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:41:13 train_loss 886 model 3 0.03571038436889649
20241103-04:41:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:41:13 train_loss 886 model 2 0.03561749649047852
20241103-04:41:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:41:15 test_loss 886 model 3 0.03138275146484375
20241103-04:41:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:41:15 test_loss 886 model 2 0.028826274871826173
20241103-04:41:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:41:17 test_accuracy 886 model 3 nb_correct 2369 / 2500 (94.76%)
20241103-04:41:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:41:17 test_accuracy 886 model 2 nb_correct 2338 / 2500 (93.52%)
20241103-04:41:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:41:27 wrote ae_*.pth
20241103-04:41:27 epoch_duration 2min45s next_finish 04:44:13
20241103-04:41:27 wrote state.pth
20241103-04:41:27 --- epoch 887 ----------------------------------------
20241103-04:41:27 current_test_accuracies 0.9644 0.9552 0.9352 0.9476 0.9596
20241103-04:41:27 nb_c_quizzes 30033
20241103-04:41:27 weakest_accuracies [0.9352, 0.9476]
20241103-04:41:27 dummy_rand tensor([0.1675])
20241103-04:41:27 dummy_rand tensor([0.4890])
20241103-04:41:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:41:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:43:59 train_loss 887 model 2 0.034895381927490234
20241103-04:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:43:59 train_loss 887 model 3 0.035400783538818356
20241103-04:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:44:01 test_loss 887 model 2 0.02847381591796875
20241103-04:44:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:44:01 test_loss 887 model 3 0.029512367248535155
20241103-04:44:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:44:03 test_accuracy 887 model 2 nb_correct 2297 / 2500 (91.88%)
20241103-04:44:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:44:03 test_accuracy 887 model 3 nb_correct 2276 / 2500 (91.04%)
20241103-04:44:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:44:13 wrote ae_*.pth
20241103-04:44:13 epoch_duration 2min46s next_finish 04:46:59
20241103-04:44:13 wrote state.pth
20241103-04:44:13 --- epoch 888 ----------------------------------------
20241103-04:44:13 current_test_accuracies 0.9644 0.9552 0.9188 0.9104 0.9596
20241103-04:44:13 nb_c_quizzes 30033
20241103-04:44:13 weakest_accuracies [0.9104, 0.9188]
20241103-04:44:13 dummy_rand tensor([0.4436])
20241103-04:44:13 dummy_rand tensor([0.8332])
20241103-04:44:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:44:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:46:45 train_loss 888 model 3 0.035050048828125
20241103-04:46:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:46:45 train_loss 888 model 2 0.03472299575805664
20241103-04:46:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:46:47 test_loss 888 model 3 0.026772117614746092
20241103-04:46:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:46:47 test_loss 888 model 2 0.02814064025878906
20241103-04:46:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:46:49 test_accuracy 888 model 3 nb_correct 2364 / 2500 (94.56%)
20241103-04:46:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:46:49 test_accuracy 888 model 2 nb_correct 2346 / 2500 (93.84%)
20241103-04:46:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:46:59 wrote ae_*.pth
20241103-04:46:59 epoch_duration 2min46s next_finish 04:49:45
20241103-04:46:59 wrote state.pth
20241103-04:46:59 --- epoch 889 ----------------------------------------
20241103-04:46:59 current_test_accuracies 0.9644 0.9552 0.9384 0.9456 0.9596
20241103-04:46:59 nb_c_quizzes 30033
20241103-04:46:59 weakest_accuracies [0.9384, 0.9456]
20241103-04:46:59 dummy_rand tensor([0.6011])
20241103-04:46:59 dummy_rand tensor([0.0918])
20241103-04:46:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:46:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:49:31 train_loss 889 model 3 0.03485845947265625
20241103-04:49:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:49:31 train_loss 889 model 2 0.0338389892578125
20241103-04:49:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:49:33 test_loss 889 model 3 0.025518341064453123
20241103-04:49:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:49:33 test_loss 889 model 2 0.029048728942871093
20241103-04:49:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:49:36 test_accuracy 889 model 3 nb_correct 2365 / 2500 (94.60%)
20241103-04:49:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:49:36 test_accuracy 889 model 2 nb_correct 2367 / 2500 (94.68%)
20241103-04:49:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:49:45 wrote ae_*.pth
20241103-04:49:45 epoch_duration 2min46s next_finish 04:52:32
20241103-04:49:46 wrote state.pth
20241103-04:49:46 --- epoch 890 ----------------------------------------
20241103-04:49:46 current_test_accuracies 0.9644 0.9552 0.9468 0.9460 0.9596
20241103-04:49:46 nb_c_quizzes 30033
20241103-04:49:46 weakest_accuracies [0.946, 0.9468]
20241103-04:49:46 dummy_rand tensor([0.8862])
20241103-04:49:46 dummy_rand tensor([0.6048])
20241103-04:49:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:49:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:52:17 train_loss 890 model 3 0.03496162223815918
20241103-04:52:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:52:17 train_loss 890 model 2 0.035018527984619144
20241103-04:52:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:52:20 test_loss 890 model 3 0.0295233154296875
20241103-04:52:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:52:20 test_loss 890 model 2 0.029745330810546877
20241103-04:52:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:52:22 test_accuracy 890 model 3 nb_correct 2334 / 2500 (93.36%)
20241103-04:52:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:52:22 test_accuracy 890 model 2 nb_correct 2370 / 2500 (94.80%)
20241103-04:52:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:52:31 wrote ae_*.pth
20241103-04:52:31 epoch_duration 2min45s next_finish 04:55:17
20241103-04:52:32 wrote state.pth
20241103-04:52:32 --- epoch 891 ----------------------------------------
20241103-04:52:32 current_test_accuracies 0.9644 0.9552 0.9480 0.9336 0.9596
20241103-04:52:32 nb_c_quizzes 30033
20241103-04:52:32 weakest_accuracies [0.9336, 0.948]
20241103-04:52:32 dummy_rand tensor([0.0726])
20241103-04:52:32 dummy_rand tensor([0.9263])
20241103-04:52:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:52:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:55:03 train_loss 891 model 3 0.035195356369018556
20241103-04:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:55:03 train_loss 891 model 2 0.034614892959594724
20241103-04:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:55:06 test_loss 891 model 3 0.03081653594970703
20241103-04:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:55:06 test_loss 891 model 2 0.028434677124023436
20241103-04:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:55:08 test_accuracy 891 model 3 nb_correct 2299 / 2500 (91.96%)
20241103-04:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:55:08 test_accuracy 891 model 2 nb_correct 2347 / 2500 (93.88%)
20241103-04:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:55:17 wrote ae_*.pth
20241103-04:55:17 epoch_duration 2min45s next_finish 04:58:03
20241103-04:55:18 wrote state.pth
20241103-04:55:18 --- epoch 892 ----------------------------------------
20241103-04:55:18 current_test_accuracies 0.9644 0.9552 0.9388 0.9196 0.9596
20241103-04:55:18 nb_c_quizzes 30033
20241103-04:55:18 weakest_accuracies [0.9196, 0.9388]
20241103-04:55:18 dummy_rand tensor([0.7701])
20241103-04:55:18 dummy_rand tensor([0.8791])
20241103-04:55:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:55:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:57:50 train_loss 892 model 2 0.035010988235473633
20241103-04:57:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:57:50 train_loss 892 model 3 0.03529740142822266
20241103-04:57:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:57:52 test_loss 892 model 2 0.028000545501708985
20241103-04:57:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:57:53 test_loss 892 model 3 0.026387863159179688
20241103-04:57:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-04:57:55 test_accuracy 892 model 2 nb_correct 2304 / 2500 (92.16%)
20241103-04:57:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:57:55 test_accuracy 892 model 3 nb_correct 2366 / 2500 (94.64%)
20241103-04:57:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-04:58:04 wrote ae_*.pth
20241103-04:58:04 epoch_duration 2min46s next_finish 05:00:51
20241103-04:58:05 wrote state.pth
20241103-04:58:05 --- epoch 893 ----------------------------------------
20241103-04:58:05 current_test_accuracies 0.9644 0.9552 0.9216 0.9464 0.9596
20241103-04:58:05 nb_c_quizzes 30033
20241103-04:58:05 weakest_accuracies [0.9216, 0.9464]
20241103-04:58:05 dummy_rand tensor([0.8191])
20241103-04:58:05 dummy_rand tensor([0.6877])
20241103-04:58:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-04:58:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:00:36 train_loss 893 model 2 0.03440219116210937
20241103-05:00:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:00:37 train_loss 893 model 3 0.034596626281738284
20241103-05:00:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:00:39 test_loss 893 model 2 0.02803802490234375
20241103-05:00:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:00:39 test_loss 893 model 3 0.0272906494140625
20241103-05:00:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:00:41 test_accuracy 893 model 2 nb_correct 2314 / 2500 (92.56%)
20241103-05:00:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:00:41 test_accuracy 893 model 3 nb_correct 2332 / 2500 (93.28%)
20241103-05:00:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:00:51 wrote ae_*.pth
20241103-05:00:51 epoch_duration 2min46s next_finish 05:03:37
20241103-05:00:51 wrote state.pth
20241103-05:00:51 --- epoch 894 ----------------------------------------
20241103-05:00:51 current_test_accuracies 0.9644 0.9552 0.9256 0.9328 0.9596
20241103-05:00:51 nb_c_quizzes 30033
20241103-05:00:51 weakest_accuracies [0.9256, 0.9328]
20241103-05:00:51 dummy_rand tensor([0.6665])
20241103-05:00:51 dummy_rand tensor([0.4625])
20241103-05:00:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:00:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:03:23 train_loss 894 model 2 0.035235883712768555
20241103-05:03:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:03:23 train_loss 894 model 3 0.03540614891052246
20241103-05:03:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:03:25 test_loss 894 model 2 0.02593433380126953
20241103-05:03:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:03:25 test_loss 894 model 3 0.03144447326660156
20241103-05:03:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:03:28 test_accuracy 894 model 2 nb_correct 2318 / 2500 (92.72%)
20241103-05:03:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:03:28 test_accuracy 894 model 3 nb_correct 2299 / 2500 (91.96%)
20241103-05:03:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:03:37 wrote ae_*.pth
20241103-05:03:37 epoch_duration 2min46s next_finish 05:06:24
20241103-05:03:37 wrote state.pth
20241103-05:03:37 --- epoch 895 ----------------------------------------
20241103-05:03:37 current_test_accuracies 0.9644 0.9552 0.9272 0.9196 0.9596
20241103-05:03:37 nb_c_quizzes 30033
20241103-05:03:37 weakest_accuracies [0.9196, 0.9272]
20241103-05:03:37 dummy_rand tensor([0.0138])
20241103-05:03:37 dummy_rand tensor([0.8499])
20241103-05:03:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:03:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:06:10 train_loss 895 model 3 0.03528564453125
20241103-05:06:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:06:10 train_loss 895 model 2 0.03503139114379883
20241103-05:06:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:06:12 test_loss 895 model 3 0.028867034912109374
20241103-05:06:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:06:12 test_loss 895 model 2 0.0304217529296875
20241103-05:06:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:06:14 test_accuracy 895 model 3 nb_correct 2327 / 2500 (93.08%)
20241103-05:06:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:06:14 test_accuracy 895 model 2 nb_correct 2315 / 2500 (92.60%)
20241103-05:06:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:06:24 wrote ae_*.pth
20241103-05:06:24 epoch_duration 2min46s next_finish 05:09:10
20241103-05:06:24 wrote state.pth
20241103-05:06:24 --- epoch 896 ----------------------------------------
20241103-05:06:24 current_test_accuracies 0.9644 0.9552 0.9260 0.9308 0.9596
20241103-05:06:24 nb_c_quizzes 30033
20241103-05:06:24 weakest_accuracies [0.926, 0.9308]
20241103-05:06:24 dummy_rand tensor([0.3133])
20241103-05:06:24 dummy_rand tensor([0.9180])
20241103-05:06:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:06:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:08:56 train_loss 896 model 3 0.03506195449829102
20241103-05:08:56 train_loss 896 model 2 0.034927852630615236
20241103-05:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:08:58 test_loss 896 model 3 0.02835674285888672
20241103-05:08:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:08:58 test_loss 896 model 2 0.0285955810546875
20241103-05:08:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:09:00 test_accuracy 896 model 3 nb_correct 2320 / 2500 (92.80%)
20241103-05:09:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:09:00 test_accuracy 896 model 2 nb_correct 2322 / 2500 (92.88%)
20241103-05:09:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:09:10 wrote ae_*.pth
20241103-05:09:10 epoch_duration 2min46s next_finish 05:11:57
20241103-05:09:10 wrote state.pth
20241103-05:09:10 --- epoch 897 ----------------------------------------
20241103-05:09:10 current_test_accuracies 0.9644 0.9552 0.9288 0.9280 0.9596
20241103-05:09:10 nb_c_quizzes 30033
20241103-05:09:10 weakest_accuracies [0.928, 0.9288]
20241103-05:09:10 dummy_rand tensor([0.1281])
20241103-05:09:10 dummy_rand tensor([0.8002])
20241103-05:09:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:09:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:11:42 train_loss 897 model 2 0.03447468948364258
20241103-05:11:42 train_loss 897 model 3 0.035128223419189454
20241103-05:11:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:11:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:11:44 test_loss 897 model 2 0.0273050594329834
20241103-05:11:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:11:44 test_loss 897 model 3 0.026665420532226564
20241103-05:11:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:11:47 test_accuracy 897 model 2 nb_correct 2266 / 2500 (90.64%)
20241103-05:11:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:11:47 test_accuracy 897 model 3 nb_correct 2326 / 2500 (93.04%)
20241103-05:11:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:11:56 wrote ae_*.pth
20241103-05:11:56 epoch_duration 2min46s next_finish 05:14:43
20241103-05:11:57 wrote state.pth
20241103-05:11:57 --- epoch 898 ----------------------------------------
20241103-05:11:57 current_test_accuracies 0.9644 0.9552 0.9064 0.9304 0.9596
20241103-05:11:57 nb_c_quizzes 30033
20241103-05:11:57 weakest_accuracies [0.9064, 0.9304]
20241103-05:11:57 dummy_rand tensor([0.0879])
20241103-05:11:57 dummy_rand tensor([0.3332])
20241103-05:11:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:11:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:14:28 train_loss 898 model 2 0.035292637825012206
20241103-05:14:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:14:28 train_loss 898 model 3 0.035679954528808594
20241103-05:14:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:14:30 test_loss 898 model 2 0.025989837646484375
20241103-05:14:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:14:31 test_loss 898 model 3 0.029881439208984374
20241103-05:14:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:14:33 test_accuracy 898 model 2 nb_correct 2383 / 2500 (95.32%)
20241103-05:14:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:14:33 test_accuracy 898 model 3 nb_correct 2327 / 2500 (93.08%)
20241103-05:14:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:14:42 wrote ae_*.pth
20241103-05:14:42 epoch_duration 2min46s next_finish 05:17:28
20241103-05:14:43 wrote state.pth
20241103-05:14:43 --- epoch 899 ----------------------------------------
20241103-05:14:43 current_test_accuracies 0.9644 0.9552 0.9532 0.9308 0.9596
20241103-05:14:43 nb_c_quizzes 30033
20241103-05:14:43 weakest_accuracies [0.9308, 0.9532]
20241103-05:14:43 dummy_rand tensor([0.9568])
20241103-05:14:43 dummy_rand tensor([0.4462])
20241103-05:14:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:14:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:17:14 train_loss 899 model 3 0.03496694755554199
20241103-05:17:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:17:14 train_loss 899 model 2 0.03437943840026855
20241103-05:17:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:17:16 test_loss 899 model 3 0.027660675048828125
20241103-05:17:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:17:17 test_loss 899 model 2 0.026554718017578124
20241103-05:17:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:17:19 test_accuracy 899 model 3 nb_correct 2351 / 2500 (94.04%)
20241103-05:17:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:17:19 test_accuracy 899 model 2 nb_correct 2380 / 2500 (95.20%)
20241103-05:17:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:17:28 wrote ae_*.pth
20241103-05:17:28 epoch_duration 2min46s next_finish 05:20:15
20241103-05:17:29 wrote state.pth
20241103-05:17:29 --- epoch 900 ----------------------------------------
20241103-05:17:29 current_test_accuracies 0.9644 0.9552 0.9520 0.9404 0.9596
20241103-05:17:29 nb_c_quizzes 30033
20241103-05:17:29 weakest_accuracies [0.9404, 0.952]
20241103-05:17:29 dummy_rand tensor([0.3882])
20241103-05:17:29 dummy_rand tensor([0.0165])
20241103-05:17:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:17:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:20:00 train_loss 900 model 3 0.03571800136566162
20241103-05:20:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:20:00 train_loss 900 model 2 0.03461178207397461
20241103-05:20:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:20:02 test_loss 900 model 3 0.027323150634765626
20241103-05:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:20:03 test_loss 900 model 2 0.026589584350585938
20241103-05:20:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:20:05 test_accuracy 900 model 3 nb_correct 2351 / 2500 (94.04%)
20241103-05:20:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:20:05 test_accuracy 900 model 2 nb_correct 2314 / 2500 (92.56%)
20241103-05:20:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:20:14 wrote ae_*.pth
20241103-05:20:14 epoch_duration 2min46s next_finish 05:23:01
20241103-05:20:15 wrote state.pth
20241103-05:20:15 --- epoch 901 ----------------------------------------
20241103-05:20:15 current_test_accuracies 0.9644 0.9552 0.9256 0.9404 0.9596
20241103-05:20:15 nb_c_quizzes 30033
20241103-05:20:15 weakest_accuracies [0.9256, 0.9404]
20241103-05:20:15 dummy_rand tensor([0.0002])
20241103-05:20:15 dummy_rand tensor([0.4899])
20241103-05:20:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:20:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:22:46 train_loss 901 model 2 0.034406394958496095
20241103-05:22:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:22:46 train_loss 901 model 3 0.03507334518432617
20241103-05:22:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:22:49 test_loss 901 model 2 0.027428855895996095
20241103-05:22:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:22:49 test_loss 901 model 3 0.028986968994140626
20241103-05:22:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:22:51 test_accuracy 901 model 2 nb_correct 2314 / 2500 (92.56%)
20241103-05:22:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:22:51 test_accuracy 901 model 3 nb_correct 2319 / 2500 (92.76%)
20241103-05:22:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:23:00 wrote ae_*.pth
20241103-05:23:00 epoch_duration 2min45s next_finish 05:25:46
20241103-05:23:01 wrote state.pth
20241103-05:23:01 --- epoch 902 ----------------------------------------
20241103-05:23:01 current_test_accuracies 0.9644 0.9552 0.9256 0.9276 0.9596
20241103-05:23:01 nb_c_quizzes 30033
20241103-05:23:01 weakest_accuracies [0.9256, 0.9276]
20241103-05:23:01 dummy_rand tensor([0.8374])
20241103-05:23:01 dummy_rand tensor([0.8381])
20241103-05:23:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:23:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:25:32 train_loss 902 model 2 0.035340465545654294
20241103-05:25:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:25:33 train_loss 902 model 3 0.03506235504150391
20241103-05:25:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:25:35 test_loss 902 model 2 0.030244064331054688
20241103-05:25:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:25:35 test_loss 902 model 3 0.0260198974609375
20241103-05:25:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:25:37 test_accuracy 902 model 2 nb_correct 2367 / 2500 (94.68%)
20241103-05:25:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:25:38 test_accuracy 902 model 3 nb_correct 2318 / 2500 (92.72%)
20241103-05:25:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:25:47 wrote ae_*.pth
20241103-05:25:47 epoch_duration 2min46s next_finish 05:28:33
20241103-05:25:47 wrote state.pth
20241103-05:25:47 --- epoch 903 ----------------------------------------
20241103-05:25:47 current_test_accuracies 0.9644 0.9552 0.9468 0.9272 0.9596
20241103-05:25:47 nb_c_quizzes 30033
20241103-05:25:47 weakest_accuracies [0.9272, 0.9468]
20241103-05:25:47 dummy_rand tensor([0.6944])
20241103-05:25:47 dummy_rand tensor([0.7751])
20241103-05:25:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:25:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:28:19 train_loss 903 model 2 0.034668933868408205
20241103-05:28:19 train_loss 903 model 3 0.03462026977539062
20241103-05:28:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:28:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:28:21 test_loss 903 model 3 0.02893516540527344
20241103-05:28:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:28:21 test_loss 903 model 2 0.028043441772460938
20241103-05:28:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:28:24 test_accuracy 903 model 2 nb_correct 2328 / 2500 (93.12%)
20241103-05:28:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:28:24 test_accuracy 903 model 3 nb_correct 2353 / 2500 (94.12%)
20241103-05:28:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:28:33 wrote ae_*.pth
20241103-05:28:33 epoch_duration 2min46s next_finish 05:31:20
20241103-05:28:33 wrote state.pth
20241103-05:28:33 --- epoch 904 ----------------------------------------
20241103-05:28:33 current_test_accuracies 0.9644 0.9552 0.9312 0.9412 0.9596
20241103-05:28:33 nb_c_quizzes 30033
20241103-05:28:33 weakest_accuracies [0.9312, 0.9412]
20241103-05:28:33 dummy_rand tensor([0.0841])
20241103-05:28:33 dummy_rand tensor([0.0366])
20241103-05:28:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:28:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:31:05 train_loss 904 model 2 0.03503361892700195
20241103-05:31:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:31:05 train_loss 904 model 3 0.03516554260253906
20241103-05:31:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:31:08 test_loss 904 model 2 0.0276202392578125
20241103-05:31:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:31:08 test_loss 904 model 3 0.027979583740234376
20241103-05:31:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:31:10 test_accuracy 904 model 2 nb_correct 2361 / 2500 (94.44%)
20241103-05:31:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:31:10 test_accuracy 904 model 3 nb_correct 2334 / 2500 (93.36%)
20241103-05:31:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:31:20 wrote ae_*.pth
20241103-05:31:20 epoch_duration 2min46s next_finish 05:34:06
20241103-05:31:20 wrote state.pth
20241103-05:31:20 --- epoch 905 ----------------------------------------
20241103-05:31:20 current_test_accuracies 0.9644 0.9552 0.9444 0.9336 0.9596
20241103-05:31:20 nb_c_quizzes 30033
20241103-05:31:20 weakest_accuracies [0.9336, 0.9444]
20241103-05:31:20 dummy_rand tensor([0.2697])
20241103-05:31:20 dummy_rand tensor([0.2472])
20241103-05:31:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:31:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:33:51 train_loss 905 model 3 0.03491883850097656
20241103-05:33:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:33:51 train_loss 905 model 2 0.03513211059570313
20241103-05:33:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:33:54 test_loss 905 model 3 0.028527069091796874
20241103-05:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:33:54 test_loss 905 model 2 0.02667549133300781
20241103-05:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:33:56 test_accuracy 905 model 3 nb_correct 2359 / 2500 (94.36%)
20241103-05:33:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:33:56 test_accuracy 905 model 2 nb_correct 2386 / 2500 (95.44%)
20241103-05:33:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:34:06 wrote ae_*.pth
20241103-05:34:06 epoch_duration 2min46s next_finish 05:36:52
20241103-05:34:06 wrote state.pth
20241103-05:34:06 --- epoch 906 ----------------------------------------
20241103-05:34:06 current_test_accuracies 0.9644 0.9552 0.9544 0.9436 0.9596
20241103-05:34:06 nb_c_quizzes 30033
20241103-05:34:06 weakest_accuracies [0.9436, 0.9544]
20241103-05:34:06 dummy_rand tensor([0.2635])
20241103-05:34:06 dummy_rand tensor([0.0829])
20241103-05:34:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:34:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:36:38 train_loss 906 model 3 0.035319686889648434
20241103-05:36:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:36:38 train_loss 906 model 2 0.03504399871826172
20241103-05:36:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:36:40 test_loss 906 model 3 0.029264602661132812
20241103-05:36:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:36:40 test_loss 906 model 2 0.030542011260986327
20241103-05:36:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:36:42 test_accuracy 906 model 3 nb_correct 2328 / 2500 (93.12%)
20241103-05:36:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:36:42 test_accuracy 906 model 2 nb_correct 2301 / 2500 (92.04%)
20241103-05:36:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:36:52 wrote ae_*.pth
20241103-05:36:52 epoch_duration 2min45s next_finish 05:39:37
20241103-05:36:52 wrote state.pth
20241103-05:36:52 --- epoch 907 ----------------------------------------
20241103-05:36:52 current_test_accuracies 0.9644 0.9552 0.9204 0.9312 0.9596
20241103-05:36:52 nb_c_quizzes 30033
20241103-05:36:52 weakest_accuracies [0.9204, 0.9312]
20241103-05:36:52 dummy_rand tensor([0.4131])
20241103-05:36:52 dummy_rand tensor([0.1666])
20241103-05:36:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:36:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:39:23 train_loss 907 model 2 0.03454809951782226
20241103-05:39:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:39:23 train_loss 907 model 3 0.03530111694335938
20241103-05:39:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:39:26 test_loss 907 model 2 0.024149398803710937
20241103-05:39:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:39:26 test_loss 907 model 3 0.02869041442871094
20241103-05:39:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:39:28 test_accuracy 907 model 2 nb_correct 2337 / 2500 (93.48%)
20241103-05:39:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:39:28 test_accuracy 907 model 3 nb_correct 2317 / 2500 (92.68%)
20241103-05:39:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:39:38 wrote ae_*.pth
20241103-05:39:38 epoch_duration 2min46s next_finish 05:42:24
20241103-05:39:38 wrote state.pth
20241103-05:39:38 --- epoch 908 ----------------------------------------
20241103-05:39:38 current_test_accuracies 0.9644 0.9552 0.9348 0.9268 0.9596
20241103-05:39:38 nb_c_quizzes 30033
20241103-05:39:38 weakest_accuracies [0.9268, 0.9348]
20241103-05:39:38 dummy_rand tensor([0.5510])
20241103-05:39:38 dummy_rand tensor([0.7932])
20241103-05:39:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:39:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:42:09 train_loss 908 model 3 0.03441426563262939
20241103-05:42:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:42:10 train_loss 908 model 2 0.03459003448486328
20241103-05:42:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:42:12 test_loss 908 model 3 0.027078704833984377
20241103-05:42:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:42:12 test_loss 908 model 2 0.02725830078125
20241103-05:42:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:42:14 test_accuracy 908 model 3 nb_correct 2344 / 2500 (93.76%)
20241103-05:42:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:42:14 test_accuracy 908 model 2 nb_correct 2365 / 2500 (94.60%)
20241103-05:42:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:42:24 wrote ae_*.pth
20241103-05:42:24 epoch_duration 2min46s next_finish 05:45:10
20241103-05:42:24 wrote state.pth
20241103-05:42:24 --- epoch 909 ----------------------------------------
20241103-05:42:24 current_test_accuracies 0.9644 0.9552 0.9460 0.9376 0.9596
20241103-05:42:24 nb_c_quizzes 30033
20241103-05:42:24 weakest_accuracies [0.9376, 0.946]
20241103-05:42:24 dummy_rand tensor([0.0332])
20241103-05:42:24 dummy_rand tensor([0.6653])
20241103-05:42:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:42:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:44:56 train_loss 909 model 3 0.034850341796875
20241103-05:44:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:44:56 train_loss 909 model 2 0.03502855682373047
20241103-05:44:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:44:58 test_loss 909 model 3 0.0288153076171875
20241103-05:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:44:58 test_loss 909 model 2 0.024672508239746094
20241103-05:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:45:00 test_accuracy 909 model 3 nb_correct 2335 / 2500 (93.40%)
20241103-05:45:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:45:01 test_accuracy 909 model 2 nb_correct 2385 / 2500 (95.40%)
20241103-05:45:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:45:10 wrote ae_*.pth
20241103-05:45:10 epoch_duration 2min46s next_finish 05:47:57
20241103-05:45:10 wrote state.pth
20241103-05:45:10 --- epoch 910 ----------------------------------------
20241103-05:45:10 current_test_accuracies 0.9644 0.9552 0.9540 0.9340 0.9596
20241103-05:45:10 nb_c_quizzes 30033
20241103-05:45:10 weakest_accuracies [0.934, 0.954]
20241103-05:45:10 dummy_rand tensor([0.2176])
20241103-05:45:10 dummy_rand tensor([0.3006])
20241103-05:45:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:45:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:47:42 train_loss 910 model 2 0.03383658981323242
20241103-05:47:42 train_loss 910 model 3 0.035039199829101565
20241103-05:47:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:47:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:47:44 test_loss 910 model 2 0.028545913696289064
20241103-05:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:47:44 test_loss 910 model 3 0.029029998779296875
20241103-05:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:47:47 test_accuracy 910 model 2 nb_correct 2347 / 2500 (93.88%)
20241103-05:47:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:47:47 test_accuracy 910 model 3 nb_correct 2367 / 2500 (94.68%)
20241103-05:47:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:47:56 wrote ae_*.pth
20241103-05:47:56 epoch_duration 2min46s next_finish 05:50:42
20241103-05:47:56 wrote state.pth
20241103-05:47:56 --- epoch 911 ----------------------------------------
20241103-05:47:56 current_test_accuracies 0.9644 0.9552 0.9388 0.9468 0.9596
20241103-05:47:56 nb_c_quizzes 30033
20241103-05:47:56 weakest_accuracies [0.9388, 0.9468]
20241103-05:47:56 dummy_rand tensor([0.3734])
20241103-05:47:56 dummy_rand tensor([0.6956])
20241103-05:47:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:47:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:50:28 train_loss 911 model 2 0.03539419174194336
20241103-05:50:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:50:28 train_loss 911 model 3 0.0352070198059082
20241103-05:50:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:50:30 test_loss 911 model 2 0.02390998840332031
20241103-05:50:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:50:30 test_loss 911 model 3 0.02812957763671875
20241103-05:50:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:50:33 test_accuracy 911 model 2 nb_correct 2331 / 2500 (93.24%)
20241103-05:50:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:50:33 test_accuracy 911 model 3 nb_correct 2313 / 2500 (92.52%)
20241103-05:50:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:50:42 wrote ae_*.pth
20241103-05:50:42 epoch_duration 2min46s next_finish 05:53:28
20241103-05:50:43 wrote state.pth
20241103-05:50:43 --- epoch 912 ----------------------------------------
20241103-05:50:43 current_test_accuracies 0.9644 0.9552 0.9324 0.9252 0.9596
20241103-05:50:43 nb_c_quizzes 30033
20241103-05:50:43 weakest_accuracies [0.9252, 0.9324]
20241103-05:50:43 dummy_rand tensor([0.8035])
20241103-05:50:43 dummy_rand tensor([0.4473])
20241103-05:50:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:50:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:53:14 train_loss 912 model 3 0.035463464736938476
20241103-05:53:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:53:14 train_loss 912 model 2 0.03379217147827149
20241103-05:53:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:53:16 test_loss 912 model 3 0.025728912353515626
20241103-05:53:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:53:17 test_loss 912 model 2 0.023728485107421874
20241103-05:53:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:53:19 test_accuracy 912 model 3 nb_correct 2337 / 2500 (93.48%)
20241103-05:53:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:53:19 test_accuracy 912 model 2 nb_correct 2358 / 2500 (94.32%)
20241103-05:53:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:53:28 wrote ae_*.pth
20241103-05:53:28 epoch_duration 2min45s next_finish 05:56:14
20241103-05:53:28 wrote state.pth
20241103-05:53:28 --- epoch 913 ----------------------------------------
20241103-05:53:28 current_test_accuracies 0.9644 0.9552 0.9432 0.9348 0.9596
20241103-05:53:28 nb_c_quizzes 30033
20241103-05:53:28 weakest_accuracies [0.9348, 0.9432]
20241103-05:53:28 dummy_rand tensor([0.5173])
20241103-05:53:28 dummy_rand tensor([0.2826])
20241103-05:53:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:53:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:56:00 train_loss 913 model 2 0.03446980857849121
20241103-05:56:00 train_loss 913 model 3 0.03455546951293945
20241103-05:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:56:02 test_loss 913 model 2 0.0276495361328125
20241103-05:56:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:56:02 test_loss 913 model 3 0.028941879272460936
20241103-05:56:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:56:05 test_accuracy 913 model 2 nb_correct 2298 / 2500 (91.92%)
20241103-05:56:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:56:05 test_accuracy 913 model 3 nb_correct 2378 / 2500 (95.12%)
20241103-05:56:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:56:14 wrote ae_*.pth
20241103-05:56:14 epoch_duration 2min46s next_finish 05:59:01
20241103-05:56:15 wrote state.pth
20241103-05:56:15 --- epoch 914 ----------------------------------------
20241103-05:56:15 current_test_accuracies 0.9644 0.9552 0.9192 0.9512 0.9596
20241103-05:56:15 nb_c_quizzes 30033
20241103-05:56:15 weakest_accuracies [0.9192, 0.9512]
20241103-05:56:15 dummy_rand tensor([0.8421])
20241103-05:56:15 dummy_rand tensor([0.7682])
20241103-05:56:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:56:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:58:46 train_loss 914 model 2 0.03450231552124024
20241103-05:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:58:46 train_loss 914 model 3 0.03518508529663086
20241103-05:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:58:49 test_loss 914 model 2 0.027859153747558593
20241103-05:58:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:58:49 test_loss 914 model 3 0.02823920249938965
20241103-05:58:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-05:58:51 test_accuracy 914 model 2 nb_correct 2296 / 2500 (91.84%)
20241103-05:58:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:58:51 test_accuracy 914 model 3 nb_correct 2358 / 2500 (94.32%)
20241103-05:58:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-05:59:01 wrote ae_*.pth
20241103-05:59:01 epoch_duration 2min46s next_finish 06:01:47
20241103-05:59:01 wrote state.pth
20241103-05:59:01 --- epoch 915 ----------------------------------------
20241103-05:59:01 current_test_accuracies 0.9644 0.9552 0.9184 0.9432 0.9596
20241103-05:59:01 nb_c_quizzes 30033
20241103-05:59:01 weakest_accuracies [0.9184, 0.9432]
20241103-05:59:01 dummy_rand tensor([0.2497])
20241103-05:59:01 dummy_rand tensor([0.4606])
20241103-05:59:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-05:59:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:01:33 train_loss 915 model 3 0.03528127288818359
20241103-06:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:01:33 train_loss 915 model 2 0.03417226600646973
20241103-06:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:01:35 test_loss 915 model 3 0.027631072998046874
20241103-06:01:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:01:35 test_loss 915 model 2 0.02759033203125
20241103-06:01:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:01:37 test_accuracy 915 model 3 nb_correct 2365 / 2500 (94.60%)
20241103-06:01:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:01:37 test_accuracy 915 model 2 nb_correct 2312 / 2500 (92.48%)
20241103-06:01:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:01:47 wrote ae_*.pth
20241103-06:01:47 epoch_duration 2min46s next_finish 06:04:33
20241103-06:01:47 wrote state.pth
20241103-06:01:47 --- epoch 916 ----------------------------------------
20241103-06:01:47 current_test_accuracies 0.9644 0.9552 0.9248 0.9460 0.9596
20241103-06:01:47 nb_c_quizzes 30033
20241103-06:01:47 weakest_accuracies [0.9248, 0.946]
20241103-06:01:47 dummy_rand tensor([0.7849])
20241103-06:01:47 dummy_rand tensor([0.3007])
20241103-06:01:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:01:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:04:19 train_loss 916 model 3 0.034865612030029296
20241103-06:04:19 train_loss 916 model 2 0.03399313354492187
20241103-06:04:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:04:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:04:21 test_loss 916 model 3 0.028622512817382813
20241103-06:04:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:04:21 test_loss 916 model 2 0.028105087280273437
20241103-06:04:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:04:23 test_accuracy 916 model 3 nb_correct 2313 / 2500 (92.52%)
20241103-06:04:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:04:23 test_accuracy 916 model 2 nb_correct 2351 / 2500 (94.04%)
20241103-06:04:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:04:33 wrote ae_*.pth
20241103-06:04:33 epoch_duration 2min46s next_finish 06:07:19
20241103-06:04:33 wrote state.pth
20241103-06:04:33 --- epoch 917 ----------------------------------------
20241103-06:04:33 current_test_accuracies 0.9644 0.9552 0.9404 0.9252 0.9596
20241103-06:04:33 nb_c_quizzes 30033
20241103-06:04:33 weakest_accuracies [0.9252, 0.9404]
20241103-06:04:33 dummy_rand tensor([0.2648])
20241103-06:04:33 dummy_rand tensor([0.4473])
20241103-06:04:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:04:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:07:05 train_loss 917 model 3 0.03512145233154297
20241103-06:07:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:07:05 train_loss 917 model 2 0.03459839248657227
20241103-06:07:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:07:07 test_loss 917 model 3 0.02769134521484375
20241103-06:07:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:07:07 test_loss 917 model 2 0.02968505859375
20241103-06:07:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:07:10 test_accuracy 917 model 3 nb_correct 2355 / 2500 (94.20%)
20241103-06:07:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:07:10 test_accuracy 917 model 2 nb_correct 2384 / 2500 (95.36%)
20241103-06:07:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:07:19 wrote ae_*.pth
20241103-06:07:19 epoch_duration 2min46s next_finish 06:10:06
20241103-06:07:20 wrote state.pth
20241103-06:07:20 --- epoch 918 ----------------------------------------
20241103-06:07:20 current_test_accuracies 0.9644 0.9552 0.9536 0.9420 0.9596
20241103-06:07:20 nb_c_quizzes 30033
20241103-06:07:20 weakest_accuracies [0.942, 0.9536]
20241103-06:07:20 dummy_rand tensor([0.1549])
20241103-06:07:20 dummy_rand tensor([0.8276])
20241103-06:07:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:07:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:09:51 train_loss 918 model 3 0.03465848541259765
20241103-06:09:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:09:51 train_loss 918 model 2 0.03469247055053711
20241103-06:09:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:09:53 test_loss 918 model 3 0.026663169860839844
20241103-06:09:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:09:54 test_loss 918 model 2 0.026135940551757813
20241103-06:09:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:09:56 test_accuracy 918 model 3 nb_correct 2368 / 2500 (94.72%)
20241103-06:09:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:09:56 test_accuracy 918 model 2 nb_correct 2321 / 2500 (92.84%)
20241103-06:09:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:10:05 wrote ae_*.pth
20241103-06:10:05 epoch_duration 2min45s next_finish 06:12:51
20241103-06:10:06 wrote state.pth
20241103-06:10:06 --- epoch 919 ----------------------------------------
20241103-06:10:06 current_test_accuracies 0.9644 0.9552 0.9284 0.9472 0.9596
20241103-06:10:06 nb_c_quizzes 30033
20241103-06:10:06 weakest_accuracies [0.9284, 0.9472]
20241103-06:10:06 dummy_rand tensor([0.4803])
20241103-06:10:06 dummy_rand tensor([0.4375])
20241103-06:10:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:10:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:12:37 train_loss 919 model 2 0.03409217834472656
20241103-06:12:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:12:37 train_loss 919 model 3 0.03547028732299805
20241103-06:12:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:12:40 test_loss 919 model 2 0.024601593017578124
20241103-06:12:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:12:40 test_loss 919 model 3 0.026678199768066405
20241103-06:12:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:12:42 test_accuracy 919 model 2 nb_correct 2382 / 2500 (95.28%)
20241103-06:12:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:12:42 test_accuracy 919 model 3 nb_correct 2328 / 2500 (93.12%)
20241103-06:12:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:12:52 wrote ae_*.pth
20241103-06:12:52 epoch_duration 2min46s next_finish 06:15:38
20241103-06:12:52 wrote state.pth
20241103-06:12:52 --- epoch 920 ----------------------------------------
20241103-06:12:52 current_test_accuracies 0.9644 0.9552 0.9528 0.9312 0.9596
20241103-06:12:52 nb_c_quizzes 30033
20241103-06:12:52 weakest_accuracies [0.9312, 0.9528]
20241103-06:12:52 dummy_rand tensor([0.4580])
20241103-06:12:52 dummy_rand tensor([0.6033])
20241103-06:12:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:12:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:15:24 train_loss 920 model 2 0.034777881622314454
20241103-06:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:15:24 train_loss 920 model 3 0.03469977378845215
20241103-06:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:15:26 test_loss 920 model 2 0.028163375854492186
20241103-06:15:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:15:26 test_loss 920 model 3 0.027224273681640626
20241103-06:15:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:15:28 test_accuracy 920 model 2 nb_correct 2323 / 2500 (92.92%)
20241103-06:15:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:15:29 test_accuracy 920 model 3 nb_correct 2364 / 2500 (94.56%)
20241103-06:15:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:15:38 wrote ae_*.pth
20241103-06:15:38 epoch_duration 2min46s next_finish 06:18:24
20241103-06:15:38 wrote state.pth
20241103-06:15:38 --- epoch 921 ----------------------------------------
20241103-06:15:38 current_test_accuracies 0.9644 0.9552 0.9292 0.9456 0.9596
20241103-06:15:38 nb_c_quizzes 30033
20241103-06:15:38 weakest_accuracies [0.9292, 0.9456]
20241103-06:15:38 dummy_rand tensor([0.7158])
20241103-06:15:38 dummy_rand tensor([0.8187])
20241103-06:15:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:15:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:18:10 train_loss 921 model 2 0.03409408378601074
20241103-06:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:18:10 train_loss 921 model 3 0.03562744522094727
20241103-06:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:18:12 test_loss 921 model 2 0.025248641967773437
20241103-06:18:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:18:12 test_loss 921 model 3 0.02844766616821289
20241103-06:18:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:18:15 test_accuracy 921 model 2 nb_correct 2305 / 2500 (92.20%)
20241103-06:18:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:18:15 test_accuracy 921 model 3 nb_correct 2350 / 2500 (94.00%)
20241103-06:18:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:18:24 wrote ae_*.pth
20241103-06:18:24 epoch_duration 2min45s next_finish 06:21:10
20241103-06:18:24 wrote state.pth
20241103-06:18:24 --- epoch 922 ----------------------------------------
20241103-06:18:24 current_test_accuracies 0.9644 0.9552 0.9220 0.9400 0.9596
20241103-06:18:24 nb_c_quizzes 30033
20241103-06:18:24 weakest_accuracies [0.922, 0.94]
20241103-06:18:24 dummy_rand tensor([0.6801])
20241103-06:18:24 dummy_rand tensor([0.8477])
20241103-06:18:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:18:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:20:56 train_loss 922 model 2 0.0351878433227539
20241103-06:20:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:20:56 train_loss 922 model 3 0.03509574127197266
20241103-06:20:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:20:58 test_loss 922 model 2 0.02515434265136719
20241103-06:20:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:20:58 test_loss 922 model 3 0.028418121337890626
20241103-06:20:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:21:00 test_accuracy 922 model 2 nb_correct 2390 / 2500 (95.60%)
20241103-06:21:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:21:00 test_accuracy 922 model 3 nb_correct 2340 / 2500 (93.60%)
20241103-06:21:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:21:10 wrote ae_*.pth
20241103-06:21:10 epoch_duration 2min45s next_finish 06:23:55
20241103-06:21:10 wrote state.pth
20241103-06:21:10 --- epoch 923 ----------------------------------------
20241103-06:21:10 current_test_accuracies 0.9644 0.9552 0.9560 0.9360 0.9596
20241103-06:21:10 nb_c_quizzes 30033
20241103-06:21:10 weakest_accuracies [0.936, 0.9552]
20241103-06:21:10 dummy_rand tensor([0.1796])
20241103-06:21:10 dummy_rand tensor([0.5657])
20241103-06:21:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:21:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:23:42 train_loss 923 model 3 0.035051597595214846
20241103-06:23:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:23:42 train_loss 923 model 1 0.034125492095947264
20241103-06:23:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:23:44 test_loss 923 model 3 0.028648681640625
20241103-06:23:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:23:44 test_loss 923 model 1 0.030301284790039063
20241103-06:23:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:23:46 test_accuracy 923 model 3 nb_correct 2335 / 2500 (93.40%)
20241103-06:23:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:23:46 test_accuracy 923 model 1 nb_correct 2312 / 2500 (92.48%)
20241103-06:23:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:23:56 wrote ae_*.pth
20241103-06:23:56 epoch_duration 2min46s next_finish 06:26:42
20241103-06:23:56 wrote state.pth
20241103-06:23:56 --- epoch 924 ----------------------------------------
20241103-06:23:56 current_test_accuracies 0.9644 0.9248 0.9560 0.9340 0.9596
20241103-06:23:56 nb_c_quizzes 30033
20241103-06:23:56 weakest_accuracies [0.9248, 0.934]
20241103-06:23:56 dummy_rand tensor([0.8686])
20241103-06:23:56 dummy_rand tensor([0.1023])
20241103-06:23:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:23:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:26:28 train_loss 924 model 3 0.03504618072509766
20241103-06:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:26:28 train_loss 924 model 1 0.03487374877929687
20241103-06:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:26:30 test_loss 924 model 3 0.02688224792480469
20241103-06:26:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:26:30 test_loss 924 model 1 0.028636932373046875
20241103-06:26:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:26:32 test_accuracy 924 model 3 nb_correct 2331 / 2500 (93.24%)
20241103-06:26:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:26:32 test_accuracy 924 model 1 nb_correct 2336 / 2500 (93.44%)
20241103-06:26:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:26:42 wrote ae_*.pth
20241103-06:26:42 epoch_duration 2min46s next_finish 06:29:28
20241103-06:26:42 wrote state.pth
20241103-06:26:42 --- epoch 925 ----------------------------------------
20241103-06:26:42 current_test_accuracies 0.9644 0.9344 0.9560 0.9324 0.9596
20241103-06:26:42 nb_c_quizzes 30033
20241103-06:26:42 weakest_accuracies [0.9324, 0.9344]
20241103-06:26:42 dummy_rand tensor([0.5769])
20241103-06:26:42 dummy_rand tensor([0.4354])
20241103-06:26:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:26:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:29:14 train_loss 925 model 3 0.03422467613220215
20241103-06:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:29:14 train_loss 925 model 1 0.03399452209472656
20241103-06:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:29:16 test_loss 925 model 3 0.028350372314453125
20241103-06:29:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:29:16 test_loss 925 model 1 0.02527992248535156
20241103-06:29:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:29:18 test_accuracy 925 model 3 nb_correct 2350 / 2500 (94.00%)
20241103-06:29:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:29:18 test_accuracy 925 model 1 nb_correct 2273 / 2500 (90.92%)
20241103-06:29:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:29:28 wrote ae_*.pth
20241103-06:29:28 epoch_duration 2min46s next_finish 06:32:14
20241103-06:29:28 wrote state.pth
20241103-06:29:28 --- epoch 926 ----------------------------------------
20241103-06:29:28 current_test_accuracies 0.9644 0.9092 0.9560 0.9400 0.9596
20241103-06:29:28 nb_c_quizzes 30033
20241103-06:29:28 weakest_accuracies [0.9092, 0.94]
20241103-06:29:28 dummy_rand tensor([0.4141])
20241103-06:29:28 dummy_rand tensor([0.1512])
20241103-06:29:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:29:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:32:00 train_loss 926 model 1 0.03412256622314453
20241103-06:32:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:32:00 train_loss 926 model 3 0.034587900161743165
20241103-06:32:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:32:02 test_loss 926 model 1 0.031009140014648436
20241103-06:32:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:32:02 test_loss 926 model 3 0.026000518798828125
20241103-06:32:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:32:04 test_accuracy 926 model 1 nb_correct 2362 / 2500 (94.48%)
20241103-06:32:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:32:04 test_accuracy 926 model 3 nb_correct 2325 / 2500 (93.00%)
20241103-06:32:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:32:14 wrote ae_*.pth
20241103-06:32:14 epoch_duration 2min46s next_finish 06:35:00
20241103-06:32:14 wrote state.pth
20241103-06:32:14 --- epoch 927 ----------------------------------------
20241103-06:32:14 current_test_accuracies 0.9644 0.9448 0.9560 0.9300 0.9596
20241103-06:32:14 nb_c_quizzes 30033
20241103-06:32:14 weakest_accuracies [0.93, 0.9448]
20241103-06:32:14 dummy_rand tensor([0.2000])
20241103-06:32:14 dummy_rand tensor([0.8427])
20241103-06:32:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:32:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:34:46 train_loss 927 model 1 0.03426255416870117
20241103-06:34:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:34:46 train_loss 927 model 3 0.03413584518432617
20241103-06:34:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:34:49 test_loss 927 model 1 0.028569412231445313
20241103-06:34:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:34:49 test_loss 927 model 3 0.03127922058105469
20241103-06:34:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:34:51 test_accuracy 927 model 1 nb_correct 2289 / 2500 (91.56%)
20241103-06:34:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:34:51 test_accuracy 927 model 3 nb_correct 2319 / 2500 (92.76%)
20241103-06:34:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:35:01 wrote ae_*.pth
20241103-06:35:01 epoch_duration 2min46s next_finish 06:37:47
20241103-06:35:01 wrote state.pth
20241103-06:35:01 --- epoch 928 ----------------------------------------
20241103-06:35:01 current_test_accuracies 0.9644 0.9156 0.9560 0.9276 0.9596
20241103-06:35:01 nb_c_quizzes 30033
20241103-06:35:01 weakest_accuracies [0.9156, 0.9276]
20241103-06:35:01 dummy_rand tensor([0.6996])
20241103-06:35:01 dummy_rand tensor([0.4750])
20241103-06:35:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:35:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:37:32 train_loss 928 model 1 0.033761215209960935
20241103-06:37:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:37:32 train_loss 928 model 3 0.03448253059387207
20241103-06:37:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:37:35 test_loss 928 model 1 0.02695381164550781
20241103-06:37:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:37:35 test_loss 928 model 3 0.026918182373046873
20241103-06:37:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:37:37 test_accuracy 928 model 1 nb_correct 2358 / 2500 (94.32%)
20241103-06:37:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:37:37 test_accuracy 928 model 3 nb_correct 2352 / 2500 (94.08%)
20241103-06:37:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:37:46 wrote ae_*.pth
20241103-06:37:46 epoch_duration 2min45s next_finish 06:40:32
20241103-06:37:47 wrote state.pth
20241103-06:37:47 --- epoch 929 ----------------------------------------
20241103-06:37:47 current_test_accuracies 0.9644 0.9432 0.9560 0.9408 0.9596
20241103-06:37:47 nb_c_quizzes 30033
20241103-06:37:47 weakest_accuracies [0.9408, 0.9432]
20241103-06:37:47 dummy_rand tensor([0.8361])
20241103-06:37:47 dummy_rand tensor([0.0573])
20241103-06:37:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:37:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:40:18 train_loss 929 model 3 0.034161293029785156
20241103-06:40:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:40:18 train_loss 929 model 1 0.03397228145599365
20241103-06:40:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:40:20 test_loss 929 model 3 0.027805099487304686
20241103-06:40:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:40:21 test_loss 929 model 1 0.03152328491210937
20241103-06:40:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:40:23 test_accuracy 929 model 3 nb_correct 2315 / 2500 (92.60%)
20241103-06:40:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:40:23 test_accuracy 929 model 1 nb_correct 2326 / 2500 (93.04%)
20241103-06:40:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:40:32 wrote ae_*.pth
20241103-06:40:32 epoch_duration 2min45s next_finish 06:43:18
20241103-06:40:33 wrote state.pth
20241103-06:40:33 --- epoch 930 ----------------------------------------
20241103-06:40:33 current_test_accuracies 0.9644 0.9304 0.9560 0.9260 0.9596
20241103-06:40:33 nb_c_quizzes 30033
20241103-06:40:33 weakest_accuracies [0.926, 0.9304]
20241103-06:40:33 dummy_rand tensor([0.5835])
20241103-06:40:33 dummy_rand tensor([0.7647])
20241103-06:40:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:40:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:43:04 train_loss 930 model 1 0.034007703781127926
20241103-06:43:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:43:04 train_loss 930 model 3 0.03505571174621582
20241103-06:43:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:43:06 test_loss 930 model 1 0.029173564910888673
20241103-06:43:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:43:06 test_loss 930 model 3 0.028399696350097658
20241103-06:43:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:43:09 test_accuracy 930 model 1 nb_correct 2381 / 2500 (95.24%)
20241103-06:43:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:43:09 test_accuracy 930 model 3 nb_correct 2335 / 2500 (93.40%)
20241103-06:43:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:43:18 wrote ae_*.pth
20241103-06:43:18 epoch_duration 2min45s next_finish 06:46:04
20241103-06:43:18 wrote state.pth
20241103-06:43:18 --- epoch 931 ----------------------------------------
20241103-06:43:18 current_test_accuracies 0.9644 0.9524 0.9560 0.9340 0.9596
20241103-06:43:18 nb_c_quizzes 30033
20241103-06:43:18 weakest_accuracies [0.934, 0.9524]
20241103-06:43:18 dummy_rand tensor([0.4057])
20241103-06:43:18 dummy_rand tensor([0.8066])
20241103-06:43:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:43:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:45:50 train_loss 931 model 3 0.03507556915283203
20241103-06:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:45:50 train_loss 931 model 1 0.03395716094970703
20241103-06:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:45:52 test_loss 931 model 3 0.02887443542480469
20241103-06:45:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:45:52 test_loss 931 model 1 0.03152915954589844
20241103-06:45:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:45:55 test_accuracy 931 model 3 nb_correct 2349 / 2500 (93.96%)
20241103-06:45:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:45:55 test_accuracy 931 model 1 nb_correct 2278 / 2500 (91.12%)
20241103-06:45:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:46:04 wrote ae_*.pth
20241103-06:46:04 epoch_duration 2min45s next_finish 06:48:50
20241103-06:46:04 wrote state.pth
20241103-06:46:04 --- epoch 932 ----------------------------------------
20241103-06:46:04 current_test_accuracies 0.9644 0.9112 0.9560 0.9396 0.9596
20241103-06:46:04 nb_c_quizzes 30033
20241103-06:46:04 weakest_accuracies [0.9112, 0.9396]
20241103-06:46:04 dummy_rand tensor([0.6798])
20241103-06:46:04 dummy_rand tensor([0.6102])
20241103-06:46:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:46:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:48:36 train_loss 932 model 1 0.03438864326477051
20241103-06:48:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:48:36 train_loss 932 model 3 0.03469814109802246
20241103-06:48:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:48:38 test_loss 932 model 1 0.029799041748046876
20241103-06:48:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:48:38 test_loss 932 model 3 0.03079925537109375
20241103-06:48:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:48:41 test_accuracy 932 model 1 nb_correct 2354 / 2500 (94.16%)
20241103-06:48:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:48:41 test_accuracy 932 model 3 nb_correct 2393 / 2500 (95.72%)
20241103-06:48:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:48:50 wrote ae_*.pth
20241103-06:48:50 epoch_duration 2min45s next_finish 06:51:36
20241103-06:48:50 wrote state.pth
20241103-06:48:50 --- epoch 933 ----------------------------------------
20241103-06:48:50 current_test_accuracies 0.9644 0.9416 0.9560 0.9572 0.9596
20241103-06:48:50 nb_c_quizzes 30033
20241103-06:48:50 weakest_accuracies [0.9416, 0.956]
20241103-06:48:50 dummy_rand tensor([0.6963])
20241103-06:48:50 dummy_rand tensor([0.8001])
20241103-06:48:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:48:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:51:22 train_loss 933 model 2 0.03491458082199097
20241103-06:51:22 train_loss 933 model 1 0.034212390899658204
20241103-06:51:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:51:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:51:24 test_loss 933 model 2 0.029461135864257814
20241103-06:51:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:51:24 test_loss 933 model 1 0.030583343505859374
20241103-06:51:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:51:26 test_accuracy 933 model 2 nb_correct 2321 / 2500 (92.84%)
20241103-06:51:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:51:26 test_accuracy 933 model 1 nb_correct 2353 / 2500 (94.12%)
20241103-06:51:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:51:36 wrote ae_*.pth
20241103-06:51:36 epoch_duration 2min46s next_finish 06:54:22
20241103-06:51:36 wrote state.pth
20241103-06:51:36 --- epoch 934 ----------------------------------------
20241103-06:51:36 current_test_accuracies 0.9644 0.9412 0.9284 0.9572 0.9596
20241103-06:51:36 nb_c_quizzes 30033
20241103-06:51:36 weakest_accuracies [0.9284, 0.9412]
20241103-06:51:36 dummy_rand tensor([0.6143])
20241103-06:51:36 dummy_rand tensor([0.3327])
20241103-06:51:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:51:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:54:09 train_loss 934 model 1 0.03417745971679687
20241103-06:54:09 train_loss 934 model 2 0.03415673828125
20241103-06:54:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:54:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:54:11 test_loss 934 model 1 0.027515106201171875
20241103-06:54:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:54:11 test_loss 934 model 2 0.02688678741455078
20241103-06:54:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:54:13 test_accuracy 934 model 1 nb_correct 2362 / 2500 (94.48%)
20241103-06:54:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:54:14 test_accuracy 934 model 2 nb_correct 2306 / 2500 (92.24%)
20241103-06:54:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:54:23 wrote ae_*.pth
20241103-06:54:23 epoch_duration 2min47s next_finish 06:57:10
20241103-06:54:23 wrote state.pth
20241103-06:54:23 --- epoch 935 ----------------------------------------
20241103-06:54:23 current_test_accuracies 0.9644 0.9448 0.9224 0.9572 0.9596
20241103-06:54:23 nb_c_quizzes 30033
20241103-06:54:23 weakest_accuracies [0.9224, 0.9448]
20241103-06:54:23 dummy_rand tensor([0.3774])
20241103-06:54:23 dummy_rand tensor([0.1807])
20241103-06:54:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:54:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:56:55 train_loss 935 model 1 0.034268386840820314
20241103-06:56:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:56:55 train_loss 935 model 2 0.03434297180175781
20241103-06:56:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:56:57 test_loss 935 model 1 0.02931304931640625
20241103-06:56:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:56:57 test_loss 935 model 2 0.03101837158203125
20241103-06:56:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:57:00 test_accuracy 935 model 1 nb_correct 2365 / 2500 (94.60%)
20241103-06:57:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:57:00 test_accuracy 935 model 2 nb_correct 2314 / 2500 (92.56%)
20241103-06:57:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:57:09 wrote ae_*.pth
20241103-06:57:09 epoch_duration 2min46s next_finish 06:59:55
20241103-06:57:09 wrote state.pth
20241103-06:57:09 --- epoch 936 ----------------------------------------
20241103-06:57:09 current_test_accuracies 0.9644 0.9460 0.9256 0.9572 0.9596
20241103-06:57:09 nb_c_quizzes 30033
20241103-06:57:09 weakest_accuracies [0.9256, 0.946]
20241103-06:57:09 dummy_rand tensor([0.1564])
20241103-06:57:09 dummy_rand tensor([0.3717])
20241103-06:57:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:57:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:59:41 train_loss 936 model 2 0.034646587371826174
20241103-06:59:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:59:41 train_loss 936 model 1 0.034041519165039065
20241103-06:59:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:59:43 test_loss 936 model 2 0.02984273910522461
20241103-06:59:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:59:44 test_loss 936 model 1 0.029250907897949218
20241103-06:59:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-06:59:46 test_accuracy 936 model 2 nb_correct 2346 / 2500 (93.84%)
20241103-06:59:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:59:46 test_accuracy 936 model 1 nb_correct 2338 / 2500 (93.52%)
20241103-06:59:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-06:59:55 wrote ae_*.pth
20241103-06:59:55 epoch_duration 2min45s next_finish 07:02:41
20241103-06:59:55 wrote state.pth
20241103-06:59:55 --- epoch 937 ----------------------------------------
20241103-06:59:55 current_test_accuracies 0.9644 0.9352 0.9384 0.9572 0.9596
20241103-06:59:55 nb_c_quizzes 30033
20241103-06:59:55 weakest_accuracies [0.9352, 0.9384]
20241103-06:59:55 dummy_rand tensor([0.8406])
20241103-06:59:55 dummy_rand tensor([0.9725])
20241103-06:59:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-06:59:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:02:27 train_loss 937 model 1 0.03420414352416992
20241103-07:02:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:02:27 train_loss 937 model 2 0.034564327239990235
20241103-07:02:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:02:30 test_loss 937 model 1 0.030242996215820314
20241103-07:02:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:02:30 test_loss 937 model 2 0.029234771728515626
20241103-07:02:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:02:32 test_accuracy 937 model 1 nb_correct 2363 / 2500 (94.52%)
20241103-07:02:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:02:32 test_accuracy 937 model 2 nb_correct 2375 / 2500 (95.00%)
20241103-07:02:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:02:42 wrote ae_*.pth
20241103-07:02:42 epoch_duration 2min46s next_finish 07:05:28
20241103-07:02:42 wrote state.pth
20241103-07:02:42 --- epoch 938 ----------------------------------------
20241103-07:02:42 current_test_accuracies 0.9644 0.9452 0.9500 0.9572 0.9596
20241103-07:02:42 nb_c_quizzes 30033
20241103-07:02:42 weakest_accuracies [0.9452, 0.95]
20241103-07:02:42 dummy_rand tensor([0.3229])
20241103-07:02:42 dummy_rand tensor([0.5807])
20241103-07:02:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:02:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:05:14 train_loss 938 model 1 0.034778629302978516
20241103-07:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:05:14 train_loss 938 model 2 0.034460151672363284
20241103-07:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:05:16 test_loss 938 model 1 0.030248966217041016
20241103-07:05:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:05:16 test_loss 938 model 2 0.02967315673828125
20241103-07:05:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:05:19 test_accuracy 938 model 1 nb_correct 2314 / 2500 (92.56%)
20241103-07:05:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:05:19 test_accuracy 938 model 2 nb_correct 2301 / 2500 (92.04%)
20241103-07:05:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:05:28 wrote ae_*.pth
20241103-07:05:28 epoch_duration 2min46s next_finish 07:08:14
20241103-07:05:28 wrote state.pth
20241103-07:05:28 --- epoch 939 ----------------------------------------
20241103-07:05:28 current_test_accuracies 0.9644 0.9256 0.9204 0.9572 0.9596
20241103-07:05:28 nb_c_quizzes 30033
20241103-07:05:28 weakest_accuracies [0.9204, 0.9256]
20241103-07:05:28 dummy_rand tensor([0.5888])
20241103-07:05:28 dummy_rand tensor([0.4591])
20241103-07:05:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:05:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:08:00 train_loss 939 model 1 0.0333803653717041
20241103-07:08:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:08:00 train_loss 939 model 2 0.03434189987182617
20241103-07:08:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:08:02 test_loss 939 model 1 0.02971282958984375
20241103-07:08:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:08:02 test_loss 939 model 2 0.03188430786132813
20241103-07:08:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:08:05 test_accuracy 939 model 2 nb_correct 2345 / 2500 (93.80%)
20241103-07:08:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:08:05 test_accuracy 939 model 1 nb_correct 2357 / 2500 (94.28%)
20241103-07:08:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:08:14 wrote ae_*.pth
20241103-07:08:14 epoch_duration 2min46s next_finish 07:11:01
20241103-07:08:15 wrote state.pth
20241103-07:08:15 --- epoch 940 ----------------------------------------
20241103-07:08:15 current_test_accuracies 0.9644 0.9428 0.9380 0.9572 0.9596
20241103-07:08:15 nb_c_quizzes 30033
20241103-07:08:15 weakest_accuracies [0.938, 0.9428]
20241103-07:08:15 dummy_rand tensor([0.5006])
20241103-07:08:15 dummy_rand tensor([0.0502])
20241103-07:08:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:08:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:10:47 train_loss 940 model 2 0.03523056411743164
20241103-07:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:10:47 train_loss 940 model 1 0.03358692932128906
20241103-07:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:10:49 test_loss 940 model 2 0.027179107666015626
20241103-07:10:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:10:49 test_loss 940 model 1 0.030118484497070313
20241103-07:10:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:10:51 test_accuracy 940 model 2 nb_correct 2346 / 2500 (93.84%)
20241103-07:10:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:10:51 test_accuracy 940 model 1 nb_correct 2335 / 2500 (93.40%)
20241103-07:10:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:11:01 wrote ae_*.pth
20241103-07:11:01 epoch_duration 2min46s next_finish 07:13:47
20241103-07:11:01 wrote state.pth
20241103-07:11:01 --- epoch 941 ----------------------------------------
20241103-07:11:01 current_test_accuracies 0.9644 0.9340 0.9384 0.9572 0.9596
20241103-07:11:01 nb_c_quizzes 30033
20241103-07:11:01 weakest_accuracies [0.934, 0.9384]
20241103-07:11:01 dummy_rand tensor([0.4457])
20241103-07:11:01 dummy_rand tensor([0.8215])
20241103-07:11:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:11:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:13:33 train_loss 941 model 2 0.03498551940917969
20241103-07:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:13:33 train_loss 941 model 1 0.0338209228515625
20241103-07:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:13:35 test_loss 941 model 2 0.02621002197265625
20241103-07:13:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:13:35 test_loss 941 model 1 0.027001495361328124
20241103-07:13:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:13:37 test_accuracy 941 model 2 nb_correct 2327 / 2500 (93.08%)
20241103-07:13:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:13:37 test_accuracy 941 model 1 nb_correct 2344 / 2500 (93.76%)
20241103-07:13:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:13:47 wrote ae_*.pth
20241103-07:13:47 epoch_duration 2min46s next_finish 07:16:33
20241103-07:13:47 wrote state.pth
20241103-07:13:47 --- epoch 942 ----------------------------------------
20241103-07:13:47 current_test_accuracies 0.9644 0.9376 0.9308 0.9572 0.9596
20241103-07:13:47 nb_c_quizzes 30033
20241103-07:13:47 weakest_accuracies [0.9308, 0.9376]
20241103-07:13:47 dummy_rand tensor([0.1666])
20241103-07:13:47 dummy_rand tensor([0.1108])
20241103-07:13:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:13:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:16:19 train_loss 942 model 2 0.034595268249511715
20241103-07:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:16:19 train_loss 942 model 1 0.034247105598449706
20241103-07:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:16:21 test_loss 942 model 2 0.026529998779296876
20241103-07:16:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:16:21 test_loss 942 model 1 0.028157882690429688
20241103-07:16:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:16:23 test_accuracy 942 model 2 nb_correct 2378 / 2500 (95.12%)
20241103-07:16:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:16:23 test_accuracy 942 model 1 nb_correct 2343 / 2500 (93.72%)
20241103-07:16:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:16:33 wrote ae_*.pth
20241103-07:16:33 epoch_duration 2min45s next_finish 07:19:18
20241103-07:16:33 wrote state.pth
20241103-07:16:33 --- epoch 943 ----------------------------------------
20241103-07:16:33 current_test_accuracies 0.9644 0.9372 0.9512 0.9572 0.9596
20241103-07:16:33 nb_c_quizzes 30033
20241103-07:16:33 weakest_accuracies [0.9372, 0.9512]
20241103-07:16:33 dummy_rand tensor([0.1760])
20241103-07:16:33 dummy_rand tensor([0.0595])
20241103-07:16:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:16:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:19:04 train_loss 943 model 1 0.03370315933227539
20241103-07:19:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:19:05 train_loss 943 model 2 0.03387861633300781
20241103-07:19:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:19:07 test_loss 943 model 1 0.029653854370117187
20241103-07:19:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:19:07 test_loss 943 model 2 0.0276214599609375
20241103-07:19:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:19:09 test_accuracy 943 model 1 nb_correct 2341 / 2500 (93.64%)
20241103-07:19:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:19:09 test_accuracy 943 model 2 nb_correct 2238 / 2500 (89.52%)
20241103-07:19:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:19:19 wrote ae_*.pth
20241103-07:19:19 epoch_duration 2min45s next_finish 07:22:04
20241103-07:19:19 wrote state.pth
20241103-07:19:19 --- epoch 944 ----------------------------------------
20241103-07:19:19 current_test_accuracies 0.9644 0.9364 0.8952 0.9572 0.9596
20241103-07:19:19 nb_c_quizzes 30033
20241103-07:19:19 weakest_accuracies [0.8952, 0.9364]
20241103-07:19:19 dummy_rand tensor([0.0354])
20241103-07:19:19 dummy_rand tensor([0.8133])
20241103-07:19:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:19:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:21:51 train_loss 944 model 2 0.03427513122558594
20241103-07:21:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:21:51 train_loss 944 model 1 0.0337091236114502
20241103-07:21:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:21:53 test_loss 944 model 2 0.02630664825439453
20241103-07:21:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:21:53 test_loss 944 model 1 0.0294110107421875
20241103-07:21:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:21:55 test_accuracy 944 model 2 nb_correct 2263 / 2500 (90.52%)
20241103-07:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:21:55 test_accuracy 944 model 1 nb_correct 2333 / 2500 (93.32%)
20241103-07:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:22:05 wrote ae_*.pth
20241103-07:22:05 epoch_duration 2min46s next_finish 07:24:51
20241103-07:22:05 wrote state.pth
20241103-07:22:05 --- epoch 945 ----------------------------------------
20241103-07:22:05 current_test_accuracies 0.9644 0.9332 0.9052 0.9572 0.9596
20241103-07:22:05 nb_c_quizzes 30033
20241103-07:22:05 weakest_accuracies [0.9052, 0.9332]
20241103-07:22:05 dummy_rand tensor([0.9657])
20241103-07:22:05 dummy_rand tensor([0.7177])
20241103-07:22:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:22:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:24:36 train_loss 945 model 2 0.03437852573394776
20241103-07:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:24:36 train_loss 945 model 1 0.03431258392333984
20241103-07:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:24:39 test_loss 945 model 2 0.028201141357421876
20241103-07:24:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:24:39 test_loss 945 model 1 0.03206436157226562
20241103-07:24:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:24:41 test_accuracy 945 model 2 nb_correct 2341 / 2500 (93.64%)
20241103-07:24:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:24:41 test_accuracy 945 model 1 nb_correct 2321 / 2500 (92.84%)
20241103-07:24:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:24:51 wrote ae_*.pth
20241103-07:24:51 epoch_duration 2min45s next_finish 07:27:36
20241103-07:24:51 wrote state.pth
20241103-07:24:51 --- epoch 946 ----------------------------------------
20241103-07:24:51 current_test_accuracies 0.9644 0.9284 0.9364 0.9572 0.9596
20241103-07:24:51 nb_c_quizzes 30033
20241103-07:24:51 weakest_accuracies [0.9284, 0.9364]
20241103-07:24:51 dummy_rand tensor([0.6820])
20241103-07:24:51 dummy_rand tensor([0.7691])
20241103-07:24:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:24:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:27:22 train_loss 946 model 1 0.03440910530090332
20241103-07:27:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:27:22 train_loss 946 model 2 0.03375450134277344
20241103-07:27:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:27:25 test_loss 946 model 1 0.02986488342285156
20241103-07:27:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:27:25 test_loss 946 model 2 0.02653289794921875
20241103-07:27:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:27:27 test_accuracy 946 model 1 nb_correct 2353 / 2500 (94.12%)
20241103-07:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:27:27 test_accuracy 946 model 2 nb_correct 2361 / 2500 (94.44%)
20241103-07:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:27:37 wrote ae_*.pth
20241103-07:27:37 epoch_duration 2min46s next_finish 07:30:23
20241103-07:27:37 wrote state.pth
20241103-07:27:37 --- epoch 947 ----------------------------------------
20241103-07:27:37 current_test_accuracies 0.9644 0.9412 0.9444 0.9572 0.9596
20241103-07:27:37 nb_c_quizzes 30033
20241103-07:27:37 weakest_accuracies [0.9412, 0.9444]
20241103-07:27:37 dummy_rand tensor([0.1644])
20241103-07:27:37 dummy_rand tensor([0.1194])
20241103-07:27:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:27:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:30:09 train_loss 947 model 1 0.03381087303161621
20241103-07:30:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:30:09 train_loss 947 model 2 0.03396932220458984
20241103-07:30:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:30:11 test_loss 947 model 1 0.027611160278320314
20241103-07:30:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:30:11 test_loss 947 model 2 0.028722381591796874
20241103-07:30:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:30:13 test_accuracy 947 model 1 nb_correct 2394 / 2500 (95.76%)
20241103-07:30:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:30:13 test_accuracy 947 model 2 nb_correct 2349 / 2500 (93.96%)
20241103-07:30:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:30:23 wrote ae_*.pth
20241103-07:30:23 epoch_duration 2min46s next_finish 07:33:09
20241103-07:30:23 wrote state.pth
20241103-07:30:23 --- epoch 948 ----------------------------------------
20241103-07:30:23 current_test_accuracies 0.9644 0.9576 0.9396 0.9572 0.9596
20241103-07:30:23 nb_c_quizzes 30033
20241103-07:30:23 weakest_accuracies [0.9396, 0.9572]
20241103-07:30:23 dummy_rand tensor([0.5782])
20241103-07:30:23 dummy_rand tensor([0.8614])
20241103-07:30:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:30:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:32:55 train_loss 948 model 3 0.034812286376953126
20241103-07:32:55 train_loss 948 model 2 0.03485441589355469
20241103-07:32:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:32:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:32:57 test_loss 948 model 3 0.030448760986328125
20241103-07:32:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:32:57 test_loss 948 model 2 0.029991607666015625
20241103-07:32:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:32:59 test_accuracy 948 model 2 nb_correct 2319 / 2500 (92.76%)
20241103-07:32:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:32:59 test_accuracy 948 model 3 nb_correct 2356 / 2500 (94.24%)
20241103-07:32:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:33:09 wrote ae_*.pth
20241103-07:33:09 epoch_duration 2min45s next_finish 07:35:55
20241103-07:33:09 wrote state.pth
20241103-07:33:09 --- epoch 949 ----------------------------------------
20241103-07:33:09 current_test_accuracies 0.9644 0.9576 0.9276 0.9424 0.9596
20241103-07:33:09 nb_c_quizzes 30033
20241103-07:33:09 weakest_accuracies [0.9276, 0.9424]
20241103-07:33:09 dummy_rand tensor([0.2273])
20241103-07:33:09 dummy_rand tensor([0.4367])
20241103-07:33:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:33:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:35:41 train_loss 949 model 2 0.0348648796081543
20241103-07:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:35:41 train_loss 949 model 3 0.03473233032226562
20241103-07:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:35:43 test_loss 949 model 2 0.030324554443359374
20241103-07:35:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:35:43 test_loss 949 model 3 0.03063291549682617
20241103-07:35:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:35:45 test_accuracy 949 model 2 nb_correct 2345 / 2500 (93.80%)
20241103-07:35:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:35:45 test_accuracy 949 model 3 nb_correct 2353 / 2500 (94.12%)
20241103-07:35:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:35:55 wrote ae_*.pth
20241103-07:35:55 epoch_duration 2min45s next_finish 07:38:40
20241103-07:35:55 wrote state.pth
20241103-07:35:55 --- epoch 950 ----------------------------------------
20241103-07:35:55 current_test_accuracies 0.9644 0.9576 0.9380 0.9412 0.9596
20241103-07:35:55 nb_c_quizzes 30033
20241103-07:35:55 weakest_accuracies [0.938, 0.9412]
20241103-07:35:55 dummy_rand tensor([0.3778])
20241103-07:35:55 dummy_rand tensor([0.3476])
20241103-07:35:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:35:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:38:27 train_loss 950 model 2 0.03462400817871094
20241103-07:38:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:38:27 train_loss 950 model 3 0.03467588043212891
20241103-07:38:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:38:29 test_loss 950 model 2 0.026925506591796874
20241103-07:38:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:38:29 test_loss 950 model 3 0.025673065185546875
20241103-07:38:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:38:31 test_accuracy 950 model 2 nb_correct 2371 / 2500 (94.84%)
20241103-07:38:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:38:31 test_accuracy 950 model 3 nb_correct 2349 / 2500 (93.96%)
20241103-07:38:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:38:41 wrote ae_*.pth
20241103-07:38:41 epoch_duration 2min46s next_finish 07:41:27
20241103-07:38:41 wrote state.pth
20241103-07:38:41 --- epoch 951 ----------------------------------------
20241103-07:38:41 current_test_accuracies 0.9644 0.9576 0.9484 0.9396 0.9596
20241103-07:38:41 nb_c_quizzes 30033
20241103-07:38:41 weakest_accuracies [0.9396, 0.9484]
20241103-07:38:41 dummy_rand tensor([0.7361])
20241103-07:38:41 dummy_rand tensor([0.8804])
20241103-07:38:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:38:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:41:13 train_loss 951 model 3 0.03491176986694336
20241103-07:41:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:41:13 train_loss 951 model 2 0.03460886573791504
20241103-07:41:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:41:15 test_loss 951 model 3 0.02711944580078125
20241103-07:41:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:41:15 test_loss 951 model 2 0.029241714477539062
20241103-07:41:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:41:18 test_accuracy 951 model 3 nb_correct 2340 / 2500 (93.60%)
20241103-07:41:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:41:18 test_accuracy 951 model 2 nb_correct 2321 / 2500 (92.84%)
20241103-07:41:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:41:28 wrote ae_*.pth
20241103-07:41:28 epoch_duration 2min46s next_finish 07:44:14
20241103-07:41:28 wrote state.pth
20241103-07:41:28 --- epoch 952 ----------------------------------------
20241103-07:41:28 current_test_accuracies 0.9644 0.9576 0.9284 0.9360 0.9596
20241103-07:41:28 nb_c_quizzes 30033
20241103-07:41:28 weakest_accuracies [0.9284, 0.936]
20241103-07:41:28 dummy_rand tensor([0.8369])
20241103-07:41:28 dummy_rand tensor([0.8339])
20241103-07:41:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:41:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:43:59 train_loss 952 model 2 0.03489599227905273
20241103-07:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:43:59 train_loss 952 model 3 0.0352701301574707
20241103-07:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:44:02 test_loss 952 model 2 0.029437904357910157
20241103-07:44:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:44:02 test_loss 952 model 3 0.027716598510742187
20241103-07:44:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:44:04 test_accuracy 952 model 2 nb_correct 2382 / 2500 (95.28%)
20241103-07:44:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:44:04 test_accuracy 952 model 3 nb_correct 2320 / 2500 (92.80%)
20241103-07:44:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:44:14 wrote ae_*.pth
20241103-07:44:14 epoch_duration 2min45s next_finish 07:47:00
20241103-07:44:14 wrote state.pth
20241103-07:44:14 --- epoch 953 ----------------------------------------
20241103-07:44:14 current_test_accuracies 0.9644 0.9576 0.9528 0.9280 0.9596
20241103-07:44:14 nb_c_quizzes 30033
20241103-07:44:14 weakest_accuracies [0.928, 0.9528]
20241103-07:44:14 dummy_rand tensor([0.2182])
20241103-07:44:14 dummy_rand tensor([0.9203])
20241103-07:44:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:44:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:46:45 train_loss 953 model 3 0.03458338737487793
20241103-07:46:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:46:45 train_loss 953 model 2 0.033950254440307616
20241103-07:46:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:46:48 test_loss 953 model 3 0.026697463989257812
20241103-07:46:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:46:48 test_loss 953 model 2 0.029175872802734374
20241103-07:46:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:46:50 test_accuracy 953 model 3 nb_correct 2356 / 2500 (94.24%)
20241103-07:46:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:46:50 test_accuracy 953 model 2 nb_correct 2363 / 2500 (94.52%)
20241103-07:46:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:47:00 wrote ae_*.pth
20241103-07:47:00 epoch_duration 2min46s next_finish 07:49:46
20241103-07:47:00 wrote state.pth
20241103-07:47:00 --- epoch 954 ----------------------------------------
20241103-07:47:00 current_test_accuracies 0.9644 0.9576 0.9452 0.9424 0.9596
20241103-07:47:00 nb_c_quizzes 30033
20241103-07:47:00 weakest_accuracies [0.9424, 0.9452]
20241103-07:47:00 dummy_rand tensor([0.0505])
20241103-07:47:00 dummy_rand tensor([0.9296])
20241103-07:47:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:47:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:49:31 train_loss 954 model 3 0.035240493774414065
20241103-07:49:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:49:32 train_loss 954 model 2 0.034012657165527344
20241103-07:49:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:49:34 test_loss 954 model 3 0.029994106292724608
20241103-07:49:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:49:34 test_loss 954 model 2 0.030381546020507813
20241103-07:49:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:49:36 test_accuracy 954 model 3 nb_correct 2341 / 2500 (93.64%)
20241103-07:49:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:49:36 test_accuracy 954 model 2 nb_correct 2341 / 2500 (93.64%)
20241103-07:49:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:49:46 wrote ae_*.pth
20241103-07:49:46 epoch_duration 2min45s next_finish 07:52:31
20241103-07:49:46 wrote state.pth
20241103-07:49:46 --- epoch 955 ----------------------------------------
20241103-07:49:46 current_test_accuracies 0.9644 0.9576 0.9364 0.9364 0.9596
20241103-07:49:46 nb_c_quizzes 30033
20241103-07:49:46 weakest_accuracies [0.9364, 0.9364]
20241103-07:49:46 dummy_rand tensor([0.8136])
20241103-07:49:46 dummy_rand tensor([0.8982])
20241103-07:49:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:49:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:52:18 train_loss 955 model 2 0.03468569946289062
20241103-07:52:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:52:18 train_loss 955 model 3 0.03443279266357422
20241103-07:52:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:52:20 test_loss 955 model 2 0.02836437463760376
20241103-07:52:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:52:20 test_loss 955 model 3 0.02988616943359375
20241103-07:52:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:52:22 test_accuracy 955 model 2 nb_correct 2348 / 2500 (93.92%)
20241103-07:52:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:52:22 test_accuracy 955 model 3 nb_correct 2364 / 2500 (94.56%)
20241103-07:52:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:52:32 wrote ae_*.pth
20241103-07:52:32 epoch_duration 2min46s next_finish 07:55:18
20241103-07:52:32 wrote state.pth
20241103-07:52:32 --- epoch 956 ----------------------------------------
20241103-07:52:32 current_test_accuracies 0.9644 0.9576 0.9392 0.9456 0.9596
20241103-07:52:32 nb_c_quizzes 30033
20241103-07:52:32 weakest_accuracies [0.9392, 0.9456]
20241103-07:52:32 dummy_rand tensor([0.2365])
20241103-07:52:32 dummy_rand tensor([0.2890])
20241103-07:52:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:52:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:55:03 train_loss 956 model 3 0.033811397552490234
20241103-07:55:03 train_loss 956 model 2 0.03370877838134766
20241103-07:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:55:06 test_loss 956 model 3 0.024376487731933592
20241103-07:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:55:06 test_loss 956 model 2 0.026812591552734376
20241103-07:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:55:08 test_accuracy 956 model 3 nb_correct 2353 / 2500 (94.12%)
20241103-07:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:55:08 test_accuracy 956 model 2 nb_correct 2362 / 2500 (94.48%)
20241103-07:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:55:18 wrote ae_*.pth
20241103-07:55:18 epoch_duration 2min45s next_finish 07:58:03
20241103-07:55:18 wrote state.pth
20241103-07:55:18 --- epoch 957 ----------------------------------------
20241103-07:55:18 current_test_accuracies 0.9644 0.9576 0.9448 0.9412 0.9596
20241103-07:55:18 nb_c_quizzes 30033
20241103-07:55:18 weakest_accuracies [0.9412, 0.9448]
20241103-07:55:18 dummy_rand tensor([0.9212])
20241103-07:55:18 dummy_rand tensor([0.6026])
20241103-07:55:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:55:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:57:49 train_loss 957 model 3 0.03409843444824219
20241103-07:57:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:57:50 train_loss 957 model 2 0.03433655548095703
20241103-07:57:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:57:52 test_loss 957 model 3 0.03205184936523438
20241103-07:57:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:57:52 test_loss 957 model 2 0.02534538269042969
20241103-07:57:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-07:57:54 test_accuracy 957 model 3 nb_correct 2355 / 2500 (94.20%)
20241103-07:57:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:57:54 test_accuracy 957 model 2 nb_correct 2361 / 2500 (94.44%)
20241103-07:57:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-07:58:04 wrote ae_*.pth
20241103-07:58:04 epoch_duration 2min46s next_finish 08:00:50
20241103-07:58:04 wrote state.pth
20241103-07:58:04 --- epoch 958 ----------------------------------------
20241103-07:58:04 current_test_accuracies 0.9644 0.9576 0.9444 0.9420 0.9596
20241103-07:58:04 nb_c_quizzes 30033
20241103-07:58:04 weakest_accuracies [0.942, 0.9444]
20241103-07:58:04 dummy_rand tensor([0.2036])
20241103-07:58:04 dummy_rand tensor([0.6109])
20241103-07:58:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-07:58:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:00:35 train_loss 958 model 3 0.034195396423339845
20241103-08:00:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:00:35 train_loss 958 model 2 0.03445187377929688
20241103-08:00:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:00:38 test_loss 958 model 3 0.029867630004882812
20241103-08:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:00:38 test_loss 958 model 2 0.028785324096679686
20241103-08:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:00:40 test_accuracy 958 model 3 nb_correct 2354 / 2500 (94.16%)
20241103-08:00:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:00:40 test_accuracy 958 model 2 nb_correct 2359 / 2500 (94.36%)
20241103-08:00:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:00:49 wrote ae_*.pth
20241103-08:00:49 epoch_duration 2min45s next_finish 08:03:35
20241103-08:00:49 wrote state.pth
20241103-08:00:49 --- epoch 959 ----------------------------------------
20241103-08:00:49 current_test_accuracies 0.9644 0.9576 0.9436 0.9416 0.9596
20241103-08:00:49 nb_c_quizzes 30033
20241103-08:00:49 weakest_accuracies [0.9416, 0.9436]
20241103-08:00:49 dummy_rand tensor([0.3176])
20241103-08:00:49 dummy_rand tensor([0.2581])
20241103-08:00:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:00:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:03:21 train_loss 959 model 2 0.03442404174804688
20241103-08:03:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:03:21 train_loss 959 model 3 0.03466783905029297
20241103-08:03:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:03:23 test_loss 959 model 2 0.027171630859375
20241103-08:03:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:03:23 test_loss 959 model 3 0.032075119018554685
20241103-08:03:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:03:26 test_accuracy 959 model 2 nb_correct 2341 / 2500 (93.64%)
20241103-08:03:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:03:26 test_accuracy 959 model 3 nb_correct 2386 / 2500 (95.44%)
20241103-08:03:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:03:35 wrote ae_*.pth
20241103-08:03:35 epoch_duration 2min46s next_finish 08:06:21
20241103-08:03:35 wrote state.pth
20241103-08:03:35 --- epoch 960 ----------------------------------------
20241103-08:03:35 current_test_accuracies 0.9644 0.9576 0.9364 0.9544 0.9596
20241103-08:03:35 nb_c_quizzes 30033
20241103-08:03:35 weakest_accuracies [0.9364, 0.9544]
20241103-08:03:35 dummy_rand tensor([0.1368])
20241103-08:03:35 dummy_rand tensor([0.1406])
20241103-08:03:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:03:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:06:07 train_loss 960 model 2 0.03389962768554688
20241103-08:06:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:06:07 train_loss 960 model 3 0.035663558959960935
20241103-08:06:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:06:09 test_loss 960 model 2 0.028714447021484374
20241103-08:06:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:06:09 test_loss 960 model 3 0.02896514892578125
20241103-08:06:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:06:12 test_accuracy 960 model 2 nb_correct 2352 / 2500 (94.08%)
20241103-08:06:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:06:12 test_accuracy 960 model 3 nb_correct 2356 / 2500 (94.24%)
20241103-08:06:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:06:21 wrote ae_*.pth
20241103-08:06:21 epoch_duration 2min46s next_finish 08:09:07
20241103-08:06:21 wrote state.pth
20241103-08:06:21 --- epoch 961 ----------------------------------------
20241103-08:06:21 current_test_accuracies 0.9644 0.9576 0.9408 0.9424 0.9596
20241103-08:06:21 nb_c_quizzes 30033
20241103-08:06:21 weakest_accuracies [0.9408, 0.9424]
20241103-08:06:21 dummy_rand tensor([0.7449])
20241103-08:06:22 dummy_rand tensor([0.2776])
20241103-08:06:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:06:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:08:54 train_loss 961 model 2 0.03411694526672363
20241103-08:08:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:08:54 train_loss 961 model 3 0.035264766693115235
20241103-08:08:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:08:56 test_loss 961 model 2 0.024931259155273437
20241103-08:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:08:56 test_loss 961 model 3 0.029496841430664063
20241103-08:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:08:58 test_accuracy 961 model 2 nb_correct 2304 / 2500 (92.16%)
20241103-08:08:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:08:59 test_accuracy 961 model 3 nb_correct 2386 / 2500 (95.44%)
20241103-08:08:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:09:08 wrote ae_*.pth
20241103-08:09:08 epoch_duration 2min46s next_finish 08:11:54
20241103-08:09:08 wrote state.pth
20241103-08:09:08 --- epoch 962 ----------------------------------------
20241103-08:09:08 current_test_accuracies 0.9644 0.9576 0.9216 0.9544 0.9596
20241103-08:09:08 nb_c_quizzes 30033
20241103-08:09:08 weakest_accuracies [0.9216, 0.9544]
20241103-08:09:08 dummy_rand tensor([0.2751])
20241103-08:09:08 dummy_rand tensor([0.5624])
20241103-08:09:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:09:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:11:39 train_loss 962 model 2 0.03378628921508789
20241103-08:11:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:11:40 train_loss 962 model 3 0.03480513381958008
20241103-08:11:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:11:42 test_loss 962 model 2 0.02979076385498047
20241103-08:11:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:11:42 test_loss 962 model 3 0.028120574951171876
20241103-08:11:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:11:44 test_accuracy 962 model 2 nb_correct 2304 / 2500 (92.16%)
20241103-08:11:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:11:44 test_accuracy 962 model 3 nb_correct 2301 / 2500 (92.04%)
20241103-08:11:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:11:54 wrote ae_*.pth
20241103-08:11:54 epoch_duration 2min45s next_finish 08:14:40
20241103-08:11:54 wrote state.pth
20241103-08:11:54 --- epoch 963 ----------------------------------------
20241103-08:11:54 current_test_accuracies 0.9644 0.9576 0.9216 0.9204 0.9596
20241103-08:11:54 nb_c_quizzes 30033
20241103-08:11:54 weakest_accuracies [0.9204, 0.9216]
20241103-08:11:54 dummy_rand tensor([0.4066])
20241103-08:11:54 dummy_rand tensor([0.9794])
20241103-08:11:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:11:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:14:25 train_loss 963 model 3 0.03398166656494141
20241103-08:14:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:14:25 train_loss 963 model 2 0.03421328735351563
20241103-08:14:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:14:28 test_loss 963 model 3 0.02571952819824219
20241103-08:14:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:14:28 test_loss 963 model 2 0.024681167602539064
20241103-08:14:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:14:30 test_accuracy 963 model 3 nb_correct 2392 / 2500 (95.68%)
20241103-08:14:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:14:30 test_accuracy 963 model 2 nb_correct 2335 / 2500 (93.40%)
20241103-08:14:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:14:40 wrote ae_*.pth
20241103-08:14:40 epoch_duration 2min46s next_finish 08:17:26
20241103-08:14:40 wrote state.pth
20241103-08:14:40 --- epoch 964 ----------------------------------------
20241103-08:14:40 current_test_accuracies 0.9644 0.9576 0.9340 0.9568 0.9596
20241103-08:14:40 nb_c_quizzes 30033
20241103-08:14:40 weakest_accuracies [0.934, 0.9568]
20241103-08:14:40 dummy_rand tensor([0.5393])
20241103-08:14:40 dummy_rand tensor([0.3072])
20241103-08:14:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:14:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:17:11 train_loss 964 model 2 0.03354072952270508
20241103-08:17:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:17:12 train_loss 964 model 3 0.03448746490478516
20241103-08:17:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:17:14 test_loss 964 model 2 0.027951507568359374
20241103-08:17:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:17:14 test_loss 964 model 3 0.027085113525390624
20241103-08:17:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:17:16 test_accuracy 964 model 2 nb_correct 2357 / 2500 (94.28%)
20241103-08:17:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:17:16 test_accuracy 964 model 3 nb_correct 2354 / 2500 (94.16%)
20241103-08:17:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:17:26 wrote ae_*.pth
20241103-08:17:26 epoch_duration 2min46s next_finish 08:20:12
20241103-08:17:26 wrote state.pth
20241103-08:17:26 --- epoch 965 ----------------------------------------
20241103-08:17:26 current_test_accuracies 0.9644 0.9576 0.9428 0.9416 0.9596
20241103-08:17:26 nb_c_quizzes 30033
20241103-08:17:26 weakest_accuracies [0.9416, 0.9428]
20241103-08:17:26 dummy_rand tensor([0.7919])
20241103-08:17:26 dummy_rand tensor([0.1112])
20241103-08:17:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:17:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:19:58 train_loss 965 model 3 0.034495101928710935
20241103-08:19:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:19:58 train_loss 965 model 2 0.034262924194335936
20241103-08:19:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:20:00 test_loss 965 model 3 0.028676223754882813
20241103-08:20:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:20:00 test_loss 965 model 2 0.0300439453125
20241103-08:20:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:20:02 test_accuracy 965 model 3 nb_correct 2352 / 2500 (94.08%)
20241103-08:20:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:20:03 test_accuracy 965 model 2 nb_correct 2396 / 2500 (95.84%)
20241103-08:20:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:20:12 wrote ae_*.pth
20241103-08:20:12 epoch_duration 2min46s next_finish 08:22:58
20241103-08:20:12 wrote state.pth
20241103-08:20:12 --- epoch 966 ----------------------------------------
20241103-08:20:12 current_test_accuracies 0.9644 0.9576 0.9584 0.9408 0.9596
20241103-08:20:12 nb_c_quizzes 30033
20241103-08:20:12 weakest_accuracies [0.9408, 0.9576]
20241103-08:20:12 dummy_rand tensor([0.8730])
20241103-08:20:12 dummy_rand tensor([0.9249])
20241103-08:20:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:20:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:22:44 train_loss 966 model 1 0.03391180419921875
20241103-08:22:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:22:44 train_loss 966 model 3 0.03385135650634766
20241103-08:22:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:22:46 test_loss 966 model 1 0.029440689086914062
20241103-08:22:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:22:46 test_loss 966 model 3 0.027512474060058592
20241103-08:22:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:22:48 test_accuracy 966 model 1 nb_correct 2352 / 2500 (94.08%)
20241103-08:22:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:22:48 test_accuracy 966 model 3 nb_correct 2360 / 2500 (94.40%)
20241103-08:22:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:22:58 wrote ae_*.pth
20241103-08:22:58 epoch_duration 2min45s next_finish 08:25:44
20241103-08:22:58 wrote state.pth
20241103-08:22:58 --- epoch 967 ----------------------------------------
20241103-08:22:58 current_test_accuracies 0.9644 0.9408 0.9584 0.9440 0.9596
20241103-08:22:58 nb_c_quizzes 30033
20241103-08:22:58 weakest_accuracies [0.9408, 0.944]
20241103-08:22:58 dummy_rand tensor([0.8461])
20241103-08:22:58 dummy_rand tensor([0.9009])
20241103-08:22:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:22:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:25:30 train_loss 967 model 1 0.034166643142700195
20241103-08:25:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:25:30 train_loss 967 model 3 0.03496199035644531
20241103-08:25:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:25:32 test_loss 967 model 1 0.026973114013671876
20241103-08:25:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:25:32 test_loss 967 model 3 0.03014324188232422
20241103-08:25:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:25:34 test_accuracy 967 model 1 nb_correct 2296 / 2500 (91.84%)
20241103-08:25:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:25:34 test_accuracy 967 model 3 nb_correct 2371 / 2500 (94.84%)
20241103-08:25:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:25:44 wrote ae_*.pth
20241103-08:25:44 epoch_duration 2min45s next_finish 08:28:30
20241103-08:25:44 wrote state.pth
20241103-08:25:44 --- epoch 968 ----------------------------------------
20241103-08:25:44 current_test_accuracies 0.9644 0.9184 0.9584 0.9484 0.9596
20241103-08:25:44 nb_c_quizzes 30033
20241103-08:25:44 weakest_accuracies [0.9184, 0.9484]
20241103-08:25:44 dummy_rand tensor([0.9676])
20241103-08:25:44 dummy_rand tensor([0.2386])
20241103-08:25:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:25:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:28:16 train_loss 968 model 3 0.03476595306396484
20241103-08:28:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:28:16 train_loss 968 model 1 0.03364632034301758
20241103-08:28:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:28:18 test_loss 968 model 3 0.02855987548828125
20241103-08:28:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:28:18 test_loss 968 model 1 0.027164764404296875
20241103-08:28:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:28:21 test_accuracy 968 model 3 nb_correct 2356 / 2500 (94.24%)
20241103-08:28:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:28:21 test_accuracy 968 model 1 nb_correct 2303 / 2500 (92.12%)
20241103-08:28:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:28:30 wrote ae_*.pth
20241103-08:28:30 epoch_duration 2min46s next_finish 08:31:16
20241103-08:28:30 wrote state.pth
20241103-08:28:30 --- epoch 969 ----------------------------------------
20241103-08:28:30 current_test_accuracies 0.9644 0.9212 0.9584 0.9424 0.9596
20241103-08:28:30 nb_c_quizzes 30033
20241103-08:28:30 weakest_accuracies [0.9212, 0.9424]
20241103-08:28:30 dummy_rand tensor([0.6328])
20241103-08:28:30 dummy_rand tensor([0.7434])
20241103-08:28:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:28:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:31:02 train_loss 969 model 3 0.03378689956665039
20241103-08:31:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:31:03 train_loss 969 model 1 0.033885169982910156
20241103-08:31:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:31:05 test_loss 969 model 3 0.02687786102294922
20241103-08:31:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:31:05 test_loss 969 model 1 0.02627614974975586
20241103-08:31:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:31:07 test_accuracy 969 model 3 nb_correct 2362 / 2500 (94.48%)
20241103-08:31:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:31:07 test_accuracy 969 model 1 nb_correct 2329 / 2500 (93.16%)
20241103-08:31:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:31:17 wrote ae_*.pth
20241103-08:31:17 epoch_duration 2min46s next_finish 08:34:04
20241103-08:31:17 wrote state.pth
20241103-08:31:17 --- epoch 970 ----------------------------------------
20241103-08:31:17 current_test_accuracies 0.9644 0.9316 0.9584 0.9448 0.9596
20241103-08:31:17 nb_c_quizzes 30033
20241103-08:31:17 weakest_accuracies [0.9316, 0.9448]
20241103-08:31:17 dummy_rand tensor([0.2466])
20241103-08:31:17 dummy_rand tensor([0.4545])
20241103-08:31:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:31:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:33:49 train_loss 970 model 1 0.03427960205078125
20241103-08:33:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:33:49 train_loss 970 model 3 0.033816177368164065
20241103-08:33:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:33:51 test_loss 970 model 1 0.029624481201171875
20241103-08:33:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:33:51 test_loss 970 model 3 0.02793548583984375
20241103-08:33:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:33:54 test_accuracy 970 model 1 nb_correct 2362 / 2500 (94.48%)
20241103-08:33:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:33:54 test_accuracy 970 model 3 nb_correct 2349 / 2500 (93.96%)
20241103-08:33:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:34:03 wrote ae_*.pth
20241103-08:34:03 epoch_duration 2min46s next_finish 08:36:49
20241103-08:34:03 wrote state.pth
20241103-08:34:03 --- epoch 971 ----------------------------------------
20241103-08:34:03 current_test_accuracies 0.9644 0.9448 0.9584 0.9396 0.9596
20241103-08:34:03 nb_c_quizzes 30033
20241103-08:34:03 weakest_accuracies [0.9396, 0.9448]
20241103-08:34:03 dummy_rand tensor([0.8357])
20241103-08:34:03 dummy_rand tensor([0.0501])
20241103-08:34:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:34:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:36:35 train_loss 971 model 1 0.033720874786376955
20241103-08:36:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:36:35 train_loss 971 model 3 0.034667598724365235
20241103-08:36:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:36:38 test_loss 971 model 1 0.03355556488037109
20241103-08:36:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:36:38 test_loss 971 model 3 0.0285894775390625
20241103-08:36:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:36:40 test_accuracy 971 model 1 nb_correct 2325 / 2500 (93.00%)
20241103-08:36:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:36:40 test_accuracy 971 model 3 nb_correct 2355 / 2500 (94.20%)
20241103-08:36:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:36:50 wrote ae_*.pth
20241103-08:36:50 epoch_duration 2min46s next_finish 08:39:36
20241103-08:36:50 wrote state.pth
20241103-08:36:50 --- epoch 972 ----------------------------------------
20241103-08:36:50 current_test_accuracies 0.9644 0.9300 0.9584 0.9420 0.9596
20241103-08:36:50 nb_c_quizzes 30033
20241103-08:36:50 weakest_accuracies [0.93, 0.942]
20241103-08:36:50 dummy_rand tensor([0.1519])
20241103-08:36:50 dummy_rand tensor([0.0875])
20241103-08:36:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:36:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:39:21 train_loss 972 model 1 0.03395487785339355
20241103-08:39:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:39:22 train_loss 972 model 3 0.03381877517700195
20241103-08:39:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:39:24 test_loss 972 model 1 0.027256317138671875
20241103-08:39:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:39:24 test_loss 972 model 3 0.026992626190185547
20241103-08:39:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:39:26 test_accuracy 972 model 1 nb_correct 2349 / 2500 (93.96%)
20241103-08:39:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:39:26 test_accuracy 972 model 3 nb_correct 2355 / 2500 (94.20%)
20241103-08:39:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:39:36 wrote ae_*.pth
20241103-08:39:36 epoch_duration 2min45s next_finish 08:42:21
20241103-08:39:36 wrote state.pth
20241103-08:39:36 --- epoch 973 ----------------------------------------
20241103-08:39:36 current_test_accuracies 0.9644 0.9396 0.9584 0.9420 0.9596
20241103-08:39:36 nb_c_quizzes 30033
20241103-08:39:36 weakest_accuracies [0.9396, 0.942]
20241103-08:39:36 dummy_rand tensor([0.3061])
20241103-08:39:36 dummy_rand tensor([0.6017])
20241103-08:39:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:39:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:42:08 train_loss 973 model 1 0.03367683601379395
20241103-08:42:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:42:09 train_loss 973 model 3 0.034384574890136715
20241103-08:42:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:42:11 test_loss 973 model 1 0.02724431037902832
20241103-08:42:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:42:11 test_loss 973 model 3 0.027397308349609375
20241103-08:42:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:42:13 test_accuracy 973 model 1 nb_correct 2392 / 2500 (95.68%)
20241103-08:42:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:42:14 test_accuracy 973 model 3 nb_correct 2334 / 2500 (93.36%)
20241103-08:42:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:42:23 wrote ae_*.pth
20241103-08:42:23 epoch_duration 2min47s next_finish 08:45:10
20241103-08:42:23 wrote state.pth
20241103-08:42:23 --- epoch 974 ----------------------------------------
20241103-08:42:23 current_test_accuracies 0.9644 0.9568 0.9584 0.9336 0.9596
20241103-08:42:23 nb_c_quizzes 30033
20241103-08:42:23 weakest_accuracies [0.9336, 0.9568]
20241103-08:42:23 dummy_rand tensor([0.4441])
20241103-08:42:23 dummy_rand tensor([0.1538])
20241103-08:42:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:42:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:44:55 train_loss 974 model 1 0.03304966163635254
20241103-08:44:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:44:55 train_loss 974 model 3 0.03461251068115234
20241103-08:44:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:44:58 test_loss 974 model 1 0.026930313110351562
20241103-08:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:44:58 test_loss 974 model 3 0.026620254516601563
20241103-08:44:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:45:00 test_accuracy 974 model 1 nb_correct 2315 / 2500 (92.60%)
20241103-08:45:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:45:00 test_accuracy 974 model 3 nb_correct 2358 / 2500 (94.32%)
20241103-08:45:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:45:10 wrote ae_*.pth
20241103-08:45:10 epoch_duration 2min46s next_finish 08:47:56
20241103-08:45:10 wrote state.pth
20241103-08:45:10 --- epoch 975 ----------------------------------------
20241103-08:45:10 current_test_accuracies 0.9644 0.9260 0.9584 0.9432 0.9596
20241103-08:45:10 nb_c_quizzes 30033
20241103-08:45:10 weakest_accuracies [0.926, 0.9432]
20241103-08:45:10 dummy_rand tensor([0.4353])
20241103-08:45:10 dummy_rand tensor([0.5358])
20241103-08:45:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:45:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:47:42 train_loss 975 model 1 0.034130821228027346
20241103-08:47:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:47:42 train_loss 975 model 3 0.03472613477706909
20241103-08:47:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:47:44 test_loss 975 model 1 0.027539100646972656
20241103-08:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:47:44 test_loss 975 model 3 0.025986480712890624
20241103-08:47:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:47:46 test_accuracy 975 model 1 nb_correct 2337 / 2500 (93.48%)
20241103-08:47:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:47:46 test_accuracy 975 model 3 nb_correct 2340 / 2500 (93.60%)
20241103-08:47:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:47:56 wrote ae_*.pth
20241103-08:47:56 epoch_duration 2min46s next_finish 08:50:42
20241103-08:47:56 wrote state.pth
20241103-08:47:56 --- epoch 976 ----------------------------------------
20241103-08:47:56 current_test_accuracies 0.9644 0.9348 0.9584 0.9360 0.9596
20241103-08:47:56 nb_c_quizzes 30033
20241103-08:47:56 weakest_accuracies [0.9348, 0.936]
20241103-08:47:56 dummy_rand tensor([0.8629])
20241103-08:47:56 dummy_rand tensor([0.3988])
20241103-08:47:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:47:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:50:28 train_loss 976 model 3 0.03361300277709961
20241103-08:50:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:50:28 train_loss 976 model 1 0.03450694274902344
20241103-08:50:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:50:30 test_loss 976 model 3 0.030360870361328125
20241103-08:50:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:50:30 test_loss 976 model 1 0.026301918029785157
20241103-08:50:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:50:33 test_accuracy 976 model 3 nb_correct 2361 / 2500 (94.44%)
20241103-08:50:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:50:33 test_accuracy 976 model 1 nb_correct 2404 / 2500 (96.16%)
20241103-08:50:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:50:42 wrote ae_*.pth
20241103-08:50:42 epoch_duration 2min46s next_finish 08:53:28
20241103-08:50:42 wrote state.pth
20241103-08:50:42 --- epoch 977 ----------------------------------------
20241103-08:50:42 current_test_accuracies 0.9644 0.9616 0.9584 0.9444 0.9596
20241103-08:50:42 nb_c_quizzes 30033
20241103-08:50:42 weakest_accuracies [0.9444, 0.9584]
20241103-08:50:42 dummy_rand tensor([0.3798])
20241103-08:50:42 dummy_rand tensor([0.6961])
20241103-08:50:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:50:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:53:14 train_loss 977 model 2 0.03448339080810547
20241103-08:53:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:53:14 train_loss 977 model 3 0.03424257278442383
20241103-08:53:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:53:16 test_loss 977 model 2 0.024990692138671874
20241103-08:53:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:53:16 test_loss 977 model 3 0.0250244140625
20241103-08:53:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:53:19 test_accuracy 977 model 2 nb_correct 2356 / 2500 (94.24%)
20241103-08:53:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:53:19 test_accuracy 977 model 3 nb_correct 2338 / 2500 (93.52%)
20241103-08:53:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:53:28 wrote ae_*.pth
20241103-08:53:28 epoch_duration 2min46s next_finish 08:56:14
20241103-08:53:28 wrote state.pth
20241103-08:53:28 --- epoch 978 ----------------------------------------
20241103-08:53:28 current_test_accuracies 0.9644 0.9616 0.9424 0.9352 0.9596
20241103-08:53:28 nb_c_quizzes 30033
20241103-08:53:28 weakest_accuracies [0.9352, 0.9424]
20241103-08:53:28 dummy_rand tensor([0.6199])
20241103-08:53:28 dummy_rand tensor([0.3601])
20241103-08:53:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:53:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:56:00 train_loss 978 model 3 0.034862762451171876
20241103-08:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:56:00 train_loss 978 model 2 0.033720767974853516
20241103-08:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:56:02 test_loss 978 model 3 0.02973236083984375
20241103-08:56:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:56:02 test_loss 978 model 2 0.02500396728515625
20241103-08:56:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:56:05 test_accuracy 978 model 3 nb_correct 2339 / 2500 (93.56%)
20241103-08:56:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:56:05 test_accuracy 978 model 2 nb_correct 2319 / 2500 (92.76%)
20241103-08:56:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:56:14 wrote ae_*.pth
20241103-08:56:14 epoch_duration 2min45s next_finish 08:59:00
20241103-08:56:14 wrote state.pth
20241103-08:56:14 --- epoch 979 ----------------------------------------
20241103-08:56:14 current_test_accuracies 0.9644 0.9616 0.9276 0.9356 0.9596
20241103-08:56:14 nb_c_quizzes 30033
20241103-08:56:14 weakest_accuracies [0.9276, 0.9356]
20241103-08:56:14 dummy_rand tensor([0.2940])
20241103-08:56:14 dummy_rand tensor([0.0847])
20241103-08:56:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:56:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:58:46 train_loss 979 model 2 0.034197002410888674
20241103-08:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:58:46 train_loss 979 model 3 0.0342848129272461
20241103-08:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:58:48 test_loss 979 model 2 0.029987106323242186
20241103-08:58:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:58:48 test_loss 979 model 3 0.028551063537597655
20241103-08:58:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-08:58:51 test_accuracy 979 model 2 nb_correct 2338 / 2500 (93.52%)
20241103-08:58:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:58:51 test_accuracy 979 model 3 nb_correct 2363 / 2500 (94.52%)
20241103-08:58:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-08:59:00 wrote ae_*.pth
20241103-08:59:00 epoch_duration 2min46s next_finish 09:01:46
20241103-08:59:00 wrote state.pth
20241103-08:59:00 --- epoch 980 ----------------------------------------
20241103-08:59:00 current_test_accuracies 0.9644 0.9616 0.9352 0.9452 0.9596
20241103-08:59:00 nb_c_quizzes 30033
20241103-08:59:00 weakest_accuracies [0.9352, 0.9452]
20241103-08:59:00 dummy_rand tensor([0.2712])
20241103-08:59:00 dummy_rand tensor([0.6877])
20241103-08:59:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-08:59:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:01:32 train_loss 980 model 2 0.034204014778137205
20241103-09:01:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:01:32 train_loss 980 model 3 0.0344124755859375
20241103-09:01:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:01:34 test_loss 980 model 2 0.02567607879638672
20241103-09:01:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:01:34 test_loss 980 model 3 0.030562744140625
20241103-09:01:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:01:37 test_accuracy 980 model 2 nb_correct 2350 / 2500 (94.00%)
20241103-09:01:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:01:37 test_accuracy 980 model 3 nb_correct 2343 / 2500 (93.72%)
20241103-09:01:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:01:46 wrote ae_*.pth
20241103-09:01:46 epoch_duration 2min45s next_finish 09:04:32
20241103-09:01:46 wrote state.pth
20241103-09:01:46 --- epoch 981 ----------------------------------------
20241103-09:01:46 current_test_accuracies 0.9644 0.9616 0.9400 0.9372 0.9596
20241103-09:01:46 nb_c_quizzes 30033
20241103-09:01:46 weakest_accuracies [0.9372, 0.94]
20241103-09:01:46 dummy_rand tensor([0.2478])
20241103-09:01:46 dummy_rand tensor([0.1854])
20241103-09:01:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:01:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:04:18 train_loss 981 model 3 0.03458939170837402
20241103-09:04:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:04:18 train_loss 981 model 2 0.03383583831787109
20241103-09:04:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:04:20 test_loss 981 model 3 0.026574153900146485
20241103-09:04:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:04:20 test_loss 981 model 2 0.029481487274169924
20241103-09:04:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:04:23 test_accuracy 981 model 3 nb_correct 2268 / 2500 (90.72%)
20241103-09:04:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:04:23 test_accuracy 981 model 2 nb_correct 2347 / 2500 (93.88%)
20241103-09:04:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:04:32 wrote ae_*.pth
20241103-09:04:32 epoch_duration 2min45s next_finish 09:07:18
20241103-09:04:32 wrote state.pth
20241103-09:04:32 --- epoch 982 ----------------------------------------
20241103-09:04:32 current_test_accuracies 0.9644 0.9616 0.9388 0.9072 0.9596
20241103-09:04:32 nb_c_quizzes 30033
20241103-09:04:32 weakest_accuracies [0.9072, 0.9388]
20241103-09:04:32 dummy_rand tensor([0.0229])
20241103-09:04:32 dummy_rand tensor([0.7202])
20241103-09:04:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:04:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:07:04 train_loss 982 model 3 0.03429624938964844
20241103-09:07:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:07:04 train_loss 982 model 2 0.034099319458007815
20241103-09:07:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:07:06 test_loss 982 model 3 0.028015556335449218
20241103-09:07:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:07:06 test_loss 982 model 2 0.032199668884277347
20241103-09:07:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:07:08 test_accuracy 982 model 3 nb_correct 2380 / 2500 (95.20%)
20241103-09:07:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:07:08 test_accuracy 982 model 2 nb_correct 2366 / 2500 (94.64%)
20241103-09:07:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:07:18 wrote ae_*.pth
20241103-09:07:18 epoch_duration 2min45s next_finish 09:10:04
20241103-09:07:18 wrote state.pth
20241103-09:07:18 --- epoch 983 ----------------------------------------
20241103-09:07:18 current_test_accuracies 0.9644 0.9616 0.9464 0.9520 0.9596
20241103-09:07:18 nb_c_quizzes 30033
20241103-09:07:18 weakest_accuracies [0.9464, 0.952]
20241103-09:07:18 dummy_rand tensor([0.9649])
20241103-09:07:18 dummy_rand tensor([0.9898])
20241103-09:07:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:07:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:09:50 train_loss 983 model 3 0.03517245483398437
20241103-09:09:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:09:50 train_loss 983 model 2 0.03356142425537109
20241103-09:09:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:09:52 test_loss 983 model 3 0.025214996337890625
20241103-09:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:09:52 test_loss 983 model 2 0.030268478393554687
20241103-09:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:09:55 test_accuracy 983 model 3 nb_correct 2336 / 2500 (93.44%)
20241103-09:09:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:09:55 test_accuracy 983 model 2 nb_correct 2339 / 2500 (93.56%)
20241103-09:09:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:10:04 wrote ae_*.pth
20241103-09:10:04 epoch_duration 2min46s next_finish 09:12:50
20241103-09:10:04 wrote state.pth
20241103-09:10:04 --- epoch 984 ----------------------------------------
20241103-09:10:04 current_test_accuracies 0.9644 0.9616 0.9356 0.9344 0.9596
20241103-09:10:04 nb_c_quizzes 30033
20241103-09:10:04 weakest_accuracies [0.9344, 0.9356]
20241103-09:10:04 dummy_rand tensor([0.8943])
20241103-09:10:04 dummy_rand tensor([0.1722])
20241103-09:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:12:36 train_loss 984 model 3 0.03428381061553955
20241103-09:12:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:12:36 train_loss 984 model 2 0.034076995849609375
20241103-09:12:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:12:38 test_loss 984 model 3 0.025422191619873045
20241103-09:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:12:38 test_loss 984 model 2 0.031193695068359374
20241103-09:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:12:40 test_accuracy 984 model 3 nb_correct 2402 / 2500 (96.08%)
20241103-09:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:12:40 test_accuracy 984 model 2 nb_correct 2360 / 2500 (94.40%)
20241103-09:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:12:50 wrote ae_*.pth
20241103-09:12:50 epoch_duration 2min45s next_finish 09:15:35
20241103-09:12:50 wrote state.pth
20241103-09:12:50 --- epoch 985 ----------------------------------------
20241103-09:12:50 current_test_accuracies 0.9644 0.9616 0.9440 0.9608 0.9596
20241103-09:12:50 nb_c_quizzes 30033
20241103-09:12:50 weakest_accuracies [0.944, 0.9596]
20241103-09:12:50 dummy_rand tensor([0.3540])
20241103-09:12:50 dummy_rand tensor([0.4868])
20241103-09:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:15:22 train_loss 985 model 2 0.03341861343383789
20241103-09:15:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:15:22 train_loss 985 model 4 0.03333490753173828
20241103-09:15:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:15:24 test_loss 985 model 2 0.027701416015625
20241103-09:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:15:24 test_loss 985 model 4 0.03258056640625
20241103-09:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:15:26 test_accuracy 985 model 2 nb_correct 2351 / 2500 (94.04%)
20241103-09:15:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:15:26 test_accuracy 985 model 4 nb_correct 2373 / 2500 (94.92%)
20241103-09:15:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:15:36 wrote ae_*.pth
20241103-09:15:36 epoch_duration 2min46s next_finish 09:18:23
20241103-09:15:36 wrote state.pth
20241103-09:15:36 --- epoch 986 ----------------------------------------
20241103-09:15:36 current_test_accuracies 0.9644 0.9616 0.9404 0.9608 0.9492
20241103-09:15:36 nb_c_quizzes 30033
20241103-09:15:36 weakest_accuracies [0.9404, 0.9492]
20241103-09:15:36 dummy_rand tensor([0.9768])
20241103-09:15:36 dummy_rand tensor([0.2827])
20241103-09:15:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:15:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:18:08 train_loss 986 model 2 0.034071475982666015
20241103-09:18:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:18:08 train_loss 986 model 4 0.03432569885253906
20241103-09:18:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:18:10 test_loss 986 model 2 0.025792875289916993
20241103-09:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:18:11 test_loss 986 model 4 0.03003204345703125
20241103-09:18:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:18:13 test_accuracy 986 model 2 nb_correct 2358 / 2500 (94.32%)
20241103-09:18:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:18:13 test_accuracy 986 model 4 nb_correct 2268 / 2500 (90.72%)
20241103-09:18:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:18:22 wrote ae_*.pth
20241103-09:18:22 epoch_duration 2min46s next_finish 09:21:09
20241103-09:18:23 wrote state.pth
20241103-09:18:23 --- epoch 987 ----------------------------------------
20241103-09:18:23 current_test_accuracies 0.9644 0.9616 0.9432 0.9608 0.9072
20241103-09:18:23 nb_c_quizzes 30033
20241103-09:18:23 weakest_accuracies [0.9072, 0.9432]
20241103-09:18:23 dummy_rand tensor([0.3697])
20241103-09:18:23 dummy_rand tensor([0.0621])
20241103-09:18:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:18:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:20:54 train_loss 987 model 2 0.03436542129516602
20241103-09:20:54 train_loss 987 model 4 0.0334725513458252
20241103-09:20:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:20:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:20:57 test_loss 987 model 2 0.02775054931640625
20241103-09:20:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:20:57 test_loss 987 model 4 0.02922027587890625
20241103-09:20:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:20:59 test_accuracy 987 model 2 nb_correct 2359 / 2500 (94.36%)
20241103-09:20:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:20:59 test_accuracy 987 model 4 nb_correct 2319 / 2500 (92.76%)
20241103-09:20:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:21:08 wrote ae_*.pth
20241103-09:21:08 epoch_duration 2min45s next_finish 09:23:54
20241103-09:21:09 wrote state.pth
20241103-09:21:09 --- epoch 988 ----------------------------------------
20241103-09:21:09 current_test_accuracies 0.9644 0.9616 0.9436 0.9608 0.9276
20241103-09:21:09 nb_c_quizzes 30033
20241103-09:21:09 weakest_accuracies [0.9276, 0.9436]
20241103-09:21:09 dummy_rand tensor([0.8146])
20241103-09:21:09 dummy_rand tensor([0.8488])
20241103-09:21:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:21:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:23:40 train_loss 988 model 4 0.03459502220153809
20241103-09:23:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:23:40 train_loss 988 model 2 0.033552886962890625
20241103-09:23:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:23:43 test_loss 988 model 4 0.03017669677734375
20241103-09:23:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:23:43 test_loss 988 model 2 0.029040489196777344
20241103-09:23:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:23:45 test_accuracy 988 model 4 nb_correct 2331 / 2500 (93.24%)
20241103-09:23:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:23:45 test_accuracy 988 model 2 nb_correct 2382 / 2500 (95.28%)
20241103-09:23:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:23:54 wrote ae_*.pth
20241103-09:23:54 epoch_duration 2min45s next_finish 09:26:40
20241103-09:23:55 wrote state.pth
20241103-09:23:55 --- epoch 989 ----------------------------------------
20241103-09:23:55 current_test_accuracies 0.9644 0.9616 0.9528 0.9608 0.9324
20241103-09:23:55 nb_c_quizzes 30033
20241103-09:23:55 weakest_accuracies [0.9324, 0.9528]
20241103-09:23:55 dummy_rand tensor([0.9853])
20241103-09:23:55 dummy_rand tensor([0.5691])
20241103-09:23:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:23:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:26:26 train_loss 989 model 2 0.03388286972045899
20241103-09:26:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:26:27 train_loss 989 model 4 0.03329421043395996
20241103-09:26:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:26:29 test_loss 989 model 2 0.02648670196533203
20241103-09:26:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:26:29 test_loss 989 model 4 0.030351409912109373
20241103-09:26:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:26:31 test_accuracy 989 model 2 nb_correct 2348 / 2500 (93.92%)
20241103-09:26:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:26:31 test_accuracy 989 model 4 nb_correct 2355 / 2500 (94.20%)
20241103-09:26:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:26:41 wrote ae_*.pth
20241103-09:26:41 epoch_duration 2min46s next_finish 09:29:27
20241103-09:26:41 wrote state.pth
20241103-09:26:41 --- epoch 990 ----------------------------------------
20241103-09:26:41 current_test_accuracies 0.9644 0.9616 0.9392 0.9608 0.9420
20241103-09:26:41 nb_c_quizzes 30033
20241103-09:26:41 weakest_accuracies [0.9392, 0.942]
20241103-09:26:41 dummy_rand tensor([0.4108])
20241103-09:26:41 dummy_rand tensor([0.1376])
20241103-09:26:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:26:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:29:12 train_loss 990 model 2 0.03406463956832886
20241103-09:29:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:29:13 train_loss 990 model 4 0.03376261329650879
20241103-09:29:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:29:15 test_loss 990 model 2 0.03001319885253906
20241103-09:29:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:29:15 test_loss 990 model 4 0.029412002563476564
20241103-09:29:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:29:17 test_accuracy 990 model 2 nb_correct 2367 / 2500 (94.68%)
20241103-09:29:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:29:17 test_accuracy 990 model 4 nb_correct 2331 / 2500 (93.24%)
20241103-09:29:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:29:27 wrote ae_*.pth
20241103-09:29:27 epoch_duration 2min46s next_finish 09:32:13
20241103-09:29:27 wrote state.pth
20241103-09:29:27 --- epoch 991 ----------------------------------------
20241103-09:29:27 current_test_accuracies 0.9644 0.9616 0.9468 0.9608 0.9324
20241103-09:29:27 nb_c_quizzes 30033
20241103-09:29:27 weakest_accuracies [0.9324, 0.9468]
20241103-09:29:27 dummy_rand tensor([0.5766])
20241103-09:29:27 dummy_rand tensor([0.3476])
20241103-09:29:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:29:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:31:59 train_loss 991 model 4 0.03338975715637207
20241103-09:31:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:31:59 train_loss 991 model 2 0.0336845588684082
20241103-09:31:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:32:01 test_loss 991 model 4 0.02906486511230469
20241103-09:32:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:32:01 test_loss 991 model 2 0.028654136657714845
20241103-09:32:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:32:03 test_accuracy 991 model 4 nb_correct 2352 / 2500 (94.08%)
20241103-09:32:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:32:03 test_accuracy 991 model 2 nb_correct 2360 / 2500 (94.40%)
20241103-09:32:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:32:13 wrote ae_*.pth
20241103-09:32:13 epoch_duration 2min46s next_finish 09:34:59
20241103-09:32:13 wrote state.pth
20241103-09:32:13 --- epoch 992 ----------------------------------------
20241103-09:32:13 current_test_accuracies 0.9644 0.9616 0.9440 0.9608 0.9408
20241103-09:32:13 nb_c_quizzes 30033
20241103-09:32:13 weakest_accuracies [0.9408, 0.944]
20241103-09:32:13 dummy_rand tensor([0.0910])
20241103-09:32:13 dummy_rand tensor([0.7586])
20241103-09:32:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:32:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:34:45 train_loss 992 model 4 0.034030235290527344
20241103-09:34:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:34:45 train_loss 992 model 2 0.03402608871459961
20241103-09:34:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:34:47 test_loss 992 model 4 0.029895782470703125
20241103-09:34:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:34:47 test_loss 992 model 2 0.03035026550292969
20241103-09:34:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:34:49 test_accuracy 992 model 4 nb_correct 2329 / 2500 (93.16%)
20241103-09:34:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:34:49 test_accuracy 992 model 2 nb_correct 2280 / 2500 (91.20%)
20241103-09:34:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:34:59 wrote ae_*.pth
20241103-09:34:59 epoch_duration 2min46s next_finish 09:37:45
20241103-09:34:59 wrote state.pth
20241103-09:34:59 --- epoch 993 ----------------------------------------
20241103-09:34:59 current_test_accuracies 0.9644 0.9616 0.9120 0.9608 0.9316
20241103-09:34:59 nb_c_quizzes 30033
20241103-09:34:59 weakest_accuracies [0.912, 0.9316]
20241103-09:34:59 dummy_rand tensor([0.5495])
20241103-09:34:59 dummy_rand tensor([0.6577])
20241103-09:34:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:34:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:37:31 train_loss 993 model 2 0.03399197387695312
20241103-09:37:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:37:31 train_loss 993 model 4 0.033888050079345707
20241103-09:37:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:37:33 test_loss 993 model 2 0.027323379516601562
20241103-09:37:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:37:33 test_loss 993 model 4 0.031584949493408204
20241103-09:37:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:37:36 test_accuracy 993 model 2 nb_correct 2346 / 2500 (93.84%)
20241103-09:37:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:37:36 test_accuracy 993 model 4 nb_correct 2339 / 2500 (93.56%)
20241103-09:37:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:37:45 wrote ae_*.pth
20241103-09:37:45 epoch_duration 2min46s next_finish 09:40:31
20241103-09:37:45 wrote state.pth
20241103-09:37:45 --- epoch 994 ----------------------------------------
20241103-09:37:45 current_test_accuracies 0.9644 0.9616 0.9384 0.9608 0.9356
20241103-09:37:45 nb_c_quizzes 30033
20241103-09:37:45 weakest_accuracies [0.9356, 0.9384]
20241103-09:37:45 dummy_rand tensor([0.2925])
20241103-09:37:45 dummy_rand tensor([0.6321])
20241103-09:37:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:37:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:40:17 train_loss 994 model 4 0.03429998207092285
20241103-09:40:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:40:17 train_loss 994 model 2 0.033632335662841795
20241103-09:40:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:40:20 test_loss 994 model 4 0.02842735290527344
20241103-09:40:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:40:20 test_loss 994 model 2 0.029490890502929686
20241103-09:40:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:40:22 test_accuracy 994 model 4 nb_correct 2306 / 2500 (92.24%)
20241103-09:40:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:40:22 test_accuracy 994 model 2 nb_correct 2350 / 2500 (94.00%)
20241103-09:40:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:40:31 wrote ae_*.pth
20241103-09:40:31 epoch_duration 2min46s next_finish 09:43:17
20241103-09:40:31 wrote state.pth
20241103-09:40:31 --- epoch 995 ----------------------------------------
20241103-09:40:31 current_test_accuracies 0.9644 0.9616 0.9400 0.9608 0.9224
20241103-09:40:31 nb_c_quizzes 30033
20241103-09:40:31 weakest_accuracies [0.9224, 0.94]
20241103-09:40:31 dummy_rand tensor([0.4158])
20241103-09:40:31 dummy_rand tensor([0.1027])
20241103-09:40:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:40:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:43:03 train_loss 995 model 4 0.03423222732543945
20241103-09:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:43:03 train_loss 995 model 2 0.03367480087280274
20241103-09:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:43:06 test_loss 995 model 4 0.028280181884765623
20241103-09:43:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:43:06 test_loss 995 model 2 0.026543045043945314
20241103-09:43:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:43:08 test_accuracy 995 model 4 nb_correct 2331 / 2500 (93.24%)
20241103-09:43:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:43:08 test_accuracy 995 model 2 nb_correct 2332 / 2500 (93.28%)
20241103-09:43:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:43:18 wrote ae_*.pth
20241103-09:43:18 epoch_duration 2min46s next_finish 09:46:04
20241103-09:43:18 wrote state.pth
20241103-09:43:18 --- epoch 996 ----------------------------------------
20241103-09:43:18 current_test_accuracies 0.9644 0.9616 0.9328 0.9608 0.9324
20241103-09:43:18 nb_c_quizzes 30033
20241103-09:43:18 weakest_accuracies [0.9324, 0.9328]
20241103-09:43:18 dummy_rand tensor([0.3748])
20241103-09:43:18 dummy_rand tensor([0.8695])
20241103-09:43:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:43:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:45:49 train_loss 996 model 4 0.033479251861572266
20241103-09:45:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:45:50 train_loss 996 model 2 0.03395944023132324
20241103-09:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:45:52 test_loss 996 model 4 0.03021026611328125
20241103-09:45:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:45:52 test_loss 996 model 2 0.03283538818359375
20241103-09:45:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:45:54 test_accuracy 996 model 4 nb_correct 2297 / 2500 (91.88%)
20241103-09:45:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:45:54 test_accuracy 996 model 2 nb_correct 2356 / 2500 (94.24%)
20241103-09:45:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:46:04 wrote ae_*.pth
20241103-09:46:04 epoch_duration 2min46s next_finish 09:48:50
20241103-09:46:04 wrote state.pth
20241103-09:46:04 --- epoch 997 ----------------------------------------
20241103-09:46:04 current_test_accuracies 0.9644 0.9616 0.9424 0.9608 0.9188
20241103-09:46:04 nb_c_quizzes 30033
20241103-09:46:04 weakest_accuracies [0.9188, 0.9424]
20241103-09:46:04 dummy_rand tensor([0.4373])
20241103-09:46:04 dummy_rand tensor([0.4925])
20241103-09:46:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:46:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:48:35 train_loss 997 model 4 0.03398305511474609
20241103-09:48:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:48:35 train_loss 997 model 2 0.03380147933959961
20241103-09:48:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:48:38 test_loss 997 model 4 0.029347305297851563
20241103-09:48:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:48:38 test_loss 997 model 2 0.02838157653808594
20241103-09:48:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:48:40 test_accuracy 997 model 4 nb_correct 2330 / 2500 (93.20%)
20241103-09:48:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:48:40 test_accuracy 997 model 2 nb_correct 2311 / 2500 (92.44%)
20241103-09:48:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:48:50 wrote ae_*.pth
20241103-09:48:50 epoch_duration 2min45s next_finish 09:51:35
20241103-09:48:50 wrote state.pth
20241103-09:48:50 --- epoch 998 ----------------------------------------
20241103-09:48:50 current_test_accuracies 0.9644 0.9616 0.9244 0.9608 0.9320
20241103-09:48:50 nb_c_quizzes 30033
20241103-09:48:50 weakest_accuracies [0.9244, 0.932]
20241103-09:48:50 dummy_rand tensor([0.9758])
20241103-09:48:50 dummy_rand tensor([0.3161])
20241103-09:48:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:48:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:51:22 train_loss 998 model 4 0.03355597686767578
20241103-09:51:22 train_loss 998 model 2 0.03386978530883789
20241103-09:51:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:51:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:51:24 test_loss 998 model 4 0.02816192626953125
20241103-09:51:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:51:24 test_loss 998 model 2 0.027930564880371093
20241103-09:51:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:51:26 test_accuracy 998 model 4 nb_correct 2337 / 2500 (93.48%)
20241103-09:51:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:51:26 test_accuracy 998 model 2 nb_correct 2392 / 2500 (95.68%)
20241103-09:51:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:51:36 wrote ae_*.pth
20241103-09:51:36 epoch_duration 2min46s next_finish 09:54:22
20241103-09:51:36 wrote state.pth
20241103-09:51:36 --- epoch 999 ----------------------------------------
20241103-09:51:36 current_test_accuracies 0.9644 0.9616 0.9568 0.9608 0.9348
20241103-09:51:36 nb_c_quizzes 30033
20241103-09:51:36 weakest_accuracies [0.9348, 0.9568]
20241103-09:51:36 dummy_rand tensor([0.4558])
20241103-09:51:36 dummy_rand tensor([0.3930])
20241103-09:51:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:51:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:54:08 train_loss 999 model 4 0.03437142944335937
20241103-09:54:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:54:08 train_loss 999 model 2 0.034137538909912106
20241103-09:54:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:54:10 test_loss 999 model 4 0.027213592529296875
20241103-09:54:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:54:10 test_loss 999 model 2 0.027431716918945314
20241103-09:54:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:54:12 test_accuracy 999 model 4 nb_correct 2319 / 2500 (92.76%)
20241103-09:54:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:54:12 test_accuracy 999 model 2 nb_correct 2326 / 2500 (93.04%)
20241103-09:54:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:54:22 wrote ae_*.pth
20241103-09:54:22 epoch_duration 2min46s next_finish 09:57:08
20241103-09:54:22 wrote state.pth
20241103-09:54:22 --- epoch 1000 ----------------------------------------
20241103-09:54:22 current_test_accuracies 0.9644 0.9616 0.9304 0.9608 0.9276
20241103-09:54:22 nb_c_quizzes 30033
20241103-09:54:22 weakest_accuracies [0.9276, 0.9304]
20241103-09:54:22 dummy_rand tensor([0.7466])
20241103-09:54:22 dummy_rand tensor([0.0583])
20241103-09:54:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:54:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:56:54 train_loss 1000 model 4 0.033391815185546875
20241103-09:56:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:56:54 train_loss 1000 model 2 0.03474205780029297
20241103-09:56:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:56:56 test_loss 1000 model 4 0.026629562377929687
20241103-09:56:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:56:56 test_loss 1000 model 2 0.02759716033935547
20241103-09:56:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:56:58 test_accuracy 1000 model 4 nb_correct 2312 / 2500 (92.48%)
20241103-09:56:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:56:58 test_accuracy 1000 model 2 nb_correct 2337 / 2500 (93.48%)
20241103-09:56:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:57:08 wrote ae_*.pth
20241103-09:57:08 epoch_duration 2min45s next_finish 09:59:54
20241103-09:57:08 wrote state.pth
20241103-09:57:08 --- epoch 1001 ----------------------------------------
20241103-09:57:08 current_test_accuracies 0.9644 0.9616 0.9348 0.9608 0.9248
20241103-09:57:08 nb_c_quizzes 30033
20241103-09:57:08 weakest_accuracies [0.9248, 0.9348]
20241103-09:57:08 dummy_rand tensor([0.4087])
20241103-09:57:08 dummy_rand tensor([0.1461])
20241103-09:57:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:57:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:59:40 train_loss 1001 model 4 0.033342458724975585
20241103-09:59:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:59:40 train_loss 1001 model 2 0.033663888931274415
20241103-09:59:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:59:42 test_loss 1001 model 4 0.028377227783203125
20241103-09:59:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:59:42 test_loss 1001 model 2 0.02474128723144531
20241103-09:59:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-09:59:44 test_accuracy 1001 model 4 nb_correct 2365 / 2500 (94.60%)
20241103-09:59:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:59:44 test_accuracy 1001 model 2 nb_correct 2350 / 2500 (94.00%)
20241103-09:59:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-09:59:54 wrote ae_*.pth
20241103-09:59:54 epoch_duration 2min45s next_finish 10:02:40
20241103-09:59:54 wrote state.pth
20241103-09:59:54 --- epoch 1002 ----------------------------------------
20241103-09:59:54 current_test_accuracies 0.9644 0.9616 0.9400 0.9608 0.9460
20241103-09:59:54 nb_c_quizzes 30033
20241103-09:59:54 weakest_accuracies [0.94, 0.946]
20241103-09:59:54 dummy_rand tensor([0.9589])
20241103-09:59:54 dummy_rand tensor([0.7115])
20241103-09:59:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-09:59:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:02:26 train_loss 1002 model 4 0.033628292083740234
20241103-10:02:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:02:26 train_loss 1002 model 2 0.0339336929321289
20241103-10:02:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:02:28 test_loss 1002 model 4 0.027950515747070314
20241103-10:02:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:02:28 test_loss 1002 model 2 0.03117462158203125
20241103-10:02:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:02:31 test_accuracy 1002 model 4 nb_correct 2334 / 2500 (93.36%)
20241103-10:02:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:02:31 test_accuracy 1002 model 2 nb_correct 2335 / 2500 (93.40%)
20241103-10:02:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:02:40 wrote ae_*.pth
20241103-10:02:40 epoch_duration 2min46s next_finish 10:05:27
20241103-10:02:40 wrote state.pth
20241103-10:02:40 --- epoch 1003 ----------------------------------------
20241103-10:02:40 current_test_accuracies 0.9644 0.9616 0.9340 0.9608 0.9336
20241103-10:02:40 nb_c_quizzes 30033
20241103-10:02:40 weakest_accuracies [0.9336, 0.934]
20241103-10:02:40 dummy_rand tensor([0.6244])
20241103-10:02:40 dummy_rand tensor([0.1006])
20241103-10:02:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:02:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:05:12 train_loss 1003 model 4 0.03316805648803711
20241103-10:05:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:05:12 train_loss 1003 model 2 0.03362153625488281
20241103-10:05:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:05:14 test_loss 1003 model 4 0.027472076416015626
20241103-10:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:05:14 test_loss 1003 model 2 0.0316534423828125
20241103-10:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:05:17 test_accuracy 1003 model 4 nb_correct 2355 / 2500 (94.20%)
20241103-10:05:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:05:17 test_accuracy 1003 model 2 nb_correct 2365 / 2500 (94.60%)
20241103-10:05:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:05:26 wrote ae_*.pth
20241103-10:05:26 epoch_duration 2min46s next_finish 10:08:12
20241103-10:05:26 wrote state.pth
20241103-10:05:26 --- epoch 1004 ----------------------------------------
20241103-10:05:26 current_test_accuracies 0.9644 0.9616 0.9460 0.9608 0.9420
20241103-10:05:26 nb_c_quizzes 30033
20241103-10:05:26 weakest_accuracies [0.942, 0.946]
20241103-10:05:26 dummy_rand tensor([0.2735])
20241103-10:05:26 dummy_rand tensor([0.8440])
20241103-10:05:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:05:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:07:58 train_loss 1004 model 4 0.03318491363525391
20241103-10:07:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:07:58 train_loss 1004 model 2 0.03429819869995117
20241103-10:07:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:08:00 test_loss 1004 model 4 0.0272412109375
20241103-10:08:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:08:00 test_loss 1004 model 2 0.027333755493164063
20241103-10:08:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:08:03 test_accuracy 1004 model 4 nb_correct 2357 / 2500 (94.28%)
20241103-10:08:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:08:03 test_accuracy 1004 model 2 nb_correct 2342 / 2500 (93.68%)
20241103-10:08:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:08:12 wrote ae_*.pth
20241103-10:08:12 epoch_duration 2min45s next_finish 10:10:58
20241103-10:08:12 wrote state.pth
20241103-10:08:12 --- epoch 1005 ----------------------------------------
20241103-10:08:12 current_test_accuracies 0.9644 0.9616 0.9368 0.9608 0.9428
20241103-10:08:12 nb_c_quizzes 30033
20241103-10:08:12 weakest_accuracies [0.9368, 0.9428]
20241103-10:08:12 dummy_rand tensor([0.0223])
20241103-10:08:12 dummy_rand tensor([0.9802])
20241103-10:08:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:08:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:10:44 train_loss 1005 model 2 0.03401011466979981
20241103-10:10:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:10:44 train_loss 1005 model 4 0.03329668426513672
20241103-10:10:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:10:47 test_loss 1005 model 2 0.028389015197753907
20241103-10:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:10:47 test_loss 1005 model 4 0.03144325256347656
20241103-10:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:10:49 test_accuracy 1005 model 2 nb_correct 2380 / 2500 (95.20%)
20241103-10:10:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:10:49 test_accuracy 1005 model 4 nb_correct 2348 / 2500 (93.92%)
20241103-10:10:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:10:59 wrote ae_*.pth
20241103-10:10:59 epoch_duration 2min46s next_finish 10:13:45
20241103-10:10:59 wrote state.pth
20241103-10:10:59 --- epoch 1006 ----------------------------------------
20241103-10:10:59 current_test_accuracies 0.9644 0.9616 0.9520 0.9608 0.9392
20241103-10:10:59 nb_c_quizzes 30033
20241103-10:10:59 weakest_accuracies [0.9392, 0.952]
20241103-10:10:59 dummy_rand tensor([0.5367])
20241103-10:10:59 dummy_rand tensor([0.5712])
20241103-10:10:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:10:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:13:30 train_loss 1006 model 2 0.034274738311767576
20241103-10:13:30 train_loss 1006 model 4 0.033901893615722656
20241103-10:13:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:13:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:13:33 test_loss 1006 model 2 0.024596405029296876
20241103-10:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:13:33 test_loss 1006 model 4 0.026049041748046876
20241103-10:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:13:35 test_accuracy 1006 model 2 nb_correct 2364 / 2500 (94.56%)
20241103-10:13:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:13:35 test_accuracy 1006 model 4 nb_correct 2347 / 2500 (93.88%)
20241103-10:13:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:13:45 wrote ae_*.pth
20241103-10:13:45 epoch_duration 2min46s next_finish 10:16:31
20241103-10:13:45 wrote state.pth
20241103-10:13:45 --- epoch 1007 ----------------------------------------
20241103-10:13:45 current_test_accuracies 0.9644 0.9616 0.9456 0.9608 0.9388
20241103-10:13:45 nb_c_quizzes 30033
20241103-10:13:45 weakest_accuracies [0.9388, 0.9456]
20241103-10:13:45 dummy_rand tensor([0.5913])
20241103-10:13:45 dummy_rand tensor([0.9174])
20241103-10:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:16:17 train_loss 1007 model 4 0.0332908821105957
20241103-10:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:16:17 train_loss 1007 model 2 0.03320390701293945
20241103-10:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:16:19 test_loss 1007 model 4 0.0275946044921875
20241103-10:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:16:19 test_loss 1007 model 2 0.02858787536621094
20241103-10:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:16:21 test_accuracy 1007 model 4 nb_correct 2370 / 2500 (94.80%)
20241103-10:16:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:16:21 test_accuracy 1007 model 2 nb_correct 2367 / 2500 (94.68%)
20241103-10:16:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:16:31 wrote ae_*.pth
20241103-10:16:31 epoch_duration 2min45s next_finish 10:19:17
20241103-10:16:31 wrote state.pth
20241103-10:16:31 --- epoch 1008 ----------------------------------------
20241103-10:16:31 current_test_accuracies 0.9644 0.9616 0.9468 0.9608 0.9480
20241103-10:16:31 nb_c_quizzes 30033
20241103-10:16:31 weakest_accuracies [0.9468, 0.948]
20241103-10:16:31 dummy_rand tensor([0.4539])
20241103-10:16:31 dummy_rand tensor([0.6373])
20241103-10:16:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:16:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:19:03 train_loss 1008 model 4 0.03318006134033203
20241103-10:19:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:19:03 train_loss 1008 model 2 0.03303619003295898
20241103-10:19:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:19:05 test_loss 1008 model 4 0.028178253173828126
20241103-10:19:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:19:06 test_loss 1008 model 2 0.0262005615234375
20241103-10:19:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:19:08 test_accuracy 1008 model 4 nb_correct 2322 / 2500 (92.88%)
20241103-10:19:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:19:08 test_accuracy 1008 model 2 nb_correct 2324 / 2500 (92.96%)
20241103-10:19:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:19:18 wrote ae_*.pth
20241103-10:19:18 epoch_duration 2min47s next_finish 10:22:05
20241103-10:19:18 wrote state.pth
20241103-10:19:18 --- epoch 1009 ----------------------------------------
20241103-10:19:18 current_test_accuracies 0.9644 0.9616 0.9296 0.9608 0.9288
20241103-10:19:18 nb_c_quizzes 30033
20241103-10:19:18 weakest_accuracies [0.9288, 0.9296]
20241103-10:19:18 dummy_rand tensor([0.7294])
20241103-10:19:18 dummy_rand tensor([0.8686])
20241103-10:19:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:19:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:21:50 train_loss 1009 model 4 0.0337121524810791
20241103-10:21:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:21:50 train_loss 1009 model 2 0.03399199485778809
20241103-10:21:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:21:52 test_loss 1009 model 4 0.03175689697265625
20241103-10:21:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:21:52 test_loss 1009 model 2 0.0274407958984375
20241103-10:21:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:21:54 test_accuracy 1009 model 4 nb_correct 2332 / 2500 (93.28%)
20241103-10:21:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:21:54 test_accuracy 1009 model 2 nb_correct 2376 / 2500 (95.04%)
20241103-10:21:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:22:04 wrote ae_*.pth
20241103-10:22:04 epoch_duration 2min45s next_finish 10:24:49
20241103-10:22:04 wrote state.pth
20241103-10:22:04 --- epoch 1010 ----------------------------------------
20241103-10:22:04 current_test_accuracies 0.9644 0.9616 0.9504 0.9608 0.9328
20241103-10:22:04 nb_c_quizzes 30033
20241103-10:22:04 weakest_accuracies [0.9328, 0.9504]
20241103-10:22:04 dummy_rand tensor([0.0392])
20241103-10:22:04 dummy_rand tensor([0.5516])
20241103-10:22:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:22:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:24:36 train_loss 1010 model 4 0.0335557632446289
20241103-10:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:24:36 train_loss 1010 model 2 0.034020801544189454
20241103-10:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:24:38 test_loss 1010 model 4 0.026130218505859375
20241103-10:24:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:24:38 test_loss 1010 model 2 0.0288616943359375
20241103-10:24:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:24:40 test_accuracy 1010 model 4 nb_correct 2378 / 2500 (95.12%)
20241103-10:24:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:24:40 test_accuracy 1010 model 2 nb_correct 2360 / 2500 (94.40%)
20241103-10:24:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:24:50 wrote ae_*.pth
20241103-10:24:50 epoch_duration 2min46s next_finish 10:27:36
20241103-10:24:50 wrote state.pth
20241103-10:24:50 --- epoch 1011 ----------------------------------------
20241103-10:24:50 current_test_accuracies 0.9644 0.9616 0.9440 0.9608 0.9512
20241103-10:24:50 nb_c_quizzes 30033
20241103-10:24:50 weakest_accuracies [0.944, 0.9512]
20241103-10:24:50 dummy_rand tensor([0.3201])
20241103-10:24:50 dummy_rand tensor([0.3247])
20241103-10:24:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:24:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:27:22 train_loss 1011 model 2 0.032491043090820314
20241103-10:27:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:27:22 train_loss 1011 model 4 0.03413248491287232
20241103-10:27:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:27:24 test_loss 1011 model 2 0.028939361572265624
20241103-10:27:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:27:24 test_loss 1011 model 4 0.027425537109375
20241103-10:27:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:27:27 test_accuracy 1011 model 2 nb_correct 2349 / 2500 (93.96%)
20241103-10:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:27:27 test_accuracy 1011 model 4 nb_correct 2374 / 2500 (94.96%)
20241103-10:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:27:36 wrote ae_*.pth
20241103-10:27:36 epoch_duration 2min46s next_finish 10:30:22
20241103-10:27:36 wrote state.pth
20241103-10:27:36 --- epoch 1012 ----------------------------------------
20241103-10:27:36 current_test_accuracies 0.9644 0.9616 0.9396 0.9608 0.9496
20241103-10:27:36 nb_c_quizzes 30033
20241103-10:27:36 weakest_accuracies [0.9396, 0.9496]
20241103-10:27:36 dummy_rand tensor([0.9839])
20241103-10:27:36 dummy_rand tensor([0.0794])
20241103-10:27:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:27:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:30:08 train_loss 1012 model 2 0.03316482543945312
20241103-10:30:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:30:08 train_loss 1012 model 4 0.03291035079956055
20241103-10:30:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:30:10 test_loss 1012 model 2 0.028976287841796875
20241103-10:30:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:30:10 test_loss 1012 model 4 0.029890518188476562
20241103-10:30:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:30:13 test_accuracy 1012 model 2 nb_correct 2307 / 2500 (92.28%)
20241103-10:30:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:30:13 test_accuracy 1012 model 4 nb_correct 2381 / 2500 (95.24%)
20241103-10:30:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:30:22 wrote ae_*.pth
20241103-10:30:22 epoch_duration 2min46s next_finish 10:33:09
20241103-10:30:23 wrote state.pth
20241103-10:30:23 --- epoch 1013 ----------------------------------------
20241103-10:30:23 current_test_accuracies 0.9644 0.9616 0.9228 0.9608 0.9524
20241103-10:30:23 nb_c_quizzes 30033
20241103-10:30:23 weakest_accuracies [0.9228, 0.9524]
20241103-10:30:23 dummy_rand tensor([0.3702])
20241103-10:30:23 dummy_rand tensor([0.9376])
20241103-10:30:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:30:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:32:54 train_loss 1013 model 2 0.03353049850463867
20241103-10:32:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:32:54 train_loss 1013 model 4 0.03322681045532227
20241103-10:32:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:32:56 test_loss 1013 model 2 0.02806720733642578
20241103-10:32:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:32:57 test_loss 1013 model 4 0.026932754516601563
20241103-10:32:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:32:59 test_accuracy 1013 model 2 nb_correct 2316 / 2500 (92.64%)
20241103-10:32:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:32:59 test_accuracy 1013 model 4 nb_correct 2352 / 2500 (94.08%)
20241103-10:32:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:33:08 wrote ae_*.pth
20241103-10:33:08 epoch_duration 2min45s next_finish 10:35:54
20241103-10:33:08 wrote state.pth
20241103-10:33:08 --- epoch 1014 ----------------------------------------
20241103-10:33:08 current_test_accuracies 0.9644 0.9616 0.9264 0.9608 0.9408
20241103-10:33:08 nb_c_quizzes 30033
20241103-10:33:08 weakest_accuracies [0.9264, 0.9408]
20241103-10:33:08 dummy_rand tensor([0.6720])
20241103-10:33:08 dummy_rand tensor([0.7858])
20241103-10:33:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:33:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:35:41 train_loss 1014 model 2 0.0345234375
20241103-10:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:35:41 train_loss 1014 model 4 0.033705345153808595
20241103-10:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:35:43 test_loss 1014 model 2 0.025999884605407714
20241103-10:35:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:35:43 test_loss 1014 model 4 0.030371246337890626
20241103-10:35:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:35:46 test_accuracy 1014 model 2 nb_correct 2362 / 2500 (94.48%)
20241103-10:35:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:35:46 test_accuracy 1014 model 4 nb_correct 2326 / 2500 (93.04%)
20241103-10:35:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:35:55 wrote ae_*.pth
20241103-10:35:55 epoch_duration 2min47s next_finish 10:38:42
20241103-10:35:55 wrote state.pth
20241103-10:35:55 --- epoch 1015 ----------------------------------------
20241103-10:35:55 current_test_accuracies 0.9644 0.9616 0.9448 0.9608 0.9304
20241103-10:35:55 nb_c_quizzes 30033
20241103-10:35:55 weakest_accuracies [0.9304, 0.9448]
20241103-10:35:55 dummy_rand tensor([0.5040])
20241103-10:35:55 dummy_rand tensor([0.0685])
20241103-10:35:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:35:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:38:27 train_loss 1015 model 4 0.03358564758300781
20241103-10:38:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:38:27 train_loss 1015 model 2 0.0331275634765625
20241103-10:38:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:38:29 test_loss 1015 model 4 0.02735992431640625
20241103-10:38:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:38:30 test_loss 1015 model 2 0.028462371826171874
20241103-10:38:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:38:32 test_accuracy 1015 model 4 nb_correct 2285 / 2500 (91.40%)
20241103-10:38:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:38:32 test_accuracy 1015 model 2 nb_correct 2384 / 2500 (95.36%)
20241103-10:38:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:38:41 wrote ae_*.pth
20241103-10:38:41 epoch_duration 2min45s next_finish 10:41:27
20241103-10:38:41 wrote state.pth
20241103-10:38:41 --- epoch 1016 ----------------------------------------
20241103-10:38:41 current_test_accuracies 0.9644 0.9616 0.9536 0.9608 0.9140
20241103-10:38:41 nb_c_quizzes 30033
20241103-10:38:41 weakest_accuracies [0.914, 0.9536]
20241103-10:38:41 dummy_rand tensor([0.0523])
20241103-10:38:41 dummy_rand tensor([0.2801])
20241103-10:38:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:38:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:41:13 train_loss 1016 model 4 0.034040149688720704
20241103-10:41:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:41:13 train_loss 1016 model 2 0.0336109619140625
20241103-10:41:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:41:15 test_loss 1016 model 4 0.030820770263671873
20241103-10:41:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:41:15 test_loss 1016 model 2 0.027718677520751953
20241103-10:41:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:41:18 test_accuracy 1016 model 4 nb_correct 2340 / 2500 (93.60%)
20241103-10:41:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:41:18 test_accuracy 1016 model 2 nb_correct 2360 / 2500 (94.40%)
20241103-10:41:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:41:27 wrote ae_*.pth
20241103-10:41:27 epoch_duration 2min45s next_finish 10:44:13
20241103-10:41:27 wrote state.pth
20241103-10:41:27 --- epoch 1017 ----------------------------------------
20241103-10:41:27 current_test_accuracies 0.9644 0.9616 0.9440 0.9608 0.9360
20241103-10:41:27 nb_c_quizzes 30033
20241103-10:41:27 weakest_accuracies [0.936, 0.944]
20241103-10:41:27 dummy_rand tensor([0.8080])
20241103-10:41:27 dummy_rand tensor([0.2848])
20241103-10:41:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:41:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:43:59 train_loss 1017 model 4 0.033364273071289065
20241103-10:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:43:59 train_loss 1017 model 2 0.033934741973876956
20241103-10:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:44:01 test_loss 1017 model 4 0.029142837524414062
20241103-10:44:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:44:01 test_loss 1017 model 2 0.02527900695800781
20241103-10:44:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:44:03 test_accuracy 1017 model 4 nb_correct 2324 / 2500 (92.96%)
20241103-10:44:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:44:04 test_accuracy 1017 model 2 nb_correct 2344 / 2500 (93.76%)
20241103-10:44:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:44:13 wrote ae_*.pth
20241103-10:44:13 epoch_duration 2min45s next_finish 10:46:59
20241103-10:44:13 wrote state.pth
20241103-10:44:13 --- epoch 1018 ----------------------------------------
20241103-10:44:13 current_test_accuracies 0.9644 0.9616 0.9376 0.9608 0.9296
20241103-10:44:13 nb_c_quizzes 30033
20241103-10:44:13 weakest_accuracies [0.9296, 0.9376]
20241103-10:44:13 dummy_rand tensor([0.0156])
20241103-10:44:13 dummy_rand tensor([0.5098])
20241103-10:44:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:44:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:46:45 train_loss 1018 model 2 0.03337081909179687
20241103-10:46:45 train_loss 1018 model 4 0.03292643737792969
20241103-10:46:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:46:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:46:47 test_loss 1018 model 4 0.02954414367675781
20241103-10:46:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:46:47 test_loss 1018 model 2 0.029058303833007813
20241103-10:46:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:46:50 test_accuracy 1018 model 4 nb_correct 2328 / 2500 (93.12%)
20241103-10:46:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:46:50 test_accuracy 1018 model 2 nb_correct 2367 / 2500 (94.68%)
20241103-10:46:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:46:59 wrote ae_*.pth
20241103-10:46:59 epoch_duration 2min46s next_finish 10:49:45
20241103-10:46:59 wrote state.pth
20241103-10:46:59 --- epoch 1019 ----------------------------------------
20241103-10:46:59 current_test_accuracies 0.9644 0.9616 0.9468 0.9608 0.9312
20241103-10:46:59 nb_c_quizzes 30033
20241103-10:46:59 weakest_accuracies [0.9312, 0.9468]
20241103-10:46:59 dummy_rand tensor([0.5840])
20241103-10:46:59 dummy_rand tensor([0.1115])
20241103-10:46:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:46:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:49:31 train_loss 1019 model 4 0.0329019660949707
20241103-10:49:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:49:31 train_loss 1019 model 2 0.03384349822998047
20241103-10:49:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:49:33 test_loss 1019 model 4 0.02824737548828125
20241103-10:49:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:49:33 test_loss 1019 model 2 0.02586505889892578
20241103-10:49:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:49:35 test_accuracy 1019 model 4 nb_correct 2334 / 2500 (93.36%)
20241103-10:49:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:49:36 test_accuracy 1019 model 2 nb_correct 2313 / 2500 (92.52%)
20241103-10:49:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:49:45 wrote ae_*.pth
20241103-10:49:45 epoch_duration 2min45s next_finish 10:52:31
20241103-10:49:45 wrote state.pth
20241103-10:49:45 --- epoch 1020 ----------------------------------------
20241103-10:49:45 current_test_accuracies 0.9644 0.9616 0.9252 0.9608 0.9336
20241103-10:49:45 nb_c_quizzes 30033
20241103-10:49:45 weakest_accuracies [0.9252, 0.9336]
20241103-10:49:45 dummy_rand tensor([0.5810])
20241103-10:49:45 dummy_rand tensor([0.1567])
20241103-10:49:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:49:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:52:17 train_loss 1020 model 2 0.03404136610031128
20241103-10:52:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:52:17 train_loss 1020 model 4 0.034086446762084964
20241103-10:52:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:52:19 test_loss 1020 model 2 0.027995185852050783
20241103-10:52:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:52:19 test_loss 1020 model 4 0.029743919372558592
20241103-10:52:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:52:21 test_accuracy 1020 model 2 nb_correct 2329 / 2500 (93.16%)
20241103-10:52:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:52:22 test_accuracy 1020 model 4 nb_correct 2359 / 2500 (94.36%)
20241103-10:52:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:52:31 wrote ae_*.pth
20241103-10:52:31 epoch_duration 2min46s next_finish 10:55:17
20241103-10:52:31 wrote state.pth
20241103-10:52:31 --- epoch 1021 ----------------------------------------
20241103-10:52:31 current_test_accuracies 0.9644 0.9616 0.9316 0.9608 0.9436
20241103-10:52:31 nb_c_quizzes 30033
20241103-10:52:31 weakest_accuracies [0.9316, 0.9436]
20241103-10:52:31 dummy_rand tensor([0.7750])
20241103-10:52:31 dummy_rand tensor([0.5892])
20241103-10:52:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:52:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:55:03 train_loss 1021 model 2 0.0338866195678711
20241103-10:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:55:03 train_loss 1021 model 4 0.033499351501464845
20241103-10:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:55:05 test_loss 1021 model 2 0.028089599609375
20241103-10:55:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:55:05 test_loss 1021 model 4 0.02739551544189453
20241103-10:55:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:55:07 test_accuracy 1021 model 2 nb_correct 2327 / 2500 (93.08%)
20241103-10:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:55:08 test_accuracy 1021 model 4 nb_correct 2379 / 2500 (95.16%)
20241103-10:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:55:17 wrote ae_*.pth
20241103-10:55:17 epoch_duration 2min46s next_finish 10:58:03
20241103-10:55:17 wrote state.pth
20241103-10:55:17 --- epoch 1022 ----------------------------------------
20241103-10:55:17 current_test_accuracies 0.9644 0.9616 0.9308 0.9608 0.9516
20241103-10:55:17 nb_c_quizzes 30033
20241103-10:55:17 weakest_accuracies [0.9308, 0.9516]
20241103-10:55:17 dummy_rand tensor([0.6174])
20241103-10:55:17 dummy_rand tensor([0.5687])
20241103-10:55:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:55:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:57:49 train_loss 1022 model 2 0.033571674346923826
20241103-10:57:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:57:49 train_loss 1022 model 4 0.033830089569091795
20241103-10:57:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:57:51 test_loss 1022 model 2 0.028815498352050783
20241103-10:57:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:57:51 test_loss 1022 model 4 0.029198760986328124
20241103-10:57:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-10:57:54 test_accuracy 1022 model 2 nb_correct 2333 / 2500 (93.32%)
20241103-10:57:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:57:54 test_accuracy 1022 model 4 nb_correct 2320 / 2500 (92.80%)
20241103-10:57:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-10:58:03 wrote ae_*.pth
20241103-10:58:03 epoch_duration 2min45s next_finish 11:00:49
20241103-10:58:03 wrote state.pth
20241103-10:58:03 --- epoch 1023 ----------------------------------------
20241103-10:58:03 current_test_accuracies 0.9644 0.9616 0.9332 0.9608 0.9280
20241103-10:58:03 nb_c_quizzes 30033
20241103-10:58:03 weakest_accuracies [0.928, 0.9332]
20241103-10:58:03 dummy_rand tensor([0.8752])
20241103-10:58:03 dummy_rand tensor([0.4674])
20241103-10:58:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-10:58:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:00:36 train_loss 1023 model 4 0.033271045684814454
20241103-11:00:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:00:36 train_loss 1023 model 2 0.03327854728698731
20241103-11:00:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:00:38 test_loss 1023 model 4 0.027423248291015626
20241103-11:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:00:38 test_loss 1023 model 2 0.0276312255859375
20241103-11:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:00:40 test_accuracy 1023 model 4 nb_correct 2364 / 2500 (94.56%)
20241103-11:00:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:00:41 test_accuracy 1023 model 2 nb_correct 2350 / 2500 (94.00%)
20241103-11:00:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:00:50 wrote ae_*.pth
20241103-11:00:50 epoch_duration 2min46s next_finish 11:03:37
20241103-11:00:50 wrote state.pth
20241103-11:00:50 --- epoch 1024 ----------------------------------------
20241103-11:00:50 current_test_accuracies 0.9644 0.9616 0.9400 0.9608 0.9456
20241103-11:00:50 nb_c_quizzes 30033
20241103-11:00:50 weakest_accuracies [0.94, 0.9456]
20241103-11:00:50 dummy_rand tensor([0.7628])
20241103-11:00:50 dummy_rand tensor([0.0100])
20241103-11:00:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:00:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:03:22 train_loss 1024 model 2 0.03348144149780274
20241103-11:03:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:03:22 train_loss 1024 model 4 0.03305381393432617
20241103-11:03:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:03:24 test_loss 1024 model 2 0.028751602172851564
20241103-11:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:03:24 test_loss 1024 model 4 0.029068145751953125
20241103-11:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:03:26 test_accuracy 1024 model 2 nb_correct 2362 / 2500 (94.48%)
20241103-11:03:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:03:27 test_accuracy 1024 model 4 nb_correct 2353 / 2500 (94.12%)
20241103-11:03:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:03:36 wrote ae_*.pth
20241103-11:03:36 epoch_duration 2min46s next_finish 11:06:22
20241103-11:03:36 wrote state.pth
20241103-11:03:36 --- epoch 1025 ----------------------------------------
20241103-11:03:36 current_test_accuracies 0.9644 0.9616 0.9448 0.9608 0.9412
20241103-11:03:36 nb_c_quizzes 30033
20241103-11:03:36 weakest_accuracies [0.9412, 0.9448]
20241103-11:03:36 dummy_rand tensor([0.4768])
20241103-11:03:36 dummy_rand tensor([0.0997])
20241103-11:03:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:03:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:06:08 train_loss 1025 model 4 0.032690845489501956
20241103-11:06:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:06:08 train_loss 1025 model 2 0.0342495231628418
20241103-11:06:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:06:10 test_loss 1025 model 4 0.03136993408203125
20241103-11:06:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:06:10 test_loss 1025 model 2 0.028443603515625
20241103-11:06:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:06:13 test_accuracy 1025 model 4 nb_correct 2351 / 2500 (94.04%)
20241103-11:06:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:06:13 test_accuracy 1025 model 2 nb_correct 2358 / 2500 (94.32%)
20241103-11:06:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:06:22 wrote ae_*.pth
20241103-11:06:22 epoch_duration 2min46s next_finish 11:09:08
20241103-11:06:22 wrote state.pth
20241103-11:06:22 --- epoch 1026 ----------------------------------------
20241103-11:06:22 current_test_accuracies 0.9644 0.9616 0.9432 0.9608 0.9404
20241103-11:06:22 nb_c_quizzes 30033
20241103-11:06:22 weakest_accuracies [0.9404, 0.9432]
20241103-11:06:22 dummy_rand tensor([0.6083])
20241103-11:06:22 dummy_rand tensor([0.6636])
20241103-11:06:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:06:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:08:54 train_loss 1026 model 4 0.032426270484924316
20241103-11:08:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:08:54 train_loss 1026 model 2 0.0335881462097168
20241103-11:08:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:08:56 test_loss 1026 model 4 0.025794792175292968
20241103-11:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:08:56 test_loss 1026 model 2 0.03066629409790039
20241103-11:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:08:58 test_accuracy 1026 model 4 nb_correct 2361 / 2500 (94.44%)
20241103-11:08:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:08:59 test_accuracy 1026 model 2 nb_correct 2360 / 2500 (94.40%)
20241103-11:08:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:09:08 wrote ae_*.pth
20241103-11:09:08 epoch_duration 2min46s next_finish 11:11:54
20241103-11:09:08 wrote state.pth
20241103-11:09:08 --- epoch 1027 ----------------------------------------
20241103-11:09:08 current_test_accuracies 0.9644 0.9616 0.9440 0.9608 0.9444
20241103-11:09:08 nb_c_quizzes 30033
20241103-11:09:08 weakest_accuracies [0.944, 0.9444]
20241103-11:09:08 dummy_rand tensor([0.5438])
20241103-11:09:08 dummy_rand tensor([0.2612])
20241103-11:09:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:09:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:11:40 train_loss 1027 model 2 0.03336133003234863
20241103-11:11:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:11:40 train_loss 1027 model 4 0.03332632732391357
20241103-11:11:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:11:43 test_loss 1027 model 2 0.02703857421875
20241103-11:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:11:43 test_loss 1027 model 4 0.027613525390625
20241103-11:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:11:45 test_accuracy 1027 model 2 nb_correct 2344 / 2500 (93.76%)
20241103-11:11:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:11:45 test_accuracy 1027 model 4 nb_correct 2356 / 2500 (94.24%)
20241103-11:11:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:11:55 wrote ae_*.pth
20241103-11:11:55 epoch_duration 2min46s next_finish 11:14:41
20241103-11:11:55 wrote state.pth
20241103-11:11:55 --- epoch 1028 ----------------------------------------
20241103-11:11:55 current_test_accuracies 0.9644 0.9616 0.9376 0.9608 0.9424
20241103-11:11:55 nb_c_quizzes 30033
20241103-11:11:55 weakest_accuracies [0.9376, 0.9424]
20241103-11:11:55 dummy_rand tensor([0.0226])
20241103-11:11:55 dummy_rand tensor([0.5073])
20241103-11:11:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:11:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:14:28 train_loss 1028 model 4 0.033296161651611325
20241103-11:14:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:14:28 train_loss 1028 model 2 0.03271379280090332
20241103-11:14:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:14:30 test_loss 1028 model 4 0.0313592529296875
20241103-11:14:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:14:30 test_loss 1028 model 2 0.025536575317382813
20241103-11:14:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:14:32 test_accuracy 1028 model 4 nb_correct 2339 / 2500 (93.56%)
20241103-11:14:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:14:33 test_accuracy 1028 model 2 nb_correct 2360 / 2500 (94.40%)
20241103-11:14:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:14:42 wrote ae_*.pth
20241103-11:14:42 epoch_duration 2min47s next_finish 11:17:29
20241103-11:14:42 wrote state.pth
20241103-11:14:42 --- epoch 1029 ----------------------------------------
20241103-11:14:42 current_test_accuracies 0.9644 0.9616 0.9440 0.9608 0.9356
20241103-11:14:42 nb_c_quizzes 30033
20241103-11:14:42 weakest_accuracies [0.9356, 0.944]
20241103-11:14:42 dummy_rand tensor([0.2118])
20241103-11:14:42 dummy_rand tensor([0.2430])
20241103-11:14:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:14:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:17:14 train_loss 1029 model 4 0.033068016052246095
20241103-11:17:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:17:14 train_loss 1029 model 2 0.03351883697509766
20241103-11:17:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:17:16 test_loss 1029 model 4 0.027581329345703124
20241103-11:17:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:17:16 test_loss 1029 model 2 0.027523880004882813
20241103-11:17:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:17:18 test_accuracy 1029 model 4 nb_correct 2352 / 2500 (94.08%)
20241103-11:17:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:17:19 test_accuracy 1029 model 2 nb_correct 2374 / 2500 (94.96%)
20241103-11:17:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:17:28 wrote ae_*.pth
20241103-11:17:28 epoch_duration 2min46s next_finish 11:20:14
20241103-11:17:28 wrote state.pth
20241103-11:17:28 --- epoch 1030 ----------------------------------------
20241103-11:17:28 current_test_accuracies 0.9644 0.9616 0.9496 0.9608 0.9408
20241103-11:17:28 nb_c_quizzes 30033
20241103-11:17:28 weakest_accuracies [0.9408, 0.9496]
20241103-11:17:28 dummy_rand tensor([0.4517])
20241103-11:17:28 dummy_rand tensor([0.8591])
20241103-11:17:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:17:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-11:20:00 train_loss 1030 model 4 0.03322588348388672
20241103-11:20:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:20:00 train_loss 1030 model 2 0.033291309356689454
20241103-11:20:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:20:02 test_loss 1030 model 4 0.028429107666015627
20241103-11:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:20:02 test_loss 1030 model 2 0.0280029296875
20241103-11:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-11:20:04 test_accuracy 1030 model 4 nb_correct 2391 / 2500 (95.64%)
20241103-11:20:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:20:05 test_accuracy 1030 model 2 nb_correct 2377 / 2500 (95.08%)
20241103-11:20:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-11:20:14 wrote ae_*.pth
20241103-11:20:14 epoch_duration 2min46s next_finish 11:23:00
20241103-11:20:14 wrote state.pth
20241103-11:20:14 --- epoch 1031 ----------------------------------------
20241103-11:20:14 current_test_accuracies 0.9644 0.9616 0.9508 0.9608 0.9564
20241103-11:20:14 dummy_rand tensor([0.2222])
20241103-11:20:14 dummy_rand tensor([0.9974])
20241103-11:20:23 nb_validated 6 model 4 (finishes Sun 12:22 -- 2403/h)
20241103-11:20:23 nb_validated 11 model 3 (finishes Sun 11:54 -- 4385/h)
20241103-11:20:41 nb_validated 37 model 2 (finishes Sun 11:50 -- 4941/h)
20241103-11:20:41 nb_validated 32 model 3 (finishes Sun 11:55 -- 4263/h)
20241103-11:20:59 nb_validated 51 model 3 (finishes Sun 11:56 -- 4094/h)
20241103-11:20:59 nb_validated 59 model 0 (finishes Sun 11:51 -- 4732/h)
20241103-11:21:17 nb_validated 81 model 4 (finishes Sun 11:52 -- 4649/h)
20241103-11:21:17 nb_validated 77 model 2 (finishes Sun 11:54 -- 4410/h)
20241103-11:21:35 nb_validated 102 model 4 (finishes Sun 11:53 -- 4548/h)
20241103-11:21:35 nb_validated 98 model 4 (finishes Sun 11:54 -- 4360/h)
20241103-11:21:53 nb_validated 125 model 4 (finishes Sun 11:53 -- 4559/h)
20241103-11:21:53 nb_validated 133 model 2 (finishes Sun 11:51 -- 4848/h)
20241103-11:22:11 nb_validated 150 model 1 (finishes Sun 11:52 -- 4633/h)
20241103-11:22:11 nb_validated 150 model 3 (finishes Sun 11:52 -- 4621/h)
20241103-11:22:29 nb_validated 175 model 2 (finishes Sun 11:52 -- 4680/h)
20241103-11:22:29 nb_validated 175 model 4 (finishes Sun 11:52 -- 4676/h)
20241103-11:22:47 nb_validated 197 model 4 (finishes Sun 11:52 -- 4651/h)
20241103-11:22:47 nb_validated 194 model 1 (finishes Sun 11:53 -- 4577/h)
20241103-11:23:05 nb_validated 221 model 0 (finishes Sun 11:52 -- 4666/h)
20241103-11:23:05 nb_validated 214 model 2 (finishes Sun 11:53 -- 4515/h)
20241103-11:23:23 nb_validated 241 model 2 (finishes Sun 11:52 -- 4606/h)
20241103-11:23:23 nb_validated 233 model 1 (finishes Sun 11:53 -- 4447/h)
20241103-11:23:41 nb_validated 269 model 1 (finishes Sun 11:52 -- 4692/h)
20241103-11:23:41 nb_validated 248 model 2 (finishes Sun 11:54 -- 4324/h)
20241103-11:23:59 nb_validated 264 model 3 (finishes Sun 11:55 -- 4237/h)
20241103-11:23:59 nb_validated 289 model 0 (finishes Sun 11:52 -- 4637/h)
20241103-11:24:17 nb_validated 284 model 0 (finishes Sun 11:55 -- 4219/h)
20241103-11:24:17 nb_validated 313 model 4 (finishes Sun 11:52 -- 4650/h)
20241103-11:24:34 nb_validated 306 model 4 (finishes Sun 11:55 -- 4233/h)
20241103-11:24:35 nb_validated 337 model 0 (finishes Sun 11:52 -- 4660/h)
20241103-11:24:52 nb_validated 359 model 1 (finishes Sun 11:52 -- 4644/h)
20241103-11:24:52 nb_validated 324 model 3 (finishes Sun 11:56 -- 4191/h)
20241103-11:25:10 nb_validated 388 model 2 (finishes Sun 11:52 -- 4717/h)
20241103-11:25:10 nb_validated 352 model 0 (finishes Sun 11:55 -- 4278/h)
20241103-11:25:28 nb_validated 405 model 4 (finishes Sun 11:52 -- 4643/h)
20241103-11:25:28 nb_validated 370 model 3 (finishes Sun 11:55 -- 4238/h)
20241103-11:25:46 nb_validated 429 model 1 (finishes Sun 11:52 -- 4654/h)
20241103-11:25:46 nb_validated 387 model 0 (finishes Sun 11:56 -- 4194/h)
20241103-11:26:04 nb_validated 455 model 2 (finishes Sun 11:52 -- 4682/h)
20241103-11:26:04 nb_validated 410 model 3 (finishes Sun 11:55 -- 4215/h)
20241103-11:26:22 nb_validated 473 model 2 (finishes Sun 11:52 -- 4627/h)
20241103-11:26:22 nb_validated 426 model 2 (finishes Sun 11:56 -- 4164/h)
20241103-11:26:40 nb_validated 494 model 2 (finishes Sun 11:52 -- 4607/h)
20241103-11:26:40 nb_validated 444 model 0 (finishes Sun 11:56 -- 4139/h)
20241103-11:26:58 nb_validated 507 model 3 (finishes Sun 11:53 -- 4518/h)
20241103-11:26:58 nb_validated 475 model 4 (finishes Sun 11:55 -- 4232/h)
20241103-11:27:16 nb_validated 529 model 4 (finishes Sun 11:53 -- 4514/h)
20241103-11:27:16 nb_validated 503 model 4 (finishes Sun 11:55 -- 4290/h)
20241103-11:27:34 nb_validated 547 model 4 (finishes Sun 11:53 -- 4477/h)
20241103-11:27:34 nb_validated 524 model 0 (finishes Sun 11:55 -- 4289/h)
20241103-11:27:52 nb_validated 541 model 3 (finishes Sun 11:55 -- 4254/h)
20241103-11:27:52 nb_validated 574 model 4 (finishes Sun 11:53 -- 4513/h)
20241103-11:28:10 nb_validated 590 model 4 (finishes Sun 11:53 -- 4464/h)
20241103-11:28:10 nb_validated 563 model 0 (finishes Sun 11:55 -- 4259/h)
20241103-11:28:28 nb_validated 611 model 4 (finishes Sun 11:53 -- 4457/h)
20241103-11:28:28 nb_validated 585 model 2 (finishes Sun 11:55 -- 4264/h)
20241103-11:28:46 nb_validated 639 model 4 (finishes Sun 11:53 -- 4497/h)
20241103-11:28:46 nb_validated 605 model 1 (finishes Sun 11:55 -- 4256/h)
20241103-11:29:04 nb_validated 618 model 1 (finishes Sun 11:55 -- 4201/h)
20241103-11:29:04 nb_validated 655 model 4 (finishes Sun 11:53 -- 4452/h)
20241103-11:29:22 nb_validated 645 model 2 (finishes Sun 11:55 -- 4241/h)
20241103-11:29:22 nb_validated 677 model 3 (finishes Sun 11:53 -- 4449/h)
20241103-11:29:40 nb_validated 676 model 2 (finishes Sun 11:55 -- 4304/h)
20241103-11:29:40 nb_validated 710 model 3 (finishes Sun 11:53 -- 4517/h)
20241103-11:29:58 nb_validated 700 model 0 (finishes Sun 11:54 -- 4319/h)
20241103-11:29:58 nb_validated 729 model 4 (finishes Sun 11:53 -- 4495/h)
20241103-11:30:16 nb_validated 718 model 1 (finishes Sun 11:55 -- 4298/h)
20241103-11:30:16 nb_validated 752 model 3 (finishes Sun 11:53 -- 4499/h)
20241103-11:30:34 nb_validated 736 model 3 (finishes Sun 11:55 -- 4278/h)
20241103-11:30:34 nb_validated 777 model 2 (finishes Sun 11:53 -- 4513/h)
20241103-11:30:52 nb_validated 770 model 4 (finishes Sun 11:54 -- 4349/h)
20241103-11:30:52 nb_validated 792 model 1 (finishes Sun 11:53 -- 4469/h)
20241103-11:31:09 nb_validated 792 model 3 (finishes Sun 11:54 -- 4351/h)
20241103-11:31:10 nb_validated 814 model 1 (finishes Sun 11:53 -- 4467/h)
20241103-11:31:27 nb_validated 813 model 3 (finishes Sun 11:54 -- 4347/h)
20241103-11:31:28 nb_validated 833 model 3 (finishes Sun 11:53 -- 4450/h)
20241103-11:31:45 nb_validated 831 model 3 (finishes Sun 11:54 -- 4328/h)
20241103-11:31:46 nb_validated 863 model 4 (finishes Sun 11:53 -- 4490/h)
20241103-11:32:03 nb_validated 855 model 1 (finishes Sun 11:54 -- 4340/h)
20241103-11:32:04 nb_validated 885 model 1 (finishes Sun 11:53 -- 4488/h)
20241103-11:32:21 nb_validated 880 model 3 (finishes Sun 11:54 -- 4356/h)
20241103-11:32:22 nb_validated 905 model 1 (finishes Sun 11:53 -- 4475/h)
20241103-11:32:39 nb_validated 894 model 4 (finishes Sun 11:54 -- 4319/h)
20241103-11:32:40 nb_validated 929 model 3 (finishes Sun 11:53 -- 4482/h)
20241103-11:32:57 nb_validated 919 model 3 (finishes Sun 11:54 -- 4336/h)
20241103-11:32:58 nb_validated 946 model 1 (finishes Sun 11:53 -- 4457/h)
20241103-11:33:15 nb_validated 940 model 4 (finishes Sun 11:54 -- 4334/h)
20241103-11:33:16 nb_validated 967 model 0 (finishes Sun 11:53 -- 4451/h)
20241103-11:33:33 nb_validated 958 model 2 (finishes Sun 11:54 -- 4316/h)
20241103-11:33:34 nb_validated 996 model 3 (finishes Sun 11:53 -- 4481/h)
20241103-11:33:51 nb_validated 982 model 1 (finishes Sun 11:54 -- 4328/h)
20241103-11:33:52 nb_validated 1022 model 2 (finishes Sun 11:53 -- 4496/h)
20241103-11:34:09 nb_validated 995 model 4 (finishes Sun 11:55 -- 4291/h)
20241103-11:34:10 nb_validated 1043 model 4 (finishes Sun 11:53 -- 4491/h)
20241103-11:34:27 nb_validated 1013 model 4 (finishes Sun 11:55 -- 4276/h)
20241103-11:34:28 nb_validated 1070 model 0 (finishes Sun 11:53 -- 4510/h)
20241103-11:34:45 nb_validated 1030 model 1 (finishes Sun 11:55 -- 4258/h)
20241103-11:34:46 nb_validated 1093 model 3 (finishes Sun 11:53 -- 4512/h)
20241103-11:35:03 nb_validated 1048 model 1 (finishes Sun 11:55 -- 4245/h)
20241103-11:35:04 nb_validated 1116 model 4 (finishes Sun 11:53 -- 4514/h)
20241103-11:35:21 nb_validated 1075 model 3 (finishes Sun 11:55 -- 4268/h)
20241103-11:35:22 nb_validated 1142 model 0 (finishes Sun 11:53 -- 4528/h)
20241103-11:35:39 nb_validated 1103 model 2 (finishes Sun 11:55 -- 4294/h)
20241103-11:35:40 nb_validated 1167 model 2 (finishes Sun 11:53 -- 4537/h)
20241103-11:35:57 nb_validated 1126 model 3 (finishes Sun 11:55 -- 4300/h)
20241103-11:35:58 nb_validated 1180 model 4 (finishes Sun 11:53 -- 4500/h)
20241103-11:36:15 nb_validated 1144 model 2 (finishes Sun 11:55 -- 4287/h)
20241103-11:36:16 nb_validated 1198 model 2 (finishes Sun 11:53 -- 4483/h)
20241103-11:36:33 nb_validated 1171 model 3 (finishes Sun 11:55 -- 4307/h)
20241103-11:36:34 nb_validated 1219 model 2 (finishes Sun 11:53 -- 4478/h)
20241103-11:36:51 nb_validated 1192 model 1 (finishes Sun 11:55 -- 4305/h)
20241103-11:36:52 nb_validated 1236 model 1 (finishes Sun 11:53 -- 4460/h)
20241103-11:37:09 nb_validated 1214 model 4 (finishes Sun 11:55 -- 4307/h)
20241103-11:37:10 nb_validated 1258 model 3 (finishes Sun 11:53 -- 4458/h)
20241103-11:37:27 nb_validated 1241 model 1 (finishes Sun 11:54 -- 4326/h)
20241103-11:37:28 nb_validated 1281 model 1 (finishes Sun 11:53 -- 4460/h)
20241103-11:37:45 nb_validated 1261 model 0 (finishes Sun 11:54 -- 4321/h)
20241103-11:37:46 nb_validated 1308 model 0 (finishes Sun 11:53 -- 4477/h)
20241103-11:38:03 nb_validated 1287 model 2 (finishes Sun 11:54 -- 4335/h)
20241103-11:38:04 nb_validated 1327 model 2 (finishes Sun 11:53 -- 4464/h)
20241103-11:38:21 nb_validated 1313 model 1 (finishes Sun 11:54 -- 4350/h)
20241103-11:38:22 nb_validated 1355 model 3 (finishes Sun 11:53 -- 4483/h)
20241103-11:38:39 nb_validated 1333 model 0 (finishes Sun 11:54 -- 4344/h)
20241103-11:38:40 nb_validated 1380 model 3 (finishes Sun 11:53 -- 4491/h)
20241103-11:38:57 nb_validated 1353 model 0 (finishes Sun 11:54 -- 4339/h)
20241103-11:38:58 nb_validated 1399 model 2 (finishes Sun 11:53 -- 4479/h)
20241103-11:39:14 nb_validated 1377 model 4 (finishes Sun 11:54 -- 4347/h)
20241103-11:39:16 nb_validated 1426 model 0 (finishes Sun 11:53 -- 4494/h)
20241103-11:39:32 nb_validated 1404 model 4 (finishes Sun 11:54 -- 4364/h)
20241103-11:39:34 nb_validated 1456 model 1 (finishes Sun 11:53 -- 4517/h)
20241103-11:39:50 nb_validated 1427 model 0 (finishes Sun 11:54 -- 4368/h)
20241103-11:39:52 nb_validated 1476 model 3 (finishes Sun 11:53 -- 4509/h)
20241103-11:40:08 nb_validated 1443 model 1 (finishes Sun 11:54 -- 4351/h)
20241103-11:40:10 nb_validated 1503 model 4 (finishes Sun 11:53 -- 4523/h)
20241103-11:40:26 nb_validated 1455 model 4 (finishes Sun 11:54 -- 4322/h)
20241103-11:40:28 nb_validated 1529 model 0 (finishes Sun 11:53 -- 4533/h)
20241103-11:40:44 nb_validated 1486 model 3 (finishes Sun 11:54 -- 4349/h)
20241103-11:40:46 nb_validated 1553 model 2 (finishes Sun 11:53 -- 4537/h)
20241103-11:41:02 nb_validated 1512 model 2 (finishes Sun 11:54 -- 4362/h)
20241103-11:41:04 nb_validated 1574 model 4 (finishes Sun 11:53 -- 4533/h)
20241103-11:41:20 nb_validated 1528 model 0 (finishes Sun 11:54 -- 4345/h)
20241103-11:41:22 nb_validated 1598 model 1 (finishes Sun 11:53 -- 4536/h)
20241103-11:41:38 nb_validated 1546 model 3 (finishes Sun 11:54 -- 4334/h)
20241103-11:41:40 nb_validated 1610 model 4 (finishes Sun 11:53 -- 4506/h)
20241103-11:41:56 nb_validated 1558 model 1 (finishes Sun 11:55 -- 4308/h)
20241103-11:41:58 nb_validated 1634 model 3 (finishes Sun 11:53 -- 4510/h)
20241103-11:42:14 nb_validated 1583 model 2 (finishes Sun 11:54 -- 4317/h)
20241103-11:42:17 nb_validated 1664 model 2 (finishes Sun 11:53 -- 4530/h)
20241103-11:42:32 nb_validated 1613 model 2 (finishes Sun 11:54 -- 4340/h)
20241103-11:42:35 nb_validated 1686 model 1 (finishes Sun 11:53 -- 4528/h)
20241103-11:42:50 nb_validated 1636 model 2 (finishes Sun 11:54 -- 4343/h)
20241103-11:42:53 nb_validated 1711 model 2 (finishes Sun 11:53 -- 4534/h)
20241103-11:43:08 nb_validated 1652 model 1 (finishes Sun 11:54 -- 4328/h)
20241103-11:43:11 nb_validated 1733 model 3 (finishes Sun 11:53 -- 4532/h)
20241103-11:43:26 nb_validated 1676 model 0 (finishes Sun 11:54 -- 4335/h)
20241103-11:43:29 nb_validated 1755 model 1 (finishes Sun 11:53 -- 4530/h)
20241103-11:43:44 nb_validated 1698 model 4 (finishes Sun 11:54 -- 4335/h)
20241103-11:43:47 nb_validated 1771 model 1 (finishes Sun 11:53 -- 4513/h)
20241103-11:44:02 nb_validated 1722 model 1 (finishes Sun 11:54 -- 4341/h)
20241103-11:44:05 nb_validated 1793 model 0 (finishes Sun 11:53 -- 4511/h)
20241103-11:44:20 nb_validated 1739 model 2 (finishes Sun 11:54 -- 4330/h)
20241103-11:44:23 nb_validated 1816 model 2 (finishes Sun 11:53 -- 4512/h)
20241103-11:44:38 nb_validated 1756 model 4 (finishes Sun 11:54 -- 4318/h)
20241103-11:44:41 nb_validated 1844 model 3 (finishes Sun 11:53 -- 4525/h)
20241103-11:44:56 nb_validated 1775 model 4 (finishes Sun 11:55 -- 4313/h)
20241103-11:44:59 nb_validated 1862 model 4 (finishes Sun 11:53 -- 4515/h)
20241103-11:45:14 nb_validated 1787 model 4 (finishes Sun 11:55 -- 4290/h)
20241103-11:45:17 nb_validated 1880 model 4 (finishes Sun 11:53 -- 4503/h)
20241103-11:45:32 nb_validated 1818 model 0 (finishes Sun 11:55 -- 4312/h)
20241103-11:45:35 nb_validated 1900 model 0 (finishes Sun 11:53 -- 4498/h)
20241103-11:45:50 nb_validated 1840 model 4 (finishes Sun 11:55 -- 4313/h)
20241103-11:45:53 nb_validated 1922 model 0 (finishes Sun 11:53 -- 4497/h)
20241103-11:46:08 nb_validated 1872 model 0 (finishes Sun 11:54 -- 4338/h)
20241103-11:46:11 nb_validated 1942 model 3 (finishes Sun 11:53 -- 4491/h)
20241103-11:46:26 nb_validated 1893 model 4 (finishes Sun 11:54 -- 4336/h)
20241103-11:46:29 nb_validated 1955 model 1 (finishes Sun 11:53 -- 4469/h)
20241103-11:46:44 nb_validated 1909 model 4 (finishes Sun 11:54 -- 4324/h)
20241103-11:46:47 nb_validated 1986 model 3 (finishes Sun 11:53 -- 4489/h)
20241103-11:47:01 nb_validated 1934 model 0 (finishes Sun 11:54 -- 4332/h)
20241103-11:47:05 nb_validated 2013 model 0 (finishes Sun 11:53 -- 4499/h)
20241103-11:47:19 nb_validated 1948 model 4 (finishes Sun 11:55 -- 4315/h)
20241103-11:47:23 nb_validated 2042 model 4 (finishes Sun 11:53 -- 4514/h)
20241103-11:47:37 nb_validated 1970 model 4 (finishes Sun 11:54 -- 4316/h)
20241103-11:47:41 nb_validated 2070 model 1 (finishes Sun 11:53 -- 4526/h)
20241103-11:47:55 nb_validated 1996 model 0 (finishes Sun 11:54 -- 4326/h)
20241103-11:47:59 nb_validated 2100 model 2 (finishes Sun 11:53 -- 4542/h)
20241103-11:48:13 nb_validated 2023 model 2 (finishes Sun 11:54 -- 4337/h)
20241103-11:48:17 nb_validated 2135 model 3 (finishes Sun 11:53 -- 4568/h)
20241103-11:48:31 nb_validated 2047 model 2 (finishes Sun 11:54 -- 4342/h)
20241103-11:48:34 nb_validated 2158 model 4 (finishes Sun 11:53 -- 4569/h)
20241103-11:48:49 nb_validated 2073 model 0 (finishes Sun 11:54 -- 4351/h)
20241103-11:48:52 nb_validated 2178 model 0 (finishes Sun 11:53 -- 4563/h)
20241103-11:49:07 nb_validated 2093 model 1 (finishes Sun 11:54 -- 4348/h)
20241103-11:49:10 nb_validated 2195 model 2 (finishes Sun 11:53 -- 4551/h)
20241103-11:49:25 nb_validated 2116 model 2 (finishes Sun 11:54 -- 4350/h)
20241103-11:49:28 nb_validated 2213 model 4 (finishes Sun 11:53 -- 4541/h)
20241103-11:49:43 nb_validated 2137 model 1 (finishes Sun 11:54 -- 4349/h)
20241103-11:49:46 nb_validated 2242 model 1 (finishes Sun 11:53 -- 4554/h)
20241103-11:50:01 nb_validated 2157 model 4 (finishes Sun 11:54 -- 4346/h)
20241103-11:50:04 nb_validated 2261 model 2 (finishes Sun 11:53 -- 4547/h)
20241103-11:50:19 nb_validated 2176 model 0 (finishes Sun 11:54 -- 4341/h)
20241103-11:50:22 nb_validated 2276 model 0 (finishes Sun 11:53 -- 4531/h)
20241103-11:50:36 nb_validated 2196 model 1 (finishes Sun 11:54 -- 4338/h)
20241103-11:50:40 nb_validated 2310 model 3 (finishes Sun 11:53 -- 4554/h)
20241103-11:50:54 nb_validated 2212 model 2 (finishes Sun 11:54 -- 4327/h)
20241103-11:50:58 nb_validated 2331 model 0 (finishes Sun 11:53 -- 4550/h)
20241103-11:51:12 nb_validated 2233 model 1 (finishes Sun 11:54 -- 4326/h)
20241103-11:51:16 nb_validated 2342 model 3 (finishes Sun 11:53 -- 4528/h)
20241103-11:51:30 nb_validated 2257 model 3 (finishes Sun 11:54 -- 4330/h)
20241103-11:51:34 nb_validated 2364 model 0 (finishes Sun 11:53 -- 4527/h)
20241103-11:51:48 nb_validated 2285 model 2 (finishes Sun 11:54 -- 4342/h)
20241103-11:51:52 nb_validated 2387 model 1 (finishes Sun 11:53 -- 4527/h)
20241103-11:52:06 nb_validated 2305 model 4 (finishes Sun 11:54 -- 4339/h)
20241103-11:52:10 nb_validated 2399 model 1 (finishes Sun 11:53 -- 4508/h)
20241103-11:52:24 nb_validated 2333 model 2 (finishes Sun 11:54 -- 4351/h)
20241103-11:52:28 nb_validated 2417 model 4 (finishes Sun 11:53 -- 4499/h)
20241103-11:52:42 nb_validated 2349 model 2 (finishes Sun 11:54 -- 4341/h)
20241103-11:52:46 nb_validated 2439 model 1 (finishes Sun 11:53 -- 4498/h)
20241103-11:53:00 nb_validated 2377 model 2 (finishes Sun 11:54 -- 4352/h)
20241103-11:53:04 nb_validated 2454 model 4 (finishes Sun 11:53 -- 4484/h)
20241103-11:53:18 nb_validated 2398 model 4 (finishes Sun 11:54 -- 4351/h)
20241103-11:53:22 nb_validated 2475 model 2 (finishes Sun 11:53 -- 4482/h)
20241103-11:53:36 nb_validated 2420 model 3 (finishes Sun 11:54 -- 4351/h)
20241103-11:53:40 nb_validated 2494 model 1 (finishes Sun 11:53 -- 4476/h)
20241103-11:53:49 generate_c_quizz_speed 4470/h
20241103-11:53:54 nb_validated 2441 model 1 (finishes Sun 11:54 -- 4351/h)
20241103-11:54:11 nb_validated 2463 model 2 (finishes Sun 11:54 -- 4352/h)
20241103-11:54:29 nb_validated 2488 model 0 (finishes Sun 11:54 -- 4359/h)
20241103-11:54:46 nb_validated 2506 model 2 (finishes now! -- 4354/h)
20241103-11:54:46 generate_c_quizz_speed 4354/h
20241103-11:54:55 wrote culture_c_quiz_1031.png
20241103-11:54:55 generated_c_quizzes torch.Size([5008, 400])
20241103-12:05:34 nb_c_quizzes 35041
20241103-12:05:34 weakest_accuracies [0, 0]
20241103-12:05:34 dummy_rand tensor([0.0709])
20241103-12:05:34 dummy_rand tensor([0.0599])
20241103-12:05:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:05:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:08:06 train_loss 1031 model 0 0.03649106597900391
20241103-12:08:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:08:06 train_loss 1031 model 1 0.0356937141418457
20241103-12:08:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:08:08 test_loss 1031 model 0 0.030331878662109374
20241103-12:08:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:08:08 test_loss 1031 model 1 0.03184946060180664
20241103-12:08:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:08:11 test_accuracy 1031 model 0 nb_correct 2210 / 2500 (88.40%)
20241103-12:08:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:08:11 test_accuracy 1031 model 1 nb_correct 2327 / 2500 (93.08%)
20241103-12:08:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:08:20 wrote ae_*.pth
20241103-12:08:20 epoch_duration 48min6s next_finish 12:56:26
20241103-12:08:20 wrote state.pth
20241103-12:08:20 --- epoch 1032 ----------------------------------------
20241103-12:08:20 current_test_accuracies 0.8840 0.9308 0.0000 0.0000 0.0000
20241103-12:08:20 nb_c_quizzes 35041
20241103-12:08:20 weakest_accuracies [0, 0]
20241103-12:08:20 dummy_rand tensor([0.5852])
20241103-12:08:20 dummy_rand tensor([0.0162])
20241103-12:08:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:08:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:10:52 train_loss 1032 model 2 0.034992417335510256
20241103-12:10:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:10:52 train_loss 1032 model 3 0.035293163299560545
20241103-12:10:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:10:54 test_loss 1032 model 2 0.026966552734375
20241103-12:10:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:10:55 test_loss 1032 model 3 0.02786884307861328
20241103-12:10:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:10:57 test_accuracy 1032 model 2 nb_correct 2298 / 2500 (91.92%)
20241103-12:10:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:10:57 test_accuracy 1032 model 3 nb_correct 2243 / 2500 (89.72%)
20241103-12:10:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:11:07 wrote ae_*.pth
20241103-12:11:07 epoch_duration 2min46s next_finish 12:13:53
20241103-12:11:07 wrote state.pth
20241103-12:11:07 --- epoch 1033 ----------------------------------------
20241103-12:11:07 current_test_accuracies 0.8840 0.9308 0.9192 0.8972 0.0000
20241103-12:11:07 nb_c_quizzes 35041
20241103-12:11:07 weakest_accuracies [0, 0.884]
20241103-12:11:07 dummy_rand tensor([0.7409])
20241103-12:11:07 dummy_rand tensor([0.2065])
20241103-12:11:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:11:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:13:39 train_loss 1033 model 0 0.036554853439331056
20241103-12:13:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:13:39 train_loss 1033 model 4 0.03627970886230469
20241103-12:13:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:13:41 test_loss 1033 model 0 0.026686248779296876
20241103-12:13:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:13:41 test_loss 1033 model 4 0.03037178039550781
20241103-12:13:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:13:44 test_accuracy 1033 model 0 nb_correct 2209 / 2500 (88.36%)
20241103-12:13:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:13:44 test_accuracy 1033 model 4 nb_correct 2318 / 2500 (92.72%)
20241103-12:13:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:13:53 wrote ae_*.pth
20241103-12:13:53 epoch_duration 2min46s next_finish 12:16:40
20241103-12:13:53 wrote state.pth
20241103-12:13:53 --- epoch 1034 ----------------------------------------
20241103-12:13:53 current_test_accuracies 0.8836 0.9308 0.9192 0.8972 0.9272
20241103-12:13:53 nb_c_quizzes 35041
20241103-12:13:53 weakest_accuracies [0.8836, 0.8972]
20241103-12:13:53 dummy_rand tensor([0.1481])
20241103-12:13:53 dummy_rand tensor([0.8420])
20241103-12:13:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:13:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:16:26 train_loss 1034 model 3 0.036316051483154296
20241103-12:16:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:16:26 train_loss 1034 model 0 0.03593816947937012
20241103-12:16:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:16:28 test_loss 1034 model 3 0.026973190307617186
20241103-12:16:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:16:28 test_loss 1034 model 0 0.027798919677734374
20241103-12:16:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:16:30 test_accuracy 1034 model 3 nb_correct 2317 / 2500 (92.68%)
20241103-12:16:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:16:30 test_accuracy 1034 model 0 nb_correct 2263 / 2500 (90.52%)
20241103-12:16:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:16:40 wrote ae_*.pth
20241103-12:16:40 epoch_duration 2min46s next_finish 12:19:27
20241103-12:16:40 wrote state.pth
20241103-12:16:40 --- epoch 1035 ----------------------------------------
20241103-12:16:40 current_test_accuracies 0.9052 0.9308 0.9192 0.9268 0.9272
20241103-12:16:40 nb_c_quizzes 35041
20241103-12:16:40 weakest_accuracies [0.9052, 0.9192]
20241103-12:16:40 dummy_rand tensor([0.5207])
20241103-12:16:40 dummy_rand tensor([0.4601])
20241103-12:16:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:16:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:19:12 train_loss 1035 model 0 0.03563422107696533
20241103-12:19:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:19:12 train_loss 1035 model 2 0.035251876831054685
20241103-12:19:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:19:14 test_loss 1035 model 0 0.03218765258789062
20241103-12:19:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:19:14 test_loss 1035 model 2 0.026444091796875
20241103-12:19:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:19:16 test_accuracy 1035 model 0 nb_correct 2239 / 2500 (89.56%)
20241103-12:19:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:19:16 test_accuracy 1035 model 2 nb_correct 2320 / 2500 (92.80%)
20241103-12:19:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:19:26 wrote ae_*.pth
20241103-12:19:26 epoch_duration 2min46s next_finish 12:22:12
20241103-12:19:26 wrote state.pth
20241103-12:19:26 --- epoch 1036 ----------------------------------------
20241103-12:19:26 current_test_accuracies 0.8956 0.9308 0.9280 0.9268 0.9272
20241103-12:19:26 nb_c_quizzes 35041
20241103-12:19:26 weakest_accuracies [0.8956, 0.9268]
20241103-12:19:26 dummy_rand tensor([0.0544])
20241103-12:19:26 dummy_rand tensor([0.8569])
20241103-12:19:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:19:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:21:58 train_loss 1036 model 0 0.03628966903686524
20241103-12:21:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:21:59 train_loss 1036 model 3 0.035432641983032226
20241103-12:21:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:22:01 test_loss 1036 model 0 0.029463958740234376
20241103-12:22:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:22:01 test_loss 1036 model 3 0.027621307373046876
20241103-12:22:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:22:03 test_accuracy 1036 model 0 nb_correct 2287 / 2500 (91.48%)
20241103-12:22:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:22:04 test_accuracy 1036 model 3 nb_correct 2269 / 2500 (90.76%)
20241103-12:22:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:22:13 wrote ae_*.pth
20241103-12:22:13 epoch_duration 2min47s next_finish 12:25:00
20241103-12:22:13 wrote state.pth
20241103-12:22:13 --- epoch 1037 ----------------------------------------
20241103-12:22:13 current_test_accuracies 0.9148 0.9308 0.9280 0.9076 0.9272
20241103-12:22:13 nb_c_quizzes 35041
20241103-12:22:13 weakest_accuracies [0.9076, 0.9148]
20241103-12:22:13 dummy_rand tensor([0.0724])
20241103-12:22:13 dummy_rand tensor([0.7749])
20241103-12:22:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:22:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:24:45 train_loss 1037 model 0 0.03607148361206055
20241103-12:24:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:24:45 train_loss 1037 model 3 0.036352630615234374
20241103-12:24:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:24:47 test_loss 1037 model 0 0.02867584228515625
20241103-12:24:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:24:47 test_loss 1037 model 3 0.0294805908203125
20241103-12:24:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:24:50 test_accuracy 1037 model 0 nb_correct 2262 / 2500 (90.48%)
20241103-12:24:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:24:50 test_accuracy 1037 model 3 nb_correct 2247 / 2500 (89.88%)
20241103-12:24:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:24:59 wrote ae_*.pth
20241103-12:24:59 epoch_duration 2min46s next_finish 12:27:45
20241103-12:24:59 wrote state.pth
20241103-12:24:59 --- epoch 1038 ----------------------------------------
20241103-12:24:59 current_test_accuracies 0.9048 0.9308 0.9280 0.8988 0.9272
20241103-12:24:59 nb_c_quizzes 35041
20241103-12:24:59 weakest_accuracies [0.8988, 0.9048]
20241103-12:24:59 dummy_rand tensor([0.0775])
20241103-12:24:59 dummy_rand tensor([0.4468])
20241103-12:25:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:25:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:27:31 train_loss 1038 model 3 0.03621936416625977
20241103-12:27:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:27:31 train_loss 1038 model 0 0.03651124954223633
20241103-12:27:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:27:33 test_loss 1038 model 3 0.031661376953125
20241103-12:27:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:27:33 test_loss 1038 model 0 0.027827301025390626
20241103-12:27:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:27:36 test_accuracy 1038 model 3 nb_correct 2294 / 2500 (91.76%)
20241103-12:27:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:27:36 test_accuracy 1038 model 0 nb_correct 2256 / 2500 (90.24%)
20241103-12:27:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:27:45 wrote ae_*.pth
20241103-12:27:45 epoch_duration 2min46s next_finish 12:30:32
20241103-12:27:46 wrote state.pth
20241103-12:27:46 --- epoch 1039 ----------------------------------------
20241103-12:27:46 current_test_accuracies 0.9024 0.9308 0.9280 0.9176 0.9272
20241103-12:27:46 nb_c_quizzes 35041
20241103-12:27:46 weakest_accuracies [0.9024, 0.9176]
20241103-12:27:46 dummy_rand tensor([0.9155])
20241103-12:27:46 dummy_rand tensor([0.7319])
20241103-12:27:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:27:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:30:17 train_loss 1039 model 0 0.035507476806640625
20241103-12:30:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:30:17 train_loss 1039 model 3 0.035744819641113285
20241103-12:30:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:30:19 test_loss 1039 model 0 0.024846878051757813
20241103-12:30:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:30:20 test_loss 1039 model 3 0.02865318298339844
20241103-12:30:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:30:22 test_accuracy 1039 model 0 nb_correct 2273 / 2500 (90.92%)
20241103-12:30:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:30:22 test_accuracy 1039 model 3 nb_correct 2243 / 2500 (89.72%)
20241103-12:30:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:30:31 wrote ae_*.pth
20241103-12:30:31 epoch_duration 2min45s next_finish 12:33:17
20241103-12:30:31 wrote state.pth
20241103-12:30:31 --- epoch 1040 ----------------------------------------
20241103-12:30:31 current_test_accuracies 0.9092 0.9308 0.9280 0.8972 0.9272
20241103-12:30:31 nb_c_quizzes 35041
20241103-12:30:31 weakest_accuracies [0.8972, 0.9092]
20241103-12:30:31 dummy_rand tensor([0.3259])
20241103-12:30:31 dummy_rand tensor([0.3918])
20241103-12:30:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:30:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:33:03 train_loss 1040 model 3 0.03557284164428711
20241103-12:33:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:33:03 train_loss 1040 model 0 0.03589095687866211
20241103-12:33:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:33:05 test_loss 1040 model 3 0.02971099853515625
20241103-12:33:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:33:05 test_loss 1040 model 0 0.029429244995117187
20241103-12:33:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:33:08 test_accuracy 1040 model 3 nb_correct 2281 / 2500 (91.24%)
20241103-12:33:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:33:08 test_accuracy 1040 model 0 nb_correct 2216 / 2500 (88.64%)
20241103-12:33:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:33:17 wrote ae_*.pth
20241103-12:33:17 epoch_duration 2min45s next_finish 12:36:03
20241103-12:33:17 wrote state.pth
20241103-12:33:17 --- epoch 1041 ----------------------------------------
20241103-12:33:17 current_test_accuracies 0.8864 0.9308 0.9280 0.9124 0.9272
20241103-12:33:17 nb_c_quizzes 35041
20241103-12:33:17 weakest_accuracies [0.8864, 0.9124]
20241103-12:33:17 dummy_rand tensor([0.9231])
20241103-12:33:17 dummy_rand tensor([0.7210])
20241103-12:33:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:33:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:35:49 train_loss 1041 model 3 0.03529248046875
20241103-12:35:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:35:49 train_loss 1041 model 0 0.03580261039733887
20241103-12:35:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:35:52 test_loss 1041 model 3 0.031059951782226564
20241103-12:35:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:35:52 test_loss 1041 model 0 0.029114990234375
20241103-12:35:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:35:54 test_accuracy 1041 model 3 nb_correct 2323 / 2500 (92.92%)
20241103-12:35:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:35:54 test_accuracy 1041 model 0 nb_correct 2200 / 2500 (88.00%)
20241103-12:35:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:36:03 wrote ae_*.pth
20241103-12:36:03 epoch_duration 2min46s next_finish 12:38:50
20241103-12:36:04 wrote state.pth
20241103-12:36:04 --- epoch 1042 ----------------------------------------
20241103-12:36:04 current_test_accuracies 0.8800 0.9308 0.9280 0.9292 0.9272
20241103-12:36:04 nb_c_quizzes 35041
20241103-12:36:04 weakest_accuracies [0.88, 0.9272]
20241103-12:36:04 dummy_rand tensor([0.5284])
20241103-12:36:04 dummy_rand tensor([0.5343])
20241103-12:36:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:36:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:38:36 train_loss 1042 model 0 0.036431983947753904
20241103-12:38:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:38:36 train_loss 1042 model 4 0.03522704315185547
20241103-12:38:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:38:38 test_loss 1042 model 0 0.027452163696289063
20241103-12:38:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:38:38 test_loss 1042 model 4 0.0282330322265625
20241103-12:38:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:38:40 test_accuracy 1042 model 0 nb_correct 2253 / 2500 (90.12%)
20241103-12:38:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:38:40 test_accuracy 1042 model 4 nb_correct 2239 / 2500 (89.56%)
20241103-12:38:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:38:50 wrote ae_*.pth
20241103-12:38:50 epoch_duration 2min46s next_finish 12:41:36
20241103-12:38:50 wrote state.pth
20241103-12:38:50 --- epoch 1043 ----------------------------------------
20241103-12:38:50 current_test_accuracies 0.9012 0.9308 0.9280 0.9292 0.8956
20241103-12:38:50 nb_c_quizzes 35041
20241103-12:38:50 weakest_accuracies [0.8956, 0.9012]
20241103-12:38:50 dummy_rand tensor([0.2156])
20241103-12:38:50 dummy_rand tensor([0.1525])
20241103-12:38:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:38:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:41:22 train_loss 1043 model 4 0.036120073318481445
20241103-12:41:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:41:22 train_loss 1043 model 0 0.03601168060302734
20241103-12:41:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:41:24 test_loss 1043 model 4 0.02626487731933594
20241103-12:41:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:41:24 test_loss 1043 model 0 0.029007415771484375
20241103-12:41:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:41:27 test_accuracy 1043 model 4 nb_correct 2324 / 2500 (92.96%)
20241103-12:41:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:41:27 test_accuracy 1043 model 0 nb_correct 2257 / 2500 (90.28%)
20241103-12:41:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:41:36 wrote ae_*.pth
20241103-12:41:36 epoch_duration 2min46s next_finish 12:44:22
20241103-12:41:36 wrote state.pth
20241103-12:41:36 --- epoch 1044 ----------------------------------------
20241103-12:41:36 current_test_accuracies 0.9028 0.9308 0.9280 0.9292 0.9296
20241103-12:41:36 nb_c_quizzes 35041
20241103-12:41:36 weakest_accuracies [0.9028, 0.928]
20241103-12:41:36 dummy_rand tensor([0.2323])
20241103-12:41:36 dummy_rand tensor([0.7651])
20241103-12:41:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:41:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:44:08 train_loss 1044 model 0 0.03510222625732422
20241103-12:44:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:44:08 train_loss 1044 model 2 0.03495590591430664
20241103-12:44:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:44:10 test_loss 1044 model 0 0.030877532958984374
20241103-12:44:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:44:10 test_loss 1044 model 2 0.030050811767578126
20241103-12:44:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:44:13 test_accuracy 1044 model 0 nb_correct 2197 / 2500 (87.88%)
20241103-12:44:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:44:13 test_accuracy 1044 model 2 nb_correct 2269 / 2500 (90.76%)
20241103-12:44:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:44:22 wrote ae_*.pth
20241103-12:44:22 epoch_duration 2min46s next_finish 12:47:08
20241103-12:44:22 wrote state.pth
20241103-12:44:22 --- epoch 1045 ----------------------------------------
20241103-12:44:22 current_test_accuracies 0.8788 0.9308 0.9076 0.9292 0.9296
20241103-12:44:22 nb_c_quizzes 35041
20241103-12:44:22 weakest_accuracies [0.8788, 0.9076]
20241103-12:44:22 dummy_rand tensor([0.1614])
20241103-12:44:22 dummy_rand tensor([0.7261])
20241103-12:44:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:44:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:46:54 train_loss 1045 model 0 0.03570414733886719
20241103-12:46:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:46:54 train_loss 1045 model 2 0.03499972915649414
20241103-12:46:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:46:56 test_loss 1045 model 0 0.027039756774902345
20241103-12:46:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:46:56 test_loss 1045 model 2 0.025053024291992188
20241103-12:46:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:46:59 test_accuracy 1045 model 0 nb_correct 2240 / 2500 (89.60%)
20241103-12:46:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:46:59 test_accuracy 1045 model 2 nb_correct 2320 / 2500 (92.80%)
20241103-12:46:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:47:08 wrote ae_*.pth
20241103-12:47:08 epoch_duration 2min45s next_finish 12:49:54
20241103-12:47:08 wrote state.pth
20241103-12:47:08 --- epoch 1046 ----------------------------------------
20241103-12:47:08 current_test_accuracies 0.8960 0.9308 0.9280 0.9292 0.9296
20241103-12:47:08 nb_c_quizzes 35041
20241103-12:47:08 weakest_accuracies [0.896, 0.928]
20241103-12:47:08 dummy_rand tensor([0.0953])
20241103-12:47:08 dummy_rand tensor([0.9515])
20241103-12:47:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:47:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:49:40 train_loss 1046 model 0 0.036571966171264646
20241103-12:49:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:49:40 train_loss 1046 model 2 0.03525409317016601
20241103-12:49:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:49:42 test_loss 1046 model 0 0.028311233520507812
20241103-12:49:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:49:42 test_loss 1046 model 2 0.02848052978515625
20241103-12:49:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:49:45 test_accuracy 1046 model 0 nb_correct 2229 / 2500 (89.16%)
20241103-12:49:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:49:45 test_accuracy 1046 model 2 nb_correct 2334 / 2500 (93.36%)
20241103-12:49:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:49:54 wrote ae_*.pth
20241103-12:49:54 epoch_duration 2min45s next_finish 12:52:40
20241103-12:49:54 wrote state.pth
20241103-12:49:54 --- epoch 1047 ----------------------------------------
20241103-12:49:54 current_test_accuracies 0.8916 0.9308 0.9336 0.9292 0.9296
20241103-12:49:54 nb_c_quizzes 35041
20241103-12:49:54 weakest_accuracies [0.8916, 0.9292]
20241103-12:49:54 dummy_rand tensor([0.7291])
20241103-12:49:54 dummy_rand tensor([0.0554])
20241103-12:49:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:49:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:52:26 train_loss 1047 model 3 0.035607009887695315
20241103-12:52:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:52:26 train_loss 1047 model 0 0.03570203399658203
20241103-12:52:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:52:28 test_loss 1047 model 3 0.02739349365234375
20241103-12:52:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:52:28 test_loss 1047 model 0 0.02595611572265625
20241103-12:52:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:52:31 test_accuracy 1047 model 3 nb_correct 2243 / 2500 (89.72%)
20241103-12:52:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:52:31 test_accuracy 1047 model 0 nb_correct 2253 / 2500 (90.12%)
20241103-12:52:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:52:40 wrote ae_*.pth
20241103-12:52:40 epoch_duration 2min46s next_finish 12:55:26
20241103-12:52:40 wrote state.pth
20241103-12:52:40 --- epoch 1048 ----------------------------------------
20241103-12:52:40 current_test_accuracies 0.9012 0.9308 0.9336 0.8972 0.9296
20241103-12:52:40 nb_c_quizzes 35041
20241103-12:52:40 weakest_accuracies [0.8972, 0.9012]
20241103-12:52:40 dummy_rand tensor([0.3977])
20241103-12:52:40 dummy_rand tensor([0.8968])
20241103-12:52:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:52:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:55:12 train_loss 1048 model 0 0.03547359085083008
20241103-12:55:12 train_loss 1048 model 3 0.03564213371276855
20241103-12:55:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:55:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:55:15 test_loss 1048 model 0 0.029145355224609374
20241103-12:55:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:55:15 test_loss 1048 model 3 0.02957305908203125
20241103-12:55:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:55:17 test_accuracy 1048 model 0 nb_correct 2286 / 2500 (91.44%)
20241103-12:55:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:55:17 test_accuracy 1048 model 3 nb_correct 2265 / 2500 (90.60%)
20241103-12:55:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:55:26 wrote ae_*.pth
20241103-12:55:26 epoch_duration 2min46s next_finish 12:58:13
20241103-12:55:27 wrote state.pth
20241103-12:55:27 --- epoch 1049 ----------------------------------------
20241103-12:55:27 current_test_accuracies 0.9144 0.9308 0.9336 0.9060 0.9296
20241103-12:55:27 nb_c_quizzes 35041
20241103-12:55:27 weakest_accuracies [0.906, 0.9144]
20241103-12:55:27 dummy_rand tensor([0.4026])
20241103-12:55:27 dummy_rand tensor([0.9221])
20241103-12:55:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:55:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:57:58 train_loss 1049 model 3 0.03618134689331055
20241103-12:57:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:57:59 train_loss 1049 model 0 0.03556137657165527
20241103-12:57:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:58:01 test_loss 1049 model 3 0.03086221694946289
20241103-12:58:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:58:01 test_loss 1049 model 0 0.02928314208984375
20241103-12:58:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-12:58:03 test_accuracy 1049 model 3 nb_correct 2340 / 2500 (93.60%)
20241103-12:58:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:58:03 test_accuracy 1049 model 0 nb_correct 2327 / 2500 (93.08%)
20241103-12:58:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-12:58:12 wrote ae_*.pth
20241103-12:58:12 epoch_duration 2min45s next_finish 13:00:58
20241103-12:58:13 wrote state.pth
20241103-12:58:13 --- epoch 1050 ----------------------------------------
20241103-12:58:13 current_test_accuracies 0.9308 0.9308 0.9336 0.9360 0.9296
20241103-12:58:13 nb_c_quizzes 35041
20241103-12:58:13 weakest_accuracies [0.9296, 0.9308]
20241103-12:58:13 dummy_rand tensor([0.1785])
20241103-12:58:13 dummy_rand tensor([0.3446])
20241103-12:58:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-12:58:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:00:44 train_loss 1050 model 4 0.03517521667480469
20241103-13:00:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:00:44 train_loss 1050 model 0 0.03646826171875
20241103-13:00:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:00:47 test_loss 1050 model 4 0.0320465087890625
20241103-13:00:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:00:47 test_loss 1050 model 0 0.02651921272277832
20241103-13:00:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:00:49 test_accuracy 1050 model 4 nb_correct 2242 / 2500 (89.68%)
20241103-13:00:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:00:49 test_accuracy 1050 model 0 nb_correct 2253 / 2500 (90.12%)
20241103-13:00:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:00:59 wrote ae_*.pth
20241103-13:00:59 epoch_duration 2min46s next_finish 13:03:45
20241103-13:00:59 wrote state.pth
20241103-13:00:59 --- epoch 1051 ----------------------------------------
20241103-13:00:59 current_test_accuracies 0.9012 0.9308 0.9336 0.9360 0.8968
20241103-13:00:59 nb_c_quizzes 35041
20241103-13:00:59 weakest_accuracies [0.8968, 0.9012]
20241103-13:00:59 dummy_rand tensor([0.1301])
20241103-13:00:59 dummy_rand tensor([0.3388])
20241103-13:00:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:00:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:03:31 train_loss 1051 model 0 0.03638211059570313
20241103-13:03:31 train_loss 1051 model 4 0.0352718505859375
20241103-13:03:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:03:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:03:33 test_loss 1051 model 4 0.02618682861328125
20241103-13:03:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:03:33 test_loss 1051 model 0 0.027028045654296874
20241103-13:03:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:03:35 test_accuracy 1051 model 4 nb_correct 2295 / 2500 (91.80%)
20241103-13:03:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:03:35 test_accuracy 1051 model 0 nb_correct 2312 / 2500 (92.48%)
20241103-13:03:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:03:45 wrote ae_*.pth
20241103-13:03:45 epoch_duration 2min46s next_finish 13:06:31
20241103-13:03:45 wrote state.pth
20241103-13:03:45 --- epoch 1052 ----------------------------------------
20241103-13:03:45 current_test_accuracies 0.9248 0.9308 0.9336 0.9360 0.9180
20241103-13:03:45 nb_c_quizzes 35041
20241103-13:03:45 weakest_accuracies [0.918, 0.9248]
20241103-13:03:45 dummy_rand tensor([0.3253])
20241103-13:03:45 dummy_rand tensor([0.9996])
20241103-13:03:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:03:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:06:17 train_loss 1052 model 4 0.03535892295837402
20241103-13:06:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:06:17 train_loss 1052 model 0 0.03592195129394531
20241103-13:06:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:06:19 test_loss 1052 model 4 0.028975753784179686
20241103-13:06:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:06:19 test_loss 1052 model 0 0.02607635498046875
20241103-13:06:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:06:22 test_accuracy 1052 model 4 nb_correct 2297 / 2500 (91.88%)
20241103-13:06:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:06:22 test_accuracy 1052 model 0 nb_correct 2275 / 2500 (91.00%)
20241103-13:06:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:06:31 wrote ae_*.pth
20241103-13:06:31 epoch_duration 2min46s next_finish 13:09:17
20241103-13:06:31 wrote state.pth
20241103-13:06:31 --- epoch 1053 ----------------------------------------
20241103-13:06:31 current_test_accuracies 0.9100 0.9308 0.9336 0.9360 0.9188
20241103-13:06:31 nb_c_quizzes 35041
20241103-13:06:31 weakest_accuracies [0.91, 0.9188]
20241103-13:06:31 dummy_rand tensor([0.3206])
20241103-13:06:31 dummy_rand tensor([0.0748])
20241103-13:06:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:06:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:09:03 train_loss 1053 model 4 0.034779380798339844
20241103-13:09:03 train_loss 1053 model 0 0.03547768020629883
20241103-13:09:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:09:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:09:06 test_loss 1053 model 4 0.028549041748046875
20241103-13:09:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:09:06 test_loss 1053 model 0 0.0271966552734375
20241103-13:09:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:09:08 test_accuracy 1053 model 4 nb_correct 2339 / 2500 (93.56%)
20241103-13:09:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:09:08 test_accuracy 1053 model 0 nb_correct 2207 / 2500 (88.28%)
20241103-13:09:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:09:18 wrote ae_*.pth
20241103-13:09:18 epoch_duration 2min46s next_finish 13:12:04
20241103-13:09:18 wrote state.pth
20241103-13:09:18 --- epoch 1054 ----------------------------------------
20241103-13:09:18 current_test_accuracies 0.8828 0.9308 0.9336 0.9360 0.9356
20241103-13:09:18 nb_c_quizzes 35041
20241103-13:09:18 weakest_accuracies [0.8828, 0.9308]
20241103-13:09:18 dummy_rand tensor([0.1054])
20241103-13:09:18 dummy_rand tensor([0.9701])
20241103-13:09:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:09:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:11:50 train_loss 1054 model 1 0.035225238800048825
20241103-13:11:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:11:50 train_loss 1054 model 0 0.03601045989990234
20241103-13:11:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:11:52 test_loss 1054 model 1 0.030712318420410157
20241103-13:11:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:11:52 test_loss 1054 model 0 0.028315887451171876
20241103-13:11:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:11:55 test_accuracy 1054 model 1 nb_correct 2234 / 2500 (89.36%)
20241103-13:11:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:11:55 test_accuracy 1054 model 0 nb_correct 2245 / 2500 (89.80%)
20241103-13:11:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:12:04 wrote ae_*.pth
20241103-13:12:04 epoch_duration 2min46s next_finish 13:14:51
20241103-13:12:05 wrote state.pth
20241103-13:12:05 --- epoch 1055 ----------------------------------------
20241103-13:12:05 current_test_accuracies 0.8980 0.8936 0.9336 0.9360 0.9356
20241103-13:12:05 nb_c_quizzes 35041
20241103-13:12:05 weakest_accuracies [0.8936, 0.898]
20241103-13:12:05 dummy_rand tensor([0.9929])
20241103-13:12:05 dummy_rand tensor([0.7420])
20241103-13:12:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:12:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:14:36 train_loss 1055 model 1 0.03566365814208984
20241103-13:14:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:14:36 train_loss 1055 model 0 0.03604080581665039
20241103-13:14:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:14:39 test_loss 1055 model 1 0.03053783416748047
20241103-13:14:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:14:39 test_loss 1055 model 0 0.02755279541015625
20241103-13:14:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:14:41 test_accuracy 1055 model 1 nb_correct 2239 / 2500 (89.56%)
20241103-13:14:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:14:41 test_accuracy 1055 model 0 nb_correct 2259 / 2500 (90.36%)
20241103-13:14:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:14:50 wrote ae_*.pth
20241103-13:14:50 epoch_duration 2min46s next_finish 13:17:37
20241103-13:14:51 wrote state.pth
20241103-13:14:51 --- epoch 1056 ----------------------------------------
20241103-13:14:51 current_test_accuracies 0.9036 0.8956 0.9336 0.9360 0.9356
20241103-13:14:51 nb_c_quizzes 35041
20241103-13:14:51 weakest_accuracies [0.8956, 0.9036]
20241103-13:14:51 dummy_rand tensor([0.8037])
20241103-13:14:51 dummy_rand tensor([0.9510])
20241103-13:14:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:14:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:17:22 train_loss 1056 model 1 0.03570459747314453
20241103-13:17:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:17:22 train_loss 1056 model 0 0.036463718414306644
20241103-13:17:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:17:25 test_loss 1056 model 1 0.026557998657226564
20241103-13:17:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:17:25 test_loss 1056 model 0 0.029275970458984377
20241103-13:17:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:17:27 test_accuracy 1056 model 1 nb_correct 2279 / 2500 (91.16%)
20241103-13:17:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:17:27 test_accuracy 1056 model 0 nb_correct 2331 / 2500 (93.24%)
20241103-13:17:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:17:37 wrote ae_*.pth
20241103-13:17:37 epoch_duration 2min46s next_finish 13:20:23
20241103-13:17:37 wrote state.pth
20241103-13:17:37 --- epoch 1057 ----------------------------------------
20241103-13:17:37 current_test_accuracies 0.9324 0.9116 0.9336 0.9360 0.9356
20241103-13:17:37 nb_c_quizzes 35041
20241103-13:17:37 weakest_accuracies [0.9116, 0.9324]
20241103-13:17:37 dummy_rand tensor([0.4420])
20241103-13:17:37 dummy_rand tensor([0.8608])
20241103-13:17:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:17:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:20:08 train_loss 1057 model 0 0.03624543762207031
20241103-13:20:08 train_loss 1057 model 1 0.03533432769775391
20241103-13:20:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:20:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:20:11 test_loss 1057 model 0 0.02917930603027344
20241103-13:20:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:20:11 test_loss 1057 model 1 0.03039863586425781
20241103-13:20:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:20:13 test_accuracy 1057 model 0 nb_correct 2289 / 2500 (91.56%)
20241103-13:20:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:20:13 test_accuracy 1057 model 1 nb_correct 2271 / 2500 (90.84%)
20241103-13:20:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:20:23 wrote ae_*.pth
20241103-13:20:23 epoch_duration 2min46s next_finish 13:23:09
20241103-13:20:23 wrote state.pth
20241103-13:20:23 --- epoch 1058 ----------------------------------------
20241103-13:20:23 current_test_accuracies 0.9156 0.9084 0.9336 0.9360 0.9356
20241103-13:20:23 nb_c_quizzes 35041
20241103-13:20:23 weakest_accuracies [0.9084, 0.9156]
20241103-13:20:23 dummy_rand tensor([0.5659])
20241103-13:20:23 dummy_rand tensor([0.6244])
20241103-13:20:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:20:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:22:55 train_loss 1058 model 1 0.03515281677246094
20241103-13:22:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:22:55 train_loss 1058 model 0 0.03573008728027344
20241103-13:22:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:22:57 test_loss 1058 model 1 0.029001502990722655
20241103-13:22:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:22:57 test_loss 1058 model 0 0.029624862670898436
20241103-13:22:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:22:59 test_accuracy 1058 model 1 nb_correct 2290 / 2500 (91.60%)
20241103-13:22:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:22:59 test_accuracy 1058 model 0 nb_correct 2266 / 2500 (90.64%)
20241103-13:22:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:23:09 wrote ae_*.pth
20241103-13:23:09 epoch_duration 2min46s next_finish 13:25:55
20241103-13:23:09 wrote state.pth
20241103-13:23:09 --- epoch 1059 ----------------------------------------
20241103-13:23:09 current_test_accuracies 0.9064 0.9160 0.9336 0.9360 0.9356
20241103-13:23:09 nb_c_quizzes 35041
20241103-13:23:09 weakest_accuracies [0.9064, 0.916]
20241103-13:23:09 dummy_rand tensor([0.9235])
20241103-13:23:09 dummy_rand tensor([0.3877])
20241103-13:23:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:23:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:25:41 train_loss 1059 model 0 0.03637915802001953
20241103-13:25:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:25:41 train_loss 1059 model 1 0.03477220153808594
20241103-13:25:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:25:43 test_loss 1059 model 0 0.028384017944335937
20241103-13:25:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:25:43 test_loss 1059 model 1 0.03123260498046875
20241103-13:25:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:25:46 test_accuracy 1059 model 0 nb_correct 2268 / 2500 (90.72%)
20241103-13:25:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:25:46 test_accuracy 1059 model 1 nb_correct 2330 / 2500 (93.20%)
20241103-13:25:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:25:55 wrote ae_*.pth
20241103-13:25:55 epoch_duration 2min46s next_finish 13:28:41
20241103-13:25:55 wrote state.pth
20241103-13:25:55 --- epoch 1060 ----------------------------------------
20241103-13:25:55 current_test_accuracies 0.9072 0.9320 0.9336 0.9360 0.9356
20241103-13:25:55 nb_c_quizzes 35041
20241103-13:25:55 weakest_accuracies [0.9072, 0.932]
20241103-13:25:55 dummy_rand tensor([0.4036])
20241103-13:25:55 dummy_rand tensor([0.7949])
20241103-13:25:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:25:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:28:27 train_loss 1060 model 1 0.03546247863769531
20241103-13:28:27 train_loss 1060 model 0 0.03549515151977539
20241103-13:28:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:28:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:28:29 test_loss 1060 model 1 0.03059906005859375
20241103-13:28:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:28:29 test_loss 1060 model 0 0.030990753173828125
20241103-13:28:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:28:32 test_accuracy 1060 model 1 nb_correct 2283 / 2500 (91.32%)
20241103-13:28:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:28:32 test_accuracy 1060 model 0 nb_correct 2255 / 2500 (90.20%)
20241103-13:28:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:28:41 wrote ae_*.pth
20241103-13:28:41 epoch_duration 2min46s next_finish 13:31:27
20241103-13:28:41 wrote state.pth
20241103-13:28:41 --- epoch 1061 ----------------------------------------
20241103-13:28:41 current_test_accuracies 0.9020 0.9132 0.9336 0.9360 0.9356
20241103-13:28:41 nb_c_quizzes 35041
20241103-13:28:41 weakest_accuracies [0.902, 0.9132]
20241103-13:28:41 dummy_rand tensor([0.8085])
20241103-13:28:41 dummy_rand tensor([0.6626])
20241103-13:28:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:28:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:31:13 train_loss 1061 model 0 0.03572889709472656
20241103-13:31:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:31:13 train_loss 1061 model 1 0.03530078125
20241103-13:31:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:31:15 test_loss 1061 model 0 0.029695587158203127
20241103-13:31:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:31:16 test_loss 1061 model 1 0.03010612487792969
20241103-13:31:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:31:18 test_accuracy 1061 model 0 nb_correct 2273 / 2500 (90.92%)
20241103-13:31:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:31:18 test_accuracy 1061 model 1 nb_correct 2261 / 2500 (90.44%)
20241103-13:31:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:31:27 wrote ae_*.pth
20241103-13:31:27 epoch_duration 2min45s next_finish 13:34:13
20241103-13:31:27 wrote state.pth
20241103-13:31:27 --- epoch 1062 ----------------------------------------
20241103-13:31:27 current_test_accuracies 0.9092 0.9044 0.9336 0.9360 0.9356
20241103-13:31:27 nb_c_quizzes 35041
20241103-13:31:27 weakest_accuracies [0.9044, 0.9092]
20241103-13:31:27 dummy_rand tensor([0.9362])
20241103-13:31:27 dummy_rand tensor([0.5499])
20241103-13:31:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:31:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:33:59 train_loss 1062 model 0 0.035674089431762694
20241103-13:33:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:33:59 train_loss 1062 model 1 0.0350609130859375
20241103-13:33:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:34:01 test_loss 1062 model 0 0.02731443405151367
20241103-13:34:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:34:01 test_loss 1062 model 1 0.02942314147949219
20241103-13:34:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:34:04 test_accuracy 1062 model 0 nb_correct 2273 / 2500 (90.92%)
20241103-13:34:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:34:04 test_accuracy 1062 model 1 nb_correct 2283 / 2500 (91.32%)
20241103-13:34:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:34:13 wrote ae_*.pth
20241103-13:34:13 epoch_duration 2min46s next_finish 13:36:59
20241103-13:34:13 wrote state.pth
20241103-13:34:13 --- epoch 1063 ----------------------------------------
20241103-13:34:13 current_test_accuracies 0.9092 0.9132 0.9336 0.9360 0.9356
20241103-13:34:13 nb_c_quizzes 35041
20241103-13:34:13 weakest_accuracies [0.9092, 0.9132]
20241103-13:34:13 dummy_rand tensor([0.3606])
20241103-13:34:13 dummy_rand tensor([0.7470])
20241103-13:34:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:34:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:36:45 train_loss 1063 model 1 0.03527217292785644
20241103-13:36:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:36:45 train_loss 1063 model 0 0.03556650543212891
20241103-13:36:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:36:48 test_loss 1063 model 1 0.028227310180664062
20241103-13:36:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:36:48 test_loss 1063 model 0 0.026884765625
20241103-13:36:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:36:50 test_accuracy 1063 model 0 nb_correct 2261 / 2500 (90.44%)
20241103-13:36:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:36:50 test_accuracy 1063 model 1 nb_correct 2274 / 2500 (90.96%)
20241103-13:36:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:36:59 wrote ae_*.pth
20241103-13:36:59 epoch_duration 2min46s next_finish 13:39:45
20241103-13:36:59 wrote state.pth
20241103-13:36:59 --- epoch 1064 ----------------------------------------
20241103-13:36:59 current_test_accuracies 0.9044 0.9096 0.9336 0.9360 0.9356
20241103-13:36:59 nb_c_quizzes 35041
20241103-13:36:59 weakest_accuracies [0.9044, 0.9096]
20241103-13:36:59 dummy_rand tensor([0.9912])
20241103-13:36:59 dummy_rand tensor([0.8448])
20241103-13:36:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:36:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:39:31 train_loss 1064 model 1 0.034976455688476564
20241103-13:39:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:39:31 train_loss 1064 model 0 0.036492713928222655
20241103-13:39:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:39:34 test_loss 1064 model 1 0.03294399261474609
20241103-13:39:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:39:34 test_loss 1064 model 0 0.02726402282714844
20241103-13:39:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:39:36 test_accuracy 1064 model 1 nb_correct 2253 / 2500 (90.12%)
20241103-13:39:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:39:36 test_accuracy 1064 model 0 nb_correct 2284 / 2500 (91.36%)
20241103-13:39:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:39:45 wrote ae_*.pth
20241103-13:39:45 epoch_duration 2min46s next_finish 13:42:32
20241103-13:39:46 wrote state.pth
20241103-13:39:46 --- epoch 1065 ----------------------------------------
20241103-13:39:46 current_test_accuracies 0.9136 0.9012 0.9336 0.9360 0.9356
20241103-13:39:46 nb_c_quizzes 35041
20241103-13:39:46 weakest_accuracies [0.9012, 0.9136]
20241103-13:39:46 dummy_rand tensor([0.2874])
20241103-13:39:46 dummy_rand tensor([0.5958])
20241103-13:39:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:39:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:42:17 train_loss 1065 model 0 0.03588835906982422
20241103-13:42:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:42:17 train_loss 1065 model 1 0.0356616325378418
20241103-13:42:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:42:20 test_loss 1065 model 0 0.02908599853515625
20241103-13:42:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:42:20 test_loss 1065 model 1 0.029685783386230468
20241103-13:42:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:42:22 test_accuracy 1065 model 0 nb_correct 2230 / 2500 (89.20%)
20241103-13:42:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:42:22 test_accuracy 1065 model 1 nb_correct 2245 / 2500 (89.80%)
20241103-13:42:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:42:32 wrote ae_*.pth
20241103-13:42:32 epoch_duration 2min46s next_finish 13:45:18
20241103-13:42:32 wrote state.pth
20241103-13:42:32 --- epoch 1066 ----------------------------------------
20241103-13:42:32 current_test_accuracies 0.8920 0.8980 0.9336 0.9360 0.9356
20241103-13:42:32 nb_c_quizzes 35041
20241103-13:42:32 weakest_accuracies [0.892, 0.898]
20241103-13:42:32 dummy_rand tensor([0.7785])
20241103-13:42:32 dummy_rand tensor([0.0427])
20241103-13:42:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:42:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:45:04 train_loss 1066 model 0 0.035357982635498046
20241103-13:45:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:45:04 train_loss 1066 model 1 0.035293914794921874
20241103-13:45:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:45:06 test_loss 1066 model 0 0.029365692138671875
20241103-13:45:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:45:06 test_loss 1066 model 1 0.028626251220703124
20241103-13:45:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:45:09 test_accuracy 1066 model 0 nb_correct 2227 / 2500 (89.08%)
20241103-13:45:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:45:09 test_accuracy 1066 model 1 nb_correct 2298 / 2500 (91.92%)
20241103-13:45:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:45:18 wrote ae_*.pth
20241103-13:45:18 epoch_duration 2min46s next_finish 13:48:04
20241103-13:45:18 wrote state.pth
20241103-13:45:18 --- epoch 1067 ----------------------------------------
20241103-13:45:18 current_test_accuracies 0.8908 0.9192 0.9336 0.9360 0.9356
20241103-13:45:18 nb_c_quizzes 35041
20241103-13:45:18 weakest_accuracies [0.8908, 0.9192]
20241103-13:45:18 dummy_rand tensor([0.1045])
20241103-13:45:18 dummy_rand tensor([0.0468])
20241103-13:45:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:45:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:47:50 train_loss 1067 model 0 0.03468094253540039
20241103-13:47:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:47:50 train_loss 1067 model 1 0.035355340957641604
20241103-13:47:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:47:52 test_loss 1067 model 0 0.02613006591796875
20241103-13:47:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:47:52 test_loss 1067 model 1 0.03508056640625
20241103-13:47:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:47:54 test_accuracy 1067 model 0 nb_correct 2265 / 2500 (90.60%)
20241103-13:47:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:47:55 test_accuracy 1067 model 1 nb_correct 2240 / 2500 (89.60%)
20241103-13:47:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:48:04 wrote ae_*.pth
20241103-13:48:04 epoch_duration 2min45s next_finish 13:50:50
20241103-13:48:04 wrote state.pth
20241103-13:48:04 --- epoch 1068 ----------------------------------------
20241103-13:48:04 current_test_accuracies 0.9060 0.8960 0.9336 0.9360 0.9356
20241103-13:48:04 nb_c_quizzes 35041
20241103-13:48:04 weakest_accuracies [0.896, 0.906]
20241103-13:48:04 dummy_rand tensor([0.5299])
20241103-13:48:04 dummy_rand tensor([0.1663])
20241103-13:48:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:48:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:50:36 train_loss 1068 model 1 0.034692296981811525
20241103-13:50:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:50:36 train_loss 1068 model 0 0.03580278015136719
20241103-13:50:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:50:38 test_loss 1068 model 1 0.031077728271484376
20241103-13:50:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:50:38 test_loss 1068 model 0 0.02747997283935547
20241103-13:50:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:50:40 test_accuracy 1068 model 1 nb_correct 2301 / 2500 (92.04%)
20241103-13:50:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:50:41 test_accuracy 1068 model 0 nb_correct 2275 / 2500 (91.00%)
20241103-13:50:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:50:50 wrote ae_*.pth
20241103-13:50:50 epoch_duration 2min45s next_finish 13:53:36
20241103-13:50:50 wrote state.pth
20241103-13:50:50 --- epoch 1069 ----------------------------------------
20241103-13:50:50 current_test_accuracies 0.9100 0.9204 0.9336 0.9360 0.9356
20241103-13:50:50 nb_c_quizzes 35041
20241103-13:50:50 weakest_accuracies [0.91, 0.9204]
20241103-13:50:50 dummy_rand tensor([0.7949])
20241103-13:50:50 dummy_rand tensor([0.9672])
20241103-13:50:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:50:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:53:22 train_loss 1069 model 0 0.03563777160644531
20241103-13:53:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:53:22 train_loss 1069 model 1 0.03471948623657226
20241103-13:53:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:53:24 test_loss 1069 model 0 0.026286239624023437
20241103-13:53:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:53:24 test_loss 1069 model 1 0.029697265625
20241103-13:53:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:53:26 test_accuracy 1069 model 0 nb_correct 2226 / 2500 (89.04%)
20241103-13:53:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:53:26 test_accuracy 1069 model 1 nb_correct 2320 / 2500 (92.80%)
20241103-13:53:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:53:36 wrote ae_*.pth
20241103-13:53:36 epoch_duration 2min46s next_finish 13:56:22
20241103-13:53:36 wrote state.pth
20241103-13:53:36 --- epoch 1070 ----------------------------------------
20241103-13:53:36 current_test_accuracies 0.8904 0.9280 0.9336 0.9360 0.9356
20241103-13:53:36 nb_c_quizzes 35041
20241103-13:53:36 weakest_accuracies [0.8904, 0.928]
20241103-13:53:36 dummy_rand tensor([0.3561])
20241103-13:53:36 dummy_rand tensor([0.9879])
20241103-13:53:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:53:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:56:08 train_loss 1070 model 1 0.03477396011352539
20241103-13:56:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:56:08 train_loss 1070 model 0 0.03570958709716797
20241103-13:56:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:56:11 test_loss 1070 model 1 0.02832366943359375
20241103-13:56:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:56:11 test_loss 1070 model 0 0.027884521484375
20241103-13:56:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:56:13 test_accuracy 1070 model 1 nb_correct 2265 / 2500 (90.60%)
20241103-13:56:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:56:13 test_accuracy 1070 model 0 nb_correct 2220 / 2500 (88.80%)
20241103-13:56:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:56:23 wrote ae_*.pth
20241103-13:56:23 epoch_duration 2min46s next_finish 13:59:09
20241103-13:56:23 wrote state.pth
20241103-13:56:23 --- epoch 1071 ----------------------------------------
20241103-13:56:23 current_test_accuracies 0.8880 0.9060 0.9336 0.9360 0.9356
20241103-13:56:23 nb_c_quizzes 35041
20241103-13:56:23 weakest_accuracies [0.888, 0.906]
20241103-13:56:23 dummy_rand tensor([0.3691])
20241103-13:56:23 dummy_rand tensor([0.5559])
20241103-13:56:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:56:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:58:54 train_loss 1071 model 0 0.03546447372436524
20241103-13:58:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:58:54 train_loss 1071 model 1 0.035363445281982424
20241103-13:58:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:58:57 test_loss 1071 model 0 0.026934661865234376
20241103-13:58:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:58:57 test_loss 1071 model 1 0.027870635986328125
20241103-13:58:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-13:58:59 test_accuracy 1071 model 0 nb_correct 2274 / 2500 (90.96%)
20241103-13:58:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:58:59 test_accuracy 1071 model 1 nb_correct 2332 / 2500 (93.28%)
20241103-13:58:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-13:59:09 wrote ae_*.pth
20241103-13:59:09 epoch_duration 2min46s next_finish 14:01:55
20241103-13:59:09 wrote state.pth
20241103-13:59:09 --- epoch 1072 ----------------------------------------
20241103-13:59:09 current_test_accuracies 0.9096 0.9328 0.9336 0.9360 0.9356
20241103-13:59:09 nb_c_quizzes 35041
20241103-13:59:09 weakest_accuracies [0.9096, 0.9328]
20241103-13:59:09 dummy_rand tensor([0.1798])
20241103-13:59:09 dummy_rand tensor([0.6892])
20241103-13:59:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-13:59:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:01:41 train_loss 1072 model 0 0.03553689193725586
20241103-14:01:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:01:41 train_loss 1072 model 1 0.034387939453125
20241103-14:01:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:01:43 test_loss 1072 model 0 0.029909400939941405
20241103-14:01:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:01:43 test_loss 1072 model 1 0.029248046875
20241103-14:01:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:01:45 test_accuracy 1072 model 0 nb_correct 2291 / 2500 (91.64%)
20241103-14:01:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:01:45 test_accuracy 1072 model 1 nb_correct 2286 / 2500 (91.44%)
20241103-14:01:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:01:55 wrote ae_*.pth
20241103-14:01:55 epoch_duration 2min46s next_finish 14:04:41
20241103-14:01:55 wrote state.pth
20241103-14:01:55 --- epoch 1073 ----------------------------------------
20241103-14:01:55 current_test_accuracies 0.9164 0.9144 0.9336 0.9360 0.9356
20241103-14:01:55 nb_c_quizzes 35041
20241103-14:01:55 weakest_accuracies [0.9144, 0.9164]
20241103-14:01:55 dummy_rand tensor([0.8892])
20241103-14:01:55 dummy_rand tensor([0.3111])
20241103-14:01:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:01:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:04:28 train_loss 1073 model 1 0.035481399536132815
20241103-14:04:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:04:28 train_loss 1073 model 0 0.03567228317260742
20241103-14:04:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:04:30 test_loss 1073 model 1 0.028030242919921875
20241103-14:04:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:04:30 test_loss 1073 model 0 0.026349868774414063
20241103-14:04:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:04:32 test_accuracy 1073 model 1 nb_correct 2314 / 2500 (92.56%)
20241103-14:04:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:04:33 test_accuracy 1073 model 0 nb_correct 2293 / 2500 (91.72%)
20241103-14:04:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:04:42 wrote ae_*.pth
20241103-14:04:42 epoch_duration 2min47s next_finish 14:07:30
20241103-14:04:42 wrote state.pth
20241103-14:04:42 --- epoch 1074 ----------------------------------------
20241103-14:04:42 current_test_accuracies 0.9172 0.9256 0.9336 0.9360 0.9356
20241103-14:04:42 nb_c_quizzes 35041
20241103-14:04:42 weakest_accuracies [0.9172, 0.9256]
20241103-14:04:42 dummy_rand tensor([0.0060])
20241103-14:04:42 dummy_rand tensor([0.9432])
20241103-14:04:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:04:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:07:14 train_loss 1074 model 0 0.036081790924072266
20241103-14:07:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:07:14 train_loss 1074 model 1 0.03550687026977539
20241103-14:07:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:07:16 test_loss 1074 model 0 0.028465995788574217
20241103-14:07:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:07:17 test_loss 1074 model 1 0.026885261535644533
20241103-14:07:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:07:19 test_accuracy 1074 model 0 nb_correct 2269 / 2500 (90.76%)
20241103-14:07:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:07:19 test_accuracy 1074 model 1 nb_correct 2311 / 2500 (92.44%)
20241103-14:07:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:07:28 wrote ae_*.pth
20241103-14:07:28 epoch_duration 2min46s next_finish 14:10:14
20241103-14:07:29 wrote state.pth
20241103-14:07:29 --- epoch 1075 ----------------------------------------
20241103-14:07:29 current_test_accuracies 0.9076 0.9244 0.9336 0.9360 0.9356
20241103-14:07:29 nb_c_quizzes 35041
20241103-14:07:29 weakest_accuracies [0.9076, 0.9244]
20241103-14:07:29 dummy_rand tensor([0.8577])
20241103-14:07:29 dummy_rand tensor([0.3509])
20241103-14:07:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:07:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:10:00 train_loss 1075 model 0 0.03614263153076172
20241103-14:10:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:10:00 train_loss 1075 model 1 0.035669700622558594
20241103-14:10:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:10:02 test_loss 1075 model 0 0.030897369384765627
20241103-14:10:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:10:02 test_loss 1075 model 1 0.028862571716308592
20241103-14:10:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:10:05 test_accuracy 1075 model 0 nb_correct 2257 / 2500 (90.28%)
20241103-14:10:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:10:05 test_accuracy 1075 model 1 nb_correct 2355 / 2500 (94.20%)
20241103-14:10:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:10:14 wrote ae_*.pth
20241103-14:10:14 epoch_duration 2min45s next_finish 14:13:00
20241103-14:10:14 wrote state.pth
20241103-14:10:14 --- epoch 1076 ----------------------------------------
20241103-14:10:14 current_test_accuracies 0.9028 0.9420 0.9336 0.9360 0.9356
20241103-14:10:14 nb_c_quizzes 35041
20241103-14:10:14 weakest_accuracies [0.9028, 0.9336]
20241103-14:10:14 dummy_rand tensor([0.2707])
20241103-14:10:14 dummy_rand tensor([0.5015])
20241103-14:10:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:10:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:12:46 train_loss 1076 model 0 0.03570203399658203
20241103-14:12:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:12:46 train_loss 1076 model 2 0.034180492401123044
20241103-14:12:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:12:48 test_loss 1076 model 0 0.028072929382324217
20241103-14:12:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:12:48 test_loss 1076 model 2 0.02508522033691406
20241103-14:12:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:12:51 test_accuracy 1076 model 0 nb_correct 2281 / 2500 (91.24%)
20241103-14:12:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:12:51 test_accuracy 1076 model 2 nb_correct 2242 / 2500 (89.68%)
20241103-14:12:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:13:00 wrote ae_*.pth
20241103-14:13:00 epoch_duration 2min46s next_finish 14:15:46
20241103-14:13:01 wrote state.pth
20241103-14:13:01 --- epoch 1077 ----------------------------------------
20241103-14:13:01 current_test_accuracies 0.9124 0.9420 0.8968 0.9360 0.9356
20241103-14:13:01 nb_c_quizzes 35041
20241103-14:13:01 weakest_accuracies [0.8968, 0.9124]
20241103-14:13:01 dummy_rand tensor([0.3299])
20241103-14:13:01 dummy_rand tensor([0.3188])
20241103-14:13:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:13:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:15:32 train_loss 1077 model 2 0.03480089950561523
20241103-14:15:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:15:32 train_loss 1077 model 0 0.035138057708740233
20241103-14:15:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:15:34 test_loss 1077 model 2 0.030256576538085937
20241103-14:15:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:15:35 test_loss 1077 model 0 0.02856597900390625
20241103-14:15:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:15:37 test_accuracy 1077 model 2 nb_correct 2390 / 2500 (95.60%)
20241103-14:15:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:15:37 test_accuracy 1077 model 0 nb_correct 2245 / 2500 (89.80%)
20241103-14:15:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:15:46 wrote ae_*.pth
20241103-14:15:46 epoch_duration 2min46s next_finish 14:18:32
20241103-14:15:47 wrote state.pth
20241103-14:15:47 --- epoch 1078 ----------------------------------------
20241103-14:15:47 current_test_accuracies 0.8980 0.9420 0.9560 0.9360 0.9356
20241103-14:15:47 nb_c_quizzes 35041
20241103-14:15:47 weakest_accuracies [0.898, 0.9356]
20241103-14:15:47 dummy_rand tensor([0.6694])
20241103-14:15:47 dummy_rand tensor([0.5492])
20241103-14:15:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:15:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:18:18 train_loss 1078 model 0 0.03531241989135742
20241103-14:18:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:18:18 train_loss 1078 model 4 0.03514151191711426
20241103-14:18:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:18:21 test_loss 1078 model 0 0.029202232360839842
20241103-14:18:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:18:21 test_loss 1078 model 4 0.028646087646484374
20241103-14:18:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:18:23 test_accuracy 1078 model 0 nb_correct 2280 / 2500 (91.20%)
20241103-14:18:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:18:23 test_accuracy 1078 model 4 nb_correct 2304 / 2500 (92.16%)
20241103-14:18:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:18:32 wrote ae_*.pth
20241103-14:18:32 epoch_duration 2min45s next_finish 14:21:18
20241103-14:18:32 wrote state.pth
20241103-14:18:32 --- epoch 1079 ----------------------------------------
20241103-14:18:32 current_test_accuracies 0.9120 0.9420 0.9560 0.9360 0.9216
20241103-14:18:32 nb_c_quizzes 35041
20241103-14:18:32 weakest_accuracies [0.912, 0.9216]
20241103-14:18:32 dummy_rand tensor([0.6506])
20241103-14:18:32 dummy_rand tensor([0.7223])
20241103-14:18:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:18:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:21:04 train_loss 1079 model 0 0.03499242401123047
20241103-14:21:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:21:04 train_loss 1079 model 4 0.03514333343505859
20241103-14:21:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:21:06 test_loss 1079 model 0 0.02767997741699219
20241103-14:21:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:21:06 test_loss 1079 model 4 0.03134674072265625
20241103-14:21:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:21:09 test_accuracy 1079 model 0 nb_correct 2333 / 2500 (93.32%)
20241103-14:21:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:21:09 test_accuracy 1079 model 4 nb_correct 2303 / 2500 (92.12%)
20241103-14:21:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:21:18 wrote ae_*.pth
20241103-14:21:18 epoch_duration 2min46s next_finish 14:24:04
20241103-14:21:18 wrote state.pth
20241103-14:21:18 --- epoch 1080 ----------------------------------------
20241103-14:21:18 current_test_accuracies 0.9332 0.9420 0.9560 0.9360 0.9212
20241103-14:21:18 nb_c_quizzes 35041
20241103-14:21:18 weakest_accuracies [0.9212, 0.9332]
20241103-14:21:18 dummy_rand tensor([0.7007])
20241103-14:21:18 dummy_rand tensor([0.6504])
20241103-14:21:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:21:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:23:50 train_loss 1080 model 4 0.034212520599365234
20241103-14:23:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:23:50 train_loss 1080 model 0 0.03583222961425781
20241103-14:23:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:23:52 test_loss 1080 model 4 0.0272581672668457
20241103-14:23:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:23:53 test_loss 1080 model 0 0.028234901428222655
20241103-14:23:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:23:55 test_accuracy 1080 model 4 nb_correct 2294 / 2500 (91.76%)
20241103-14:23:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:23:55 test_accuracy 1080 model 0 nb_correct 2288 / 2500 (91.52%)
20241103-14:23:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:24:04 wrote ae_*.pth
20241103-14:24:04 epoch_duration 2min46s next_finish 14:26:50
20241103-14:24:04 wrote state.pth
20241103-14:24:04 --- epoch 1081 ----------------------------------------
20241103-14:24:04 current_test_accuracies 0.9152 0.9420 0.9560 0.9360 0.9176
20241103-14:24:04 nb_c_quizzes 35041
20241103-14:24:04 weakest_accuracies [0.9152, 0.9176]
20241103-14:24:04 dummy_rand tensor([0.8190])
20241103-14:24:04 dummy_rand tensor([0.2668])
20241103-14:24:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:24:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:26:36 train_loss 1081 model 4 0.0361512336730957
20241103-14:26:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:26:37 train_loss 1081 model 0 0.03496771240234375
20241103-14:26:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:26:39 test_loss 1081 model 4 0.027733802795410156
20241103-14:26:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:26:39 test_loss 1081 model 0 0.02464714050292969
20241103-14:26:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:26:41 test_accuracy 1081 model 4 nb_correct 2211 / 2500 (88.44%)
20241103-14:26:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:26:41 test_accuracy 1081 model 0 nb_correct 2313 / 2500 (92.52%)
20241103-14:26:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:26:51 wrote ae_*.pth
20241103-14:26:51 epoch_duration 2min46s next_finish 14:29:37
20241103-14:26:51 wrote state.pth
20241103-14:26:51 --- epoch 1082 ----------------------------------------
20241103-14:26:51 current_test_accuracies 0.9252 0.9420 0.9560 0.9360 0.8844
20241103-14:26:51 nb_c_quizzes 35041
20241103-14:26:51 weakest_accuracies [0.8844, 0.9252]
20241103-14:26:51 dummy_rand tensor([0.2991])
20241103-14:26:51 dummy_rand tensor([0.5896])
20241103-14:26:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:26:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:29:23 train_loss 1082 model 4 0.03566813087463379
20241103-14:29:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:29:23 train_loss 1082 model 0 0.035078166961669925
20241103-14:29:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:29:25 test_loss 1082 model 4 0.027384033203125
20241103-14:29:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:29:26 test_loss 1082 model 0 0.02876129150390625
20241103-14:29:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:29:28 test_accuracy 1082 model 4 nb_correct 2326 / 2500 (93.04%)
20241103-14:29:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:29:28 test_accuracy 1082 model 0 nb_correct 2305 / 2500 (92.20%)
20241103-14:29:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:29:38 wrote ae_*.pth
20241103-14:29:38 epoch_duration 2min46s next_finish 14:32:24
20241103-14:29:38 wrote state.pth
20241103-14:29:38 --- epoch 1083 ----------------------------------------
20241103-14:29:38 current_test_accuracies 0.9220 0.9420 0.9560 0.9360 0.9304
20241103-14:29:38 nb_c_quizzes 35041
20241103-14:29:38 weakest_accuracies [0.922, 0.9304]
20241103-14:29:38 dummy_rand tensor([0.8161])
20241103-14:29:38 dummy_rand tensor([0.5440])
20241103-14:29:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:29:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:32:10 train_loss 1083 model 0 0.03535732650756836
20241103-14:32:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:32:10 train_loss 1083 model 4 0.035573461532592776
20241103-14:32:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:32:13 test_loss 1083 model 0 0.026444168090820314
20241103-14:32:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:32:13 test_loss 1083 model 4 0.030054779052734376
20241103-14:32:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:32:15 test_accuracy 1083 model 0 nb_correct 2222 / 2500 (88.88%)
20241103-14:32:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:32:15 test_accuracy 1083 model 4 nb_correct 2276 / 2500 (91.04%)
20241103-14:32:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:32:25 wrote ae_*.pth
20241103-14:32:25 epoch_duration 2min47s next_finish 14:35:12
20241103-14:32:25 wrote state.pth
20241103-14:32:25 --- epoch 1084 ----------------------------------------
20241103-14:32:25 current_test_accuracies 0.8888 0.9420 0.9560 0.9360 0.9104
20241103-14:32:25 nb_c_quizzes 35041
20241103-14:32:25 weakest_accuracies [0.8888, 0.9104]
20241103-14:32:25 dummy_rand tensor([0.7204])
20241103-14:32:25 dummy_rand tensor([0.5514])
20241103-14:32:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:32:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:34:57 train_loss 1084 model 4 0.03415044784545898
20241103-14:34:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:34:57 train_loss 1084 model 0 0.03531637191772461
20241103-14:34:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:35:00 test_loss 1084 model 4 0.0326654052734375
20241103-14:35:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:35:00 test_loss 1084 model 0 0.028160858154296874
20241103-14:35:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:35:02 test_accuracy 1084 model 4 nb_correct 2293 / 2500 (91.72%)
20241103-14:35:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:35:02 test_accuracy 1084 model 0 nb_correct 2254 / 2500 (90.16%)
20241103-14:35:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:35:12 wrote ae_*.pth
20241103-14:35:12 epoch_duration 2min47s next_finish 14:37:59
20241103-14:35:12 wrote state.pth
20241103-14:35:12 --- epoch 1085 ----------------------------------------
20241103-14:35:12 current_test_accuracies 0.9016 0.9420 0.9560 0.9360 0.9172
20241103-14:35:12 nb_c_quizzes 35041
20241103-14:35:12 weakest_accuracies [0.9016, 0.9172]
20241103-14:35:12 dummy_rand tensor([0.7816])
20241103-14:35:12 dummy_rand tensor([0.1540])
20241103-14:35:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:35:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:37:44 train_loss 1085 model 4 0.03531946563720703
20241103-14:37:44 train_loss 1085 model 0 0.03553553771972656
20241103-14:37:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:37:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:37:46 test_loss 1085 model 0 0.02856112480163574
20241103-14:37:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:37:46 test_loss 1085 model 4 0.029380273818969727
20241103-14:37:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:37:48 test_accuracy 1085 model 0 nb_correct 2309 / 2500 (92.36%)
20241103-14:37:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:37:48 test_accuracy 1085 model 4 nb_correct 2282 / 2500 (91.28%)
20241103-14:37:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:37:58 wrote ae_*.pth
20241103-14:37:58 epoch_duration 2min45s next_finish 14:40:44
20241103-14:37:58 wrote state.pth
20241103-14:37:58 --- epoch 1086 ----------------------------------------
20241103-14:37:58 current_test_accuracies 0.9236 0.9420 0.9560 0.9360 0.9128
20241103-14:37:58 nb_c_quizzes 35041
20241103-14:37:58 weakest_accuracies [0.9128, 0.9236]
20241103-14:37:58 dummy_rand tensor([0.0356])
20241103-14:37:58 dummy_rand tensor([0.2884])
20241103-14:37:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:37:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:40:30 train_loss 1086 model 4 0.03461279678344727
20241103-14:40:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:40:30 train_loss 1086 model 0 0.03446844482421875
20241103-14:40:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:40:32 test_loss 1086 model 4 0.030160980224609377
20241103-14:40:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:40:32 test_loss 1086 model 0 0.025261077880859375
20241103-14:40:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:40:34 test_accuracy 1086 model 4 nb_correct 2258 / 2500 (90.32%)
20241103-14:40:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:40:34 test_accuracy 1086 model 0 nb_correct 2218 / 2500 (88.72%)
20241103-14:40:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:40:44 wrote ae_*.pth
20241103-14:40:44 epoch_duration 2min46s next_finish 14:43:30
20241103-14:40:44 wrote state.pth
20241103-14:40:44 --- epoch 1087 ----------------------------------------
20241103-14:40:44 current_test_accuracies 0.8872 0.9420 0.9560 0.9360 0.9032
20241103-14:40:44 nb_c_quizzes 35041
20241103-14:40:44 weakest_accuracies [0.8872, 0.9032]
20241103-14:40:44 dummy_rand tensor([0.7744])
20241103-14:40:44 dummy_rand tensor([6.3956e-05])
20241103-14:40:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:40:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:43:16 train_loss 1087 model 0 0.03523562240600586
20241103-14:43:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:43:16 train_loss 1087 model 4 0.03486796569824219
20241103-14:43:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:43:18 test_loss 1087 model 0 0.0285345458984375
20241103-14:43:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:43:19 test_loss 1087 model 4 0.031417617797851564
20241103-14:43:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:43:21 test_accuracy 1087 model 0 nb_correct 2252 / 2500 (90.08%)
20241103-14:43:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:43:21 test_accuracy 1087 model 4 nb_correct 2305 / 2500 (92.20%)
20241103-14:43:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:43:30 wrote ae_*.pth
20241103-14:43:30 epoch_duration 2min46s next_finish 14:46:17
20241103-14:43:31 wrote state.pth
20241103-14:43:31 --- epoch 1088 ----------------------------------------
20241103-14:43:31 current_test_accuracies 0.9008 0.9420 0.9560 0.9360 0.9220
20241103-14:43:31 nb_c_quizzes 35041
20241103-14:43:31 weakest_accuracies [0.9008, 0.922]
20241103-14:43:31 dummy_rand tensor([0.4745])
20241103-14:43:31 dummy_rand tensor([0.6271])
20241103-14:43:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:43:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:46:03 train_loss 1088 model 0 0.03570304489135742
20241103-14:46:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:46:03 train_loss 1088 model 4 0.03478099060058594
20241103-14:46:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:46:05 test_loss 1088 model 0 0.026785507202148437
20241103-14:46:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:46:05 test_loss 1088 model 4 0.02598724365234375
20241103-14:46:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:46:07 test_accuracy 1088 model 0 nb_correct 2305 / 2500 (92.20%)
20241103-14:46:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:46:08 test_accuracy 1088 model 4 nb_correct 2298 / 2500 (91.92%)
20241103-14:46:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:46:17 wrote ae_*.pth
20241103-14:46:17 epoch_duration 2min46s next_finish 14:49:04
20241103-14:46:17 wrote state.pth
20241103-14:46:17 --- epoch 1089 ----------------------------------------
20241103-14:46:17 current_test_accuracies 0.9220 0.9420 0.9560 0.9360 0.9192
20241103-14:46:17 nb_c_quizzes 35041
20241103-14:46:17 weakest_accuracies [0.9192, 0.922]
20241103-14:46:17 dummy_rand tensor([0.1657])
20241103-14:46:17 dummy_rand tensor([0.1981])
20241103-14:46:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:46:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:48:49 train_loss 1089 model 4 0.03475301742553711
20241103-14:48:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:48:49 train_loss 1089 model 0 0.03503855133056641
20241103-14:48:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:48:51 test_loss 1089 model 4 0.029762420654296875
20241103-14:48:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:48:51 test_loss 1089 model 0 0.02774169921875
20241103-14:48:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:48:54 test_accuracy 1089 model 4 nb_correct 2316 / 2500 (92.64%)
20241103-14:48:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:48:54 test_accuracy 1089 model 0 nb_correct 2304 / 2500 (92.16%)
20241103-14:48:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:49:03 wrote ae_*.pth
20241103-14:49:03 epoch_duration 2min46s next_finish 14:51:49
20241103-14:49:03 wrote state.pth
20241103-14:49:03 --- epoch 1090 ----------------------------------------
20241103-14:49:03 current_test_accuracies 0.9216 0.9420 0.9560 0.9360 0.9264
20241103-14:49:03 nb_c_quizzes 35041
20241103-14:49:03 weakest_accuracies [0.9216, 0.9264]
20241103-14:49:03 dummy_rand tensor([0.6896])
20241103-14:49:03 dummy_rand tensor([0.6692])
20241103-14:49:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:49:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:51:35 train_loss 1090 model 0 0.03562066650390625
20241103-14:51:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:51:35 train_loss 1090 model 4 0.034781774520874026
20241103-14:51:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:51:38 test_loss 1090 model 0 0.029512176513671873
20241103-14:51:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:51:38 test_loss 1090 model 4 0.02898834228515625
20241103-14:51:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:51:40 test_accuracy 1090 model 0 nb_correct 2275 / 2500 (91.00%)
20241103-14:51:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:51:40 test_accuracy 1090 model 4 nb_correct 2296 / 2500 (91.84%)
20241103-14:51:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:51:50 wrote ae_*.pth
20241103-14:51:50 epoch_duration 2min46s next_finish 14:54:36
20241103-14:51:50 wrote state.pth
20241103-14:51:50 --- epoch 1091 ----------------------------------------
20241103-14:51:50 current_test_accuracies 0.9100 0.9420 0.9560 0.9360 0.9184
20241103-14:51:50 nb_c_quizzes 35041
20241103-14:51:50 weakest_accuracies [0.91, 0.9184]
20241103-14:51:50 dummy_rand tensor([0.8513])
20241103-14:51:50 dummy_rand tensor([0.4419])
20241103-14:51:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:51:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:54:21 train_loss 1091 model 4 0.034370927810668944
20241103-14:54:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:54:22 train_loss 1091 model 0 0.035390926361083985
20241103-14:54:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:54:24 test_loss 1091 model 4 0.026447906494140624
20241103-14:54:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:54:24 test_loss 1091 model 0 0.0297528076171875
20241103-14:54:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:54:26 test_accuracy 1091 model 4 nb_correct 2311 / 2500 (92.44%)
20241103-14:54:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:54:26 test_accuracy 1091 model 0 nb_correct 2290 / 2500 (91.60%)
20241103-14:54:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:54:36 wrote ae_*.pth
20241103-14:54:36 epoch_duration 2min46s next_finish 14:57:22
20241103-14:54:36 wrote state.pth
20241103-14:54:36 --- epoch 1092 ----------------------------------------
20241103-14:54:36 current_test_accuracies 0.9160 0.9420 0.9560 0.9360 0.9244
20241103-14:54:36 nb_c_quizzes 35041
20241103-14:54:36 weakest_accuracies [0.916, 0.9244]
20241103-14:54:36 dummy_rand tensor([0.6821])
20241103-14:54:36 dummy_rand tensor([0.8670])
20241103-14:54:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:54:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:57:08 train_loss 1092 model 0 0.03576953125
20241103-14:57:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:57:08 train_loss 1092 model 4 0.034410608291625976
20241103-14:57:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:57:10 test_loss 1092 model 0 0.026785430908203126
20241103-14:57:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:57:10 test_loss 1092 model 4 0.02919586181640625
20241103-14:57:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:57:12 test_accuracy 1092 model 0 nb_correct 2298 / 2500 (91.92%)
20241103-14:57:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:57:12 test_accuracy 1092 model 4 nb_correct 2324 / 2500 (92.96%)
20241103-14:57:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:57:22 wrote ae_*.pth
20241103-14:57:22 epoch_duration 2min45s next_finish 15:00:08
20241103-14:57:22 wrote state.pth
20241103-14:57:22 --- epoch 1093 ----------------------------------------
20241103-14:57:22 current_test_accuracies 0.9192 0.9420 0.9560 0.9360 0.9296
20241103-14:57:22 nb_c_quizzes 35041
20241103-14:57:22 weakest_accuracies [0.9192, 0.9296]
20241103-14:57:22 dummy_rand tensor([0.4901])
20241103-14:57:22 dummy_rand tensor([0.6069])
20241103-14:57:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:57:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-14:59:54 train_loss 1093 model 0 0.03517321014404297
20241103-14:59:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:59:54 train_loss 1093 model 4 0.03510186767578125
20241103-14:59:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:59:56 test_loss 1093 model 0 0.027378082275390625
20241103-14:59:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:59:56 test_loss 1093 model 4 0.03186110496520996
20241103-14:59:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-14:59:58 test_accuracy 1093 model 0 nb_correct 2361 / 2500 (94.44%)
20241103-14:59:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-14:59:58 test_accuracy 1093 model 4 nb_correct 2303 / 2500 (92.12%)
20241103-14:59:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:00:08 wrote ae_*.pth
20241103-15:00:08 epoch_duration 2min46s next_finish 15:02:54
20241103-15:00:08 wrote state.pth
20241103-15:00:08 --- epoch 1094 ----------------------------------------
20241103-15:00:08 current_test_accuracies 0.9444 0.9420 0.9560 0.9360 0.9212
20241103-15:00:08 nb_c_quizzes 35041
20241103-15:00:08 weakest_accuracies [0.9212, 0.936]
20241103-15:00:08 dummy_rand tensor([0.4364])
20241103-15:00:08 dummy_rand tensor([0.4352])
20241103-15:00:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:00:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:02:40 train_loss 1094 model 4 0.03485860824584961
20241103-15:02:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:02:40 train_loss 1094 model 3 0.0362064323425293
20241103-15:02:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:02:42 test_loss 1094 model 4 0.029429779052734376
20241103-15:02:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:02:42 test_loss 1094 model 3 0.0298651123046875
20241103-15:02:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:02:45 test_accuracy 1094 model 4 nb_correct 2280 / 2500 (91.20%)
20241103-15:02:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:02:45 test_accuracy 1094 model 3 nb_correct 2277 / 2500 (91.08%)
20241103-15:02:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:02:54 wrote ae_*.pth
20241103-15:02:54 epoch_duration 2min46s next_finish 15:05:40
20241103-15:02:54 wrote state.pth
20241103-15:02:54 --- epoch 1095 ----------------------------------------
20241103-15:02:54 current_test_accuracies 0.9444 0.9420 0.9560 0.9108 0.9120
20241103-15:02:54 nb_c_quizzes 35041
20241103-15:02:54 weakest_accuracies [0.9108, 0.912]
20241103-15:02:54 dummy_rand tensor([0.1002])
20241103-15:02:54 dummy_rand tensor([0.4359])
20241103-15:02:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:02:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:05:26 train_loss 1095 model 4 0.03425043487548828
20241103-15:05:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:05:26 train_loss 1095 model 3 0.03515490341186524
20241103-15:05:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:05:29 test_loss 1095 model 4 0.02976776123046875
20241103-15:05:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:05:29 test_loss 1095 model 3 0.028312225341796875
20241103-15:05:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:05:31 test_accuracy 1095 model 4 nb_correct 2273 / 2500 (90.92%)
20241103-15:05:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:05:31 test_accuracy 1095 model 3 nb_correct 2285 / 2500 (91.40%)
20241103-15:05:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:05:40 wrote ae_*.pth
20241103-15:05:40 epoch_duration 2min46s next_finish 15:08:27
20241103-15:05:40 wrote state.pth
20241103-15:05:40 --- epoch 1096 ----------------------------------------
20241103-15:05:40 current_test_accuracies 0.9444 0.9420 0.9560 0.9140 0.9092
20241103-15:05:40 nb_c_quizzes 35041
20241103-15:05:40 weakest_accuracies [0.9092, 0.914]
20241103-15:05:40 dummy_rand tensor([0.5389])
20241103-15:05:40 dummy_rand tensor([0.9190])
20241103-15:05:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:05:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:08:12 train_loss 1096 model 4 0.03471129608154297
20241103-15:08:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:08:12 train_loss 1096 model 3 0.03538729858398437
20241103-15:08:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:08:15 test_loss 1096 model 4 0.030919437408447267
20241103-15:08:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:08:15 test_loss 1096 model 3 0.0273297119140625
20241103-15:08:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:08:17 test_accuracy 1096 model 4 nb_correct 2319 / 2500 (92.76%)
20241103-15:08:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:08:17 test_accuracy 1096 model 3 nb_correct 2307 / 2500 (92.28%)
20241103-15:08:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:08:27 wrote ae_*.pth
20241103-15:08:27 epoch_duration 2min46s next_finish 15:11:13
20241103-15:08:27 wrote state.pth
20241103-15:08:27 --- epoch 1097 ----------------------------------------
20241103-15:08:27 current_test_accuracies 0.9444 0.9420 0.9560 0.9228 0.9276
20241103-15:08:27 nb_c_quizzes 35041
20241103-15:08:27 weakest_accuracies [0.9228, 0.9276]
20241103-15:08:27 dummy_rand tensor([0.9143])
20241103-15:08:27 dummy_rand tensor([0.1216])
20241103-15:08:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:08:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:10:59 train_loss 1097 model 3 0.03554567718505859
20241103-15:10:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:10:59 train_loss 1097 model 4 0.03490317916870117
20241103-15:10:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:11:01 test_loss 1097 model 3 0.02956443786621094
20241103-15:11:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:11:01 test_loss 1097 model 4 0.031075286865234374
20241103-15:11:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:11:03 test_accuracy 1097 model 3 nb_correct 2293 / 2500 (91.72%)
20241103-15:11:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:11:03 test_accuracy 1097 model 4 nb_correct 2286 / 2500 (91.44%)
20241103-15:11:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:11:13 wrote ae_*.pth
20241103-15:11:13 epoch_duration 2min46s next_finish 15:13:59
20241103-15:11:13 wrote state.pth
20241103-15:11:13 --- epoch 1098 ----------------------------------------
20241103-15:11:13 current_test_accuracies 0.9444 0.9420 0.9560 0.9172 0.9144
20241103-15:11:13 nb_c_quizzes 35041
20241103-15:11:13 weakest_accuracies [0.9144, 0.9172]
20241103-15:11:13 dummy_rand tensor([0.3681])
20241103-15:11:13 dummy_rand tensor([0.7657])
20241103-15:11:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:11:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:13:45 train_loss 1098 model 3 0.0357864761352539
20241103-15:13:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:13:45 train_loss 1098 model 4 0.034329399108886716
20241103-15:13:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:13:47 test_loss 1098 model 3 0.03312324523925781
20241103-15:13:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:13:48 test_loss 1098 model 4 0.029588165283203124
20241103-15:13:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:13:50 test_accuracy 1098 model 3 nb_correct 2283 / 2500 (91.32%)
20241103-15:13:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:13:50 test_accuracy 1098 model 4 nb_correct 2343 / 2500 (93.72%)
20241103-15:13:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:13:59 wrote ae_*.pth
20241103-15:13:59 epoch_duration 2min46s next_finish 15:16:46
20241103-15:14:00 wrote state.pth
20241103-15:14:00 --- epoch 1099 ----------------------------------------
20241103-15:14:00 current_test_accuracies 0.9444 0.9420 0.9560 0.9132 0.9372
20241103-15:14:00 nb_c_quizzes 35041
20241103-15:14:00 weakest_accuracies [0.9132, 0.9372]
20241103-15:14:00 dummy_rand tensor([0.9680])
20241103-15:14:00 dummy_rand tensor([0.0436])
20241103-15:14:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:14:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:16:31 train_loss 1099 model 3 0.03528794097900391
20241103-15:16:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:16:31 train_loss 1099 model 4 0.03462840270996094
20241103-15:16:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:16:34 test_loss 1099 model 3 0.025389328002929687
20241103-15:16:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:16:34 test_loss 1099 model 4 0.02904823303222656
20241103-15:16:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:16:36 test_accuracy 1099 model 3 nb_correct 2325 / 2500 (93.00%)
20241103-15:16:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:16:36 test_accuracy 1099 model 4 nb_correct 2301 / 2500 (92.04%)
20241103-15:16:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:16:46 wrote ae_*.pth
20241103-15:16:46 epoch_duration 2min46s next_finish 15:19:32
20241103-15:16:46 wrote state.pth
20241103-15:16:46 --- epoch 1100 ----------------------------------------
20241103-15:16:46 current_test_accuracies 0.9444 0.9420 0.9560 0.9300 0.9204
20241103-15:16:46 nb_c_quizzes 35041
20241103-15:16:46 weakest_accuracies [0.9204, 0.93]
20241103-15:16:46 dummy_rand tensor([0.0546])
20241103-15:16:46 dummy_rand tensor([0.7504])
20241103-15:16:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:16:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:19:18 train_loss 1100 model 3 0.03586013221740723
20241103-15:19:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:19:18 train_loss 1100 model 4 0.03557936859130859
20241103-15:19:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:19:20 test_loss 1100 model 3 0.028280181884765623
20241103-15:19:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:19:20 test_loss 1100 model 4 0.029050369262695313
20241103-15:19:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:19:22 test_accuracy 1100 model 3 nb_correct 2262 / 2500 (90.48%)
20241103-15:19:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:19:22 test_accuracy 1100 model 4 nb_correct 2293 / 2500 (91.72%)
20241103-15:19:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:19:32 wrote ae_*.pth
20241103-15:19:32 epoch_duration 2min46s next_finish 15:22:18
20241103-15:19:32 wrote state.pth
20241103-15:19:32 --- epoch 1101 ----------------------------------------
20241103-15:19:32 current_test_accuracies 0.9444 0.9420 0.9560 0.9048 0.9172
20241103-15:19:32 nb_c_quizzes 35041
20241103-15:19:32 weakest_accuracies [0.9048, 0.9172]
20241103-15:19:32 dummy_rand tensor([0.5300])
20241103-15:19:32 dummy_rand tensor([0.6324])
20241103-15:19:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:19:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:22:05 train_loss 1101 model 4 0.034866336822509766
20241103-15:22:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:22:05 train_loss 1101 model 3 0.03601630020141602
20241103-15:22:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:22:07 test_loss 1101 model 4 0.02861602783203125
20241103-15:22:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:22:07 test_loss 1101 model 3 0.030512847900390626
20241103-15:22:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:22:09 test_accuracy 1101 model 4 nb_correct 2329 / 2500 (93.16%)
20241103-15:22:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:22:09 test_accuracy 1101 model 3 nb_correct 2300 / 2500 (92.00%)
20241103-15:22:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:22:19 wrote ae_*.pth
20241103-15:22:19 epoch_duration 2min47s next_finish 15:25:06
20241103-15:22:19 wrote state.pth
20241103-15:22:19 --- epoch 1102 ----------------------------------------
20241103-15:22:19 current_test_accuracies 0.9444 0.9420 0.9560 0.9200 0.9316
20241103-15:22:19 nb_c_quizzes 35041
20241103-15:22:19 weakest_accuracies [0.92, 0.9316]
20241103-15:22:19 dummy_rand tensor([0.4325])
20241103-15:22:19 dummy_rand tensor([0.3070])
20241103-15:22:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:22:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:24:51 train_loss 1102 model 3 0.03589664459228516
20241103-15:24:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:24:51 train_loss 1102 model 4 0.0339293270111084
20241103-15:24:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:24:53 test_loss 1102 model 3 0.027243423461914062
20241103-15:24:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:24:53 test_loss 1102 model 4 0.031290283203125
20241103-15:24:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:24:56 test_accuracy 1102 model 3 nb_correct 2321 / 2500 (92.84%)
20241103-15:24:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:24:56 test_accuracy 1102 model 4 nb_correct 2305 / 2500 (92.20%)
20241103-15:24:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:25:05 wrote ae_*.pth
20241103-15:25:05 epoch_duration 2min46s next_finish 15:27:51
20241103-15:25:05 wrote state.pth
20241103-15:25:05 --- epoch 1103 ----------------------------------------
20241103-15:25:05 current_test_accuracies 0.9444 0.9420 0.9560 0.9284 0.9220
20241103-15:25:05 nb_c_quizzes 35041
20241103-15:25:05 weakest_accuracies [0.922, 0.9284]
20241103-15:25:05 dummy_rand tensor([0.8188])
20241103-15:25:05 dummy_rand tensor([0.2470])
20241103-15:25:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:25:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:27:37 train_loss 1103 model 4 0.03440643692016602
20241103-15:27:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:27:37 train_loss 1103 model 3 0.03587748336791992
20241103-15:27:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:27:39 test_loss 1103 model 4 0.024059295654296875
20241103-15:27:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:27:40 test_loss 1103 model 3 0.029205741882324218
20241103-15:27:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:27:42 test_accuracy 1103 model 4 nb_correct 2327 / 2500 (93.08%)
20241103-15:27:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:27:42 test_accuracy 1103 model 3 nb_correct 2268 / 2500 (90.72%)
20241103-15:27:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:27:51 wrote ae_*.pth
20241103-15:27:51 epoch_duration 2min46s next_finish 15:30:38
20241103-15:27:52 wrote state.pth
20241103-15:27:52 --- epoch 1104 ----------------------------------------
20241103-15:27:52 current_test_accuracies 0.9444 0.9420 0.9560 0.9072 0.9308
20241103-15:27:52 nb_c_quizzes 35041
20241103-15:27:52 weakest_accuracies [0.9072, 0.9308]
20241103-15:27:52 dummy_rand tensor([0.5476])
20241103-15:27:52 dummy_rand tensor([0.0935])
20241103-15:27:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:27:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:30:24 train_loss 1104 model 3 0.03552424812316895
20241103-15:30:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:30:24 train_loss 1104 model 4 0.03438373374938965
20241103-15:30:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:30:26 test_loss 1104 model 3 0.030435028076171874
20241103-15:30:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:30:26 test_loss 1104 model 4 0.030714569091796876
20241103-15:30:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:30:29 test_accuracy 1104 model 3 nb_correct 2338 / 2500 (93.52%)
20241103-15:30:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:30:29 test_accuracy 1104 model 4 nb_correct 2333 / 2500 (93.32%)
20241103-15:30:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:30:38 wrote ae_*.pth
20241103-15:30:38 epoch_duration 2min46s next_finish 15:33:25
20241103-15:30:38 wrote state.pth
20241103-15:30:38 --- epoch 1105 ----------------------------------------
20241103-15:30:38 current_test_accuracies 0.9444 0.9420 0.9560 0.9352 0.9332
20241103-15:30:38 nb_c_quizzes 35041
20241103-15:30:38 weakest_accuracies [0.9332, 0.9352]
20241103-15:30:38 dummy_rand tensor([0.6036])
20241103-15:30:38 dummy_rand tensor([0.2103])
20241103-15:30:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:30:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:33:10 train_loss 1105 model 4 0.03391330146789551
20241103-15:33:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:33:10 train_loss 1105 model 3 0.03504178237915039
20241103-15:33:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:33:13 test_loss 1105 model 4 0.03361114501953125
20241103-15:33:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:33:13 test_loss 1105 model 3 0.027861557006835937
20241103-15:33:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:33:15 test_accuracy 1105 model 4 nb_correct 2293 / 2500 (91.72%)
20241103-15:33:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:33:15 test_accuracy 1105 model 3 nb_correct 2283 / 2500 (91.32%)
20241103-15:33:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:33:24 wrote ae_*.pth
20241103-15:33:24 epoch_duration 2min46s next_finish 15:36:11
20241103-15:33:25 wrote state.pth
20241103-15:33:25 --- epoch 1106 ----------------------------------------
20241103-15:33:25 current_test_accuracies 0.9444 0.9420 0.9560 0.9132 0.9172
20241103-15:33:25 nb_c_quizzes 35041
20241103-15:33:25 weakest_accuracies [0.9132, 0.9172]
20241103-15:33:25 dummy_rand tensor([0.2194])
20241103-15:33:25 dummy_rand tensor([0.9135])
20241103-15:33:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:33:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:35:56 train_loss 1106 model 4 0.03424791717529297
20241103-15:35:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:35:56 train_loss 1106 model 3 0.035430938720703124
20241103-15:35:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:35:59 test_loss 1106 model 4 0.03034332275390625
20241103-15:35:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:35:59 test_loss 1106 model 3 0.03006828308105469
20241103-15:35:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:36:01 test_accuracy 1106 model 4 nb_correct 2310 / 2500 (92.40%)
20241103-15:36:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:36:01 test_accuracy 1106 model 3 nb_correct 2306 / 2500 (92.24%)
20241103-15:36:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:36:10 wrote ae_*.pth
20241103-15:36:10 epoch_duration 2min45s next_finish 15:38:56
20241103-15:36:10 wrote state.pth
20241103-15:36:10 --- epoch 1107 ----------------------------------------
20241103-15:36:10 current_test_accuracies 0.9444 0.9420 0.9560 0.9224 0.9240
20241103-15:36:10 nb_c_quizzes 35041
20241103-15:36:10 weakest_accuracies [0.9224, 0.924]
20241103-15:36:10 dummy_rand tensor([0.0002])
20241103-15:36:10 dummy_rand tensor([0.0135])
20241103-15:36:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:36:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:38:42 train_loss 1107 model 4 0.034983543395996096
20241103-15:38:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:38:42 train_loss 1107 model 3 0.03558664321899414
20241103-15:38:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:38:45 test_loss 1107 model 4 0.03060890197753906
20241103-15:38:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:38:45 test_loss 1107 model 3 0.025181732177734374
20241103-15:38:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:38:47 test_accuracy 1107 model 4 nb_correct 2293 / 2500 (91.72%)
20241103-15:38:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:38:47 test_accuracy 1107 model 3 nb_correct 2297 / 2500 (91.88%)
20241103-15:38:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:38:56 wrote ae_*.pth
20241103-15:38:56 epoch_duration 2min45s next_finish 15:41:42
20241103-15:38:56 wrote state.pth
20241103-15:38:56 --- epoch 1108 ----------------------------------------
20241103-15:38:56 current_test_accuracies 0.9444 0.9420 0.9560 0.9188 0.9172
20241103-15:38:56 nb_c_quizzes 35041
20241103-15:38:56 weakest_accuracies [0.9172, 0.9188]
20241103-15:38:56 dummy_rand tensor([0.9133])
20241103-15:38:56 dummy_rand tensor([0.6926])
20241103-15:38:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:38:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:41:29 train_loss 1108 model 4 0.03449415969848633
20241103-15:41:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:41:29 train_loss 1108 model 3 0.03540815734863281
20241103-15:41:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:41:31 test_loss 1108 model 4 0.027982330322265624
20241103-15:41:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:41:31 test_loss 1108 model 3 0.027528648376464845
20241103-15:41:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:41:33 test_accuracy 1108 model 4 nb_correct 2217 / 2500 (88.68%)
20241103-15:41:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:41:34 test_accuracy 1108 model 3 nb_correct 2277 / 2500 (91.08%)
20241103-15:41:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:41:43 wrote ae_*.pth
20241103-15:41:43 epoch_duration 2min46s next_finish 15:44:29
20241103-15:41:43 wrote state.pth
20241103-15:41:43 --- epoch 1109 ----------------------------------------
20241103-15:41:43 current_test_accuracies 0.9444 0.9420 0.9560 0.9108 0.8868
20241103-15:41:43 nb_c_quizzes 35041
20241103-15:41:43 weakest_accuracies [0.8868, 0.9108]
20241103-15:41:43 dummy_rand tensor([0.1464])
20241103-15:41:43 dummy_rand tensor([0.4934])
20241103-15:41:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:41:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:44:15 train_loss 1109 model 4 0.03447170257568359
20241103-15:44:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:44:15 train_loss 1109 model 3 0.03565779495239258
20241103-15:44:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:44:17 test_loss 1109 model 4 0.025967197418212892
20241103-15:44:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:44:17 test_loss 1109 model 3 0.030904617309570313
20241103-15:44:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:44:19 test_accuracy 1109 model 4 nb_correct 2315 / 2500 (92.60%)
20241103-15:44:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:44:19 test_accuracy 1109 model 3 nb_correct 2268 / 2500 (90.72%)
20241103-15:44:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:44:29 wrote ae_*.pth
20241103-15:44:29 epoch_duration 2min45s next_finish 15:47:15
20241103-15:44:29 wrote state.pth
20241103-15:44:29 --- epoch 1110 ----------------------------------------
20241103-15:44:29 current_test_accuracies 0.9444 0.9420 0.9560 0.9072 0.9260
20241103-15:44:29 nb_c_quizzes 35041
20241103-15:44:29 weakest_accuracies [0.9072, 0.926]
20241103-15:44:29 dummy_rand tensor([0.9182])
20241103-15:44:29 dummy_rand tensor([0.4571])
20241103-15:44:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:44:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:47:01 train_loss 1110 model 3 0.035183456420898436
20241103-15:47:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:47:01 train_loss 1110 model 4 0.033904144287109375
20241103-15:47:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:47:03 test_loss 1110 model 3 0.02706962585449219
20241103-15:47:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:47:03 test_loss 1110 model 4 0.028357467651367187
20241103-15:47:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:47:05 test_accuracy 1110 model 3 nb_correct 2310 / 2500 (92.40%)
20241103-15:47:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:47:05 test_accuracy 1110 model 4 nb_correct 2329 / 2500 (93.16%)
20241103-15:47:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:47:15 wrote ae_*.pth
20241103-15:47:15 epoch_duration 2min46s next_finish 15:50:01
20241103-15:47:15 wrote state.pth
20241103-15:47:15 --- epoch 1111 ----------------------------------------
20241103-15:47:15 current_test_accuracies 0.9444 0.9420 0.9560 0.9240 0.9316
20241103-15:47:15 nb_c_quizzes 35041
20241103-15:47:15 weakest_accuracies [0.924, 0.9316]
20241103-15:47:15 dummy_rand tensor([0.6434])
20241103-15:47:15 dummy_rand tensor([0.2113])
20241103-15:47:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:47:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:49:47 train_loss 1111 model 4 0.0353044548034668
20241103-15:49:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:49:47 train_loss 1111 model 3 0.035305854797363284
20241103-15:49:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:49:49 test_loss 1111 model 4 0.028965492248535157
20241103-15:49:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:49:49 test_loss 1111 model 3 0.028250045776367187
20241103-15:49:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:49:52 test_accuracy 1111 model 4 nb_correct 2329 / 2500 (93.16%)
20241103-15:49:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:49:52 test_accuracy 1111 model 3 nb_correct 2322 / 2500 (92.88%)
20241103-15:49:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:50:01 wrote ae_*.pth
20241103-15:50:01 epoch_duration 2min46s next_finish 15:52:47
20241103-15:50:01 wrote state.pth
20241103-15:50:01 --- epoch 1112 ----------------------------------------
20241103-15:50:01 current_test_accuracies 0.9444 0.9420 0.9560 0.9288 0.9316
20241103-15:50:01 nb_c_quizzes 35041
20241103-15:50:01 weakest_accuracies [0.9288, 0.9316]
20241103-15:50:01 dummy_rand tensor([0.6741])
20241103-15:50:01 dummy_rand tensor([0.5497])
20241103-15:50:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:50:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:52:33 train_loss 1112 model 3 0.034862403869628904
20241103-15:52:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:52:33 train_loss 1112 model 4 0.0350609130859375
20241103-15:52:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:52:35 test_loss 1112 model 3 0.025255279541015627
20241103-15:52:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:52:35 test_loss 1112 model 4 0.031238555908203125
20241103-15:52:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:52:38 test_accuracy 1112 model 3 nb_correct 2265 / 2500 (90.60%)
20241103-15:52:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:52:38 test_accuracy 1112 model 4 nb_correct 2331 / 2500 (93.24%)
20241103-15:52:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:52:47 wrote ae_*.pth
20241103-15:52:47 epoch_duration 2min46s next_finish 15:55:33
20241103-15:52:47 wrote state.pth
20241103-15:52:47 --- epoch 1113 ----------------------------------------
20241103-15:52:47 current_test_accuracies 0.9444 0.9420 0.9560 0.9060 0.9324
20241103-15:52:47 nb_c_quizzes 35041
20241103-15:52:47 weakest_accuracies [0.906, 0.9324]
20241103-15:52:47 dummy_rand tensor([0.4108])
20241103-15:52:47 dummy_rand tensor([0.3305])
20241103-15:52:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:52:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:55:19 train_loss 1113 model 4 0.03438780212402344
20241103-15:55:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:55:19 train_loss 1113 model 3 0.0360280647277832
20241103-15:55:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:55:21 test_loss 1113 model 4 0.02804473876953125
20241103-15:55:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:55:21 test_loss 1113 model 3 0.026985311508178712
20241103-15:55:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:55:24 test_accuracy 1113 model 4 nb_correct 2362 / 2500 (94.48%)
20241103-15:55:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:55:24 test_accuracy 1113 model 3 nb_correct 2319 / 2500 (92.76%)
20241103-15:55:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:55:33 wrote ae_*.pth
20241103-15:55:33 epoch_duration 2min46s next_finish 15:58:20
20241103-15:55:34 wrote state.pth
20241103-15:55:34 --- epoch 1114 ----------------------------------------
20241103-15:55:34 current_test_accuracies 0.9444 0.9420 0.9560 0.9276 0.9448
20241103-15:55:34 nb_c_quizzes 35041
20241103-15:55:34 weakest_accuracies [0.9276, 0.942]
20241103-15:55:34 dummy_rand tensor([0.7305])
20241103-15:55:34 dummy_rand tensor([0.5866])
20241103-15:55:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:55:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:58:06 train_loss 1114 model 3 0.035595550537109374
20241103-15:58:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:58:06 train_loss 1114 model 1 0.03540079116821289
20241103-15:58:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:58:08 test_loss 1114 model 3 0.027462425231933593
20241103-15:58:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:58:08 test_loss 1114 model 1 0.031033172607421874
20241103-15:58:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-15:58:10 test_accuracy 1114 model 3 nb_correct 2296 / 2500 (91.84%)
20241103-15:58:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:58:11 test_accuracy 1114 model 1 nb_correct 2320 / 2500 (92.80%)
20241103-15:58:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-15:58:20 wrote ae_*.pth
20241103-15:58:20 epoch_duration 2min46s next_finish 16:01:07
20241103-15:58:20 wrote state.pth
20241103-15:58:20 --- epoch 1115 ----------------------------------------
20241103-15:58:20 current_test_accuracies 0.9444 0.9280 0.9560 0.9184 0.9448
20241103-15:58:20 nb_c_quizzes 35041
20241103-15:58:20 weakest_accuracies [0.9184, 0.928]
20241103-15:58:20 dummy_rand tensor([0.8267])
20241103-15:58:20 dummy_rand tensor([0.7424])
20241103-15:58:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-15:58:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:00:52 train_loss 1115 model 3 0.03531830596923828
20241103-16:00:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:00:52 train_loss 1115 model 1 0.03475834846496582
20241103-16:00:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:00:54 test_loss 1115 model 3 0.0251318359375
20241103-16:00:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:00:54 test_loss 1115 model 1 0.02656974792480469
20241103-16:00:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:00:57 test_accuracy 1115 model 3 nb_correct 2267 / 2500 (90.68%)
20241103-16:00:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:00:57 test_accuracy 1115 model 1 nb_correct 2294 / 2500 (91.76%)
20241103-16:00:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:01:06 wrote ae_*.pth
20241103-16:01:06 epoch_duration 2min46s next_finish 16:03:52
20241103-16:01:06 wrote state.pth
20241103-16:01:06 --- epoch 1116 ----------------------------------------
20241103-16:01:06 current_test_accuracies 0.9444 0.9176 0.9560 0.9068 0.9448
20241103-16:01:06 nb_c_quizzes 35041
20241103-16:01:06 weakest_accuracies [0.9068, 0.9176]
20241103-16:01:06 dummy_rand tensor([0.1941])
20241103-16:01:06 dummy_rand tensor([0.2399])
20241103-16:01:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:01:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:03:38 train_loss 1116 model 3 0.03594013214111328
20241103-16:03:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:03:38 train_loss 1116 model 1 0.03521641540527344
20241103-16:03:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:03:40 test_loss 1116 model 3 0.027274017333984376
20241103-16:03:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:03:41 test_loss 1116 model 1 0.0283441162109375
20241103-16:03:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:03:43 test_accuracy 1116 model 3 nb_correct 2301 / 2500 (92.04%)
20241103-16:03:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:03:43 test_accuracy 1116 model 1 nb_correct 2309 / 2500 (92.36%)
20241103-16:03:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:03:52 wrote ae_*.pth
20241103-16:03:52 epoch_duration 2min46s next_finish 16:06:38
20241103-16:03:53 wrote state.pth
20241103-16:03:53 --- epoch 1117 ----------------------------------------
20241103-16:03:53 current_test_accuracies 0.9444 0.9236 0.9560 0.9204 0.9448
20241103-16:03:53 nb_c_quizzes 35041
20241103-16:03:53 weakest_accuracies [0.9204, 0.9236]
20241103-16:03:53 dummy_rand tensor([0.6982])
20241103-16:03:53 dummy_rand tensor([0.9748])
20241103-16:03:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:03:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:06:24 train_loss 1117 model 3 0.03458939743041992
20241103-16:06:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:06:24 train_loss 1117 model 1 0.03472890853881836
20241103-16:06:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:06:27 test_loss 1117 model 3 0.027886180877685546
20241103-16:06:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:06:27 test_loss 1117 model 1 0.029420013427734374
20241103-16:06:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:06:29 test_accuracy 1117 model 3 nb_correct 2335 / 2500 (93.40%)
20241103-16:06:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:06:29 test_accuracy 1117 model 1 nb_correct 2305 / 2500 (92.20%)
20241103-16:06:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:06:39 wrote ae_*.pth
20241103-16:06:39 epoch_duration 2min46s next_finish 16:09:25
20241103-16:06:39 wrote state.pth
20241103-16:06:39 --- epoch 1118 ----------------------------------------
20241103-16:06:39 current_test_accuracies 0.9444 0.9220 0.9560 0.9340 0.9448
20241103-16:06:39 nb_c_quizzes 35041
20241103-16:06:39 weakest_accuracies [0.922, 0.934]
20241103-16:06:39 dummy_rand tensor([0.6520])
20241103-16:06:39 dummy_rand tensor([0.2798])
20241103-16:06:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:06:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:09:10 train_loss 1118 model 1 0.03492018127441406
20241103-16:09:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:09:11 train_loss 1118 model 3 0.03512501907348633
20241103-16:09:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:09:13 test_loss 1118 model 1 0.03208549499511719
20241103-16:09:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:09:13 test_loss 1118 model 3 0.029951305389404298
20241103-16:09:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:09:15 test_accuracy 1118 model 1 nb_correct 2304 / 2500 (92.16%)
20241103-16:09:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:09:15 test_accuracy 1118 model 3 nb_correct 2301 / 2500 (92.04%)
20241103-16:09:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:09:25 wrote ae_*.pth
20241103-16:09:25 epoch_duration 2min46s next_finish 16:12:11
20241103-16:09:25 wrote state.pth
20241103-16:09:25 --- epoch 1119 ----------------------------------------
20241103-16:09:25 current_test_accuracies 0.9444 0.9216 0.9560 0.9204 0.9448
20241103-16:09:25 nb_c_quizzes 35041
20241103-16:09:25 weakest_accuracies [0.9204, 0.9216]
20241103-16:09:25 dummy_rand tensor([0.9635])
20241103-16:09:25 dummy_rand tensor([0.0013])
20241103-16:09:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:09:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:11:58 train_loss 1119 model 1 0.034860319137573245
20241103-16:11:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:11:58 train_loss 1119 model 3 0.03487413787841797
20241103-16:11:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:12:00 test_loss 1119 model 1 0.0299761962890625
20241103-16:12:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:12:00 test_loss 1119 model 3 0.027597198486328123
20241103-16:12:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:12:02 test_accuracy 1119 model 1 nb_correct 2335 / 2500 (93.40%)
20241103-16:12:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:12:02 test_accuracy 1119 model 3 nb_correct 2306 / 2500 (92.24%)
20241103-16:12:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:12:12 wrote ae_*.pth
20241103-16:12:12 epoch_duration 2min47s next_finish 16:14:59
20241103-16:12:12 wrote state.pth
20241103-16:12:12 --- epoch 1120 ----------------------------------------
20241103-16:12:12 current_test_accuracies 0.9444 0.9340 0.9560 0.9224 0.9448
20241103-16:12:12 nb_c_quizzes 35041
20241103-16:12:12 weakest_accuracies [0.9224, 0.934]
20241103-16:12:12 dummy_rand tensor([0.0358])
20241103-16:12:12 dummy_rand tensor([0.5779])
20241103-16:12:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:12:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:14:44 train_loss 1120 model 3 0.03528321838378906
20241103-16:14:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:14:44 train_loss 1120 model 1 0.034804298400878904
20241103-16:14:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:14:46 test_loss 1120 model 3 0.02961311340332031
20241103-16:14:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:14:46 test_loss 1120 model 1 0.028044795989990233
20241103-16:14:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:14:48 test_accuracy 1120 model 3 nb_correct 2297 / 2500 (91.88%)
20241103-16:14:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:14:49 test_accuracy 1120 model 1 nb_correct 2253 / 2500 (90.12%)
20241103-16:14:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:14:58 wrote ae_*.pth
20241103-16:14:58 epoch_duration 2min46s next_finish 16:17:44
20241103-16:14:58 wrote state.pth
20241103-16:14:58 --- epoch 1121 ----------------------------------------
20241103-16:14:58 current_test_accuracies 0.9444 0.9012 0.9560 0.9188 0.9448
20241103-16:14:58 nb_c_quizzes 35041
20241103-16:14:58 weakest_accuracies [0.9012, 0.9188]
20241103-16:14:58 dummy_rand tensor([0.4721])
20241103-16:14:58 dummy_rand tensor([0.4186])
20241103-16:14:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:14:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:17:30 train_loss 1121 model 1 0.03442707443237305
20241103-16:17:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:17:31 train_loss 1121 model 3 0.0363271484375
20241103-16:17:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:17:33 test_loss 1121 model 1 0.032399139404296874
20241103-16:17:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:17:33 test_loss 1121 model 3 0.031611785888671876
20241103-16:17:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:17:35 test_accuracy 1121 model 1 nb_correct 2360 / 2500 (94.40%)
20241103-16:17:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:17:36 test_accuracy 1121 model 3 nb_correct 2323 / 2500 (92.92%)
20241103-16:17:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:17:45 wrote ae_*.pth
20241103-16:17:45 epoch_duration 2min46s next_finish 16:20:31
20241103-16:17:45 wrote state.pth
20241103-16:17:45 --- epoch 1122 ----------------------------------------
20241103-16:17:45 current_test_accuracies 0.9444 0.9440 0.9560 0.9292 0.9448
20241103-16:17:45 nb_c_quizzes 35041
20241103-16:17:45 weakest_accuracies [0.9292, 0.944]
20241103-16:17:45 dummy_rand tensor([0.9044])
20241103-16:17:45 dummy_rand tensor([0.5615])
20241103-16:17:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:17:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:20:17 train_loss 1122 model 1 0.03497179412841797
20241103-16:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:20:17 train_loss 1122 model 3 0.03471443748474121
20241103-16:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:20:19 test_loss 1122 model 1 0.029547195434570312
20241103-16:20:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:20:19 test_loss 1122 model 3 0.026626129150390625
20241103-16:20:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:20:21 test_accuracy 1122 model 1 nb_correct 2350 / 2500 (94.00%)
20241103-16:20:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:20:21 test_accuracy 1122 model 3 nb_correct 2318 / 2500 (92.72%)
20241103-16:20:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:20:31 wrote ae_*.pth
20241103-16:20:31 epoch_duration 2min46s next_finish 16:23:17
20241103-16:20:31 wrote state.pth
20241103-16:20:31 --- epoch 1123 ----------------------------------------
20241103-16:20:31 current_test_accuracies 0.9444 0.9400 0.9560 0.9272 0.9448
20241103-16:20:31 nb_c_quizzes 35041
20241103-16:20:31 weakest_accuracies [0.9272, 0.94]
20241103-16:20:31 dummy_rand tensor([0.3068])
20241103-16:20:31 dummy_rand tensor([0.7439])
20241103-16:20:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:20:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:23:04 train_loss 1123 model 3 0.03456552505493164
20241103-16:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:23:04 train_loss 1123 model 1 0.03442581558227539
20241103-16:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:23:06 test_loss 1123 model 3 0.028902664184570312
20241103-16:23:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:23:07 test_loss 1123 model 1 0.02725502014160156
20241103-16:23:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:23:09 test_accuracy 1123 model 3 nb_correct 2337 / 2500 (93.48%)
20241103-16:23:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:23:09 test_accuracy 1123 model 1 nb_correct 2319 / 2500 (92.76%)
20241103-16:23:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:23:19 wrote ae_*.pth
20241103-16:23:19 epoch_duration 2min47s next_finish 16:26:06
20241103-16:23:19 wrote state.pth
20241103-16:23:19 --- epoch 1124 ----------------------------------------
20241103-16:23:19 current_test_accuracies 0.9444 0.9276 0.9560 0.9348 0.9448
20241103-16:23:19 nb_c_quizzes 35041
20241103-16:23:19 weakest_accuracies [0.9276, 0.9348]
20241103-16:23:19 dummy_rand tensor([0.3694])
20241103-16:23:19 dummy_rand tensor([0.7794])
20241103-16:23:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:23:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:25:51 train_loss 1124 model 1 0.03531996917724609
20241103-16:25:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:25:51 train_loss 1124 model 3 0.0355548324584961
20241103-16:25:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:25:53 test_loss 1124 model 1 0.0324565315246582
20241103-16:25:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:25:53 test_loss 1124 model 3 0.02696601867675781
20241103-16:25:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:25:55 test_accuracy 1124 model 1 nb_correct 2291 / 2500 (91.64%)
20241103-16:25:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:25:55 test_accuracy 1124 model 3 nb_correct 2326 / 2500 (93.04%)
20241103-16:25:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:26:05 wrote ae_*.pth
20241103-16:26:05 epoch_duration 2min46s next_finish 16:28:51
20241103-16:26:05 wrote state.pth
20241103-16:26:05 --- epoch 1125 ----------------------------------------
20241103-16:26:05 current_test_accuracies 0.9444 0.9164 0.9560 0.9304 0.9448
20241103-16:26:05 nb_c_quizzes 35041
20241103-16:26:05 weakest_accuracies [0.9164, 0.9304]
20241103-16:26:05 dummy_rand tensor([0.3552])
20241103-16:26:05 dummy_rand tensor([0.6734])
20241103-16:26:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:26:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:28:37 train_loss 1125 model 1 0.03465868377685547
20241103-16:28:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:28:37 train_loss 1125 model 3 0.03524974060058594
20241103-16:28:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:28:39 test_loss 1125 model 1 0.02994850158691406
20241103-16:28:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:28:39 test_loss 1125 model 3 0.02433868408203125
20241103-16:28:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:28:41 test_accuracy 1125 model 1 nb_correct 2273 / 2500 (90.92%)
20241103-16:28:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:28:42 test_accuracy 1125 model 3 nb_correct 2255 / 2500 (90.20%)
20241103-16:28:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:28:51 wrote ae_*.pth
20241103-16:28:51 epoch_duration 2min46s next_finish 16:31:37
20241103-16:28:51 wrote state.pth
20241103-16:28:51 --- epoch 1126 ----------------------------------------
20241103-16:28:51 current_test_accuracies 0.9444 0.9092 0.9560 0.9020 0.9448
20241103-16:28:51 nb_c_quizzes 35041
20241103-16:28:51 weakest_accuracies [0.902, 0.9092]
20241103-16:28:51 dummy_rand tensor([0.6252])
20241103-16:28:51 dummy_rand tensor([0.1622])
20241103-16:28:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:28:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:31:23 train_loss 1126 model 1 0.03598028564453125
20241103-16:31:23 train_loss 1126 model 3 0.035561714172363285
20241103-16:31:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:31:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:31:25 test_loss 1126 model 1 0.030942840576171873
20241103-16:31:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:31:25 test_loss 1126 model 3 0.024844207763671876
20241103-16:31:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:31:28 test_accuracy 1126 model 1 nb_correct 2227 / 2500 (89.08%)
20241103-16:31:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:31:28 test_accuracy 1126 model 3 nb_correct 2376 / 2500 (95.04%)
20241103-16:31:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:31:38 wrote ae_*.pth
20241103-16:31:38 epoch_duration 2min46s next_finish 16:34:24
20241103-16:31:38 wrote state.pth
20241103-16:31:38 --- epoch 1127 ----------------------------------------
20241103-16:31:38 current_test_accuracies 0.9444 0.8908 0.9560 0.9504 0.9448
20241103-16:31:38 nb_c_quizzes 35041
20241103-16:31:38 weakest_accuracies [0.8908, 0.9444]
20241103-16:31:38 dummy_rand tensor([0.7931])
20241103-16:31:38 dummy_rand tensor([0.9743])
20241103-16:31:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:31:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:34:11 train_loss 1127 model 1 0.03440354156494141
20241103-16:34:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:34:11 train_loss 1127 model 0 0.034300668716430664
20241103-16:34:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:34:13 test_loss 1127 model 1 0.027087326049804687
20241103-16:34:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:34:13 test_loss 1127 model 0 0.028681297302246094
20241103-16:34:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:34:15 test_accuracy 1127 model 1 nb_correct 2320 / 2500 (92.80%)
20241103-16:34:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:34:15 test_accuracy 1127 model 0 nb_correct 2279 / 2500 (91.16%)
20241103-16:34:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:34:25 wrote ae_*.pth
20241103-16:34:25 epoch_duration 2min47s next_finish 16:37:12
20241103-16:34:25 wrote state.pth
20241103-16:34:25 --- epoch 1128 ----------------------------------------
20241103-16:34:25 current_test_accuracies 0.9116 0.9280 0.9560 0.9504 0.9448
20241103-16:34:25 nb_c_quizzes 35041
20241103-16:34:25 weakest_accuracies [0.9116, 0.928]
20241103-16:34:25 dummy_rand tensor([0.4915])
20241103-16:34:25 dummy_rand tensor([0.1439])
20241103-16:34:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:34:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:36:57 train_loss 1128 model 0 0.03466998672485352
20241103-16:36:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:36:57 train_loss 1128 model 1 0.034788520812988284
20241103-16:36:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:36:59 test_loss 1128 model 0 0.02944019317626953
20241103-16:36:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:36:59 test_loss 1128 model 1 0.03171409606933594
20241103-16:36:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:37:02 test_accuracy 1128 model 0 nb_correct 2331 / 2500 (93.24%)
20241103-16:37:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:37:02 test_accuracy 1128 model 1 nb_correct 2290 / 2500 (91.60%)
20241103-16:37:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:37:11 wrote ae_*.pth
20241103-16:37:11 epoch_duration 2min46s next_finish 16:39:58
20241103-16:37:12 wrote state.pth
20241103-16:37:12 --- epoch 1129 ----------------------------------------
20241103-16:37:12 current_test_accuracies 0.9324 0.9160 0.9560 0.9504 0.9448
20241103-16:37:12 nb_c_quizzes 35041
20241103-16:37:12 weakest_accuracies [0.916, 0.9324]
20241103-16:37:12 dummy_rand tensor([0.5004])
20241103-16:37:12 dummy_rand tensor([0.4645])
20241103-16:37:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:37:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:39:43 train_loss 1129 model 1 0.03589919281005859
20241103-16:39:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:39:44 train_loss 1129 model 0 0.035118144989013673
20241103-16:39:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:39:46 test_loss 1129 model 1 0.028743743896484375
20241103-16:39:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:39:46 test_loss 1129 model 0 0.02924713134765625
20241103-16:39:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:39:48 test_accuracy 1129 model 1 nb_correct 2333 / 2500 (93.32%)
20241103-16:39:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:39:48 test_accuracy 1129 model 0 nb_correct 2315 / 2500 (92.60%)
20241103-16:39:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:39:58 wrote ae_*.pth
20241103-16:39:58 epoch_duration 2min46s next_finish 16:42:44
20241103-16:39:58 wrote state.pth
20241103-16:39:58 --- epoch 1130 ----------------------------------------
20241103-16:39:58 current_test_accuracies 0.9260 0.9332 0.9560 0.9504 0.9448
20241103-16:39:58 nb_c_quizzes 35041
20241103-16:39:58 weakest_accuracies [0.926, 0.9332]
20241103-16:39:58 dummy_rand tensor([0.0970])
20241103-16:39:58 dummy_rand tensor([0.6465])
20241103-16:39:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:39:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:42:30 train_loss 1130 model 0 0.03500385284423828
20241103-16:42:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:42:30 train_loss 1130 model 1 0.034845279693603515
20241103-16:42:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:42:32 test_loss 1130 model 0 0.02806365966796875
20241103-16:42:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:42:32 test_loss 1130 model 1 0.029173660278320312
20241103-16:42:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:42:34 test_accuracy 1130 model 0 nb_correct 2268 / 2500 (90.72%)
20241103-16:42:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:42:34 test_accuracy 1130 model 1 nb_correct 2294 / 2500 (91.76%)
20241103-16:42:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:42:44 wrote ae_*.pth
20241103-16:42:44 epoch_duration 2min46s next_finish 16:45:30
20241103-16:42:44 wrote state.pth
20241103-16:42:44 --- epoch 1131 ----------------------------------------
20241103-16:42:44 current_test_accuracies 0.9072 0.9176 0.9560 0.9504 0.9448
20241103-16:42:44 nb_c_quizzes 35041
20241103-16:42:44 weakest_accuracies [0.9072, 0.9176]
20241103-16:42:44 dummy_rand tensor([0.2251])
20241103-16:42:44 dummy_rand tensor([0.5154])
20241103-16:42:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:42:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:45:16 train_loss 1131 model 0 0.036014286041259766
20241103-16:45:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:45:16 train_loss 1131 model 1 0.03439702224731445
20241103-16:45:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:45:18 test_loss 1131 model 0 0.027890472412109374
20241103-16:45:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:45:18 test_loss 1131 model 1 0.028447113037109374
20241103-16:45:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:45:20 test_accuracy 1131 model 0 nb_correct 2289 / 2500 (91.56%)
20241103-16:45:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:45:21 test_accuracy 1131 model 1 nb_correct 2303 / 2500 (92.12%)
20241103-16:45:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:45:30 wrote ae_*.pth
20241103-16:45:30 epoch_duration 2min46s next_finish 16:48:16
20241103-16:45:30 wrote state.pth
20241103-16:45:30 --- epoch 1132 ----------------------------------------
20241103-16:45:30 current_test_accuracies 0.9156 0.9212 0.9560 0.9504 0.9448
20241103-16:45:30 nb_c_quizzes 35041
20241103-16:45:30 weakest_accuracies [0.9156, 0.9212]
20241103-16:45:30 dummy_rand tensor([0.1406])
20241103-16:45:30 dummy_rand tensor([0.8776])
20241103-16:45:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:45:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:48:02 train_loss 1132 model 0 0.03490472793579102
20241103-16:48:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:48:02 train_loss 1132 model 1 0.03462812423706055
20241103-16:48:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:48:04 test_loss 1132 model 0 0.027800140380859376
20241103-16:48:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:48:04 test_loss 1132 model 1 0.0285491943359375
20241103-16:48:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:48:06 test_accuracy 1132 model 0 nb_correct 2325 / 2500 (93.00%)
20241103-16:48:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:48:06 test_accuracy 1132 model 1 nb_correct 2270 / 2500 (90.80%)
20241103-16:48:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:48:16 wrote ae_*.pth
20241103-16:48:16 epoch_duration 2min45s next_finish 16:51:02
20241103-16:48:16 wrote state.pth
20241103-16:48:16 --- epoch 1133 ----------------------------------------
20241103-16:48:16 current_test_accuracies 0.9300 0.9080 0.9560 0.9504 0.9448
20241103-16:48:16 nb_c_quizzes 35041
20241103-16:48:16 weakest_accuracies [0.908, 0.93]
20241103-16:48:16 dummy_rand tensor([0.8977])
20241103-16:48:16 dummy_rand tensor([0.5340])
20241103-16:48:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:48:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:50:48 train_loss 1133 model 1 0.03451217269897461
20241103-16:50:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:50:48 train_loss 1133 model 0 0.03479292488098144
20241103-16:50:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:50:50 test_loss 1133 model 1 0.026809310913085936
20241103-16:50:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:50:50 test_loss 1133 model 0 0.027149200439453125
20241103-16:50:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:50:52 test_accuracy 1133 model 1 nb_correct 2322 / 2500 (92.88%)
20241103-16:50:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:50:52 test_accuracy 1133 model 0 nb_correct 2258 / 2500 (90.32%)
20241103-16:50:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:51:02 wrote ae_*.pth
20241103-16:51:02 epoch_duration 2min45s next_finish 16:53:48
20241103-16:51:02 wrote state.pth
20241103-16:51:02 --- epoch 1134 ----------------------------------------
20241103-16:51:02 current_test_accuracies 0.9032 0.9288 0.9560 0.9504 0.9448
20241103-16:51:02 nb_c_quizzes 35041
20241103-16:51:02 weakest_accuracies [0.9032, 0.9288]
20241103-16:51:02 dummy_rand tensor([0.1008])
20241103-16:51:02 dummy_rand tensor([0.4557])
20241103-16:51:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:51:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:53:34 train_loss 1134 model 0 0.0351258602142334
20241103-16:53:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:53:34 train_loss 1134 model 1 0.0347841911315918
20241103-16:53:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:53:36 test_loss 1134 model 0 0.029362754821777345
20241103-16:53:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:53:36 test_loss 1134 model 1 0.028978271484375
20241103-16:53:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:53:38 test_accuracy 1134 model 0 nb_correct 2266 / 2500 (90.64%)
20241103-16:53:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:53:38 test_accuracy 1134 model 1 nb_correct 2311 / 2500 (92.44%)
20241103-16:53:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:53:48 wrote ae_*.pth
20241103-16:53:48 epoch_duration 2min46s next_finish 16:56:34
20241103-16:53:48 wrote state.pth
20241103-16:53:48 --- epoch 1135 ----------------------------------------
20241103-16:53:48 current_test_accuracies 0.9064 0.9244 0.9560 0.9504 0.9448
20241103-16:53:48 nb_c_quizzes 35041
20241103-16:53:48 weakest_accuracies [0.9064, 0.9244]
20241103-16:53:48 dummy_rand tensor([0.4514])
20241103-16:53:48 dummy_rand tensor([0.0945])
20241103-16:53:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:53:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:56:20 train_loss 1135 model 1 0.034868026733398436
20241103-16:56:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:56:20 train_loss 1135 model 0 0.03536164474487305
20241103-16:56:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:56:22 test_loss 1135 model 1 0.026415920257568358
20241103-16:56:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:56:22 test_loss 1135 model 0 0.029850502014160157
20241103-16:56:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:56:24 test_accuracy 1135 model 1 nb_correct 2286 / 2500 (91.44%)
20241103-16:56:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:56:25 test_accuracy 1135 model 0 nb_correct 2343 / 2500 (93.72%)
20241103-16:56:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:56:34 wrote ae_*.pth
20241103-16:56:34 epoch_duration 2min46s next_finish 16:59:20
20241103-16:56:34 wrote state.pth
20241103-16:56:34 --- epoch 1136 ----------------------------------------
20241103-16:56:34 current_test_accuracies 0.9372 0.9144 0.9560 0.9504 0.9448
20241103-16:56:34 nb_c_quizzes 35041
20241103-16:56:34 weakest_accuracies [0.9144, 0.9372]
20241103-16:56:34 dummy_rand tensor([0.9486])
20241103-16:56:34 dummy_rand tensor([0.8270])
20241103-16:56:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:56:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:59:06 train_loss 1136 model 0 0.03587248039245605
20241103-16:59:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:59:06 train_loss 1136 model 1 0.03509370994567871
20241103-16:59:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:59:09 test_loss 1136 model 0 0.026667938232421876
20241103-16:59:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:59:09 test_loss 1136 model 1 0.030093612670898436
20241103-16:59:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-16:59:11 test_accuracy 1136 model 0 nb_correct 2278 / 2500 (91.12%)
20241103-16:59:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:59:11 test_accuracy 1136 model 1 nb_correct 2321 / 2500 (92.84%)
20241103-16:59:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-16:59:20 wrote ae_*.pth
20241103-16:59:20 epoch_duration 2min46s next_finish 17:02:07
20241103-16:59:20 wrote state.pth
20241103-16:59:20 --- epoch 1137 ----------------------------------------
20241103-16:59:20 current_test_accuracies 0.9112 0.9284 0.9560 0.9504 0.9448
20241103-16:59:20 nb_c_quizzes 35041
20241103-16:59:20 weakest_accuracies [0.9112, 0.9284]
20241103-16:59:20 dummy_rand tensor([0.5844])
20241103-16:59:20 dummy_rand tensor([0.8278])
20241103-16:59:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-16:59:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:01:52 train_loss 1137 model 0 0.03465911769866943
20241103-17:01:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:01:52 train_loss 1137 model 1 0.03451446914672852
20241103-17:01:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:01:55 test_loss 1137 model 0 0.031467437744140625
20241103-17:01:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:01:55 test_loss 1137 model 1 0.026060256958007812
20241103-17:01:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:01:57 test_accuracy 1137 model 0 nb_correct 2294 / 2500 (91.76%)
20241103-17:01:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:01:57 test_accuracy 1137 model 1 nb_correct 2323 / 2500 (92.92%)
20241103-17:01:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:02:06 wrote ae_*.pth
20241103-17:02:06 epoch_duration 2min46s next_finish 17:04:53
20241103-17:02:07 wrote state.pth
20241103-17:02:07 --- epoch 1138 ----------------------------------------
20241103-17:02:07 current_test_accuracies 0.9176 0.9292 0.9560 0.9504 0.9448
20241103-17:02:07 nb_c_quizzes 35041
20241103-17:02:07 weakest_accuracies [0.9176, 0.9292]
20241103-17:02:07 dummy_rand tensor([0.5734])
20241103-17:02:07 dummy_rand tensor([0.3920])
20241103-17:02:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:02:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:04:38 train_loss 1138 model 0 0.03616855621337891
20241103-17:04:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:04:38 train_loss 1138 model 1 0.03487180709838867
20241103-17:04:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:04:41 test_loss 1138 model 0 0.029281463623046875
20241103-17:04:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:04:41 test_loss 1138 model 1 0.029005966186523437
20241103-17:04:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:04:43 test_accuracy 1138 model 0 nb_correct 2294 / 2500 (91.76%)
20241103-17:04:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:04:43 test_accuracy 1138 model 1 nb_correct 2310 / 2500 (92.40%)
20241103-17:04:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:04:53 wrote ae_*.pth
20241103-17:04:53 epoch_duration 2min46s next_finish 17:07:39
20241103-17:04:53 wrote state.pth
20241103-17:04:53 --- epoch 1139 ----------------------------------------
20241103-17:04:53 current_test_accuracies 0.9176 0.9240 0.9560 0.9504 0.9448
20241103-17:04:53 nb_c_quizzes 35041
20241103-17:04:53 weakest_accuracies [0.9176, 0.924]
20241103-17:04:53 dummy_rand tensor([0.4391])
20241103-17:04:53 dummy_rand tensor([0.2575])
20241103-17:04:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:04:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:07:24 train_loss 1139 model 0 0.03501072502136231
20241103-17:07:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:07:25 train_loss 1139 model 1 0.035600505828857425
20241103-17:07:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:07:27 test_loss 1139 model 0 0.03036285400390625
20241103-17:07:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:07:27 test_loss 1139 model 1 0.031041641235351563
20241103-17:07:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:07:29 test_accuracy 1139 model 0 nb_correct 2295 / 2500 (91.80%)
20241103-17:07:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:07:29 test_accuracy 1139 model 1 nb_correct 2299 / 2500 (91.96%)
20241103-17:07:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:07:39 wrote ae_*.pth
20241103-17:07:39 epoch_duration 2min46s next_finish 17:10:25
20241103-17:07:39 wrote state.pth
20241103-17:07:39 --- epoch 1140 ----------------------------------------
20241103-17:07:39 current_test_accuracies 0.9180 0.9196 0.9560 0.9504 0.9448
20241103-17:07:39 nb_c_quizzes 35041
20241103-17:07:39 weakest_accuracies [0.918, 0.9196]
20241103-17:07:39 dummy_rand tensor([0.4917])
20241103-17:07:39 dummy_rand tensor([0.2726])
20241103-17:07:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:07:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:10:11 train_loss 1140 model 0 0.035022588729858396
20241103-17:10:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:10:11 train_loss 1140 model 1 0.03483696746826172
20241103-17:10:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:10:13 test_loss 1140 model 0 0.028243408203125
20241103-17:10:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:10:13 test_loss 1140 model 1 0.030734786987304686
20241103-17:10:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:10:15 test_accuracy 1140 model 0 nb_correct 2294 / 2500 (91.76%)
20241103-17:10:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:10:16 test_accuracy 1140 model 1 nb_correct 2322 / 2500 (92.88%)
20241103-17:10:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:10:25 wrote ae_*.pth
20241103-17:10:25 epoch_duration 2min46s next_finish 17:13:11
20241103-17:10:25 wrote state.pth
20241103-17:10:25 --- epoch 1141 ----------------------------------------
20241103-17:10:25 current_test_accuracies 0.9176 0.9288 0.9560 0.9504 0.9448
20241103-17:10:25 nb_c_quizzes 35041
20241103-17:10:25 weakest_accuracies [0.9176, 0.9288]
20241103-17:10:25 dummy_rand tensor([0.8675])
20241103-17:10:25 dummy_rand tensor([0.3891])
20241103-17:10:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:10:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:12:57 train_loss 1141 model 0 0.034972768783569336
20241103-17:12:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:12:57 train_loss 1141 model 1 0.03492476654052734
20241103-17:12:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:12:59 test_loss 1141 model 0 0.029176712036132812
20241103-17:12:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:12:59 test_loss 1141 model 1 0.02808685302734375
20241103-17:12:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:13:01 test_accuracy 1141 model 0 nb_correct 2299 / 2500 (91.96%)
20241103-17:13:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:13:01 test_accuracy 1141 model 1 nb_correct 2297 / 2500 (91.88%)
20241103-17:13:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:13:11 wrote ae_*.pth
20241103-17:13:11 epoch_duration 2min46s next_finish 17:15:57
20241103-17:13:11 wrote state.pth
20241103-17:13:11 --- epoch 1142 ----------------------------------------
20241103-17:13:11 current_test_accuracies 0.9196 0.9188 0.9560 0.9504 0.9448
20241103-17:13:11 nb_c_quizzes 35041
20241103-17:13:11 weakest_accuracies [0.9188, 0.9196]
20241103-17:13:11 dummy_rand tensor([0.4873])
20241103-17:13:11 dummy_rand tensor([0.1730])
20241103-17:13:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:13:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:15:43 train_loss 1142 model 1 0.03455669403076172
20241103-17:15:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:15:43 train_loss 1142 model 0 0.03559016418457031
20241103-17:15:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:15:45 test_loss 1142 model 1 0.031608448028564454
20241103-17:15:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:15:45 test_loss 1142 model 0 0.027245635986328124
20241103-17:15:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:15:48 test_accuracy 1142 model 1 nb_correct 2290 / 2500 (91.60%)
20241103-17:15:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:15:48 test_accuracy 1142 model 0 nb_correct 2331 / 2500 (93.24%)
20241103-17:15:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:15:57 wrote ae_*.pth
20241103-17:15:57 epoch_duration 2min46s next_finish 17:18:43
20241103-17:15:57 wrote state.pth
20241103-17:15:57 --- epoch 1143 ----------------------------------------
20241103-17:15:57 current_test_accuracies 0.9324 0.9160 0.9560 0.9504 0.9448
20241103-17:15:57 nb_c_quizzes 35041
20241103-17:15:57 weakest_accuracies [0.916, 0.9324]
20241103-17:15:57 dummy_rand tensor([0.0453])
20241103-17:15:57 dummy_rand tensor([0.8979])
20241103-17:15:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:15:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:18:30 train_loss 1143 model 1 0.03479980087280273
20241103-17:18:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:18:30 train_loss 1143 model 0 0.03509017562866211
20241103-17:18:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:18:32 test_loss 1143 model 1 0.0268194580078125
20241103-17:18:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:18:32 test_loss 1143 model 0 0.028104934692382812
20241103-17:18:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:18:34 test_accuracy 1143 model 1 nb_correct 2375 / 2500 (95.00%)
20241103-17:18:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:18:35 test_accuracy 1143 model 0 nb_correct 2318 / 2500 (92.72%)
20241103-17:18:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:18:44 wrote ae_*.pth
20241103-17:18:44 epoch_duration 2min46s next_finish 17:21:31
20241103-17:18:44 wrote state.pth
20241103-17:18:44 --- epoch 1144 ----------------------------------------
20241103-17:18:44 current_test_accuracies 0.9272 0.9500 0.9560 0.9504 0.9448
20241103-17:18:44 nb_c_quizzes 35041
20241103-17:18:44 weakest_accuracies [0.9272, 0.9448]
20241103-17:18:44 dummy_rand tensor([0.3513])
20241103-17:18:44 dummy_rand tensor([0.1997])
20241103-17:18:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:18:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:21:16 train_loss 1144 model 0 0.03594174957275391
20241103-17:21:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:21:16 train_loss 1144 model 4 0.035123783111572264
20241103-17:21:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:21:18 test_loss 1144 model 0 0.029281692504882814
20241103-17:21:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:21:18 test_loss 1144 model 4 0.02623382568359375
20241103-17:21:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:21:21 test_accuracy 1144 model 0 nb_correct 2306 / 2500 (92.24%)
20241103-17:21:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:21:21 test_accuracy 1144 model 4 nb_correct 2298 / 2500 (91.92%)
20241103-17:21:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:21:30 wrote ae_*.pth
20241103-17:21:30 epoch_duration 2min45s next_finish 17:24:16
20241103-17:21:30 wrote state.pth
20241103-17:21:30 --- epoch 1145 ----------------------------------------
20241103-17:21:30 current_test_accuracies 0.9224 0.9500 0.9560 0.9504 0.9192
20241103-17:21:30 nb_c_quizzes 35041
20241103-17:21:30 weakest_accuracies [0.9192, 0.9224]
20241103-17:21:30 dummy_rand tensor([0.3342])
20241103-17:21:30 dummy_rand tensor([0.0888])
20241103-17:21:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:21:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:24:03 train_loss 1145 model 0 0.03475189208984375
20241103-17:24:03 train_loss 1145 model 4 0.03507598972320557
20241103-17:24:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:24:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:24:05 test_loss 1145 model 0 0.02686592102050781
20241103-17:24:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:24:05 test_loss 1145 model 4 0.02641845703125
20241103-17:24:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:24:07 test_accuracy 1145 model 0 nb_correct 2294 / 2500 (91.76%)
20241103-17:24:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:24:07 test_accuracy 1145 model 4 nb_correct 2341 / 2500 (93.64%)
20241103-17:24:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:24:17 wrote ae_*.pth
20241103-17:24:17 epoch_duration 2min46s next_finish 17:27:04
20241103-17:24:17 wrote state.pth
20241103-17:24:17 --- epoch 1146 ----------------------------------------
20241103-17:24:17 current_test_accuracies 0.9176 0.9500 0.9560 0.9504 0.9364
20241103-17:24:17 nb_c_quizzes 35041
20241103-17:24:17 weakest_accuracies [0.9176, 0.9364]
20241103-17:24:17 dummy_rand tensor([0.4381])
20241103-17:24:17 dummy_rand tensor([0.9348])
20241103-17:24:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:24:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:26:49 train_loss 1146 model 0 0.03530486297607422
20241103-17:26:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:26:49 train_loss 1146 model 4 0.034333709716796876
20241103-17:26:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:26:51 test_loss 1146 model 0 0.02495471954345703
20241103-17:26:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:26:51 test_loss 1146 model 4 0.027374420166015625
20241103-17:26:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:26:54 test_accuracy 1146 model 0 nb_correct 2301 / 2500 (92.04%)
20241103-17:26:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:26:54 test_accuracy 1146 model 4 nb_correct 2258 / 2500 (90.32%)
20241103-17:26:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:27:03 wrote ae_*.pth
20241103-17:27:03 epoch_duration 2min46s next_finish 17:29:49
20241103-17:27:03 wrote state.pth
20241103-17:27:03 --- epoch 1147 ----------------------------------------
20241103-17:27:03 current_test_accuracies 0.9204 0.9500 0.9560 0.9504 0.9032
20241103-17:27:03 nb_c_quizzes 35041
20241103-17:27:03 weakest_accuracies [0.9032, 0.9204]
20241103-17:27:03 dummy_rand tensor([0.5290])
20241103-17:27:03 dummy_rand tensor([0.0720])
20241103-17:27:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:27:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:29:35 train_loss 1147 model 0 0.03500562286376953
20241103-17:29:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:29:35 train_loss 1147 model 4 0.035079212188720704
20241103-17:29:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:29:37 test_loss 1147 model 0 0.0269683837890625
20241103-17:29:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:29:37 test_loss 1147 model 4 0.029523773193359373
20241103-17:29:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:29:40 test_accuracy 1147 model 0 nb_correct 2214 / 2500 (88.56%)
20241103-17:29:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:29:40 test_accuracy 1147 model 4 nb_correct 2257 / 2500 (90.28%)
20241103-17:29:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:29:49 wrote ae_*.pth
20241103-17:29:49 epoch_duration 2min46s next_finish 17:32:36
20241103-17:29:50 wrote state.pth
20241103-17:29:50 --- epoch 1148 ----------------------------------------
20241103-17:29:50 current_test_accuracies 0.8856 0.9500 0.9560 0.9504 0.9028
20241103-17:29:50 nb_c_quizzes 35041
20241103-17:29:50 weakest_accuracies [0.8856, 0.9028]
20241103-17:29:50 dummy_rand tensor([0.7421])
20241103-17:29:50 dummy_rand tensor([0.9523])
20241103-17:29:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:29:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:32:21 train_loss 1148 model 0 0.0347924976348877
20241103-17:32:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:32:21 train_loss 1148 model 4 0.03440386772155762
20241103-17:32:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:32:24 test_loss 1148 model 0 0.02769775390625
20241103-17:32:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:32:24 test_loss 1148 model 4 0.0310076904296875
20241103-17:32:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:32:26 test_accuracy 1148 model 0 nb_correct 2338 / 2500 (93.52%)
20241103-17:32:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:32:26 test_accuracy 1148 model 4 nb_correct 2326 / 2500 (93.04%)
20241103-17:32:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:32:35 wrote ae_*.pth
20241103-17:32:35 epoch_duration 2min46s next_finish 17:35:21
20241103-17:32:36 wrote state.pth
20241103-17:32:36 --- epoch 1149 ----------------------------------------
20241103-17:32:36 current_test_accuracies 0.9352 0.9500 0.9560 0.9504 0.9304
20241103-17:32:36 nb_c_quizzes 35041
20241103-17:32:36 weakest_accuracies [0.9304, 0.9352]
20241103-17:32:36 dummy_rand tensor([0.5766])
20241103-17:32:36 dummy_rand tensor([0.4212])
20241103-17:32:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:32:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:35:07 train_loss 1149 model 4 0.03453637313842774
20241103-17:35:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:35:07 train_loss 1149 model 0 0.03497686767578125
20241103-17:35:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:35:10 test_loss 1149 model 4 0.03058452606201172
20241103-17:35:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:35:10 test_loss 1149 model 0 0.029042115211486818
20241103-17:35:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:35:12 test_accuracy 1149 model 4 nb_correct 2360 / 2500 (94.40%)
20241103-17:35:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:35:12 test_accuracy 1149 model 0 nb_correct 2258 / 2500 (90.32%)
20241103-17:35:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:35:21 wrote ae_*.pth
20241103-17:35:21 epoch_duration 2min46s next_finish 17:38:08
20241103-17:35:22 wrote state.pth
20241103-17:35:22 --- epoch 1150 ----------------------------------------
20241103-17:35:22 current_test_accuracies 0.9032 0.9500 0.9560 0.9504 0.9440
20241103-17:35:22 nb_c_quizzes 35041
20241103-17:35:22 weakest_accuracies [0.9032, 0.944]
20241103-17:35:22 dummy_rand tensor([0.6722])
20241103-17:35:22 dummy_rand tensor([0.2053])
20241103-17:35:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:35:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:37:53 train_loss 1150 model 0 0.03502784729003906
20241103-17:37:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:37:53 train_loss 1150 model 4 0.03387791061401367
20241103-17:37:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:37:56 test_loss 1150 model 0 0.026933670043945312
20241103-17:37:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:37:56 test_loss 1150 model 4 0.031527557373046876
20241103-17:37:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:37:58 test_accuracy 1150 model 0 nb_correct 2270 / 2500 (90.80%)
20241103-17:37:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:37:58 test_accuracy 1150 model 4 nb_correct 2302 / 2500 (92.08%)
20241103-17:37:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:38:07 wrote ae_*.pth
20241103-17:38:07 epoch_duration 2min45s next_finish 17:40:53
20241103-17:38:08 wrote state.pth
20241103-17:38:08 --- epoch 1151 ----------------------------------------
20241103-17:38:08 current_test_accuracies 0.9080 0.9500 0.9560 0.9504 0.9208
20241103-17:38:08 nb_c_quizzes 35041
20241103-17:38:08 weakest_accuracies [0.908, 0.9208]
20241103-17:38:08 dummy_rand tensor([0.6169])
20241103-17:38:08 dummy_rand tensor([0.4391])
20241103-17:38:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:38:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:40:39 train_loss 1151 model 0 0.034933853149414065
20241103-17:40:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:40:39 train_loss 1151 model 4 0.03410609817504883
20241103-17:40:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:40:42 test_loss 1151 model 0 0.028996124267578124
20241103-17:40:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:40:42 test_loss 1151 model 4 0.02877727508544922
20241103-17:40:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:40:44 test_accuracy 1151 model 0 nb_correct 2287 / 2500 (91.48%)
20241103-17:40:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:40:44 test_accuracy 1151 model 4 nb_correct 2326 / 2500 (93.04%)
20241103-17:40:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:40:53 wrote ae_*.pth
20241103-17:40:53 epoch_duration 2min45s next_finish 17:43:39
20241103-17:40:54 wrote state.pth
20241103-17:40:54 --- epoch 1152 ----------------------------------------
20241103-17:40:54 current_test_accuracies 0.9148 0.9500 0.9560 0.9504 0.9304
20241103-17:40:54 nb_c_quizzes 35041
20241103-17:40:54 weakest_accuracies [0.9148, 0.9304]
20241103-17:40:54 dummy_rand tensor([0.4874])
20241103-17:40:54 dummy_rand tensor([0.7951])
20241103-17:40:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:40:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:43:25 train_loss 1152 model 0 0.034759033203125
20241103-17:43:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:43:25 train_loss 1152 model 4 0.03427424144744873
20241103-17:43:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:43:27 test_loss 1152 model 0 0.029608078002929687
20241103-17:43:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:43:28 test_loss 1152 model 4 0.030547637939453125
20241103-17:43:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:43:30 test_accuracy 1152 model 0 nb_correct 2336 / 2500 (93.44%)
20241103-17:43:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:43:30 test_accuracy 1152 model 4 nb_correct 2334 / 2500 (93.36%)
20241103-17:43:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:43:39 wrote ae_*.pth
20241103-17:43:39 epoch_duration 2min45s next_finish 17:46:25
20241103-17:43:40 wrote state.pth
20241103-17:43:40 --- epoch 1153 ----------------------------------------
20241103-17:43:40 current_test_accuracies 0.9344 0.9500 0.9560 0.9504 0.9336
20241103-17:43:40 nb_c_quizzes 35041
20241103-17:43:40 weakest_accuracies [0.9336, 0.9344]
20241103-17:43:40 dummy_rand tensor([0.6778])
20241103-17:43:40 dummy_rand tensor([0.8431])
20241103-17:43:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:43:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:46:12 train_loss 1153 model 0 0.03393179702758789
20241103-17:46:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:46:13 train_loss 1153 model 4 0.035487293243408206
20241103-17:46:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:46:15 test_loss 1153 model 0 0.027699432373046874
20241103-17:46:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:46:15 test_loss 1153 model 4 0.02984992980957031
20241103-17:46:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:46:17 test_accuracy 1153 model 0 nb_correct 2287 / 2500 (91.48%)
20241103-17:46:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:46:18 test_accuracy 1153 model 4 nb_correct 2267 / 2500 (90.68%)
20241103-17:46:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:46:27 wrote ae_*.pth
20241103-17:46:27 epoch_duration 2min47s next_finish 17:49:14
20241103-17:46:27 wrote state.pth
20241103-17:46:27 --- epoch 1154 ----------------------------------------
20241103-17:46:27 current_test_accuracies 0.9148 0.9500 0.9560 0.9504 0.9068
20241103-17:46:27 nb_c_quizzes 35041
20241103-17:46:27 weakest_accuracies [0.9068, 0.9148]
20241103-17:46:27 dummy_rand tensor([0.8218])
20241103-17:46:27 dummy_rand tensor([0.1339])
20241103-17:46:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:46:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:48:59 train_loss 1154 model 4 0.03424435234069824
20241103-17:48:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:48:59 train_loss 1154 model 0 0.03483271789550781
20241103-17:48:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:49:01 test_loss 1154 model 4 0.02716339111328125
20241103-17:49:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:49:01 test_loss 1154 model 0 0.028048934936523436
20241103-17:49:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:49:03 test_accuracy 1154 model 4 nb_correct 2315 / 2500 (92.60%)
20241103-17:49:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:49:03 test_accuracy 1154 model 0 nb_correct 2296 / 2500 (91.84%)
20241103-17:49:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:49:13 wrote ae_*.pth
20241103-17:49:13 epoch_duration 2min45s next_finish 17:51:59
20241103-17:49:13 wrote state.pth
20241103-17:49:13 --- epoch 1155 ----------------------------------------
20241103-17:49:13 current_test_accuracies 0.9184 0.9500 0.9560 0.9504 0.9260
20241103-17:49:13 nb_c_quizzes 35041
20241103-17:49:13 weakest_accuracies [0.9184, 0.926]
20241103-17:49:13 dummy_rand tensor([0.4722])
20241103-17:49:13 dummy_rand tensor([0.6854])
20241103-17:49:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:49:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:51:45 train_loss 1155 model 0 0.03538893127441406
20241103-17:51:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:51:45 train_loss 1155 model 4 0.03410404586791992
20241103-17:51:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:51:47 test_loss 1155 model 0 0.0280487060546875
20241103-17:51:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:51:47 test_loss 1155 model 4 0.03235641479492188
20241103-17:51:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:51:49 test_accuracy 1155 model 0 nb_correct 2295 / 2500 (91.80%)
20241103-17:51:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:51:49 test_accuracy 1155 model 4 nb_correct 2319 / 2500 (92.76%)
20241103-17:51:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:51:59 wrote ae_*.pth
20241103-17:51:59 epoch_duration 2min45s next_finish 17:54:45
20241103-17:51:59 wrote state.pth
20241103-17:51:59 --- epoch 1156 ----------------------------------------
20241103-17:51:59 current_test_accuracies 0.9180 0.9500 0.9560 0.9504 0.9276
20241103-17:51:59 nb_c_quizzes 35041
20241103-17:51:59 weakest_accuracies [0.918, 0.9276]
20241103-17:51:59 dummy_rand tensor([0.9842])
20241103-17:51:59 dummy_rand tensor([0.7265])
20241103-17:51:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:51:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:54:31 train_loss 1156 model 4 0.03421323776245117
20241103-17:54:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:54:31 train_loss 1156 model 0 0.035429977416992185
20241103-17:54:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:54:33 test_loss 1156 model 4 0.02777252197265625
20241103-17:54:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:54:33 test_loss 1156 model 0 0.029226226806640623
20241103-17:54:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:54:35 test_accuracy 1156 model 4 nb_correct 2313 / 2500 (92.52%)
20241103-17:54:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:54:35 test_accuracy 1156 model 0 nb_correct 2288 / 2500 (91.52%)
20241103-17:54:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:54:45 wrote ae_*.pth
20241103-17:54:45 epoch_duration 2min46s next_finish 17:57:31
20241103-17:54:45 wrote state.pth
20241103-17:54:45 --- epoch 1157 ----------------------------------------
20241103-17:54:45 current_test_accuracies 0.9152 0.9500 0.9560 0.9504 0.9252
20241103-17:54:45 nb_c_quizzes 35041
20241103-17:54:45 weakest_accuracies [0.9152, 0.9252]
20241103-17:54:45 dummy_rand tensor([0.8321])
20241103-17:54:45 dummy_rand tensor([0.3216])
20241103-17:54:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:54:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:57:17 train_loss 1157 model 4 0.03380301284790039
20241103-17:57:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:57:17 train_loss 1157 model 0 0.035296009063720706
20241103-17:57:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:57:19 test_loss 1157 model 4 0.028228912353515625
20241103-17:57:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:57:19 test_loss 1157 model 0 0.02942718505859375
20241103-17:57:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-17:57:22 test_accuracy 1157 model 4 nb_correct 2306 / 2500 (92.24%)
20241103-17:57:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:57:22 test_accuracy 1157 model 0 nb_correct 2333 / 2500 (93.32%)
20241103-17:57:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-17:57:31 wrote ae_*.pth
20241103-17:57:31 epoch_duration 2min46s next_finish 18:00:17
20241103-17:57:31 wrote state.pth
20241103-17:57:31 --- epoch 1158 ----------------------------------------
20241103-17:57:31 current_test_accuracies 0.9332 0.9500 0.9560 0.9504 0.9224
20241103-17:57:31 nb_c_quizzes 35041
20241103-17:57:31 weakest_accuracies [0.9224, 0.9332]
20241103-17:57:31 dummy_rand tensor([0.4562])
20241103-17:57:31 dummy_rand tensor([0.4249])
20241103-17:57:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-17:57:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:00:03 train_loss 1158 model 4 0.03525667953491211
20241103-18:00:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:00:03 train_loss 1158 model 0 0.035079048156738284
20241103-18:00:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:00:05 test_loss 1158 model 4 0.03016998291015625
20241103-18:00:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:00:05 test_loss 1158 model 0 0.03071904182434082
20241103-18:00:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:00:08 test_accuracy 1158 model 4 nb_correct 2321 / 2500 (92.84%)
20241103-18:00:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:00:08 test_accuracy 1158 model 0 nb_correct 2249 / 2500 (89.96%)
20241103-18:00:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:00:17 wrote ae_*.pth
20241103-18:00:17 epoch_duration 2min46s next_finish 18:03:04
20241103-18:00:18 wrote state.pth
20241103-18:00:18 --- epoch 1159 ----------------------------------------
20241103-18:00:18 current_test_accuracies 0.8996 0.9500 0.9560 0.9504 0.9284
20241103-18:00:18 nb_c_quizzes 35041
20241103-18:00:18 weakest_accuracies [0.8996, 0.9284]
20241103-18:00:18 dummy_rand tensor([0.4863])
20241103-18:00:18 dummy_rand tensor([0.3281])
20241103-18:00:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:00:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:02:49 train_loss 1159 model 4 0.033396526336669924
20241103-18:02:49 train_loss 1159 model 0 0.03488918685913086
20241103-18:02:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:02:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:02:52 test_loss 1159 model 4 0.026865692138671876
20241103-18:02:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:02:52 test_loss 1159 model 0 0.029718780517578126
20241103-18:02:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:02:54 test_accuracy 1159 model 4 nb_correct 2346 / 2500 (93.84%)
20241103-18:02:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:02:54 test_accuracy 1159 model 0 nb_correct 2330 / 2500 (93.20%)
20241103-18:02:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:03:04 wrote ae_*.pth
20241103-18:03:04 epoch_duration 2min46s next_finish 18:05:50
20241103-18:03:04 wrote state.pth
20241103-18:03:04 --- epoch 1160 ----------------------------------------
20241103-18:03:04 current_test_accuracies 0.9320 0.9500 0.9560 0.9504 0.9384
20241103-18:03:04 nb_c_quizzes 35041
20241103-18:03:04 weakest_accuracies [0.932, 0.9384]
20241103-18:03:04 dummy_rand tensor([0.3806])
20241103-18:03:04 dummy_rand tensor([0.5724])
20241103-18:03:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:03:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:05:36 train_loss 1160 model 0 0.03478103733062744
20241103-18:05:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:05:36 train_loss 1160 model 4 0.0343891191482544
20241103-18:05:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:05:38 test_loss 1160 model 0 0.027349014282226563
20241103-18:05:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:05:38 test_loss 1160 model 4 0.02700739860534668
20241103-18:05:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:05:41 test_accuracy 1160 model 0 nb_correct 2290 / 2500 (91.60%)
20241103-18:05:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:05:41 test_accuracy 1160 model 4 nb_correct 2320 / 2500 (92.80%)
20241103-18:05:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:05:50 wrote ae_*.pth
20241103-18:05:50 epoch_duration 2min46s next_finish 18:08:37
20241103-18:05:50 wrote state.pth
20241103-18:05:50 --- epoch 1161 ----------------------------------------
20241103-18:05:50 current_test_accuracies 0.9160 0.9500 0.9560 0.9504 0.9280
20241103-18:05:50 nb_c_quizzes 35041
20241103-18:05:50 weakest_accuracies [0.916, 0.928]
20241103-18:05:50 dummy_rand tensor([0.1649])
20241103-18:05:50 dummy_rand tensor([0.9305])
20241103-18:05:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:05:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:08:23 train_loss 1161 model 0 0.03492166519165039
20241103-18:08:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:08:23 train_loss 1161 model 4 0.0346257381439209
20241103-18:08:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:08:25 test_loss 1161 model 0 0.024770240783691406
20241103-18:08:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:08:26 test_loss 1161 model 4 0.02836822509765625
20241103-18:08:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:08:28 test_accuracy 1161 model 0 nb_correct 2317 / 2500 (92.68%)
20241103-18:08:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:08:28 test_accuracy 1161 model 4 nb_correct 2355 / 2500 (94.20%)
20241103-18:08:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:08:37 wrote ae_*.pth
20241103-18:08:37 epoch_duration 2min47s next_finish 18:11:24
20241103-18:08:38 wrote state.pth
20241103-18:08:38 --- epoch 1162 ----------------------------------------
20241103-18:08:38 current_test_accuracies 0.9268 0.9500 0.9560 0.9504 0.9420
20241103-18:08:38 nb_c_quizzes 35041
20241103-18:08:38 weakest_accuracies [0.9268, 0.942]
20241103-18:08:38 dummy_rand tensor([0.5193])
20241103-18:08:38 dummy_rand tensor([0.7812])
20241103-18:08:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:08:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:11:09 train_loss 1162 model 0 0.03472041702270508
20241103-18:11:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:11:09 train_loss 1162 model 4 0.0350367374420166
20241103-18:11:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:11:11 test_loss 1162 model 0 0.031681175231933596
20241103-18:11:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:11:12 test_loss 1162 model 4 0.028989410400390624
20241103-18:11:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:11:14 test_accuracy 1162 model 0 nb_correct 2321 / 2500 (92.84%)
20241103-18:11:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:11:14 test_accuracy 1162 model 4 nb_correct 2348 / 2500 (93.92%)
20241103-18:11:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:11:23 wrote ae_*.pth
20241103-18:11:23 epoch_duration 2min45s next_finish 18:14:09
20241103-18:11:23 wrote state.pth
20241103-18:11:23 --- epoch 1163 ----------------------------------------
20241103-18:11:23 current_test_accuracies 0.9284 0.9500 0.9560 0.9504 0.9392
20241103-18:11:23 nb_c_quizzes 35041
20241103-18:11:23 weakest_accuracies [0.9284, 0.9392]
20241103-18:11:23 dummy_rand tensor([0.2999])
20241103-18:11:23 dummy_rand tensor([0.6114])
20241103-18:11:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:11:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:13:55 train_loss 1163 model 0 0.035086383819580076
20241103-18:13:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:13:55 train_loss 1163 model 4 0.034636741638183595
20241103-18:13:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:13:57 test_loss 1163 model 0 0.03022745132446289
20241103-18:13:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:13:57 test_loss 1163 model 4 0.026865253448486327
20241103-18:13:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:14:00 test_accuracy 1163 model 0 nb_correct 2279 / 2500 (91.16%)
20241103-18:14:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:14:00 test_accuracy 1163 model 4 nb_correct 2370 / 2500 (94.80%)
20241103-18:14:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:14:09 wrote ae_*.pth
20241103-18:14:09 epoch_duration 2min46s next_finish 18:16:55
20241103-18:14:09 wrote state.pth
20241103-18:14:09 --- epoch 1164 ----------------------------------------
20241103-18:14:09 current_test_accuracies 0.9116 0.9500 0.9560 0.9504 0.9480
20241103-18:14:09 nb_c_quizzes 35041
20241103-18:14:09 weakest_accuracies [0.9116, 0.948]
20241103-18:14:09 dummy_rand tensor([0.8513])
20241103-18:14:09 dummy_rand tensor([0.3269])
20241103-18:14:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:14:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:16:41 train_loss 1164 model 0 0.03511808013916016
20241103-18:16:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:16:41 train_loss 1164 model 4 0.03405268478393555
20241103-18:16:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:16:44 test_loss 1164 model 0 0.028360595703125
20241103-18:16:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:16:44 test_loss 1164 model 4 0.026777420043945312
20241103-18:16:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:16:46 test_accuracy 1164 model 0 nb_correct 2302 / 2500 (92.08%)
20241103-18:16:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:16:46 test_accuracy 1164 model 4 nb_correct 2351 / 2500 (94.04%)
20241103-18:16:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:16:56 wrote ae_*.pth
20241103-18:16:56 epoch_duration 2min46s next_finish 18:19:42
20241103-18:16:56 wrote state.pth
20241103-18:16:56 --- epoch 1165 ----------------------------------------
20241103-18:16:56 current_test_accuracies 0.9208 0.9500 0.9560 0.9504 0.9404
20241103-18:16:56 nb_c_quizzes 35041
20241103-18:16:56 weakest_accuracies [0.9208, 0.9404]
20241103-18:16:56 dummy_rand tensor([0.4593])
20241103-18:16:56 dummy_rand tensor([0.7490])
20241103-18:16:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:16:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:19:27 train_loss 1165 model 0 0.03564125823974609
20241103-18:19:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:19:27 train_loss 1165 model 4 0.03391710472106933
20241103-18:19:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:19:30 test_loss 1165 model 0 0.02703582763671875
20241103-18:19:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:19:30 test_loss 1165 model 4 0.03224960327148438
20241103-18:19:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:19:32 test_accuracy 1165 model 0 nb_correct 2269 / 2500 (90.76%)
20241103-18:19:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:19:32 test_accuracy 1165 model 4 nb_correct 2315 / 2500 (92.60%)
20241103-18:19:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:19:42 wrote ae_*.pth
20241103-18:19:42 epoch_duration 2min45s next_finish 18:22:27
20241103-18:19:42 wrote state.pth
20241103-18:19:42 --- epoch 1166 ----------------------------------------
20241103-18:19:42 current_test_accuracies 0.9076 0.9500 0.9560 0.9504 0.9260
20241103-18:19:42 nb_c_quizzes 35041
20241103-18:19:42 weakest_accuracies [0.9076, 0.926]
20241103-18:19:42 dummy_rand tensor([0.9227])
20241103-18:19:42 dummy_rand tensor([0.3359])
20241103-18:19:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:19:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:22:13 train_loss 1166 model 0 0.03444982147216797
20241103-18:22:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:22:13 train_loss 1166 model 4 0.03450400733947754
20241103-18:22:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:22:16 test_loss 1166 model 0 0.026706161499023436
20241103-18:22:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:22:16 test_loss 1166 model 4 0.027498092651367188
20241103-18:22:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:22:18 test_accuracy 1166 model 0 nb_correct 2290 / 2500 (91.60%)
20241103-18:22:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:22:18 test_accuracy 1166 model 4 nb_correct 2280 / 2500 (91.20%)
20241103-18:22:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:22:28 wrote ae_*.pth
20241103-18:22:28 epoch_duration 2min46s next_finish 18:25:14
20241103-18:22:28 wrote state.pth
20241103-18:22:28 --- epoch 1167 ----------------------------------------
20241103-18:22:28 current_test_accuracies 0.9160 0.9500 0.9560 0.9504 0.9120
20241103-18:22:28 nb_c_quizzes 35041
20241103-18:22:28 weakest_accuracies [0.912, 0.916]
20241103-18:22:28 dummy_rand tensor([0.1831])
20241103-18:22:28 dummy_rand tensor([0.1650])
20241103-18:22:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:22:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:24:59 train_loss 1167 model 4 0.034345970153808594
20241103-18:24:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:24:59 train_loss 1167 model 0 0.034840755462646485
20241103-18:24:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:25:02 test_loss 1167 model 4 0.02656768798828125
20241103-18:25:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:25:02 test_loss 1167 model 0 0.029014434814453125
20241103-18:25:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:25:04 test_accuracy 1167 model 4 nb_correct 2314 / 2500 (92.56%)
20241103-18:25:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:25:04 test_accuracy 1167 model 0 nb_correct 2294 / 2500 (91.76%)
20241103-18:25:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:25:13 wrote ae_*.pth
20241103-18:25:13 epoch_duration 2min45s next_finish 18:27:59
20241103-18:25:14 wrote state.pth
20241103-18:25:14 --- epoch 1168 ----------------------------------------
20241103-18:25:14 current_test_accuracies 0.9176 0.9500 0.9560 0.9504 0.9256
20241103-18:25:14 nb_c_quizzes 35041
20241103-18:25:14 weakest_accuracies [0.9176, 0.9256]
20241103-18:25:14 dummy_rand tensor([0.4564])
20241103-18:25:14 dummy_rand tensor([0.3149])
20241103-18:25:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:25:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:27:45 train_loss 1168 model 4 0.034403260231018064
20241103-18:27:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:27:45 train_loss 1168 model 0 0.03472858619689941
20241103-18:27:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:27:48 test_loss 1168 model 4 0.026538619995117186
20241103-18:27:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:27:48 test_loss 1168 model 0 0.029293594360351564
20241103-18:27:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:27:50 test_accuracy 1168 model 4 nb_correct 2325 / 2500 (93.00%)
20241103-18:27:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:27:50 test_accuracy 1168 model 0 nb_correct 2317 / 2500 (92.68%)
20241103-18:27:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:27:59 wrote ae_*.pth
20241103-18:27:59 epoch_duration 2min46s next_finish 18:30:45
20241103-18:28:00 wrote state.pth
20241103-18:28:00 --- epoch 1169 ----------------------------------------
20241103-18:28:00 current_test_accuracies 0.9268 0.9500 0.9560 0.9504 0.9300
20241103-18:28:00 nb_c_quizzes 35041
20241103-18:28:00 weakest_accuracies [0.9268, 0.93]
20241103-18:28:00 dummy_rand tensor([0.3236])
20241103-18:28:00 dummy_rand tensor([0.6126])
20241103-18:28:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:28:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:30:31 train_loss 1169 model 4 0.03386426544189453
20241103-18:30:31 train_loss 1169 model 0 0.03417230796813965
20241103-18:30:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:30:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:30:34 test_loss 1169 model 4 0.02612213134765625
20241103-18:30:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:30:34 test_loss 1169 model 0 0.029656448364257813
20241103-18:30:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:30:36 test_accuracy 1169 model 4 nb_correct 2315 / 2500 (92.60%)
20241103-18:30:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:30:36 test_accuracy 1169 model 0 nb_correct 2294 / 2500 (91.76%)
20241103-18:30:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:30:46 wrote ae_*.pth
20241103-18:30:46 epoch_duration 2min46s next_finish 18:33:32
20241103-18:30:46 wrote state.pth
20241103-18:30:46 --- epoch 1170 ----------------------------------------
20241103-18:30:46 current_test_accuracies 0.9176 0.9500 0.9560 0.9504 0.9260
20241103-18:30:46 nb_c_quizzes 35041
20241103-18:30:46 weakest_accuracies [0.9176, 0.926]
20241103-18:30:46 dummy_rand tensor([0.9175])
20241103-18:30:46 dummy_rand tensor([0.0462])
20241103-18:30:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:30:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:33:18 train_loss 1170 model 4 0.03446600723266602
20241103-18:33:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:33:18 train_loss 1170 model 0 0.03557712364196777
20241103-18:33:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:33:21 test_loss 1170 model 4 0.028479766845703126
20241103-18:33:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:33:21 test_loss 1170 model 0 0.03167234420776367
20241103-18:33:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:33:23 test_accuracy 1170 model 4 nb_correct 2272 / 2500 (90.88%)
20241103-18:33:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:33:23 test_accuracy 1170 model 0 nb_correct 2316 / 2500 (92.64%)
20241103-18:33:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:33:33 wrote ae_*.pth
20241103-18:33:33 epoch_duration 2min47s next_finish 18:36:20
20241103-18:33:33 wrote state.pth
20241103-18:33:33 --- epoch 1171 ----------------------------------------
20241103-18:33:33 current_test_accuracies 0.9264 0.9500 0.9560 0.9504 0.9088
20241103-18:33:33 nb_c_quizzes 35041
20241103-18:33:33 weakest_accuracies [0.9088, 0.9264]
20241103-18:33:33 dummy_rand tensor([0.1862])
20241103-18:33:33 dummy_rand tensor([0.1819])
20241103-18:33:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:33:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:36:05 train_loss 1171 model 4 0.03379878425598144
20241103-18:36:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:36:05 train_loss 1171 model 0 0.0345177116394043
20241103-18:36:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:36:07 test_loss 1171 model 4 0.032177581787109374
20241103-18:36:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:36:07 test_loss 1171 model 0 0.031334209442138675
20241103-18:36:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:36:09 test_accuracy 1171 model 4 nb_correct 2337 / 2500 (93.48%)
20241103-18:36:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:36:09 test_accuracy 1171 model 0 nb_correct 2320 / 2500 (92.80%)
20241103-18:36:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:36:19 wrote ae_*.pth
20241103-18:36:19 epoch_duration 2min46s next_finish 18:39:05
20241103-18:36:19 wrote state.pth
20241103-18:36:19 --- epoch 1172 ----------------------------------------
20241103-18:36:19 current_test_accuracies 0.9280 0.9500 0.9560 0.9504 0.9348
20241103-18:36:19 nb_c_quizzes 35041
20241103-18:36:19 weakest_accuracies [0.928, 0.9348]
20241103-18:36:19 dummy_rand tensor([0.6527])
20241103-18:36:19 dummy_rand tensor([0.7833])
20241103-18:36:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:36:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:38:51 train_loss 1172 model 0 0.03454219436645508
20241103-18:38:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:38:51 train_loss 1172 model 4 0.03380447959899902
20241103-18:38:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:38:53 test_loss 1172 model 0 0.030213775634765624
20241103-18:38:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:38:53 test_loss 1172 model 4 0.03108722686767578
20241103-18:38:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:38:55 test_accuracy 1172 model 0 nb_correct 2348 / 2500 (93.92%)
20241103-18:38:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:38:55 test_accuracy 1172 model 4 nb_correct 2330 / 2500 (93.20%)
20241103-18:38:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:39:05 wrote ae_*.pth
20241103-18:39:05 epoch_duration 2min46s next_finish 18:41:51
20241103-18:39:05 wrote state.pth
20241103-18:39:05 --- epoch 1173 ----------------------------------------
20241103-18:39:05 current_test_accuracies 0.9392 0.9500 0.9560 0.9504 0.9320
20241103-18:39:05 nb_c_quizzes 35041
20241103-18:39:05 weakest_accuracies [0.932, 0.9392]
20241103-18:39:05 dummy_rand tensor([0.0912])
20241103-18:39:05 dummy_rand tensor([0.0177])
20241103-18:39:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:39:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:41:37 train_loss 1173 model 4 0.0338276481628418
20241103-18:41:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:41:37 train_loss 1173 model 0 0.03505915069580078
20241103-18:41:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:41:39 test_loss 1173 model 4 0.0279718017578125
20241103-18:41:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:41:39 test_loss 1173 model 0 0.02654460906982422
20241103-18:41:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:41:41 test_accuracy 1173 model 4 nb_correct 2286 / 2500 (91.44%)
20241103-18:41:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:41:42 test_accuracy 1173 model 0 nb_correct 2279 / 2500 (91.16%)
20241103-18:41:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:41:51 wrote ae_*.pth
20241103-18:41:51 epoch_duration 2min46s next_finish 18:44:37
20241103-18:41:51 wrote state.pth
20241103-18:41:51 --- epoch 1174 ----------------------------------------
20241103-18:41:51 current_test_accuracies 0.9116 0.9500 0.9560 0.9504 0.9144
20241103-18:41:51 nb_c_quizzes 35041
20241103-18:41:51 weakest_accuracies [0.9116, 0.9144]
20241103-18:41:51 dummy_rand tensor([0.1082])
20241103-18:41:51 dummy_rand tensor([0.7974])
20241103-18:41:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:41:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:44:23 train_loss 1174 model 0 0.03500715827941894
20241103-18:44:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:44:23 train_loss 1174 model 4 0.03459233856201172
20241103-18:44:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:44:25 test_loss 1174 model 0 0.027211437225341795
20241103-18:44:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:44:26 test_loss 1174 model 4 0.029052925109863282
20241103-18:44:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:44:28 test_accuracy 1174 model 0 nb_correct 2286 / 2500 (91.44%)
20241103-18:44:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:44:28 test_accuracy 1174 model 4 nb_correct 2340 / 2500 (93.60%)
20241103-18:44:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:44:37 wrote ae_*.pth
20241103-18:44:37 epoch_duration 2min46s next_finish 18:47:24
20241103-18:44:38 wrote state.pth
20241103-18:44:38 --- epoch 1175 ----------------------------------------
20241103-18:44:38 current_test_accuracies 0.9144 0.9500 0.9560 0.9504 0.9360
20241103-18:44:38 nb_c_quizzes 35041
20241103-18:44:38 weakest_accuracies [0.9144, 0.936]
20241103-18:44:38 dummy_rand tensor([0.4118])
20241103-18:44:38 dummy_rand tensor([0.3002])
20241103-18:44:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:44:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:47:09 train_loss 1175 model 4 0.033508649826049806
20241103-18:47:09 train_loss 1175 model 0 0.03457823181152344
20241103-18:47:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:47:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:47:11 test_loss 1175 model 4 0.031664886474609376
20241103-18:47:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:47:11 test_loss 1175 model 0 0.028736305236816407
20241103-18:47:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:47:14 test_accuracy 1175 model 4 nb_correct 2340 / 2500 (93.60%)
20241103-18:47:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:47:14 test_accuracy 1175 model 0 nb_correct 2270 / 2500 (90.80%)
20241103-18:47:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:47:24 wrote ae_*.pth
20241103-18:47:24 epoch_duration 2min46s next_finish 18:50:10
20241103-18:47:24 wrote state.pth
20241103-18:47:24 --- epoch 1176 ----------------------------------------
20241103-18:47:24 current_test_accuracies 0.9080 0.9500 0.9560 0.9504 0.9360
20241103-18:47:24 nb_c_quizzes 35041
20241103-18:47:24 weakest_accuracies [0.908, 0.936]
20241103-18:47:24 dummy_rand tensor([0.6044])
20241103-18:47:24 dummy_rand tensor([0.0744])
20241103-18:47:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:47:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:49:55 train_loss 1176 model 0 0.0341757640838623
20241103-18:49:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:49:56 train_loss 1176 model 4 0.03480033111572266
20241103-18:49:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:49:58 test_loss 1176 model 0 0.02572540283203125
20241103-18:49:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:49:58 test_loss 1176 model 4 0.027958221435546875
20241103-18:49:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:50:00 test_accuracy 1176 model 0 nb_correct 2313 / 2500 (92.52%)
20241103-18:50:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:50:00 test_accuracy 1176 model 4 nb_correct 2322 / 2500 (92.88%)
20241103-18:50:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:50:10 wrote ae_*.pth
20241103-18:50:10 epoch_duration 2min46s next_finish 18:52:56
20241103-18:50:10 wrote state.pth
20241103-18:50:10 --- epoch 1177 ----------------------------------------
20241103-18:50:10 current_test_accuracies 0.9252 0.9500 0.9560 0.9504 0.9288
20241103-18:50:10 nb_c_quizzes 35041
20241103-18:50:10 weakest_accuracies [0.9252, 0.9288]
20241103-18:50:10 dummy_rand tensor([0.3363])
20241103-18:50:10 dummy_rand tensor([0.5525])
20241103-18:50:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:50:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:52:42 train_loss 1177 model 0 0.03428556442260742
20241103-18:52:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:52:42 train_loss 1177 model 4 0.034320627212524414
20241103-18:52:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:52:44 test_loss 1177 model 0 0.026300277709960938
20241103-18:52:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:52:44 test_loss 1177 model 4 0.029302749633789062
20241103-18:52:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:52:47 test_accuracy 1177 model 0 nb_correct 2344 / 2500 (93.76%)
20241103-18:52:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:52:47 test_accuracy 1177 model 4 nb_correct 2359 / 2500 (94.36%)
20241103-18:52:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:52:56 wrote ae_*.pth
20241103-18:52:56 epoch_duration 2min46s next_finish 18:55:43
20241103-18:52:56 wrote state.pth
20241103-18:52:56 --- epoch 1178 ----------------------------------------
20241103-18:52:56 current_test_accuracies 0.9376 0.9500 0.9560 0.9504 0.9436
20241103-18:52:56 nb_c_quizzes 35041
20241103-18:52:56 weakest_accuracies [0.9376, 0.9436]
20241103-18:52:56 dummy_rand tensor([0.0177])
20241103-18:52:56 dummy_rand tensor([0.6266])
20241103-18:52:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:52:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:55:28 train_loss 1178 model 0 0.03432186889648438
20241103-18:55:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:55:28 train_loss 1178 model 4 0.03451407241821289
20241103-18:55:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:55:30 test_loss 1178 model 0 0.02513214111328125
20241103-18:55:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:55:30 test_loss 1178 model 4 0.028810577392578127
20241103-18:55:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:55:33 test_accuracy 1178 model 0 nb_correct 2268 / 2500 (90.72%)
20241103-18:55:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:55:33 test_accuracy 1178 model 4 nb_correct 2325 / 2500 (93.00%)
20241103-18:55:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:55:42 wrote ae_*.pth
20241103-18:55:42 epoch_duration 2min45s next_finish 18:58:28
20241103-18:55:42 wrote state.pth
20241103-18:55:42 --- epoch 1179 ----------------------------------------
20241103-18:55:42 current_test_accuracies 0.9072 0.9500 0.9560 0.9504 0.9300
20241103-18:55:42 nb_c_quizzes 35041
20241103-18:55:42 weakest_accuracies [0.9072, 0.93]
20241103-18:55:42 dummy_rand tensor([0.8992])
20241103-18:55:42 dummy_rand tensor([0.9125])
20241103-18:55:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:55:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:58:14 train_loss 1179 model 0 0.03456526184082031
20241103-18:58:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:58:14 train_loss 1179 model 4 0.03352737045288086
20241103-18:58:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:58:16 test_loss 1179 model 0 0.03065948486328125
20241103-18:58:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:58:16 test_loss 1179 model 4 0.028337059020996095
20241103-18:58:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-18:58:18 test_accuracy 1179 model 0 nb_correct 2295 / 2500 (91.80%)
20241103-18:58:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:58:18 test_accuracy 1179 model 4 nb_correct 2357 / 2500 (94.28%)
20241103-18:58:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-18:58:28 wrote ae_*.pth
20241103-18:58:28 epoch_duration 2min45s next_finish 19:01:14
20241103-18:58:28 wrote state.pth
20241103-18:58:28 --- epoch 1180 ----------------------------------------
20241103-18:58:28 current_test_accuracies 0.9180 0.9500 0.9560 0.9504 0.9428
20241103-18:58:28 nb_c_quizzes 35041
20241103-18:58:28 weakest_accuracies [0.918, 0.9428]
20241103-18:58:28 dummy_rand tensor([0.0926])
20241103-18:58:28 dummy_rand tensor([0.5808])
20241103-18:58:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-18:58:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:01:00 train_loss 1180 model 0 0.03530402374267578
20241103-19:01:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:01:00 train_loss 1180 model 4 0.03381362533569336
20241103-19:01:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:01:02 test_loss 1180 model 0 0.026744613647460936
20241103-19:01:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:01:02 test_loss 1180 model 4 0.02624168395996094
20241103-19:01:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:01:04 test_accuracy 1180 model 0 nb_correct 2314 / 2500 (92.56%)
20241103-19:01:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:01:04 test_accuracy 1180 model 4 nb_correct 2322 / 2500 (92.88%)
20241103-19:01:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:01:14 wrote ae_*.pth
20241103-19:01:14 epoch_duration 2min46s next_finish 19:04:00
20241103-19:01:14 wrote state.pth
20241103-19:01:14 --- epoch 1181 ----------------------------------------
20241103-19:01:14 current_test_accuracies 0.9256 0.9500 0.9560 0.9504 0.9288
20241103-19:01:14 nb_c_quizzes 35041
20241103-19:01:14 weakest_accuracies [0.9256, 0.9288]
20241103-19:01:14 dummy_rand tensor([0.0408])
20241103-19:01:14 dummy_rand tensor([0.1120])
20241103-19:01:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:01:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:03:46 train_loss 1181 model 4 0.034025723457336426
20241103-19:03:46 train_loss 1181 model 0 0.03518682861328125
20241103-19:03:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:03:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:03:48 test_loss 1181 model 0 0.02629608154296875
20241103-19:03:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:03:48 test_loss 1181 model 4 0.028590755462646486
20241103-19:03:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:03:50 test_accuracy 1181 model 0 nb_correct 2283 / 2500 (91.32%)
20241103-19:03:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:03:50 test_accuracy 1181 model 4 nb_correct 2313 / 2500 (92.52%)
20241103-19:03:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:04:00 wrote ae_*.pth
20241103-19:04:00 epoch_duration 2min46s next_finish 19:06:47
20241103-19:04:00 wrote state.pth
20241103-19:04:00 --- epoch 1182 ----------------------------------------
20241103-19:04:00 current_test_accuracies 0.9132 0.9500 0.9560 0.9504 0.9252
20241103-19:04:00 nb_c_quizzes 35041
20241103-19:04:00 weakest_accuracies [0.9132, 0.9252]
20241103-19:04:00 dummy_rand tensor([0.4957])
20241103-19:04:00 dummy_rand tensor([0.9399])
20241103-19:04:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:04:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:06:32 train_loss 1182 model 0 0.035132381439208986
20241103-19:06:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:06:32 train_loss 1182 model 4 0.034276689529418945
20241103-19:06:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:06:34 test_loss 1182 model 0 0.029136619567871093
20241103-19:06:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:06:34 test_loss 1182 model 4 0.033012619018554686
20241103-19:06:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:06:37 test_accuracy 1182 model 0 nb_correct 2262 / 2500 (90.48%)
20241103-19:06:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:06:37 test_accuracy 1182 model 4 nb_correct 2346 / 2500 (93.84%)
20241103-19:06:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:06:46 wrote ae_*.pth
20241103-19:06:46 epoch_duration 2min46s next_finish 19:09:32
20241103-19:06:46 wrote state.pth
20241103-19:06:46 --- epoch 1183 ----------------------------------------
20241103-19:06:46 current_test_accuracies 0.9048 0.9500 0.9560 0.9504 0.9384
20241103-19:06:46 nb_c_quizzes 35041
20241103-19:06:46 weakest_accuracies [0.9048, 0.9384]
20241103-19:06:46 dummy_rand tensor([0.8273])
20241103-19:06:46 dummy_rand tensor([0.1416])
20241103-19:06:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:06:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:09:18 train_loss 1183 model 0 0.03459160614013672
20241103-19:09:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:09:18 train_loss 1183 model 4 0.03441158294677735
20241103-19:09:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:09:20 test_loss 1183 model 0 0.02792510986328125
20241103-19:09:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:09:20 test_loss 1183 model 4 0.029389896392822266
20241103-19:09:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:09:23 test_accuracy 1183 model 0 nb_correct 2289 / 2500 (91.56%)
20241103-19:09:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:09:23 test_accuracy 1183 model 4 nb_correct 2336 / 2500 (93.44%)
20241103-19:09:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:09:32 wrote ae_*.pth
20241103-19:09:32 epoch_duration 2min45s next_finish 19:12:18
20241103-19:09:32 wrote state.pth
20241103-19:09:32 --- epoch 1184 ----------------------------------------
20241103-19:09:32 current_test_accuracies 0.9156 0.9500 0.9560 0.9504 0.9344
20241103-19:09:32 nb_c_quizzes 35041
20241103-19:09:32 weakest_accuracies [0.9156, 0.9344]
20241103-19:09:32 dummy_rand tensor([0.9681])
20241103-19:09:32 dummy_rand tensor([0.7932])
20241103-19:09:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:09:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:12:04 train_loss 1184 model 0 0.03517917251586914
20241103-19:12:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:12:04 train_loss 1184 model 4 0.03401472854614258
20241103-19:12:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:12:06 test_loss 1184 model 0 0.0308154296875
20241103-19:12:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:12:07 test_loss 1184 model 4 0.031377983093261716
20241103-19:12:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:12:09 test_accuracy 1184 model 0 nb_correct 2279 / 2500 (91.16%)
20241103-19:12:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:12:09 test_accuracy 1184 model 4 nb_correct 2327 / 2500 (93.08%)
20241103-19:12:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:12:18 wrote ae_*.pth
20241103-19:12:18 epoch_duration 2min45s next_finish 19:15:04
20241103-19:12:18 wrote state.pth
20241103-19:12:18 --- epoch 1185 ----------------------------------------
20241103-19:12:18 current_test_accuracies 0.9116 0.9500 0.9560 0.9504 0.9308
20241103-19:12:18 nb_c_quizzes 35041
20241103-19:12:18 weakest_accuracies [0.9116, 0.9308]
20241103-19:12:18 dummy_rand tensor([0.2517])
20241103-19:12:18 dummy_rand tensor([0.4764])
20241103-19:12:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:12:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:14:50 train_loss 1185 model 4 0.033738628387451175
20241103-19:14:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:14:50 train_loss 1185 model 0 0.03462497329711914
20241103-19:14:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:14:52 test_loss 1185 model 4 0.025907058715820313
20241103-19:14:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:14:52 test_loss 1185 model 0 0.030243988037109374
20241103-19:14:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:14:55 test_accuracy 1185 model 4 nb_correct 2330 / 2500 (93.20%)
20241103-19:14:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:14:55 test_accuracy 1185 model 0 nb_correct 2276 / 2500 (91.04%)
20241103-19:14:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:15:04 wrote ae_*.pth
20241103-19:15:04 epoch_duration 2min45s next_finish 19:17:50
20241103-19:15:04 wrote state.pth
20241103-19:15:04 --- epoch 1186 ----------------------------------------
20241103-19:15:04 current_test_accuracies 0.9104 0.9500 0.9560 0.9504 0.9320
20241103-19:15:04 nb_c_quizzes 35041
20241103-19:15:04 weakest_accuracies [0.9104, 0.932]
20241103-19:15:04 dummy_rand tensor([0.1707])
20241103-19:15:04 dummy_rand tensor([0.1622])
20241103-19:15:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:15:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:17:36 train_loss 1186 model 0 0.034005859375
20241103-19:17:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:17:36 train_loss 1186 model 4 0.034003055572509766
20241103-19:17:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:17:38 test_loss 1186 model 0 0.027742462158203127
20241103-19:17:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:17:38 test_loss 1186 model 4 0.027933807373046876
20241103-19:17:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:17:41 test_accuracy 1186 model 0 nb_correct 2203 / 2500 (88.12%)
20241103-19:17:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:17:41 test_accuracy 1186 model 4 nb_correct 2376 / 2500 (95.04%)
20241103-19:17:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:17:50 wrote ae_*.pth
20241103-19:17:50 epoch_duration 2min45s next_finish 19:20:36
20241103-19:17:50 wrote state.pth
20241103-19:17:50 --- epoch 1187 ----------------------------------------
20241103-19:17:50 current_test_accuracies 0.8812 0.9500 0.9560 0.9504 0.9504
20241103-19:17:50 nb_c_quizzes 35041
20241103-19:17:50 weakest_accuracies [0.8812, 0.95]
20241103-19:17:50 dummy_rand tensor([0.1817])
20241103-19:17:50 dummy_rand tensor([0.9448])
20241103-19:17:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:17:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:20:23 train_loss 1187 model 0 0.03486958122253418
20241103-19:20:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:20:23 train_loss 1187 model 1 0.03537422561645508
20241103-19:20:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:20:25 test_loss 1187 model 0 0.0256561279296875
20241103-19:20:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:20:25 test_loss 1187 model 1 0.027731094360351562
20241103-19:20:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:20:27 test_accuracy 1187 model 0 nb_correct 2302 / 2500 (92.08%)
20241103-19:20:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:20:28 test_accuracy 1187 model 1 nb_correct 2326 / 2500 (93.04%)
20241103-19:20:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:20:37 wrote ae_*.pth
20241103-19:20:37 epoch_duration 2min46s next_finish 19:23:24
20241103-19:20:37 wrote state.pth
20241103-19:20:37 --- epoch 1188 ----------------------------------------
20241103-19:20:37 current_test_accuracies 0.9208 0.9304 0.9560 0.9504 0.9504
20241103-19:20:37 nb_c_quizzes 35041
20241103-19:20:37 weakest_accuracies [0.9208, 0.9304]
20241103-19:20:37 dummy_rand tensor([0.7029])
20241103-19:20:37 dummy_rand tensor([0.4210])
20241103-19:20:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:20:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:23:09 train_loss 1188 model 0 0.0348375244140625
20241103-19:23:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:23:09 train_loss 1188 model 1 0.035460693359375
20241103-19:23:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:23:11 test_loss 1188 model 0 0.027482948303222655
20241103-19:23:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:23:11 test_loss 1188 model 1 0.032597808837890624
20241103-19:23:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:23:14 test_accuracy 1188 model 0 nb_correct 2246 / 2500 (89.84%)
20241103-19:23:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:23:14 test_accuracy 1188 model 1 nb_correct 2315 / 2500 (92.60%)
20241103-19:23:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:23:23 wrote ae_*.pth
20241103-19:23:23 epoch_duration 2min46s next_finish 19:26:10
20241103-19:23:24 wrote state.pth
20241103-19:23:24 --- epoch 1189 ----------------------------------------
20241103-19:23:24 current_test_accuracies 0.8984 0.9260 0.9560 0.9504 0.9504
20241103-19:23:24 nb_c_quizzes 35041
20241103-19:23:24 weakest_accuracies [0.8984, 0.926]
20241103-19:23:24 dummy_rand tensor([0.6424])
20241103-19:23:24 dummy_rand tensor([0.9986])
20241103-19:23:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:23:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:25:55 train_loss 1189 model 1 0.034917167663574215
20241103-19:25:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:25:55 train_loss 1189 model 0 0.03502495574951172
20241103-19:25:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:25:58 test_loss 1189 model 1 0.026590118408203123
20241103-19:25:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:25:58 test_loss 1189 model 0 0.03099578857421875
20241103-19:25:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:26:00 test_accuracy 1189 model 1 nb_correct 2323 / 2500 (92.92%)
20241103-19:26:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:26:00 test_accuracy 1189 model 0 nb_correct 2249 / 2500 (89.96%)
20241103-19:26:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:26:10 wrote ae_*.pth
20241103-19:26:10 epoch_duration 2min46s next_finish 19:28:56
20241103-19:26:10 wrote state.pth
20241103-19:26:10 --- epoch 1190 ----------------------------------------
20241103-19:26:10 current_test_accuracies 0.8996 0.9292 0.9560 0.9504 0.9504
20241103-19:26:10 nb_c_quizzes 35041
20241103-19:26:10 weakest_accuracies [0.8996, 0.9292]
20241103-19:26:10 dummy_rand tensor([0.4562])
20241103-19:26:10 dummy_rand tensor([0.8981])
20241103-19:26:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:26:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:28:42 train_loss 1190 model 1 0.03485103034973144
20241103-19:28:42 train_loss 1190 model 0 0.03455161666870117
20241103-19:28:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:28:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:28:44 test_loss 1190 model 1 0.029066925048828126
20241103-19:28:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:28:44 test_loss 1190 model 0 0.027222099304199218
20241103-19:28:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:28:46 test_accuracy 1190 model 1 nb_correct 2303 / 2500 (92.12%)
20241103-19:28:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:28:46 test_accuracy 1190 model 0 nb_correct 2290 / 2500 (91.60%)
20241103-19:28:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:28:56 wrote ae_*.pth
20241103-19:28:56 epoch_duration 2min46s next_finish 19:31:42
20241103-19:28:56 wrote state.pth
20241103-19:28:56 --- epoch 1191 ----------------------------------------
20241103-19:28:56 current_test_accuracies 0.9160 0.9212 0.9560 0.9504 0.9504
20241103-19:28:56 nb_c_quizzes 35041
20241103-19:28:56 weakest_accuracies [0.916, 0.9212]
20241103-19:28:56 dummy_rand tensor([0.8982])
20241103-19:28:56 dummy_rand tensor([0.2582])
20241103-19:28:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:28:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:31:28 train_loss 1191 model 0 0.03503166198730469
20241103-19:31:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:31:28 train_loss 1191 model 1 0.03529916286468506
20241103-19:31:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:31:30 test_loss 1191 model 0 0.026784591674804688
20241103-19:31:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:31:30 test_loss 1191 model 1 0.033459625244140624
20241103-19:31:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:31:33 test_accuracy 1191 model 0 nb_correct 2258 / 2500 (90.32%)
20241103-19:31:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:31:33 test_accuracy 1191 model 1 nb_correct 2304 / 2500 (92.16%)
20241103-19:31:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:31:42 wrote ae_*.pth
20241103-19:31:42 epoch_duration 2min46s next_finish 19:34:28
20241103-19:31:42 wrote state.pth
20241103-19:31:42 --- epoch 1192 ----------------------------------------
20241103-19:31:42 current_test_accuracies 0.9032 0.9216 0.9560 0.9504 0.9504
20241103-19:31:42 nb_c_quizzes 35041
20241103-19:31:42 weakest_accuracies [0.9032, 0.9216]
20241103-19:31:42 dummy_rand tensor([0.6424])
20241103-19:31:42 dummy_rand tensor([0.0481])
20241103-19:31:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:31:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:34:14 train_loss 1192 model 0 0.034909645080566404
20241103-19:34:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:34:14 train_loss 1192 model 1 0.03485821151733398
20241103-19:34:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:34:16 test_loss 1192 model 0 0.028369646072387695
20241103-19:34:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:34:16 test_loss 1192 model 1 0.03047332763671875
20241103-19:34:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:34:19 test_accuracy 1192 model 0 nb_correct 2284 / 2500 (91.36%)
20241103-19:34:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:34:19 test_accuracy 1192 model 1 nb_correct 2318 / 2500 (92.72%)
20241103-19:34:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:34:28 wrote ae_*.pth
20241103-19:34:28 epoch_duration 2min46s next_finish 19:37:15
20241103-19:34:29 wrote state.pth
20241103-19:34:29 --- epoch 1193 ----------------------------------------
20241103-19:34:29 current_test_accuracies 0.9136 0.9272 0.9560 0.9504 0.9504
20241103-19:34:29 nb_c_quizzes 35041
20241103-19:34:29 weakest_accuracies [0.9136, 0.9272]
20241103-19:34:29 dummy_rand tensor([0.8571])
20241103-19:34:29 dummy_rand tensor([0.7244])
20241103-19:34:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:34:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:37:00 train_loss 1193 model 0 0.03429705047607422
20241103-19:37:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:37:00 train_loss 1193 model 1 0.035180509567260744
20241103-19:37:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:37:03 test_loss 1193 model 0 0.024889183044433594
20241103-19:37:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:37:03 test_loss 1193 model 1 0.030479888916015625
20241103-19:37:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:37:05 test_accuracy 1193 model 0 nb_correct 2275 / 2500 (91.00%)
20241103-19:37:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:37:05 test_accuracy 1193 model 1 nb_correct 2335 / 2500 (93.40%)
20241103-19:37:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:37:15 wrote ae_*.pth
20241103-19:37:15 epoch_duration 2min46s next_finish 19:40:01
20241103-19:37:15 wrote state.pth
20241103-19:37:15 --- epoch 1194 ----------------------------------------
20241103-19:37:15 current_test_accuracies 0.9100 0.9340 0.9560 0.9504 0.9504
20241103-19:37:15 nb_c_quizzes 35041
20241103-19:37:15 weakest_accuracies [0.91, 0.934]
20241103-19:37:15 dummy_rand tensor([0.7577])
20241103-19:37:15 dummy_rand tensor([0.1372])
20241103-19:37:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:37:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:39:47 train_loss 1194 model 1 0.034329574584960935
20241103-19:39:47 train_loss 1194 model 0 0.034975914001464846
20241103-19:39:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:39:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:39:49 test_loss 1194 model 1 0.03157958984375
20241103-19:39:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:39:49 test_loss 1194 model 0 0.0274481201171875
20241103-19:39:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:39:51 test_accuracy 1194 model 1 nb_correct 2288 / 2500 (91.52%)
20241103-19:39:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:39:51 test_accuracy 1194 model 0 nb_correct 2331 / 2500 (93.24%)
20241103-19:39:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:40:01 wrote ae_*.pth
20241103-19:40:01 epoch_duration 2min46s next_finish 19:42:48
20241103-19:40:01 wrote state.pth
20241103-19:40:01 --- epoch 1195 ----------------------------------------
20241103-19:40:01 current_test_accuracies 0.9324 0.9152 0.9560 0.9504 0.9504
20241103-19:40:01 nb_c_quizzes 35041
20241103-19:40:01 weakest_accuracies [0.9152, 0.9324]
20241103-19:40:01 dummy_rand tensor([0.1762])
20241103-19:40:01 dummy_rand tensor([0.4375])
20241103-19:40:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:40:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:42:33 train_loss 1195 model 1 0.03410061264038086
20241103-19:42:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:42:33 train_loss 1195 model 0 0.03492567825317383
20241103-19:42:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:42:35 test_loss 1195 model 1 0.03240509033203125
20241103-19:42:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:42:36 test_loss 1195 model 0 0.025171051025390623
20241103-19:42:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:42:38 test_accuracy 1195 model 1 nb_correct 2339 / 2500 (93.56%)
20241103-19:42:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:42:38 test_accuracy 1195 model 0 nb_correct 2335 / 2500 (93.40%)
20241103-19:42:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:42:47 wrote ae_*.pth
20241103-19:42:47 epoch_duration 2min46s next_finish 19:45:34
20241103-19:42:48 wrote state.pth
20241103-19:42:48 --- epoch 1196 ----------------------------------------
20241103-19:42:48 current_test_accuracies 0.9340 0.9356 0.9560 0.9504 0.9504
20241103-19:42:48 nb_c_quizzes 35041
20241103-19:42:48 weakest_accuracies [0.934, 0.9356]
20241103-19:42:48 dummy_rand tensor([0.2579])
20241103-19:42:48 dummy_rand tensor([0.7096])
20241103-19:42:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:42:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:45:20 train_loss 1196 model 0 0.03452705764770508
20241103-19:45:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:45:20 train_loss 1196 model 1 0.03433152389526367
20241103-19:45:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:45:22 test_loss 1196 model 0 0.030309228897094725
20241103-19:45:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:45:22 test_loss 1196 model 1 0.026851806640625
20241103-19:45:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:45:25 test_accuracy 1196 model 0 nb_correct 2345 / 2500 (93.80%)
20241103-19:45:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:45:25 test_accuracy 1196 model 1 nb_correct 2312 / 2500 (92.48%)
20241103-19:45:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:45:34 wrote ae_*.pth
20241103-19:45:34 epoch_duration 2min46s next_finish 19:48:21
20241103-19:45:34 wrote state.pth
20241103-19:45:34 --- epoch 1197 ----------------------------------------
20241103-19:45:34 current_test_accuracies 0.9380 0.9248 0.9560 0.9504 0.9504
20241103-19:45:34 nb_c_quizzes 35041
20241103-19:45:34 weakest_accuracies [0.9248, 0.938]
20241103-19:45:34 dummy_rand tensor([0.5642])
20241103-19:45:34 dummy_rand tensor([0.3190])
20241103-19:45:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:45:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:48:07 train_loss 1197 model 1 0.034665539741516115
20241103-19:48:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:48:07 train_loss 1197 model 0 0.03434381866455078
20241103-19:48:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:48:09 test_loss 1197 model 1 0.026492462158203126
20241103-19:48:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:48:09 test_loss 1197 model 0 0.02922332763671875
20241103-19:48:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:48:11 test_accuracy 1197 model 1 nb_correct 2285 / 2500 (91.40%)
20241103-19:48:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:48:12 test_accuracy 1197 model 0 nb_correct 2305 / 2500 (92.20%)
20241103-19:48:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:48:21 wrote ae_*.pth
20241103-19:48:21 epoch_duration 2min47s next_finish 19:51:08
20241103-19:48:21 wrote state.pth
20241103-19:48:21 --- epoch 1198 ----------------------------------------
20241103-19:48:21 current_test_accuracies 0.9220 0.9140 0.9560 0.9504 0.9504
20241103-19:48:21 nb_c_quizzes 35041
20241103-19:48:21 weakest_accuracies [0.914, 0.922]
20241103-19:48:21 dummy_rand tensor([0.2308])
20241103-19:48:21 dummy_rand tensor([0.7037])
20241103-19:48:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:48:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:50:53 train_loss 1198 model 0 0.03451568603515625
20241103-19:50:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:50:53 train_loss 1198 model 1 0.034646492004394534
20241103-19:50:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:50:56 test_loss 1198 model 0 0.03165245056152344
20241103-19:50:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:50:56 test_loss 1198 model 1 0.03038257598876953
20241103-19:50:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:50:58 test_accuracy 1198 model 0 nb_correct 2290 / 2500 (91.60%)
20241103-19:50:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:50:58 test_accuracy 1198 model 1 nb_correct 2307 / 2500 (92.28%)
20241103-19:50:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:51:08 wrote ae_*.pth
20241103-19:51:08 epoch_duration 2min46s next_finish 19:53:54
20241103-19:51:08 wrote state.pth
20241103-19:51:08 --- epoch 1199 ----------------------------------------
20241103-19:51:08 current_test_accuracies 0.9160 0.9228 0.9560 0.9504 0.9504
20241103-19:51:08 nb_c_quizzes 35041
20241103-19:51:08 weakest_accuracies [0.916, 0.9228]
20241103-19:51:08 dummy_rand tensor([0.0958])
20241103-19:51:08 dummy_rand tensor([0.5575])
20241103-19:51:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:51:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:53:40 train_loss 1199 model 0 0.034890819549560546
20241103-19:53:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:53:40 train_loss 1199 model 1 0.03480772590637207
20241103-19:53:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:53:42 test_loss 1199 model 0 0.02799346923828125
20241103-19:53:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:53:42 test_loss 1199 model 1 0.030220909118652342
20241103-19:53:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:53:44 test_accuracy 1199 model 0 nb_correct 2341 / 2500 (93.64%)
20241103-19:53:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:53:44 test_accuracy 1199 model 1 nb_correct 2327 / 2500 (93.08%)
20241103-19:53:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:53:54 wrote ae_*.pth
20241103-19:53:54 epoch_duration 2min46s next_finish 19:56:40
20241103-19:53:54 wrote state.pth
20241103-19:53:54 --- epoch 1200 ----------------------------------------
20241103-19:53:54 current_test_accuracies 0.9364 0.9308 0.9560 0.9504 0.9504
20241103-19:53:54 nb_c_quizzes 35041
20241103-19:53:54 weakest_accuracies [0.9308, 0.9364]
20241103-19:53:54 dummy_rand tensor([0.3861])
20241103-19:53:54 dummy_rand tensor([0.8950])
20241103-19:53:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:53:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:56:26 train_loss 1200 model 1 0.034959060668945316
20241103-19:56:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:56:26 train_loss 1200 model 0 0.03510176467895508
20241103-19:56:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:56:28 test_loss 1200 model 1 0.024633522033691405
20241103-19:56:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:56:28 test_loss 1200 model 0 0.0292913818359375
20241103-19:56:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:56:30 test_accuracy 1200 model 1 nb_correct 2295 / 2500 (91.80%)
20241103-19:56:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:56:30 test_accuracy 1200 model 0 nb_correct 2315 / 2500 (92.60%)
20241103-19:56:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:56:40 wrote ae_*.pth
20241103-19:56:40 epoch_duration 2min46s next_finish 19:59:26
20241103-19:56:40 wrote state.pth
20241103-19:56:40 --- epoch 1201 ----------------------------------------
20241103-19:56:40 current_test_accuracies 0.9260 0.9180 0.9560 0.9504 0.9504
20241103-19:56:40 nb_c_quizzes 35041
20241103-19:56:40 weakest_accuracies [0.918, 0.926]
20241103-19:56:40 dummy_rand tensor([0.6053])
20241103-19:56:40 dummy_rand tensor([0.6686])
20241103-19:56:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:56:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:59:12 train_loss 1201 model 1 0.034724365234375
20241103-19:59:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:59:12 train_loss 1201 model 0 0.034008987426757814
20241103-19:59:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:59:14 test_loss 1201 model 1 0.032153778076171875
20241103-19:59:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:59:14 test_loss 1201 model 0 0.02779296875
20241103-19:59:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-19:59:17 test_accuracy 1201 model 1 nb_correct 2295 / 2500 (91.80%)
20241103-19:59:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:59:17 test_accuracy 1201 model 0 nb_correct 2323 / 2500 (92.92%)
20241103-19:59:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-19:59:26 wrote ae_*.pth
20241103-19:59:26 epoch_duration 2min46s next_finish 20:02:13
20241103-19:59:26 wrote state.pth
20241103-19:59:26 --- epoch 1202 ----------------------------------------
20241103-19:59:26 current_test_accuracies 0.9292 0.9180 0.9560 0.9504 0.9504
20241103-19:59:26 nb_c_quizzes 35041
20241103-19:59:26 weakest_accuracies [0.918, 0.9292]
20241103-19:59:26 dummy_rand tensor([0.5176])
20241103-19:59:26 dummy_rand tensor([0.4608])
20241103-19:59:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-19:59:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:01:58 train_loss 1202 model 0 0.034576887130737304
20241103-20:01:58 train_loss 1202 model 1 0.03440194702148437
20241103-20:01:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:01:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:02:01 test_loss 1202 model 0 0.02983795166015625
20241103-20:02:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:02:01 test_loss 1202 model 1 0.027600479125976563
20241103-20:02:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:02:03 test_accuracy 1202 model 0 nb_correct 2358 / 2500 (94.32%)
20241103-20:02:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:02:03 test_accuracy 1202 model 1 nb_correct 2302 / 2500 (92.08%)
20241103-20:02:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:02:13 wrote ae_*.pth
20241103-20:02:13 epoch_duration 2min46s next_finish 20:04:59
20241103-20:02:13 wrote state.pth
20241103-20:02:13 --- epoch 1203 ----------------------------------------
20241103-20:02:13 current_test_accuracies 0.9432 0.9208 0.9560 0.9504 0.9504
20241103-20:02:13 nb_c_quizzes 35041
20241103-20:02:13 weakest_accuracies [0.9208, 0.9432]
20241103-20:02:13 dummy_rand tensor([0.7558])
20241103-20:02:13 dummy_rand tensor([0.0366])
20241103-20:02:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:02:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:04:45 train_loss 1203 model 0 0.034667682647705075
20241103-20:04:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:04:45 train_loss 1203 model 1 0.034199615478515626
20241103-20:04:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:04:47 test_loss 1203 model 0 0.029482421875
20241103-20:04:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:04:47 test_loss 1203 model 1 0.026278610229492187
20241103-20:04:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:04:49 test_accuracy 1203 model 0 nb_correct 2321 / 2500 (92.84%)
20241103-20:04:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:04:49 test_accuracy 1203 model 1 nb_correct 2373 / 2500 (94.92%)
20241103-20:04:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:04:59 wrote ae_*.pth
20241103-20:04:59 epoch_duration 2min46s next_finish 20:07:45
20241103-20:04:59 wrote state.pth
20241103-20:04:59 --- epoch 1204 ----------------------------------------
20241103-20:04:59 current_test_accuracies 0.9284 0.9492 0.9560 0.9504 0.9504
20241103-20:04:59 nb_c_quizzes 35041
20241103-20:04:59 weakest_accuracies [0.9284, 0.9492]
20241103-20:04:59 dummy_rand tensor([0.1060])
20241103-20:04:59 dummy_rand tensor([0.2745])
20241103-20:04:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:04:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:07:31 train_loss 1204 model 0 0.034450180053710935
20241103-20:07:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:07:31 train_loss 1204 model 1 0.03471931266784668
20241103-20:07:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:07:33 test_loss 1204 model 0 0.030887069702148436
20241103-20:07:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:07:33 test_loss 1204 model 1 0.029409942626953126
20241103-20:07:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:07:36 test_accuracy 1204 model 0 nb_correct 2297 / 2500 (91.88%)
20241103-20:07:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:07:36 test_accuracy 1204 model 1 nb_correct 2339 / 2500 (93.56%)
20241103-20:07:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:07:45 wrote ae_*.pth
20241103-20:07:45 epoch_duration 2min46s next_finish 20:10:32
20241103-20:07:45 wrote state.pth
20241103-20:07:45 --- epoch 1205 ----------------------------------------
20241103-20:07:45 current_test_accuracies 0.9188 0.9356 0.9560 0.9504 0.9504
20241103-20:07:45 nb_c_quizzes 35041
20241103-20:07:45 weakest_accuracies [0.9188, 0.9356]
20241103-20:07:45 dummy_rand tensor([0.3666])
20241103-20:07:45 dummy_rand tensor([0.0988])
20241103-20:07:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:07:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:10:17 train_loss 1205 model 1 0.034163820266723634
20241103-20:10:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:10:17 train_loss 1205 model 0 0.03429312133789063
20241103-20:10:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:10:20 test_loss 1205 model 1 0.03201416015625
20241103-20:10:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:10:20 test_loss 1205 model 0 0.03043701171875
20241103-20:10:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:10:22 test_accuracy 1205 model 1 nb_correct 2314 / 2500 (92.56%)
20241103-20:10:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:10:22 test_accuracy 1205 model 0 nb_correct 2348 / 2500 (93.92%)
20241103-20:10:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:10:32 wrote ae_*.pth
20241103-20:10:32 epoch_duration 2min46s next_finish 20:13:18
20241103-20:10:32 wrote state.pth
20241103-20:10:32 --- epoch 1206 ----------------------------------------
20241103-20:10:32 current_test_accuracies 0.9392 0.9256 0.9560 0.9504 0.9504
20241103-20:10:32 nb_c_quizzes 35041
20241103-20:10:32 weakest_accuracies [0.9256, 0.9392]
20241103-20:10:32 dummy_rand tensor([0.6742])
20241103-20:10:32 dummy_rand tensor([0.9755])
20241103-20:10:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:10:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:13:04 train_loss 1206 model 0 0.03469015884399414
20241103-20:13:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:13:04 train_loss 1206 model 1 0.034358011245727536
20241103-20:13:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:13:06 test_loss 1206 model 0 0.02687835693359375
20241103-20:13:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:13:06 test_loss 1206 model 1 0.02798267364501953
20241103-20:13:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:13:08 test_accuracy 1206 model 0 nb_correct 2314 / 2500 (92.56%)
20241103-20:13:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:13:08 test_accuracy 1206 model 1 nb_correct 2338 / 2500 (93.52%)
20241103-20:13:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:13:18 wrote ae_*.pth
20241103-20:13:18 epoch_duration 2min46s next_finish 20:16:05
20241103-20:13:18 wrote state.pth
20241103-20:13:18 --- epoch 1207 ----------------------------------------
20241103-20:13:18 current_test_accuracies 0.9256 0.9352 0.9560 0.9504 0.9504
20241103-20:13:18 nb_c_quizzes 35041
20241103-20:13:18 weakest_accuracies [0.9256, 0.9352]
20241103-20:13:18 dummy_rand tensor([0.4499])
20241103-20:13:18 dummy_rand tensor([0.0296])
20241103-20:13:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:13:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:15:50 train_loss 1207 model 1 0.03421410751342773
20241103-20:15:50 train_loss 1207 model 0 0.03498944091796875
20241103-20:15:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:15:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:15:53 test_loss 1207 model 1 0.030259552001953124
20241103-20:15:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:15:53 test_loss 1207 model 0 0.03213517189025879
20241103-20:15:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:15:55 test_accuracy 1207 model 1 nb_correct 2338 / 2500 (93.52%)
20241103-20:15:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:15:55 test_accuracy 1207 model 0 nb_correct 2307 / 2500 (92.28%)
20241103-20:15:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:16:05 wrote ae_*.pth
20241103-20:16:05 epoch_duration 2min46s next_finish 20:18:51
20241103-20:16:05 wrote state.pth
20241103-20:16:05 --- epoch 1208 ----------------------------------------
20241103-20:16:05 current_test_accuracies 0.9228 0.9352 0.9560 0.9504 0.9504
20241103-20:16:05 nb_c_quizzes 35041
20241103-20:16:05 weakest_accuracies [0.9228, 0.9352]
20241103-20:16:05 dummy_rand tensor([0.9987])
20241103-20:16:05 dummy_rand tensor([0.2492])
20241103-20:16:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:16:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:18:37 train_loss 1208 model 0 0.03460707092285156
20241103-20:18:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:18:37 train_loss 1208 model 1 0.03440981292724609
20241103-20:18:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:18:40 test_loss 1208 model 0 0.0274029541015625
20241103-20:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:18:40 test_loss 1208 model 1 0.028051986694335937
20241103-20:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:18:42 test_accuracy 1208 model 0 nb_correct 2341 / 2500 (93.64%)
20241103-20:18:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:18:42 test_accuracy 1208 model 1 nb_correct 2329 / 2500 (93.16%)
20241103-20:18:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:18:51 wrote ae_*.pth
20241103-20:18:51 epoch_duration 2min46s next_finish 20:21:38
20241103-20:18:52 wrote state.pth
20241103-20:18:52 --- epoch 1209 ----------------------------------------
20241103-20:18:52 current_test_accuracies 0.9364 0.9316 0.9560 0.9504 0.9504
20241103-20:18:52 nb_c_quizzes 35041
20241103-20:18:52 weakest_accuracies [0.9316, 0.9364]
20241103-20:18:52 dummy_rand tensor([0.1365])
20241103-20:18:52 dummy_rand tensor([0.8110])
20241103-20:18:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:18:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:21:24 train_loss 1209 model 1 0.03349303436279297
20241103-20:21:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:21:24 train_loss 1209 model 0 0.03456124877929687
20241103-20:21:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:21:26 test_loss 1209 model 1 0.02616508483886719
20241103-20:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:21:26 test_loss 1209 model 0 0.027051620483398438
20241103-20:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:21:28 test_accuracy 1209 model 1 nb_correct 2311 / 2500 (92.44%)
20241103-20:21:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:21:28 test_accuracy 1209 model 0 nb_correct 2315 / 2500 (92.60%)
20241103-20:21:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:21:38 wrote ae_*.pth
20241103-20:21:38 epoch_duration 2min46s next_finish 20:24:24
20241103-20:21:38 wrote state.pth
20241103-20:21:38 --- epoch 1210 ----------------------------------------
20241103-20:21:38 current_test_accuracies 0.9260 0.9244 0.9560 0.9504 0.9504
20241103-20:21:38 nb_c_quizzes 35041
20241103-20:21:38 weakest_accuracies [0.9244, 0.926]
20241103-20:21:38 dummy_rand tensor([0.4209])
20241103-20:21:38 dummy_rand tensor([0.7595])
20241103-20:21:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:21:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:24:10 train_loss 1210 model 1 0.03506452178955078
20241103-20:24:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:24:10 train_loss 1210 model 0 0.03552717399597168
20241103-20:24:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:24:12 test_loss 1210 model 1 0.028298568725585938
20241103-20:24:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:24:12 test_loss 1210 model 0 0.02909393310546875
20241103-20:24:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:24:14 test_accuracy 1210 model 1 nb_correct 2346 / 2500 (93.84%)
20241103-20:24:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:24:15 test_accuracy 1210 model 0 nb_correct 2338 / 2500 (93.52%)
20241103-20:24:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:24:24 wrote ae_*.pth
20241103-20:24:24 epoch_duration 2min46s next_finish 20:27:10
20241103-20:24:24 wrote state.pth
20241103-20:24:24 --- epoch 1211 ----------------------------------------
20241103-20:24:24 current_test_accuracies 0.9352 0.9384 0.9560 0.9504 0.9504
20241103-20:24:24 nb_c_quizzes 35041
20241103-20:24:24 weakest_accuracies [0.9352, 0.9384]
20241103-20:24:24 dummy_rand tensor([0.3542])
20241103-20:24:24 dummy_rand tensor([0.4077])
20241103-20:24:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:24:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:26:56 train_loss 1211 model 1 0.03394222831726074
20241103-20:26:56 train_loss 1211 model 0 0.03402815628051758
20241103-20:26:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:26:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:26:58 test_loss 1211 model 1 0.02902984619140625
20241103-20:26:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:26:58 test_loss 1211 model 0 0.027050857543945313
20241103-20:26:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:27:01 test_accuracy 1211 model 1 nb_correct 2366 / 2500 (94.64%)
20241103-20:27:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:27:01 test_accuracy 1211 model 0 nb_correct 2271 / 2500 (90.84%)
20241103-20:27:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:27:10 wrote ae_*.pth
20241103-20:27:10 epoch_duration 2min46s next_finish 20:29:56
20241103-20:27:10 wrote state.pth
20241103-20:27:10 --- epoch 1212 ----------------------------------------
20241103-20:27:10 current_test_accuracies 0.9084 0.9464 0.9560 0.9504 0.9504
20241103-20:27:10 nb_c_quizzes 35041
20241103-20:27:10 weakest_accuracies [0.9084, 0.9464]
20241103-20:27:10 dummy_rand tensor([0.5740])
20241103-20:27:10 dummy_rand tensor([0.5688])
20241103-20:27:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:27:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:29:42 train_loss 1212 model 0 0.034715274810791015
20241103-20:29:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:29:42 train_loss 1212 model 1 0.03447053909301758
20241103-20:29:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:29:45 test_loss 1212 model 0 0.026145896911621093
20241103-20:29:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:29:45 test_loss 1212 model 1 0.026757774353027345
20241103-20:29:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:29:47 test_accuracy 1212 model 0 nb_correct 2301 / 2500 (92.04%)
20241103-20:29:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:29:47 test_accuracy 1212 model 1 nb_correct 2334 / 2500 (93.36%)
20241103-20:29:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:29:56 wrote ae_*.pth
20241103-20:29:56 epoch_duration 2min46s next_finish 20:32:43
20241103-20:29:57 wrote state.pth
20241103-20:29:57 --- epoch 1213 ----------------------------------------
20241103-20:29:57 current_test_accuracies 0.9204 0.9336 0.9560 0.9504 0.9504
20241103-20:29:57 nb_c_quizzes 35041
20241103-20:29:57 weakest_accuracies [0.9204, 0.9336]
20241103-20:29:57 dummy_rand tensor([0.4459])
20241103-20:29:57 dummy_rand tensor([0.3864])
20241103-20:29:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:29:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:32:28 train_loss 1213 model 0 0.03460869216918945
20241103-20:32:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:32:29 train_loss 1213 model 1 0.03475357818603515
20241103-20:32:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:32:31 test_loss 1213 model 0 0.024480743408203123
20241103-20:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:32:31 test_loss 1213 model 1 0.02663139343261719
20241103-20:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:32:33 test_accuracy 1213 model 0 nb_correct 2337 / 2500 (93.48%)
20241103-20:32:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:32:33 test_accuracy 1213 model 1 nb_correct 2351 / 2500 (94.04%)
20241103-20:32:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:32:43 wrote ae_*.pth
20241103-20:32:43 epoch_duration 2min46s next_finish 20:35:29
20241103-20:32:43 wrote state.pth
20241103-20:32:43 --- epoch 1214 ----------------------------------------
20241103-20:32:43 current_test_accuracies 0.9348 0.9404 0.9560 0.9504 0.9504
20241103-20:32:43 nb_c_quizzes 35041
20241103-20:32:43 weakest_accuracies [0.9348, 0.9404]
20241103-20:32:43 dummy_rand tensor([0.8375])
20241103-20:32:43 dummy_rand tensor([0.7418])
20241103-20:32:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:32:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:35:15 train_loss 1214 model 0 0.034974018096923826
20241103-20:35:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:35:15 train_loss 1214 model 1 0.03405500984191895
20241103-20:35:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:35:17 test_loss 1214 model 0 0.0295813512802124
20241103-20:35:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:35:17 test_loss 1214 model 1 0.0288641357421875
20241103-20:35:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:35:19 test_accuracy 1214 model 0 nb_correct 2316 / 2500 (92.64%)
20241103-20:35:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:35:19 test_accuracy 1214 model 1 nb_correct 2340 / 2500 (93.60%)
20241103-20:35:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:35:29 wrote ae_*.pth
20241103-20:35:29 epoch_duration 2min46s next_finish 20:38:15
20241103-20:35:29 wrote state.pth
20241103-20:35:29 --- epoch 1215 ----------------------------------------
20241103-20:35:29 current_test_accuracies 0.9264 0.9360 0.9560 0.9504 0.9504
20241103-20:35:29 nb_c_quizzes 35041
20241103-20:35:29 weakest_accuracies [0.9264, 0.936]
20241103-20:35:29 dummy_rand tensor([0.1812])
20241103-20:35:29 dummy_rand tensor([0.7753])
20241103-20:35:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:35:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:38:01 train_loss 1215 model 1 0.03443557357788086
20241103-20:38:01 train_loss 1215 model 0 0.034077764511108395
20241103-20:38:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:38:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:38:03 test_loss 1215 model 1 0.028893203735351564
20241103-20:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:38:03 test_loss 1215 model 0 0.027103118896484375
20241103-20:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:38:06 test_accuracy 1215 model 1 nb_correct 2320 / 2500 (92.80%)
20241103-20:38:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:38:06 test_accuracy 1215 model 0 nb_correct 2292 / 2500 (91.68%)
20241103-20:38:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:38:15 wrote ae_*.pth
20241103-20:38:15 epoch_duration 2min46s next_finish 20:41:02
20241103-20:38:15 wrote state.pth
20241103-20:38:15 --- epoch 1216 ----------------------------------------
20241103-20:38:15 current_test_accuracies 0.9168 0.9280 0.9560 0.9504 0.9504
20241103-20:38:15 nb_c_quizzes 35041
20241103-20:38:15 weakest_accuracies [0.9168, 0.928]
20241103-20:38:15 dummy_rand tensor([0.2447])
20241103-20:38:15 dummy_rand tensor([0.1312])
20241103-20:38:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:38:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:40:48 train_loss 1216 model 0 0.03462361526489258
20241103-20:40:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:40:48 train_loss 1216 model 1 0.034756757736206054
20241103-20:40:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:40:50 test_loss 1216 model 0 0.030544891357421874
20241103-20:40:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:40:50 test_loss 1216 model 1 0.0306414794921875
20241103-20:40:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:40:52 test_accuracy 1216 model 0 nb_correct 2308 / 2500 (92.32%)
20241103-20:40:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:40:53 test_accuracy 1216 model 1 nb_correct 2324 / 2500 (92.96%)
20241103-20:40:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:41:02 wrote ae_*.pth
20241103-20:41:02 epoch_duration 2min46s next_finish 20:43:49
20241103-20:41:02 wrote state.pth
20241103-20:41:02 --- epoch 1217 ----------------------------------------
20241103-20:41:02 current_test_accuracies 0.9232 0.9296 0.9560 0.9504 0.9504
20241103-20:41:02 nb_c_quizzes 35041
20241103-20:41:02 weakest_accuracies [0.9232, 0.9296]
20241103-20:41:02 dummy_rand tensor([0.1601])
20241103-20:41:02 dummy_rand tensor([0.7914])
20241103-20:41:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:41:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:43:34 train_loss 1217 model 0 0.034216333389282226
20241103-20:43:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:43:34 train_loss 1217 model 1 0.03442965507507324
20241103-20:43:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:43:36 test_loss 1217 model 0 0.030555458068847657
20241103-20:43:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:43:36 test_loss 1217 model 1 0.03147842407226562
20241103-20:43:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:43:39 test_accuracy 1217 model 0 nb_correct 2311 / 2500 (92.44%)
20241103-20:43:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:43:39 test_accuracy 1217 model 1 nb_correct 2339 / 2500 (93.56%)
20241103-20:43:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:43:48 wrote ae_*.pth
20241103-20:43:48 epoch_duration 2min46s next_finish 20:46:34
20241103-20:43:48 wrote state.pth
20241103-20:43:48 --- epoch 1218 ----------------------------------------
20241103-20:43:48 current_test_accuracies 0.9244 0.9356 0.9560 0.9504 0.9504
20241103-20:43:48 nb_c_quizzes 35041
20241103-20:43:48 weakest_accuracies [0.9244, 0.9356]
20241103-20:43:48 dummy_rand tensor([0.7049])
20241103-20:43:48 dummy_rand tensor([0.1638])
20241103-20:43:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:43:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:46:20 train_loss 1218 model 1 0.03457858085632324
20241103-20:46:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:46:20 train_loss 1218 model 0 0.033080520629882815
20241103-20:46:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:46:22 test_loss 1218 model 1 0.027624988555908205
20241103-20:46:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:46:23 test_loss 1218 model 0 0.0259613037109375
20241103-20:46:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:46:25 test_accuracy 1218 model 1 nb_correct 2345 / 2500 (93.80%)
20241103-20:46:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:46:25 test_accuracy 1218 model 0 nb_correct 2312 / 2500 (92.48%)
20241103-20:46:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:46:34 wrote ae_*.pth
20241103-20:46:34 epoch_duration 2min46s next_finish 20:49:21
20241103-20:46:34 wrote state.pth
20241103-20:46:34 --- epoch 1219 ----------------------------------------
20241103-20:46:34 current_test_accuracies 0.9248 0.9380 0.9560 0.9504 0.9504
20241103-20:46:34 nb_c_quizzes 35041
20241103-20:46:34 weakest_accuracies [0.9248, 0.938]
20241103-20:46:34 dummy_rand tensor([0.6728])
20241103-20:46:34 dummy_rand tensor([0.9581])
20241103-20:46:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:46:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:49:06 train_loss 1219 model 0 0.034006370544433596
20241103-20:49:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:49:06 train_loss 1219 model 1 0.033729516983032226
20241103-20:49:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:49:09 test_loss 1219 model 0 0.0290313720703125
20241103-20:49:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:49:09 test_loss 1219 model 1 0.028605575561523437
20241103-20:49:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:49:11 test_accuracy 1219 model 0 nb_correct 2318 / 2500 (92.72%)
20241103-20:49:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:49:11 test_accuracy 1219 model 1 nb_correct 2340 / 2500 (93.60%)
20241103-20:49:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:49:21 wrote ae_*.pth
20241103-20:49:21 epoch_duration 2min46s next_finish 20:52:07
20241103-20:49:21 wrote state.pth
20241103-20:49:21 --- epoch 1220 ----------------------------------------
20241103-20:49:21 current_test_accuracies 0.9272 0.9360 0.9560 0.9504 0.9504
20241103-20:49:21 nb_c_quizzes 35041
20241103-20:49:21 weakest_accuracies [0.9272, 0.936]
20241103-20:49:21 dummy_rand tensor([0.2288])
20241103-20:49:21 dummy_rand tensor([0.2223])
20241103-20:49:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:49:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:51:53 train_loss 1220 model 1 0.03370943832397461
20241103-20:51:53 train_loss 1220 model 0 0.03490382194519043
20241103-20:51:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:51:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:51:55 test_loss 1220 model 1 0.027816925048828125
20241103-20:51:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:51:55 test_loss 1220 model 0 0.026822452545166017
20241103-20:51:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:51:57 test_accuracy 1220 model 1 nb_correct 2335 / 2500 (93.40%)
20241103-20:51:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:51:57 test_accuracy 1220 model 0 nb_correct 2332 / 2500 (93.28%)
20241103-20:51:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:52:07 wrote ae_*.pth
20241103-20:52:07 epoch_duration 2min46s next_finish 20:54:53
20241103-20:52:07 wrote state.pth
20241103-20:52:07 --- epoch 1221 ----------------------------------------
20241103-20:52:07 current_test_accuracies 0.9328 0.9340 0.9560 0.9504 0.9504
20241103-20:52:07 nb_c_quizzes 35041
20241103-20:52:07 weakest_accuracies [0.9328, 0.934]
20241103-20:52:07 dummy_rand tensor([0.0961])
20241103-20:52:07 dummy_rand tensor([0.8463])
20241103-20:52:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:52:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:54:39 train_loss 1221 model 0 0.03482221221923828
20241103-20:54:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:54:39 train_loss 1221 model 1 0.03489891052246094
20241103-20:54:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:54:41 test_loss 1221 model 0 0.028036880493164062
20241103-20:54:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:54:41 test_loss 1221 model 1 0.03358243942260742
20241103-20:54:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:54:44 test_accuracy 1221 model 0 nb_correct 2323 / 2500 (92.92%)
20241103-20:54:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:54:44 test_accuracy 1221 model 1 nb_correct 2322 / 2500 (92.88%)
20241103-20:54:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:54:53 wrote ae_*.pth
20241103-20:54:53 epoch_duration 2min46s next_finish 20:57:39
20241103-20:54:53 wrote state.pth
20241103-20:54:53 --- epoch 1222 ----------------------------------------
20241103-20:54:53 current_test_accuracies 0.9292 0.9288 0.9560 0.9504 0.9504
20241103-20:54:53 nb_c_quizzes 35041
20241103-20:54:53 weakest_accuracies [0.9288, 0.9292]
20241103-20:54:53 dummy_rand tensor([0.2348])
20241103-20:54:53 dummy_rand tensor([0.4648])
20241103-20:54:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:54:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:57:25 train_loss 1222 model 1 0.03457322692871094
20241103-20:57:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:57:25 train_loss 1222 model 0 0.034340919494628905
20241103-20:57:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:57:28 test_loss 1222 model 1 0.027863311767578124
20241103-20:57:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:57:28 test_loss 1222 model 0 0.026361465454101562
20241103-20:57:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-20:57:30 test_accuracy 1222 model 1 nb_correct 2321 / 2500 (92.84%)
20241103-20:57:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:57:30 test_accuracy 1222 model 0 nb_correct 2371 / 2500 (94.84%)
20241103-20:57:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-20:57:39 wrote ae_*.pth
20241103-20:57:39 epoch_duration 2min46s next_finish 21:00:26
20241103-20:57:40 wrote state.pth
20241103-20:57:40 --- epoch 1223 ----------------------------------------
20241103-20:57:40 current_test_accuracies 0.9484 0.9284 0.9560 0.9504 0.9504
20241103-20:57:40 nb_c_quizzes 35041
20241103-20:57:40 weakest_accuracies [0.9284, 0.9484]
20241103-20:57:40 dummy_rand tensor([0.3810])
20241103-20:57:40 dummy_rand tensor([0.2801])
20241103-20:57:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-20:57:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:00:12 train_loss 1223 model 1 0.03410348892211914
20241103-21:00:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:00:13 train_loss 1223 model 0 0.03476596260070801
20241103-21:00:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:00:15 test_loss 1223 model 1 0.029062576293945312
20241103-21:00:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:00:15 test_loss 1223 model 0 0.0286541748046875
20241103-21:00:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:00:17 test_accuracy 1223 model 1 nb_correct 2271 / 2500 (90.84%)
20241103-21:00:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:00:18 test_accuracy 1223 model 0 nb_correct 2365 / 2500 (94.60%)
20241103-21:00:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:00:27 wrote ae_*.pth
20241103-21:00:27 epoch_duration 2min47s next_finish 21:03:15
20241103-21:00:27 wrote state.pth
20241103-21:00:27 --- epoch 1224 ----------------------------------------
20241103-21:00:27 current_test_accuracies 0.9460 0.9084 0.9560 0.9504 0.9504
20241103-21:00:27 nb_c_quizzes 35041
20241103-21:00:27 weakest_accuracies [0.9084, 0.946]
20241103-21:00:27 dummy_rand tensor([0.0477])
20241103-21:00:27 dummy_rand tensor([0.4000])
20241103-21:00:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:00:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:02:59 train_loss 1224 model 1 0.0349467945098877
20241103-21:02:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:02:59 train_loss 1224 model 0 0.034816600799560546
20241103-21:02:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:03:01 test_loss 1224 model 1 0.02780128479003906
20241103-21:03:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:03:01 test_loss 1224 model 0 0.02722930908203125
20241103-21:03:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:03:04 test_accuracy 1224 model 1 nb_correct 2379 / 2500 (95.16%)
20241103-21:03:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:03:04 test_accuracy 1224 model 0 nb_correct 2295 / 2500 (91.80%)
20241103-21:03:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:03:13 wrote ae_*.pth
20241103-21:03:13 epoch_duration 2min46s next_finish 21:05:59
20241103-21:03:13 wrote state.pth
20241103-21:03:13 --- epoch 1225 ----------------------------------------
20241103-21:03:13 current_test_accuracies 0.9180 0.9516 0.9560 0.9504 0.9504
20241103-21:03:13 nb_c_quizzes 35041
20241103-21:03:13 weakest_accuracies [0.918, 0.9504]
20241103-21:03:13 dummy_rand tensor([0.9013])
20241103-21:03:13 dummy_rand tensor([0.0295])
20241103-21:03:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:03:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:05:45 train_loss 1225 model 0 0.03420308876037598
20241103-21:05:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:05:45 train_loss 1225 model 3 0.03505541229248047
20241103-21:05:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:05:48 test_loss 1225 model 0 0.028419647216796875
20241103-21:05:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:05:48 test_loss 1225 model 3 0.027615165710449217
20241103-21:05:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:05:50 test_accuracy 1225 model 0 nb_correct 2309 / 2500 (92.36%)
20241103-21:05:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:05:50 test_accuracy 1225 model 3 nb_correct 2321 / 2500 (92.84%)
20241103-21:05:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:05:59 wrote ae_*.pth
20241103-21:05:59 epoch_duration 2min46s next_finish 21:08:46
20241103-21:06:00 wrote state.pth
20241103-21:06:00 --- epoch 1226 ----------------------------------------
20241103-21:06:00 current_test_accuracies 0.9236 0.9516 0.9560 0.9284 0.9504
20241103-21:06:00 nb_c_quizzes 35041
20241103-21:06:00 weakest_accuracies [0.9236, 0.9284]
20241103-21:06:00 dummy_rand tensor([0.4444])
20241103-21:06:00 dummy_rand tensor([0.1753])
20241103-21:06:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:06:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:08:32 train_loss 1226 model 0 0.03373123836517334
20241103-21:08:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:08:32 train_loss 1226 model 3 0.03504606819152832
20241103-21:08:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:08:34 test_loss 1226 model 0 0.02482654571533203
20241103-21:08:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:08:34 test_loss 1226 model 3 0.02794384002685547
20241103-21:08:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:08:37 test_accuracy 1226 model 0 nb_correct 2330 / 2500 (93.20%)
20241103-21:08:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:08:37 test_accuracy 1226 model 3 nb_correct 2276 / 2500 (91.04%)
20241103-21:08:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:08:46 wrote ae_*.pth
20241103-21:08:46 epoch_duration 2min46s next_finish 21:11:33
20241103-21:08:46 wrote state.pth
20241103-21:08:46 --- epoch 1227 ----------------------------------------
20241103-21:08:46 current_test_accuracies 0.9320 0.9516 0.9560 0.9104 0.9504
20241103-21:08:46 nb_c_quizzes 35041
20241103-21:08:46 weakest_accuracies [0.9104, 0.932]
20241103-21:08:46 dummy_rand tensor([0.8045])
20241103-21:08:46 dummy_rand tensor([0.9952])
20241103-21:08:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:08:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:11:18 train_loss 1227 model 3 0.035520919799804686
20241103-21:11:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:11:18 train_loss 1227 model 0 0.03368579483032227
20241103-21:11:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:11:21 test_loss 1227 model 3 0.028243026733398437
20241103-21:11:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:11:21 test_loss 1227 model 0 0.03175785064697265
20241103-21:11:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:11:23 test_accuracy 1227 model 3 nb_correct 2246 / 2500 (89.84%)
20241103-21:11:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:11:23 test_accuracy 1227 model 0 nb_correct 2394 / 2500 (95.76%)
20241103-21:11:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:11:32 wrote ae_*.pth
20241103-21:11:32 epoch_duration 2min46s next_finish 21:14:18
20241103-21:11:32 wrote state.pth
20241103-21:11:32 --- epoch 1228 ----------------------------------------
20241103-21:11:32 current_test_accuracies 0.9576 0.9516 0.9560 0.8984 0.9504
20241103-21:11:32 nb_c_quizzes 35041
20241103-21:11:32 weakest_accuracies [0.8984, 0.9504]
20241103-21:11:32 dummy_rand tensor([0.5707])
20241103-21:11:32 dummy_rand tensor([0.6750])
20241103-21:11:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:11:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:14:04 train_loss 1228 model 3 0.03562990951538086
20241103-21:14:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:14:04 train_loss 1228 model 4 0.03389987182617187
20241103-21:14:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:14:07 test_loss 1228 model 3 0.02844493865966797
20241103-21:14:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:14:07 test_loss 1228 model 4 0.027662506103515627
20241103-21:14:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:14:09 test_accuracy 1228 model 3 nb_correct 2358 / 2500 (94.32%)
20241103-21:14:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:14:09 test_accuracy 1228 model 4 nb_correct 2288 / 2500 (91.52%)
20241103-21:14:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:14:18 wrote ae_*.pth
20241103-21:14:18 epoch_duration 2min46s next_finish 21:17:05
20241103-21:14:19 wrote state.pth
20241103-21:14:19 --- epoch 1229 ----------------------------------------
20241103-21:14:19 current_test_accuracies 0.9576 0.9516 0.9560 0.9432 0.9152
20241103-21:14:19 nb_c_quizzes 35041
20241103-21:14:19 weakest_accuracies [0.9152, 0.9432]
20241103-21:14:19 dummy_rand tensor([0.2023])
20241103-21:14:19 dummy_rand tensor([0.9791])
20241103-21:14:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:14:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:16:50 train_loss 1229 model 4 0.03406434631347656
20241103-21:16:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:16:51 train_loss 1229 model 3 0.03560708045959473
20241103-21:16:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:16:53 test_loss 1229 model 4 0.028900794982910157
20241103-21:16:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:16:53 test_loss 1229 model 3 0.0291668701171875
20241103-21:16:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:16:55 test_accuracy 1229 model 4 nb_correct 2296 / 2500 (91.84%)
20241103-21:16:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:16:55 test_accuracy 1229 model 3 nb_correct 2333 / 2500 (93.32%)
20241103-21:16:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:17:04 wrote ae_*.pth
20241103-21:17:04 epoch_duration 2min46s next_finish 21:19:51
20241103-21:17:05 wrote state.pth
20241103-21:17:05 --- epoch 1230 ----------------------------------------
20241103-21:17:05 current_test_accuracies 0.9576 0.9516 0.9560 0.9332 0.9184
20241103-21:17:05 nb_c_quizzes 35041
20241103-21:17:05 weakest_accuracies [0.9184, 0.9332]
20241103-21:17:05 dummy_rand tensor([0.9373])
20241103-21:17:05 dummy_rand tensor([0.2203])
20241103-21:17:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:17:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:19:37 train_loss 1230 model 4 0.03428918075561523
20241103-21:19:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:19:37 train_loss 1230 model 3 0.03539167404174805
20241103-21:19:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:19:39 test_loss 1230 model 4 0.028680419921875
20241103-21:19:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:19:39 test_loss 1230 model 3 0.028991546630859375
20241103-21:19:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:19:41 test_accuracy 1230 model 4 nb_correct 2278 / 2500 (91.12%)
20241103-21:19:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:19:42 test_accuracy 1230 model 3 nb_correct 2318 / 2500 (92.72%)
20241103-21:19:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:19:51 wrote ae_*.pth
20241103-21:19:51 epoch_duration 2min46s next_finish 21:22:37
20241103-21:19:51 wrote state.pth
20241103-21:19:51 --- epoch 1231 ----------------------------------------
20241103-21:19:51 current_test_accuracies 0.9576 0.9516 0.9560 0.9272 0.9112
20241103-21:19:51 nb_c_quizzes 35041
20241103-21:19:51 weakest_accuracies [0.9112, 0.9272]
20241103-21:19:51 dummy_rand tensor([0.0420])
20241103-21:19:51 dummy_rand tensor([0.9071])
20241103-21:19:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:19:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:22:23 train_loss 1231 model 3 0.03529380035400391
20241103-21:22:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:22:23 train_loss 1231 model 4 0.03426409721374512
20241103-21:22:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:22:25 test_loss 1231 model 3 0.026304550170898437
20241103-21:22:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:22:25 test_loss 1231 model 4 0.030888824462890624
20241103-21:22:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:22:28 test_accuracy 1231 model 3 nb_correct 2322 / 2500 (92.88%)
20241103-21:22:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:22:28 test_accuracy 1231 model 4 nb_correct 2340 / 2500 (93.60%)
20241103-21:22:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:22:37 wrote ae_*.pth
20241103-21:22:37 epoch_duration 2min46s next_finish 21:25:23
20241103-21:22:37 wrote state.pth
20241103-21:22:37 --- epoch 1232 ----------------------------------------
20241103-21:22:37 current_test_accuracies 0.9576 0.9516 0.9560 0.9288 0.9360
20241103-21:22:37 nb_c_quizzes 35041
20241103-21:22:37 weakest_accuracies [0.9288, 0.936]
20241103-21:22:37 dummy_rand tensor([0.7579])
20241103-21:22:37 dummy_rand tensor([0.3912])
20241103-21:22:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:22:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:25:09 train_loss 1232 model 4 0.03387397384643555
20241103-21:25:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:25:09 train_loss 1232 model 3 0.03516112518310547
20241103-21:25:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:25:12 test_loss 1232 model 4 0.027131195068359374
20241103-21:25:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:25:12 test_loss 1232 model 3 0.02752117156982422
20241103-21:25:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:25:14 test_accuracy 1232 model 4 nb_correct 2339 / 2500 (93.56%)
20241103-21:25:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:25:14 test_accuracy 1232 model 3 nb_correct 2299 / 2500 (91.96%)
20241103-21:25:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:25:24 wrote ae_*.pth
20241103-21:25:24 epoch_duration 2min46s next_finish 21:28:10
20241103-21:25:24 wrote state.pth
20241103-21:25:24 --- epoch 1233 ----------------------------------------
20241103-21:25:24 current_test_accuracies 0.9576 0.9516 0.9560 0.9196 0.9356
20241103-21:25:24 nb_c_quizzes 35041
20241103-21:25:24 weakest_accuracies [0.9196, 0.9356]
20241103-21:25:24 dummy_rand tensor([0.8667])
20241103-21:25:24 dummy_rand tensor([0.1554])
20241103-21:25:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:25:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:27:56 train_loss 1233 model 4 0.033723827362060546
20241103-21:27:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:27:56 train_loss 1233 model 3 0.035119876861572266
20241103-21:27:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:27:58 test_loss 1233 model 4 0.028773345947265626
20241103-21:27:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:27:58 test_loss 1233 model 3 0.02961639404296875
20241103-21:27:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:28:00 test_accuracy 1233 model 4 nb_correct 2313 / 2500 (92.52%)
20241103-21:28:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:28:00 test_accuracy 1233 model 3 nb_correct 2318 / 2500 (92.72%)
20241103-21:28:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:28:10 wrote ae_*.pth
20241103-21:28:10 epoch_duration 2min46s next_finish 21:30:56
20241103-21:28:10 wrote state.pth
20241103-21:28:10 --- epoch 1234 ----------------------------------------
20241103-21:28:10 current_test_accuracies 0.9576 0.9516 0.9560 0.9272 0.9252
20241103-21:28:10 nb_c_quizzes 35041
20241103-21:28:10 weakest_accuracies [0.9252, 0.9272]
20241103-21:28:10 dummy_rand tensor([0.5403])
20241103-21:28:10 dummy_rand tensor([0.1992])
20241103-21:28:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:28:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:30:42 train_loss 1234 model 4 0.03329746627807617
20241103-21:30:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:30:43 train_loss 1234 model 3 0.03552932357788086
20241103-21:30:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:30:45 test_loss 1234 model 4 0.02547904968261719
20241103-21:30:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:30:45 test_loss 1234 model 3 0.02477008819580078
20241103-21:30:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:30:47 test_accuracy 1234 model 4 nb_correct 2375 / 2500 (95.00%)
20241103-21:30:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:30:47 test_accuracy 1234 model 3 nb_correct 2297 / 2500 (91.88%)
20241103-21:30:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:30:57 wrote ae_*.pth
20241103-21:30:57 epoch_duration 2min46s next_finish 21:33:43
20241103-21:30:57 wrote state.pth
20241103-21:30:57 --- epoch 1235 ----------------------------------------
20241103-21:30:57 current_test_accuracies 0.9576 0.9516 0.9560 0.9188 0.9500
20241103-21:30:57 nb_c_quizzes 35041
20241103-21:30:57 weakest_accuracies [0.9188, 0.95]
20241103-21:30:57 dummy_rand tensor([0.6884])
20241103-21:30:57 dummy_rand tensor([0.3127])
20241103-21:30:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:30:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:33:29 train_loss 1235 model 4 0.03366689109802246
20241103-21:33:29 train_loss 1235 model 3 0.035277236938476564
20241103-21:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:33:31 test_loss 1235 model 4 0.0271600341796875
20241103-21:33:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:33:31 test_loss 1235 model 3 0.028534088134765625
20241103-21:33:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:33:34 test_accuracy 1235 model 4 nb_correct 2339 / 2500 (93.56%)
20241103-21:33:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:33:34 test_accuracy 1235 model 3 nb_correct 2303 / 2500 (92.12%)
20241103-21:33:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:33:43 wrote ae_*.pth
20241103-21:33:43 epoch_duration 2min46s next_finish 21:36:30
20241103-21:33:44 wrote state.pth
20241103-21:33:44 --- epoch 1236 ----------------------------------------
20241103-21:33:44 current_test_accuracies 0.9576 0.9516 0.9560 0.9212 0.9356
20241103-21:33:44 nb_c_quizzes 35041
20241103-21:33:44 weakest_accuracies [0.9212, 0.9356]
20241103-21:33:44 dummy_rand tensor([0.3315])
20241103-21:33:44 dummy_rand tensor([0.1650])
20241103-21:33:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:33:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:36:15 train_loss 1236 model 3 0.03463182830810547
20241103-21:36:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:36:15 train_loss 1236 model 4 0.03317838287353515
20241103-21:36:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:36:18 test_loss 1236 model 3 0.02713134765625
20241103-21:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:36:18 test_loss 1236 model 4 0.030561676025390627
20241103-21:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:36:20 test_accuracy 1236 model 3 nb_correct 2343 / 2500 (93.72%)
20241103-21:36:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:36:20 test_accuracy 1236 model 4 nb_correct 2373 / 2500 (94.92%)
20241103-21:36:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:36:29 wrote ae_*.pth
20241103-21:36:29 epoch_duration 2min45s next_finish 21:39:15
20241103-21:36:30 wrote state.pth
20241103-21:36:30 --- epoch 1237 ----------------------------------------
20241103-21:36:30 current_test_accuracies 0.9576 0.9516 0.9560 0.9372 0.9492
20241103-21:36:30 nb_c_quizzes 35041
20241103-21:36:30 weakest_accuracies [0.9372, 0.9492]
20241103-21:36:30 dummy_rand tensor([0.2243])
20241103-21:36:30 dummy_rand tensor([0.5291])
20241103-21:36:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:36:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:39:02 train_loss 1237 model 4 0.03371184539794922
20241103-21:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:39:02 train_loss 1237 model 3 0.03447874450683594
20241103-21:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:39:04 test_loss 1237 model 4 0.030102081298828125
20241103-21:39:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:39:04 test_loss 1237 model 3 0.02736927032470703
20241103-21:39:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:39:06 test_accuracy 1237 model 4 nb_correct 2384 / 2500 (95.36%)
20241103-21:39:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:39:06 test_accuracy 1237 model 3 nb_correct 2291 / 2500 (91.64%)
20241103-21:39:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:39:16 wrote ae_*.pth
20241103-21:39:16 epoch_duration 2min46s next_finish 21:42:03
20241103-21:39:16 wrote state.pth
20241103-21:39:16 --- epoch 1238 ----------------------------------------
20241103-21:39:16 current_test_accuracies 0.9576 0.9516 0.9560 0.9164 0.9536
20241103-21:39:16 nb_c_quizzes 35041
20241103-21:39:16 weakest_accuracies [0.9164, 0.9516]
20241103-21:39:16 dummy_rand tensor([0.1755])
20241103-21:39:16 dummy_rand tensor([0.4194])
20241103-21:39:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:39:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:41:48 train_loss 1238 model 3 0.034736358642578125
20241103-21:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:41:48 train_loss 1238 model 1 0.034776716232299804
20241103-21:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:41:50 test_loss 1238 model 3 0.02732139587402344
20241103-21:41:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:41:50 test_loss 1238 model 1 0.031611976623535154
20241103-21:41:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:41:53 test_accuracy 1238 model 3 nb_correct 2305 / 2500 (92.20%)
20241103-21:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:41:53 test_accuracy 1238 model 1 nb_correct 2328 / 2500 (93.12%)
20241103-21:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:42:02 wrote ae_*.pth
20241103-21:42:02 epoch_duration 2min45s next_finish 21:44:48
20241103-21:42:02 wrote state.pth
20241103-21:42:02 --- epoch 1239 ----------------------------------------
20241103-21:42:02 current_test_accuracies 0.9576 0.9312 0.9560 0.9220 0.9536
20241103-21:42:02 nb_c_quizzes 35041
20241103-21:42:02 weakest_accuracies [0.922, 0.9312]
20241103-21:42:02 dummy_rand tensor([0.6982])
20241103-21:42:02 dummy_rand tensor([0.3007])
20241103-21:42:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:42:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:44:34 train_loss 1239 model 1 0.0347503547668457
20241103-21:44:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:44:34 train_loss 1239 model 3 0.03413034439086914
20241103-21:44:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:44:36 test_loss 1239 model 1 0.02829853057861328
20241103-21:44:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:44:36 test_loss 1239 model 3 0.034167022705078126
20241103-21:44:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:44:39 test_accuracy 1239 model 1 nb_correct 2320 / 2500 (92.80%)
20241103-21:44:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:44:39 test_accuracy 1239 model 3 nb_correct 2317 / 2500 (92.68%)
20241103-21:44:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:44:48 wrote ae_*.pth
20241103-21:44:48 epoch_duration 2min45s next_finish 21:47:33
20241103-21:44:48 wrote state.pth
20241103-21:44:48 --- epoch 1240 ----------------------------------------
20241103-21:44:48 current_test_accuracies 0.9576 0.9280 0.9560 0.9268 0.9536
20241103-21:44:48 nb_c_quizzes 35041
20241103-21:44:48 weakest_accuracies [0.9268, 0.928]
20241103-21:44:48 dummy_rand tensor([0.5739])
20241103-21:44:48 dummy_rand tensor([0.2534])
20241103-21:44:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:44:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:47:19 train_loss 1240 model 3 0.03574858093261719
20241103-21:47:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:47:20 train_loss 1240 model 1 0.03369339179992676
20241103-21:47:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:47:22 test_loss 1240 model 3 0.02885711669921875
20241103-21:47:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:47:22 test_loss 1240 model 1 0.03245361328125
20241103-21:47:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:47:24 test_accuracy 1240 model 3 nb_correct 2344 / 2500 (93.76%)
20241103-21:47:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:47:24 test_accuracy 1240 model 1 nb_correct 2346 / 2500 (93.84%)
20241103-21:47:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:47:33 wrote ae_*.pth
20241103-21:47:33 epoch_duration 2min45s next_finish 21:50:19
20241103-21:47:34 wrote state.pth
20241103-21:47:34 --- epoch 1241 ----------------------------------------
20241103-21:47:34 current_test_accuracies 0.9576 0.9384 0.9560 0.9376 0.9536
20241103-21:47:34 nb_c_quizzes 35041
20241103-21:47:34 weakest_accuracies [0.9376, 0.9384]
20241103-21:47:34 dummy_rand tensor([0.2278])
20241103-21:47:34 dummy_rand tensor([0.9693])
20241103-21:47:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:47:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:50:05 train_loss 1241 model 3 0.03561557006835937
20241103-21:50:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:50:05 train_loss 1241 model 1 0.034234657287597656
20241103-21:50:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:50:08 test_loss 1241 model 3 0.0308184814453125
20241103-21:50:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:50:08 test_loss 1241 model 1 0.03211647033691406
20241103-21:50:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:50:10 test_accuracy 1241 model 3 nb_correct 2291 / 2500 (91.64%)
20241103-21:50:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:50:10 test_accuracy 1241 model 1 nb_correct 2304 / 2500 (92.16%)
20241103-21:50:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:50:19 wrote ae_*.pth
20241103-21:50:19 epoch_duration 2min45s next_finish 21:53:05
20241103-21:50:19 wrote state.pth
20241103-21:50:19 --- epoch 1242 ----------------------------------------
20241103-21:50:19 current_test_accuracies 0.9576 0.9216 0.9560 0.9164 0.9536
20241103-21:50:19 nb_c_quizzes 35041
20241103-21:50:19 weakest_accuracies [0.9164, 0.9216]
20241103-21:50:19 dummy_rand tensor([0.5505])
20241103-21:50:19 dummy_rand tensor([0.8731])
20241103-21:50:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:50:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:52:51 train_loss 1242 model 3 0.034676799774169924
20241103-21:52:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:52:52 train_loss 1242 model 1 0.03398025512695312
20241103-21:52:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:52:54 test_loss 1242 model 3 0.030043182373046876
20241103-21:52:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:52:54 test_loss 1242 model 1 0.03002077102661133
20241103-21:52:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:52:56 test_accuracy 1242 model 3 nb_correct 2269 / 2500 (90.76%)
20241103-21:52:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:52:57 test_accuracy 1242 model 1 nb_correct 2273 / 2500 (90.92%)
20241103-21:52:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:53:06 wrote ae_*.pth
20241103-21:53:06 epoch_duration 2min46s next_finish 21:55:52
20241103-21:53:06 wrote state.pth
20241103-21:53:06 --- epoch 1243 ----------------------------------------
20241103-21:53:06 current_test_accuracies 0.9576 0.9092 0.9560 0.9076 0.9536
20241103-21:53:06 nb_c_quizzes 35041
20241103-21:53:06 weakest_accuracies [0.9076, 0.9092]
20241103-21:53:06 dummy_rand tensor([0.4096])
20241103-21:53:06 dummy_rand tensor([0.7218])
20241103-21:53:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:53:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:55:38 train_loss 1243 model 1 0.03475399017333984
20241103-21:55:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:55:38 train_loss 1243 model 3 0.03517933654785156
20241103-21:55:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:55:40 test_loss 1243 model 1 0.027983055114746094
20241103-21:55:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:55:40 test_loss 1243 model 3 0.0272357177734375
20241103-21:55:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:55:42 test_accuracy 1243 model 1 nb_correct 2363 / 2500 (94.52%)
20241103-21:55:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:55:42 test_accuracy 1243 model 3 nb_correct 2259 / 2500 (90.36%)
20241103-21:55:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:55:52 wrote ae_*.pth
20241103-21:55:52 epoch_duration 2min46s next_finish 21:58:38
20241103-21:55:52 wrote state.pth
20241103-21:55:52 --- epoch 1244 ----------------------------------------
20241103-21:55:52 current_test_accuracies 0.9576 0.9452 0.9560 0.9036 0.9536
20241103-21:55:52 nb_c_quizzes 35041
20241103-21:55:52 weakest_accuracies [0.9036, 0.9452]
20241103-21:55:52 dummy_rand tensor([0.8911])
20241103-21:55:52 dummy_rand tensor([0.8989])
20241103-21:55:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:55:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:58:24 train_loss 1244 model 3 0.03478992080688476
20241103-21:58:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:58:24 train_loss 1244 model 1 0.034154523849487306
20241103-21:58:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:58:26 test_loss 1244 model 3 0.02704933166503906
20241103-21:58:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:58:26 test_loss 1244 model 1 0.030519866943359376
20241103-21:58:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-21:58:28 test_accuracy 1244 model 3 nb_correct 2329 / 2500 (93.16%)
20241103-21:58:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:58:28 test_accuracy 1244 model 1 nb_correct 2286 / 2500 (91.44%)
20241103-21:58:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-21:58:38 wrote ae_*.pth
20241103-21:58:38 epoch_duration 2min45s next_finish 22:01:23
20241103-21:58:38 wrote state.pth
20241103-21:58:38 --- epoch 1245 ----------------------------------------
20241103-21:58:38 current_test_accuracies 0.9576 0.9144 0.9560 0.9316 0.9536
20241103-21:58:38 nb_c_quizzes 35041
20241103-21:58:38 weakest_accuracies [0.9144, 0.9316]
20241103-21:58:38 dummy_rand tensor([0.8175])
20241103-21:58:38 dummy_rand tensor([0.9523])
20241103-21:58:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-21:58:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:01:09 train_loss 1245 model 3 0.03551078033447266
20241103-22:01:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:01:09 train_loss 1245 model 1 0.03435403251647949
20241103-22:01:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:01:12 test_loss 1245 model 3 0.028543014526367188
20241103-22:01:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:01:12 test_loss 1245 model 1 0.03341552734375
20241103-22:01:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:01:14 test_accuracy 1245 model 3 nb_correct 2298 / 2500 (91.92%)
20241103-22:01:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:01:14 test_accuracy 1245 model 1 nb_correct 2332 / 2500 (93.28%)
20241103-22:01:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:01:24 wrote ae_*.pth
20241103-22:01:24 epoch_duration 2min46s next_finish 22:04:10
20241103-22:01:24 wrote state.pth
20241103-22:01:24 --- epoch 1246 ----------------------------------------
20241103-22:01:24 current_test_accuracies 0.9576 0.9328 0.9560 0.9192 0.9536
20241103-22:01:24 nb_c_quizzes 35041
20241103-22:01:24 weakest_accuracies [0.9192, 0.9328]
20241103-22:01:24 dummy_rand tensor([0.2266])
20241103-22:01:24 dummy_rand tensor([0.2629])
20241103-22:01:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:01:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:03:56 train_loss 1246 model 3 0.035627708435058594
20241103-22:03:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:03:56 train_loss 1246 model 1 0.03441411304473877
20241103-22:03:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:03:58 test_loss 1246 model 3 0.025067710876464845
20241103-22:03:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:03:58 test_loss 1246 model 1 0.030172119140625
20241103-22:03:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:04:00 test_accuracy 1246 model 3 nb_correct 2367 / 2500 (94.68%)
20241103-22:04:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:04:00 test_accuracy 1246 model 1 nb_correct 2319 / 2500 (92.76%)
20241103-22:04:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:04:10 wrote ae_*.pth
20241103-22:04:10 epoch_duration 2min46s next_finish 22:06:56
20241103-22:04:10 wrote state.pth
20241103-22:04:10 --- epoch 1247 ----------------------------------------
20241103-22:04:10 current_test_accuracies 0.9576 0.9276 0.9560 0.9468 0.9536
20241103-22:04:10 nb_c_quizzes 35041
20241103-22:04:10 weakest_accuracies [0.9276, 0.9468]
20241103-22:04:10 dummy_rand tensor([0.8834])
20241103-22:04:10 dummy_rand tensor([0.7338])
20241103-22:04:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:04:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:06:42 train_loss 1247 model 1 0.03356540298461914
20241103-22:06:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:06:42 train_loss 1247 model 3 0.03504022979736328
20241103-22:06:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:06:44 test_loss 1247 model 1 0.028322525024414062
20241103-22:06:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:06:44 test_loss 1247 model 3 0.031429901123046874
20241103-22:06:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:06:46 test_accuracy 1247 model 1 nb_correct 2311 / 2500 (92.44%)
20241103-22:06:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:06:46 test_accuracy 1247 model 3 nb_correct 2272 / 2500 (90.88%)
20241103-22:06:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:06:56 wrote ae_*.pth
20241103-22:06:56 epoch_duration 2min46s next_finish 22:09:42
20241103-22:06:56 wrote state.pth
20241103-22:06:56 --- epoch 1248 ----------------------------------------
20241103-22:06:56 current_test_accuracies 0.9576 0.9244 0.9560 0.9088 0.9536
20241103-22:06:56 nb_c_quizzes 35041
20241103-22:06:56 weakest_accuracies [0.9088, 0.9244]
20241103-22:06:56 dummy_rand tensor([0.3646])
20241103-22:06:56 dummy_rand tensor([0.9386])
20241103-22:06:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:06:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:09:28 train_loss 1248 model 3 0.035225822448730466
20241103-22:09:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:09:28 train_loss 1248 model 1 0.03407818794250488
20241103-22:09:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:09:30 test_loss 1248 model 3 0.026632442474365234
20241103-22:09:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:09:30 test_loss 1248 model 1 0.028519287109375
20241103-22:09:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:09:32 test_accuracy 1248 model 3 nb_correct 2304 / 2500 (92.16%)
20241103-22:09:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:09:32 test_accuracy 1248 model 1 nb_correct 2338 / 2500 (93.52%)
20241103-22:09:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:09:42 wrote ae_*.pth
20241103-22:09:42 epoch_duration 2min45s next_finish 22:12:28
20241103-22:09:42 wrote state.pth
20241103-22:09:42 --- epoch 1249 ----------------------------------------
20241103-22:09:42 current_test_accuracies 0.9576 0.9352 0.9560 0.9216 0.9536
20241103-22:09:42 nb_c_quizzes 35041
20241103-22:09:42 weakest_accuracies [0.9216, 0.9352]
20241103-22:09:42 dummy_rand tensor([0.8217])
20241103-22:09:42 dummy_rand tensor([0.5894])
20241103-22:09:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:09:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:12:14 train_loss 1249 model 3 0.03469186019897461
20241103-22:12:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:12:14 train_loss 1249 model 1 0.03399577331542969
20241103-22:12:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:12:16 test_loss 1249 model 3 0.02616943359375
20241103-22:12:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:12:16 test_loss 1249 model 1 0.029131622314453126
20241103-22:12:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:12:18 test_accuracy 1249 model 3 nb_correct 2289 / 2500 (91.56%)
20241103-22:12:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:12:18 test_accuracy 1249 model 1 nb_correct 2360 / 2500 (94.40%)
20241103-22:12:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:12:28 wrote ae_*.pth
20241103-22:12:28 epoch_duration 2min46s next_finish 22:15:15
20241103-22:12:28 wrote state.pth
20241103-22:12:28 --- epoch 1250 ----------------------------------------
20241103-22:12:28 current_test_accuracies 0.9576 0.9440 0.9560 0.9156 0.9536
20241103-22:12:28 nb_c_quizzes 35041
20241103-22:12:28 weakest_accuracies [0.9156, 0.944]
20241103-22:12:28 dummy_rand tensor([0.9262])
20241103-22:12:28 dummy_rand tensor([0.0125])
20241103-22:12:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:12:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:15:00 train_loss 1250 model 3 0.03505918121337891
20241103-22:15:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:15:00 train_loss 1250 model 1 0.03436837005615234
20241103-22:15:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:15:02 test_loss 1250 model 3 0.026443958282470703
20241103-22:15:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:15:02 test_loss 1250 model 1 0.028422698974609376
20241103-22:15:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:15:05 test_accuracy 1250 model 3 nb_correct 2311 / 2500 (92.44%)
20241103-22:15:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:15:05 test_accuracy 1250 model 1 nb_correct 2308 / 2500 (92.32%)
20241103-22:15:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:15:14 wrote ae_*.pth
20241103-22:15:14 epoch_duration 2min45s next_finish 22:18:00
20241103-22:15:14 wrote state.pth
20241103-22:15:14 --- epoch 1251 ----------------------------------------
20241103-22:15:14 current_test_accuracies 0.9576 0.9232 0.9560 0.9244 0.9536
20241103-22:15:14 nb_c_quizzes 35041
20241103-22:15:14 weakest_accuracies [0.9232, 0.9244]
20241103-22:15:14 dummy_rand tensor([0.0951])
20241103-22:15:14 dummy_rand tensor([0.5078])
20241103-22:15:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:15:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:17:46 train_loss 1251 model 1 0.03453077507019043
20241103-22:17:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:17:46 train_loss 1251 model 3 0.034470314025878905
20241103-22:17:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:17:48 test_loss 1251 model 1 0.030050582885742187
20241103-22:17:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:17:48 test_loss 1251 model 3 0.03034523010253906
20241103-22:17:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:17:51 test_accuracy 1251 model 1 nb_correct 2311 / 2500 (92.44%)
20241103-22:17:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:17:51 test_accuracy 1251 model 3 nb_correct 2333 / 2500 (93.32%)
20241103-22:17:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:18:00 wrote ae_*.pth
20241103-22:18:00 epoch_duration 2min45s next_finish 22:20:46
20241103-22:18:00 wrote state.pth
20241103-22:18:00 --- epoch 1252 ----------------------------------------
20241103-22:18:00 current_test_accuracies 0.9576 0.9244 0.9560 0.9332 0.9536
20241103-22:18:00 nb_c_quizzes 35041
20241103-22:18:00 weakest_accuracies [0.9244, 0.9332]
20241103-22:18:00 dummy_rand tensor([0.4301])
20241103-22:18:00 dummy_rand tensor([0.0337])
20241103-22:18:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:18:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:20:32 train_loss 1252 model 3 0.034980861663818356
20241103-22:20:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:20:32 train_loss 1252 model 1 0.0348751277923584
20241103-22:20:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:20:34 test_loss 1252 model 3 0.02535045623779297
20241103-22:20:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:20:34 test_loss 1252 model 1 0.025789413452148437
20241103-22:20:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:20:36 test_accuracy 1252 model 3 nb_correct 2365 / 2500 (94.60%)
20241103-22:20:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:20:36 test_accuracy 1252 model 1 nb_correct 2284 / 2500 (91.36%)
20241103-22:20:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:20:46 wrote ae_*.pth
20241103-22:20:46 epoch_duration 2min45s next_finish 22:23:32
20241103-22:20:46 wrote state.pth
20241103-22:20:46 --- epoch 1253 ----------------------------------------
20241103-22:20:46 current_test_accuracies 0.9576 0.9136 0.9560 0.9460 0.9536
20241103-22:20:46 nb_c_quizzes 35041
20241103-22:20:46 weakest_accuracies [0.9136, 0.946]
20241103-22:20:46 dummy_rand tensor([0.9209])
20241103-22:20:46 dummy_rand tensor([0.6919])
20241103-22:20:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:20:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:23:18 train_loss 1253 model 1 0.03398511791229248
20241103-22:23:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:23:18 train_loss 1253 model 3 0.03501466751098633
20241103-22:23:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:23:20 test_loss 1253 model 1 0.028701629638671875
20241103-22:23:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:23:20 test_loss 1253 model 3 0.027762298583984376
20241103-22:23:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:23:22 test_accuracy 1253 model 1 nb_correct 2281 / 2500 (91.24%)
20241103-22:23:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:23:22 test_accuracy 1253 model 3 nb_correct 2306 / 2500 (92.24%)
20241103-22:23:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:23:32 wrote ae_*.pth
20241103-22:23:32 epoch_duration 2min45s next_finish 22:26:17
20241103-22:23:32 wrote state.pth
20241103-22:23:32 --- epoch 1254 ----------------------------------------
20241103-22:23:32 current_test_accuracies 0.9576 0.9124 0.9560 0.9224 0.9536
20241103-22:23:32 nb_c_quizzes 35041
20241103-22:23:32 weakest_accuracies [0.9124, 0.9224]
20241103-22:23:32 dummy_rand tensor([0.3181])
20241103-22:23:32 dummy_rand tensor([0.6249])
20241103-22:23:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:23:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:26:03 train_loss 1254 model 1 0.034139009475708006
20241103-22:26:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:26:03 train_loss 1254 model 3 0.03513710021972656
20241103-22:26:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:26:06 test_loss 1254 model 1 0.03161872863769531
20241103-22:26:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:26:06 test_loss 1254 model 3 0.027544784545898437
20241103-22:26:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:26:08 test_accuracy 1254 model 1 nb_correct 2332 / 2500 (93.28%)
20241103-22:26:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:26:08 test_accuracy 1254 model 3 nb_correct 2297 / 2500 (91.88%)
20241103-22:26:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:26:17 wrote ae_*.pth
20241103-22:26:17 epoch_duration 2min45s next_finish 22:29:03
20241103-22:26:17 wrote state.pth
20241103-22:26:17 --- epoch 1255 ----------------------------------------
20241103-22:26:17 current_test_accuracies 0.9576 0.9328 0.9560 0.9188 0.9536
20241103-22:26:17 nb_c_quizzes 35041
20241103-22:26:17 weakest_accuracies [0.9188, 0.9328]
20241103-22:26:17 dummy_rand tensor([0.6036])
20241103-22:26:17 dummy_rand tensor([0.0277])
20241103-22:26:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:26:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:28:49 train_loss 1255 model 1 0.03438143920898438
20241103-22:28:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:28:49 train_loss 1255 model 3 0.035262277603149414
20241103-22:28:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:28:52 test_loss 1255 model 1 0.02838951110839844
20241103-22:28:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:28:52 test_loss 1255 model 3 0.02757232666015625
20241103-22:28:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:28:54 test_accuracy 1255 model 1 nb_correct 2299 / 2500 (91.96%)
20241103-22:28:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:28:54 test_accuracy 1255 model 3 nb_correct 2360 / 2500 (94.40%)
20241103-22:28:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:29:03 wrote ae_*.pth
20241103-22:29:03 epoch_duration 2min46s next_finish 22:31:49
20241103-22:29:04 wrote state.pth
20241103-22:29:04 --- epoch 1256 ----------------------------------------
20241103-22:29:04 current_test_accuracies 0.9576 0.9196 0.9560 0.9440 0.9536
20241103-22:29:04 nb_c_quizzes 35041
20241103-22:29:04 weakest_accuracies [0.9196, 0.944]
20241103-22:29:04 dummy_rand tensor([0.3869])
20241103-22:29:04 dummy_rand tensor([0.5925])
20241103-22:29:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:29:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:31:35 train_loss 1256 model 1 0.033879898071289063
20241103-22:31:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:31:35 train_loss 1256 model 3 0.03482832717895508
20241103-22:31:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:31:38 test_loss 1256 model 1 0.0262127685546875
20241103-22:31:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:31:38 test_loss 1256 model 3 0.026717987060546875
20241103-22:31:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:31:40 test_accuracy 1256 model 1 nb_correct 2287 / 2500 (91.48%)
20241103-22:31:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:31:40 test_accuracy 1256 model 3 nb_correct 2242 / 2500 (89.68%)
20241103-22:31:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:31:49 wrote ae_*.pth
20241103-22:31:50 epoch_duration 2min46s next_finish 22:34:36
20241103-22:31:50 wrote state.pth
20241103-22:31:50 --- epoch 1257 ----------------------------------------
20241103-22:31:50 current_test_accuracies 0.9576 0.9148 0.9560 0.8968 0.9536
20241103-22:31:50 nb_c_quizzes 35041
20241103-22:31:50 weakest_accuracies [0.8968, 0.9148]
20241103-22:31:50 dummy_rand tensor([0.4949])
20241103-22:31:50 dummy_rand tensor([0.8464])
20241103-22:31:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:31:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:34:22 train_loss 1257 model 3 0.03439051055908203
20241103-22:34:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:34:22 train_loss 1257 model 1 0.033972587585449215
20241103-22:34:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:34:24 test_loss 1257 model 3 0.025628128051757813
20241103-22:34:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:34:24 test_loss 1257 model 1 0.027739410400390626
20241103-22:34:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:34:26 test_accuracy 1257 model 3 nb_correct 2313 / 2500 (92.52%)
20241103-22:34:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:34:26 test_accuracy 1257 model 1 nb_correct 2290 / 2500 (91.60%)
20241103-22:34:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:34:36 wrote ae_*.pth
20241103-22:34:36 epoch_duration 2min46s next_finish 22:37:23
20241103-22:34:36 wrote state.pth
20241103-22:34:36 --- epoch 1258 ----------------------------------------
20241103-22:34:36 current_test_accuracies 0.9576 0.9160 0.9560 0.9252 0.9536
20241103-22:34:36 nb_c_quizzes 35041
20241103-22:34:36 weakest_accuracies [0.916, 0.9252]
20241103-22:34:36 dummy_rand tensor([0.5259])
20241103-22:34:36 dummy_rand tensor([0.8511])
20241103-22:34:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:34:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:37:08 train_loss 1258 model 3 0.03504961395263672
20241103-22:37:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:37:08 train_loss 1258 model 1 0.033350162506103516
20241103-22:37:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:37:11 test_loss 1258 model 3 0.026376686096191405
20241103-22:37:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:37:11 test_loss 1258 model 1 0.03017303466796875
20241103-22:37:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:37:13 test_accuracy 1258 model 3 nb_correct 2343 / 2500 (93.72%)
20241103-22:37:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:37:13 test_accuracy 1258 model 1 nb_correct 2340 / 2500 (93.60%)
20241103-22:37:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:37:23 wrote ae_*.pth
20241103-22:37:23 epoch_duration 2min46s next_finish 22:40:10
20241103-22:37:23 wrote state.pth
20241103-22:37:23 --- epoch 1259 ----------------------------------------
20241103-22:37:23 current_test_accuracies 0.9576 0.9360 0.9560 0.9372 0.9536
20241103-22:37:23 nb_c_quizzes 35041
20241103-22:37:23 weakest_accuracies [0.936, 0.9372]
20241103-22:37:23 dummy_rand tensor([0.8158])
20241103-22:37:23 dummy_rand tensor([0.2389])
20241103-22:37:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:37:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:39:55 train_loss 1259 model 1 0.03428416156768799
20241103-22:39:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:39:55 train_loss 1259 model 3 0.034691730499267576
20241103-22:39:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:39:58 test_loss 1259 model 1 0.02890472412109375
20241103-22:39:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:39:58 test_loss 1259 model 3 0.03125099182128906
20241103-22:39:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:40:00 test_accuracy 1259 model 1 nb_correct 2319 / 2500 (92.76%)
20241103-22:40:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:40:00 test_accuracy 1259 model 3 nb_correct 2366 / 2500 (94.64%)
20241103-22:40:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:40:10 wrote ae_*.pth
20241103-22:40:10 epoch_duration 2min46s next_finish 22:42:57
20241103-22:40:10 wrote state.pth
20241103-22:40:10 --- epoch 1260 ----------------------------------------
20241103-22:40:10 current_test_accuracies 0.9576 0.9276 0.9560 0.9464 0.9536
20241103-22:40:10 nb_c_quizzes 35041
20241103-22:40:10 weakest_accuracies [0.9276, 0.9464]
20241103-22:40:10 dummy_rand tensor([0.2305])
20241103-22:40:10 dummy_rand tensor([0.6274])
20241103-22:40:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:40:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:42:42 train_loss 1260 model 3 0.03484055709838867
20241103-22:42:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:42:42 train_loss 1260 model 1 0.03490750122070312
20241103-22:42:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:42:44 test_loss 1260 model 3 0.027604904174804688
20241103-22:42:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:42:44 test_loss 1260 model 1 0.027807464599609377
20241103-22:42:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:42:46 test_accuracy 1260 model 3 nb_correct 2326 / 2500 (93.04%)
20241103-22:42:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:42:46 test_accuracy 1260 model 1 nb_correct 2325 / 2500 (93.00%)
20241103-22:42:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:42:56 wrote ae_*.pth
20241103-22:42:56 epoch_duration 2min46s next_finish 22:45:43
20241103-22:42:57 wrote state.pth
20241103-22:42:57 --- epoch 1261 ----------------------------------------
20241103-22:42:57 current_test_accuracies 0.9576 0.9300 0.9560 0.9304 0.9536
20241103-22:42:57 nb_c_quizzes 35041
20241103-22:42:57 weakest_accuracies [0.93, 0.9304]
20241103-22:42:57 dummy_rand tensor([0.5453])
20241103-22:42:57 dummy_rand tensor([0.6010])
20241103-22:42:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:42:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:45:28 train_loss 1261 model 1 0.033868881225585935
20241103-22:45:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:45:28 train_loss 1261 model 3 0.034468788146972656
20241103-22:45:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:45:31 test_loss 1261 model 1 0.02702056884765625
20241103-22:45:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:45:31 test_loss 1261 model 3 0.0338507080078125
20241103-22:45:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:45:33 test_accuracy 1261 model 1 nb_correct 2333 / 2500 (93.32%)
20241103-22:45:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:45:33 test_accuracy 1261 model 3 nb_correct 2331 / 2500 (93.24%)
20241103-22:45:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:45:43 wrote ae_*.pth
20241103-22:45:43 epoch_duration 2min46s next_finish 22:48:30
20241103-22:45:43 wrote state.pth
20241103-22:45:43 --- epoch 1262 ----------------------------------------
20241103-22:45:43 current_test_accuracies 0.9576 0.9332 0.9560 0.9324 0.9536
20241103-22:45:43 nb_c_quizzes 35041
20241103-22:45:43 weakest_accuracies [0.9324, 0.9332]
20241103-22:45:43 dummy_rand tensor([0.8305])
20241103-22:45:43 dummy_rand tensor([0.1483])
20241103-22:45:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:45:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:48:15 train_loss 1262 model 3 0.03490684318542481
20241103-22:48:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:48:15 train_loss 1262 model 1 0.03387151336669922
20241103-22:48:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:48:17 test_loss 1262 model 3 0.028495635986328125
20241103-22:48:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:48:17 test_loss 1262 model 1 0.027854766845703125
20241103-22:48:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:48:20 test_accuracy 1262 model 3 nb_correct 2295 / 2500 (91.80%)
20241103-22:48:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:48:20 test_accuracy 1262 model 1 nb_correct 2324 / 2500 (92.96%)
20241103-22:48:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:48:30 wrote ae_*.pth
20241103-22:48:30 epoch_duration 2min46s next_finish 22:51:16
20241103-22:48:30 wrote state.pth
20241103-22:48:30 --- epoch 1263 ----------------------------------------
20241103-22:48:30 current_test_accuracies 0.9576 0.9296 0.9560 0.9180 0.9536
20241103-22:48:30 nb_c_quizzes 35041
20241103-22:48:30 weakest_accuracies [0.918, 0.9296]
20241103-22:48:30 dummy_rand tensor([0.2976])
20241103-22:48:30 dummy_rand tensor([0.2032])
20241103-22:48:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:48:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:51:01 train_loss 1263 model 3 0.0339155044555664
20241103-22:51:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:51:02 train_loss 1263 model 1 0.03388974761962891
20241103-22:51:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:51:04 test_loss 1263 model 3 0.02796234130859375
20241103-22:51:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:51:04 test_loss 1263 model 1 0.02894287109375
20241103-22:51:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:51:06 test_accuracy 1263 model 3 nb_correct 2313 / 2500 (92.52%)
20241103-22:51:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:51:06 test_accuracy 1263 model 1 nb_correct 2361 / 2500 (94.44%)
20241103-22:51:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:51:16 wrote ae_*.pth
20241103-22:51:16 epoch_duration 2min46s next_finish 22:54:03
20241103-22:51:16 wrote state.pth
20241103-22:51:16 --- epoch 1264 ----------------------------------------
20241103-22:51:16 current_test_accuracies 0.9576 0.9444 0.9560 0.9252 0.9536
20241103-22:51:16 nb_c_quizzes 35041
20241103-22:51:16 weakest_accuracies [0.9252, 0.9444]
20241103-22:51:16 dummy_rand tensor([0.6921])
20241103-22:51:16 dummy_rand tensor([0.2261])
20241103-22:51:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:51:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:53:48 train_loss 1264 model 1 0.0339945125579834
20241103-22:53:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:53:48 train_loss 1264 model 3 0.03520932769775391
20241103-22:53:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:53:50 test_loss 1264 model 1 0.030690536499023438
20241103-22:53:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:53:50 test_loss 1264 model 3 0.029221954345703124
20241103-22:53:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:53:53 test_accuracy 1264 model 3 nb_correct 2337 / 2500 (93.48%)
20241103-22:53:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:53:53 test_accuracy 1264 model 1 nb_correct 2297 / 2500 (91.88%)
20241103-22:53:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:54:03 wrote ae_*.pth
20241103-22:54:03 epoch_duration 2min46s next_finish 22:56:49
20241103-22:54:03 wrote state.pth
20241103-22:54:03 --- epoch 1265 ----------------------------------------
20241103-22:54:03 current_test_accuracies 0.9576 0.9188 0.9560 0.9348 0.9536
20241103-22:54:03 nb_c_quizzes 35041
20241103-22:54:03 weakest_accuracies [0.9188, 0.9348]
20241103-22:54:03 dummy_rand tensor([0.0558])
20241103-22:54:03 dummy_rand tensor([0.4455])
20241103-22:54:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:54:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:56:35 train_loss 1265 model 1 0.03356903457641602
20241103-22:56:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:56:35 train_loss 1265 model 3 0.03516476821899414
20241103-22:56:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:56:37 test_loss 1265 model 1 0.02793973445892334
20241103-22:56:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:56:37 test_loss 1265 model 3 0.0279595947265625
20241103-22:56:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:56:39 test_accuracy 1265 model 1 nb_correct 2411 / 2500 (96.44%)
20241103-22:56:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:56:39 test_accuracy 1265 model 3 nb_correct 2298 / 2500 (91.92%)
20241103-22:56:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:56:49 wrote ae_*.pth
20241103-22:56:49 epoch_duration 2min46s next_finish 22:59:36
20241103-22:56:49 wrote state.pth
20241103-22:56:49 --- epoch 1266 ----------------------------------------
20241103-22:56:49 current_test_accuracies 0.9576 0.9644 0.9560 0.9192 0.9536
20241103-22:56:49 nb_c_quizzes 35041
20241103-22:56:49 weakest_accuracies [0.9192, 0.9536]
20241103-22:56:49 dummy_rand tensor([0.5688])
20241103-22:56:49 dummy_rand tensor([0.0857])
20241103-22:56:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:56:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:59:21 train_loss 1266 model 4 0.03322410202026367
20241103-22:59:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:59:21 train_loss 1266 model 3 0.03435438346862793
20241103-22:59:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:59:24 test_loss 1266 model 4 0.032034378051757816
20241103-22:59:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:59:24 test_loss 1266 model 3 0.026487503051757812
20241103-22:59:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-22:59:26 test_accuracy 1266 model 4 nb_correct 2326 / 2500 (93.04%)
20241103-22:59:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:59:26 test_accuracy 1266 model 3 nb_correct 2328 / 2500 (93.12%)
20241103-22:59:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-22:59:36 wrote ae_*.pth
20241103-22:59:36 epoch_duration 2min46s next_finish 23:02:23
20241103-22:59:36 wrote state.pth
20241103-22:59:36 --- epoch 1267 ----------------------------------------
20241103-22:59:36 current_test_accuracies 0.9576 0.9644 0.9560 0.9312 0.9304
20241103-22:59:36 nb_c_quizzes 35041
20241103-22:59:36 weakest_accuracies [0.9304, 0.9312]
20241103-22:59:36 dummy_rand tensor([0.6535])
20241103-22:59:36 dummy_rand tensor([0.5106])
20241103-22:59:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-22:59:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:02:08 train_loss 1267 model 4 0.033546321868896486
20241103-23:02:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:02:08 train_loss 1267 model 3 0.03481608963012695
20241103-23:02:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:02:11 test_loss 1267 model 4 0.026902265548706054
20241103-23:02:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:02:11 test_loss 1267 model 3 0.028577651977539063
20241103-23:02:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:02:13 test_accuracy 1267 model 4 nb_correct 2306 / 2500 (92.24%)
20241103-23:02:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:02:13 test_accuracy 1267 model 3 nb_correct 2343 / 2500 (93.72%)
20241103-23:02:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:02:23 wrote ae_*.pth
20241103-23:02:23 epoch_duration 2min46s next_finish 23:05:10
20241103-23:02:23 wrote state.pth
20241103-23:02:23 --- epoch 1268 ----------------------------------------
20241103-23:02:23 current_test_accuracies 0.9576 0.9644 0.9560 0.9372 0.9224
20241103-23:02:23 nb_c_quizzes 35041
20241103-23:02:23 weakest_accuracies [0.9224, 0.9372]
20241103-23:02:23 dummy_rand tensor([0.5571])
20241103-23:02:23 dummy_rand tensor([0.0665])
20241103-23:02:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:02:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:04:55 train_loss 1268 model 4 0.0334267692565918
20241103-23:04:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:04:55 train_loss 1268 model 3 0.035418458938598636
20241103-23:04:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:04:57 test_loss 1268 model 4 0.027288131713867188
20241103-23:04:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:04:58 test_loss 1268 model 3 0.03164421081542969
20241103-23:04:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:05:00 test_accuracy 1268 model 4 nb_correct 2374 / 2500 (94.96%)
20241103-23:05:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:05:00 test_accuracy 1268 model 3 nb_correct 2329 / 2500 (93.16%)
20241103-23:05:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:05:10 wrote ae_*.pth
20241103-23:05:10 epoch_duration 2min47s next_finish 23:07:57
20241103-23:05:10 wrote state.pth
20241103-23:05:10 --- epoch 1269 ----------------------------------------
20241103-23:05:10 current_test_accuracies 0.9576 0.9644 0.9560 0.9316 0.9496
20241103-23:05:10 nb_c_quizzes 35041
20241103-23:05:10 weakest_accuracies [0.9316, 0.9496]
20241103-23:05:10 dummy_rand tensor([0.7675])
20241103-23:05:10 dummy_rand tensor([0.3052])
20241103-23:05:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:05:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:07:42 train_loss 1269 model 3 0.03482375717163086
20241103-23:07:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:07:43 train_loss 1269 model 4 0.03413210296630859
20241103-23:07:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:07:45 test_loss 1269 model 3 0.028885231018066407
20241103-23:07:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:07:45 test_loss 1269 model 4 0.03024322509765625
20241103-23:07:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:07:47 test_accuracy 1269 model 3 nb_correct 2336 / 2500 (93.44%)
20241103-23:07:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:07:47 test_accuracy 1269 model 4 nb_correct 2360 / 2500 (94.40%)
20241103-23:07:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:07:57 wrote ae_*.pth
20241103-23:07:57 epoch_duration 2min47s next_finish 23:10:44
20241103-23:07:57 wrote state.pth
20241103-23:07:57 --- epoch 1270 ----------------------------------------
20241103-23:07:57 current_test_accuracies 0.9576 0.9644 0.9560 0.9344 0.9440
20241103-23:07:57 nb_c_quizzes 35041
20241103-23:07:57 weakest_accuracies [0.9344, 0.944]
20241103-23:07:57 dummy_rand tensor([0.2845])
20241103-23:07:57 dummy_rand tensor([0.9375])
20241103-23:07:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:07:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:10:29 train_loss 1270 model 4 0.03405266189575195
20241103-23:10:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:10:29 train_loss 1270 model 3 0.034817081451416015
20241103-23:10:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:10:32 test_loss 1270 model 4 0.031114654541015627
20241103-23:10:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:10:32 test_loss 1270 model 3 0.02677978515625
20241103-23:10:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:10:34 test_accuracy 1270 model 4 nb_correct 2332 / 2500 (93.28%)
20241103-23:10:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:10:34 test_accuracy 1270 model 3 nb_correct 2335 / 2500 (93.40%)
20241103-23:10:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:10:44 wrote ae_*.pth
20241103-23:10:44 epoch_duration 2min47s next_finish 23:13:32
20241103-23:10:45 wrote state.pth
20241103-23:10:45 --- epoch 1271 ----------------------------------------
20241103-23:10:45 current_test_accuracies 0.9576 0.9644 0.9560 0.9340 0.9328
20241103-23:10:45 nb_c_quizzes 35041
20241103-23:10:45 weakest_accuracies [0.9328, 0.934]
20241103-23:10:45 dummy_rand tensor([0.5038])
20241103-23:10:45 dummy_rand tensor([0.0701])
20241103-23:10:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:10:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:13:16 train_loss 1271 model 4 0.03362936592102051
20241103-23:13:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:13:17 train_loss 1271 model 3 0.0349322395324707
20241103-23:13:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:13:19 test_loss 1271 model 4 0.022170562744140625
20241103-23:13:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:13:19 test_loss 1271 model 3 0.027566452026367188
20241103-23:13:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:13:21 test_accuracy 1271 model 4 nb_correct 2324 / 2500 (92.96%)
20241103-23:13:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:13:21 test_accuracy 1271 model 3 nb_correct 2385 / 2500 (95.40%)
20241103-23:13:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:13:31 wrote ae_*.pth
20241103-23:13:31 epoch_duration 2min46s next_finish 23:16:18
20241103-23:13:31 wrote state.pth
20241103-23:13:31 --- epoch 1272 ----------------------------------------
20241103-23:13:31 current_test_accuracies 0.9576 0.9644 0.9560 0.9540 0.9296
20241103-23:13:31 nb_c_quizzes 35041
20241103-23:13:31 weakest_accuracies [0.9296, 0.954]
20241103-23:13:31 dummy_rand tensor([0.1090])
20241103-23:13:31 dummy_rand tensor([0.7766])
20241103-23:13:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:13:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:16:03 train_loss 1272 model 3 0.03521302032470703
20241103-23:16:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:16:03 train_loss 1272 model 4 0.03380824089050293
20241103-23:16:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:16:06 test_loss 1272 model 3 0.030578460693359375
20241103-23:16:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:16:06 test_loss 1272 model 4 0.02733856201171875
20241103-23:16:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:16:08 test_accuracy 1272 model 3 nb_correct 2359 / 2500 (94.36%)
20241103-23:16:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:16:08 test_accuracy 1272 model 4 nb_correct 2341 / 2500 (93.64%)
20241103-23:16:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:16:18 wrote ae_*.pth
20241103-23:16:18 epoch_duration 2min46s next_finish 23:19:05
20241103-23:16:18 wrote state.pth
20241103-23:16:18 --- epoch 1273 ----------------------------------------
20241103-23:16:18 current_test_accuracies 0.9576 0.9644 0.9560 0.9436 0.9364
20241103-23:16:18 nb_c_quizzes 35041
20241103-23:16:18 weakest_accuracies [0.9364, 0.9436]
20241103-23:16:18 dummy_rand tensor([0.4136])
20241103-23:16:18 dummy_rand tensor([0.9959])
20241103-23:16:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:16:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:18:50 train_loss 1273 model 4 0.03380704498291016
20241103-23:18:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:18:50 train_loss 1273 model 3 0.034773273468017576
20241103-23:18:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:18:53 test_loss 1273 model 4 0.036473541259765624
20241103-23:18:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:18:53 test_loss 1273 model 3 0.0290692138671875
20241103-23:18:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:18:55 test_accuracy 1273 model 4 nb_correct 2322 / 2500 (92.88%)
20241103-23:18:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:18:55 test_accuracy 1273 model 3 nb_correct 2333 / 2500 (93.32%)
20241103-23:18:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:19:05 wrote ae_*.pth
20241103-23:19:05 epoch_duration 2min46s next_finish 23:21:52
20241103-23:19:05 wrote state.pth
20241103-23:19:05 --- epoch 1274 ----------------------------------------
20241103-23:19:05 current_test_accuracies 0.9576 0.9644 0.9560 0.9332 0.9288
20241103-23:19:05 nb_c_quizzes 35041
20241103-23:19:05 weakest_accuracies [0.9288, 0.9332]
20241103-23:19:05 dummy_rand tensor([0.2717])
20241103-23:19:05 dummy_rand tensor([0.2759])
20241103-23:19:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:19:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:21:37 train_loss 1274 model 4 0.033335548400878906
20241103-23:21:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:21:37 train_loss 1274 model 3 0.034508705139160156
20241103-23:21:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:21:39 test_loss 1274 model 4 0.032480621337890626
20241103-23:21:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:21:39 test_loss 1274 model 3 0.028141365051269532
20241103-23:21:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:21:42 test_accuracy 1274 model 4 nb_correct 2363 / 2500 (94.52%)
20241103-23:21:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:21:42 test_accuracy 1274 model 3 nb_correct 2347 / 2500 (93.88%)
20241103-23:21:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:21:52 wrote ae_*.pth
20241103-23:21:52 epoch_duration 2min46s next_finish 23:24:38
20241103-23:21:52 wrote state.pth
20241103-23:21:52 --- epoch 1275 ----------------------------------------
20241103-23:21:52 current_test_accuracies 0.9576 0.9644 0.9560 0.9388 0.9452
20241103-23:21:52 nb_c_quizzes 35041
20241103-23:21:52 weakest_accuracies [0.9388, 0.9452]
20241103-23:21:52 dummy_rand tensor([0.4562])
20241103-23:21:52 dummy_rand tensor([0.4017])
20241103-23:21:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:21:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:24:24 train_loss 1275 model 3 0.0338607177734375
20241103-23:24:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:24:24 train_loss 1275 model 4 0.034566572189331055
20241103-23:24:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:24:26 test_loss 1275 model 3 0.029189605712890625
20241103-23:24:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:24:26 test_loss 1275 model 4 0.02846832275390625
20241103-23:24:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:24:28 test_accuracy 1275 model 3 nb_correct 2360 / 2500 (94.40%)
20241103-23:24:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:24:28 test_accuracy 1275 model 4 nb_correct 2388 / 2500 (95.52%)
20241103-23:24:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:24:39 wrote ae_*.pth
20241103-23:24:39 epoch_duration 2min47s next_finish 23:27:26
20241103-23:24:39 wrote state.pth
20241103-23:24:39 --- epoch 1276 ----------------------------------------
20241103-23:24:39 current_test_accuracies 0.9576 0.9644 0.9560 0.9440 0.9552
20241103-23:24:39 nb_c_quizzes 35041
20241103-23:24:39 weakest_accuracies [0.944, 0.9552]
20241103-23:24:39 dummy_rand tensor([0.9048])
20241103-23:24:39 dummy_rand tensor([0.3234])
20241103-23:24:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:24:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:27:10 train_loss 1276 model 3 0.03544052886962891
20241103-23:27:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:27:10 train_loss 1276 model 4 0.0334970645904541
20241103-23:27:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:27:13 test_loss 1276 model 3 0.027057647705078125
20241103-23:27:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:27:13 test_loss 1276 model 4 0.0311566162109375
20241103-23:27:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:27:15 test_accuracy 1276 model 3 nb_correct 2322 / 2500 (92.88%)
20241103-23:27:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:27:15 test_accuracy 1276 model 4 nb_correct 2356 / 2500 (94.24%)
20241103-23:27:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:27:25 wrote ae_*.pth
20241103-23:27:25 epoch_duration 2min46s next_finish 23:30:12
20241103-23:27:25 wrote state.pth
20241103-23:27:25 --- epoch 1277 ----------------------------------------
20241103-23:27:25 current_test_accuracies 0.9576 0.9644 0.9560 0.9288 0.9424
20241103-23:27:25 nb_c_quizzes 35041
20241103-23:27:25 weakest_accuracies [0.9288, 0.9424]
20241103-23:27:25 dummy_rand tensor([0.5302])
20241103-23:27:25 dummy_rand tensor([0.0672])
20241103-23:27:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:27:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:29:57 train_loss 1277 model 3 0.03433984756469727
20241103-23:29:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:29:58 train_loss 1277 model 4 0.033932722091674805
20241103-23:29:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:30:00 test_loss 1277 model 3 0.025286483764648437
20241103-23:30:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:30:00 test_loss 1277 model 4 0.02440582275390625
20241103-23:30:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:30:02 test_accuracy 1277 model 3 nb_correct 2330 / 2500 (93.20%)
20241103-23:30:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:30:02 test_accuracy 1277 model 4 nb_correct 2318 / 2500 (92.72%)
20241103-23:30:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:30:12 wrote ae_*.pth
20241103-23:30:12 epoch_duration 2min46s next_finish 23:32:59
20241103-23:30:12 wrote state.pth
20241103-23:30:12 --- epoch 1278 ----------------------------------------
20241103-23:30:12 current_test_accuracies 0.9576 0.9644 0.9560 0.9320 0.9272
20241103-23:30:12 nb_c_quizzes 35041
20241103-23:30:12 weakest_accuracies [0.9272, 0.932]
20241103-23:30:12 dummy_rand tensor([0.3902])
20241103-23:30:12 dummy_rand tensor([0.7156])
20241103-23:30:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:30:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:32:44 train_loss 1278 model 3 0.034801189422607424
20241103-23:32:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:32:44 train_loss 1278 model 4 0.03411843490600586
20241103-23:32:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:32:47 test_loss 1278 model 3 0.027132797241210937
20241103-23:32:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:32:47 test_loss 1278 model 4 0.02754180908203125
20241103-23:32:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:32:49 test_accuracy 1278 model 3 nb_correct 2292 / 2500 (91.68%)
20241103-23:32:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:32:49 test_accuracy 1278 model 4 nb_correct 2309 / 2500 (92.36%)
20241103-23:32:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:32:59 wrote ae_*.pth
20241103-23:32:59 epoch_duration 2min47s next_finish 23:35:46
20241103-23:32:59 wrote state.pth
20241103-23:32:59 --- epoch 1279 ----------------------------------------
20241103-23:32:59 current_test_accuracies 0.9576 0.9644 0.9560 0.9168 0.9236
20241103-23:32:59 nb_c_quizzes 35041
20241103-23:32:59 weakest_accuracies [0.9168, 0.9236]
20241103-23:32:59 dummy_rand tensor([0.8256])
20241103-23:32:59 dummy_rand tensor([0.2958])
20241103-23:32:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:32:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:35:31 train_loss 1279 model 3 0.0343464469909668
20241103-23:35:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:35:31 train_loss 1279 model 4 0.03387509536743164
20241103-23:35:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:35:34 test_loss 1279 model 3 0.02802387237548828
20241103-23:35:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:35:34 test_loss 1279 model 4 0.02947265625
20241103-23:35:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:35:36 test_accuracy 1279 model 3 nb_correct 2367 / 2500 (94.68%)
20241103-23:35:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:35:36 test_accuracy 1279 model 4 nb_correct 2376 / 2500 (95.04%)
20241103-23:35:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:35:46 wrote ae_*.pth
20241103-23:35:46 epoch_duration 2min46s next_finish 23:38:33
20241103-23:35:46 wrote state.pth
20241103-23:35:46 --- epoch 1280 ----------------------------------------
20241103-23:35:46 current_test_accuracies 0.9576 0.9644 0.9560 0.9468 0.9504
20241103-23:35:46 nb_c_quizzes 35041
20241103-23:35:46 weakest_accuracies [0.9468, 0.9504]
20241103-23:35:46 dummy_rand tensor([0.9633])
20241103-23:35:46 dummy_rand tensor([0.1404])
20241103-23:35:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:35:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:38:18 train_loss 1280 model 3 0.03534524154663086
20241103-23:38:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:38:18 train_loss 1280 model 4 0.033751291275024416
20241103-23:38:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:38:20 test_loss 1280 model 3 0.0315594482421875
20241103-23:38:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:38:20 test_loss 1280 model 4 0.028004150390625
20241103-23:38:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:38:23 test_accuracy 1280 model 3 nb_correct 2350 / 2500 (94.00%)
20241103-23:38:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:38:23 test_accuracy 1280 model 4 nb_correct 2346 / 2500 (93.84%)
20241103-23:38:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:38:33 wrote ae_*.pth
20241103-23:38:33 epoch_duration 2min46s next_finish 23:41:20
20241103-23:38:33 wrote state.pth
20241103-23:38:33 --- epoch 1281 ----------------------------------------
20241103-23:38:33 current_test_accuracies 0.9576 0.9644 0.9560 0.9400 0.9384
20241103-23:38:33 nb_c_quizzes 35041
20241103-23:38:33 weakest_accuracies [0.9384, 0.94]
20241103-23:38:33 dummy_rand tensor([0.8048])
20241103-23:38:33 dummy_rand tensor([0.6070])
20241103-23:38:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:38:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:41:05 train_loss 1281 model 3 0.03504771614074707
20241103-23:41:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:41:05 train_loss 1281 model 4 0.03402033042907715
20241103-23:41:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:41:07 test_loss 1281 model 3 0.0335137939453125
20241103-23:41:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:41:07 test_loss 1281 model 4 0.028356399536132813
20241103-23:41:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:41:10 test_accuracy 1281 model 3 nb_correct 2340 / 2500 (93.60%)
20241103-23:41:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:41:10 test_accuracy 1281 model 4 nb_correct 2325 / 2500 (93.00%)
20241103-23:41:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:41:20 wrote ae_*.pth
20241103-23:41:20 epoch_duration 2min46s next_finish 23:44:07
20241103-23:41:20 wrote state.pth
20241103-23:41:20 --- epoch 1282 ----------------------------------------
20241103-23:41:20 current_test_accuracies 0.9576 0.9644 0.9560 0.9360 0.9300
20241103-23:41:20 nb_c_quizzes 35041
20241103-23:41:20 weakest_accuracies [0.93, 0.936]
20241103-23:41:20 dummy_rand tensor([0.6975])
20241103-23:41:20 dummy_rand tensor([0.1373])
20241103-23:41:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:41:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:43:52 train_loss 1282 model 4 0.03344632339477539
20241103-23:43:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:43:52 train_loss 1282 model 3 0.03449822330474853
20241103-23:43:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:43:54 test_loss 1282 model 4 0.02794708251953125
20241103-23:43:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:43:54 test_loss 1282 model 3 0.031783218383789065
20241103-23:43:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:43:56 test_accuracy 1282 model 4 nb_correct 2339 / 2500 (93.56%)
20241103-23:43:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:43:56 test_accuracy 1282 model 3 nb_correct 2326 / 2500 (93.04%)
20241103-23:43:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:44:06 wrote ae_*.pth
20241103-23:44:06 epoch_duration 2min46s next_finish 23:46:53
20241103-23:44:07 wrote state.pth
20241103-23:44:07 --- epoch 1283 ----------------------------------------
20241103-23:44:07 current_test_accuracies 0.9576 0.9644 0.9560 0.9304 0.9356
20241103-23:44:07 nb_c_quizzes 35041
20241103-23:44:07 weakest_accuracies [0.9304, 0.9356]
20241103-23:44:07 dummy_rand tensor([0.9666])
20241103-23:44:07 dummy_rand tensor([0.9538])
20241103-23:44:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:44:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:46:38 train_loss 1283 model 3 0.03418753242492676
20241103-23:46:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:46:39 train_loss 1283 model 4 0.03389665985107422
20241103-23:46:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:46:41 test_loss 1283 model 3 0.02834808349609375
20241103-23:46:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:46:41 test_loss 1283 model 4 0.027046775817871092
20241103-23:46:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:46:43 test_accuracy 1283 model 3 nb_correct 2329 / 2500 (93.16%)
20241103-23:46:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:46:43 test_accuracy 1283 model 4 nb_correct 2369 / 2500 (94.76%)
20241103-23:46:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:46:53 wrote ae_*.pth
20241103-23:46:53 epoch_duration 2min46s next_finish 23:49:40
20241103-23:46:53 wrote state.pth
20241103-23:46:53 --- epoch 1284 ----------------------------------------
20241103-23:46:53 current_test_accuracies 0.9576 0.9644 0.9560 0.9316 0.9476
20241103-23:46:53 nb_c_quizzes 35041
20241103-23:46:53 weakest_accuracies [0.9316, 0.9476]
20241103-23:46:53 dummy_rand tensor([0.2225])
20241103-23:46:53 dummy_rand tensor([0.7212])
20241103-23:46:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:46:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:49:26 train_loss 1284 model 3 0.03439430618286133
20241103-23:49:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:49:26 train_loss 1284 model 4 0.03412066650390625
20241103-23:49:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:49:28 test_loss 1284 model 3 0.03324737548828125
20241103-23:49:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:49:28 test_loss 1284 model 4 0.02801025390625
20241103-23:49:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:49:30 test_accuracy 1284 model 3 nb_correct 2342 / 2500 (93.68%)
20241103-23:49:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:49:30 test_accuracy 1284 model 4 nb_correct 2319 / 2500 (92.76%)
20241103-23:49:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:49:40 wrote ae_*.pth
20241103-23:49:40 epoch_duration 2min47s next_finish 23:52:27
20241103-23:49:40 wrote state.pth
20241103-23:49:40 --- epoch 1285 ----------------------------------------
20241103-23:49:40 current_test_accuracies 0.9576 0.9644 0.9560 0.9368 0.9276
20241103-23:49:40 nb_c_quizzes 35041
20241103-23:49:40 weakest_accuracies [0.9276, 0.9368]
20241103-23:49:40 dummy_rand tensor([0.3638])
20241103-23:49:40 dummy_rand tensor([0.7940])
20241103-23:49:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:49:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:52:13 train_loss 1285 model 4 0.03388561248779297
20241103-23:52:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:52:13 train_loss 1285 model 3 0.03474227142333984
20241103-23:52:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:52:15 test_loss 1285 model 4 0.025038223266601562
20241103-23:52:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:52:15 test_loss 1285 model 3 0.02613853454589844
20241103-23:52:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:52:17 test_accuracy 1285 model 4 nb_correct 2376 / 2500 (95.04%)
20241103-23:52:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:52:17 test_accuracy 1285 model 3 nb_correct 2359 / 2500 (94.36%)
20241103-23:52:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:52:27 wrote ae_*.pth
20241103-23:52:27 epoch_duration 2min46s next_finish 23:55:14
20241103-23:52:27 wrote state.pth
20241103-23:52:27 --- epoch 1286 ----------------------------------------
20241103-23:52:27 current_test_accuracies 0.9576 0.9644 0.9560 0.9436 0.9504
20241103-23:52:27 nb_c_quizzes 35041
20241103-23:52:27 weakest_accuracies [0.9436, 0.9504]
20241103-23:52:27 dummy_rand tensor([0.8509])
20241103-23:52:27 dummy_rand tensor([0.7649])
20241103-23:52:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:52:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:54:59 train_loss 1286 model 3 0.03511365127563477
20241103-23:54:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:55:00 train_loss 1286 model 4 0.03386417770385742
20241103-23:55:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:55:02 test_loss 1286 model 3 0.02806377410888672
20241103-23:55:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:55:02 test_loss 1286 model 4 0.03080322265625
20241103-23:55:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:55:04 test_accuracy 1286 model 3 nb_correct 2368 / 2500 (94.72%)
20241103-23:55:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:55:04 test_accuracy 1286 model 4 nb_correct 2341 / 2500 (93.64%)
20241103-23:55:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:55:14 wrote ae_*.pth
20241103-23:55:14 epoch_duration 2min46s next_finish 23:58:01
20241103-23:55:14 wrote state.pth
20241103-23:55:14 --- epoch 1287 ----------------------------------------
20241103-23:55:14 current_test_accuracies 0.9576 0.9644 0.9560 0.9472 0.9364
20241103-23:55:14 nb_c_quizzes 35041
20241103-23:55:14 weakest_accuracies [0.9364, 0.9472]
20241103-23:55:14 dummy_rand tensor([0.5704])
20241103-23:55:14 dummy_rand tensor([0.5310])
20241103-23:55:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:55:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:57:46 train_loss 1287 model 4 0.03421446228027344
20241103-23:57:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:57:46 train_loss 1287 model 3 0.03438615417480469
20241103-23:57:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:57:49 test_loss 1287 model 4 0.030837688446044922
20241103-23:57:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:57:49 test_loss 1287 model 3 0.02644287109375
20241103-23:57:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241103-23:57:51 test_accuracy 1287 model 4 nb_correct 2330 / 2500 (93.20%)
20241103-23:57:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:57:51 test_accuracy 1287 model 3 nb_correct 2315 / 2500 (92.60%)
20241103-23:57:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241103-23:58:01 wrote ae_*.pth
20241103-23:58:01 epoch_duration 2min47s next_finish 00:00:48
20241103-23:58:01 wrote state.pth
20241103-23:58:01 --- epoch 1288 ----------------------------------------
20241103-23:58:01 current_test_accuracies 0.9576 0.9644 0.9560 0.9260 0.9320
20241103-23:58:01 nb_c_quizzes 35041
20241103-23:58:01 weakest_accuracies [0.926, 0.932]
20241103-23:58:01 dummy_rand tensor([0.9088])
20241103-23:58:01 dummy_rand tensor([0.8665])
20241103-23:58:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241103-23:58:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:00:33 train_loss 1288 model 3 0.034831859588623046
20241104-00:00:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:00:33 train_loss 1288 model 4 0.034049232482910155
20241104-00:00:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:00:35 test_loss 1288 model 3 0.03136207580566406
20241104-00:00:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:00:35 test_loss 1288 model 4 0.02955322265625
20241104-00:00:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:00:38 test_accuracy 1288 model 3 nb_correct 2336 / 2500 (93.44%)
20241104-00:00:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:00:38 test_accuracy 1288 model 4 nb_correct 2349 / 2500 (93.96%)
20241104-00:00:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:00:48 wrote ae_*.pth
20241104-00:00:48 epoch_duration 2min46s next_finish 00:03:35
20241104-00:00:48 wrote state.pth
20241104-00:00:48 --- epoch 1289 ----------------------------------------
20241104-00:00:48 current_test_accuracies 0.9576 0.9644 0.9560 0.9344 0.9396
20241104-00:00:48 nb_c_quizzes 35041
20241104-00:00:48 weakest_accuracies [0.9344, 0.9396]
20241104-00:00:48 dummy_rand tensor([0.0416])
20241104-00:00:48 dummy_rand tensor([0.2467])
20241104-00:00:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:00:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:03:20 train_loss 1289 model 3 0.034957164764404296
20241104-00:03:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:03:20 train_loss 1289 model 4 0.03413303375244141
20241104-00:03:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:03:22 test_loss 1289 model 3 0.030296630859375
20241104-00:03:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:03:23 test_loss 1289 model 4 0.030267868041992187
20241104-00:03:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:03:25 test_accuracy 1289 model 3 nb_correct 2313 / 2500 (92.52%)
20241104-00:03:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:03:25 test_accuracy 1289 model 4 nb_correct 2370 / 2500 (94.80%)
20241104-00:03:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:03:35 wrote ae_*.pth
20241104-00:03:35 epoch_duration 2min46s next_finish 00:06:21
20241104-00:03:35 wrote state.pth
20241104-00:03:35 --- epoch 1290 ----------------------------------------
20241104-00:03:35 current_test_accuracies 0.9576 0.9644 0.9560 0.9252 0.9480
20241104-00:03:35 nb_c_quizzes 35041
20241104-00:03:35 weakest_accuracies [0.9252, 0.948]
20241104-00:03:35 dummy_rand tensor([0.6678])
20241104-00:03:35 dummy_rand tensor([0.1079])
20241104-00:03:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:03:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:06:07 train_loss 1290 model 3 0.035130577087402345
20241104-00:06:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:06:07 train_loss 1290 model 4 0.03356362533569336
20241104-00:06:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:06:09 test_loss 1290 model 3 0.030075778961181642
20241104-00:06:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:06:09 test_loss 1290 model 4 0.029696807861328126
20241104-00:06:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:06:11 test_accuracy 1290 model 3 nb_correct 2358 / 2500 (94.32%)
20241104-00:06:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:06:11 test_accuracy 1290 model 4 nb_correct 2396 / 2500 (95.84%)
20241104-00:06:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:06:21 wrote ae_*.pth
20241104-00:06:21 epoch_duration 2min46s next_finish 00:09:08
20241104-00:06:22 wrote state.pth
20241104-00:06:22 --- epoch 1291 ----------------------------------------
20241104-00:06:22 current_test_accuracies 0.9576 0.9644 0.9560 0.9432 0.9584
20241104-00:06:22 nb_c_quizzes 35041
20241104-00:06:22 weakest_accuracies [0.9432, 0.956]
20241104-00:06:22 dummy_rand tensor([0.0599])
20241104-00:06:22 dummy_rand tensor([0.2494])
20241104-00:06:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:06:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:08:54 train_loss 1291 model 2 0.03516202545166015
20241104-00:08:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:08:54 train_loss 1291 model 3 0.03441433048248291
20241104-00:08:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:08:56 test_loss 1291 model 2 0.02787017822265625
20241104-00:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:08:56 test_loss 1291 model 3 0.025699043273925783
20241104-00:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:08:58 test_accuracy 1291 model 2 nb_correct 2300 / 2500 (92.00%)
20241104-00:08:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:08:58 test_accuracy 1291 model 3 nb_correct 2364 / 2500 (94.56%)
20241104-00:08:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:09:08 wrote ae_*.pth
20241104-00:09:08 epoch_duration 2min47s next_finish 00:11:55
20241104-00:09:09 wrote state.pth
20241104-00:09:09 --- epoch 1292 ----------------------------------------
20241104-00:09:09 current_test_accuracies 0.9576 0.9644 0.9200 0.9456 0.9584
20241104-00:09:09 nb_c_quizzes 35041
20241104-00:09:09 weakest_accuracies [0.92, 0.9456]
20241104-00:09:09 dummy_rand tensor([0.1249])
20241104-00:09:09 dummy_rand tensor([0.7053])
20241104-00:09:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:09:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:11:40 train_loss 1292 model 3 0.035160205841064454
20241104-00:11:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:11:40 train_loss 1292 model 2 0.035118032455444335
20241104-00:11:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:11:43 test_loss 1292 model 3 0.027900390625
20241104-00:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:11:43 test_loss 1292 model 2 0.030182342529296875
20241104-00:11:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:11:45 test_accuracy 1292 model 3 nb_correct 2321 / 2500 (92.84%)
20241104-00:11:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:11:45 test_accuracy 1292 model 2 nb_correct 2329 / 2500 (93.16%)
20241104-00:11:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:11:55 wrote ae_*.pth
20241104-00:11:55 epoch_duration 2min46s next_finish 00:14:42
20241104-00:11:55 wrote state.pth
20241104-00:11:55 --- epoch 1293 ----------------------------------------
20241104-00:11:55 current_test_accuracies 0.9576 0.9644 0.9316 0.9284 0.9584
20241104-00:11:55 nb_c_quizzes 35041
20241104-00:11:55 weakest_accuracies [0.9284, 0.9316]
20241104-00:11:55 dummy_rand tensor([0.8028])
20241104-00:11:55 dummy_rand tensor([0.6191])
20241104-00:11:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:11:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:14:27 train_loss 1293 model 3 0.034248710632324215
20241104-00:14:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:14:27 train_loss 1293 model 2 0.0351568546295166
20241104-00:14:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:14:29 test_loss 1293 model 3 0.03023672103881836
20241104-00:14:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:14:30 test_loss 1293 model 2 0.031329498291015626
20241104-00:14:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:14:32 test_accuracy 1293 model 3 nb_correct 2352 / 2500 (94.08%)
20241104-00:14:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:14:32 test_accuracy 1293 model 2 nb_correct 2332 / 2500 (93.28%)
20241104-00:14:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:14:42 wrote ae_*.pth
20241104-00:14:42 epoch_duration 2min46s next_finish 00:17:28
20241104-00:14:42 wrote state.pth
20241104-00:14:42 --- epoch 1294 ----------------------------------------
20241104-00:14:42 current_test_accuracies 0.9576 0.9644 0.9328 0.9408 0.9584
20241104-00:14:42 nb_c_quizzes 35041
20241104-00:14:42 weakest_accuracies [0.9328, 0.9408]
20241104-00:14:42 dummy_rand tensor([0.4480])
20241104-00:14:42 dummy_rand tensor([0.8622])
20241104-00:14:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:14:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:17:14 train_loss 1294 model 3 0.03492615127563477
20241104-00:17:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:17:14 train_loss 1294 model 2 0.035592529296875
20241104-00:17:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:17:17 test_loss 1294 model 3 0.026313133239746093
20241104-00:17:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:17:17 test_loss 1294 model 2 0.027711448669433595
20241104-00:17:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:17:19 test_accuracy 1294 model 3 nb_correct 2354 / 2500 (94.16%)
20241104-00:17:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:17:19 test_accuracy 1294 model 2 nb_correct 2309 / 2500 (92.36%)
20241104-00:17:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:17:29 wrote ae_*.pth
20241104-00:17:29 epoch_duration 2min46s next_finish 00:20:16
20241104-00:17:29 wrote state.pth
20241104-00:17:29 --- epoch 1295 ----------------------------------------
20241104-00:17:29 current_test_accuracies 0.9576 0.9644 0.9236 0.9416 0.9584
20241104-00:17:29 nb_c_quizzes 35041
20241104-00:17:29 weakest_accuracies [0.9236, 0.9416]
20241104-00:17:29 dummy_rand tensor([0.7934])
20241104-00:17:29 dummy_rand tensor([0.5177])
20241104-00:17:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:17:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:20:01 train_loss 1295 model 2 0.035399969100952146
20241104-00:20:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:20:01 train_loss 1295 model 3 0.03441958999633789
20241104-00:20:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:20:03 test_loss 1295 model 2 0.026887969970703127
20241104-00:20:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:20:03 test_loss 1295 model 3 0.028509693145751955
20241104-00:20:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:20:05 test_accuracy 1295 model 2 nb_correct 2288 / 2500 (91.52%)
20241104-00:20:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:20:05 test_accuracy 1295 model 3 nb_correct 2362 / 2500 (94.48%)
20241104-00:20:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:20:15 wrote ae_*.pth
20241104-00:20:15 epoch_duration 2min46s next_finish 00:23:02
20241104-00:20:15 wrote state.pth
20241104-00:20:15 --- epoch 1296 ----------------------------------------
20241104-00:20:15 current_test_accuracies 0.9576 0.9644 0.9152 0.9448 0.9584
20241104-00:20:15 nb_c_quizzes 35041
20241104-00:20:15 weakest_accuracies [0.9152, 0.9448]
20241104-00:20:15 dummy_rand tensor([0.2401])
20241104-00:20:15 dummy_rand tensor([0.5525])
20241104-00:20:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:20:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:22:48 train_loss 1296 model 3 0.03447614288330078
20241104-00:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:22:48 train_loss 1296 model 2 0.03537069320678711
20241104-00:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:22:50 test_loss 1296 model 3 0.02715658187866211
20241104-00:22:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:22:50 test_loss 1296 model 2 0.028011932373046874
20241104-00:22:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:22:52 test_accuracy 1296 model 3 nb_correct 2332 / 2500 (93.28%)
20241104-00:22:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:22:52 test_accuracy 1296 model 2 nb_correct 2326 / 2500 (93.04%)
20241104-00:22:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:23:02 wrote ae_*.pth
20241104-00:23:02 epoch_duration 2min47s next_finish 00:25:50
20241104-00:23:03 wrote state.pth
20241104-00:23:03 --- epoch 1297 ----------------------------------------
20241104-00:23:03 current_test_accuracies 0.9576 0.9644 0.9304 0.9328 0.9584
20241104-00:23:03 nb_c_quizzes 35041
20241104-00:23:03 weakest_accuracies [0.9304, 0.9328]
20241104-00:23:03 dummy_rand tensor([0.4289])
20241104-00:23:03 dummy_rand tensor([0.7121])
20241104-00:23:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:23:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:25:35 train_loss 1297 model 2 0.034828205108642575
20241104-00:25:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:25:35 train_loss 1297 model 3 0.033815532684326174
20241104-00:25:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:25:37 test_loss 1297 model 2 0.029375686645507812
20241104-00:25:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:25:37 test_loss 1297 model 3 0.028093643188476562
20241104-00:25:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:25:39 test_accuracy 1297 model 2 nb_correct 2323 / 2500 (92.92%)
20241104-00:25:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:25:39 test_accuracy 1297 model 3 nb_correct 2323 / 2500 (92.92%)
20241104-00:25:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:25:49 wrote ae_*.pth
20241104-00:25:49 epoch_duration 2min47s next_finish 00:28:36
20241104-00:25:50 wrote state.pth
20241104-00:25:50 --- epoch 1298 ----------------------------------------
20241104-00:25:50 current_test_accuracies 0.9576 0.9644 0.9292 0.9292 0.9584
20241104-00:25:50 nb_c_quizzes 35041
20241104-00:25:50 weakest_accuracies [0.9292, 0.9292]
20241104-00:25:50 dummy_rand tensor([0.8752])
20241104-00:25:50 dummy_rand tensor([0.0725])
20241104-00:25:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:25:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:28:22 train_loss 1298 model 2 0.03491646957397461
20241104-00:28:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:28:22 train_loss 1298 model 3 0.034510915756225585
20241104-00:28:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:28:24 test_loss 1298 model 2 0.0272894287109375
20241104-00:28:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:28:24 test_loss 1298 model 3 0.02735931396484375
20241104-00:28:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:28:26 test_accuracy 1298 model 2 nb_correct 2342 / 2500 (93.68%)
20241104-00:28:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:28:26 test_accuracy 1298 model 3 nb_correct 2375 / 2500 (95.00%)
20241104-00:28:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:28:36 wrote ae_*.pth
20241104-00:28:36 epoch_duration 2min46s next_finish 00:31:23
20241104-00:28:37 wrote state.pth
20241104-00:28:37 --- epoch 1299 ----------------------------------------
20241104-00:28:37 current_test_accuracies 0.9576 0.9644 0.9368 0.9500 0.9584
20241104-00:28:37 nb_c_quizzes 35041
20241104-00:28:37 weakest_accuracies [0.9368, 0.95]
20241104-00:28:37 dummy_rand tensor([0.7880])
20241104-00:28:37 dummy_rand tensor([0.9260])
20241104-00:28:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:28:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:31:08 train_loss 1299 model 3 0.03442095947265625
20241104-00:31:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:31:08 train_loss 1299 model 2 0.03490127754211426
20241104-00:31:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:31:11 test_loss 1299 model 3 0.026433372497558595
20241104-00:31:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:31:11 test_loss 1299 model 2 0.028370437622070314
20241104-00:31:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:31:13 test_accuracy 1299 model 3 nb_correct 2350 / 2500 (94.00%)
20241104-00:31:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:31:13 test_accuracy 1299 model 2 nb_correct 2356 / 2500 (94.24%)
20241104-00:31:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:31:23 wrote ae_*.pth
20241104-00:31:23 epoch_duration 2min46s next_finish 00:34:10
20241104-00:31:23 wrote state.pth
20241104-00:31:23 --- epoch 1300 ----------------------------------------
20241104-00:31:23 current_test_accuracies 0.9576 0.9644 0.9424 0.9400 0.9584
20241104-00:31:23 nb_c_quizzes 35041
20241104-00:31:23 weakest_accuracies [0.94, 0.9424]
20241104-00:31:23 dummy_rand tensor([0.2375])
20241104-00:31:23 dummy_rand tensor([0.7953])
20241104-00:31:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:31:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:33:56 train_loss 1300 model 3 0.03435568571090698
20241104-00:33:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:33:56 train_loss 1300 model 2 0.03460980606079102
20241104-00:33:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:33:58 test_loss 1300 model 3 0.03235458374023437
20241104-00:33:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:33:58 test_loss 1300 model 2 0.028384971618652343
20241104-00:33:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:34:01 test_accuracy 1300 model 3 nb_correct 2362 / 2500 (94.48%)
20241104-00:34:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:34:01 test_accuracy 1300 model 2 nb_correct 2253 / 2500 (90.12%)
20241104-00:34:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:34:11 wrote ae_*.pth
20241104-00:34:11 epoch_duration 2min47s next_finish 00:36:58
20241104-00:34:11 wrote state.pth
20241104-00:34:11 --- epoch 1301 ----------------------------------------
20241104-00:34:11 current_test_accuracies 0.9576 0.9644 0.9012 0.9448 0.9584
20241104-00:34:11 nb_c_quizzes 35041
20241104-00:34:11 weakest_accuracies [0.9012, 0.9448]
20241104-00:34:11 dummy_rand tensor([0.5298])
20241104-00:34:11 dummy_rand tensor([0.6926])
20241104-00:34:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:34:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:36:42 train_loss 1301 model 2 0.03453104019165039
20241104-00:36:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:36:43 train_loss 1301 model 3 0.03490575408935547
20241104-00:36:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:36:45 test_loss 1301 model 2 0.026357421875
20241104-00:36:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:36:45 test_loss 1301 model 3 0.03024627685546875
20241104-00:36:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:36:47 test_accuracy 1301 model 2 nb_correct 2317 / 2500 (92.68%)
20241104-00:36:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:36:47 test_accuracy 1301 model 3 nb_correct 2372 / 2500 (94.88%)
20241104-00:36:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:36:57 wrote ae_*.pth
20241104-00:36:57 epoch_duration 2min46s next_finish 00:39:44
20241104-00:36:57 wrote state.pth
20241104-00:36:57 --- epoch 1302 ----------------------------------------
20241104-00:36:57 current_test_accuracies 0.9576 0.9644 0.9268 0.9488 0.9584
20241104-00:36:57 nb_c_quizzes 35041
20241104-00:36:57 weakest_accuracies [0.9268, 0.9488]
20241104-00:36:57 dummy_rand tensor([0.4527])
20241104-00:36:57 dummy_rand tensor([0.1139])
20241104-00:36:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:36:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:39:29 train_loss 1302 model 3 0.03487334442138672
20241104-00:39:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:39:29 train_loss 1302 model 2 0.03410866928100586
20241104-00:39:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:39:31 test_loss 1302 model 3 0.02799285888671875
20241104-00:39:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:39:31 test_loss 1302 model 2 0.029535446166992187
20241104-00:39:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:39:34 test_accuracy 1302 model 3 nb_correct 2353 / 2500 (94.12%)
20241104-00:39:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:39:34 test_accuracy 1302 model 2 nb_correct 2316 / 2500 (92.64%)
20241104-00:39:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:39:44 wrote ae_*.pth
20241104-00:39:44 epoch_duration 2min46s next_finish 00:42:30
20241104-00:39:44 wrote state.pth
20241104-00:39:44 --- epoch 1303 ----------------------------------------
20241104-00:39:44 current_test_accuracies 0.9576 0.9644 0.9264 0.9412 0.9584
20241104-00:39:44 nb_c_quizzes 35041
20241104-00:39:44 weakest_accuracies [0.9264, 0.9412]
20241104-00:39:44 dummy_rand tensor([0.4068])
20241104-00:39:44 dummy_rand tensor([0.1908])
20241104-00:39:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:39:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:42:15 train_loss 1303 model 2 0.03518169403076172
20241104-00:42:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:42:15 train_loss 1303 model 3 0.034436866760253905
20241104-00:42:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:42:18 test_loss 1303 model 2 0.028457260131835936
20241104-00:42:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:42:18 test_loss 1303 model 3 0.026137313842773437
20241104-00:42:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:42:20 test_accuracy 1303 model 2 nb_correct 2337 / 2500 (93.48%)
20241104-00:42:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:42:20 test_accuracy 1303 model 3 nb_correct 2349 / 2500 (93.96%)
20241104-00:42:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:42:30 wrote ae_*.pth
20241104-00:42:30 epoch_duration 2min46s next_finish 00:45:16
20241104-00:42:30 wrote state.pth
20241104-00:42:30 --- epoch 1304 ----------------------------------------
20241104-00:42:30 current_test_accuracies 0.9576 0.9644 0.9348 0.9396 0.9584
20241104-00:42:30 nb_c_quizzes 35041
20241104-00:42:30 weakest_accuracies [0.9348, 0.9396]
20241104-00:42:30 dummy_rand tensor([0.4381])
20241104-00:42:30 dummy_rand tensor([0.6875])
20241104-00:42:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:42:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:45:02 train_loss 1304 model 2 0.035650941848754884
20241104-00:45:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:45:02 train_loss 1304 model 3 0.0339034423828125
20241104-00:45:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:45:04 test_loss 1304 model 2 0.030645065307617188
20241104-00:45:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:45:04 test_loss 1304 model 3 0.029591712951660156
20241104-00:45:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:45:06 test_accuracy 1304 model 2 nb_correct 2326 / 2500 (93.04%)
20241104-00:45:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:45:06 test_accuracy 1304 model 3 nb_correct 2395 / 2500 (95.80%)
20241104-00:45:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:45:16 wrote ae_*.pth
20241104-00:45:16 epoch_duration 2min46s next_finish 00:48:03
20241104-00:45:17 wrote state.pth
20241104-00:45:17 --- epoch 1305 ----------------------------------------
20241104-00:45:17 current_test_accuracies 0.9576 0.9644 0.9304 0.9580 0.9584
20241104-00:45:17 nb_c_quizzes 35041
20241104-00:45:17 weakest_accuracies [0.9304, 0.9576]
20241104-00:45:17 dummy_rand tensor([0.8635])
20241104-00:45:17 dummy_rand tensor([0.7242])
20241104-00:45:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:45:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:47:48 train_loss 1305 model 2 0.03414020538330078
20241104-00:47:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:47:48 train_loss 1305 model 0 0.03397487068176269
20241104-00:47:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:47:51 test_loss 1305 model 2 0.02546875
20241104-00:47:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:47:51 test_loss 1305 model 0 0.028511810302734374
20241104-00:47:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:47:53 test_accuracy 1305 model 2 nb_correct 2347 / 2500 (93.88%)
20241104-00:47:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:47:53 test_accuracy 1305 model 0 nb_correct 2327 / 2500 (93.08%)
20241104-00:47:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:48:03 wrote ae_*.pth
20241104-00:48:03 epoch_duration 2min46s next_finish 00:50:50
20241104-00:48:03 wrote state.pth
20241104-00:48:03 --- epoch 1306 ----------------------------------------
20241104-00:48:03 current_test_accuracies 0.9308 0.9644 0.9388 0.9580 0.9584
20241104-00:48:03 nb_c_quizzes 35041
20241104-00:48:03 weakest_accuracies [0.9308, 0.9388]
20241104-00:48:03 dummy_rand tensor([0.2655])
20241104-00:48:03 dummy_rand tensor([0.5011])
20241104-00:48:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:48:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:50:35 train_loss 1306 model 0 0.03470175933837891
20241104-00:50:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:50:35 train_loss 1306 model 2 0.03475832366943359
20241104-00:50:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:50:37 test_loss 1306 model 0 0.02841705322265625
20241104-00:50:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:50:37 test_loss 1306 model 2 0.030857086181640625
20241104-00:50:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:50:40 test_accuracy 1306 model 0 nb_correct 2351 / 2500 (94.04%)
20241104-00:50:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:50:40 test_accuracy 1306 model 2 nb_correct 2347 / 2500 (93.88%)
20241104-00:50:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:50:50 wrote ae_*.pth
20241104-00:50:50 epoch_duration 2min46s next_finish 00:53:37
20241104-00:50:50 wrote state.pth
20241104-00:50:50 --- epoch 1307 ----------------------------------------
20241104-00:50:50 current_test_accuracies 0.9404 0.9644 0.9388 0.9580 0.9584
20241104-00:50:50 nb_c_quizzes 35041
20241104-00:50:50 weakest_accuracies [0.9388, 0.9404]
20241104-00:50:50 dummy_rand tensor([0.2342])
20241104-00:50:50 dummy_rand tensor([0.2436])
20241104-00:50:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:50:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:53:22 train_loss 1307 model 2 0.034169594764709474
20241104-00:53:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:53:22 train_loss 1307 model 0 0.0344246940612793
20241104-00:53:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:53:24 test_loss 1307 model 2 0.03126632690429688
20241104-00:53:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:53:24 test_loss 1307 model 0 0.025780181884765625
20241104-00:53:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:53:26 test_accuracy 1307 model 2 nb_correct 2329 / 2500 (93.16%)
20241104-00:53:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:53:27 test_accuracy 1307 model 0 nb_correct 2291 / 2500 (91.64%)
20241104-00:53:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:53:37 wrote ae_*.pth
20241104-00:53:37 epoch_duration 2min46s next_finish 00:56:23
20241104-00:53:37 wrote state.pth
20241104-00:53:37 --- epoch 1308 ----------------------------------------
20241104-00:53:37 current_test_accuracies 0.9164 0.9644 0.9316 0.9580 0.9584
20241104-00:53:37 nb_c_quizzes 35041
20241104-00:53:37 weakest_accuracies [0.9164, 0.9316]
20241104-00:53:37 dummy_rand tensor([0.5075])
20241104-00:53:37 dummy_rand tensor([0.6773])
20241104-00:53:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:53:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:56:09 train_loss 1308 model 0 0.03424040603637695
20241104-00:56:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:56:09 train_loss 1308 model 2 0.035213787078857424
20241104-00:56:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:56:11 test_loss 1308 model 0 0.030050201416015623
20241104-00:56:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:56:11 test_loss 1308 model 2 0.028796005249023437
20241104-00:56:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:56:13 test_accuracy 1308 model 0 nb_correct 2314 / 2500 (92.56%)
20241104-00:56:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:56:14 test_accuracy 1308 model 2 nb_correct 2316 / 2500 (92.64%)
20241104-00:56:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:56:24 wrote ae_*.pth
20241104-00:56:24 epoch_duration 2min46s next_finish 00:59:10
20241104-00:56:24 wrote state.pth
20241104-00:56:24 --- epoch 1309 ----------------------------------------
20241104-00:56:24 current_test_accuracies 0.9256 0.9644 0.9264 0.9580 0.9584
20241104-00:56:24 nb_c_quizzes 35041
20241104-00:56:24 weakest_accuracies [0.9256, 0.9264]
20241104-00:56:24 dummy_rand tensor([0.5147])
20241104-00:56:24 dummy_rand tensor([0.7486])
20241104-00:56:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:56:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:58:56 train_loss 1309 model 2 0.034886039733886716
20241104-00:58:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:58:56 train_loss 1309 model 0 0.03451662445068359
20241104-00:58:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:58:58 test_loss 1309 model 2 0.025850448608398437
20241104-00:58:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:58:59 test_loss 1309 model 0 0.028209915161132814
20241104-00:58:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-00:59:01 test_accuracy 1309 model 2 nb_correct 2296 / 2500 (91.84%)
20241104-00:59:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:59:01 test_accuracy 1309 model 0 nb_correct 2340 / 2500 (93.60%)
20241104-00:59:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-00:59:11 wrote ae_*.pth
20241104-00:59:11 epoch_duration 2min47s next_finish 01:01:58
20241104-00:59:11 wrote state.pth
20241104-00:59:11 --- epoch 1310 ----------------------------------------
20241104-00:59:11 current_test_accuracies 0.9360 0.9644 0.9184 0.9580 0.9584
20241104-00:59:11 nb_c_quizzes 35041
20241104-00:59:11 weakest_accuracies [0.9184, 0.936]
20241104-00:59:11 dummy_rand tensor([0.4608])
20241104-00:59:11 dummy_rand tensor([0.3783])
20241104-00:59:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-00:59:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:01:43 train_loss 1310 model 2 0.03499507141113281
20241104-01:01:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:01:43 train_loss 1310 model 0 0.03363615798950195
20241104-01:01:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:01:45 test_loss 1310 model 2 0.02812103271484375
20241104-01:01:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:01:45 test_loss 1310 model 0 0.026571502685546877
20241104-01:01:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:01:47 test_accuracy 1310 model 2 nb_correct 2349 / 2500 (93.96%)
20241104-01:01:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:01:48 test_accuracy 1310 model 0 nb_correct 2326 / 2500 (93.04%)
20241104-01:01:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:01:58 wrote ae_*.pth
20241104-01:01:58 epoch_duration 2min46s next_finish 01:04:45
20241104-01:01:58 wrote state.pth
20241104-01:01:58 --- epoch 1311 ----------------------------------------
20241104-01:01:58 current_test_accuracies 0.9304 0.9644 0.9396 0.9580 0.9584
20241104-01:01:58 nb_c_quizzes 35041
20241104-01:01:58 weakest_accuracies [0.9304, 0.9396]
20241104-01:01:58 dummy_rand tensor([0.1179])
20241104-01:01:58 dummy_rand tensor([0.1597])
20241104-01:01:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:01:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:04:30 train_loss 1311 model 0 0.03418898391723633
20241104-01:04:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:04:30 train_loss 1311 model 2 0.035630989074707034
20241104-01:04:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:04:32 test_loss 1311 model 0 0.02885435104370117
20241104-01:04:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:04:32 test_loss 1311 model 2 0.0275762939453125
20241104-01:04:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:04:34 test_accuracy 1311 model 0 nb_correct 2285 / 2500 (91.40%)
20241104-01:04:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:04:34 test_accuracy 1311 model 2 nb_correct 2329 / 2500 (93.16%)
20241104-01:04:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:04:45 wrote ae_*.pth
20241104-01:04:45 epoch_duration 2min46s next_finish 01:07:32
20241104-01:04:45 wrote state.pth
20241104-01:04:45 --- epoch 1312 ----------------------------------------
20241104-01:04:45 current_test_accuracies 0.9140 0.9644 0.9316 0.9580 0.9584
20241104-01:04:45 nb_c_quizzes 35041
20241104-01:04:45 weakest_accuracies [0.914, 0.9316]
20241104-01:04:45 dummy_rand tensor([0.4683])
20241104-01:04:45 dummy_rand tensor([0.7940])
20241104-01:04:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:04:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:07:17 train_loss 1312 model 0 0.03460674571990967
20241104-01:07:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:07:17 train_loss 1312 model 2 0.03509637451171875
20241104-01:07:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:07:19 test_loss 1312 model 0 0.028531646728515624
20241104-01:07:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:07:19 test_loss 1312 model 2 0.027309722900390625
20241104-01:07:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:07:21 test_accuracy 1312 model 0 nb_correct 2341 / 2500 (93.64%)
20241104-01:07:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:07:21 test_accuracy 1312 model 2 nb_correct 2274 / 2500 (90.96%)
20241104-01:07:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:07:32 wrote ae_*.pth
20241104-01:07:32 epoch_duration 2min46s next_finish 01:10:18
20241104-01:07:32 wrote state.pth
20241104-01:07:32 --- epoch 1313 ----------------------------------------
20241104-01:07:32 current_test_accuracies 0.9364 0.9644 0.9096 0.9580 0.9584
20241104-01:07:32 nb_c_quizzes 35041
20241104-01:07:32 weakest_accuracies [0.9096, 0.9364]
20241104-01:07:32 dummy_rand tensor([0.2124])
20241104-01:07:32 dummy_rand tensor([0.7031])
20241104-01:07:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:07:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:10:04 train_loss 1313 model 0 0.0346684103012085
20241104-01:10:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:10:04 train_loss 1313 model 2 0.0352192268371582
20241104-01:10:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:10:06 test_loss 1313 model 0 0.028087310791015625
20241104-01:10:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:10:06 test_loss 1313 model 2 0.030282745361328123
20241104-01:10:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:10:08 test_accuracy 1313 model 0 nb_correct 2382 / 2500 (95.28%)
20241104-01:10:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:10:08 test_accuracy 1313 model 2 nb_correct 2296 / 2500 (91.84%)
20241104-01:10:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:10:18 wrote ae_*.pth
20241104-01:10:18 epoch_duration 2min46s next_finish 01:13:05
20241104-01:10:19 wrote state.pth
20241104-01:10:19 --- epoch 1314 ----------------------------------------
20241104-01:10:19 current_test_accuracies 0.9528 0.9644 0.9184 0.9580 0.9584
20241104-01:10:19 nb_c_quizzes 35041
20241104-01:10:19 weakest_accuracies [0.9184, 0.9528]
20241104-01:10:19 dummy_rand tensor([0.9109])
20241104-01:10:19 dummy_rand tensor([0.9808])
20241104-01:10:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:10:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:12:51 train_loss 1314 model 2 0.034773601531982425
20241104-01:12:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:12:51 train_loss 1314 model 0 0.03426549530029297
20241104-01:12:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:12:53 test_loss 1314 model 2 0.0304852294921875
20241104-01:12:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:12:53 test_loss 1314 model 0 0.031429443359375
20241104-01:12:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:12:55 test_accuracy 1314 model 2 nb_correct 2333 / 2500 (93.32%)
20241104-01:12:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:12:55 test_accuracy 1314 model 0 nb_correct 2380 / 2500 (95.20%)
20241104-01:12:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:13:05 wrote ae_*.pth
20241104-01:13:05 epoch_duration 2min46s next_finish 01:15:52
20241104-01:13:06 wrote state.pth
20241104-01:13:06 --- epoch 1315 ----------------------------------------
20241104-01:13:06 current_test_accuracies 0.9520 0.9644 0.9332 0.9580 0.9584
20241104-01:13:06 nb_c_quizzes 35041
20241104-01:13:06 weakest_accuracies [0.9332, 0.952]
20241104-01:13:06 dummy_rand tensor([0.0021])
20241104-01:13:06 dummy_rand tensor([0.6214])
20241104-01:13:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:13:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:15:37 train_loss 1315 model 0 0.034254253387451174
20241104-01:15:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:15:37 train_loss 1315 model 2 0.03406929779052734
20241104-01:15:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:15:40 test_loss 1315 model 0 0.0263616943359375
20241104-01:15:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:15:40 test_loss 1315 model 2 0.02945392608642578
20241104-01:15:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:15:42 test_accuracy 1315 model 0 nb_correct 2332 / 2500 (93.28%)
20241104-01:15:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:15:42 test_accuracy 1315 model 2 nb_correct 2339 / 2500 (93.56%)
20241104-01:15:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:15:52 wrote ae_*.pth
20241104-01:15:52 epoch_duration 2min46s next_finish 01:18:39
20241104-01:15:52 wrote state.pth
20241104-01:15:52 --- epoch 1316 ----------------------------------------
20241104-01:15:52 current_test_accuracies 0.9328 0.9644 0.9356 0.9580 0.9584
20241104-01:15:52 nb_c_quizzes 35041
20241104-01:15:52 weakest_accuracies [0.9328, 0.9356]
20241104-01:15:52 dummy_rand tensor([0.3835])
20241104-01:15:52 dummy_rand tensor([0.5783])
20241104-01:15:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:15:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:18:24 train_loss 1316 model 0 0.034562540054321286
20241104-01:18:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:18:24 train_loss 1316 model 2 0.033741931915283206
20241104-01:18:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:18:26 test_loss 1316 model 0 0.027575149536132812
20241104-01:18:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:18:26 test_loss 1316 model 2 0.025218029022216797
20241104-01:18:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:18:29 test_accuracy 1316 model 0 nb_correct 2344 / 2500 (93.76%)
20241104-01:18:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:18:29 test_accuracy 1316 model 2 nb_correct 2345 / 2500 (93.80%)
20241104-01:18:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:18:39 wrote ae_*.pth
20241104-01:18:39 epoch_duration 2min46s next_finish 01:21:25
20241104-01:18:39 wrote state.pth
20241104-01:18:39 --- epoch 1317 ----------------------------------------
20241104-01:18:39 current_test_accuracies 0.9376 0.9644 0.9380 0.9580 0.9584
20241104-01:18:39 nb_c_quizzes 35041
20241104-01:18:39 weakest_accuracies [0.9376, 0.938]
20241104-01:18:39 dummy_rand tensor([0.0260])
20241104-01:18:39 dummy_rand tensor([0.9991])
20241104-01:18:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:18:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:21:11 train_loss 1317 model 0 0.03374112319946289
20241104-01:21:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:21:11 train_loss 1317 model 2 0.034406740188598635
20241104-01:21:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:21:13 test_loss 1317 model 0 0.027926559448242187
20241104-01:21:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:21:13 test_loss 1317 model 2 0.029168777465820313
20241104-01:21:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:21:15 test_accuracy 1317 model 0 nb_correct 2378 / 2500 (95.12%)
20241104-01:21:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:21:15 test_accuracy 1317 model 2 nb_correct 2283 / 2500 (91.32%)
20241104-01:21:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:21:25 wrote ae_*.pth
20241104-01:21:25 epoch_duration 2min46s next_finish 01:24:12
20241104-01:21:25 wrote state.pth
20241104-01:21:25 --- epoch 1318 ----------------------------------------
20241104-01:21:25 current_test_accuracies 0.9512 0.9644 0.9132 0.9580 0.9584
20241104-01:21:25 nb_c_quizzes 35041
20241104-01:21:25 weakest_accuracies [0.9132, 0.9512]
20241104-01:21:25 dummy_rand tensor([0.8253])
20241104-01:21:25 dummy_rand tensor([0.6196])
20241104-01:21:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:21:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:23:58 train_loss 1318 model 2 0.03476381492614746
20241104-01:23:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:23:58 train_loss 1318 model 0 0.034034034729003904
20241104-01:23:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:24:00 test_loss 1318 model 2 0.03060028076171875
20241104-01:24:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:24:00 test_loss 1318 model 0 0.02554046630859375
20241104-01:24:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:24:02 test_accuracy 1318 model 2 nb_correct 2293 / 2500 (91.72%)
20241104-01:24:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:24:02 test_accuracy 1318 model 0 nb_correct 2346 / 2500 (93.84%)
20241104-01:24:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:24:12 wrote ae_*.pth
20241104-01:24:12 epoch_duration 2min47s next_finish 01:27:00
20241104-01:24:13 wrote state.pth
20241104-01:24:13 --- epoch 1319 ----------------------------------------
20241104-01:24:13 current_test_accuracies 0.9384 0.9644 0.9172 0.9580 0.9584
20241104-01:24:13 nb_c_quizzes 35041
20241104-01:24:13 weakest_accuracies [0.9172, 0.9384]
20241104-01:24:13 dummy_rand tensor([0.3552])
20241104-01:24:13 dummy_rand tensor([0.3932])
20241104-01:24:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:24:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:26:44 train_loss 1319 model 2 0.03557923889160156
20241104-01:26:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:26:44 train_loss 1319 model 0 0.03391145324707031
20241104-01:26:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:26:47 test_loss 1319 model 2 0.030767669677734377
20241104-01:26:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:26:47 test_loss 1319 model 0 0.025920639038085936
20241104-01:26:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:26:49 test_accuracy 1319 model 2 nb_correct 2358 / 2500 (94.32%)
20241104-01:26:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:26:49 test_accuracy 1319 model 0 nb_correct 2262 / 2500 (90.48%)
20241104-01:26:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:26:59 wrote ae_*.pth
20241104-01:26:59 epoch_duration 2min46s next_finish 01:29:46
20241104-01:26:59 wrote state.pth
20241104-01:26:59 --- epoch 1320 ----------------------------------------
20241104-01:26:59 current_test_accuracies 0.9048 0.9644 0.9432 0.9580 0.9584
20241104-01:26:59 nb_c_quizzes 35041
20241104-01:26:59 weakest_accuracies [0.9048, 0.9432]
20241104-01:26:59 dummy_rand tensor([0.3402])
20241104-01:26:59 dummy_rand tensor([0.5734])
20241104-01:26:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:26:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:29:31 train_loss 1320 model 0 0.03431357955932617
20241104-01:29:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:29:31 train_loss 1320 model 2 0.034217056274414064
20241104-01:29:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:29:34 test_loss 1320 model 0 0.029550323486328123
20241104-01:29:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:29:34 test_loss 1320 model 2 0.028543548583984377
20241104-01:29:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:29:36 test_accuracy 1320 model 0 nb_correct 2338 / 2500 (93.52%)
20241104-01:29:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:29:36 test_accuracy 1320 model 2 nb_correct 2324 / 2500 (92.96%)
20241104-01:29:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:29:46 wrote ae_*.pth
20241104-01:29:46 epoch_duration 2min47s next_finish 01:32:33
20241104-01:29:46 wrote state.pth
20241104-01:29:46 --- epoch 1321 ----------------------------------------
20241104-01:29:46 current_test_accuracies 0.9352 0.9644 0.9296 0.9580 0.9584
20241104-01:29:46 nb_c_quizzes 35041
20241104-01:29:46 weakest_accuracies [0.9296, 0.9352]
20241104-01:29:46 dummy_rand tensor([0.5888])
20241104-01:29:46 dummy_rand tensor([0.8442])
20241104-01:29:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:29:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:32:18 train_loss 1321 model 2 0.03444687843322754
20241104-01:32:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:32:18 train_loss 1321 model 0 0.03457529067993164
20241104-01:32:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:32:21 test_loss 1321 model 2 0.028374862670898438
20241104-01:32:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:32:21 test_loss 1321 model 0 0.029676551818847655
20241104-01:32:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:32:23 test_accuracy 1321 model 2 nb_correct 2335 / 2500 (93.40%)
20241104-01:32:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:32:23 test_accuracy 1321 model 0 nb_correct 2334 / 2500 (93.36%)
20241104-01:32:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:32:33 wrote ae_*.pth
20241104-01:32:33 epoch_duration 2min46s next_finish 01:35:20
20241104-01:32:33 wrote state.pth
20241104-01:32:33 --- epoch 1322 ----------------------------------------
20241104-01:32:33 current_test_accuracies 0.9336 0.9644 0.9340 0.9580 0.9584
20241104-01:32:33 nb_c_quizzes 35041
20241104-01:32:33 weakest_accuracies [0.9336, 0.934]
20241104-01:32:33 dummy_rand tensor([0.6618])
20241104-01:32:33 dummy_rand tensor([0.3380])
20241104-01:32:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:32:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:35:05 train_loss 1322 model 0 0.03378934478759766
20241104-01:35:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:35:05 train_loss 1322 model 2 0.034835105895996095
20241104-01:35:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:35:07 test_loss 1322 model 0 0.028464813232421875
20241104-01:35:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:35:07 test_loss 1322 model 2 0.02844627380371094
20241104-01:35:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:35:10 test_accuracy 1322 model 0 nb_correct 2319 / 2500 (92.76%)
20241104-01:35:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:35:10 test_accuracy 1322 model 2 nb_correct 2347 / 2500 (93.88%)
20241104-01:35:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:35:20 wrote ae_*.pth
20241104-01:35:20 epoch_duration 2min46s next_finish 01:38:06
20241104-01:35:20 wrote state.pth
20241104-01:35:20 --- epoch 1323 ----------------------------------------
20241104-01:35:20 current_test_accuracies 0.9276 0.9644 0.9388 0.9580 0.9584
20241104-01:35:20 nb_c_quizzes 35041
20241104-01:35:20 weakest_accuracies [0.9276, 0.9388]
20241104-01:35:20 dummy_rand tensor([0.1643])
20241104-01:35:20 dummy_rand tensor([0.1558])
20241104-01:35:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:35:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:37:52 train_loss 1323 model 2 0.03466891479492187
20241104-01:37:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:37:52 train_loss 1323 model 0 0.03387046813964844
20241104-01:37:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:37:54 test_loss 1323 model 2 0.027028656005859374
20241104-01:37:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:37:54 test_loss 1323 model 0 0.030066680908203126
20241104-01:37:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:37:56 test_accuracy 1323 model 2 nb_correct 2332 / 2500 (93.28%)
20241104-01:37:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:37:56 test_accuracy 1323 model 0 nb_correct 2371 / 2500 (94.84%)
20241104-01:37:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:38:06 wrote ae_*.pth
20241104-01:38:06 epoch_duration 2min46s next_finish 01:40:53
20241104-01:38:07 wrote state.pth
20241104-01:38:07 --- epoch 1324 ----------------------------------------
20241104-01:38:07 current_test_accuracies 0.9484 0.9644 0.9328 0.9580 0.9584
20241104-01:38:07 nb_c_quizzes 35041
20241104-01:38:07 weakest_accuracies [0.9328, 0.9484]
20241104-01:38:07 dummy_rand tensor([0.9022])
20241104-01:38:07 dummy_rand tensor([0.3561])
20241104-01:38:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:38:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:40:38 train_loss 1324 model 2 0.034276208877563476
20241104-01:40:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:40:38 train_loss 1324 model 0 0.03403616142272949
20241104-01:40:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:40:41 test_loss 1324 model 2 0.026580429077148436
20241104-01:40:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:40:41 test_loss 1324 model 0 0.029608001708984377
20241104-01:40:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:40:43 test_accuracy 1324 model 2 nb_correct 2349 / 2500 (93.96%)
20241104-01:40:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:40:43 test_accuracy 1324 model 0 nb_correct 2339 / 2500 (93.56%)
20241104-01:40:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:40:53 wrote ae_*.pth
20241104-01:40:53 epoch_duration 2min46s next_finish 01:43:39
20241104-01:40:53 wrote state.pth
20241104-01:40:53 --- epoch 1325 ----------------------------------------
20241104-01:40:53 current_test_accuracies 0.9356 0.9644 0.9396 0.9580 0.9584
20241104-01:40:53 nb_c_quizzes 35041
20241104-01:40:53 weakest_accuracies [0.9356, 0.9396]
20241104-01:40:53 dummy_rand tensor([0.9344])
20241104-01:40:53 dummy_rand tensor([0.1815])
20241104-01:40:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:40:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:43:25 train_loss 1325 model 0 0.033875646591186526
20241104-01:43:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:43:25 train_loss 1325 model 2 0.03447685623168945
20241104-01:43:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:43:28 test_loss 1325 model 0 0.027998275756835937
20241104-01:43:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:43:28 test_loss 1325 model 2 0.02556753158569336
20241104-01:43:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:43:30 test_accuracy 1325 model 0 nb_correct 2375 / 2500 (95.00%)
20241104-01:43:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:43:30 test_accuracy 1325 model 2 nb_correct 2312 / 2500 (92.48%)
20241104-01:43:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:43:40 wrote ae_*.pth
20241104-01:43:40 epoch_duration 2min47s next_finish 01:46:28
20241104-01:43:41 wrote state.pth
20241104-01:43:41 --- epoch 1326 ----------------------------------------
20241104-01:43:41 current_test_accuracies 0.9500 0.9644 0.9248 0.9580 0.9584
20241104-01:43:41 nb_c_quizzes 35041
20241104-01:43:41 weakest_accuracies [0.9248, 0.95]
20241104-01:43:41 dummy_rand tensor([0.3868])
20241104-01:43:41 dummy_rand tensor([0.7817])
20241104-01:43:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:43:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:46:12 train_loss 1326 model 2 0.034528854370117185
20241104-01:46:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:46:12 train_loss 1326 model 0 0.033668476104736327
20241104-01:46:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:46:15 test_loss 1326 model 2 0.027261962890625
20241104-01:46:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:46:15 test_loss 1326 model 0 0.025550918579101564
20241104-01:46:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:46:17 test_accuracy 1326 model 2 nb_correct 2343 / 2500 (93.72%)
20241104-01:46:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:46:17 test_accuracy 1326 model 0 nb_correct 2346 / 2500 (93.84%)
20241104-01:46:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:46:27 wrote ae_*.pth
20241104-01:46:27 epoch_duration 2min46s next_finish 01:49:14
20241104-01:46:27 wrote state.pth
20241104-01:46:27 --- epoch 1327 ----------------------------------------
20241104-01:46:27 current_test_accuracies 0.9384 0.9644 0.9372 0.9580 0.9584
20241104-01:46:27 nb_c_quizzes 35041
20241104-01:46:27 weakest_accuracies [0.9372, 0.9384]
20241104-01:46:27 dummy_rand tensor([0.3490])
20241104-01:46:27 dummy_rand tensor([0.7571])
20241104-01:46:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:46:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:48:59 train_loss 1327 model 2 0.03500038528442383
20241104-01:48:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:48:59 train_loss 1327 model 0 0.03357472610473633
20241104-01:48:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:49:01 test_loss 1327 model 2 0.028543167114257813
20241104-01:49:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:49:02 test_loss 1327 model 0 0.0305462646484375
20241104-01:49:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:49:04 test_accuracy 1327 model 2 nb_correct 2372 / 2500 (94.88%)
20241104-01:49:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:49:04 test_accuracy 1327 model 0 nb_correct 2361 / 2500 (94.44%)
20241104-01:49:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:49:14 wrote ae_*.pth
20241104-01:49:14 epoch_duration 2min46s next_finish 01:52:01
20241104-01:49:14 wrote state.pth
20241104-01:49:14 --- epoch 1328 ----------------------------------------
20241104-01:49:14 current_test_accuracies 0.9444 0.9644 0.9488 0.9580 0.9584
20241104-01:49:14 nb_c_quizzes 35041
20241104-01:49:14 weakest_accuracies [0.9444, 0.9488]
20241104-01:49:14 dummy_rand tensor([0.7982])
20241104-01:49:14 dummy_rand tensor([0.7131])
20241104-01:49:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:49:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:51:46 train_loss 1328 model 0 0.03468524169921875
20241104-01:51:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:51:46 train_loss 1328 model 2 0.03477033996582031
20241104-01:51:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:51:49 test_loss 1328 model 0 0.02923797607421875
20241104-01:51:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:51:49 test_loss 1328 model 2 0.0282757568359375
20241104-01:51:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:51:51 test_accuracy 1328 model 0 nb_correct 2322 / 2500 (92.88%)
20241104-01:51:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:51:51 test_accuracy 1328 model 2 nb_correct 2311 / 2500 (92.44%)
20241104-01:51:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:52:01 wrote ae_*.pth
20241104-01:52:01 epoch_duration 2min47s next_finish 01:54:48
20241104-01:52:01 wrote state.pth
20241104-01:52:01 --- epoch 1329 ----------------------------------------
20241104-01:52:01 current_test_accuracies 0.9288 0.9644 0.9244 0.9580 0.9584
20241104-01:52:01 nb_c_quizzes 35041
20241104-01:52:01 weakest_accuracies [0.9244, 0.9288]
20241104-01:52:01 dummy_rand tensor([0.4671])
20241104-01:52:01 dummy_rand tensor([0.9607])
20241104-01:52:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:52:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:54:33 train_loss 1329 model 0 0.0348462963104248
20241104-01:54:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:54:33 train_loss 1329 model 2 0.03464111709594726
20241104-01:54:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:54:35 test_loss 1329 model 0 0.02956573486328125
20241104-01:54:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:54:36 test_loss 1329 model 2 0.027987060546875
20241104-01:54:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:54:38 test_accuracy 1329 model 0 nb_correct 2379 / 2500 (95.16%)
20241104-01:54:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:54:38 test_accuracy 1329 model 2 nb_correct 2316 / 2500 (92.64%)
20241104-01:54:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:54:48 wrote ae_*.pth
20241104-01:54:48 epoch_duration 2min47s next_finish 01:57:35
20241104-01:54:48 wrote state.pth
20241104-01:54:48 --- epoch 1330 ----------------------------------------
20241104-01:54:48 current_test_accuracies 0.9516 0.9644 0.9264 0.9580 0.9584
20241104-01:54:48 nb_c_quizzes 35041
20241104-01:54:48 weakest_accuracies [0.9264, 0.9516]
20241104-01:54:48 dummy_rand tensor([0.0406])
20241104-01:54:48 dummy_rand tensor([0.1050])
20241104-01:54:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:54:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:57:20 train_loss 1330 model 0 0.03396430206298828
20241104-01:57:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:57:20 train_loss 1330 model 2 0.0335578498840332
20241104-01:57:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:57:22 test_loss 1330 model 0 0.0326409912109375
20241104-01:57:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:57:22 test_loss 1330 model 2 0.03551055908203125
20241104-01:57:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-01:57:25 test_accuracy 1330 model 0 nb_correct 2364 / 2500 (94.56%)
20241104-01:57:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:57:25 test_accuracy 1330 model 2 nb_correct 2306 / 2500 (92.24%)
20241104-01:57:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-01:57:35 wrote ae_*.pth
20241104-01:57:35 epoch_duration 2min46s next_finish 02:00:21
20241104-01:57:35 wrote state.pth
20241104-01:57:35 --- epoch 1331 ----------------------------------------
20241104-01:57:35 current_test_accuracies 0.9456 0.9644 0.9224 0.9580 0.9584
20241104-01:57:35 nb_c_quizzes 35041
20241104-01:57:35 weakest_accuracies [0.9224, 0.9456]
20241104-01:57:35 dummy_rand tensor([0.0300])
20241104-01:57:35 dummy_rand tensor([0.2134])
20241104-01:57:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-01:57:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:00:07 train_loss 1331 model 2 0.03451995849609375
20241104-02:00:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:00:07 train_loss 1331 model 0 0.033805137634277345
20241104-02:00:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:00:09 test_loss 1331 model 2 0.028028030395507813
20241104-02:00:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:00:09 test_loss 1331 model 0 0.026689529418945312
20241104-02:00:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:00:11 test_accuracy 1331 model 2 nb_correct 2337 / 2500 (93.48%)
20241104-02:00:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:00:11 test_accuracy 1331 model 0 nb_correct 2388 / 2500 (95.52%)
20241104-02:00:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:00:21 wrote ae_*.pth
20241104-02:00:21 epoch_duration 2min46s next_finish 02:03:08
20241104-02:00:22 wrote state.pth
20241104-02:00:22 --- epoch 1332 ----------------------------------------
20241104-02:00:22 current_test_accuracies 0.9552 0.9644 0.9348 0.9580 0.9584
20241104-02:00:22 nb_c_quizzes 35041
20241104-02:00:22 weakest_accuracies [0.9348, 0.9552]
20241104-02:00:22 dummy_rand tensor([0.5801])
20241104-02:00:22 dummy_rand tensor([0.1573])
20241104-02:00:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:00:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:02:53 train_loss 1332 model 2 0.03462706756591797
20241104-02:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:02:53 train_loss 1332 model 0 0.0333076171875
20241104-02:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:02:56 test_loss 1332 model 2 0.026727447509765623
20241104-02:02:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:02:56 test_loss 1332 model 0 0.027080879211425782
20241104-02:02:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:02:58 test_accuracy 1332 model 2 nb_correct 2317 / 2500 (92.68%)
20241104-02:02:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:02:58 test_accuracy 1332 model 0 nb_correct 2333 / 2500 (93.32%)
20241104-02:02:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:03:08 wrote ae_*.pth
20241104-02:03:08 epoch_duration 2min46s next_finish 02:05:54
20241104-02:03:08 wrote state.pth
20241104-02:03:08 --- epoch 1333 ----------------------------------------
20241104-02:03:08 current_test_accuracies 0.9332 0.9644 0.9268 0.9580 0.9584
20241104-02:03:08 nb_c_quizzes 35041
20241104-02:03:08 weakest_accuracies [0.9268, 0.9332]
20241104-02:03:08 dummy_rand tensor([0.1060])
20241104-02:03:08 dummy_rand tensor([0.0039])
20241104-02:03:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:03:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:05:40 train_loss 1333 model 2 0.03422270393371582
20241104-02:05:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:05:40 train_loss 1333 model 0 0.03393589019775391
20241104-02:05:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:05:42 test_loss 1333 model 2 0.029370956420898438
20241104-02:05:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:05:42 test_loss 1333 model 0 0.027166748046875
20241104-02:05:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:05:44 test_accuracy 1333 model 2 nb_correct 2345 / 2500 (93.80%)
20241104-02:05:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:05:44 test_accuracy 1333 model 0 nb_correct 2383 / 2500 (95.32%)
20241104-02:05:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:05:54 wrote ae_*.pth
20241104-02:05:54 epoch_duration 2min46s next_finish 02:08:41
20241104-02:05:55 wrote state.pth
20241104-02:05:55 --- epoch 1334 ----------------------------------------
20241104-02:05:55 current_test_accuracies 0.9532 0.9644 0.9380 0.9580 0.9584
20241104-02:05:55 nb_c_quizzes 35041
20241104-02:05:55 weakest_accuracies [0.938, 0.9532]
20241104-02:05:55 dummy_rand tensor([0.7571])
20241104-02:05:55 dummy_rand tensor([0.4331])
20241104-02:05:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:05:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:08:27 train_loss 1334 model 2 0.03418927383422852
20241104-02:08:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:08:27 train_loss 1334 model 0 0.0340369873046875
20241104-02:08:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:08:29 test_loss 1334 model 2 0.030390777587890626
20241104-02:08:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:08:29 test_loss 1334 model 0 0.028823089599609376
20241104-02:08:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:08:31 test_accuracy 1334 model 2 nb_correct 2337 / 2500 (93.48%)
20241104-02:08:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:08:31 test_accuracy 1334 model 0 nb_correct 2312 / 2500 (92.48%)
20241104-02:08:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:08:41 wrote ae_*.pth
20241104-02:08:41 epoch_duration 2min46s next_finish 02:11:28
20241104-02:08:42 wrote state.pth
20241104-02:08:42 --- epoch 1335 ----------------------------------------
20241104-02:08:42 current_test_accuracies 0.9248 0.9644 0.9348 0.9580 0.9584
20241104-02:08:42 nb_c_quizzes 35041
20241104-02:08:42 weakest_accuracies [0.9248, 0.9348]
20241104-02:08:42 dummy_rand tensor([0.3288])
20241104-02:08:42 dummy_rand tensor([0.2124])
20241104-02:08:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:08:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:11:14 train_loss 1335 model 0 0.033984516143798826
20241104-02:11:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:11:14 train_loss 1335 model 2 0.035151609420776365
20241104-02:11:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:11:16 test_loss 1335 model 0 0.0258294677734375
20241104-02:11:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:11:16 test_loss 1335 model 2 0.028245391845703124
20241104-02:11:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:11:19 test_accuracy 1335 model 0 nb_correct 2309 / 2500 (92.36%)
20241104-02:11:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:11:19 test_accuracy 1335 model 2 nb_correct 2310 / 2500 (92.40%)
20241104-02:11:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:11:28 wrote ae_*.pth
20241104-02:11:28 epoch_duration 2min47s next_finish 02:14:16
20241104-02:11:29 wrote state.pth
20241104-02:11:29 --- epoch 1336 ----------------------------------------
20241104-02:11:29 current_test_accuracies 0.9236 0.9644 0.9240 0.9580 0.9584
20241104-02:11:29 nb_c_quizzes 35041
20241104-02:11:29 weakest_accuracies [0.9236, 0.924]
20241104-02:11:29 dummy_rand tensor([0.8943])
20241104-02:11:29 dummy_rand tensor([0.2232])
20241104-02:11:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:11:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:14:00 train_loss 1336 model 0 0.03381604242324829
20241104-02:14:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:14:00 train_loss 1336 model 2 0.0340446662902832
20241104-02:14:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:14:03 test_loss 1336 model 0 0.026569366455078125
20241104-02:14:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:14:03 test_loss 1336 model 2 0.0286480712890625
20241104-02:14:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:14:05 test_accuracy 1336 model 0 nb_correct 2321 / 2500 (92.84%)
20241104-02:14:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:14:05 test_accuracy 1336 model 2 nb_correct 2324 / 2500 (92.96%)
20241104-02:14:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:14:15 wrote ae_*.pth
20241104-02:14:15 epoch_duration 2min46s next_finish 02:17:02
20241104-02:14:15 wrote state.pth
20241104-02:14:15 --- epoch 1337 ----------------------------------------
20241104-02:14:15 current_test_accuracies 0.9284 0.9644 0.9296 0.9580 0.9584
20241104-02:14:15 nb_c_quizzes 35041
20241104-02:14:15 weakest_accuracies [0.9284, 0.9296]
20241104-02:14:15 dummy_rand tensor([0.5948])
20241104-02:14:15 dummy_rand tensor([0.2594])
20241104-02:14:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:14:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:16:47 train_loss 1337 model 2 0.034440357208251955
20241104-02:16:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:16:47 train_loss 1337 model 0 0.033454614639282225
20241104-02:16:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:16:50 test_loss 1337 model 2 0.028113174438476562
20241104-02:16:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:16:50 test_loss 1337 model 0 0.02778312683105469
20241104-02:16:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:16:52 test_accuracy 1337 model 2 nb_correct 2339 / 2500 (93.56%)
20241104-02:16:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:16:52 test_accuracy 1337 model 0 nb_correct 2365 / 2500 (94.60%)
20241104-02:16:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:17:02 wrote ae_*.pth
20241104-02:17:02 epoch_duration 2min47s next_finish 02:19:49
20241104-02:17:02 wrote state.pth
20241104-02:17:02 --- epoch 1338 ----------------------------------------
20241104-02:17:02 current_test_accuracies 0.9460 0.9644 0.9356 0.9580 0.9584
20241104-02:17:02 nb_c_quizzes 35041
20241104-02:17:02 weakest_accuracies [0.9356, 0.946]
20241104-02:17:02 dummy_rand tensor([0.9808])
20241104-02:17:02 dummy_rand tensor([0.9530])
20241104-02:17:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:17:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:19:34 train_loss 1338 model 2 0.034492122650146485
20241104-02:19:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:19:34 train_loss 1338 model 0 0.034307975769042966
20241104-02:19:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:19:37 test_loss 1338 model 2 0.02911914825439453
20241104-02:19:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:19:37 test_loss 1338 model 0 0.02477287292480469
20241104-02:19:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:19:39 test_accuracy 1338 model 2 nb_correct 2309 / 2500 (92.36%)
20241104-02:19:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:19:39 test_accuracy 1338 model 0 nb_correct 2333 / 2500 (93.32%)
20241104-02:19:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:19:49 wrote ae_*.pth
20241104-02:19:49 epoch_duration 2min46s next_finish 02:22:36
20241104-02:19:49 wrote state.pth
20241104-02:19:49 --- epoch 1339 ----------------------------------------
20241104-02:19:49 current_test_accuracies 0.9332 0.9644 0.9236 0.9580 0.9584
20241104-02:19:49 nb_c_quizzes 35041
20241104-02:19:49 weakest_accuracies [0.9236, 0.9332]
20241104-02:19:49 dummy_rand tensor([0.4624])
20241104-02:19:49 dummy_rand tensor([0.9153])
20241104-02:19:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:19:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:22:21 train_loss 1339 model 2 0.03463288879394531
20241104-02:22:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:22:21 train_loss 1339 model 0 0.034115306854248045
20241104-02:22:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:22:23 test_loss 1339 model 2 0.027845840454101562
20241104-02:22:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:22:23 test_loss 1339 model 0 0.025265045166015625
20241104-02:22:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:22:26 test_accuracy 1339 model 2 nb_correct 2355 / 2500 (94.20%)
20241104-02:22:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:22:26 test_accuracy 1339 model 0 nb_correct 2339 / 2500 (93.56%)
20241104-02:22:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:22:36 wrote ae_*.pth
20241104-02:22:36 epoch_duration 2min46s next_finish 02:25:22
20241104-02:22:36 wrote state.pth
20241104-02:22:36 --- epoch 1340 ----------------------------------------
20241104-02:22:36 current_test_accuracies 0.9356 0.9644 0.9420 0.9580 0.9584
20241104-02:22:36 nb_c_quizzes 35041
20241104-02:22:36 weakest_accuracies [0.9356, 0.942]
20241104-02:22:36 dummy_rand tensor([0.0526])
20241104-02:22:36 dummy_rand tensor([0.8432])
20241104-02:22:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:22:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:25:08 train_loss 1340 model 2 0.03477170753479004
20241104-02:25:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:25:08 train_loss 1340 model 0 0.03370043182373047
20241104-02:25:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:25:10 test_loss 1340 model 2 0.029792938232421875
20241104-02:25:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:25:10 test_loss 1340 model 0 0.030323638916015624
20241104-02:25:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:25:13 test_accuracy 1340 model 2 nb_correct 2317 / 2500 (92.68%)
20241104-02:25:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:25:13 test_accuracy 1340 model 0 nb_correct 2314 / 2500 (92.56%)
20241104-02:25:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:25:23 wrote ae_*.pth
20241104-02:25:23 epoch_duration 2min47s next_finish 02:28:10
20241104-02:25:23 wrote state.pth
20241104-02:25:23 --- epoch 1341 ----------------------------------------
20241104-02:25:23 current_test_accuracies 0.9256 0.9644 0.9268 0.9580 0.9584
20241104-02:25:23 nb_c_quizzes 35041
20241104-02:25:23 weakest_accuracies [0.9256, 0.9268]
20241104-02:25:23 dummy_rand tensor([0.5135])
20241104-02:25:23 dummy_rand tensor([0.6048])
20241104-02:25:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:25:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:27:55 train_loss 1341 model 0 0.03401929664611816
20241104-02:27:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:27:55 train_loss 1341 model 2 0.03409465026855469
20241104-02:27:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:27:58 test_loss 1341 model 0 0.02728485107421875
20241104-02:27:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:27:58 test_loss 1341 model 2 0.0294036865234375
20241104-02:27:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:28:00 test_accuracy 1341 model 0 nb_correct 2366 / 2500 (94.64%)
20241104-02:28:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:28:00 test_accuracy 1341 model 2 nb_correct 2340 / 2500 (93.60%)
20241104-02:28:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:28:10 wrote ae_*.pth
20241104-02:28:10 epoch_duration 2min47s next_finish 02:30:58
20241104-02:28:10 wrote state.pth
20241104-02:28:10 --- epoch 1342 ----------------------------------------
20241104-02:28:10 current_test_accuracies 0.9464 0.9644 0.9360 0.9580 0.9584
20241104-02:28:10 nb_c_quizzes 35041
20241104-02:28:10 weakest_accuracies [0.936, 0.9464]
20241104-02:28:10 dummy_rand tensor([0.6212])
20241104-02:28:10 dummy_rand tensor([0.1085])
20241104-02:28:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:28:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:30:42 train_loss 1342 model 2 0.03435763168334961
20241104-02:30:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:30:43 train_loss 1342 model 0 0.03341670417785644
20241104-02:30:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:30:45 test_loss 1342 model 2 0.02859498977661133
20241104-02:30:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:30:45 test_loss 1342 model 0 0.026662826538085938
20241104-02:30:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:30:47 test_accuracy 1342 model 2 nb_correct 2338 / 2500 (93.52%)
20241104-02:30:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:30:47 test_accuracy 1342 model 0 nb_correct 2349 / 2500 (93.96%)
20241104-02:30:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:30:57 wrote ae_*.pth
20241104-02:30:57 epoch_duration 2min46s next_finish 02:33:44
20241104-02:30:57 wrote state.pth
20241104-02:30:57 --- epoch 1343 ----------------------------------------
20241104-02:30:57 current_test_accuracies 0.9396 0.9644 0.9352 0.9580 0.9584
20241104-02:30:57 nb_c_quizzes 35041
20241104-02:30:57 weakest_accuracies [0.9352, 0.9396]
20241104-02:30:57 dummy_rand tensor([0.5972])
20241104-02:30:57 dummy_rand tensor([0.7553])
20241104-02:30:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:30:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:33:29 train_loss 1343 model 2 0.03403325653076172
20241104-02:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:33:29 train_loss 1343 model 0 0.0336573486328125
20241104-02:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:33:32 test_loss 1343 model 2 0.03076674461364746
20241104-02:33:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:33:32 test_loss 1343 model 0 0.02361063003540039
20241104-02:33:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:33:34 test_accuracy 1343 model 2 nb_correct 2361 / 2500 (94.44%)
20241104-02:33:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:33:34 test_accuracy 1343 model 0 nb_correct 2360 / 2500 (94.40%)
20241104-02:33:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:33:44 wrote ae_*.pth
20241104-02:33:44 epoch_duration 2min46s next_finish 02:36:31
20241104-02:33:44 wrote state.pth
20241104-02:33:44 --- epoch 1344 ----------------------------------------
20241104-02:33:44 current_test_accuracies 0.9440 0.9644 0.9444 0.9580 0.9584
20241104-02:33:44 nb_c_quizzes 35041
20241104-02:33:44 weakest_accuracies [0.944, 0.9444]
20241104-02:33:44 dummy_rand tensor([0.2471])
20241104-02:33:44 dummy_rand tensor([0.0908])
20241104-02:33:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:33:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:36:16 train_loss 1344 model 2 0.034044391632080076
20241104-02:36:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:36:16 train_loss 1344 model 0 0.0339817123413086
20241104-02:36:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:36:18 test_loss 1344 model 2 0.027709503173828125
20241104-02:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:36:18 test_loss 1344 model 0 0.028106231689453125
20241104-02:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:36:21 test_accuracy 1344 model 2 nb_correct 2278 / 2500 (91.12%)
20241104-02:36:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:36:21 test_accuracy 1344 model 0 nb_correct 2348 / 2500 (93.92%)
20241104-02:36:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:36:31 wrote ae_*.pth
20241104-02:36:31 epoch_duration 2min46s next_finish 02:39:18
20241104-02:36:31 wrote state.pth
20241104-02:36:31 --- epoch 1345 ----------------------------------------
20241104-02:36:31 current_test_accuracies 0.9392 0.9644 0.9112 0.9580 0.9584
20241104-02:36:31 nb_c_quizzes 35041
20241104-02:36:31 weakest_accuracies [0.9112, 0.9392]
20241104-02:36:31 dummy_rand tensor([0.8733])
20241104-02:36:31 dummy_rand tensor([0.3939])
20241104-02:36:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:36:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:39:03 train_loss 1345 model 2 0.03407770538330078
20241104-02:39:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:39:03 train_loss 1345 model 0 0.033990232467651364
20241104-02:39:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:39:05 test_loss 1345 model 2 0.02965057373046875
20241104-02:39:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:39:05 test_loss 1345 model 0 0.028914794921875
20241104-02:39:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:39:08 test_accuracy 1345 model 2 nb_correct 2347 / 2500 (93.88%)
20241104-02:39:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:39:08 test_accuracy 1345 model 0 nb_correct 2324 / 2500 (92.96%)
20241104-02:39:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:39:18 wrote ae_*.pth
20241104-02:39:18 epoch_duration 2min46s next_finish 02:42:04
20241104-02:39:18 wrote state.pth
20241104-02:39:18 --- epoch 1346 ----------------------------------------
20241104-02:39:18 current_test_accuracies 0.9296 0.9644 0.9388 0.9580 0.9584
20241104-02:39:18 nb_c_quizzes 35041
20241104-02:39:18 weakest_accuracies [0.9296, 0.9388]
20241104-02:39:18 dummy_rand tensor([0.2577])
20241104-02:39:18 dummy_rand tensor([0.9489])
20241104-02:39:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:39:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:41:50 train_loss 1346 model 0 0.03468115615844727
20241104-02:41:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:41:51 train_loss 1346 model 2 0.03454329681396484
20241104-02:41:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:41:53 test_loss 1346 model 0 0.028378047943115235
20241104-02:41:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:41:53 test_loss 1346 model 2 0.03215789794921875
20241104-02:41:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:41:55 test_accuracy 1346 model 0 nb_correct 2357 / 2500 (94.28%)
20241104-02:41:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:41:55 test_accuracy 1346 model 2 nb_correct 2331 / 2500 (93.24%)
20241104-02:41:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:42:05 wrote ae_*.pth
20241104-02:42:05 epoch_duration 2min47s next_finish 02:44:53
20241104-02:42:06 wrote state.pth
20241104-02:42:06 --- epoch 1347 ----------------------------------------
20241104-02:42:06 current_test_accuracies 0.9428 0.9644 0.9324 0.9580 0.9584
20241104-02:42:06 nb_c_quizzes 35041
20241104-02:42:06 weakest_accuracies [0.9324, 0.9428]
20241104-02:42:06 dummy_rand tensor([0.5121])
20241104-02:42:06 dummy_rand tensor([0.2881])
20241104-02:42:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:42:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:44:38 train_loss 1347 model 2 0.03416545867919922
20241104-02:44:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:44:38 train_loss 1347 model 0 0.03346061897277832
20241104-02:44:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:44:40 test_loss 1347 model 2 0.02780792236328125
20241104-02:44:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:44:40 test_loss 1347 model 0 0.02709869384765625
20241104-02:44:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:44:42 test_accuracy 1347 model 2 nb_correct 2322 / 2500 (92.88%)
20241104-02:44:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:44:42 test_accuracy 1347 model 0 nb_correct 2318 / 2500 (92.72%)
20241104-02:44:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:44:53 wrote ae_*.pth
20241104-02:44:53 epoch_duration 2min47s next_finish 02:47:40
20241104-02:44:53 wrote state.pth
20241104-02:44:53 --- epoch 1348 ----------------------------------------
20241104-02:44:53 current_test_accuracies 0.9272 0.9644 0.9288 0.9580 0.9584
20241104-02:44:53 nb_c_quizzes 35041
20241104-02:44:53 weakest_accuracies [0.9272, 0.9288]
20241104-02:44:53 dummy_rand tensor([0.3908])
20241104-02:44:53 dummy_rand tensor([0.1158])
20241104-02:44:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:44:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:47:25 train_loss 1348 model 0 0.033682811737060545
20241104-02:47:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:47:25 train_loss 1348 model 2 0.03423830795288086
20241104-02:47:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:47:27 test_loss 1348 model 0 0.027207965850830077
20241104-02:47:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:47:27 test_loss 1348 model 2 0.031203842163085936
20241104-02:47:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:47:29 test_accuracy 1348 model 0 nb_correct 2343 / 2500 (93.72%)
20241104-02:47:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:47:29 test_accuracy 1348 model 2 nb_correct 2348 / 2500 (93.92%)
20241104-02:47:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:47:39 wrote ae_*.pth
20241104-02:47:39 epoch_duration 2min46s next_finish 02:50:26
20241104-02:47:39 wrote state.pth
20241104-02:47:39 --- epoch 1349 ----------------------------------------
20241104-02:47:39 current_test_accuracies 0.9372 0.9644 0.9392 0.9580 0.9584
20241104-02:47:39 nb_c_quizzes 35041
20241104-02:47:39 weakest_accuracies [0.9372, 0.9392]
20241104-02:47:39 dummy_rand tensor([0.6179])
20241104-02:47:39 dummy_rand tensor([0.0359])
20241104-02:47:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:47:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:50:11 train_loss 1349 model 0 0.03417649078369141
20241104-02:50:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:50:11 train_loss 1349 model 2 0.033866467475891116
20241104-02:50:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:50:13 test_loss 1349 model 0 0.02949546813964844
20241104-02:50:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:50:13 test_loss 1349 model 2 0.02508544921875
20241104-02:50:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:50:16 test_accuracy 1349 model 0 nb_correct 2367 / 2500 (94.68%)
20241104-02:50:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:50:16 test_accuracy 1349 model 2 nb_correct 2335 / 2500 (93.40%)
20241104-02:50:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:50:26 wrote ae_*.pth
20241104-02:50:26 epoch_duration 2min46s next_finish 02:53:12
20241104-02:50:26 wrote state.pth
20241104-02:50:26 --- epoch 1350 ----------------------------------------
20241104-02:50:26 current_test_accuracies 0.9468 0.9644 0.9340 0.9580 0.9584
20241104-02:50:26 nb_c_quizzes 35041
20241104-02:50:26 weakest_accuracies [0.934, 0.9468]
20241104-02:50:26 dummy_rand tensor([0.2686])
20241104-02:50:26 dummy_rand tensor([0.2884])
20241104-02:50:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:50:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:52:58 train_loss 1350 model 2 0.033987167358398435
20241104-02:52:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:52:58 train_loss 1350 model 0 0.033902175903320314
20241104-02:52:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:53:00 test_loss 1350 model 2 0.028206863403320313
20241104-02:53:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:53:00 test_loss 1350 model 0 0.029287109375
20241104-02:53:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:53:03 test_accuracy 1350 model 2 nb_correct 2290 / 2500 (91.60%)
20241104-02:53:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:53:03 test_accuracy 1350 model 0 nb_correct 2369 / 2500 (94.76%)
20241104-02:53:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:53:13 wrote ae_*.pth
20241104-02:53:13 epoch_duration 2min46s next_finish 02:56:00
20241104-02:53:13 wrote state.pth
20241104-02:53:13 --- epoch 1351 ----------------------------------------
20241104-02:53:13 current_test_accuracies 0.9476 0.9644 0.9160 0.9580 0.9584
20241104-02:53:13 nb_c_quizzes 35041
20241104-02:53:13 weakest_accuracies [0.916, 0.9476]
20241104-02:53:13 dummy_rand tensor([0.9806])
20241104-02:53:13 dummy_rand tensor([0.4671])
20241104-02:53:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:53:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:55:45 train_loss 1351 model 2 0.03380384063720703
20241104-02:55:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:55:45 train_loss 1351 model 0 0.03411489677429199
20241104-02:55:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:55:47 test_loss 1351 model 2 0.03266998291015625
20241104-02:55:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:55:47 test_loss 1351 model 0 0.026453514099121094
20241104-02:55:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:55:49 test_accuracy 1351 model 2 nb_correct 2317 / 2500 (92.68%)
20241104-02:55:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:55:49 test_accuracy 1351 model 0 nb_correct 2351 / 2500 (94.04%)
20241104-02:55:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:56:00 wrote ae_*.pth
20241104-02:56:00 epoch_duration 2min46s next_finish 02:58:47
20241104-02:56:00 wrote state.pth
20241104-02:56:00 --- epoch 1352 ----------------------------------------
20241104-02:56:00 current_test_accuracies 0.9404 0.9644 0.9268 0.9580 0.9584
20241104-02:56:00 nb_c_quizzes 35041
20241104-02:56:00 weakest_accuracies [0.9268, 0.9404]
20241104-02:56:00 dummy_rand tensor([0.9159])
20241104-02:56:00 dummy_rand tensor([0.2486])
20241104-02:56:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:56:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:58:32 train_loss 1352 model 2 0.03422575759887695
20241104-02:58:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:58:32 train_loss 1352 model 0 0.03439756774902344
20241104-02:58:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:58:34 test_loss 1352 model 2 0.030371742248535158
20241104-02:58:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:58:34 test_loss 1352 model 0 0.028359737396240235
20241104-02:58:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-02:58:36 test_accuracy 1352 model 2 nb_correct 2339 / 2500 (93.56%)
20241104-02:58:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:58:36 test_accuracy 1352 model 0 nb_correct 2385 / 2500 (95.40%)
20241104-02:58:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-02:58:46 wrote ae_*.pth
20241104-02:58:46 epoch_duration 2min46s next_finish 03:01:33
20241104-02:58:46 wrote state.pth
20241104-02:58:46 --- epoch 1353 ----------------------------------------
20241104-02:58:46 current_test_accuracies 0.9540 0.9644 0.9356 0.9580 0.9584
20241104-02:58:46 nb_c_quizzes 35041
20241104-02:58:46 weakest_accuracies [0.9356, 0.954]
20241104-02:58:46 dummy_rand tensor([0.0145])
20241104-02:58:46 dummy_rand tensor([0.6357])
20241104-02:58:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-02:58:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:01:18 train_loss 1353 model 2 0.033996826171875
20241104-03:01:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:01:18 train_loss 1353 model 0 0.03374367523193359
20241104-03:01:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:01:21 test_loss 1353 model 2 0.02742378234863281
20241104-03:01:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:01:21 test_loss 1353 model 0 0.02813772201538086
20241104-03:01:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:01:23 test_accuracy 1353 model 2 nb_correct 2324 / 2500 (92.96%)
20241104-03:01:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:01:23 test_accuracy 1353 model 0 nb_correct 2353 / 2500 (94.12%)
20241104-03:01:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:01:33 wrote ae_*.pth
20241104-03:01:33 epoch_duration 2min46s next_finish 03:04:20
20241104-03:01:33 wrote state.pth
20241104-03:01:33 --- epoch 1354 ----------------------------------------
20241104-03:01:33 current_test_accuracies 0.9412 0.9644 0.9296 0.9580 0.9584
20241104-03:01:33 nb_c_quizzes 35041
20241104-03:01:33 weakest_accuracies [0.9296, 0.9412]
20241104-03:01:33 dummy_rand tensor([0.4778])
20241104-03:01:33 dummy_rand tensor([0.7592])
20241104-03:01:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:01:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:04:05 train_loss 1354 model 2 0.03413672924041748
20241104-03:04:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:04:05 train_loss 1354 model 0 0.03380440330505371
20241104-03:04:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:04:08 test_loss 1354 model 2 0.028989639282226563
20241104-03:04:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:04:08 test_loss 1354 model 0 0.028840408325195313
20241104-03:04:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:04:10 test_accuracy 1354 model 2 nb_correct 2312 / 2500 (92.48%)
20241104-03:04:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:04:10 test_accuracy 1354 model 0 nb_correct 2351 / 2500 (94.04%)
20241104-03:04:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:04:20 wrote ae_*.pth
20241104-03:04:20 epoch_duration 2min46s next_finish 03:07:07
20241104-03:04:20 wrote state.pth
20241104-03:04:20 --- epoch 1355 ----------------------------------------
20241104-03:04:20 current_test_accuracies 0.9404 0.9644 0.9248 0.9580 0.9584
20241104-03:04:20 nb_c_quizzes 35041
20241104-03:04:20 weakest_accuracies [0.9248, 0.9404]
20241104-03:04:20 dummy_rand tensor([0.9222])
20241104-03:04:20 dummy_rand tensor([0.9196])
20241104-03:04:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:04:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:06:52 train_loss 1355 model 2 0.03512985992431641
20241104-03:06:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:06:52 train_loss 1355 model 0 0.03314786911010742
20241104-03:06:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:06:54 test_loss 1355 model 2 0.027218170166015625
20241104-03:06:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:06:54 test_loss 1355 model 0 0.031381988525390626
20241104-03:06:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:06:57 test_accuracy 1355 model 2 nb_correct 2366 / 2500 (94.64%)
20241104-03:06:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:06:57 test_accuracy 1355 model 0 nb_correct 2366 / 2500 (94.64%)
20241104-03:06:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:07:07 wrote ae_*.pth
20241104-03:07:07 epoch_duration 2min46s next_finish 03:09:53
20241104-03:07:07 wrote state.pth
20241104-03:07:07 --- epoch 1356 ----------------------------------------
20241104-03:07:07 current_test_accuracies 0.9464 0.9644 0.9464 0.9580 0.9584
20241104-03:07:07 nb_c_quizzes 35041
20241104-03:07:07 weakest_accuracies [0.9464, 0.9464]
20241104-03:07:07 dummy_rand tensor([0.5198])
20241104-03:07:07 dummy_rand tensor([0.8198])
20241104-03:07:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:07:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:09:39 train_loss 1356 model 0 0.03363378143310547
20241104-03:09:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:09:39 train_loss 1356 model 2 0.03496448135375976
20241104-03:09:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:09:41 test_loss 1356 model 2 0.02737770080566406
20241104-03:09:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:09:41 test_loss 1356 model 0 0.03110748291015625
20241104-03:09:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:09:44 test_accuracy 1356 model 2 nb_correct 2333 / 2500 (93.32%)
20241104-03:09:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:09:44 test_accuracy 1356 model 0 nb_correct 2342 / 2500 (93.68%)
20241104-03:09:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:09:54 wrote ae_*.pth
20241104-03:09:54 epoch_duration 2min47s next_finish 03:12:41
20241104-03:09:54 wrote state.pth
20241104-03:09:54 --- epoch 1357 ----------------------------------------
20241104-03:09:54 current_test_accuracies 0.9368 0.9644 0.9332 0.9580 0.9584
20241104-03:09:54 nb_c_quizzes 35041
20241104-03:09:54 weakest_accuracies [0.9332, 0.9368]
20241104-03:09:54 dummy_rand tensor([0.4203])
20241104-03:09:54 dummy_rand tensor([0.7519])
20241104-03:09:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:09:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:12:26 train_loss 1357 model 2 0.0348577880859375
20241104-03:12:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:12:26 train_loss 1357 model 0 0.03387581253051758
20241104-03:12:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:12:28 test_loss 1357 model 2 0.027753734588623048
20241104-03:12:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:12:28 test_loss 1357 model 0 0.026355400085449218
20241104-03:12:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:12:31 test_accuracy 1357 model 2 nb_correct 2354 / 2500 (94.16%)
20241104-03:12:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:12:31 test_accuracy 1357 model 0 nb_correct 2310 / 2500 (92.40%)
20241104-03:12:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:12:41 wrote ae_*.pth
20241104-03:12:41 epoch_duration 2min46s next_finish 03:15:28
20241104-03:12:41 wrote state.pth
20241104-03:12:41 --- epoch 1358 ----------------------------------------
20241104-03:12:41 current_test_accuracies 0.9240 0.9644 0.9416 0.9580 0.9584
20241104-03:12:41 nb_c_quizzes 35041
20241104-03:12:41 weakest_accuracies [0.924, 0.9416]
20241104-03:12:41 dummy_rand tensor([0.0935])
20241104-03:12:41 dummy_rand tensor([0.3635])
20241104-03:12:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:12:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:15:13 train_loss 1358 model 0 0.03389210700988769
20241104-03:15:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:15:13 train_loss 1358 model 2 0.03433589553833008
20241104-03:15:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:15:15 test_loss 1358 model 0 0.026744842529296875
20241104-03:15:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:15:15 test_loss 1358 model 2 0.02761421203613281
20241104-03:15:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:15:18 test_accuracy 1358 model 0 nb_correct 2383 / 2500 (95.32%)
20241104-03:15:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:15:18 test_accuracy 1358 model 2 nb_correct 2278 / 2500 (91.12%)
20241104-03:15:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:15:28 wrote ae_*.pth
20241104-03:15:28 epoch_duration 2min47s next_finish 03:18:15
20241104-03:15:28 wrote state.pth
20241104-03:15:28 --- epoch 1359 ----------------------------------------
20241104-03:15:28 current_test_accuracies 0.9532 0.9644 0.9112 0.9580 0.9584
20241104-03:15:28 nb_c_quizzes 35041
20241104-03:15:28 weakest_accuracies [0.9112, 0.9532]
20241104-03:15:28 dummy_rand tensor([0.6698])
20241104-03:15:28 dummy_rand tensor([0.7741])
20241104-03:15:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:15:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:18:00 train_loss 1359 model 0 0.03400596809387207
20241104-03:18:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:18:00 train_loss 1359 model 2 0.03470583724975586
20241104-03:18:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:18:03 test_loss 1359 model 0 0.029391326904296876
20241104-03:18:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:18:03 test_loss 1359 model 2 0.028296279907226562
20241104-03:18:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:18:05 test_accuracy 1359 model 0 nb_correct 2370 / 2500 (94.80%)
20241104-03:18:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:18:05 test_accuracy 1359 model 2 nb_correct 2362 / 2500 (94.48%)
20241104-03:18:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:18:15 wrote ae_*.pth
20241104-03:18:15 epoch_duration 2min47s next_finish 03:21:03
20241104-03:18:15 wrote state.pth
20241104-03:18:15 --- epoch 1360 ----------------------------------------
20241104-03:18:15 current_test_accuracies 0.9480 0.9644 0.9448 0.9580 0.9584
20241104-03:18:15 nb_c_quizzes 35041
20241104-03:18:15 weakest_accuracies [0.9448, 0.948]
20241104-03:18:15 dummy_rand tensor([0.3501])
20241104-03:18:15 dummy_rand tensor([0.1686])
20241104-03:18:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:18:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:20:47 train_loss 1360 model 2 0.034528549194335935
20241104-03:20:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:20:48 train_loss 1360 model 0 0.033606575012207034
20241104-03:20:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:20:50 test_loss 1360 model 2 0.028502044677734376
20241104-03:20:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:20:50 test_loss 1360 model 0 0.02735504150390625
20241104-03:20:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-03:20:52 test_accuracy 1360 model 2 nb_correct 2399 / 2500 (95.96%)
20241104-03:20:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:20:52 test_accuracy 1360 model 0 nb_correct 2400 / 2500 (96.00%)
20241104-03:20:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-03:21:02 wrote ae_*.pth
20241104-03:21:02 epoch_duration 2min47s next_finish 03:23:49
20241104-03:21:02 wrote state.pth
20241104-03:21:02 --- epoch 1361 ----------------------------------------
20241104-03:21:02 current_test_accuracies 0.9600 0.9644 0.9596 0.9580 0.9584
20241104-03:21:02 dummy_rand tensor([0.0309])
20241104-03:21:02 dummy_rand tensor([0.1001])
20241104-03:21:11 nb_validated 10 model 0 (finishes Mon 03:58 -- 4010/h)
20241104-03:21:11 nb_validated 16 model 2 (finishes Mon 03:44 -- 6390/h)
20241104-03:21:29 nb_validated 55 model 1 (finishes Mon 03:41 -- 7329/h)
20241104-03:21:30 nb_validated 44 model 2 (finishes Mon 03:46 -- 5839/h)
20241104-03:21:47 nb_validated 83 model 3 (finishes Mon 03:43 -- 6645/h)
20241104-03:21:48 nb_validated 70 model 3 (finishes Mon 03:47 -- 5567/h)
20241104-03:22:05 nb_validated 106 model 4 (finishes Mon 03:45 -- 6097/h)
20241104-03:22:06 nb_validated 106 model 4 (finishes Mon 03:45 -- 6047/h)
20241104-03:22:23 nb_validated 150 model 1 (finishes Mon 03:43 -- 6700/h)
20241104-03:22:24 nb_validated 131 model 0 (finishes Mon 03:46 -- 5816/h)
20241104-03:22:41 nb_validated 192 model 2 (finishes Mon 03:42 -- 7003/h)
20241104-03:22:42 nb_validated 160 model 3 (finishes Mon 03:46 -- 5811/h)
20241104-03:22:59 nb_validated 221 model 0 (finishes Mon 03:43 -- 6814/h)
20241104-03:23:00 nb_validated 191 model 3 (finishes Mon 03:46 -- 5870/h)
20241104-03:23:17 nb_validated 243 model 0 (finishes Mon 03:44 -- 6487/h)
20241104-03:23:18 nb_validated 228 model 2 (finishes Mon 03:45 -- 6068/h)
20241104-03:23:35 nb_validated 272 model 3 (finishes Mon 03:44 -- 6405/h)
20241104-03:23:36 nb_validated 256 model 2 (finishes Mon 03:46 -- 6009/h)
20241104-03:23:53 nb_validated 300 model 0 (finishes Mon 03:44 -- 6321/h)
20241104-03:23:54 nb_validated 285 model 4 (finishes Mon 03:46 -- 5988/h)
20241104-03:24:11 nb_validated 327 model 4 (finishes Mon 03:45 -- 6238/h)
20241104-03:24:12 nb_validated 312 model 3 (finishes Mon 03:46 -- 5935/h)
20241104-03:24:29 nb_validated 355 model 4 (finishes Mon 03:45 -- 6185/h)
20241104-03:24:30 nb_validated 328 model 4 (finishes Mon 03:47 -- 5702/h)
20241104-03:24:47 nb_validated 391 model 2 (finishes Mon 03:44 -- 6265/h)
20241104-03:24:48 nb_validated 363 model 1 (finishes Mon 03:46 -- 5804/h)
20241104-03:25:05 nb_validated 421 model 3 (finishes Mon 03:45 -- 6248/h)
20241104-03:25:06 nb_validated 399 model 3 (finishes Mon 03:46 -- 5904/h)
20241104-03:25:23 nb_validated 455 model 1 (finishes Mon 03:44 -- 6290/h)
20241104-03:25:24 nb_validated 434 model 1 (finishes Mon 03:46 -- 5980/h)
20241104-03:25:41 nb_validated 493 model 2 (finishes Mon 03:44 -- 6375/h)
20241104-03:25:42 nb_validated 462 model 0 (finishes Mon 03:46 -- 5954/h)
20241104-03:25:59 nb_validated 524 model 1 (finishes Mon 03:44 -- 6362/h)
20241104-03:26:00 nb_validated 491 model 0 (finishes Mon 03:46 -- 5945/h)
20241104-03:26:17 nb_validated 555 model 2 (finishes Mon 03:44 -- 6353/h)
20241104-03:26:18 nb_validated 527 model 2 (finishes Mon 03:45 -- 6019/h)
20241104-03:26:35 nb_validated 592 model 2 (finishes Mon 03:44 -- 6411/h)
20241104-03:26:36 nb_validated 564 model 2 (finishes Mon 03:45 -- 6092/h)
20241104-03:26:52 nb_validated 613 model 4 (finishes Mon 03:44 -- 6306/h)
20241104-03:26:54 nb_validated 586 model 3 (finishes Mon 03:46 -- 6004/h)
20241104-03:27:10 nb_validated 649 model 3 (finishes Mon 03:44 -- 6350/h)
20241104-03:27:12 nb_validated 615 model 2 (finishes Mon 03:46 -- 5993/h)
20241104-03:27:28 nb_validated 677 model 2 (finishes Mon 03:44 -- 6313/h)
20241104-03:27:30 nb_validated 639 model 0 (finishes Mon 03:46 -- 5937/h)
20241104-03:27:46 nb_validated 700 model 4 (finishes Mon 03:45 -- 6237/h)
20241104-03:27:48 nb_validated 665 model 0 (finishes Mon 03:46 -- 5904/h)
20241104-03:28:05 nb_validated 725 model 4 (finishes Mon 03:45 -- 6183/h)
20241104-03:28:06 nb_validated 688 model 4 (finishes Mon 03:46 -- 5848/h)
20241104-03:28:23 nb_validated 758 model 1 (finishes Mon 03:45 -- 6197/h)
20241104-03:28:24 nb_validated 722 model 1 (finishes Mon 03:46 -- 5887/h)
20241104-03:28:41 nb_validated 789 model 2 (finishes Mon 03:45 -- 6198/h)
20241104-03:28:42 nb_validated 773 model 2 (finishes Mon 03:45 -- 6057/h)
20241104-03:28:59 nb_validated 817 model 4 (finishes Mon 03:45 -- 6177/h)
20241104-03:29:00 nb_validated 796 model 0 (finishes Mon 03:46 -- 6001/h)
20241104-03:29:17 nb_validated 858 model 1 (finishes Mon 03:45 -- 6250/h)
20241104-03:29:18 nb_validated 834 model 1 (finishes Mon 03:45 -- 6059/h)
20241104-03:29:35 nb_validated 894 model 2 (finishes Mon 03:44 -- 6284/h)
20241104-03:29:36 nb_validated 867 model 3 (finishes Mon 03:45 -- 6077/h)
20241104-03:29:53 nb_validated 910 model 3 (finishes Mon 03:45 -- 6180/h)
20241104-03:29:54 nb_validated 891 model 3 (finishes Mon 03:45 -- 6034/h)
20241104-03:30:10 nb_validated 934 model 1 (finishes Mon 03:45 -- 6135/h)
20241104-03:30:12 nb_validated 932 model 2 (finishes Mon 03:45 -- 6104/h)
20241104-03:30:29 nb_validated 958 model 1 (finishes Mon 03:45 -- 6091/h)
20241104-03:30:30 nb_validated 962 model 4 (finishes Mon 03:45 -- 6100/h)
20241104-03:30:47 nb_validated 995 model 0 (finishes Mon 03:45 -- 6131/h)
20241104-03:30:48 nb_validated 979 model 0 (finishes Mon 03:45 -- 6016/h)
20241104-03:31:05 nb_validated 1022 model 1 (finishes Mon 03:45 -- 6109/h)
20241104-03:31:06 nb_validated 1020 model 2 (finishes Mon 03:45 -- 6082/h)
20241104-03:31:23 nb_validated 1057 model 1 (finishes Mon 03:45 -- 6135/h)
20241104-03:31:24 nb_validated 1051 model 1 (finishes Mon 03:45 -- 6085/h)
20241104-03:31:41 nb_validated 1080 model 4 (finishes Mon 03:45 -- 6092/h)
20241104-03:31:42 nb_validated 1080 model 0 (finishes Mon 03:45 -- 6077/h)
20241104-03:31:59 nb_validated 1102 model 4 (finishes Mon 03:45 -- 6045/h)
20241104-03:32:00 nb_validated 1115 model 1 (finishes Mon 03:45 -- 6103/h)
20241104-03:32:16 nb_validated 1141 model 3 (finishes Mon 03:45 -- 6094/h)
20241104-03:32:18 nb_validated 1152 model 1 (finishes Mon 03:45 -- 6137/h)
20241104-03:32:34 nb_validated 1176 model 0 (finishes Mon 03:45 -- 6119/h)
20241104-03:32:36 nb_validated 1173 model 3 (finishes Mon 03:45 -- 6087/h)
20241104-03:32:52 nb_validated 1196 model 4 (finishes Mon 03:45 -- 6066/h)
20241104-03:32:54 nb_validated 1213 model 4 (finishes Mon 03:45 -- 6136/h)
20241104-03:33:10 nb_validated 1227 model 1 (finishes Mon 03:45 -- 6068/h)
20241104-03:33:12 nb_validated 1246 model 2 (finishes Mon 03:45 -- 6148/h)
20241104-03:33:28 nb_validated 1273 model 0 (finishes Mon 03:45 -- 6144/h)
20241104-03:33:30 nb_validated 1276 model 0 (finishes Mon 03:45 -- 6144/h)
20241104-03:33:46 nb_validated 1295 model 4 (finishes Mon 03:45 -- 6102/h)
20241104-03:33:48 nb_validated 1301 model 4 (finishes Mon 03:45 -- 6118/h)
20241104-03:34:04 nb_validated 1314 model 0 (finishes Mon 03:45 -- 6048/h)
20241104-03:34:06 nb_validated 1328 model 3 (finishes Mon 03:45 -- 6102/h)
20241104-03:34:22 nb_validated 1335 model 0 (finishes Mon 03:46 -- 6007/h)
20241104-03:34:24 nb_validated 1358 model 4 (finishes Mon 03:45 -- 6100/h)
20241104-03:34:41 nb_validated 1374 model 1 (finishes Mon 03:45 -- 6046/h)
20241104-03:34:42 nb_validated 1393 model 1 (finishes Mon 03:45 -- 6119/h)
20241104-03:34:59 nb_validated 1405 model 3 (finishes Mon 03:45 -- 6049/h)
20241104-03:35:00 nb_validated 1421 model 3 (finishes Mon 03:45 -- 6107/h)
20241104-03:35:17 nb_validated 1436 model 1 (finishes Mon 03:45 -- 6051/h)
20241104-03:35:18 nb_validated 1451 model 1 (finishes Mon 03:45 -- 6105/h)
20241104-03:35:35 nb_validated 1464 model 4 (finishes Mon 03:45 -- 6042/h)
20241104-03:35:36 nb_validated 1481 model 1 (finishes Mon 03:45 -- 6103/h)
20241104-03:35:53 nb_validated 1489 model 0 (finishes Mon 03:45 -- 6022/h)
20241104-03:35:54 nb_validated 1518 model 1 (finishes Mon 03:45 -- 6129/h)
20241104-03:36:10 nb_validated 1515 model 4 (finishes Mon 03:46 -- 6006/h)
20241104-03:36:12 nb_validated 1549 model 2 (finishes Mon 03:45 -- 6130/h)
20241104-03:36:28 nb_validated 1544 model 2 (finishes Mon 03:46 -- 6002/h)
20241104-03:36:30 nb_validated 1579 model 0 (finishes Mon 03:45 -- 6127/h)
20241104-03:36:46 nb_validated 1577 model 3 (finishes Mon 03:45 -- 6014/h)
20241104-03:36:48 nb_validated 1609 model 1 (finishes Mon 03:45 -- 6124/h)
20241104-03:37:05 nb_validated 1624 model 2 (finishes Mon 03:45 -- 6076/h)
20241104-03:37:06 nb_validated 1631 model 3 (finishes Mon 03:45 -- 6093/h)
20241104-03:37:22 nb_validated 1651 model 0 (finishes Mon 03:45 -- 6065/h)
20241104-03:37:24 nb_validated 1663 model 3 (finishes Mon 03:45 -- 6098/h)
20241104-03:37:40 nb_validated 1681 model 0 (finishes Mon 03:45 -- 6064/h)
20241104-03:37:42 nb_validated 1694 model 1 (finishes Mon 03:45 -- 6100/h)
20241104-03:37:58 nb_validated 1717 model 2 (finishes Mon 03:45 -- 6084/h)
20241104-03:38:00 nb_validated 1732 model 1 (finishes Mon 03:45 -- 6126/h)
20241104-03:38:16 nb_validated 1742 model 4 (finishes Mon 03:45 -- 6067/h)
20241104-03:38:18 nb_validated 1753 model 0 (finishes Mon 03:45 -- 6093/h)
20241104-03:38:34 nb_validated 1774 model 4 (finishes Mon 03:45 -- 6073/h)
20241104-03:38:36 nb_validated 1780 model 1 (finishes Mon 03:45 -- 6081/h)
20241104-03:38:52 nb_validated 1802 model 1 (finishes Mon 03:45 -- 6064/h)
20241104-03:38:54 nb_validated 1804 model 3 (finishes Mon 03:45 -- 6060/h)
20241104-03:39:10 nb_validated 1826 model 0 (finishes Mon 03:45 -- 6044/h)
20241104-03:39:12 nb_validated 1816 model 0 (finishes Mon 03:46 -- 6000/h)
20241104-03:39:28 nb_validated 1855 model 4 (finishes Mon 03:45 -- 6042/h)
20241104-03:39:30 nb_validated 1852 model 1 (finishes Mon 03:45 -- 6020/h)
20241104-03:39:46 nb_validated 1875 model 0 (finishes Mon 03:46 -- 6010/h)
20241104-03:39:48 nb_validated 1887 model 2 (finishes Mon 03:45 -- 6036/h)
20241104-03:40:04 nb_validated 1918 model 2 (finishes Mon 03:45 -- 6050/h)
20241104-03:40:06 nb_validated 1918 model 4 (finishes Mon 03:45 -- 6039/h)
20241104-03:40:22 nb_validated 1948 model 1 (finishes Mon 03:45 -- 6049/h)
20241104-03:40:24 nb_validated 1934 model 3 (finishes Mon 03:46 -- 5995/h)
20241104-03:40:40 nb_validated 1968 model 3 (finishes Mon 03:45 -- 6018/h)
20241104-03:40:42 nb_validated 1953 model 3 (finishes Mon 03:46 -- 5961/h)
20241104-03:40:58 nb_validated 2003 model 4 (finishes Mon 03:45 -- 6033/h)
20241104-03:41:00 nb_validated 1990 model 3 (finishes Mon 03:46 -- 5982/h)
20241104-03:41:16 nb_validated 2026 model 3 (finishes Mon 03:45 -- 6012/h)
20241104-03:41:18 nb_validated 2027 model 2 (finishes Mon 03:46 -- 6003/h)
20241104-03:41:34 nb_validated 2061 model 2 (finishes Mon 03:45 -- 6026/h)
20241104-03:41:36 nb_validated 2050 model 2 (finishes Mon 03:46 -- 5982/h)
20241104-03:41:52 nb_validated 2091 model 1 (finishes Mon 03:45 -- 6024/h)
20241104-03:41:54 nb_validated 2074 model 1 (finishes Mon 03:46 -- 5966/h)
20241104-03:42:10 nb_validated 2116 model 4 (finishes Mon 03:46 -- 6010/h)
20241104-03:42:12 nb_validated 2102 model 3 (finishes Mon 03:46 -- 5960/h)
20241104-03:42:28 nb_validated 2137 model 4 (finishes Mon 03:46 -- 5985/h)
20241104-03:42:30 nb_validated 2135 model 3 (finishes Mon 03:46 -- 5968/h)
20241104-03:42:46 nb_validated 2156 model 3 (finishes Mon 03:46 -- 5956/h)
20241104-03:42:48 nb_validated 2155 model 1 (finishes Mon 03:46 -- 5941/h)
20241104-03:43:04 nb_validated 2186 model 4 (finishes Mon 03:46 -- 5956/h)
20241104-03:43:06 nb_validated 2185 model 3 (finishes Mon 03:46 -- 5942/h)
20241104-03:43:22 nb_validated 2217 model 0 (finishes Mon 03:46 -- 5960/h)
20241104-03:43:24 nb_validated 2218 model 1 (finishes Mon 03:46 -- 5951/h)
20241104-03:43:40 nb_validated 2247 model 3 (finishes Mon 03:46 -- 5960/h)
20241104-03:43:42 nb_validated 2252 model 1 (finishes Mon 03:46 -- 5962/h)
20241104-03:43:58 nb_validated 2279 model 2 (finishes Mon 03:46 -- 5965/h)
20241104-03:44:00 nb_validated 2286 model 4 (finishes Mon 03:46 -- 5973/h)
20241104-03:44:16 nb_validated 2321 model 1 (finishes Mon 03:46 -- 5997/h)
20241104-03:44:18 nb_validated 2321 model 4 (finishes Mon 03:46 -- 5986/h)
20241104-03:44:34 nb_validated 2346 model 0 (finishes Mon 03:46 -- 5984/h)
20241104-03:44:36 nb_validated 2348 model 4 (finishes Mon 03:46 -- 5979/h)
20241104-03:44:52 nb_validated 2379 model 1 (finishes Mon 03:46 -- 5992/h)
20241104-03:44:54 nb_validated 2381 model 3 (finishes Mon 03:46 -- 5987/h)
20241104-03:45:10 nb_validated 2412 model 3 (finishes Mon 03:46 -- 5999/h)
20241104-03:45:12 nb_validated 2399 model 4 (finishes Mon 03:46 -- 5958/h)
20241104-03:45:28 nb_validated 2441 model 4 (finishes Mon 03:46 -- 5997/h)
20241104-03:45:30 nb_validated 2432 model 2 (finishes Mon 03:46 -- 5966/h)
20241104-03:45:46 nb_validated 2471 model 3 (finishes Mon 03:46 -- 5996/h)
20241104-03:45:47 nb_validated 2451 model 4 (finishes Mon 03:46 -- 5941/h)
20241104-03:46:04 nb_validated 2496 model 1 (finishes Mon 03:46 -- 5984/h)
20241104-03:46:05 nb_validated 2490 model 2 (finishes Mon 03:46 -- 5964/h)
20241104-03:46:13 generate_c_quizz_speed 5980/h
20241104-03:46:14 generate_c_quizz_speed 5964/h
20241104-03:46:23 wrote culture_c_quiz_1361.png
20241104-03:46:23 generated_c_quizzes torch.Size([5014, 400])
20241104-03:58:35 nb_c_quizzes 40055
20241104-03:58:35 weakest_accuracies [0, 0]
20241104-03:58:35 dummy_rand tensor([0.8721])
20241104-03:58:35 dummy_rand tensor([0.8913])
20241104-03:58:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-03:58:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:01:07 train_loss 1361 model 0 0.036144256591796875
20241104-04:01:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:01:07 train_loss 1361 model 1 0.035142101287841794
20241104-04:01:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:01:09 test_loss 1361 model 0 0.034153289794921875
20241104-04:01:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:01:09 test_loss 1361 model 1 0.030471076965332033
20241104-04:01:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:01:11 test_accuracy 1361 model 0 nb_correct 2251 / 2500 (90.04%)
20241104-04:01:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:01:11 test_accuracy 1361 model 1 nb_correct 2264 / 2500 (90.56%)
20241104-04:01:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:01:21 wrote ae_*.pth
20241104-04:01:21 epoch_duration 40min19s next_finish 04:41:41
20241104-04:01:22 wrote state.pth
20241104-04:01:22 --- epoch 1362 ----------------------------------------
20241104-04:01:22 current_test_accuracies 0.9004 0.9056 0.0000 0.0000 0.0000
20241104-04:01:22 nb_c_quizzes 40055
20241104-04:01:22 weakest_accuracies [0, 0]
20241104-04:01:22 dummy_rand tensor([0.1826])
20241104-04:01:22 dummy_rand tensor([0.7057])
20241104-04:01:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:01:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:03:54 train_loss 1362 model 3 0.03608592224121094
20241104-04:03:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:03:54 train_loss 1362 model 2 0.03639770317077637
20241104-04:03:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:03:56 test_loss 1362 model 3 0.030692291259765626
20241104-04:03:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:03:56 test_loss 1362 model 2 0.024493064880371094
20241104-04:03:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:03:58 test_accuracy 1362 model 3 nb_correct 2189 / 2500 (87.56%)
20241104-04:03:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:03:58 test_accuracy 1362 model 2 nb_correct 2207 / 2500 (88.28%)
20241104-04:03:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:04:09 wrote ae_*.pth
20241104-04:04:09 epoch_duration 2min47s next_finish 04:06:56
20241104-04:04:09 wrote state.pth
20241104-04:04:09 --- epoch 1363 ----------------------------------------
20241104-04:04:09 current_test_accuracies 0.9004 0.9056 0.8828 0.8756 0.0000
20241104-04:04:09 nb_c_quizzes 40055
20241104-04:04:09 weakest_accuracies [0, 0.8756]
20241104-04:04:09 dummy_rand tensor([0.1966])
20241104-04:04:09 dummy_rand tensor([0.4983])
20241104-04:04:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:04:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:06:41 train_loss 1363 model 4 0.03632120132446289
20241104-04:06:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:06:41 train_loss 1363 model 3 0.03574600601196289
20241104-04:06:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:06:43 test_loss 1363 model 4 0.03172897338867187
20241104-04:06:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:06:43 test_loss 1363 model 3 0.03025196075439453
20241104-04:06:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:06:45 test_accuracy 1363 model 4 nb_correct 2267 / 2500 (90.68%)
20241104-04:06:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:06:46 test_accuracy 1363 model 3 nb_correct 2302 / 2500 (92.08%)
20241104-04:06:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:06:55 wrote ae_*.pth
20241104-04:06:55 epoch_duration 2min46s next_finish 04:09:42
20241104-04:06:55 wrote state.pth
20241104-04:06:55 --- epoch 1364 ----------------------------------------
20241104-04:06:55 current_test_accuracies 0.9004 0.9056 0.8828 0.9208 0.9068
20241104-04:06:55 nb_c_quizzes 40055
20241104-04:06:55 weakest_accuracies [0.8828, 0.9004]
20241104-04:06:55 dummy_rand tensor([0.4176])
20241104-04:06:55 dummy_rand tensor([0.6196])
20241104-04:06:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:06:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:09:27 train_loss 1364 model 0 0.03550293350219726
20241104-04:09:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:09:28 train_loss 1364 model 2 0.03662839508056641
20241104-04:09:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:09:30 test_loss 1364 model 0 0.028595390319824218
20241104-04:09:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:09:30 test_loss 1364 model 2 0.02977863311767578
20241104-04:09:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:09:32 test_accuracy 1364 model 0 nb_correct 2279 / 2500 (91.16%)
20241104-04:09:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:09:32 test_accuracy 1364 model 2 nb_correct 2200 / 2500 (88.00%)
20241104-04:09:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:09:42 wrote ae_*.pth
20241104-04:09:42 epoch_duration 2min46s next_finish 04:12:28
20241104-04:09:42 wrote state.pth
20241104-04:09:42 --- epoch 1365 ----------------------------------------
20241104-04:09:42 current_test_accuracies 0.9116 0.9056 0.8800 0.9208 0.9068
20241104-04:09:42 nb_c_quizzes 40055
20241104-04:09:42 weakest_accuracies [0.88, 0.9056]
20241104-04:09:42 dummy_rand tensor([0.4282])
20241104-04:09:42 dummy_rand tensor([0.9988])
20241104-04:09:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:09:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:12:14 train_loss 1365 model 1 0.03583404541015625
20241104-04:12:14 train_loss 1365 model 2 0.03608652687072754
20241104-04:12:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:12:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:12:16 test_loss 1365 model 1 0.02964202880859375
20241104-04:12:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:12:16 test_loss 1365 model 2 0.02995277404785156
20241104-04:12:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:12:18 test_accuracy 1365 model 1 nb_correct 2187 / 2500 (87.48%)
20241104-04:12:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:12:18 test_accuracy 1365 model 2 nb_correct 2186 / 2500 (87.44%)
20241104-04:12:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:12:28 wrote ae_*.pth
20241104-04:12:28 epoch_duration 2min46s next_finish 04:15:14
20241104-04:12:28 wrote state.pth
20241104-04:12:28 --- epoch 1366 ----------------------------------------
20241104-04:12:28 current_test_accuracies 0.9116 0.8748 0.8744 0.9208 0.9068
20241104-04:12:28 nb_c_quizzes 40055
20241104-04:12:28 weakest_accuracies [0.8744, 0.8748]
20241104-04:12:28 dummy_rand tensor([0.6587])
20241104-04:12:28 dummy_rand tensor([0.1760])
20241104-04:12:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:12:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:15:00 train_loss 1366 model 2 0.036268390655517575
20241104-04:15:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:15:00 train_loss 1366 model 1 0.03526467514038086
20241104-04:15:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:15:02 test_loss 1366 model 2 0.02818939208984375
20241104-04:15:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:15:02 test_loss 1366 model 1 0.033077239990234375
20241104-04:15:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:15:04 test_accuracy 1366 model 2 nb_correct 2198 / 2500 (87.92%)
20241104-04:15:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:15:04 test_accuracy 1366 model 1 nb_correct 2270 / 2500 (90.80%)
20241104-04:15:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:15:14 wrote ae_*.pth
20241104-04:15:14 epoch_duration 2min46s next_finish 04:18:00
20241104-04:15:14 wrote state.pth
20241104-04:15:14 --- epoch 1367 ----------------------------------------
20241104-04:15:14 current_test_accuracies 0.9116 0.9080 0.8792 0.9208 0.9068
20241104-04:15:14 nb_c_quizzes 40055
20241104-04:15:14 weakest_accuracies [0.8792, 0.9068]
20241104-04:15:14 dummy_rand tensor([0.3824])
20241104-04:15:14 dummy_rand tensor([0.1288])
20241104-04:15:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:15:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:17:46 train_loss 1367 model 2 0.035025535583496095
20241104-04:17:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:17:46 train_loss 1367 model 4 0.03535476303100586
20241104-04:17:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:17:48 test_loss 1367 model 2 0.03224884033203125
20241104-04:17:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:17:48 test_loss 1367 model 4 0.02752899169921875
20241104-04:17:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:17:51 test_accuracy 1367 model 2 nb_correct 2256 / 2500 (90.24%)
20241104-04:17:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:17:51 test_accuracy 1367 model 4 nb_correct 2312 / 2500 (92.48%)
20241104-04:17:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:18:00 wrote ae_*.pth
20241104-04:18:00 epoch_duration 2min46s next_finish 04:20:47
20241104-04:18:00 wrote state.pth
20241104-04:18:00 --- epoch 1368 ----------------------------------------
20241104-04:18:00 current_test_accuracies 0.9116 0.9080 0.9024 0.9208 0.9248
20241104-04:18:00 nb_c_quizzes 40055
20241104-04:18:00 weakest_accuracies [0.9024, 0.908]
20241104-04:18:00 dummy_rand tensor([0.9556])
20241104-04:18:00 dummy_rand tensor([0.2702])
20241104-04:18:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:18:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:20:32 train_loss 1368 model 2 0.035618553161621096
20241104-04:20:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:20:32 train_loss 1368 model 1 0.03553129577636719
20241104-04:20:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:20:34 test_loss 1368 model 2 0.0292279052734375
20241104-04:20:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:20:35 test_loss 1368 model 1 0.029485397338867188
20241104-04:20:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:20:37 test_accuracy 1368 model 2 nb_correct 2209 / 2500 (88.36%)
20241104-04:20:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:20:37 test_accuracy 1368 model 1 nb_correct 2256 / 2500 (90.24%)
20241104-04:20:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:20:47 wrote ae_*.pth
20241104-04:20:47 epoch_duration 2min46s next_finish 04:23:33
20241104-04:20:47 wrote state.pth
20241104-04:20:47 --- epoch 1369 ----------------------------------------
20241104-04:20:47 current_test_accuracies 0.9116 0.9024 0.8836 0.9208 0.9248
20241104-04:20:47 nb_c_quizzes 40055
20241104-04:20:47 weakest_accuracies [0.8836, 0.9024]
20241104-04:20:47 dummy_rand tensor([0.8309])
20241104-04:20:47 dummy_rand tensor([0.3059])
20241104-04:20:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:20:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:23:19 train_loss 1369 model 2 0.03608676910400391
20241104-04:23:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:23:19 train_loss 1369 model 1 0.03566109085083008
20241104-04:23:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:23:21 test_loss 1369 model 2 0.029416351318359374
20241104-04:23:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:23:21 test_loss 1369 model 1 0.029768218994140627
20241104-04:23:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:23:24 test_accuracy 1369 model 2 nb_correct 2212 / 2500 (88.48%)
20241104-04:23:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:23:24 test_accuracy 1369 model 1 nb_correct 2256 / 2500 (90.24%)
20241104-04:23:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:23:33 wrote ae_*.pth
20241104-04:23:33 epoch_duration 2min46s next_finish 04:26:20
20241104-04:23:33 wrote state.pth
20241104-04:23:33 --- epoch 1370 ----------------------------------------
20241104-04:23:33 current_test_accuracies 0.9116 0.9024 0.8848 0.9208 0.9248
20241104-04:23:33 nb_c_quizzes 40055
20241104-04:23:33 weakest_accuracies [0.8848, 0.9024]
20241104-04:23:33 dummy_rand tensor([0.9981])
20241104-04:23:33 dummy_rand tensor([0.3244])
20241104-04:23:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:23:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:26:06 train_loss 1370 model 1 0.0359685115814209
20241104-04:26:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:26:06 train_loss 1370 model 2 0.03609123992919922
20241104-04:26:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:26:08 test_loss 1370 model 1 0.02874809265136719
20241104-04:26:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:26:08 test_loss 1370 model 2 0.029365415573120116
20241104-04:26:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:26:11 test_accuracy 1370 model 1 nb_correct 2267 / 2500 (90.68%)
20241104-04:26:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:26:11 test_accuracy 1370 model 2 nb_correct 2239 / 2500 (89.56%)
20241104-04:26:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:26:20 wrote ae_*.pth
20241104-04:26:20 epoch_duration 2min47s next_finish 04:29:07
20241104-04:26:20 wrote state.pth
20241104-04:26:20 --- epoch 1371 ----------------------------------------
20241104-04:26:20 current_test_accuracies 0.9116 0.9068 0.8956 0.9208 0.9248
20241104-04:26:20 nb_c_quizzes 40055
20241104-04:26:20 weakest_accuracies [0.8956, 0.9068]
20241104-04:26:20 dummy_rand tensor([0.2823])
20241104-04:26:20 dummy_rand tensor([0.7624])
20241104-04:26:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:26:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:28:53 train_loss 1371 model 2 0.03514146423339844
20241104-04:28:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:28:53 train_loss 1371 model 1 0.03572622299194336
20241104-04:28:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:28:55 test_loss 1371 model 2 0.03008148193359375
20241104-04:28:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:28:55 test_loss 1371 model 1 0.03263702392578125
20241104-04:28:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:28:57 test_accuracy 1371 model 2 nb_correct 2286 / 2500 (91.44%)
20241104-04:28:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:28:57 test_accuracy 1371 model 1 nb_correct 2265 / 2500 (90.60%)
20241104-04:28:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:29:07 wrote ae_*.pth
20241104-04:29:07 epoch_duration 2min46s next_finish 04:31:53
20241104-04:29:07 wrote state.pth
20241104-04:29:07 --- epoch 1372 ----------------------------------------
20241104-04:29:07 current_test_accuracies 0.9116 0.9060 0.9144 0.9208 0.9248
20241104-04:29:07 nb_c_quizzes 40055
20241104-04:29:07 weakest_accuracies [0.906, 0.9116]
20241104-04:29:07 dummy_rand tensor([0.6554])
20241104-04:29:07 dummy_rand tensor([0.7007])
20241104-04:29:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:29:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:31:39 train_loss 1372 model 1 0.035435604095458983
20241104-04:31:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:31:39 train_loss 1372 model 0 0.035648334503173826
20241104-04:31:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:31:41 test_loss 1372 model 1 0.0295684814453125
20241104-04:31:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:31:41 test_loss 1372 model 0 0.03135894775390625
20241104-04:31:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:31:43 test_accuracy 1372 model 1 nb_correct 2296 / 2500 (91.84%)
20241104-04:31:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:31:43 test_accuracy 1372 model 0 nb_correct 2227 / 2500 (89.08%)
20241104-04:31:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:31:53 wrote ae_*.pth
20241104-04:31:53 epoch_duration 2min46s next_finish 04:34:39
20241104-04:31:53 wrote state.pth
20241104-04:31:53 --- epoch 1373 ----------------------------------------
20241104-04:31:53 current_test_accuracies 0.8908 0.9184 0.9144 0.9208 0.9248
20241104-04:31:53 nb_c_quizzes 40055
20241104-04:31:53 weakest_accuracies [0.8908, 0.9144]
20241104-04:31:53 dummy_rand tensor([0.6945])
20241104-04:31:53 dummy_rand tensor([0.1687])
20241104-04:31:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:31:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:34:25 train_loss 1373 model 0 0.03578171348571777
20241104-04:34:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:34:25 train_loss 1373 model 2 0.03500215148925781
20241104-04:34:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:34:27 test_loss 1373 model 0 0.028054046630859374
20241104-04:34:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:34:27 test_loss 1373 model 2 0.028433837890625
20241104-04:34:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:34:30 test_accuracy 1373 model 0 nb_correct 2249 / 2500 (89.96%)
20241104-04:34:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:34:30 test_accuracy 1373 model 2 nb_correct 2196 / 2500 (87.84%)
20241104-04:34:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:34:39 wrote ae_*.pth
20241104-04:34:39 epoch_duration 2min46s next_finish 04:37:26
20241104-04:34:40 wrote state.pth
20241104-04:34:40 --- epoch 1374 ----------------------------------------
20241104-04:34:40 current_test_accuracies 0.8996 0.9184 0.8784 0.9208 0.9248
20241104-04:34:40 nb_c_quizzes 40055
20241104-04:34:40 weakest_accuracies [0.8784, 0.8996]
20241104-04:34:40 dummy_rand tensor([0.6608])
20241104-04:34:40 dummy_rand tensor([0.6958])
20241104-04:34:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:34:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:37:12 train_loss 1374 model 2 0.0365304069519043
20241104-04:37:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:37:12 train_loss 1374 model 0 0.03547340965270996
20241104-04:37:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:37:14 test_loss 1374 model 2 0.0270574951171875
20241104-04:37:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:37:14 test_loss 1374 model 0 0.03002555847167969
20241104-04:37:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:37:16 test_accuracy 1374 model 2 nb_correct 2215 / 2500 (88.60%)
20241104-04:37:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:37:17 test_accuracy 1374 model 0 nb_correct 2233 / 2500 (89.32%)
20241104-04:37:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:37:27 wrote ae_*.pth
20241104-04:37:27 epoch_duration 2min47s next_finish 04:40:14
20241104-04:37:27 wrote state.pth
20241104-04:37:27 --- epoch 1375 ----------------------------------------
20241104-04:37:27 current_test_accuracies 0.8932 0.9184 0.8860 0.9208 0.9248
20241104-04:37:27 nb_c_quizzes 40055
20241104-04:37:27 weakest_accuracies [0.886, 0.8932]
20241104-04:37:27 dummy_rand tensor([0.8678])
20241104-04:37:27 dummy_rand tensor([0.2492])
20241104-04:37:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:37:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:39:59 train_loss 1375 model 0 0.03541571044921875
20241104-04:39:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:39:59 train_loss 1375 model 2 0.03633415222167969
20241104-04:39:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:40:01 test_loss 1375 model 0 0.026802749633789064
20241104-04:40:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:40:01 test_loss 1375 model 2 0.0308197021484375
20241104-04:40:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:40:03 test_accuracy 1375 model 0 nb_correct 2307 / 2500 (92.28%)
20241104-04:40:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:40:03 test_accuracy 1375 model 2 nb_correct 2226 / 2500 (89.04%)
20241104-04:40:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:40:13 wrote ae_*.pth
20241104-04:40:13 epoch_duration 2min46s next_finish 04:43:00
20241104-04:40:13 wrote state.pth
20241104-04:40:13 --- epoch 1376 ----------------------------------------
20241104-04:40:13 current_test_accuracies 0.9228 0.9184 0.8904 0.9208 0.9248
20241104-04:40:13 nb_c_quizzes 40055
20241104-04:40:13 weakest_accuracies [0.8904, 0.9184]
20241104-04:40:13 dummy_rand tensor([0.7348])
20241104-04:40:13 dummy_rand tensor([0.8169])
20241104-04:40:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:40:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:42:45 train_loss 1376 model 2 0.03537802505493164
20241104-04:42:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:42:45 train_loss 1376 model 1 0.035940559387207034
20241104-04:42:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:42:48 test_loss 1376 model 2 0.02920919418334961
20241104-04:42:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:42:48 test_loss 1376 model 1 0.03193504333496094
20241104-04:42:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:42:50 test_accuracy 1376 model 2 nb_correct 2274 / 2500 (90.96%)
20241104-04:42:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:42:50 test_accuracy 1376 model 1 nb_correct 2251 / 2500 (90.04%)
20241104-04:42:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:43:00 wrote ae_*.pth
20241104-04:43:00 epoch_duration 2min46s next_finish 04:45:47
20241104-04:43:00 wrote state.pth
20241104-04:43:00 --- epoch 1377 ----------------------------------------
20241104-04:43:00 current_test_accuracies 0.9228 0.9004 0.9096 0.9208 0.9248
20241104-04:43:00 nb_c_quizzes 40055
20241104-04:43:00 weakest_accuracies [0.9004, 0.9096]
20241104-04:43:00 dummy_rand tensor([0.2616])
20241104-04:43:00 dummy_rand tensor([0.1454])
20241104-04:43:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:43:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:45:32 train_loss 1377 model 1 0.036123432159423825
20241104-04:45:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:45:32 train_loss 1377 model 2 0.035388618469238284
20241104-04:45:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:45:34 test_loss 1377 model 1 0.0288311767578125
20241104-04:45:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:45:35 test_loss 1377 model 2 0.031157379150390626
20241104-04:45:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:45:37 test_accuracy 1377 model 1 nb_correct 2271 / 2500 (90.84%)
20241104-04:45:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:45:37 test_accuracy 1377 model 2 nb_correct 2255 / 2500 (90.20%)
20241104-04:45:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:45:47 wrote ae_*.pth
20241104-04:45:47 epoch_duration 2min47s next_finish 04:48:34
20241104-04:45:47 wrote state.pth
20241104-04:45:47 --- epoch 1378 ----------------------------------------
20241104-04:45:47 current_test_accuracies 0.9228 0.9084 0.9020 0.9208 0.9248
20241104-04:45:47 nb_c_quizzes 40055
20241104-04:45:47 weakest_accuracies [0.902, 0.9084]
20241104-04:45:47 dummy_rand tensor([0.1356])
20241104-04:45:47 dummy_rand tensor([0.4555])
20241104-04:45:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:45:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:48:19 train_loss 1378 model 2 0.03603466415405274
20241104-04:48:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:48:19 train_loss 1378 model 1 0.035772972106933594
20241104-04:48:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:48:21 test_loss 1378 model 2 0.03050506591796875
20241104-04:48:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:48:21 test_loss 1378 model 1 0.02702613830566406
20241104-04:48:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:48:24 test_accuracy 1378 model 2 nb_correct 2229 / 2500 (89.16%)
20241104-04:48:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:48:24 test_accuracy 1378 model 1 nb_correct 2270 / 2500 (90.80%)
20241104-04:48:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:48:34 wrote ae_*.pth
20241104-04:48:34 epoch_duration 2min46s next_finish 04:51:21
20241104-04:48:34 wrote state.pth
20241104-04:48:34 --- epoch 1379 ----------------------------------------
20241104-04:48:34 current_test_accuracies 0.9228 0.9080 0.8916 0.9208 0.9248
20241104-04:48:34 nb_c_quizzes 40055
20241104-04:48:34 weakest_accuracies [0.8916, 0.908]
20241104-04:48:34 dummy_rand tensor([0.8992])
20241104-04:48:34 dummy_rand tensor([0.3365])
20241104-04:48:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:48:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:51:06 train_loss 1379 model 2 0.03526838302612305
20241104-04:51:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:51:06 train_loss 1379 model 1 0.03553897476196289
20241104-04:51:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:51:08 test_loss 1379 model 2 0.026804656982421876
20241104-04:51:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:51:08 test_loss 1379 model 1 0.031199798583984376
20241104-04:51:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:51:10 test_accuracy 1379 model 2 nb_correct 2286 / 2500 (91.44%)
20241104-04:51:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:51:10 test_accuracy 1379 model 1 nb_correct 2224 / 2500 (88.96%)
20241104-04:51:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:51:20 wrote ae_*.pth
20241104-04:51:20 epoch_duration 2min46s next_finish 04:54:07
20241104-04:51:21 wrote state.pth
20241104-04:51:21 --- epoch 1380 ----------------------------------------
20241104-04:51:21 current_test_accuracies 0.9228 0.8896 0.9144 0.9208 0.9248
20241104-04:51:21 nb_c_quizzes 40055
20241104-04:51:21 weakest_accuracies [0.8896, 0.9144]
20241104-04:51:21 dummy_rand tensor([0.4948])
20241104-04:51:21 dummy_rand tensor([0.0783])
20241104-04:51:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:51:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:53:53 train_loss 1380 model 2 0.03580702018737793
20241104-04:53:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:53:53 train_loss 1380 model 1 0.0360248966217041
20241104-04:53:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:53:55 test_loss 1380 model 2 0.029028244018554687
20241104-04:53:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:53:55 test_loss 1380 model 1 0.030487518310546875
20241104-04:53:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:53:57 test_accuracy 1380 model 2 nb_correct 2245 / 2500 (89.80%)
20241104-04:53:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:53:57 test_accuracy 1380 model 1 nb_correct 2192 / 2500 (87.68%)
20241104-04:53:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:54:08 wrote ae_*.pth
20241104-04:54:08 epoch_duration 2min47s next_finish 04:56:55
20241104-04:54:08 wrote state.pth
20241104-04:54:08 --- epoch 1381 ----------------------------------------
20241104-04:54:08 current_test_accuracies 0.9228 0.8768 0.8980 0.9208 0.9248
20241104-04:54:08 nb_c_quizzes 40055
20241104-04:54:08 weakest_accuracies [0.8768, 0.898]
20241104-04:54:08 dummy_rand tensor([0.0837])
20241104-04:54:08 dummy_rand tensor([0.8769])
20241104-04:54:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:54:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:56:40 train_loss 1381 model 1 0.03503767013549805
20241104-04:56:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:56:40 train_loss 1381 model 2 0.0356455192565918
20241104-04:56:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:56:42 test_loss 1381 model 1 0.029072113037109375
20241104-04:56:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:56:42 test_loss 1381 model 2 0.028800048828125
20241104-04:56:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:56:45 test_accuracy 1381 model 1 nb_correct 2182 / 2500 (87.28%)
20241104-04:56:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:56:45 test_accuracy 1381 model 2 nb_correct 2254 / 2500 (90.16%)
20241104-04:56:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:56:55 wrote ae_*.pth
20241104-04:56:55 epoch_duration 2min47s next_finish 04:59:42
20241104-04:56:55 wrote state.pth
20241104-04:56:55 --- epoch 1382 ----------------------------------------
20241104-04:56:55 current_test_accuracies 0.9228 0.8728 0.9016 0.9208 0.9248
20241104-04:56:55 nb_c_quizzes 40055
20241104-04:56:55 weakest_accuracies [0.8728, 0.9016]
20241104-04:56:55 dummy_rand tensor([0.9826])
20241104-04:56:55 dummy_rand tensor([0.8680])
20241104-04:56:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:56:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:59:27 train_loss 1382 model 1 0.0361318244934082
20241104-04:59:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:59:27 train_loss 1382 model 2 0.03506597137451172
20241104-04:59:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:59:29 test_loss 1382 model 1 0.027235031127929688
20241104-04:59:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:59:30 test_loss 1382 model 2 0.0292852783203125
20241104-04:59:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-04:59:32 test_accuracy 1382 model 1 nb_correct 2225 / 2500 (89.00%)
20241104-04:59:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:59:32 test_accuracy 1382 model 2 nb_correct 2249 / 2500 (89.96%)
20241104-04:59:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-04:59:42 wrote ae_*.pth
20241104-04:59:42 epoch_duration 2min47s next_finish 05:02:29
20241104-04:59:42 wrote state.pth
20241104-04:59:42 --- epoch 1383 ----------------------------------------
20241104-04:59:42 current_test_accuracies 0.9228 0.8900 0.8996 0.9208 0.9248
20241104-04:59:42 nb_c_quizzes 40055
20241104-04:59:42 weakest_accuracies [0.89, 0.8996]
20241104-04:59:42 dummy_rand tensor([0.3109])
20241104-04:59:42 dummy_rand tensor([0.4344])
20241104-04:59:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-04:59:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:02:14 train_loss 1383 model 1 0.03523369598388672
20241104-05:02:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:02:14 train_loss 1383 model 2 0.03559905242919922
20241104-05:02:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:02:16 test_loss 1383 model 1 0.028623199462890624
20241104-05:02:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:02:16 test_loss 1383 model 2 0.028802661895751952
20241104-05:02:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:02:19 test_accuracy 1383 model 1 nb_correct 2185 / 2500 (87.40%)
20241104-05:02:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:02:19 test_accuracy 1383 model 2 nb_correct 2207 / 2500 (88.28%)
20241104-05:02:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:02:29 wrote ae_*.pth
20241104-05:02:29 epoch_duration 2min47s next_finish 05:05:16
20241104-05:02:29 wrote state.pth
20241104-05:02:29 --- epoch 1384 ----------------------------------------
20241104-05:02:29 current_test_accuracies 0.9228 0.8740 0.8828 0.9208 0.9248
20241104-05:02:29 nb_c_quizzes 40055
20241104-05:02:29 weakest_accuracies [0.874, 0.8828]
20241104-05:02:29 dummy_rand tensor([0.0873])
20241104-05:02:29 dummy_rand tensor([0.6430])
20241104-05:02:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:02:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:05:01 train_loss 1384 model 2 0.03573362350463867
20241104-05:05:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:05:01 train_loss 1384 model 1 0.03493447113037109
20241104-05:05:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:05:03 test_loss 1384 model 2 0.027616729736328127
20241104-05:05:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:05:03 test_loss 1384 model 1 0.02782073974609375
20241104-05:05:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:05:06 test_accuracy 1384 model 2 nb_correct 2243 / 2500 (89.72%)
20241104-05:05:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:05:06 test_accuracy 1384 model 1 nb_correct 2296 / 2500 (91.84%)
20241104-05:05:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:05:16 wrote ae_*.pth
20241104-05:05:16 epoch_duration 2min46s next_finish 05:08:03
20241104-05:05:16 wrote state.pth
20241104-05:05:16 --- epoch 1385 ----------------------------------------
20241104-05:05:16 current_test_accuracies 0.9228 0.9184 0.8972 0.9208 0.9248
20241104-05:05:16 nb_c_quizzes 40055
20241104-05:05:16 weakest_accuracies [0.8972, 0.9184]
20241104-05:05:16 dummy_rand tensor([0.7670])
20241104-05:05:16 dummy_rand tensor([0.6625])
20241104-05:05:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:05:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:07:48 train_loss 1385 model 2 0.035781795501708985
20241104-05:07:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:07:48 train_loss 1385 model 1 0.036575817108154295
20241104-05:07:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:07:50 test_loss 1385 model 2 0.02575958251953125
20241104-05:07:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:07:50 test_loss 1385 model 1 0.031379776000976564
20241104-05:07:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:07:53 test_accuracy 1385 model 2 nb_correct 2259 / 2500 (90.36%)
20241104-05:07:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:07:53 test_accuracy 1385 model 1 nb_correct 2237 / 2500 (89.48%)
20241104-05:07:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:08:02 wrote ae_*.pth
20241104-05:08:02 epoch_duration 2min46s next_finish 05:10:48
20241104-05:08:02 wrote state.pth
20241104-05:08:02 --- epoch 1386 ----------------------------------------
20241104-05:08:02 current_test_accuracies 0.9228 0.8948 0.9036 0.9208 0.9248
20241104-05:08:02 nb_c_quizzes 40055
20241104-05:08:02 weakest_accuracies [0.8948, 0.9036]
20241104-05:08:02 dummy_rand tensor([0.8307])
20241104-05:08:02 dummy_rand tensor([0.9030])
20241104-05:08:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:08:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:10:34 train_loss 1386 model 1 0.03528609085083008
20241104-05:10:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:10:34 train_loss 1386 model 2 0.03569863510131836
20241104-05:10:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:10:37 test_loss 1386 model 1 0.03203483581542969
20241104-05:10:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:10:37 test_loss 1386 model 2 0.025057506561279298
20241104-05:10:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:10:39 test_accuracy 1386 model 1 nb_correct 2275 / 2500 (91.00%)
20241104-05:10:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:10:39 test_accuracy 1386 model 2 nb_correct 2225 / 2500 (89.00%)
20241104-05:10:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:10:49 wrote ae_*.pth
20241104-05:10:49 epoch_duration 2min46s next_finish 05:13:35
20241104-05:10:49 wrote state.pth
20241104-05:10:49 --- epoch 1387 ----------------------------------------
20241104-05:10:49 current_test_accuracies 0.9228 0.9100 0.8900 0.9208 0.9248
20241104-05:10:49 nb_c_quizzes 40055
20241104-05:10:49 weakest_accuracies [0.89, 0.91]
20241104-05:10:49 dummy_rand tensor([0.4416])
20241104-05:10:49 dummy_rand tensor([0.9941])
20241104-05:10:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:10:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:13:21 train_loss 1387 model 1 0.03512910842895508
20241104-05:13:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:13:21 train_loss 1387 model 2 0.03557492065429688
20241104-05:13:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:13:23 test_loss 1387 model 1 0.026846771240234376
20241104-05:13:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:13:23 test_loss 1387 model 2 0.0304144287109375
20241104-05:13:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:13:26 test_accuracy 1387 model 1 nb_correct 2193 / 2500 (87.72%)
20241104-05:13:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:13:26 test_accuracy 1387 model 2 nb_correct 2280 / 2500 (91.20%)
20241104-05:13:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:13:36 wrote ae_*.pth
20241104-05:13:36 epoch_duration 2min46s next_finish 05:16:22
20241104-05:13:36 wrote state.pth
20241104-05:13:36 --- epoch 1388 ----------------------------------------
20241104-05:13:36 current_test_accuracies 0.9228 0.8772 0.9120 0.9208 0.9248
20241104-05:13:36 nb_c_quizzes 40055
20241104-05:13:36 weakest_accuracies [0.8772, 0.912]
20241104-05:13:36 dummy_rand tensor([0.9153])
20241104-05:13:36 dummy_rand tensor([0.1066])
20241104-05:13:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:13:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:16:08 train_loss 1388 model 1 0.035378511428833005
20241104-05:16:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:16:08 train_loss 1388 model 2 0.03658737564086914
20241104-05:16:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:16:10 test_loss 1388 model 1 0.028730850219726562
20241104-05:16:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:16:10 test_loss 1388 model 2 0.030914649963378907
20241104-05:16:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:16:12 test_accuracy 1388 model 1 nb_correct 2204 / 2500 (88.16%)
20241104-05:16:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:16:12 test_accuracy 1388 model 2 nb_correct 2182 / 2500 (87.28%)
20241104-05:16:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:16:22 wrote ae_*.pth
20241104-05:16:22 epoch_duration 2min46s next_finish 05:19:08
20241104-05:16:22 wrote state.pth
20241104-05:16:22 --- epoch 1389 ----------------------------------------
20241104-05:16:22 current_test_accuracies 0.9228 0.8816 0.8728 0.9208 0.9248
20241104-05:16:22 nb_c_quizzes 40055
20241104-05:16:22 weakest_accuracies [0.8728, 0.8816]
20241104-05:16:22 dummy_rand tensor([0.2251])
20241104-05:16:22 dummy_rand tensor([0.3822])
20241104-05:16:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:16:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:18:54 train_loss 1389 model 2 0.035379020690917966
20241104-05:18:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:18:54 train_loss 1389 model 1 0.035425048828125
20241104-05:18:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:18:57 test_loss 1389 model 2 0.026358489990234376
20241104-05:18:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:18:57 test_loss 1389 model 1 0.031535491943359376
20241104-05:18:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:18:59 test_accuracy 1389 model 2 nb_correct 2257 / 2500 (90.28%)
20241104-05:18:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:18:59 test_accuracy 1389 model 1 nb_correct 2268 / 2500 (90.72%)
20241104-05:18:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:19:09 wrote ae_*.pth
20241104-05:19:09 epoch_duration 2min46s next_finish 05:21:56
20241104-05:19:09 wrote state.pth
20241104-05:19:09 --- epoch 1390 ----------------------------------------
20241104-05:19:09 current_test_accuracies 0.9228 0.9072 0.9028 0.9208 0.9248
20241104-05:19:09 nb_c_quizzes 40055
20241104-05:19:09 weakest_accuracies [0.9028, 0.9072]
20241104-05:19:09 dummy_rand tensor([0.1046])
20241104-05:19:09 dummy_rand tensor([0.8461])
20241104-05:19:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:19:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:21:42 train_loss 1390 model 2 0.03584942626953125
20241104-05:21:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:21:42 train_loss 1390 model 1 0.03491291046142578
20241104-05:21:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:21:44 test_loss 1390 model 2 0.02852313995361328
20241104-05:21:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:21:44 test_loss 1390 model 1 0.032148094177246095
20241104-05:21:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:21:46 test_accuracy 1390 model 2 nb_correct 2260 / 2500 (90.40%)
20241104-05:21:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:21:46 test_accuracy 1390 model 1 nb_correct 2181 / 2500 (87.24%)
20241104-05:21:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:21:57 wrote ae_*.pth
20241104-05:21:57 epoch_duration 2min47s next_finish 05:24:44
20241104-05:21:57 wrote state.pth
20241104-05:21:57 --- epoch 1391 ----------------------------------------
20241104-05:21:57 current_test_accuracies 0.9228 0.8724 0.9040 0.9208 0.9248
20241104-05:21:57 nb_c_quizzes 40055
20241104-05:21:57 weakest_accuracies [0.8724, 0.904]
20241104-05:21:57 dummy_rand tensor([0.5181])
20241104-05:21:57 dummy_rand tensor([0.0608])
20241104-05:21:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:21:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:24:29 train_loss 1391 model 2 0.0349257755279541
20241104-05:24:29 train_loss 1391 model 1 0.03547484588623047
20241104-05:24:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:24:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:24:32 test_loss 1391 model 2 0.03182464599609375
20241104-05:24:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:24:32 test_loss 1391 model 1 0.027279434204101564
20241104-05:24:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:24:34 test_accuracy 1391 model 2 nb_correct 2244 / 2500 (89.76%)
20241104-05:24:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:24:34 test_accuracy 1391 model 1 nb_correct 2210 / 2500 (88.40%)
20241104-05:24:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:24:44 wrote ae_*.pth
20241104-05:24:44 epoch_duration 2min47s next_finish 05:27:31
20241104-05:24:44 wrote state.pth
20241104-05:24:44 --- epoch 1392 ----------------------------------------
20241104-05:24:44 current_test_accuracies 0.9228 0.8840 0.8976 0.9208 0.9248
20241104-05:24:44 nb_c_quizzes 40055
20241104-05:24:44 weakest_accuracies [0.884, 0.8976]
20241104-05:24:44 dummy_rand tensor([0.5293])
20241104-05:24:44 dummy_rand tensor([0.3588])
20241104-05:24:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:24:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:27:16 train_loss 1392 model 1 0.03489285087585449
20241104-05:27:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:27:16 train_loss 1392 model 2 0.03609433364868164
20241104-05:27:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:27:19 test_loss 1392 model 1 0.02979652404785156
20241104-05:27:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:27:19 test_loss 1392 model 2 0.026787950992584228
20241104-05:27:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:27:21 test_accuracy 1392 model 1 nb_correct 2246 / 2500 (89.84%)
20241104-05:27:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:27:21 test_accuracy 1392 model 2 nb_correct 2265 / 2500 (90.60%)
20241104-05:27:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:27:31 wrote ae_*.pth
20241104-05:27:31 epoch_duration 2min46s next_finish 05:30:18
20241104-05:27:31 wrote state.pth
20241104-05:27:31 --- epoch 1393 ----------------------------------------
20241104-05:27:31 current_test_accuracies 0.9228 0.8984 0.9060 0.9208 0.9248
20241104-05:27:31 nb_c_quizzes 40055
20241104-05:27:31 weakest_accuracies [0.8984, 0.906]
20241104-05:27:31 dummy_rand tensor([0.1069])
20241104-05:27:31 dummy_rand tensor([0.3461])
20241104-05:27:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:27:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:30:03 train_loss 1393 model 1 0.03541069030761719
20241104-05:30:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:30:03 train_loss 1393 model 2 0.03596068954467774
20241104-05:30:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:30:05 test_loss 1393 model 1 0.03145660400390625
20241104-05:30:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:30:05 test_loss 1393 model 2 0.028821754455566406
20241104-05:30:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:30:08 test_accuracy 1393 model 1 nb_correct 2237 / 2500 (89.48%)
20241104-05:30:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:30:08 test_accuracy 1393 model 2 nb_correct 2245 / 2500 (89.80%)
20241104-05:30:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:30:18 wrote ae_*.pth
20241104-05:30:18 epoch_duration 2min46s next_finish 05:33:04
20241104-05:30:18 wrote state.pth
20241104-05:30:18 --- epoch 1394 ----------------------------------------
20241104-05:30:18 current_test_accuracies 0.9228 0.8948 0.8980 0.9208 0.9248
20241104-05:30:18 nb_c_quizzes 40055
20241104-05:30:18 weakest_accuracies [0.8948, 0.898]
20241104-05:30:18 dummy_rand tensor([0.8611])
20241104-05:30:18 dummy_rand tensor([0.4411])
20241104-05:30:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:30:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:32:50 train_loss 1394 model 1 0.03582460403442383
20241104-05:32:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:32:50 train_loss 1394 model 2 0.03574678421020508
20241104-05:32:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:32:52 test_loss 1394 model 1 0.030292778015136718
20241104-05:32:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:32:52 test_loss 1394 model 2 0.02856536865234375
20241104-05:32:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:32:55 test_accuracy 1394 model 1 nb_correct 2306 / 2500 (92.24%)
20241104-05:32:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:32:55 test_accuracy 1394 model 2 nb_correct 2218 / 2500 (88.72%)
20241104-05:32:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:33:05 wrote ae_*.pth
20241104-05:33:05 epoch_duration 2min47s next_finish 05:35:52
20241104-05:33:05 wrote state.pth
20241104-05:33:05 --- epoch 1395 ----------------------------------------
20241104-05:33:05 current_test_accuracies 0.9228 0.9224 0.8872 0.9208 0.9248
20241104-05:33:05 nb_c_quizzes 40055
20241104-05:33:05 weakest_accuracies [0.8872, 0.9208]
20241104-05:33:05 dummy_rand tensor([0.5420])
20241104-05:33:05 dummy_rand tensor([0.0149])
20241104-05:33:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:33:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:35:37 train_loss 1395 model 2 0.035149799346923825
20241104-05:35:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:35:37 train_loss 1395 model 3 0.035268726348876955
20241104-05:35:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:35:39 test_loss 1395 model 2 0.026241073608398436
20241104-05:35:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:35:39 test_loss 1395 model 3 0.029659271240234375
20241104-05:35:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:35:41 test_accuracy 1395 model 2 nb_correct 2236 / 2500 (89.44%)
20241104-05:35:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:35:41 test_accuracy 1395 model 3 nb_correct 2261 / 2500 (90.44%)
20241104-05:35:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:35:51 wrote ae_*.pth
20241104-05:35:51 epoch_duration 2min46s next_finish 05:38:38
20241104-05:35:52 wrote state.pth
20241104-05:35:52 --- epoch 1396 ----------------------------------------
20241104-05:35:52 current_test_accuracies 0.9228 0.9224 0.8944 0.9044 0.9248
20241104-05:35:52 nb_c_quizzes 40055
20241104-05:35:52 weakest_accuracies [0.8944, 0.9044]
20241104-05:35:52 dummy_rand tensor([0.1493])
20241104-05:35:52 dummy_rand tensor([0.4146])
20241104-05:35:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:35:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:38:23 train_loss 1396 model 2 0.03503156280517578
20241104-05:38:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:38:24 train_loss 1396 model 3 0.035971454620361325
20241104-05:38:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:38:26 test_loss 1396 model 2 0.03194694519042969
20241104-05:38:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:38:26 test_loss 1396 model 3 0.026837005615234374
20241104-05:38:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:38:28 test_accuracy 1396 model 2 nb_correct 2231 / 2500 (89.24%)
20241104-05:38:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:38:28 test_accuracy 1396 model 3 nb_correct 2272 / 2500 (90.88%)
20241104-05:38:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:38:38 wrote ae_*.pth
20241104-05:38:38 epoch_duration 2min46s next_finish 05:41:25
20241104-05:38:38 wrote state.pth
20241104-05:38:38 --- epoch 1397 ----------------------------------------
20241104-05:38:38 current_test_accuracies 0.9228 0.9224 0.8924 0.9088 0.9248
20241104-05:38:38 nb_c_quizzes 40055
20241104-05:38:38 weakest_accuracies [0.8924, 0.9088]
20241104-05:38:38 dummy_rand tensor([0.1878])
20241104-05:38:38 dummy_rand tensor([0.2990])
20241104-05:38:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:38:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:41:10 train_loss 1397 model 2 0.03512695503234863
20241104-05:41:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:41:10 train_loss 1397 model 3 0.035528491973876954
20241104-05:41:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:41:12 test_loss 1397 model 2 0.0294488525390625
20241104-05:41:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:41:12 test_loss 1397 model 3 0.028211517333984373
20241104-05:41:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:41:15 test_accuracy 1397 model 2 nb_correct 2236 / 2500 (89.44%)
20241104-05:41:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:41:15 test_accuracy 1397 model 3 nb_correct 2240 / 2500 (89.60%)
20241104-05:41:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:41:25 wrote ae_*.pth
20241104-05:41:25 epoch_duration 2min46s next_finish 05:44:11
20241104-05:41:25 wrote state.pth
20241104-05:41:25 --- epoch 1398 ----------------------------------------
20241104-05:41:25 current_test_accuracies 0.9228 0.9224 0.8944 0.8960 0.9248
20241104-05:41:25 nb_c_quizzes 40055
20241104-05:41:25 weakest_accuracies [0.8944, 0.896]
20241104-05:41:25 dummy_rand tensor([0.9193])
20241104-05:41:25 dummy_rand tensor([0.0776])
20241104-05:41:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:41:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:43:57 train_loss 1398 model 2 0.034884836196899416
20241104-05:43:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:43:57 train_loss 1398 model 3 0.036523170471191406
20241104-05:43:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:43:59 test_loss 1398 model 2 0.028824996948242188
20241104-05:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:43:59 test_loss 1398 model 3 0.026793270111083983
20241104-05:43:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:44:01 test_accuracy 1398 model 2 nb_correct 2268 / 2500 (90.72%)
20241104-05:44:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:44:01 test_accuracy 1398 model 3 nb_correct 2245 / 2500 (89.80%)
20241104-05:44:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:44:11 wrote ae_*.pth
20241104-05:44:11 epoch_duration 2min46s next_finish 05:46:58
20241104-05:44:11 wrote state.pth
20241104-05:44:11 --- epoch 1399 ----------------------------------------
20241104-05:44:11 current_test_accuracies 0.9228 0.9224 0.9072 0.8980 0.9248
20241104-05:44:11 nb_c_quizzes 40055
20241104-05:44:11 weakest_accuracies [0.898, 0.9072]
20241104-05:44:11 dummy_rand tensor([0.1931])
20241104-05:44:11 dummy_rand tensor([0.4798])
20241104-05:44:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:44:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:46:43 train_loss 1399 model 2 0.035814983367919925
20241104-05:46:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:46:43 train_loss 1399 model 3 0.035782564163208005
20241104-05:46:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:46:46 test_loss 1399 model 2 0.03073822021484375
20241104-05:46:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:46:46 test_loss 1399 model 3 0.02758544921875
20241104-05:46:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:46:48 test_accuracy 1399 model 2 nb_correct 2176 / 2500 (87.04%)
20241104-05:46:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:46:48 test_accuracy 1399 model 3 nb_correct 2284 / 2500 (91.36%)
20241104-05:46:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:46:58 wrote ae_*.pth
20241104-05:46:58 epoch_duration 2min46s next_finish 05:49:45
20241104-05:46:58 wrote state.pth
20241104-05:46:58 --- epoch 1400 ----------------------------------------
20241104-05:46:58 current_test_accuracies 0.9228 0.9224 0.8704 0.9136 0.9248
20241104-05:46:58 nb_c_quizzes 40055
20241104-05:46:58 weakest_accuracies [0.8704, 0.9136]
20241104-05:46:58 dummy_rand tensor([0.9065])
20241104-05:46:58 dummy_rand tensor([0.7449])
20241104-05:46:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:46:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:49:30 train_loss 1400 model 2 0.03525276947021484
20241104-05:49:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:49:30 train_loss 1400 model 3 0.035608638763427736
20241104-05:49:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:49:33 test_loss 1400 model 2 0.0303253173828125
20241104-05:49:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:49:33 test_loss 1400 model 3 0.0322393798828125
20241104-05:49:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:49:35 test_accuracy 1400 model 2 nb_correct 2264 / 2500 (90.56%)
20241104-05:49:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:49:35 test_accuracy 1400 model 3 nb_correct 2224 / 2500 (88.96%)
20241104-05:49:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:49:45 wrote ae_*.pth
20241104-05:49:45 epoch_duration 2min46s next_finish 05:52:32
20241104-05:49:45 wrote state.pth
20241104-05:49:45 --- epoch 1401 ----------------------------------------
20241104-05:49:45 current_test_accuracies 0.9228 0.9224 0.9056 0.8896 0.9248
20241104-05:49:45 nb_c_quizzes 40055
20241104-05:49:45 weakest_accuracies [0.8896, 0.9056]
20241104-05:49:45 dummy_rand tensor([0.2918])
20241104-05:49:45 dummy_rand tensor([0.3622])
20241104-05:49:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:49:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:52:17 train_loss 1401 model 3 0.03673756408691406
20241104-05:52:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:52:17 train_loss 1401 model 2 0.03627547264099121
20241104-05:52:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:52:19 test_loss 1401 model 3 0.031436767578125
20241104-05:52:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:52:20 test_loss 1401 model 2 0.02733131408691406
20241104-05:52:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:52:22 test_accuracy 1401 model 3 nb_correct 2177 / 2500 (87.08%)
20241104-05:52:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:52:22 test_accuracy 1401 model 2 nb_correct 2296 / 2500 (91.84%)
20241104-05:52:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:52:32 wrote ae_*.pth
20241104-05:52:32 epoch_duration 2min46s next_finish 05:55:18
20241104-05:52:32 wrote state.pth
20241104-05:52:32 --- epoch 1402 ----------------------------------------
20241104-05:52:32 current_test_accuracies 0.9228 0.9224 0.9184 0.8708 0.9248
20241104-05:52:32 nb_c_quizzes 40055
20241104-05:52:32 weakest_accuracies [0.8708, 0.9184]
20241104-05:52:32 dummy_rand tensor([0.2822])
20241104-05:52:32 dummy_rand tensor([0.4870])
20241104-05:52:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:52:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:55:04 train_loss 1402 model 3 0.035764591217041015
20241104-05:55:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:55:04 train_loss 1402 model 2 0.03518318939208984
20241104-05:55:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:55:06 test_loss 1402 model 3 0.0279364013671875
20241104-05:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:55:06 test_loss 1402 model 2 0.028827972412109375
20241104-05:55:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:55:08 test_accuracy 1402 model 3 nb_correct 2296 / 2500 (91.84%)
20241104-05:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:55:09 test_accuracy 1402 model 2 nb_correct 2227 / 2500 (89.08%)
20241104-05:55:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:55:18 wrote ae_*.pth
20241104-05:55:18 epoch_duration 2min46s next_finish 05:58:05
20241104-05:55:19 wrote state.pth
20241104-05:55:19 --- epoch 1403 ----------------------------------------
20241104-05:55:19 current_test_accuracies 0.9228 0.9224 0.8908 0.9184 0.9248
20241104-05:55:19 nb_c_quizzes 40055
20241104-05:55:19 weakest_accuracies [0.8908, 0.9184]
20241104-05:55:19 dummy_rand tensor([0.8235])
20241104-05:55:19 dummy_rand tensor([0.6756])
20241104-05:55:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:55:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:57:51 train_loss 1403 model 3 0.03572463798522949
20241104-05:57:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:57:51 train_loss 1403 model 2 0.03562216377258301
20241104-05:57:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:57:53 test_loss 1403 model 3 0.0282763671875
20241104-05:57:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:57:53 test_loss 1403 model 2 0.03062492370605469
20241104-05:57:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-05:57:55 test_accuracy 1403 model 3 nb_correct 2275 / 2500 (91.00%)
20241104-05:57:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:57:55 test_accuracy 1403 model 2 nb_correct 2246 / 2500 (89.84%)
20241104-05:57:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-05:58:05 wrote ae_*.pth
20241104-05:58:05 epoch_duration 2min47s next_finish 06:00:53
20241104-05:58:06 wrote state.pth
20241104-05:58:06 --- epoch 1404 ----------------------------------------
20241104-05:58:06 current_test_accuracies 0.9228 0.9224 0.8984 0.9100 0.9248
20241104-05:58:06 nb_c_quizzes 40055
20241104-05:58:06 weakest_accuracies [0.8984, 0.91]
20241104-05:58:06 dummy_rand tensor([0.0661])
20241104-05:58:06 dummy_rand tensor([0.8055])
20241104-05:58:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-05:58:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:00:38 train_loss 1404 model 2 0.03523299789428711
20241104-06:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:00:38 train_loss 1404 model 3 0.03605405616760254
20241104-06:00:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:00:40 test_loss 1404 model 2 0.027028656005859374
20241104-06:00:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:00:40 test_loss 1404 model 3 0.029827346801757814
20241104-06:00:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:00:42 test_accuracy 1404 model 2 nb_correct 2238 / 2500 (89.52%)
20241104-06:00:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:00:42 test_accuracy 1404 model 3 nb_correct 2214 / 2500 (88.56%)
20241104-06:00:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:00:52 wrote ae_*.pth
20241104-06:00:52 epoch_duration 2min46s next_finish 06:03:39
20241104-06:00:53 wrote state.pth
20241104-06:00:53 --- epoch 1405 ----------------------------------------
20241104-06:00:53 current_test_accuracies 0.9228 0.9224 0.8952 0.8856 0.9248
20241104-06:00:53 nb_c_quizzes 40055
20241104-06:00:53 weakest_accuracies [0.8856, 0.8952]
20241104-06:00:53 dummy_rand tensor([0.7123])
20241104-06:00:53 dummy_rand tensor([0.2156])
20241104-06:00:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:00:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:03:25 train_loss 1405 model 2 0.03523207473754883
20241104-06:03:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:03:25 train_loss 1405 model 3 0.03561650848388672
20241104-06:03:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:03:27 test_loss 1405 model 2 0.02809967041015625
20241104-06:03:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:03:27 test_loss 1405 model 3 0.03385032653808594
20241104-06:03:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:03:29 test_accuracy 1405 model 2 nb_correct 2186 / 2500 (87.44%)
20241104-06:03:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:03:29 test_accuracy 1405 model 3 nb_correct 2268 / 2500 (90.72%)
20241104-06:03:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:03:39 wrote ae_*.pth
20241104-06:03:39 epoch_duration 2min46s next_finish 06:06:26
20241104-06:03:39 wrote state.pth
20241104-06:03:39 --- epoch 1406 ----------------------------------------
20241104-06:03:39 current_test_accuracies 0.9228 0.9224 0.8744 0.9072 0.9248
20241104-06:03:39 nb_c_quizzes 40055
20241104-06:03:39 weakest_accuracies [0.8744, 0.9072]
20241104-06:03:39 dummy_rand tensor([0.8201])
20241104-06:03:39 dummy_rand tensor([0.2812])
20241104-06:03:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:03:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:06:12 train_loss 1406 model 3 0.03511410522460937
20241104-06:06:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:06:12 train_loss 1406 model 2 0.03607503890991211
20241104-06:06:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:06:14 test_loss 1406 model 3 0.027934684753417968
20241104-06:06:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:06:14 test_loss 1406 model 2 0.029243583679199218
20241104-06:06:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:06:16 test_accuracy 1406 model 3 nb_correct 2199 / 2500 (87.96%)
20241104-06:06:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:06:16 test_accuracy 1406 model 2 nb_correct 2271 / 2500 (90.84%)
20241104-06:06:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:06:26 wrote ae_*.pth
20241104-06:06:26 epoch_duration 2min46s next_finish 06:09:13
20241104-06:06:26 wrote state.pth
20241104-06:06:26 --- epoch 1407 ----------------------------------------
20241104-06:06:26 current_test_accuracies 0.9228 0.9224 0.9084 0.8796 0.9248
20241104-06:06:26 nb_c_quizzes 40055
20241104-06:06:26 weakest_accuracies [0.8796, 0.9084]
20241104-06:06:26 dummy_rand tensor([0.7044])
20241104-06:06:26 dummy_rand tensor([0.1251])
20241104-06:06:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:06:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:08:59 train_loss 1407 model 3 0.035286037445068356
20241104-06:08:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:08:59 train_loss 1407 model 2 0.034792060852050784
20241104-06:08:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:09:01 test_loss 1407 model 3 0.03519195556640625
20241104-06:09:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:09:01 test_loss 1407 model 2 0.0286932373046875
20241104-06:09:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:09:03 test_accuracy 1407 model 3 nb_correct 2171 / 2500 (86.84%)
20241104-06:09:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:09:03 test_accuracy 1407 model 2 nb_correct 2295 / 2500 (91.80%)
20241104-06:09:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:09:13 wrote ae_*.pth
20241104-06:09:13 epoch_duration 2min47s next_finish 06:12:00
20241104-06:09:13 wrote state.pth
20241104-06:09:13 --- epoch 1408 ----------------------------------------
20241104-06:09:13 current_test_accuracies 0.9228 0.9224 0.9180 0.8684 0.9248
20241104-06:09:13 nb_c_quizzes 40055
20241104-06:09:13 weakest_accuracies [0.8684, 0.918]
20241104-06:09:13 dummy_rand tensor([0.0078])
20241104-06:09:13 dummy_rand tensor([0.7740])
20241104-06:09:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:09:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:11:45 train_loss 1408 model 3 0.03623232650756836
20241104-06:11:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:11:45 train_loss 1408 model 2 0.03544989967346191
20241104-06:11:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:11:48 test_loss 1408 model 3 0.030548553466796875
20241104-06:11:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:11:48 test_loss 1408 model 2 0.02638519287109375
20241104-06:11:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:11:50 test_accuracy 1408 model 3 nb_correct 2237 / 2500 (89.48%)
20241104-06:11:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:11:50 test_accuracy 1408 model 2 nb_correct 2236 / 2500 (89.44%)
20241104-06:11:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:12:00 wrote ae_*.pth
20241104-06:12:00 epoch_duration 2min46s next_finish 06:14:47
20241104-06:12:00 wrote state.pth
20241104-06:12:00 --- epoch 1409 ----------------------------------------
20241104-06:12:00 current_test_accuracies 0.9228 0.9224 0.8944 0.8948 0.9248
20241104-06:12:00 nb_c_quizzes 40055
20241104-06:12:00 weakest_accuracies [0.8944, 0.8948]
20241104-06:12:00 dummy_rand tensor([0.0620])
20241104-06:12:00 dummy_rand tensor([0.4142])
20241104-06:12:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:12:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:14:32 train_loss 1409 model 2 0.03568176651000977
20241104-06:14:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:14:32 train_loss 1409 model 3 0.0349482479095459
20241104-06:14:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:14:35 test_loss 1409 model 2 0.031209735870361327
20241104-06:14:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:14:35 test_loss 1409 model 3 0.029949979782104494
20241104-06:14:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:14:37 test_accuracy 1409 model 2 nb_correct 2240 / 2500 (89.60%)
20241104-06:14:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:14:37 test_accuracy 1409 model 3 nb_correct 2251 / 2500 (90.04%)
20241104-06:14:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:14:47 wrote ae_*.pth
20241104-06:14:47 epoch_duration 2min47s next_finish 06:17:34
20241104-06:14:47 wrote state.pth
20241104-06:14:47 --- epoch 1410 ----------------------------------------
20241104-06:14:47 current_test_accuracies 0.9228 0.9224 0.8960 0.9004 0.9248
20241104-06:14:47 nb_c_quizzes 40055
20241104-06:14:47 weakest_accuracies [0.896, 0.9004]
20241104-06:14:47 dummy_rand tensor([0.1168])
20241104-06:14:47 dummy_rand tensor([0.7544])
20241104-06:14:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:14:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:17:19 train_loss 1410 model 2 0.03480514144897461
20241104-06:17:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:17:19 train_loss 1410 model 3 0.0359324951171875
20241104-06:17:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:17:22 test_loss 1410 model 2 0.03046104431152344
20241104-06:17:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:17:22 test_loss 1410 model 3 0.0298797607421875
20241104-06:17:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:17:24 test_accuracy 1410 model 2 nb_correct 2297 / 2500 (91.88%)
20241104-06:17:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:17:24 test_accuracy 1410 model 3 nb_correct 2223 / 2500 (88.92%)
20241104-06:17:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:17:34 wrote ae_*.pth
20241104-06:17:34 epoch_duration 2min47s next_finish 06:20:21
20241104-06:17:34 wrote state.pth
20241104-06:17:34 --- epoch 1411 ----------------------------------------
20241104-06:17:34 current_test_accuracies 0.9228 0.9224 0.9188 0.8892 0.9248
20241104-06:17:34 nb_c_quizzes 40055
20241104-06:17:34 weakest_accuracies [0.8892, 0.9188]
20241104-06:17:34 dummy_rand tensor([0.1648])
20241104-06:17:34 dummy_rand tensor([0.8451])
20241104-06:17:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:17:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:20:06 train_loss 1411 model 3 0.03521529960632324
20241104-06:20:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:20:06 train_loss 1411 model 2 0.03540387344360352
20241104-06:20:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:20:09 test_loss 1411 model 2 0.028882293701171874
20241104-06:20:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:20:09 test_loss 1411 model 3 0.02927398681640625
20241104-06:20:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:20:11 test_accuracy 1411 model 2 nb_correct 2276 / 2500 (91.04%)
20241104-06:20:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:20:11 test_accuracy 1411 model 3 nb_correct 2269 / 2500 (90.76%)
20241104-06:20:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:20:21 wrote ae_*.pth
20241104-06:20:21 epoch_duration 2min46s next_finish 06:23:08
20241104-06:20:21 wrote state.pth
20241104-06:20:21 --- epoch 1412 ----------------------------------------
20241104-06:20:21 current_test_accuracies 0.9228 0.9224 0.9104 0.9076 0.9248
20241104-06:20:21 nb_c_quizzes 40055
20241104-06:20:21 weakest_accuracies [0.9076, 0.9104]
20241104-06:20:21 dummy_rand tensor([0.0601])
20241104-06:20:21 dummy_rand tensor([0.9104])
20241104-06:20:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:20:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:22:54 train_loss 1412 model 3 0.036002906799316406
20241104-06:22:54 train_loss 1412 model 2 0.03481312561035156
20241104-06:22:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:22:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:22:56 test_loss 1412 model 3 0.02871593475341797
20241104-06:22:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:22:56 test_loss 1412 model 2 0.02771209716796875
20241104-06:22:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:22:58 test_accuracy 1412 model 3 nb_correct 2286 / 2500 (91.44%)
20241104-06:22:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:22:58 test_accuracy 1412 model 2 nb_correct 2274 / 2500 (90.96%)
20241104-06:22:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:23:08 wrote ae_*.pth
20241104-06:23:08 epoch_duration 2min46s next_finish 06:25:55
20241104-06:23:08 wrote state.pth
20241104-06:23:08 --- epoch 1413 ----------------------------------------
20241104-06:23:08 current_test_accuracies 0.9228 0.9224 0.9096 0.9144 0.9248
20241104-06:23:08 nb_c_quizzes 40055
20241104-06:23:08 weakest_accuracies [0.9096, 0.9144]
20241104-06:23:08 dummy_rand tensor([0.3110])
20241104-06:23:08 dummy_rand tensor([0.7514])
20241104-06:23:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:23:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:25:40 train_loss 1413 model 2 0.03534967613220215
20241104-06:25:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:25:40 train_loss 1413 model 3 0.035957860946655276
20241104-06:25:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:25:43 test_loss 1413 model 2 0.0304571533203125
20241104-06:25:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:25:43 test_loss 1413 model 3 0.027176108360290527
20241104-06:25:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:25:45 test_accuracy 1413 model 2 nb_correct 2228 / 2500 (89.12%)
20241104-06:25:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:25:45 test_accuracy 1413 model 3 nb_correct 2286 / 2500 (91.44%)
20241104-06:25:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:25:55 wrote ae_*.pth
20241104-06:25:55 epoch_duration 2min46s next_finish 06:28:41
20241104-06:25:55 wrote state.pth
20241104-06:25:55 --- epoch 1414 ----------------------------------------
20241104-06:25:55 current_test_accuracies 0.9228 0.9224 0.8912 0.9144 0.9248
20241104-06:25:55 nb_c_quizzes 40055
20241104-06:25:55 weakest_accuracies [0.8912, 0.9144]
20241104-06:25:55 dummy_rand tensor([0.5848])
20241104-06:25:55 dummy_rand tensor([0.7329])
20241104-06:25:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:25:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:28:27 train_loss 1414 model 3 0.035523876190185544
20241104-06:28:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:28:27 train_loss 1414 model 2 0.035372867584228515
20241104-06:28:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:28:29 test_loss 1414 model 3 0.032034378051757816
20241104-06:28:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:28:29 test_loss 1414 model 2 0.02788482666015625
20241104-06:28:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:28:31 test_accuracy 1414 model 3 nb_correct 2255 / 2500 (90.20%)
20241104-06:28:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:28:31 test_accuracy 1414 model 2 nb_correct 2277 / 2500 (91.08%)
20241104-06:28:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:28:41 wrote ae_*.pth
20241104-06:28:41 epoch_duration 2min46s next_finish 06:31:28
20241104-06:28:41 wrote state.pth
20241104-06:28:41 --- epoch 1415 ----------------------------------------
20241104-06:28:41 current_test_accuracies 0.9228 0.9224 0.9108 0.9020 0.9248
20241104-06:28:41 nb_c_quizzes 40055
20241104-06:28:41 weakest_accuracies [0.902, 0.9108]
20241104-06:28:41 dummy_rand tensor([0.1995])
20241104-06:28:41 dummy_rand tensor([0.3553])
20241104-06:28:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:28:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:31:13 train_loss 1415 model 3 0.03650485324859619
20241104-06:31:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:31:13 train_loss 1415 model 2 0.03552534866333008
20241104-06:31:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:31:16 test_loss 1415 model 3 0.03160018920898437
20241104-06:31:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:31:16 test_loss 1415 model 2 0.027167510986328126
20241104-06:31:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:31:18 test_accuracy 1415 model 3 nb_correct 2313 / 2500 (92.52%)
20241104-06:31:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:31:18 test_accuracy 1415 model 2 nb_correct 2276 / 2500 (91.04%)
20241104-06:31:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:31:28 wrote ae_*.pth
20241104-06:31:28 epoch_duration 2min46s next_finish 06:34:14
20241104-06:31:28 wrote state.pth
20241104-06:31:28 --- epoch 1416 ----------------------------------------
20241104-06:31:28 current_test_accuracies 0.9228 0.9224 0.9104 0.9252 0.9248
20241104-06:31:28 nb_c_quizzes 40055
20241104-06:31:28 weakest_accuracies [0.9104, 0.9224]
20241104-06:31:28 dummy_rand tensor([0.5276])
20241104-06:31:28 dummy_rand tensor([0.5251])
20241104-06:31:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:31:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:34:00 train_loss 1416 model 2 0.0353759593963623
20241104-06:34:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:34:00 train_loss 1416 model 1 0.03546826934814453
20241104-06:34:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:34:02 test_loss 1416 model 2 0.030673828125
20241104-06:34:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:34:02 test_loss 1416 model 1 0.02759674072265625
20241104-06:34:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:34:04 test_accuracy 1416 model 2 nb_correct 2245 / 2500 (89.80%)
20241104-06:34:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:34:04 test_accuracy 1416 model 1 nb_correct 2209 / 2500 (88.36%)
20241104-06:34:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:34:14 wrote ae_*.pth
20241104-06:34:14 epoch_duration 2min46s next_finish 06:37:00
20241104-06:34:14 wrote state.pth
20241104-06:34:14 --- epoch 1417 ----------------------------------------
20241104-06:34:14 current_test_accuracies 0.9228 0.8836 0.8980 0.9252 0.9248
20241104-06:34:14 nb_c_quizzes 40055
20241104-06:34:14 weakest_accuracies [0.8836, 0.898]
20241104-06:34:14 dummy_rand tensor([0.2577])
20241104-06:34:14 dummy_rand tensor([0.7566])
20241104-06:34:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:34:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:36:46 train_loss 1417 model 2 0.03565191268920898
20241104-06:36:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:36:46 train_loss 1417 model 1 0.03505642318725586
20241104-06:36:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:36:48 test_loss 1417 model 2 0.02765533447265625
20241104-06:36:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:36:49 test_loss 1417 model 1 0.027805519104003907
20241104-06:36:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:36:51 test_accuracy 1417 model 2 nb_correct 2265 / 2500 (90.60%)
20241104-06:36:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:36:51 test_accuracy 1417 model 1 nb_correct 2243 / 2500 (89.72%)
20241104-06:36:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:37:01 wrote ae_*.pth
20241104-06:37:01 epoch_duration 2min46s next_finish 06:39:47
20241104-06:37:01 wrote state.pth
20241104-06:37:01 --- epoch 1418 ----------------------------------------
20241104-06:37:01 current_test_accuracies 0.9228 0.8972 0.9060 0.9252 0.9248
20241104-06:37:01 nb_c_quizzes 40055
20241104-06:37:01 weakest_accuracies [0.8972, 0.906]
20241104-06:37:01 dummy_rand tensor([0.0640])
20241104-06:37:01 dummy_rand tensor([0.4790])
20241104-06:37:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:37:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:39:33 train_loss 1418 model 1 0.03480155944824219
20241104-06:39:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:39:33 train_loss 1418 model 2 0.03488494873046875
20241104-06:39:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:39:35 test_loss 1418 model 1 0.028873748779296875
20241104-06:39:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:39:35 test_loss 1418 model 2 0.0302947998046875
20241104-06:39:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:39:37 test_accuracy 1418 model 1 nb_correct 2231 / 2500 (89.24%)
20241104-06:39:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:39:37 test_accuracy 1418 model 2 nb_correct 2240 / 2500 (89.60%)
20241104-06:39:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:39:47 wrote ae_*.pth
20241104-06:39:47 epoch_duration 2min46s next_finish 06:42:33
20241104-06:39:47 wrote state.pth
20241104-06:39:47 --- epoch 1419 ----------------------------------------
20241104-06:39:47 current_test_accuracies 0.9228 0.8924 0.8960 0.9252 0.9248
20241104-06:39:47 nb_c_quizzes 40055
20241104-06:39:47 weakest_accuracies [0.8924, 0.896]
20241104-06:39:47 dummy_rand tensor([0.0634])
20241104-06:39:47 dummy_rand tensor([0.2920])
20241104-06:39:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:39:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:42:19 train_loss 1419 model 1 0.03592426300048828
20241104-06:42:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:42:19 train_loss 1419 model 2 0.034807693481445315
20241104-06:42:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:42:21 test_loss 1419 model 1 0.031014404296875
20241104-06:42:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:42:21 test_loss 1419 model 2 0.029231910705566407
20241104-06:42:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:42:24 test_accuracy 1419 model 1 nb_correct 2205 / 2500 (88.20%)
20241104-06:42:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:42:24 test_accuracy 1419 model 2 nb_correct 2272 / 2500 (90.88%)
20241104-06:42:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:42:33 wrote ae_*.pth
20241104-06:42:33 epoch_duration 2min46s next_finish 06:45:20
20241104-06:42:33 wrote state.pth
20241104-06:42:33 --- epoch 1420 ----------------------------------------
20241104-06:42:33 current_test_accuracies 0.9228 0.8820 0.9088 0.9252 0.9248
20241104-06:42:33 nb_c_quizzes 40055
20241104-06:42:33 weakest_accuracies [0.882, 0.9088]
20241104-06:42:33 dummy_rand tensor([0.4678])
20241104-06:42:33 dummy_rand tensor([0.9854])
20241104-06:42:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:42:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:45:05 train_loss 1420 model 1 0.03498304080963135
20241104-06:45:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:45:05 train_loss 1420 model 2 0.03475994491577149
20241104-06:45:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:45:08 test_loss 1420 model 1 0.02989725112915039
20241104-06:45:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:45:08 test_loss 1420 model 2 0.028792266845703126
20241104-06:45:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:45:10 test_accuracy 1420 model 1 nb_correct 2227 / 2500 (89.08%)
20241104-06:45:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:45:10 test_accuracy 1420 model 2 nb_correct 2252 / 2500 (90.08%)
20241104-06:45:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:45:19 wrote ae_*.pth
20241104-06:45:19 epoch_duration 2min46s next_finish 06:48:06
20241104-06:45:20 wrote state.pth
20241104-06:45:20 --- epoch 1421 ----------------------------------------
20241104-06:45:20 current_test_accuracies 0.9228 0.8908 0.9008 0.9252 0.9248
20241104-06:45:20 nb_c_quizzes 40055
20241104-06:45:20 weakest_accuracies [0.8908, 0.9008]
20241104-06:45:20 dummy_rand tensor([0.0757])
20241104-06:45:20 dummy_rand tensor([0.5831])
20241104-06:45:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:45:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:47:51 train_loss 1421 model 1 0.035695751190185546
20241104-06:47:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:47:51 train_loss 1421 model 2 0.03461931991577148
20241104-06:47:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:47:54 test_loss 1421 model 1 0.030257110595703126
20241104-06:47:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:47:54 test_loss 1421 model 2 0.028162841796875
20241104-06:47:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:47:56 test_accuracy 1421 model 1 nb_correct 2241 / 2500 (89.64%)
20241104-06:47:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:47:56 test_accuracy 1421 model 2 nb_correct 2270 / 2500 (90.80%)
20241104-06:47:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:48:06 wrote ae_*.pth
20241104-06:48:06 epoch_duration 2min46s next_finish 06:50:52
20241104-06:48:06 wrote state.pth
20241104-06:48:06 --- epoch 1422 ----------------------------------------
20241104-06:48:06 current_test_accuracies 0.9228 0.8964 0.9080 0.9252 0.9248
20241104-06:48:06 nb_c_quizzes 40055
20241104-06:48:06 weakest_accuracies [0.8964, 0.908]
20241104-06:48:06 dummy_rand tensor([0.4960])
20241104-06:48:06 dummy_rand tensor([0.4834])
20241104-06:48:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:48:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:50:38 train_loss 1422 model 2 0.035155750274658205
20241104-06:50:38 train_loss 1422 model 1 0.035398792266845704
20241104-06:50:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:50:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:50:40 test_loss 1422 model 2 0.028614349365234375
20241104-06:50:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:50:40 test_loss 1422 model 1 0.026080474853515626
20241104-06:50:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:50:42 test_accuracy 1422 model 2 nb_correct 2302 / 2500 (92.08%)
20241104-06:50:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:50:42 test_accuracy 1422 model 1 nb_correct 2255 / 2500 (90.20%)
20241104-06:50:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:50:52 wrote ae_*.pth
20241104-06:50:52 epoch_duration 2min46s next_finish 06:53:38
20241104-06:50:52 wrote state.pth
20241104-06:50:52 --- epoch 1423 ----------------------------------------
20241104-06:50:52 current_test_accuracies 0.9228 0.9020 0.9208 0.9252 0.9248
20241104-06:50:52 nb_c_quizzes 40055
20241104-06:50:52 weakest_accuracies [0.902, 0.9208]
20241104-06:50:52 dummy_rand tensor([0.8955])
20241104-06:50:52 dummy_rand tensor([0.6031])
20241104-06:50:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:50:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:53:24 train_loss 1423 model 1 0.0350737190246582
20241104-06:53:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:53:24 train_loss 1423 model 2 0.0356810417175293
20241104-06:53:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:53:27 test_loss 1423 model 1 0.027190399169921876
20241104-06:53:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:53:27 test_loss 1423 model 2 0.024000892639160155
20241104-06:53:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:53:29 test_accuracy 1423 model 1 nb_correct 2271 / 2500 (90.84%)
20241104-06:53:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:53:29 test_accuracy 1423 model 2 nb_correct 2243 / 2500 (89.72%)
20241104-06:53:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:53:39 wrote ae_*.pth
20241104-06:53:39 epoch_duration 2min46s next_finish 06:56:25
20241104-06:53:39 wrote state.pth
20241104-06:53:39 --- epoch 1424 ----------------------------------------
20241104-06:53:39 current_test_accuracies 0.9228 0.9084 0.8972 0.9252 0.9248
20241104-06:53:39 nb_c_quizzes 40055
20241104-06:53:39 weakest_accuracies [0.8972, 0.9084]
20241104-06:53:39 dummy_rand tensor([0.4180])
20241104-06:53:39 dummy_rand tensor([0.8144])
20241104-06:53:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:53:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:56:10 train_loss 1424 model 2 0.035899755477905276
20241104-06:56:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:56:10 train_loss 1424 model 1 0.03526992416381836
20241104-06:56:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:56:13 test_loss 1424 model 2 0.03324310302734375
20241104-06:56:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:56:13 test_loss 1424 model 1 0.028336181640625
20241104-06:56:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:56:15 test_accuracy 1424 model 2 nb_correct 2245 / 2500 (89.80%)
20241104-06:56:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:56:15 test_accuracy 1424 model 1 nb_correct 2297 / 2500 (91.88%)
20241104-06:56:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:56:25 wrote ae_*.pth
20241104-06:56:25 epoch_duration 2min46s next_finish 06:59:11
20241104-06:56:25 wrote state.pth
20241104-06:56:25 --- epoch 1425 ----------------------------------------
20241104-06:56:25 current_test_accuracies 0.9228 0.9188 0.8980 0.9252 0.9248
20241104-06:56:25 nb_c_quizzes 40055
20241104-06:56:25 weakest_accuracies [0.898, 0.9188]
20241104-06:56:25 dummy_rand tensor([0.0268])
20241104-06:56:25 dummy_rand tensor([0.1160])
20241104-06:56:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:56:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:58:56 train_loss 1425 model 2 0.03604633712768555
20241104-06:58:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:58:56 train_loss 1425 model 1 0.03534547710418701
20241104-06:58:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:58:59 test_loss 1425 model 2 0.03128204345703125
20241104-06:58:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:58:59 test_loss 1425 model 1 0.03145767211914063
20241104-06:58:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-06:59:01 test_accuracy 1425 model 2 nb_correct 2281 / 2500 (91.24%)
20241104-06:59:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:59:01 test_accuracy 1425 model 1 nb_correct 2255 / 2500 (90.20%)
20241104-06:59:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-06:59:11 wrote ae_*.pth
20241104-06:59:11 epoch_duration 2min46s next_finish 07:01:57
20241104-06:59:11 wrote state.pth
20241104-06:59:11 --- epoch 1426 ----------------------------------------
20241104-06:59:11 current_test_accuracies 0.9228 0.9020 0.9124 0.9252 0.9248
20241104-06:59:11 nb_c_quizzes 40055
20241104-06:59:11 weakest_accuracies [0.902, 0.9124]
20241104-06:59:11 dummy_rand tensor([0.2904])
20241104-06:59:11 dummy_rand tensor([0.5186])
20241104-06:59:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-06:59:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:01:42 train_loss 1426 model 1 0.03516458511352539
20241104-07:01:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:01:43 train_loss 1426 model 2 0.03506095886230469
20241104-07:01:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:01:45 test_loss 1426 model 1 0.029273872375488282
20241104-07:01:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:01:45 test_loss 1426 model 2 0.032580413818359376
20241104-07:01:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:01:47 test_accuracy 1426 model 1 nb_correct 2211 / 2500 (88.44%)
20241104-07:01:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:01:47 test_accuracy 1426 model 2 nb_correct 2318 / 2500 (92.72%)
20241104-07:01:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:01:57 wrote ae_*.pth
20241104-07:01:57 epoch_duration 2min45s next_finish 07:04:43
20241104-07:01:57 wrote state.pth
20241104-07:01:57 --- epoch 1427 ----------------------------------------
20241104-07:01:57 current_test_accuracies 0.9228 0.8844 0.9272 0.9252 0.9248
20241104-07:01:57 nb_c_quizzes 40055
20241104-07:01:57 weakest_accuracies [0.8844, 0.9228]
20241104-07:01:57 dummy_rand tensor([0.8968])
20241104-07:01:57 dummy_rand tensor([0.6035])
20241104-07:01:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:01:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:04:28 train_loss 1427 model 1 0.034969900131225584
20241104-07:04:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:04:28 train_loss 1427 model 0 0.0353159294128418
20241104-07:04:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:04:31 test_loss 1427 model 1 0.02884368896484375
20241104-07:04:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:04:31 test_loss 1427 model 0 0.03063568115234375
20241104-07:04:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:04:33 test_accuracy 1427 model 1 nb_correct 2233 / 2500 (89.32%)
20241104-07:04:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:04:33 test_accuracy 1427 model 0 nb_correct 2307 / 2500 (92.28%)
20241104-07:04:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:04:42 wrote ae_*.pth
20241104-07:04:42 epoch_duration 2min45s next_finish 07:07:28
20241104-07:04:43 wrote state.pth
20241104-07:04:43 --- epoch 1428 ----------------------------------------
20241104-07:04:43 current_test_accuracies 0.9228 0.8932 0.9272 0.9252 0.9248
20241104-07:04:43 nb_c_quizzes 40055
20241104-07:04:43 weakest_accuracies [0.8932, 0.9228]
20241104-07:04:43 dummy_rand tensor([0.7516])
20241104-07:04:43 dummy_rand tensor([0.5964])
20241104-07:04:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:04:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:07:14 train_loss 1428 model 1 0.03539999008178711
20241104-07:07:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:07:15 train_loss 1428 model 0 0.034729808807373044
20241104-07:07:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:07:17 test_loss 1428 model 1 0.02904560089111328
20241104-07:07:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:07:17 test_loss 1428 model 0 0.026573028564453125
20241104-07:07:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:07:19 test_accuracy 1428 model 1 nb_correct 2307 / 2500 (92.28%)
20241104-07:07:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:07:19 test_accuracy 1428 model 0 nb_correct 2222 / 2500 (88.88%)
20241104-07:07:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:07:29 wrote ae_*.pth
20241104-07:07:29 epoch_duration 2min46s next_finish 07:10:15
20241104-07:07:29 wrote state.pth
20241104-07:07:29 --- epoch 1429 ----------------------------------------
20241104-07:07:29 current_test_accuracies 0.8888 0.9228 0.9272 0.9252 0.9248
20241104-07:07:29 nb_c_quizzes 40055
20241104-07:07:29 weakest_accuracies [0.8888, 0.9228]
20241104-07:07:29 dummy_rand tensor([0.5295])
20241104-07:07:29 dummy_rand tensor([0.8436])
20241104-07:07:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:07:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:10:01 train_loss 1429 model 1 0.0350156135559082
20241104-07:10:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:10:01 train_loss 1429 model 0 0.03574604797363281
20241104-07:10:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:10:03 test_loss 1429 model 1 0.028968048095703126
20241104-07:10:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:10:03 test_loss 1429 model 0 0.029267807006835938
20241104-07:10:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:10:05 test_accuracy 1429 model 1 nb_correct 2266 / 2500 (90.64%)
20241104-07:10:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:10:05 test_accuracy 1429 model 0 nb_correct 2299 / 2500 (91.96%)
20241104-07:10:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:10:15 wrote ae_*.pth
20241104-07:10:15 epoch_duration 2min46s next_finish 07:13:01
20241104-07:10:15 wrote state.pth
20241104-07:10:15 --- epoch 1430 ----------------------------------------
20241104-07:10:15 current_test_accuracies 0.9196 0.9064 0.9272 0.9252 0.9248
20241104-07:10:15 nb_c_quizzes 40055
20241104-07:10:15 weakest_accuracies [0.9064, 0.9196]
20241104-07:10:15 dummy_rand tensor([0.7421])
20241104-07:10:15 dummy_rand tensor([0.5104])
20241104-07:10:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:10:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:12:47 train_loss 1430 model 1 0.03546702575683594
20241104-07:12:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:12:47 train_loss 1430 model 0 0.035484554290771485
20241104-07:12:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:12:49 test_loss 1430 model 1 0.02842632293701172
20241104-07:12:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:12:49 test_loss 1430 model 0 0.029927215576171874
20241104-07:12:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:12:51 test_accuracy 1430 model 1 nb_correct 2289 / 2500 (91.56%)
20241104-07:12:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:12:51 test_accuracy 1430 model 0 nb_correct 2239 / 2500 (89.56%)
20241104-07:12:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:13:01 wrote ae_*.pth
20241104-07:13:01 epoch_duration 2min46s next_finish 07:15:47
20241104-07:13:01 wrote state.pth
20241104-07:13:01 --- epoch 1431 ----------------------------------------
20241104-07:13:01 current_test_accuracies 0.8956 0.9156 0.9272 0.9252 0.9248
20241104-07:13:01 nb_c_quizzes 40055
20241104-07:13:01 weakest_accuracies [0.8956, 0.9156]
20241104-07:13:01 dummy_rand tensor([0.6982])
20241104-07:13:01 dummy_rand tensor([0.2798])
20241104-07:13:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:13:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:15:33 train_loss 1431 model 0 0.035527809143066406
20241104-07:15:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:15:33 train_loss 1431 model 1 0.03568022155761719
20241104-07:15:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:15:35 test_loss 1431 model 0 0.028053436279296875
20241104-07:15:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:15:35 test_loss 1431 model 1 0.029129753112792967
20241104-07:15:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:15:37 test_accuracy 1431 model 0 nb_correct 2284 / 2500 (91.36%)
20241104-07:15:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:15:38 test_accuracy 1431 model 1 nb_correct 2231 / 2500 (89.24%)
20241104-07:15:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:15:47 wrote ae_*.pth
20241104-07:15:47 epoch_duration 2min46s next_finish 07:18:33
20241104-07:15:47 wrote state.pth
20241104-07:15:47 --- epoch 1432 ----------------------------------------
20241104-07:15:47 current_test_accuracies 0.9136 0.8924 0.9272 0.9252 0.9248
20241104-07:15:47 nb_c_quizzes 40055
20241104-07:15:47 weakest_accuracies [0.8924, 0.9136]
20241104-07:15:47 dummy_rand tensor([0.5336])
20241104-07:15:47 dummy_rand tensor([0.1235])
20241104-07:15:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:15:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:18:19 train_loss 1432 model 1 0.035514183044433593
20241104-07:18:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:18:19 train_loss 1432 model 0 0.03574047088623047
20241104-07:18:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:18:21 test_loss 1432 model 1 0.02910163879394531
20241104-07:18:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:18:21 test_loss 1432 model 0 0.02861763000488281
20241104-07:18:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:18:24 test_accuracy 1432 model 1 nb_correct 2267 / 2500 (90.68%)
20241104-07:18:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:18:24 test_accuracy 1432 model 0 nb_correct 2234 / 2500 (89.36%)
20241104-07:18:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:18:33 wrote ae_*.pth
20241104-07:18:33 epoch_duration 2min46s next_finish 07:21:20
20241104-07:18:33 wrote state.pth
20241104-07:18:33 --- epoch 1433 ----------------------------------------
20241104-07:18:33 current_test_accuracies 0.8936 0.9068 0.9272 0.9252 0.9248
20241104-07:18:33 nb_c_quizzes 40055
20241104-07:18:33 weakest_accuracies [0.8936, 0.9068]
20241104-07:18:33 dummy_rand tensor([0.3710])
20241104-07:18:33 dummy_rand tensor([0.5130])
20241104-07:18:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:18:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:21:05 train_loss 1433 model 1 0.034999282836914065
20241104-07:21:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:21:05 train_loss 1433 model 0 0.03528639602661133
20241104-07:21:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:21:08 test_loss 1433 model 1 0.029665374755859376
20241104-07:21:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:21:08 test_loss 1433 model 0 0.02859870910644531
20241104-07:21:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:21:10 test_accuracy 1433 model 1 nb_correct 2223 / 2500 (88.92%)
20241104-07:21:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:21:10 test_accuracy 1433 model 0 nb_correct 2281 / 2500 (91.24%)
20241104-07:21:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:21:20 wrote ae_*.pth
20241104-07:21:20 epoch_duration 2min46s next_finish 07:24:06
20241104-07:21:20 wrote state.pth
20241104-07:21:20 --- epoch 1434 ----------------------------------------
20241104-07:21:20 current_test_accuracies 0.9124 0.8892 0.9272 0.9252 0.9248
20241104-07:21:20 nb_c_quizzes 40055
20241104-07:21:20 weakest_accuracies [0.8892, 0.9124]
20241104-07:21:20 dummy_rand tensor([0.0424])
20241104-07:21:20 dummy_rand tensor([0.2228])
20241104-07:21:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:21:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:23:52 train_loss 1434 model 1 0.03474150848388672
20241104-07:23:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:23:52 train_loss 1434 model 0 0.036521240234375
20241104-07:23:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:23:54 test_loss 1434 model 1 0.03026580810546875
20241104-07:23:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:23:54 test_loss 1434 model 0 0.03023731231689453
20241104-07:23:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:23:56 test_accuracy 1434 model 1 nb_correct 2262 / 2500 (90.48%)
20241104-07:23:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:23:56 test_accuracy 1434 model 0 nb_correct 2273 / 2500 (90.92%)
20241104-07:23:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:24:06 wrote ae_*.pth
20241104-07:24:06 epoch_duration 2min46s next_finish 07:26:52
20241104-07:24:06 wrote state.pth
20241104-07:24:06 --- epoch 1435 ----------------------------------------
20241104-07:24:06 current_test_accuracies 0.9092 0.9048 0.9272 0.9252 0.9248
20241104-07:24:06 nb_c_quizzes 40055
20241104-07:24:06 weakest_accuracies [0.9048, 0.9092]
20241104-07:24:06 dummy_rand tensor([0.1292])
20241104-07:24:06 dummy_rand tensor([0.8670])
20241104-07:24:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:24:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:26:38 train_loss 1435 model 1 0.03526763916015625
20241104-07:26:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:26:38 train_loss 1435 model 0 0.035126577377319335
20241104-07:26:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:26:40 test_loss 1435 model 1 0.03158470153808594
20241104-07:26:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:26:40 test_loss 1435 model 0 0.0295245361328125
20241104-07:26:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:26:42 test_accuracy 1435 model 1 nb_correct 2238 / 2500 (89.52%)
20241104-07:26:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:26:43 test_accuracy 1435 model 0 nb_correct 2252 / 2500 (90.08%)
20241104-07:26:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:26:52 wrote ae_*.pth
20241104-07:26:52 epoch_duration 2min46s next_finish 07:29:39
20241104-07:26:52 wrote state.pth
20241104-07:26:52 --- epoch 1436 ----------------------------------------
20241104-07:26:52 current_test_accuracies 0.9008 0.8952 0.9272 0.9252 0.9248
20241104-07:26:52 nb_c_quizzes 40055
20241104-07:26:52 weakest_accuracies [0.8952, 0.9008]
20241104-07:26:52 dummy_rand tensor([0.2079])
20241104-07:26:52 dummy_rand tensor([0.2312])
20241104-07:26:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:26:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:29:24 train_loss 1436 model 1 0.03509342193603516
20241104-07:29:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:29:24 train_loss 1436 model 0 0.03446240997314453
20241104-07:29:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:29:26 test_loss 1436 model 1 0.030723705291748046
20241104-07:29:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:29:26 test_loss 1436 model 0 0.03010528564453125
20241104-07:29:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:29:29 test_accuracy 1436 model 1 nb_correct 2220 / 2500 (88.80%)
20241104-07:29:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:29:29 test_accuracy 1436 model 0 nb_correct 2265 / 2500 (90.60%)
20241104-07:29:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:29:38 wrote ae_*.pth
20241104-07:29:38 epoch_duration 2min45s next_finish 07:32:24
20241104-07:29:38 wrote state.pth
20241104-07:29:38 --- epoch 1437 ----------------------------------------
20241104-07:29:38 current_test_accuracies 0.9060 0.8880 0.9272 0.9252 0.9248
20241104-07:29:38 nb_c_quizzes 40055
20241104-07:29:38 weakest_accuracies [0.888, 0.906]
20241104-07:29:38 dummy_rand tensor([0.0385])
20241104-07:29:38 dummy_rand tensor([0.1674])
20241104-07:29:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:29:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:32:10 train_loss 1437 model 1 0.035018075942993165
20241104-07:32:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:32:10 train_loss 1437 model 0 0.03579401397705078
20241104-07:32:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:32:12 test_loss 1437 model 1 0.029199142456054688
20241104-07:32:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:32:12 test_loss 1437 model 0 0.028985137939453124
20241104-07:32:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:32:15 test_accuracy 1437 model 1 nb_correct 2256 / 2500 (90.24%)
20241104-07:32:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:32:15 test_accuracy 1437 model 0 nb_correct 2268 / 2500 (90.72%)
20241104-07:32:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:32:24 wrote ae_*.pth
20241104-07:32:24 epoch_duration 2min45s next_finish 07:35:10
20241104-07:32:24 wrote state.pth
20241104-07:32:24 --- epoch 1438 ----------------------------------------
20241104-07:32:24 current_test_accuracies 0.9072 0.9024 0.9272 0.9252 0.9248
20241104-07:32:24 nb_c_quizzes 40055
20241104-07:32:24 weakest_accuracies [0.9024, 0.9072]
20241104-07:32:24 dummy_rand tensor([0.6204])
20241104-07:32:24 dummy_rand tensor([0.4440])
20241104-07:32:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:32:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:34:56 train_loss 1438 model 1 0.034775936126708984
20241104-07:34:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:34:56 train_loss 1438 model 0 0.035433658599853514
20241104-07:34:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:34:58 test_loss 1438 model 1 0.029178848266601564
20241104-07:34:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:34:58 test_loss 1438 model 0 0.024527587890625
20241104-07:34:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:35:01 test_accuracy 1438 model 1 nb_correct 2296 / 2500 (91.84%)
20241104-07:35:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:35:01 test_accuracy 1438 model 0 nb_correct 2278 / 2500 (91.12%)
20241104-07:35:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:35:10 wrote ae_*.pth
20241104-07:35:10 epoch_duration 2min46s next_finish 07:37:56
20241104-07:35:10 wrote state.pth
20241104-07:35:10 --- epoch 1439 ----------------------------------------
20241104-07:35:10 current_test_accuracies 0.9112 0.9184 0.9272 0.9252 0.9248
20241104-07:35:10 nb_c_quizzes 40055
20241104-07:35:10 weakest_accuracies [0.9112, 0.9184]
20241104-07:35:10 dummy_rand tensor([0.7231])
20241104-07:35:10 dummy_rand tensor([0.4909])
20241104-07:35:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:35:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:37:42 train_loss 1439 model 0 0.034876861572265626
20241104-07:37:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:37:42 train_loss 1439 model 1 0.035533979415893556
20241104-07:37:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:37:44 test_loss 1439 model 0 0.0282440185546875
20241104-07:37:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:37:44 test_loss 1439 model 1 0.0327789306640625
20241104-07:37:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:37:47 test_accuracy 1439 model 0 nb_correct 2226 / 2500 (89.04%)
20241104-07:37:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:37:47 test_accuracy 1439 model 1 nb_correct 2168 / 2500 (86.72%)
20241104-07:37:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:37:56 wrote ae_*.pth
20241104-07:37:56 epoch_duration 2min46s next_finish 07:40:43
20241104-07:37:57 wrote state.pth
20241104-07:37:57 --- epoch 1440 ----------------------------------------
20241104-07:37:57 current_test_accuracies 0.8904 0.8672 0.9272 0.9252 0.9248
20241104-07:37:57 nb_c_quizzes 40055
20241104-07:37:57 weakest_accuracies [0.8672, 0.8904]
20241104-07:37:57 dummy_rand tensor([0.5647])
20241104-07:37:57 dummy_rand tensor([0.0806])
20241104-07:37:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:37:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:40:28 train_loss 1440 model 1 0.03573555755615234
20241104-07:40:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:40:29 train_loss 1440 model 0 0.035146835327148435
20241104-07:40:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:40:31 test_loss 1440 model 1 0.029214248657226563
20241104-07:40:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:40:31 test_loss 1440 model 0 0.029990997314453125
20241104-07:40:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:40:33 test_accuracy 1440 model 0 nb_correct 2222 / 2500 (88.88%)
20241104-07:40:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:40:33 test_accuracy 1440 model 1 nb_correct 2247 / 2500 (89.88%)
20241104-07:40:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:40:43 wrote ae_*.pth
20241104-07:40:43 epoch_duration 2min46s next_finish 07:43:30
20241104-07:40:43 wrote state.pth
20241104-07:40:43 --- epoch 1441 ----------------------------------------
20241104-07:40:43 current_test_accuracies 0.8888 0.8988 0.9272 0.9252 0.9248
20241104-07:40:43 nb_c_quizzes 40055
20241104-07:40:43 weakest_accuracies [0.8888, 0.8988]
20241104-07:40:43 dummy_rand tensor([0.8674])
20241104-07:40:43 dummy_rand tensor([0.5292])
20241104-07:40:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:40:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:43:15 train_loss 1441 model 1 0.034517505645751956
20241104-07:43:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:43:15 train_loss 1441 model 0 0.03533832550048828
20241104-07:43:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:43:18 test_loss 1441 model 1 0.030841522216796875
20241104-07:43:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:43:18 test_loss 1441 model 0 0.03041473388671875
20241104-07:43:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:43:20 test_accuracy 1441 model 1 nb_correct 2197 / 2500 (87.88%)
20241104-07:43:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:43:20 test_accuracy 1441 model 0 nb_correct 2304 / 2500 (92.16%)
20241104-07:43:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:43:30 wrote ae_*.pth
20241104-07:43:30 epoch_duration 2min46s next_finish 07:46:16
20241104-07:43:30 wrote state.pth
20241104-07:43:30 --- epoch 1442 ----------------------------------------
20241104-07:43:30 current_test_accuracies 0.9216 0.8788 0.9272 0.9252 0.9248
20241104-07:43:30 nb_c_quizzes 40055
20241104-07:43:30 weakest_accuracies [0.8788, 0.9216]
20241104-07:43:30 dummy_rand tensor([0.5852])
20241104-07:43:30 dummy_rand tensor([0.9705])
20241104-07:43:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:43:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:46:02 train_loss 1442 model 0 0.035308568954467774
20241104-07:46:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:46:02 train_loss 1442 model 1 0.035684524536132814
20241104-07:46:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:46:04 test_loss 1442 model 0 0.036532745361328126
20241104-07:46:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:46:04 test_loss 1442 model 1 0.031344757080078126
20241104-07:46:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:46:06 test_accuracy 1442 model 0 nb_correct 2259 / 2500 (90.36%)
20241104-07:46:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:46:07 test_accuracy 1442 model 1 nb_correct 2248 / 2500 (89.92%)
20241104-07:46:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:46:16 wrote ae_*.pth
20241104-07:46:16 epoch_duration 2min46s next_finish 07:49:02
20241104-07:46:16 wrote state.pth
20241104-07:46:16 --- epoch 1443 ----------------------------------------
20241104-07:46:16 current_test_accuracies 0.9036 0.8992 0.9272 0.9252 0.9248
20241104-07:46:16 nb_c_quizzes 40055
20241104-07:46:16 weakest_accuracies [0.8992, 0.9036]
20241104-07:46:16 dummy_rand tensor([0.6517])
20241104-07:46:16 dummy_rand tensor([0.9976])
20241104-07:46:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:46:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:48:48 train_loss 1443 model 1 0.03480533218383789
20241104-07:48:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:48:48 train_loss 1443 model 0 0.03511912536621094
20241104-07:48:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:48:50 test_loss 1443 model 1 0.02657625198364258
20241104-07:48:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:48:50 test_loss 1443 model 0 0.029612197875976562
20241104-07:48:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:48:52 test_accuracy 1443 model 1 nb_correct 2247 / 2500 (89.88%)
20241104-07:48:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:48:53 test_accuracy 1443 model 0 nb_correct 2335 / 2500 (93.40%)
20241104-07:48:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:49:02 wrote ae_*.pth
20241104-07:49:02 epoch_duration 2min46s next_finish 07:51:48
20241104-07:49:02 wrote state.pth
20241104-07:49:02 --- epoch 1444 ----------------------------------------
20241104-07:49:02 current_test_accuracies 0.9340 0.8988 0.9272 0.9252 0.9248
20241104-07:49:02 nb_c_quizzes 40055
20241104-07:49:02 weakest_accuracies [0.8988, 0.9248]
20241104-07:49:02 dummy_rand tensor([0.6264])
20241104-07:49:02 dummy_rand tensor([0.2945])
20241104-07:49:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:49:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:51:35 train_loss 1444 model 1 0.03541975021362305
20241104-07:51:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:51:35 train_loss 1444 model 4 0.035498422622680666
20241104-07:51:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:51:37 test_loss 1444 model 1 0.0315106201171875
20241104-07:51:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:51:37 test_loss 1444 model 4 0.03129081726074219
20241104-07:51:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:51:39 test_accuracy 1444 model 1 nb_correct 2275 / 2500 (91.00%)
20241104-07:51:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:51:39 test_accuracy 1444 model 4 nb_correct 2300 / 2500 (92.00%)
20241104-07:51:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:51:49 wrote ae_*.pth
20241104-07:51:49 epoch_duration 2min46s next_finish 07:54:35
20241104-07:51:49 wrote state.pth
20241104-07:51:49 --- epoch 1445 ----------------------------------------
20241104-07:51:49 current_test_accuracies 0.9340 0.9100 0.9272 0.9252 0.9200
20241104-07:51:49 nb_c_quizzes 40055
20241104-07:51:49 weakest_accuracies [0.91, 0.92]
20241104-07:51:49 dummy_rand tensor([0.3664])
20241104-07:51:49 dummy_rand tensor([0.7284])
20241104-07:51:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:51:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:54:21 train_loss 1445 model 1 0.03520224761962891
20241104-07:54:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:54:22 train_loss 1445 model 4 0.03500341415405273
20241104-07:54:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:54:24 test_loss 1445 model 1 0.02792839050292969
20241104-07:54:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:54:24 test_loss 1445 model 4 0.027683486938476564
20241104-07:54:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:54:26 test_accuracy 1445 model 1 nb_correct 2182 / 2500 (87.28%)
20241104-07:54:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:54:26 test_accuracy 1445 model 4 nb_correct 2265 / 2500 (90.60%)
20241104-07:54:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:54:36 wrote ae_*.pth
20241104-07:54:36 epoch_duration 2min46s next_finish 07:57:23
20241104-07:54:36 wrote state.pth
20241104-07:54:36 --- epoch 1446 ----------------------------------------
20241104-07:54:36 current_test_accuracies 0.9340 0.8728 0.9272 0.9252 0.9060
20241104-07:54:36 nb_c_quizzes 40055
20241104-07:54:36 weakest_accuracies [0.8728, 0.906]
20241104-07:54:36 dummy_rand tensor([0.5105])
20241104-07:54:36 dummy_rand tensor([0.1790])
20241104-07:54:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:54:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:57:08 train_loss 1446 model 1 0.03420016860961914
20241104-07:57:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:57:08 train_loss 1446 model 4 0.03550858020782471
20241104-07:57:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:57:10 test_loss 1446 model 1 0.03187503814697266
20241104-07:57:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:57:10 test_loss 1446 model 4 0.03031463623046875
20241104-07:57:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:57:12 test_accuracy 1446 model 1 nb_correct 2308 / 2500 (92.32%)
20241104-07:57:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:57:13 test_accuracy 1446 model 4 nb_correct 2212 / 2500 (88.48%)
20241104-07:57:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:57:22 wrote ae_*.pth
20241104-07:57:22 epoch_duration 2min46s next_finish 08:00:08
20241104-07:57:22 wrote state.pth
20241104-07:57:22 --- epoch 1447 ----------------------------------------
20241104-07:57:22 current_test_accuracies 0.9340 0.9232 0.9272 0.9252 0.8848
20241104-07:57:22 nb_c_quizzes 40055
20241104-07:57:22 weakest_accuracies [0.8848, 0.9232]
20241104-07:57:22 dummy_rand tensor([0.7550])
20241104-07:57:22 dummy_rand tensor([0.3173])
20241104-07:57:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:57:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-07:59:54 train_loss 1447 model 1 0.03429426956176758
20241104-07:59:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:59:54 train_loss 1447 model 4 0.035108367919921876
20241104-07:59:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:59:56 test_loss 1447 model 1 0.027528533935546873
20241104-07:59:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:59:56 test_loss 1447 model 4 0.028972892761230468
20241104-07:59:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-07:59:59 test_accuracy 1447 model 1 nb_correct 2275 / 2500 (91.00%)
20241104-07:59:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-07:59:59 test_accuracy 1447 model 4 nb_correct 2239 / 2500 (89.56%)
20241104-07:59:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:00:08 wrote ae_*.pth
20241104-08:00:08 epoch_duration 2min46s next_finish 08:02:54
20241104-08:00:08 wrote state.pth
20241104-08:00:08 --- epoch 1448 ----------------------------------------
20241104-08:00:08 current_test_accuracies 0.9340 0.9100 0.9272 0.9252 0.8956
20241104-08:00:08 nb_c_quizzes 40055
20241104-08:00:08 weakest_accuracies [0.8956, 0.91]
20241104-08:00:08 dummy_rand tensor([0.9568])
20241104-08:00:08 dummy_rand tensor([0.8681])
20241104-08:00:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:00:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:02:40 train_loss 1448 model 4 0.03568544578552246
20241104-08:02:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:02:40 train_loss 1448 model 1 0.03516300964355469
20241104-08:02:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:02:42 test_loss 1448 model 4 0.03255155563354492
20241104-08:02:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:02:42 test_loss 1448 model 1 0.02755096435546875
20241104-08:02:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:02:45 test_accuracy 1448 model 4 nb_correct 2289 / 2500 (91.56%)
20241104-08:02:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:02:45 test_accuracy 1448 model 1 nb_correct 2280 / 2500 (91.20%)
20241104-08:02:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:02:54 wrote ae_*.pth
20241104-08:02:54 epoch_duration 2min46s next_finish 08:05:40
20241104-08:02:54 wrote state.pth
20241104-08:02:54 --- epoch 1449 ----------------------------------------
20241104-08:02:54 current_test_accuracies 0.9340 0.9120 0.9272 0.9252 0.9156
20241104-08:02:54 nb_c_quizzes 40055
20241104-08:02:54 weakest_accuracies [0.912, 0.9156]
20241104-08:02:54 dummy_rand tensor([0.3453])
20241104-08:02:54 dummy_rand tensor([0.2358])
20241104-08:02:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:02:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:05:26 train_loss 1449 model 1 0.03591282653808594
20241104-08:05:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:05:26 train_loss 1449 model 4 0.034994882583618166
20241104-08:05:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:05:28 test_loss 1449 model 1 0.02961051940917969
20241104-08:05:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:05:28 test_loss 1449 model 4 0.026429195404052735
20241104-08:05:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:05:31 test_accuracy 1449 model 1 nb_correct 2287 / 2500 (91.48%)
20241104-08:05:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:05:31 test_accuracy 1449 model 4 nb_correct 2319 / 2500 (92.76%)
20241104-08:05:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:05:40 wrote ae_*.pth
20241104-08:05:40 epoch_duration 2min46s next_finish 08:08:26
20241104-08:05:40 wrote state.pth
20241104-08:05:40 --- epoch 1450 ----------------------------------------
20241104-08:05:40 current_test_accuracies 0.9340 0.9148 0.9272 0.9252 0.9276
20241104-08:05:40 nb_c_quizzes 40055
20241104-08:05:40 weakest_accuracies [0.9148, 0.9252]
20241104-08:05:40 dummy_rand tensor([0.5161])
20241104-08:05:40 dummy_rand tensor([0.8727])
20241104-08:05:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:05:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:08:12 train_loss 1450 model 1 0.03565640258789062
20241104-08:08:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:08:12 train_loss 1450 model 3 0.03571892929077149
20241104-08:08:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:08:15 test_loss 1450 model 1 0.03261238098144531
20241104-08:08:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:08:15 test_loss 1450 model 3 0.02960418701171875
20241104-08:08:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:08:17 test_accuracy 1450 model 1 nb_correct 2305 / 2500 (92.20%)
20241104-08:08:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:08:17 test_accuracy 1450 model 3 nb_correct 2251 / 2500 (90.04%)
20241104-08:08:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:08:27 wrote ae_*.pth
20241104-08:08:27 epoch_duration 2min46s next_finish 08:11:13
20241104-08:08:27 wrote state.pth
20241104-08:08:27 --- epoch 1451 ----------------------------------------
20241104-08:08:27 current_test_accuracies 0.9340 0.9220 0.9272 0.9004 0.9276
20241104-08:08:27 nb_c_quizzes 40055
20241104-08:08:27 weakest_accuracies [0.9004, 0.922]
20241104-08:08:27 dummy_rand tensor([0.3094])
20241104-08:08:27 dummy_rand tensor([0.9555])
20241104-08:08:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:08:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:10:59 train_loss 1451 model 3 0.036066883087158205
20241104-08:10:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:10:59 train_loss 1451 model 1 0.035263976097106936
20241104-08:10:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:11:01 test_loss 1451 model 3 0.03072235107421875
20241104-08:11:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:11:01 test_loss 1451 model 1 0.02966672897338867
20241104-08:11:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:11:03 test_accuracy 1451 model 3 nb_correct 2239 / 2500 (89.56%)
20241104-08:11:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:11:03 test_accuracy 1451 model 1 nb_correct 2266 / 2500 (90.64%)
20241104-08:11:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:11:13 wrote ae_*.pth
20241104-08:11:13 epoch_duration 2min46s next_finish 08:13:59
20241104-08:11:13 wrote state.pth
20241104-08:11:13 --- epoch 1452 ----------------------------------------
20241104-08:11:13 current_test_accuracies 0.9340 0.9064 0.9272 0.8956 0.9276
20241104-08:11:13 nb_c_quizzes 40055
20241104-08:11:13 weakest_accuracies [0.8956, 0.9064]
20241104-08:11:13 dummy_rand tensor([0.7635])
20241104-08:11:13 dummy_rand tensor([0.1262])
20241104-08:11:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:11:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:13:45 train_loss 1452 model 3 0.035054622650146486
20241104-08:13:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:13:45 train_loss 1452 model 1 0.035118196487426756
20241104-08:13:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:13:47 test_loss 1452 model 3 0.028456497192382812
20241104-08:13:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:13:48 test_loss 1452 model 1 0.032511138916015626
20241104-08:13:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:13:50 test_accuracy 1452 model 3 nb_correct 2246 / 2500 (89.84%)
20241104-08:13:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:13:50 test_accuracy 1452 model 1 nb_correct 2288 / 2500 (91.52%)
20241104-08:13:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:13:59 wrote ae_*.pth
20241104-08:13:59 epoch_duration 2min46s next_finish 08:16:45
20241104-08:13:59 wrote state.pth
20241104-08:13:59 --- epoch 1453 ----------------------------------------
20241104-08:13:59 current_test_accuracies 0.9340 0.9152 0.9272 0.8984 0.9276
20241104-08:13:59 nb_c_quizzes 40055
20241104-08:13:59 weakest_accuracies [0.8984, 0.9152]
20241104-08:13:59 dummy_rand tensor([0.0027])
20241104-08:13:59 dummy_rand tensor([0.8642])
20241104-08:13:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:13:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:16:31 train_loss 1453 model 3 0.036180858612060544
20241104-08:16:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:16:32 train_loss 1453 model 1 0.03518931198120117
20241104-08:16:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:16:34 test_loss 1453 model 3 0.028817520141601563
20241104-08:16:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:16:34 test_loss 1453 model 1 0.029046478271484374
20241104-08:16:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:16:36 test_accuracy 1453 model 3 nb_correct 2261 / 2500 (90.44%)
20241104-08:16:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:16:36 test_accuracy 1453 model 1 nb_correct 2232 / 2500 (89.28%)
20241104-08:16:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:16:46 wrote ae_*.pth
20241104-08:16:46 epoch_duration 2min46s next_finish 08:19:32
20241104-08:16:46 wrote state.pth
20241104-08:16:46 --- epoch 1454 ----------------------------------------
20241104-08:16:46 current_test_accuracies 0.9340 0.8928 0.9272 0.9044 0.9276
20241104-08:16:46 nb_c_quizzes 40055
20241104-08:16:46 weakest_accuracies [0.8928, 0.9044]
20241104-08:16:46 dummy_rand tensor([0.2587])
20241104-08:16:46 dummy_rand tensor([0.8730])
20241104-08:16:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:16:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:19:19 train_loss 1454 model 1 0.0350860652923584
20241104-08:19:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:19:19 train_loss 1454 model 3 0.0352457275390625
20241104-08:19:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:19:21 test_loss 1454 model 1 0.029443283081054688
20241104-08:19:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:19:21 test_loss 1454 model 3 0.0293408203125
20241104-08:19:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:19:23 test_accuracy 1454 model 1 nb_correct 2194 / 2500 (87.76%)
20241104-08:19:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:19:24 test_accuracy 1454 model 3 nb_correct 2251 / 2500 (90.04%)
20241104-08:19:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:19:33 wrote ae_*.pth
20241104-08:19:33 epoch_duration 2min47s next_finish 08:22:21
20241104-08:19:33 wrote state.pth
20241104-08:19:33 --- epoch 1455 ----------------------------------------
20241104-08:19:33 current_test_accuracies 0.9340 0.8776 0.9272 0.9004 0.9276
20241104-08:19:33 nb_c_quizzes 40055
20241104-08:19:33 weakest_accuracies [0.8776, 0.9004]
20241104-08:19:33 dummy_rand tensor([0.6935])
20241104-08:19:33 dummy_rand tensor([0.9633])
20241104-08:19:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:19:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:22:05 train_loss 1455 model 3 0.035509428024291995
20241104-08:22:05 train_loss 1455 model 1 0.03454421091079712
20241104-08:22:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:22:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:22:08 test_loss 1455 model 3 0.028931083679199218
20241104-08:22:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:22:08 test_loss 1455 model 1 0.03692581176757812
20241104-08:22:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:22:10 test_accuracy 1455 model 3 nb_correct 2231 / 2500 (89.24%)
20241104-08:22:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:22:10 test_accuracy 1455 model 1 nb_correct 2308 / 2500 (92.32%)
20241104-08:22:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:22:20 wrote ae_*.pth
20241104-08:22:20 epoch_duration 2min46s next_finish 08:25:06
20241104-08:22:20 wrote state.pth
20241104-08:22:20 --- epoch 1456 ----------------------------------------
20241104-08:22:20 current_test_accuracies 0.9340 0.9232 0.9272 0.8924 0.9276
20241104-08:22:20 nb_c_quizzes 40055
20241104-08:22:20 weakest_accuracies [0.8924, 0.9232]
20241104-08:22:20 dummy_rand tensor([0.1530])
20241104-08:22:20 dummy_rand tensor([0.4709])
20241104-08:22:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:22:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:24:52 train_loss 1456 model 1 0.034878341674804685
20241104-08:24:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:24:52 train_loss 1456 model 3 0.036279289245605466
20241104-08:24:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:24:54 test_loss 1456 model 1 0.03086761474609375
20241104-08:24:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:24:54 test_loss 1456 model 3 0.027621917724609375
20241104-08:24:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:24:56 test_accuracy 1456 model 1 nb_correct 2229 / 2500 (89.16%)
20241104-08:24:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:24:56 test_accuracy 1456 model 3 nb_correct 2268 / 2500 (90.72%)
20241104-08:24:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:25:06 wrote ae_*.pth
20241104-08:25:06 epoch_duration 2min46s next_finish 08:27:52
20241104-08:25:06 wrote state.pth
20241104-08:25:06 --- epoch 1457 ----------------------------------------
20241104-08:25:06 current_test_accuracies 0.9340 0.8916 0.9272 0.9072 0.9276
20241104-08:25:06 nb_c_quizzes 40055
20241104-08:25:06 weakest_accuracies [0.8916, 0.9072]
20241104-08:25:06 dummy_rand tensor([0.9298])
20241104-08:25:06 dummy_rand tensor([0.5038])
20241104-08:25:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:25:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:27:38 train_loss 1457 model 1 0.03474581146240235
20241104-08:27:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:27:39 train_loss 1457 model 3 0.03636882019042969
20241104-08:27:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:27:41 test_loss 1457 model 1 0.0279156494140625
20241104-08:27:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:27:41 test_loss 1457 model 3 0.032559356689453124
20241104-08:27:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:27:43 test_accuracy 1457 model 1 nb_correct 2254 / 2500 (90.16%)
20241104-08:27:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:27:44 test_accuracy 1457 model 3 nb_correct 2257 / 2500 (90.28%)
20241104-08:27:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:27:53 wrote ae_*.pth
20241104-08:27:53 epoch_duration 2min47s next_finish 08:30:40
20241104-08:27:53 wrote state.pth
20241104-08:27:53 --- epoch 1458 ----------------------------------------
20241104-08:27:53 current_test_accuracies 0.9340 0.9016 0.9272 0.9028 0.9276
20241104-08:27:53 nb_c_quizzes 40055
20241104-08:27:53 weakest_accuracies [0.9016, 0.9028]
20241104-08:27:53 dummy_rand tensor([0.7053])
20241104-08:27:53 dummy_rand tensor([0.2119])
20241104-08:27:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:27:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:30:26 train_loss 1458 model 3 0.035597959518432615
20241104-08:30:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:30:26 train_loss 1458 model 1 0.035441612243652346
20241104-08:30:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:30:28 test_loss 1458 model 3 0.02796539306640625
20241104-08:30:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:30:28 test_loss 1458 model 1 0.029177398681640626
20241104-08:30:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:30:30 test_accuracy 1458 model 3 nb_correct 2264 / 2500 (90.56%)
20241104-08:30:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:30:31 test_accuracy 1458 model 1 nb_correct 2289 / 2500 (91.56%)
20241104-08:30:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:30:40 wrote ae_*.pth
20241104-08:30:40 epoch_duration 2min47s next_finish 08:33:27
20241104-08:30:40 wrote state.pth
20241104-08:30:40 --- epoch 1459 ----------------------------------------
20241104-08:30:40 current_test_accuracies 0.9340 0.9156 0.9272 0.9056 0.9276
20241104-08:30:40 nb_c_quizzes 40055
20241104-08:30:40 weakest_accuracies [0.9056, 0.9156]
20241104-08:30:40 dummy_rand tensor([0.9780])
20241104-08:30:40 dummy_rand tensor([0.8029])
20241104-08:30:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:30:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:33:12 train_loss 1459 model 1 0.03486339569091797
20241104-08:33:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:33:12 train_loss 1459 model 3 0.03567303657531738
20241104-08:33:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:33:14 test_loss 1459 model 1 0.02873119354248047
20241104-08:33:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:33:14 test_loss 1459 model 3 0.0317364501953125
20241104-08:33:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:33:17 test_accuracy 1459 model 1 nb_correct 2302 / 2500 (92.08%)
20241104-08:33:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:33:17 test_accuracy 1459 model 3 nb_correct 2229 / 2500 (89.16%)
20241104-08:33:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:33:26 wrote ae_*.pth
20241104-08:33:26 epoch_duration 2min46s next_finish 08:36:12
20241104-08:33:26 wrote state.pth
20241104-08:33:26 --- epoch 1460 ----------------------------------------
20241104-08:33:26 current_test_accuracies 0.9340 0.9208 0.9272 0.8916 0.9276
20241104-08:33:26 nb_c_quizzes 40055
20241104-08:33:26 weakest_accuracies [0.8916, 0.9208]
20241104-08:33:26 dummy_rand tensor([0.7971])
20241104-08:33:26 dummy_rand tensor([0.8530])
20241104-08:33:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:33:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:35:58 train_loss 1460 model 3 0.03538232421875
20241104-08:35:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:35:58 train_loss 1460 model 1 0.035875866174697874
20241104-08:35:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:36:00 test_loss 1460 model 3 0.026153488159179686
20241104-08:36:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:36:00 test_loss 1460 model 1 0.030963592529296875
20241104-08:36:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:36:03 test_accuracy 1460 model 3 nb_correct 2302 / 2500 (92.08%)
20241104-08:36:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:36:03 test_accuracy 1460 model 1 nb_correct 2335 / 2500 (93.40%)
20241104-08:36:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:36:12 wrote ae_*.pth
20241104-08:36:12 epoch_duration 2min46s next_finish 08:38:58
20241104-08:36:12 wrote state.pth
20241104-08:36:12 --- epoch 1461 ----------------------------------------
20241104-08:36:12 current_test_accuracies 0.9340 0.9340 0.9272 0.9208 0.9276
20241104-08:36:12 nb_c_quizzes 40055
20241104-08:36:12 weakest_accuracies [0.9208, 0.9272]
20241104-08:36:12 dummy_rand tensor([0.8301])
20241104-08:36:12 dummy_rand tensor([0.0981])
20241104-08:36:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:36:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:38:44 train_loss 1461 model 2 0.03601847839355469
20241104-08:38:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:38:44 train_loss 1461 model 3 0.0352603645324707
20241104-08:38:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:38:46 test_loss 1461 model 2 0.02736602783203125
20241104-08:38:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:38:46 test_loss 1461 model 3 0.028904266357421875
20241104-08:38:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:38:49 test_accuracy 1461 model 2 nb_correct 2303 / 2500 (92.12%)
20241104-08:38:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:38:49 test_accuracy 1461 model 3 nb_correct 2254 / 2500 (90.16%)
20241104-08:38:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:38:58 wrote ae_*.pth
20241104-08:38:58 epoch_duration 2min45s next_finish 08:41:44
20241104-08:38:58 wrote state.pth
20241104-08:38:58 --- epoch 1462 ----------------------------------------
20241104-08:38:58 current_test_accuracies 0.9340 0.9340 0.9212 0.9016 0.9276
20241104-08:38:58 nb_c_quizzes 40055
20241104-08:38:58 weakest_accuracies [0.9016, 0.9212]
20241104-08:38:58 dummy_rand tensor([0.5662])
20241104-08:38:58 dummy_rand tensor([0.4906])
20241104-08:38:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:38:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:41:30 train_loss 1462 model 3 0.03551410675048828
20241104-08:41:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:41:30 train_loss 1462 model 2 0.03467093849182129
20241104-08:41:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:41:32 test_loss 1462 model 3 0.029156570434570313
20241104-08:41:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:41:32 test_loss 1462 model 2 0.030523948669433594
20241104-08:41:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:41:35 test_accuracy 1462 model 3 nb_correct 2284 / 2500 (91.36%)
20241104-08:41:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:41:35 test_accuracy 1462 model 2 nb_correct 2225 / 2500 (89.00%)
20241104-08:41:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:41:44 wrote ae_*.pth
20241104-08:41:44 epoch_duration 2min45s next_finish 08:44:30
20241104-08:41:44 wrote state.pth
20241104-08:41:44 --- epoch 1463 ----------------------------------------
20241104-08:41:44 current_test_accuracies 0.9340 0.9340 0.8900 0.9136 0.9276
20241104-08:41:44 nb_c_quizzes 40055
20241104-08:41:44 weakest_accuracies [0.89, 0.9136]
20241104-08:41:44 dummy_rand tensor([0.5623])
20241104-08:41:44 dummy_rand tensor([0.8878])
20241104-08:41:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:41:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:44:16 train_loss 1463 model 2 0.03530057144165039
20241104-08:44:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:44:16 train_loss 1463 model 3 0.035194076538085935
20241104-08:44:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:44:19 test_loss 1463 model 2 0.027898712158203123
20241104-08:44:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:44:19 test_loss 1463 model 3 0.02878662109375
20241104-08:44:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:44:21 test_accuracy 1463 model 2 nb_correct 2216 / 2500 (88.64%)
20241104-08:44:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:44:21 test_accuracy 1463 model 3 nb_correct 2283 / 2500 (91.32%)
20241104-08:44:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:44:30 wrote ae_*.pth
20241104-08:44:30 epoch_duration 2min46s next_finish 08:47:16
20241104-08:44:31 wrote state.pth
20241104-08:44:31 --- epoch 1464 ----------------------------------------
20241104-08:44:31 current_test_accuracies 0.9340 0.9340 0.8864 0.9132 0.9276
20241104-08:44:31 nb_c_quizzes 40055
20241104-08:44:31 weakest_accuracies [0.8864, 0.9132]
20241104-08:44:31 dummy_rand tensor([0.3991])
20241104-08:44:31 dummy_rand tensor([0.2312])
20241104-08:44:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:44:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:47:02 train_loss 1464 model 3 0.03512890625
20241104-08:47:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:47:02 train_loss 1464 model 2 0.035510531425476076
20241104-08:47:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:47:04 test_loss 1464 model 3 0.03059786319732666
20241104-08:47:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:47:05 test_loss 1464 model 2 0.02770538330078125
20241104-08:47:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:47:07 test_accuracy 1464 model 3 nb_correct 2294 / 2500 (91.76%)
20241104-08:47:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:47:07 test_accuracy 1464 model 2 nb_correct 2268 / 2500 (90.72%)
20241104-08:47:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:47:16 wrote ae_*.pth
20241104-08:47:16 epoch_duration 2min46s next_finish 08:50:03
20241104-08:47:17 wrote state.pth
20241104-08:47:17 --- epoch 1465 ----------------------------------------
20241104-08:47:17 current_test_accuracies 0.9340 0.9340 0.9072 0.9176 0.9276
20241104-08:47:17 nb_c_quizzes 40055
20241104-08:47:17 weakest_accuracies [0.9072, 0.9176]
20241104-08:47:17 dummy_rand tensor([0.4008])
20241104-08:47:17 dummy_rand tensor([0.5945])
20241104-08:47:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:47:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:49:49 train_loss 1465 model 3 0.03557816314697266
20241104-08:49:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:49:49 train_loss 1465 model 2 0.034406558990478515
20241104-08:49:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:49:51 test_loss 1465 model 3 0.02944122314453125
20241104-08:49:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:49:51 test_loss 1465 model 2 0.030796966552734374
20241104-08:49:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:49:53 test_accuracy 1465 model 3 nb_correct 2269 / 2500 (90.76%)
20241104-08:49:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:49:53 test_accuracy 1465 model 2 nb_correct 2269 / 2500 (90.76%)
20241104-08:49:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:50:03 wrote ae_*.pth
20241104-08:50:03 epoch_duration 2min46s next_finish 08:52:49
20241104-08:50:03 wrote state.pth
20241104-08:50:03 --- epoch 1466 ----------------------------------------
20241104-08:50:03 current_test_accuracies 0.9340 0.9340 0.9076 0.9076 0.9276
20241104-08:50:03 nb_c_quizzes 40055
20241104-08:50:03 weakest_accuracies [0.9076, 0.9076]
20241104-08:50:03 dummy_rand tensor([0.7441])
20241104-08:50:03 dummy_rand tensor([0.2569])
20241104-08:50:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:50:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:52:34 train_loss 1466 model 2 0.03460619735717774
20241104-08:52:34 train_loss 1466 model 3 0.03509033203125
20241104-08:52:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:52:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:52:37 test_loss 1466 model 2 0.02958892822265625
20241104-08:52:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:52:37 test_loss 1466 model 3 0.029706640243530272
20241104-08:52:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:52:39 test_accuracy 1466 model 2 nb_correct 2255 / 2500 (90.20%)
20241104-08:52:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:52:39 test_accuracy 1466 model 3 nb_correct 2273 / 2500 (90.92%)
20241104-08:52:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:52:49 wrote ae_*.pth
20241104-08:52:49 epoch_duration 2min46s next_finish 08:55:35
20241104-08:52:49 wrote state.pth
20241104-08:52:49 --- epoch 1467 ----------------------------------------
20241104-08:52:49 current_test_accuracies 0.9340 0.9340 0.9020 0.9092 0.9276
20241104-08:52:49 nb_c_quizzes 40055
20241104-08:52:49 weakest_accuracies [0.902, 0.9092]
20241104-08:52:49 dummy_rand tensor([0.8132])
20241104-08:52:49 dummy_rand tensor([0.0867])
20241104-08:52:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:52:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:55:21 train_loss 1467 model 2 0.03475933456420898
20241104-08:55:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:55:21 train_loss 1467 model 3 0.036048954010009765
20241104-08:55:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:55:23 test_loss 1467 model 2 0.02748931884765625
20241104-08:55:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:55:23 test_loss 1467 model 3 0.03114349365234375
20241104-08:55:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:55:25 test_accuracy 1467 model 2 nb_correct 2278 / 2500 (91.12%)
20241104-08:55:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:55:25 test_accuracy 1467 model 3 nb_correct 2228 / 2500 (89.12%)
20241104-08:55:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:55:35 wrote ae_*.pth
20241104-08:55:35 epoch_duration 2min46s next_finish 08:58:21
20241104-08:55:35 wrote state.pth
20241104-08:55:35 --- epoch 1468 ----------------------------------------
20241104-08:55:35 current_test_accuracies 0.9340 0.9340 0.9112 0.8912 0.9276
20241104-08:55:35 nb_c_quizzes 40055
20241104-08:55:35 weakest_accuracies [0.8912, 0.9112]
20241104-08:55:35 dummy_rand tensor([0.3434])
20241104-08:55:35 dummy_rand tensor([0.8900])
20241104-08:55:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:55:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:58:07 train_loss 1468 model 3 0.034512466430664065
20241104-08:58:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:58:07 train_loss 1468 model 2 0.03538238525390625
20241104-08:58:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:58:09 test_loss 1468 model 3 0.03048175811767578
20241104-08:58:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:58:09 test_loss 1468 model 2 0.031207733154296875
20241104-08:58:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-08:58:11 test_accuracy 1468 model 3 nb_correct 2306 / 2500 (92.24%)
20241104-08:58:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:58:11 test_accuracy 1468 model 2 nb_correct 2303 / 2500 (92.12%)
20241104-08:58:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-08:58:21 wrote ae_*.pth
20241104-08:58:21 epoch_duration 2min46s next_finish 09:01:07
20241104-08:58:21 wrote state.pth
20241104-08:58:21 --- epoch 1469 ----------------------------------------
20241104-08:58:21 current_test_accuracies 0.9340 0.9340 0.9212 0.9224 0.9276
20241104-08:58:21 nb_c_quizzes 40055
20241104-08:58:21 weakest_accuracies [0.9212, 0.9224]
20241104-08:58:21 dummy_rand tensor([0.4067])
20241104-08:58:21 dummy_rand tensor([0.2447])
20241104-08:58:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-08:58:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:00:54 train_loss 1469 model 3 0.035585319519042966
20241104-09:00:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:00:54 train_loss 1469 model 2 0.03505798530578613
20241104-09:00:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:00:56 test_loss 1469 model 3 0.0318896484375
20241104-09:00:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:00:56 test_loss 1469 model 2 0.028040771484375
20241104-09:00:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:00:59 test_accuracy 1469 model 3 nb_correct 2302 / 2500 (92.08%)
20241104-09:00:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:00:59 test_accuracy 1469 model 2 nb_correct 2287 / 2500 (91.48%)
20241104-09:00:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:01:08 wrote ae_*.pth
20241104-09:01:08 epoch_duration 2min47s next_finish 09:03:56
20241104-09:01:08 wrote state.pth
20241104-09:01:08 --- epoch 1470 ----------------------------------------
20241104-09:01:08 current_test_accuracies 0.9340 0.9340 0.9148 0.9208 0.9276
20241104-09:01:08 nb_c_quizzes 40055
20241104-09:01:08 weakest_accuracies [0.9148, 0.9208]
20241104-09:01:08 dummy_rand tensor([0.1815])
20241104-09:01:08 dummy_rand tensor([0.0458])
20241104-09:01:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:01:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:03:40 train_loss 1470 model 3 0.035358570098876954
20241104-09:03:40 train_loss 1470 model 2 0.03472089958190918
20241104-09:03:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:03:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:03:42 test_loss 1470 model 3 0.030306854248046876
20241104-09:03:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:03:42 test_loss 1470 model 2 0.028913192749023438
20241104-09:03:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:03:45 test_accuracy 1470 model 3 nb_correct 2293 / 2500 (91.72%)
20241104-09:03:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:03:45 test_accuracy 1470 model 2 nb_correct 2269 / 2500 (90.76%)
20241104-09:03:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:03:54 wrote ae_*.pth
20241104-09:03:54 epoch_duration 2min46s next_finish 09:06:40
20241104-09:03:55 wrote state.pth
20241104-09:03:55 --- epoch 1471 ----------------------------------------
20241104-09:03:55 current_test_accuracies 0.9340 0.9340 0.9076 0.9172 0.9276
20241104-09:03:55 nb_c_quizzes 40055
20241104-09:03:55 weakest_accuracies [0.9076, 0.9172]
20241104-09:03:55 dummy_rand tensor([0.4905])
20241104-09:03:55 dummy_rand tensor([0.2271])
20241104-09:03:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:03:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:06:26 train_loss 1471 model 2 0.03523204803466797
20241104-09:06:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:06:26 train_loss 1471 model 3 0.03541109275817871
20241104-09:06:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:06:29 test_loss 1471 model 2 0.029666900634765625
20241104-09:06:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:06:29 test_loss 1471 model 3 0.03253902435302734
20241104-09:06:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:06:31 test_accuracy 1471 model 2 nb_correct 2269 / 2500 (90.76%)
20241104-09:06:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:06:31 test_accuracy 1471 model 3 nb_correct 2258 / 2500 (90.32%)
20241104-09:06:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:06:40 wrote ae_*.pth
20241104-09:06:40 epoch_duration 2min46s next_finish 09:09:27
20241104-09:06:41 wrote state.pth
20241104-09:06:41 --- epoch 1472 ----------------------------------------
20241104-09:06:41 current_test_accuracies 0.9340 0.9340 0.9076 0.9032 0.9276
20241104-09:06:41 nb_c_quizzes 40055
20241104-09:06:41 weakest_accuracies [0.9032, 0.9076]
20241104-09:06:41 dummy_rand tensor([0.8314])
20241104-09:06:41 dummy_rand tensor([0.8181])
20241104-09:06:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:06:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:09:12 train_loss 1472 model 3 0.035862239837646484
20241104-09:09:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:09:12 train_loss 1472 model 2 0.03529532623291016
20241104-09:09:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:09:15 test_loss 1472 model 3 0.030174102783203125
20241104-09:09:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:09:15 test_loss 1472 model 2 0.028555259704589844
20241104-09:09:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:09:17 test_accuracy 1472 model 3 nb_correct 2272 / 2500 (90.88%)
20241104-09:09:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:09:17 test_accuracy 1472 model 2 nb_correct 2289 / 2500 (91.56%)
20241104-09:09:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:09:26 wrote ae_*.pth
20241104-09:09:26 epoch_duration 2min46s next_finish 09:12:12
20241104-09:09:27 wrote state.pth
20241104-09:09:27 --- epoch 1473 ----------------------------------------
20241104-09:09:27 current_test_accuracies 0.9340 0.9340 0.9156 0.9088 0.9276
20241104-09:09:27 nb_c_quizzes 40055
20241104-09:09:27 weakest_accuracies [0.9088, 0.9156]
20241104-09:09:27 dummy_rand tensor([0.6394])
20241104-09:09:27 dummy_rand tensor([0.6811])
20241104-09:09:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:09:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:11:59 train_loss 1473 model 3 0.03493630981445312
20241104-09:11:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:11:59 train_loss 1473 model 2 0.034758941650390625
20241104-09:11:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:12:01 test_loss 1473 model 3 0.0338427734375
20241104-09:12:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:12:02 test_loss 1473 model 2 0.02696624755859375
20241104-09:12:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:12:04 test_accuracy 1473 model 3 nb_correct 2341 / 2500 (93.64%)
20241104-09:12:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:12:04 test_accuracy 1473 model 2 nb_correct 2274 / 2500 (90.96%)
20241104-09:12:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:12:13 wrote ae_*.pth
20241104-09:12:13 epoch_duration 2min46s next_finish 09:15:00
20241104-09:12:14 wrote state.pth
20241104-09:12:14 --- epoch 1474 ----------------------------------------
20241104-09:12:14 current_test_accuracies 0.9340 0.9340 0.9096 0.9364 0.9276
20241104-09:12:14 nb_c_quizzes 40055
20241104-09:12:14 weakest_accuracies [0.9096, 0.9276]
20241104-09:12:14 dummy_rand tensor([0.9762])
20241104-09:12:14 dummy_rand tensor([0.4181])
20241104-09:12:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:12:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:14:45 train_loss 1474 model 2 0.03519498634338379
20241104-09:14:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:14:45 train_loss 1474 model 4 0.0362360725402832
20241104-09:14:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:14:48 test_loss 1474 model 2 0.030295867919921875
20241104-09:14:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:14:48 test_loss 1474 model 4 0.031787261962890626
20241104-09:14:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:14:50 test_accuracy 1474 model 2 nb_correct 2299 / 2500 (91.96%)
20241104-09:14:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:14:50 test_accuracy 1474 model 4 nb_correct 2240 / 2500 (89.60%)
20241104-09:14:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:14:59 wrote ae_*.pth
20241104-09:14:59 epoch_duration 2min46s next_finish 09:17:46
20241104-09:15:00 wrote state.pth
20241104-09:15:00 --- epoch 1475 ----------------------------------------
20241104-09:15:00 current_test_accuracies 0.9340 0.9340 0.9196 0.9364 0.8960
20241104-09:15:00 nb_c_quizzes 40055
20241104-09:15:00 weakest_accuracies [0.896, 0.9196]
20241104-09:15:00 dummy_rand tensor([0.5912])
20241104-09:15:00 dummy_rand tensor([0.3373])
20241104-09:15:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:15:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:17:31 train_loss 1475 model 4 0.034958980560302735
20241104-09:17:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:17:31 train_loss 1475 model 2 0.03499066543579102
20241104-09:17:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:17:34 test_loss 1475 model 4 0.03159149169921875
20241104-09:17:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:17:34 test_loss 1475 model 2 0.03446853637695312
20241104-09:17:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:17:36 test_accuracy 1475 model 4 nb_correct 2277 / 2500 (91.08%)
20241104-09:17:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:17:36 test_accuracy 1475 model 2 nb_correct 2260 / 2500 (90.40%)
20241104-09:17:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:17:45 wrote ae_*.pth
20241104-09:17:45 epoch_duration 2min45s next_finish 09:20:31
20241104-09:17:46 wrote state.pth
20241104-09:17:46 --- epoch 1476 ----------------------------------------
20241104-09:17:46 current_test_accuracies 0.9340 0.9340 0.9040 0.9364 0.9108
20241104-09:17:46 nb_c_quizzes 40055
20241104-09:17:46 weakest_accuracies [0.904, 0.9108]
20241104-09:17:46 dummy_rand tensor([0.5006])
20241104-09:17:46 dummy_rand tensor([0.1864])
20241104-09:17:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:17:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:20:17 train_loss 1476 model 4 0.03508798217773437
20241104-09:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:20:17 train_loss 1476 model 2 0.034411638259887696
20241104-09:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:20:20 test_loss 1476 model 4 0.029565887451171877
20241104-09:20:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:20:20 test_loss 1476 model 2 0.030521812438964843
20241104-09:20:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:20:22 test_accuracy 1476 model 4 nb_correct 2273 / 2500 (90.92%)
20241104-09:20:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:20:22 test_accuracy 1476 model 2 nb_correct 2212 / 2500 (88.48%)
20241104-09:20:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:20:32 wrote ae_*.pth
20241104-09:20:32 epoch_duration 2min46s next_finish 09:23:18
20241104-09:20:32 wrote state.pth
20241104-09:20:32 --- epoch 1477 ----------------------------------------
20241104-09:20:32 current_test_accuracies 0.9340 0.9340 0.8848 0.9364 0.9092
20241104-09:20:32 nb_c_quizzes 40055
20241104-09:20:32 weakest_accuracies [0.8848, 0.9092]
20241104-09:20:32 dummy_rand tensor([0.1287])
20241104-09:20:32 dummy_rand tensor([0.2666])
20241104-09:20:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:20:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:23:04 train_loss 1477 model 2 0.034767471313476565
20241104-09:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:23:04 train_loss 1477 model 4 0.035015575408935545
20241104-09:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:23:06 test_loss 1477 model 2 0.029024505615234376
20241104-09:23:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:23:06 test_loss 1477 model 4 0.03292572021484375
20241104-09:23:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:23:08 test_accuracy 1477 model 2 nb_correct 2281 / 2500 (91.24%)
20241104-09:23:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:23:08 test_accuracy 1477 model 4 nb_correct 2302 / 2500 (92.08%)
20241104-09:23:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:23:18 wrote ae_*.pth
20241104-09:23:18 epoch_duration 2min46s next_finish 09:26:04
20241104-09:23:18 wrote state.pth
20241104-09:23:18 --- epoch 1478 ----------------------------------------
20241104-09:23:18 current_test_accuracies 0.9340 0.9340 0.9124 0.9364 0.9208
20241104-09:23:18 nb_c_quizzes 40055
20241104-09:23:18 weakest_accuracies [0.9124, 0.9208]
20241104-09:23:18 dummy_rand tensor([0.7046])
20241104-09:23:18 dummy_rand tensor([0.2017])
20241104-09:23:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:23:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:25:50 train_loss 1478 model 2 0.03512254905700683
20241104-09:25:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:25:50 train_loss 1478 model 4 0.03521905422210694
20241104-09:25:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:25:52 test_loss 1478 model 2 0.02825164794921875
20241104-09:25:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:25:52 test_loss 1478 model 4 0.028839111328125
20241104-09:25:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:25:54 test_accuracy 1478 model 2 nb_correct 2295 / 2500 (91.80%)
20241104-09:25:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:25:54 test_accuracy 1478 model 4 nb_correct 2241 / 2500 (89.64%)
20241104-09:25:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:26:04 wrote ae_*.pth
20241104-09:26:04 epoch_duration 2min46s next_finish 09:28:50
20241104-09:26:04 wrote state.pth
20241104-09:26:04 --- epoch 1479 ----------------------------------------
20241104-09:26:04 current_test_accuracies 0.9340 0.9340 0.9180 0.9364 0.8964
20241104-09:26:04 nb_c_quizzes 40055
20241104-09:26:04 weakest_accuracies [0.8964, 0.918]
20241104-09:26:04 dummy_rand tensor([0.8211])
20241104-09:26:04 dummy_rand tensor([0.1191])
20241104-09:26:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:26:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:28:36 train_loss 1479 model 4 0.03565775299072266
20241104-09:28:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:28:36 train_loss 1479 model 2 0.035111845016479494
20241104-09:28:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:28:38 test_loss 1479 model 4 0.033325576782226564
20241104-09:28:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:28:38 test_loss 1479 model 2 0.02804718017578125
20241104-09:28:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:28:40 test_accuracy 1479 model 4 nb_correct 2293 / 2500 (91.72%)
20241104-09:28:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:28:40 test_accuracy 1479 model 2 nb_correct 2285 / 2500 (91.40%)
20241104-09:28:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:28:50 wrote ae_*.pth
20241104-09:28:50 epoch_duration 2min46s next_finish 09:31:36
20241104-09:28:50 wrote state.pth
20241104-09:28:50 --- epoch 1480 ----------------------------------------
20241104-09:28:50 current_test_accuracies 0.9340 0.9340 0.9140 0.9364 0.9172
20241104-09:28:50 nb_c_quizzes 40055
20241104-09:28:50 weakest_accuracies [0.914, 0.9172]
20241104-09:28:50 dummy_rand tensor([0.6952])
20241104-09:28:50 dummy_rand tensor([0.8550])
20241104-09:28:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:28:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:31:22 train_loss 1480 model 2 0.03490627670288086
20241104-09:31:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:31:23 train_loss 1480 model 4 0.03472177505493164
20241104-09:31:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:31:25 test_loss 1480 model 2 0.030378036499023438
20241104-09:31:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:31:25 test_loss 1480 model 4 0.0302447509765625
20241104-09:31:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:31:27 test_accuracy 1480 model 2 nb_correct 2284 / 2500 (91.36%)
20241104-09:31:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:31:28 test_accuracy 1480 model 4 nb_correct 2273 / 2500 (90.92%)
20241104-09:31:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:31:37 wrote ae_*.pth
20241104-09:31:37 epoch_duration 2min46s next_finish 09:34:23
20241104-09:31:37 wrote state.pth
20241104-09:31:37 --- epoch 1481 ----------------------------------------
20241104-09:31:37 current_test_accuracies 0.9340 0.9340 0.9136 0.9364 0.9092
20241104-09:31:37 nb_c_quizzes 40055
20241104-09:31:37 weakest_accuracies [0.9092, 0.9136]
20241104-09:31:37 dummy_rand tensor([0.9144])
20241104-09:31:37 dummy_rand tensor([0.0296])
20241104-09:31:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:31:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:34:09 train_loss 1481 model 2 0.034936912536621095
20241104-09:34:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:34:09 train_loss 1481 model 4 0.03555936813354492
20241104-09:34:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:34:11 test_loss 1481 model 2 0.03058349609375
20241104-09:34:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:34:11 test_loss 1481 model 4 0.02751869201660156
20241104-09:34:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:34:14 test_accuracy 1481 model 2 nb_correct 2263 / 2500 (90.52%)
20241104-09:34:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:34:14 test_accuracy 1481 model 4 nb_correct 2245 / 2500 (89.80%)
20241104-09:34:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:34:23 wrote ae_*.pth
20241104-09:34:23 epoch_duration 2min46s next_finish 09:37:09
20241104-09:34:23 wrote state.pth
20241104-09:34:23 --- epoch 1482 ----------------------------------------
20241104-09:34:23 current_test_accuracies 0.9340 0.9340 0.9052 0.9364 0.8980
20241104-09:34:23 nb_c_quizzes 40055
20241104-09:34:23 weakest_accuracies [0.898, 0.9052]
20241104-09:34:23 dummy_rand tensor([0.0051])
20241104-09:34:23 dummy_rand tensor([0.5482])
20241104-09:34:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:34:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:36:55 train_loss 1482 model 2 0.03527470016479492
20241104-09:36:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:36:55 train_loss 1482 model 4 0.03479120635986328
20241104-09:36:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:36:57 test_loss 1482 model 2 0.02769683837890625
20241104-09:36:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:36:57 test_loss 1482 model 4 0.025752105712890626
20241104-09:36:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:37:00 test_accuracy 1482 model 2 nb_correct 2256 / 2500 (90.24%)
20241104-09:37:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:37:00 test_accuracy 1482 model 4 nb_correct 2291 / 2500 (91.64%)
20241104-09:37:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:37:09 wrote ae_*.pth
20241104-09:37:09 epoch_duration 2min46s next_finish 09:39:55
20241104-09:37:09 wrote state.pth
20241104-09:37:09 --- epoch 1483 ----------------------------------------
20241104-09:37:09 current_test_accuracies 0.9340 0.9340 0.9024 0.9364 0.9164
20241104-09:37:09 nb_c_quizzes 40055
20241104-09:37:09 weakest_accuracies [0.9024, 0.9164]
20241104-09:37:09 dummy_rand tensor([0.1276])
20241104-09:37:09 dummy_rand tensor([0.1834])
20241104-09:37:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:37:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:39:41 train_loss 1483 model 4 0.03559000015258789
20241104-09:39:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:39:41 train_loss 1483 model 2 0.03499462890625
20241104-09:39:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:39:44 test_loss 1483 model 4 0.030263137817382813
20241104-09:39:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:39:44 test_loss 1483 model 2 0.031420135498046876
20241104-09:39:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:39:46 test_accuracy 1483 model 4 nb_correct 2335 / 2500 (93.40%)
20241104-09:39:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:39:46 test_accuracy 1483 model 2 nb_correct 2302 / 2500 (92.08%)
20241104-09:39:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:39:55 wrote ae_*.pth
20241104-09:39:55 epoch_duration 2min46s next_finish 09:42:41
20241104-09:39:56 wrote state.pth
20241104-09:39:56 --- epoch 1484 ----------------------------------------
20241104-09:39:56 current_test_accuracies 0.9340 0.9340 0.9208 0.9364 0.9340
20241104-09:39:56 nb_c_quizzes 40055
20241104-09:39:56 weakest_accuracies [0.9208, 0.934]
20241104-09:39:56 dummy_rand tensor([0.4317])
20241104-09:39:56 dummy_rand tensor([0.5062])
20241104-09:39:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:39:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:42:27 train_loss 1484 model 2 0.03604414367675781
20241104-09:42:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:42:27 train_loss 1484 model 0 0.035382686614990236
20241104-09:42:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:42:30 test_loss 1484 model 2 0.029900741577148438
20241104-09:42:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:42:30 test_loss 1484 model 0 0.032332229614257815
20241104-09:42:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:42:32 test_accuracy 1484 model 2 nb_correct 2320 / 2500 (92.80%)
20241104-09:42:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:42:32 test_accuracy 1484 model 0 nb_correct 2283 / 2500 (91.32%)
20241104-09:42:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:42:42 wrote ae_*.pth
20241104-09:42:42 epoch_duration 2min46s next_finish 09:45:28
20241104-09:42:42 wrote state.pth
20241104-09:42:42 --- epoch 1485 ----------------------------------------
20241104-09:42:42 current_test_accuracies 0.9132 0.9340 0.9280 0.9364 0.9340
20241104-09:42:42 nb_c_quizzes 40055
20241104-09:42:42 weakest_accuracies [0.9132, 0.928]
20241104-09:42:42 dummy_rand tensor([0.9837])
20241104-09:42:42 dummy_rand tensor([0.6335])
20241104-09:42:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:42:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:45:13 train_loss 1485 model 0 0.03581502532958984
20241104-09:45:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:45:13 train_loss 1485 model 2 0.03486797904968262
20241104-09:45:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:45:16 test_loss 1485 model 0 0.02964141845703125
20241104-09:45:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:45:16 test_loss 1485 model 2 0.027019729614257814
20241104-09:45:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:45:18 test_accuracy 1485 model 0 nb_correct 2268 / 2500 (90.72%)
20241104-09:45:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:45:18 test_accuracy 1485 model 2 nb_correct 2299 / 2500 (91.96%)
20241104-09:45:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:45:27 wrote ae_*.pth
20241104-09:45:27 epoch_duration 2min45s next_finish 09:48:13
20241104-09:45:28 wrote state.pth
20241104-09:45:28 --- epoch 1486 ----------------------------------------
20241104-09:45:28 current_test_accuracies 0.9072 0.9340 0.9196 0.9364 0.9340
20241104-09:45:28 nb_c_quizzes 40055
20241104-09:45:28 weakest_accuracies [0.9072, 0.9196]
20241104-09:45:28 dummy_rand tensor([0.4104])
20241104-09:45:28 dummy_rand tensor([0.4397])
20241104-09:45:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:45:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:47:59 train_loss 1486 model 2 0.03431952285766601
20241104-09:47:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:47:59 train_loss 1486 model 0 0.035854759216308596
20241104-09:47:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:48:02 test_loss 1486 model 2 0.0298248291015625
20241104-09:48:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:48:02 test_loss 1486 model 0 0.026391372680664063
20241104-09:48:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:48:04 test_accuracy 1486 model 2 nb_correct 2302 / 2500 (92.08%)
20241104-09:48:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:48:04 test_accuracy 1486 model 0 nb_correct 2268 / 2500 (90.72%)
20241104-09:48:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:48:14 wrote ae_*.pth
20241104-09:48:14 epoch_duration 2min46s next_finish 09:51:00
20241104-09:48:14 wrote state.pth
20241104-09:48:14 --- epoch 1487 ----------------------------------------
20241104-09:48:14 current_test_accuracies 0.9072 0.9340 0.9208 0.9364 0.9340
20241104-09:48:14 nb_c_quizzes 40055
20241104-09:48:14 weakest_accuracies [0.9072, 0.9208]
20241104-09:48:14 dummy_rand tensor([0.0826])
20241104-09:48:14 dummy_rand tensor([0.4555])
20241104-09:48:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:48:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:50:45 train_loss 1487 model 0 0.035007347106933595
20241104-09:50:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:50:45 train_loss 1487 model 2 0.035454471588134764
20241104-09:50:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:50:48 test_loss 1487 model 0 0.03067548751831055
20241104-09:50:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:50:48 test_loss 1487 model 2 0.02803070068359375
20241104-09:50:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:50:50 test_accuracy 1487 model 0 nb_correct 2290 / 2500 (91.60%)
20241104-09:50:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:50:50 test_accuracy 1487 model 2 nb_correct 2256 / 2500 (90.24%)
20241104-09:50:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:50:59 wrote ae_*.pth
20241104-09:50:59 epoch_duration 2min45s next_finish 09:53:45
20241104-09:51:00 wrote state.pth
20241104-09:51:00 --- epoch 1488 ----------------------------------------
20241104-09:51:00 current_test_accuracies 0.9160 0.9340 0.9024 0.9364 0.9340
20241104-09:51:00 nb_c_quizzes 40055
20241104-09:51:00 weakest_accuracies [0.9024, 0.916]
20241104-09:51:00 dummy_rand tensor([0.7161])
20241104-09:51:00 dummy_rand tensor([0.0986])
20241104-09:51:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:51:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:53:31 train_loss 1488 model 2 0.03542021179199219
20241104-09:53:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:53:31 train_loss 1488 model 0 0.035205795288085935
20241104-09:53:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:53:33 test_loss 1488 model 2 0.0309149169921875
20241104-09:53:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:53:34 test_loss 1488 model 0 0.02960540771484375
20241104-09:53:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:53:36 test_accuracy 1488 model 2 nb_correct 2285 / 2500 (91.40%)
20241104-09:53:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:53:36 test_accuracy 1488 model 0 nb_correct 2316 / 2500 (92.64%)
20241104-09:53:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:53:45 wrote ae_*.pth
20241104-09:53:45 epoch_duration 2min46s next_finish 09:56:32
20241104-09:53:46 wrote state.pth
20241104-09:53:46 --- epoch 1489 ----------------------------------------
20241104-09:53:46 current_test_accuracies 0.9264 0.9340 0.9140 0.9364 0.9340
20241104-09:53:46 nb_c_quizzes 40055
20241104-09:53:46 weakest_accuracies [0.914, 0.9264]
20241104-09:53:46 dummy_rand tensor([0.9532])
20241104-09:53:46 dummy_rand tensor([0.6355])
20241104-09:53:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:53:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:56:17 train_loss 1489 model 2 0.0350394287109375
20241104-09:56:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:56:17 train_loss 1489 model 0 0.035517921447753904
20241104-09:56:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:56:20 test_loss 1489 model 2 0.03271697998046875
20241104-09:56:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:56:20 test_loss 1489 model 0 0.027837982177734377
20241104-09:56:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:56:22 test_accuracy 1489 model 2 nb_correct 2207 / 2500 (88.28%)
20241104-09:56:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:56:22 test_accuracy 1489 model 0 nb_correct 2296 / 2500 (91.84%)
20241104-09:56:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:56:32 wrote ae_*.pth
20241104-09:56:32 epoch_duration 2min46s next_finish 09:59:18
20241104-09:56:32 wrote state.pth
20241104-09:56:32 --- epoch 1490 ----------------------------------------
20241104-09:56:32 current_test_accuracies 0.9184 0.9340 0.8828 0.9364 0.9340
20241104-09:56:32 nb_c_quizzes 40055
20241104-09:56:32 weakest_accuracies [0.8828, 0.9184]
20241104-09:56:32 dummy_rand tensor([0.0257])
20241104-09:56:32 dummy_rand tensor([0.5995])
20241104-09:56:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:56:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:59:04 train_loss 1490 model 0 0.03460726165771484
20241104-09:59:04 train_loss 1490 model 2 0.03443748664855957
20241104-09:59:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:59:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:59:06 test_loss 1490 model 2 0.0325250244140625
20241104-09:59:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:59:06 test_loss 1490 model 0 0.027260589599609374
20241104-09:59:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-09:59:08 test_accuracy 1490 model 2 nb_correct 2301 / 2500 (92.04%)
20241104-09:59:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:59:08 test_accuracy 1490 model 0 nb_correct 2298 / 2500 (91.92%)
20241104-09:59:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-09:59:18 wrote ae_*.pth
20241104-09:59:18 epoch_duration 2min46s next_finish 10:02:04
20241104-09:59:18 wrote state.pth
20241104-09:59:18 --- epoch 1491 ----------------------------------------
20241104-09:59:18 current_test_accuracies 0.9192 0.9340 0.9204 0.9364 0.9340
20241104-09:59:18 nb_c_quizzes 40055
20241104-09:59:18 weakest_accuracies [0.9192, 0.9204]
20241104-09:59:18 dummy_rand tensor([0.6893])
20241104-09:59:18 dummy_rand tensor([0.0513])
20241104-09:59:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-09:59:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:01:50 train_loss 1491 model 0 0.03513424301147461
20241104-10:01:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:01:50 train_loss 1491 model 2 0.03488296127319336
20241104-10:01:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:01:52 test_loss 1491 model 0 0.029566268920898437
20241104-10:01:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:01:52 test_loss 1491 model 2 0.027414627075195312
20241104-10:01:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:01:55 test_accuracy 1491 model 0 nb_correct 2268 / 2500 (90.72%)
20241104-10:01:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:01:55 test_accuracy 1491 model 2 nb_correct 2232 / 2500 (89.28%)
20241104-10:01:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:02:04 wrote ae_*.pth
20241104-10:02:04 epoch_duration 2min46s next_finish 10:04:50
20241104-10:02:04 wrote state.pth
20241104-10:02:04 --- epoch 1492 ----------------------------------------
20241104-10:02:04 current_test_accuracies 0.9072 0.9340 0.8928 0.9364 0.9340
20241104-10:02:04 nb_c_quizzes 40055
20241104-10:02:04 weakest_accuracies [0.8928, 0.9072]
20241104-10:02:04 dummy_rand tensor([0.4812])
20241104-10:02:04 dummy_rand tensor([0.2859])
20241104-10:02:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:02:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:04:36 train_loss 1492 model 2 0.03518183517456055
20241104-10:04:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:04:36 train_loss 1492 model 0 0.03547865295410156
20241104-10:04:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:04:38 test_loss 1492 model 2 0.029959869384765626
20241104-10:04:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:04:38 test_loss 1492 model 0 0.02578948974609375
20241104-10:04:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:04:41 test_accuracy 1492 model 2 nb_correct 2270 / 2500 (90.80%)
20241104-10:04:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:04:41 test_accuracy 1492 model 0 nb_correct 2313 / 2500 (92.52%)
20241104-10:04:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:04:50 wrote ae_*.pth
20241104-10:04:50 epoch_duration 2min45s next_finish 10:07:36
20241104-10:04:50 wrote state.pth
20241104-10:04:50 --- epoch 1493 ----------------------------------------
20241104-10:04:50 current_test_accuracies 0.9252 0.9340 0.9080 0.9364 0.9340
20241104-10:04:50 nb_c_quizzes 40055
20241104-10:04:50 weakest_accuracies [0.908, 0.9252]
20241104-10:04:50 dummy_rand tensor([0.4713])
20241104-10:04:50 dummy_rand tensor([0.6103])
20241104-10:04:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:04:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:07:22 train_loss 1493 model 2 0.03455691528320313
20241104-10:07:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:07:22 train_loss 1493 model 0 0.03474776458740234
20241104-10:07:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:07:24 test_loss 1493 model 2 0.02733612060546875
20241104-10:07:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:07:24 test_loss 1493 model 0 0.026835479736328126
20241104-10:07:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:07:27 test_accuracy 1493 model 2 nb_correct 2304 / 2500 (92.16%)
20241104-10:07:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:07:27 test_accuracy 1493 model 0 nb_correct 2243 / 2500 (89.72%)
20241104-10:07:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:07:36 wrote ae_*.pth
20241104-10:07:36 epoch_duration 2min46s next_finish 10:10:22
20241104-10:07:36 wrote state.pth
20241104-10:07:36 --- epoch 1494 ----------------------------------------
20241104-10:07:36 current_test_accuracies 0.8972 0.9340 0.9216 0.9364 0.9340
20241104-10:07:36 nb_c_quizzes 40055
20241104-10:07:36 weakest_accuracies [0.8972, 0.9216]
20241104-10:07:36 dummy_rand tensor([0.8295])
20241104-10:07:36 dummy_rand tensor([0.0424])
20241104-10:07:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:07:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:10:08 train_loss 1494 model 0 0.035910488128662106
20241104-10:10:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:10:08 train_loss 1494 model 2 0.03499268341064453
20241104-10:10:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:10:11 test_loss 1494 model 0 0.03250335693359375
20241104-10:10:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:10:11 test_loss 1494 model 2 0.030871849060058593
20241104-10:10:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:10:13 test_accuracy 1494 model 0 nb_correct 2307 / 2500 (92.28%)
20241104-10:10:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:10:13 test_accuracy 1494 model 2 nb_correct 2308 / 2500 (92.32%)
20241104-10:10:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:10:22 wrote ae_*.pth
20241104-10:10:22 epoch_duration 2min46s next_finish 10:13:09
20241104-10:10:23 wrote state.pth
20241104-10:10:23 --- epoch 1495 ----------------------------------------
20241104-10:10:23 current_test_accuracies 0.9228 0.9340 0.9232 0.9364 0.9340
20241104-10:10:23 nb_c_quizzes 40055
20241104-10:10:23 weakest_accuracies [0.9228, 0.9232]
20241104-10:10:23 dummy_rand tensor([0.2095])
20241104-10:10:23 dummy_rand tensor([0.7716])
20241104-10:10:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:10:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:12:54 train_loss 1495 model 2 0.0343511152267456
20241104-10:12:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:12:54 train_loss 1495 model 0 0.035343910217285154
20241104-10:12:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:12:57 test_loss 1495 model 2 0.028049774169921875
20241104-10:12:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:12:57 test_loss 1495 model 0 0.028136444091796876
20241104-10:12:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:12:59 test_accuracy 1495 model 2 nb_correct 2298 / 2500 (91.92%)
20241104-10:12:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:12:59 test_accuracy 1495 model 0 nb_correct 2275 / 2500 (91.00%)
20241104-10:12:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:13:09 wrote ae_*.pth
20241104-10:13:09 epoch_duration 2min46s next_finish 10:15:55
20241104-10:13:09 wrote state.pth
20241104-10:13:09 --- epoch 1496 ----------------------------------------
20241104-10:13:09 current_test_accuracies 0.9100 0.9340 0.9192 0.9364 0.9340
20241104-10:13:09 nb_c_quizzes 40055
20241104-10:13:09 weakest_accuracies [0.91, 0.9192]
20241104-10:13:09 dummy_rand tensor([0.8538])
20241104-10:13:09 dummy_rand tensor([0.3774])
20241104-10:13:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:13:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:15:41 train_loss 1496 model 0 0.034928207397460935
20241104-10:15:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:15:41 train_loss 1496 model 2 0.034509037017822264
20241104-10:15:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:15:43 test_loss 1496 model 0 0.03108776092529297
20241104-10:15:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:15:43 test_loss 1496 model 2 0.029211196899414062
20241104-10:15:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:15:45 test_accuracy 1496 model 0 nb_correct 2287 / 2500 (91.48%)
20241104-10:15:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:15:45 test_accuracy 1496 model 2 nb_correct 2315 / 2500 (92.60%)
20241104-10:15:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:15:55 wrote ae_*.pth
20241104-10:15:55 epoch_duration 2min45s next_finish 10:18:41
20241104-10:15:55 wrote state.pth
20241104-10:15:55 --- epoch 1497 ----------------------------------------
20241104-10:15:55 current_test_accuracies 0.9148 0.9340 0.9260 0.9364 0.9340
20241104-10:15:55 nb_c_quizzes 40055
20241104-10:15:55 weakest_accuracies [0.9148, 0.926]
20241104-10:15:55 dummy_rand tensor([0.8096])
20241104-10:15:55 dummy_rand tensor([0.3921])
20241104-10:15:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:15:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:18:26 train_loss 1497 model 0 0.034686141967773435
20241104-10:18:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:18:26 train_loss 1497 model 2 0.033744758605957034
20241104-10:18:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:18:29 test_loss 1497 model 0 0.027248382568359375
20241104-10:18:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:18:29 test_loss 1497 model 2 0.032330322265625
20241104-10:18:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:18:31 test_accuracy 1497 model 0 nb_correct 2282 / 2500 (91.28%)
20241104-10:18:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:18:31 test_accuracy 1497 model 2 nb_correct 2277 / 2500 (91.08%)
20241104-10:18:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:18:41 wrote ae_*.pth
20241104-10:18:41 epoch_duration 2min46s next_finish 10:21:27
20241104-10:18:41 wrote state.pth
20241104-10:18:41 --- epoch 1498 ----------------------------------------
20241104-10:18:41 current_test_accuracies 0.9128 0.9340 0.9108 0.9364 0.9340
20241104-10:18:41 nb_c_quizzes 40055
20241104-10:18:41 weakest_accuracies [0.9108, 0.9128]
20241104-10:18:41 dummy_rand tensor([0.1552])
20241104-10:18:41 dummy_rand tensor([0.9482])
20241104-10:18:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:18:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:21:13 train_loss 1498 model 2 0.034590919494628905
20241104-10:21:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:21:13 train_loss 1498 model 0 0.03530318832397461
20241104-10:21:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:21:15 test_loss 1498 model 2 0.028581314086914063
20241104-10:21:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:21:15 test_loss 1498 model 0 0.02897592544555664
20241104-10:21:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:21:17 test_accuracy 1498 model 2 nb_correct 2328 / 2500 (93.12%)
20241104-10:21:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:21:17 test_accuracy 1498 model 0 nb_correct 2302 / 2500 (92.08%)
20241104-10:21:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:21:27 wrote ae_*.pth
20241104-10:21:27 epoch_duration 2min46s next_finish 10:24:13
20241104-10:21:27 wrote state.pth
20241104-10:21:27 --- epoch 1499 ----------------------------------------
20241104-10:21:27 current_test_accuracies 0.9208 0.9340 0.9312 0.9364 0.9340
20241104-10:21:27 nb_c_quizzes 40055
20241104-10:21:27 weakest_accuracies [0.9208, 0.9312]
20241104-10:21:27 dummy_rand tensor([0.6909])
20241104-10:21:27 dummy_rand tensor([0.2874])
20241104-10:21:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:21:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:23:59 train_loss 1499 model 2 0.034905139923095706
20241104-10:23:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:23:59 train_loss 1499 model 0 0.0346773681640625
20241104-10:23:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:24:01 test_loss 1499 model 2 0.02784782409667969
20241104-10:24:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:24:01 test_loss 1499 model 0 0.028463211059570313
20241104-10:24:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:24:04 test_accuracy 1499 model 2 nb_correct 2310 / 2500 (92.40%)
20241104-10:24:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:24:04 test_accuracy 1499 model 0 nb_correct 2276 / 2500 (91.04%)
20241104-10:24:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:24:13 wrote ae_*.pth
20241104-10:24:13 epoch_duration 2min46s next_finish 10:26:59
20241104-10:24:13 wrote state.pth
20241104-10:24:13 --- epoch 1500 ----------------------------------------
20241104-10:24:13 current_test_accuracies 0.9104 0.9340 0.9240 0.9364 0.9340
20241104-10:24:13 nb_c_quizzes 40055
20241104-10:24:13 weakest_accuracies [0.9104, 0.924]
20241104-10:24:13 dummy_rand tensor([0.0563])
20241104-10:24:13 dummy_rand tensor([0.1960])
20241104-10:24:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:24:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:26:45 train_loss 1500 model 0 0.035035980224609374
20241104-10:26:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:26:45 train_loss 1500 model 2 0.03434558868408203
20241104-10:26:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:26:47 test_loss 1500 model 0 0.03212440490722656
20241104-10:26:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:26:47 test_loss 1500 model 2 0.028228912353515625
20241104-10:26:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:26:49 test_accuracy 1500 model 0 nb_correct 2261 / 2500 (90.44%)
20241104-10:26:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:26:49 test_accuracy 1500 model 2 nb_correct 2321 / 2500 (92.84%)
20241104-10:26:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:26:59 wrote ae_*.pth
20241104-10:26:59 epoch_duration 2min46s next_finish 10:29:45
20241104-10:26:59 wrote state.pth
20241104-10:26:59 --- epoch 1501 ----------------------------------------
20241104-10:26:59 current_test_accuracies 0.9044 0.9340 0.9284 0.9364 0.9340
20241104-10:26:59 nb_c_quizzes 40055
20241104-10:26:59 weakest_accuracies [0.9044, 0.9284]
20241104-10:26:59 dummy_rand tensor([0.1671])
20241104-10:26:59 dummy_rand tensor([0.3666])
20241104-10:26:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:26:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:29:32 train_loss 1501 model 0 0.034849964141845706
20241104-10:29:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:29:32 train_loss 1501 model 2 0.035224624633789066
20241104-10:29:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:29:34 test_loss 1501 model 0 0.028154220581054688
20241104-10:29:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:29:34 test_loss 1501 model 2 0.030603179931640623
20241104-10:29:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:29:36 test_accuracy 1501 model 0 nb_correct 2219 / 2500 (88.76%)
20241104-10:29:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:29:37 test_accuracy 1501 model 2 nb_correct 2275 / 2500 (91.00%)
20241104-10:29:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:29:46 wrote ae_*.pth
20241104-10:29:46 epoch_duration 2min46s next_finish 10:32:33
20241104-10:29:46 wrote state.pth
20241104-10:29:46 --- epoch 1502 ----------------------------------------
20241104-10:29:46 current_test_accuracies 0.8876 0.9340 0.9100 0.9364 0.9340
20241104-10:29:46 nb_c_quizzes 40055
20241104-10:29:46 weakest_accuracies [0.8876, 0.91]
20241104-10:29:46 dummy_rand tensor([0.2019])
20241104-10:29:46 dummy_rand tensor([0.2011])
20241104-10:29:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:29:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:32:18 train_loss 1502 model 2 0.034780450820922855
20241104-10:32:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:32:18 train_loss 1502 model 0 0.035275976181030275
20241104-10:32:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:32:20 test_loss 1502 model 2 0.027868423461914062
20241104-10:32:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:32:20 test_loss 1502 model 0 0.03015716552734375
20241104-10:32:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:32:23 test_accuracy 1502 model 2 nb_correct 2306 / 2500 (92.24%)
20241104-10:32:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:32:23 test_accuracy 1502 model 0 nb_correct 2224 / 2500 (88.96%)
20241104-10:32:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:32:32 wrote ae_*.pth
20241104-10:32:32 epoch_duration 2min45s next_finish 10:35:18
20241104-10:32:32 wrote state.pth
20241104-10:32:32 --- epoch 1503 ----------------------------------------
20241104-10:32:32 current_test_accuracies 0.8896 0.9340 0.9224 0.9364 0.9340
20241104-10:32:32 nb_c_quizzes 40055
20241104-10:32:32 weakest_accuracies [0.8896, 0.9224]
20241104-10:32:32 dummy_rand tensor([0.0682])
20241104-10:32:32 dummy_rand tensor([0.8419])
20241104-10:32:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:32:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:35:04 train_loss 1503 model 0 0.035229022979736326
20241104-10:35:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:35:04 train_loss 1503 model 2 0.03506982421875
20241104-10:35:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:35:06 test_loss 1503 model 0 0.02936859130859375
20241104-10:35:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:35:06 test_loss 1503 model 2 0.03091094970703125
20241104-10:35:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:35:08 test_accuracy 1503 model 0 nb_correct 2358 / 2500 (94.32%)
20241104-10:35:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:35:09 test_accuracy 1503 model 2 nb_correct 2309 / 2500 (92.36%)
20241104-10:35:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:35:18 wrote ae_*.pth
20241104-10:35:18 epoch_duration 2min46s next_finish 10:38:04
20241104-10:35:18 wrote state.pth
20241104-10:35:18 --- epoch 1504 ----------------------------------------
20241104-10:35:18 current_test_accuracies 0.9432 0.9340 0.9236 0.9364 0.9340
20241104-10:35:18 nb_c_quizzes 40055
20241104-10:35:18 weakest_accuracies [0.9236, 0.934]
20241104-10:35:18 dummy_rand tensor([0.4829])
20241104-10:35:18 dummy_rand tensor([0.5979])
20241104-10:35:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:35:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:37:50 train_loss 1504 model 1 0.034735477447509766
20241104-10:37:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:37:50 train_loss 1504 model 2 0.03511654663085938
20241104-10:37:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:37:52 test_loss 1504 model 1 0.029181461334228515
20241104-10:37:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:37:52 test_loss 1504 model 2 0.029203948974609376
20241104-10:37:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:37:55 test_accuracy 1504 model 1 nb_correct 2339 / 2500 (93.56%)
20241104-10:37:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:37:55 test_accuracy 1504 model 2 nb_correct 2287 / 2500 (91.48%)
20241104-10:37:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:38:04 wrote ae_*.pth
20241104-10:38:04 epoch_duration 2min46s next_finish 10:40:50
20241104-10:38:04 wrote state.pth
20241104-10:38:04 --- epoch 1505 ----------------------------------------
20241104-10:38:04 current_test_accuracies 0.9432 0.9356 0.9148 0.9364 0.9340
20241104-10:38:04 nb_c_quizzes 40055
20241104-10:38:04 weakest_accuracies [0.9148, 0.934]
20241104-10:38:04 dummy_rand tensor([0.0716])
20241104-10:38:04 dummy_rand tensor([0.6885])
20241104-10:38:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:38:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:40:36 train_loss 1505 model 2 0.0346464729309082
20241104-10:40:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:40:36 train_loss 1505 model 4 0.03556504249572754
20241104-10:40:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:40:38 test_loss 1505 model 2 0.030767974853515626
20241104-10:40:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:40:38 test_loss 1505 model 4 0.028994731903076172
20241104-10:40:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:40:41 test_accuracy 1505 model 2 nb_correct 2273 / 2500 (90.92%)
20241104-10:40:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:40:41 test_accuracy 1505 model 4 nb_correct 2268 / 2500 (90.72%)
20241104-10:40:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:40:50 wrote ae_*.pth
20241104-10:40:50 epoch_duration 2min46s next_finish 10:43:36
20241104-10:40:50 wrote state.pth
20241104-10:40:50 --- epoch 1506 ----------------------------------------
20241104-10:40:50 current_test_accuracies 0.9432 0.9356 0.9092 0.9364 0.9072
20241104-10:40:50 nb_c_quizzes 40055
20241104-10:40:50 weakest_accuracies [0.9072, 0.9092]
20241104-10:40:50 dummy_rand tensor([0.1226])
20241104-10:40:50 dummy_rand tensor([0.5058])
20241104-10:40:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:40:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:43:22 train_loss 1506 model 4 0.035253782272338864
20241104-10:43:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:43:22 train_loss 1506 model 2 0.0349462080001831
20241104-10:43:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:43:24 test_loss 1506 model 4 0.031014862060546874
20241104-10:43:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:43:24 test_loss 1506 model 2 0.030993709564208983
20241104-10:43:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:43:27 test_accuracy 1506 model 4 nb_correct 2236 / 2500 (89.44%)
20241104-10:43:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:43:27 test_accuracy 1506 model 2 nb_correct 2305 / 2500 (92.20%)
20241104-10:43:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:43:36 wrote ae_*.pth
20241104-10:43:36 epoch_duration 2min46s next_finish 10:46:22
20241104-10:43:37 wrote state.pth
20241104-10:43:37 --- epoch 1507 ----------------------------------------
20241104-10:43:37 current_test_accuracies 0.9432 0.9356 0.9220 0.9364 0.8944
20241104-10:43:37 nb_c_quizzes 40055
20241104-10:43:37 weakest_accuracies [0.8944, 0.922]
20241104-10:43:37 dummy_rand tensor([0.3853])
20241104-10:43:37 dummy_rand tensor([0.1947])
20241104-10:43:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:43:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:46:08 train_loss 1507 model 4 0.03547567939758301
20241104-10:46:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:46:08 train_loss 1507 model 2 0.03498320770263672
20241104-10:46:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:46:10 test_loss 1507 model 4 0.028946685791015624
20241104-10:46:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:46:11 test_loss 1507 model 2 0.025754470825195313
20241104-10:46:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:46:13 test_accuracy 1507 model 4 nb_correct 2237 / 2500 (89.48%)
20241104-10:46:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:46:13 test_accuracy 1507 model 2 nb_correct 2287 / 2500 (91.48%)
20241104-10:46:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:46:22 wrote ae_*.pth
20241104-10:46:22 epoch_duration 2min45s next_finish 10:49:08
20241104-10:46:22 wrote state.pth
20241104-10:46:22 --- epoch 1508 ----------------------------------------
20241104-10:46:22 current_test_accuracies 0.9432 0.9356 0.9148 0.9364 0.8948
20241104-10:46:22 nb_c_quizzes 40055
20241104-10:46:22 weakest_accuracies [0.8948, 0.9148]
20241104-10:46:22 dummy_rand tensor([0.9724])
20241104-10:46:22 dummy_rand tensor([0.7323])
20241104-10:46:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:46:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:48:55 train_loss 1508 model 4 0.03513501358032227
20241104-10:48:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:48:55 train_loss 1508 model 2 0.03506023025512695
20241104-10:48:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:48:57 test_loss 1508 model 4 0.029411163330078125
20241104-10:48:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:48:57 test_loss 1508 model 2 0.03221954345703125
20241104-10:48:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:48:59 test_accuracy 1508 model 4 nb_correct 2267 / 2500 (90.68%)
20241104-10:48:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:49:00 test_accuracy 1508 model 2 nb_correct 2306 / 2500 (92.24%)
20241104-10:49:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:49:09 wrote ae_*.pth
20241104-10:49:09 epoch_duration 2min46s next_finish 10:51:56
20241104-10:49:09 wrote state.pth
20241104-10:49:09 --- epoch 1509 ----------------------------------------
20241104-10:49:09 current_test_accuracies 0.9432 0.9356 0.9224 0.9364 0.9068
20241104-10:49:09 nb_c_quizzes 40055
20241104-10:49:09 weakest_accuracies [0.9068, 0.9224]
20241104-10:49:09 dummy_rand tensor([0.4533])
20241104-10:49:09 dummy_rand tensor([0.6758])
20241104-10:49:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:49:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:51:41 train_loss 1509 model 4 0.035175859451293943
20241104-10:51:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:51:41 train_loss 1509 model 2 0.034973270416259764
20241104-10:51:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:51:44 test_loss 1509 model 4 0.030770263671875
20241104-10:51:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:51:44 test_loss 1509 model 2 0.02427825927734375
20241104-10:51:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:51:46 test_accuracy 1509 model 4 nb_correct 2251 / 2500 (90.04%)
20241104-10:51:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:51:46 test_accuracy 1509 model 2 nb_correct 2305 / 2500 (92.20%)
20241104-10:51:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:51:56 wrote ae_*.pth
20241104-10:51:56 epoch_duration 2min46s next_finish 10:54:42
20241104-10:51:56 wrote state.pth
20241104-10:51:56 --- epoch 1510 ----------------------------------------
20241104-10:51:56 current_test_accuracies 0.9432 0.9356 0.9220 0.9364 0.9004
20241104-10:51:56 nb_c_quizzes 40055
20241104-10:51:56 weakest_accuracies [0.9004, 0.922]
20241104-10:51:56 dummy_rand tensor([0.0407])
20241104-10:51:56 dummy_rand tensor([0.2415])
20241104-10:51:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:51:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:54:28 train_loss 1510 model 4 0.03569686126708985
20241104-10:54:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:54:28 train_loss 1510 model 2 0.03503228759765625
20241104-10:54:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:54:30 test_loss 1510 model 4 0.027077789306640624
20241104-10:54:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:54:30 test_loss 1510 model 2 0.028859634399414063
20241104-10:54:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:54:32 test_accuracy 1510 model 4 nb_correct 2253 / 2500 (90.12%)
20241104-10:54:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:54:32 test_accuracy 1510 model 2 nb_correct 2267 / 2500 (90.68%)
20241104-10:54:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:54:42 wrote ae_*.pth
20241104-10:54:42 epoch_duration 2min46s next_finish 10:57:28
20241104-10:54:42 wrote state.pth
20241104-10:54:42 --- epoch 1511 ----------------------------------------
20241104-10:54:42 current_test_accuracies 0.9432 0.9356 0.9068 0.9364 0.9012
20241104-10:54:42 nb_c_quizzes 40055
20241104-10:54:42 weakest_accuracies [0.9012, 0.9068]
20241104-10:54:42 dummy_rand tensor([0.3005])
20241104-10:54:42 dummy_rand tensor([0.4581])
20241104-10:54:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:54:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:57:14 train_loss 1511 model 4 0.03517199420928955
20241104-10:57:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:57:14 train_loss 1511 model 2 0.03434505653381348
20241104-10:57:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:57:16 test_loss 1511 model 4 0.030991363525390624
20241104-10:57:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:57:16 test_loss 1511 model 2 0.02493133544921875
20241104-10:57:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-10:57:19 test_accuracy 1511 model 4 nb_correct 2290 / 2500 (91.60%)
20241104-10:57:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:57:19 test_accuracy 1511 model 2 nb_correct 2311 / 2500 (92.44%)
20241104-10:57:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-10:57:28 wrote ae_*.pth
20241104-10:57:28 epoch_duration 2min46s next_finish 11:00:14
20241104-10:57:28 wrote state.pth
20241104-10:57:28 --- epoch 1512 ----------------------------------------
20241104-10:57:28 current_test_accuracies 0.9432 0.9356 0.9244 0.9364 0.9160
20241104-10:57:28 nb_c_quizzes 40055
20241104-10:57:28 weakest_accuracies [0.916, 0.9244]
20241104-10:57:28 dummy_rand tensor([0.0089])
20241104-10:57:28 dummy_rand tensor([0.7490])
20241104-10:57:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-10:57:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:00:00 train_loss 1512 model 4 0.03535717010498047
20241104-11:00:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:00:00 train_loss 1512 model 2 0.035157310485839845
20241104-11:00:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:00:02 test_loss 1512 model 4 0.02884784698486328
20241104-11:00:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:00:02 test_loss 1512 model 2 0.028004264831542967
20241104-11:00:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:00:05 test_accuracy 1512 model 4 nb_correct 2275 / 2500 (91.00%)
20241104-11:00:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:00:05 test_accuracy 1512 model 2 nb_correct 2336 / 2500 (93.44%)
20241104-11:00:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:00:14 wrote ae_*.pth
20241104-11:00:14 epoch_duration 2min46s next_finish 11:03:00
20241104-11:00:14 wrote state.pth
20241104-11:00:14 --- epoch 1513 ----------------------------------------
20241104-11:00:14 current_test_accuracies 0.9432 0.9356 0.9344 0.9364 0.9100
20241104-11:00:14 nb_c_quizzes 40055
20241104-11:00:14 weakest_accuracies [0.91, 0.9344]
20241104-11:00:14 dummy_rand tensor([0.2905])
20241104-11:00:14 dummy_rand tensor([0.0649])
20241104-11:00:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:00:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:02:46 train_loss 1513 model 4 0.0352438907623291
20241104-11:02:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:02:46 train_loss 1513 model 2 0.034792224884033204
20241104-11:02:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:02:48 test_loss 1513 model 4 0.029769821166992186
20241104-11:02:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:02:48 test_loss 1513 model 2 0.029282073974609375
20241104-11:02:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:02:51 test_accuracy 1513 model 4 nb_correct 2243 / 2500 (89.72%)
20241104-11:02:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:02:51 test_accuracy 1513 model 2 nb_correct 2322 / 2500 (92.88%)
20241104-11:02:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:03:00 wrote ae_*.pth
20241104-11:03:00 epoch_duration 2min45s next_finish 11:05:46
20241104-11:03:00 wrote state.pth
20241104-11:03:00 --- epoch 1514 ----------------------------------------
20241104-11:03:00 current_test_accuracies 0.9432 0.9356 0.9288 0.9364 0.8972
20241104-11:03:00 nb_c_quizzes 40055
20241104-11:03:00 weakest_accuracies [0.8972, 0.9288]
20241104-11:03:00 dummy_rand tensor([0.6468])
20241104-11:03:00 dummy_rand tensor([0.1978])
20241104-11:03:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:03:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:05:32 train_loss 1514 model 4 0.03465312194824219
20241104-11:05:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:05:32 train_loss 1514 model 2 0.03501909446716309
20241104-11:05:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:05:34 test_loss 1514 model 4 0.02830535888671875
20241104-11:05:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:05:34 test_loss 1514 model 2 0.028371429443359374
20241104-11:05:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:05:37 test_accuracy 1514 model 4 nb_correct 2248 / 2500 (89.92%)
20241104-11:05:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:05:37 test_accuracy 1514 model 2 nb_correct 2314 / 2500 (92.56%)
20241104-11:05:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:05:46 wrote ae_*.pth
20241104-11:05:46 epoch_duration 2min46s next_finish 11:08:32
20241104-11:05:46 wrote state.pth
20241104-11:05:46 --- epoch 1515 ----------------------------------------
20241104-11:05:46 current_test_accuracies 0.9432 0.9356 0.9256 0.9364 0.8992
20241104-11:05:46 nb_c_quizzes 40055
20241104-11:05:46 weakest_accuracies [0.8992, 0.9256]
20241104-11:05:46 dummy_rand tensor([0.8662])
20241104-11:05:46 dummy_rand tensor([0.5479])
20241104-11:05:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:05:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:08:18 train_loss 1515 model 4 0.03479597091674805
20241104-11:08:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:08:18 train_loss 1515 model 2 0.034585750579833985
20241104-11:08:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:08:20 test_loss 1515 model 4 0.028573684692382813
20241104-11:08:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:08:20 test_loss 1515 model 2 0.028610992431640624
20241104-11:08:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:08:23 test_accuracy 1515 model 4 nb_correct 2322 / 2500 (92.88%)
20241104-11:08:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:08:23 test_accuracy 1515 model 2 nb_correct 2301 / 2500 (92.04%)
20241104-11:08:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:08:32 wrote ae_*.pth
20241104-11:08:32 epoch_duration 2min45s next_finish 11:11:18
20241104-11:08:32 wrote state.pth
20241104-11:08:32 --- epoch 1516 ----------------------------------------
20241104-11:08:32 current_test_accuracies 0.9432 0.9356 0.9204 0.9364 0.9288
20241104-11:08:32 nb_c_quizzes 40055
20241104-11:08:32 weakest_accuracies [0.9204, 0.9288]
20241104-11:08:32 dummy_rand tensor([0.3425])
20241104-11:08:32 dummy_rand tensor([0.1455])
20241104-11:08:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:08:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:11:04 train_loss 1516 model 2 0.03410914993286133
20241104-11:11:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:11:04 train_loss 1516 model 4 0.03504046630859375
20241104-11:11:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:11:06 test_loss 1516 model 2 0.027217330932617186
20241104-11:11:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:11:06 test_loss 1516 model 4 0.0327032470703125
20241104-11:11:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:11:09 test_accuracy 1516 model 2 nb_correct 2285 / 2500 (91.40%)
20241104-11:11:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:11:09 test_accuracy 1516 model 4 nb_correct 2294 / 2500 (91.76%)
20241104-11:11:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:11:18 wrote ae_*.pth
20241104-11:11:18 epoch_duration 2min45s next_finish 11:14:04
20241104-11:11:18 wrote state.pth
20241104-11:11:18 --- epoch 1517 ----------------------------------------
20241104-11:11:18 current_test_accuracies 0.9432 0.9356 0.9140 0.9364 0.9176
20241104-11:11:18 nb_c_quizzes 40055
20241104-11:11:18 weakest_accuracies [0.914, 0.9176]
20241104-11:11:18 dummy_rand tensor([0.7932])
20241104-11:11:18 dummy_rand tensor([0.3477])
20241104-11:11:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:11:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:13:50 train_loss 1517 model 2 0.03491097831726074
20241104-11:13:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:13:50 train_loss 1517 model 4 0.03476243782043457
20241104-11:13:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:13:52 test_loss 1517 model 2 0.02973907470703125
20241104-11:13:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:13:52 test_loss 1517 model 4 0.025966644287109375
20241104-11:13:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:13:55 test_accuracy 1517 model 2 nb_correct 2272 / 2500 (90.88%)
20241104-11:13:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:13:55 test_accuracy 1517 model 4 nb_correct 2296 / 2500 (91.84%)
20241104-11:13:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:14:04 wrote ae_*.pth
20241104-11:14:04 epoch_duration 2min46s next_finish 11:16:50
20241104-11:14:04 wrote state.pth
20241104-11:14:04 --- epoch 1518 ----------------------------------------
20241104-11:14:04 current_test_accuracies 0.9432 0.9356 0.9088 0.9364 0.9184
20241104-11:14:04 nb_c_quizzes 40055
20241104-11:14:04 weakest_accuracies [0.9088, 0.9184]
20241104-11:14:04 dummy_rand tensor([0.6362])
20241104-11:14:04 dummy_rand tensor([0.3495])
20241104-11:14:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:14:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:16:36 train_loss 1518 model 4 0.03475871276855469
20241104-11:16:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:16:36 train_loss 1518 model 2 0.03464486026763916
20241104-11:16:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:16:38 test_loss 1518 model 4 0.030286483764648438
20241104-11:16:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:16:39 test_loss 1518 model 2 0.027373256683349608
20241104-11:16:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:16:41 test_accuracy 1518 model 4 nb_correct 2250 / 2500 (90.00%)
20241104-11:16:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:16:41 test_accuracy 1518 model 2 nb_correct 2321 / 2500 (92.84%)
20241104-11:16:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:16:50 wrote ae_*.pth
20241104-11:16:50 epoch_duration 2min46s next_finish 11:19:37
20241104-11:16:51 wrote state.pth
20241104-11:16:51 --- epoch 1519 ----------------------------------------
20241104-11:16:51 current_test_accuracies 0.9432 0.9356 0.9284 0.9364 0.9000
20241104-11:16:51 nb_c_quizzes 40055
20241104-11:16:51 weakest_accuracies [0.9, 0.9284]
20241104-11:16:51 dummy_rand tensor([0.7493])
20241104-11:16:51 dummy_rand tensor([0.0755])
20241104-11:16:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:16:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:19:23 train_loss 1519 model 4 0.03526622772216797
20241104-11:19:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:19:23 train_loss 1519 model 2 0.03397911834716797
20241104-11:19:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:19:25 test_loss 1519 model 4 0.029586639404296875
20241104-11:19:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:19:25 test_loss 1519 model 2 0.032464828491210934
20241104-11:19:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:19:27 test_accuracy 1519 model 4 nb_correct 2305 / 2500 (92.20%)
20241104-11:19:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:19:27 test_accuracy 1519 model 2 nb_correct 2333 / 2500 (93.32%)
20241104-11:19:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:19:37 wrote ae_*.pth
20241104-11:19:37 epoch_duration 2min46s next_finish 11:22:23
20241104-11:19:37 wrote state.pth
20241104-11:19:37 --- epoch 1520 ----------------------------------------
20241104-11:19:37 current_test_accuracies 0.9432 0.9356 0.9332 0.9364 0.9220
20241104-11:19:37 nb_c_quizzes 40055
20241104-11:19:37 weakest_accuracies [0.922, 0.9332]
20241104-11:19:37 dummy_rand tensor([0.1780])
20241104-11:19:37 dummy_rand tensor([0.1900])
20241104-11:19:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:19:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:22:08 train_loss 1520 model 4 0.034594470977783204
20241104-11:22:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:22:09 train_loss 1520 model 2 0.03537307357788086
20241104-11:22:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:22:11 test_loss 1520 model 4 0.02869983673095703
20241104-11:22:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:22:11 test_loss 1520 model 2 0.030183258056640624
20241104-11:22:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:22:13 test_accuracy 1520 model 4 nb_correct 2355 / 2500 (94.20%)
20241104-11:22:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:22:13 test_accuracy 1520 model 2 nb_correct 2304 / 2500 (92.16%)
20241104-11:22:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:22:22 wrote ae_*.pth
20241104-11:22:22 epoch_duration 2min45s next_finish 11:25:08
20241104-11:22:23 wrote state.pth
20241104-11:22:23 --- epoch 1521 ----------------------------------------
20241104-11:22:23 current_test_accuracies 0.9432 0.9356 0.9216 0.9364 0.9420
20241104-11:22:23 nb_c_quizzes 40055
20241104-11:22:23 weakest_accuracies [0.9216, 0.9356]
20241104-11:22:23 dummy_rand tensor([0.8701])
20241104-11:22:23 dummy_rand tensor([0.8700])
20241104-11:22:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:22:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:24:55 train_loss 1521 model 1 0.03539720153808594
20241104-11:24:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:24:55 train_loss 1521 model 2 0.034688179016113284
20241104-11:24:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:24:57 test_loss 1521 model 1 0.029615459442138673
20241104-11:24:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:24:57 test_loss 1521 model 2 0.027655181884765626
20241104-11:24:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:24:59 test_accuracy 1521 model 1 nb_correct 2293 / 2500 (91.72%)
20241104-11:24:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:24:59 test_accuracy 1521 model 2 nb_correct 2290 / 2500 (91.60%)
20241104-11:24:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:25:09 wrote ae_*.pth
20241104-11:25:09 epoch_duration 2min46s next_finish 11:27:56
20241104-11:25:09 wrote state.pth
20241104-11:25:09 --- epoch 1522 ----------------------------------------
20241104-11:25:09 current_test_accuracies 0.9432 0.9172 0.9160 0.9364 0.9420
20241104-11:25:09 nb_c_quizzes 40055
20241104-11:25:09 weakest_accuracies [0.916, 0.9172]
20241104-11:25:09 dummy_rand tensor([0.7458])
20241104-11:25:09 dummy_rand tensor([0.9964])
20241104-11:25:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:25:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:27:41 train_loss 1522 model 1 0.03530283737182617
20241104-11:27:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:27:41 train_loss 1522 model 2 0.03461679077148438
20241104-11:27:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:27:44 test_loss 1522 model 1 0.029471359252929687
20241104-11:27:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:27:44 test_loss 1522 model 2 0.030734786987304686
20241104-11:27:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:27:46 test_accuracy 1522 model 2 nb_correct 2358 / 2500 (94.32%)
20241104-11:27:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:27:46 test_accuracy 1522 model 1 nb_correct 2299 / 2500 (91.96%)
20241104-11:27:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:27:55 wrote ae_*.pth
20241104-11:27:55 epoch_duration 2min46s next_finish 11:30:41
20241104-11:27:55 wrote state.pth
20241104-11:27:55 --- epoch 1523 ----------------------------------------
20241104-11:27:55 current_test_accuracies 0.9432 0.9196 0.9432 0.9364 0.9420
20241104-11:27:55 nb_c_quizzes 40055
20241104-11:27:55 weakest_accuracies [0.9196, 0.9364]
20241104-11:27:55 dummy_rand tensor([0.9197])
20241104-11:27:55 dummy_rand tensor([0.7790])
20241104-11:27:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:27:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:30:27 train_loss 1523 model 1 0.03424319267272949
20241104-11:30:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:30:27 train_loss 1523 model 3 0.03507905578613281
20241104-11:30:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:30:30 test_loss 1523 model 1 0.0291925048828125
20241104-11:30:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:30:30 test_loss 1523 model 3 0.03027618408203125
20241104-11:30:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:30:32 test_accuracy 1523 model 1 nb_correct 2279 / 2500 (91.16%)
20241104-11:30:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:30:32 test_accuracy 1523 model 3 nb_correct 2312 / 2500 (92.48%)
20241104-11:30:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:30:42 wrote ae_*.pth
20241104-11:30:42 epoch_duration 2min46s next_finish 11:33:28
20241104-11:30:42 wrote state.pth
20241104-11:30:42 --- epoch 1524 ----------------------------------------
20241104-11:30:42 current_test_accuracies 0.9432 0.9116 0.9432 0.9248 0.9420
20241104-11:30:42 nb_c_quizzes 40055
20241104-11:30:42 weakest_accuracies [0.9116, 0.9248]
20241104-11:30:42 dummy_rand tensor([0.5119])
20241104-11:30:42 dummy_rand tensor([0.6232])
20241104-11:30:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:30:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:33:13 train_loss 1524 model 1 0.035103378295898435
20241104-11:33:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:33:14 train_loss 1524 model 3 0.03559823226928711
20241104-11:33:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:33:16 test_loss 1524 model 1 0.030182952880859374
20241104-11:33:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:33:16 test_loss 1524 model 3 0.02815826416015625
20241104-11:33:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:33:18 test_accuracy 1524 model 3 nb_correct 2254 / 2500 (90.16%)
20241104-11:33:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:33:18 test_accuracy 1524 model 1 nb_correct 2245 / 2500 (89.80%)
20241104-11:33:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:33:28 wrote ae_*.pth
20241104-11:33:28 epoch_duration 2min46s next_finish 11:36:14
20241104-11:33:28 wrote state.pth
20241104-11:33:28 --- epoch 1525 ----------------------------------------
20241104-11:33:28 current_test_accuracies 0.9432 0.8980 0.9432 0.9016 0.9420
20241104-11:33:28 nb_c_quizzes 40055
20241104-11:33:28 weakest_accuracies [0.898, 0.9016]
20241104-11:33:28 dummy_rand tensor([0.0565])
20241104-11:33:28 dummy_rand tensor([0.0983])
20241104-11:33:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:33:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:36:00 train_loss 1525 model 1 0.034193931579589845
20241104-11:36:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:36:00 train_loss 1525 model 3 0.03556147766113281
20241104-11:36:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:36:02 test_loss 1525 model 1 0.03559112548828125
20241104-11:36:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:36:02 test_loss 1525 model 3 0.02968223571777344
20241104-11:36:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:36:04 test_accuracy 1525 model 1 nb_correct 2279 / 2500 (91.16%)
20241104-11:36:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:36:04 test_accuracy 1525 model 3 nb_correct 2270 / 2500 (90.80%)
20241104-11:36:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:36:14 wrote ae_*.pth
20241104-11:36:14 epoch_duration 2min45s next_finish 11:39:00
20241104-11:36:14 wrote state.pth
20241104-11:36:14 --- epoch 1526 ----------------------------------------
20241104-11:36:14 current_test_accuracies 0.9432 0.9116 0.9432 0.9080 0.9420
20241104-11:36:14 nb_c_quizzes 40055
20241104-11:36:14 weakest_accuracies [0.908, 0.9116]
20241104-11:36:14 dummy_rand tensor([0.3932])
20241104-11:36:14 dummy_rand tensor([0.5596])
20241104-11:36:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:36:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:38:46 train_loss 1526 model 3 0.03544781494140625
20241104-11:38:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:38:46 train_loss 1526 model 1 0.03576785278320312
20241104-11:38:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:38:48 test_loss 1526 model 3 0.029119281768798827
20241104-11:38:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:38:48 test_loss 1526 model 1 0.03199122428894043
20241104-11:38:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:38:50 test_accuracy 1526 model 3 nb_correct 2296 / 2500 (91.84%)
20241104-11:38:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:38:50 test_accuracy 1526 model 1 nb_correct 2238 / 2500 (89.52%)
20241104-11:38:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:39:00 wrote ae_*.pth
20241104-11:39:00 epoch_duration 2min46s next_finish 11:41:46
20241104-11:39:00 wrote state.pth
20241104-11:39:00 --- epoch 1527 ----------------------------------------
20241104-11:39:00 current_test_accuracies 0.9432 0.8952 0.9432 0.9184 0.9420
20241104-11:39:00 nb_c_quizzes 40055
20241104-11:39:00 weakest_accuracies [0.8952, 0.9184]
20241104-11:39:00 dummy_rand tensor([0.9919])
20241104-11:39:00 dummy_rand tensor([0.4108])
20241104-11:39:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:39:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:41:32 train_loss 1527 model 1 0.035078540802001956
20241104-11:41:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:41:32 train_loss 1527 model 3 0.035610300064086914
20241104-11:41:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:41:34 test_loss 1527 model 1 0.030803375244140625
20241104-11:41:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:41:34 test_loss 1527 model 3 0.028690338134765625
20241104-11:41:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:41:36 test_accuracy 1527 model 1 nb_correct 2289 / 2500 (91.56%)
20241104-11:41:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:41:37 test_accuracy 1527 model 3 nb_correct 2300 / 2500 (92.00%)
20241104-11:41:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:41:46 wrote ae_*.pth
20241104-11:41:46 epoch_duration 2min45s next_finish 11:44:32
20241104-11:41:46 wrote state.pth
20241104-11:41:46 --- epoch 1528 ----------------------------------------
20241104-11:41:46 current_test_accuracies 0.9432 0.9156 0.9432 0.9200 0.9420
20241104-11:41:46 nb_c_quizzes 40055
20241104-11:41:46 weakest_accuracies [0.9156, 0.92]
20241104-11:41:46 dummy_rand tensor([0.5416])
20241104-11:41:46 dummy_rand tensor([0.5481])
20241104-11:41:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:41:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:44:18 train_loss 1528 model 1 0.034880401611328125
20241104-11:44:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:44:18 train_loss 1528 model 3 0.03566693115234375
20241104-11:44:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:44:20 test_loss 1528 model 1 0.029235687255859375
20241104-11:44:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:44:20 test_loss 1528 model 3 0.032012939453125
20241104-11:44:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:44:22 test_accuracy 1528 model 1 nb_correct 2310 / 2500 (92.40%)
20241104-11:44:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:44:22 test_accuracy 1528 model 3 nb_correct 2264 / 2500 (90.56%)
20241104-11:44:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:44:32 wrote ae_*.pth
20241104-11:44:32 epoch_duration 2min45s next_finish 11:47:18
20241104-11:44:32 wrote state.pth
20241104-11:44:32 --- epoch 1529 ----------------------------------------
20241104-11:44:32 current_test_accuracies 0.9432 0.9240 0.9432 0.9056 0.9420
20241104-11:44:32 nb_c_quizzes 40055
20241104-11:44:32 weakest_accuracies [0.9056, 0.924]
20241104-11:44:32 dummy_rand tensor([0.0727])
20241104-11:44:32 dummy_rand tensor([0.4551])
20241104-11:44:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:44:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:47:04 train_loss 1529 model 3 0.035029930114746095
20241104-11:47:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:47:04 train_loss 1529 model 1 0.0356384072303772
20241104-11:47:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:47:06 test_loss 1529 model 3 0.029929656982421875
20241104-11:47:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:47:06 test_loss 1529 model 1 0.03066131591796875
20241104-11:47:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:47:08 test_accuracy 1529 model 3 nb_correct 2271 / 2500 (90.84%)
20241104-11:47:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:47:08 test_accuracy 1529 model 1 nb_correct 2310 / 2500 (92.40%)
20241104-11:47:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:47:18 wrote ae_*.pth
20241104-11:47:18 epoch_duration 2min46s next_finish 11:50:04
20241104-11:47:18 wrote state.pth
20241104-11:47:18 --- epoch 1530 ----------------------------------------
20241104-11:47:18 current_test_accuracies 0.9432 0.9240 0.9432 0.9084 0.9420
20241104-11:47:18 nb_c_quizzes 40055
20241104-11:47:18 weakest_accuracies [0.9084, 0.924]
20241104-11:47:18 dummy_rand tensor([0.1404])
20241104-11:47:18 dummy_rand tensor([0.3889])
20241104-11:47:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:47:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:49:50 train_loss 1530 model 1 0.035174802780151365
20241104-11:49:50 train_loss 1530 model 3 0.03513888168334961
20241104-11:49:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:49:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:49:52 test_loss 1530 model 1 0.029286651611328124
20241104-11:49:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:49:53 test_loss 1530 model 3 0.03116363525390625
20241104-11:49:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:49:55 test_accuracy 1530 model 1 nb_correct 2311 / 2500 (92.44%)
20241104-11:49:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:49:55 test_accuracy 1530 model 3 nb_correct 2291 / 2500 (91.64%)
20241104-11:49:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:50:04 wrote ae_*.pth
20241104-11:50:04 epoch_duration 2min46s next_finish 11:52:51
20241104-11:50:05 wrote state.pth
20241104-11:50:05 --- epoch 1531 ----------------------------------------
20241104-11:50:05 current_test_accuracies 0.9432 0.9244 0.9432 0.9164 0.9420
20241104-11:50:05 nb_c_quizzes 40055
20241104-11:50:05 weakest_accuracies [0.9164, 0.9244]
20241104-11:50:05 dummy_rand tensor([0.5003])
20241104-11:50:05 dummy_rand tensor([0.9285])
20241104-11:50:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:50:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:52:37 train_loss 1531 model 3 0.03572551155090332
20241104-11:52:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:52:37 train_loss 1531 model 1 0.034579891204833985
20241104-11:52:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:52:39 test_loss 1531 model 3 0.03098968505859375
20241104-11:52:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:52:40 test_loss 1531 model 1 0.028699874877929688
20241104-11:52:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:52:42 test_accuracy 1531 model 3 nb_correct 2301 / 2500 (92.04%)
20241104-11:52:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:52:42 test_accuracy 1531 model 1 nb_correct 2294 / 2500 (91.76%)
20241104-11:52:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:52:51 wrote ae_*.pth
20241104-11:52:51 epoch_duration 2min47s next_finish 11:55:39
20241104-11:52:52 wrote state.pth
20241104-11:52:52 --- epoch 1532 ----------------------------------------
20241104-11:52:52 current_test_accuracies 0.9432 0.9176 0.9432 0.9204 0.9420
20241104-11:52:52 nb_c_quizzes 40055
20241104-11:52:52 weakest_accuracies [0.9176, 0.9204]
20241104-11:52:52 dummy_rand tensor([0.8053])
20241104-11:52:52 dummy_rand tensor([0.0825])
20241104-11:52:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:52:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:55:24 train_loss 1532 model 1 0.035889812469482425
20241104-11:55:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:55:24 train_loss 1532 model 3 0.035205224990844726
20241104-11:55:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:55:26 test_loss 1532 model 1 0.03100608825683594
20241104-11:55:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:55:26 test_loss 1532 model 3 0.030323638916015624
20241104-11:55:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:55:28 test_accuracy 1532 model 1 nb_correct 2267 / 2500 (90.68%)
20241104-11:55:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:55:28 test_accuracy 1532 model 3 nb_correct 2220 / 2500 (88.80%)
20241104-11:55:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:55:38 wrote ae_*.pth
20241104-11:55:38 epoch_duration 2min46s next_finish 11:58:24
20241104-11:55:38 wrote state.pth
20241104-11:55:38 --- epoch 1533 ----------------------------------------
20241104-11:55:38 current_test_accuracies 0.9432 0.9068 0.9432 0.8880 0.9420
20241104-11:55:38 nb_c_quizzes 40055
20241104-11:55:38 weakest_accuracies [0.888, 0.9068]
20241104-11:55:38 dummy_rand tensor([0.8995])
20241104-11:55:38 dummy_rand tensor([0.6847])
20241104-11:55:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:55:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:58:10 train_loss 1533 model 3 0.03556225967407227
20241104-11:58:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:58:10 train_loss 1533 model 1 0.0350063591003418
20241104-11:58:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:58:12 test_loss 1533 model 3 0.02941619873046875
20241104-11:58:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:58:12 test_loss 1533 model 1 0.02807243347167969
20241104-11:58:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-11:58:14 test_accuracy 1533 model 3 nb_correct 2254 / 2500 (90.16%)
20241104-11:58:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:58:14 test_accuracy 1533 model 1 nb_correct 2294 / 2500 (91.76%)
20241104-11:58:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-11:58:24 wrote ae_*.pth
20241104-11:58:24 epoch_duration 2min46s next_finish 12:01:10
20241104-11:58:24 wrote state.pth
20241104-11:58:24 --- epoch 1534 ----------------------------------------
20241104-11:58:24 current_test_accuracies 0.9432 0.9176 0.9432 0.9016 0.9420
20241104-11:58:24 nb_c_quizzes 40055
20241104-11:58:24 weakest_accuracies [0.9016, 0.9176]
20241104-11:58:24 dummy_rand tensor([0.2908])
20241104-11:58:24 dummy_rand tensor([0.9400])
20241104-11:58:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-11:58:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:00:56 train_loss 1534 model 3 0.035632911682128905
20241104-12:00:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:00:56 train_loss 1534 model 1 0.03535254669189453
20241104-12:00:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:00:58 test_loss 1534 model 3 0.027448577880859373
20241104-12:00:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:00:58 test_loss 1534 model 1 0.03161529541015625
20241104-12:00:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:01:00 test_accuracy 1534 model 3 nb_correct 2226 / 2500 (89.04%)
20241104-12:01:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:01:00 test_accuracy 1534 model 1 nb_correct 2255 / 2500 (90.20%)
20241104-12:01:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:01:10 wrote ae_*.pth
20241104-12:01:10 epoch_duration 2min46s next_finish 12:03:56
20241104-12:01:10 wrote state.pth
20241104-12:01:10 --- epoch 1535 ----------------------------------------
20241104-12:01:10 current_test_accuracies 0.9432 0.9020 0.9432 0.8904 0.9420
20241104-12:01:10 nb_c_quizzes 40055
20241104-12:01:10 weakest_accuracies [0.8904, 0.902]
20241104-12:01:10 dummy_rand tensor([0.9534])
20241104-12:01:10 dummy_rand tensor([0.3724])
20241104-12:01:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:01:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:03:42 train_loss 1535 model 3 0.0352640380859375
20241104-12:03:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:03:42 train_loss 1535 model 1 0.03438279533386231
20241104-12:03:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:03:44 test_loss 1535 model 3 0.031140213012695313
20241104-12:03:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:03:44 test_loss 1535 model 1 0.02938926696777344
20241104-12:03:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:03:46 test_accuracy 1535 model 3 nb_correct 2331 / 2500 (93.24%)
20241104-12:03:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:03:46 test_accuracy 1535 model 1 nb_correct 2325 / 2500 (93.00%)
20241104-12:03:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:03:56 wrote ae_*.pth
20241104-12:03:56 epoch_duration 2min46s next_finish 12:06:42
20241104-12:03:56 wrote state.pth
20241104-12:03:56 --- epoch 1536 ----------------------------------------
20241104-12:03:56 current_test_accuracies 0.9432 0.9300 0.9432 0.9324 0.9420
20241104-12:03:56 nb_c_quizzes 40055
20241104-12:03:56 weakest_accuracies [0.93, 0.9324]
20241104-12:03:56 dummy_rand tensor([0.3018])
20241104-12:03:56 dummy_rand tensor([0.5967])
20241104-12:03:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:03:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:06:29 train_loss 1536 model 1 0.034489593505859374
20241104-12:06:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:06:29 train_loss 1536 model 3 0.03453799057006836
20241104-12:06:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:06:31 test_loss 1536 model 1 0.028197174072265626
20241104-12:06:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:06:31 test_loss 1536 model 3 0.0290179443359375
20241104-12:06:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:06:33 test_accuracy 1536 model 1 nb_correct 2282 / 2500 (91.28%)
20241104-12:06:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:06:33 test_accuracy 1536 model 3 nb_correct 2219 / 2500 (88.76%)
20241104-12:06:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:06:43 wrote ae_*.pth
20241104-12:06:43 epoch_duration 2min46s next_finish 12:09:30
20241104-12:06:43 wrote state.pth
20241104-12:06:43 --- epoch 1537 ----------------------------------------
20241104-12:06:43 current_test_accuracies 0.9432 0.9128 0.9432 0.8876 0.9420
20241104-12:06:43 nb_c_quizzes 40055
20241104-12:06:43 weakest_accuracies [0.8876, 0.9128]
20241104-12:06:43 dummy_rand tensor([0.7759])
20241104-12:06:43 dummy_rand tensor([0.9316])
20241104-12:06:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:06:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:09:15 train_loss 1537 model 1 0.034118106842041016
20241104-12:09:15 train_loss 1537 model 3 0.03514644241333008
20241104-12:09:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:09:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:09:17 test_loss 1537 model 3 0.027659912109375
20241104-12:09:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:09:17 test_loss 1537 model 1 0.028589706420898437
20241104-12:09:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:09:20 test_accuracy 1537 model 3 nb_correct 2278 / 2500 (91.12%)
20241104-12:09:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:09:20 test_accuracy 1537 model 1 nb_correct 2282 / 2500 (91.28%)
20241104-12:09:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:09:29 wrote ae_*.pth
20241104-12:09:29 epoch_duration 2min46s next_finish 12:12:16
20241104-12:09:29 wrote state.pth
20241104-12:09:29 --- epoch 1538 ----------------------------------------
20241104-12:09:29 current_test_accuracies 0.9432 0.9128 0.9432 0.9112 0.9420
20241104-12:09:29 nb_c_quizzes 40055
20241104-12:09:29 weakest_accuracies [0.9112, 0.9128]
20241104-12:09:29 dummy_rand tensor([0.7170])
20241104-12:09:29 dummy_rand tensor([0.4324])
20241104-12:09:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:09:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:12:01 train_loss 1538 model 3 0.03571306800842285
20241104-12:12:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:12:01 train_loss 1538 model 1 0.034364063262939455
20241104-12:12:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:12:03 test_loss 1538 model 3 0.03144195556640625
20241104-12:12:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:12:03 test_loss 1538 model 1 0.02469106674194336
20241104-12:12:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:12:06 test_accuracy 1538 model 3 nb_correct 2305 / 2500 (92.20%)
20241104-12:12:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:12:06 test_accuracy 1538 model 1 nb_correct 2227 / 2500 (89.08%)
20241104-12:12:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:12:15 wrote ae_*.pth
20241104-12:12:15 epoch_duration 2min45s next_finish 12:15:01
20241104-12:12:15 wrote state.pth
20241104-12:12:15 --- epoch 1539 ----------------------------------------
20241104-12:12:15 current_test_accuracies 0.9432 0.8908 0.9432 0.9220 0.9420
20241104-12:12:15 nb_c_quizzes 40055
20241104-12:12:15 weakest_accuracies [0.8908, 0.922]
20241104-12:12:15 dummy_rand tensor([0.7023])
20241104-12:12:15 dummy_rand tensor([0.6717])
20241104-12:12:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:12:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:14:47 train_loss 1539 model 1 0.03453140258789063
20241104-12:14:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:14:47 train_loss 1539 model 3 0.035454086303710934
20241104-12:14:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:14:49 test_loss 1539 model 1 0.030159912109375
20241104-12:14:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:14:49 test_loss 1539 model 3 0.02828765869140625
20241104-12:14:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:14:52 test_accuracy 1539 model 1 nb_correct 2227 / 2500 (89.08%)
20241104-12:14:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:14:52 test_accuracy 1539 model 3 nb_correct 2283 / 2500 (91.32%)
20241104-12:14:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:15:01 wrote ae_*.pth
20241104-12:15:01 epoch_duration 2min46s next_finish 12:17:47
20241104-12:15:01 wrote state.pth
20241104-12:15:01 --- epoch 1540 ----------------------------------------
20241104-12:15:01 current_test_accuracies 0.9432 0.8908 0.9432 0.9132 0.9420
20241104-12:15:01 nb_c_quizzes 40055
20241104-12:15:01 weakest_accuracies [0.8908, 0.9132]
20241104-12:15:01 dummy_rand tensor([0.5994])
20241104-12:15:01 dummy_rand tensor([0.8805])
20241104-12:15:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:15:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:17:33 train_loss 1540 model 3 0.03601593017578125
20241104-12:17:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:17:33 train_loss 1540 model 1 0.03430073547363281
20241104-12:17:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:17:35 test_loss 1540 model 3 0.0344805908203125
20241104-12:17:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:17:35 test_loss 1540 model 1 0.03225379943847656
20241104-12:17:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:17:38 test_accuracy 1540 model 3 nb_correct 2266 / 2500 (90.64%)
20241104-12:17:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:17:38 test_accuracy 1540 model 1 nb_correct 2303 / 2500 (92.12%)
20241104-12:17:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:17:47 wrote ae_*.pth
20241104-12:17:47 epoch_duration 2min45s next_finish 12:20:33
20241104-12:17:47 wrote state.pth
20241104-12:17:47 --- epoch 1541 ----------------------------------------
20241104-12:17:47 current_test_accuracies 0.9432 0.9212 0.9432 0.9064 0.9420
20241104-12:17:47 nb_c_quizzes 40055
20241104-12:17:47 weakest_accuracies [0.9064, 0.9212]
20241104-12:17:47 dummy_rand tensor([0.7602])
20241104-12:17:47 dummy_rand tensor([0.6522])
20241104-12:17:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:17:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:20:19 train_loss 1541 model 3 0.03539406967163086
20241104-12:20:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:20:19 train_loss 1541 model 1 0.03533673858642578
20241104-12:20:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:20:21 test_loss 1541 model 3 0.029900054931640625
20241104-12:20:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:20:21 test_loss 1541 model 1 0.0322222900390625
20241104-12:20:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:20:24 test_accuracy 1541 model 3 nb_correct 2322 / 2500 (92.88%)
20241104-12:20:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:20:24 test_accuracy 1541 model 1 nb_correct 2285 / 2500 (91.40%)
20241104-12:20:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:20:33 wrote ae_*.pth
20241104-12:20:33 epoch_duration 2min46s next_finish 12:23:19
20241104-12:20:33 wrote state.pth
20241104-12:20:33 --- epoch 1542 ----------------------------------------
20241104-12:20:33 current_test_accuracies 0.9432 0.9140 0.9432 0.9288 0.9420
20241104-12:20:33 nb_c_quizzes 40055
20241104-12:20:33 weakest_accuracies [0.914, 0.9288]
20241104-12:20:33 dummy_rand tensor([0.4177])
20241104-12:20:33 dummy_rand tensor([0.7549])
20241104-12:20:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:20:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:23:05 train_loss 1542 model 1 0.03455664443969726
20241104-12:23:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:23:05 train_loss 1542 model 3 0.03601541900634766
20241104-12:23:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:23:08 test_loss 1542 model 1 0.02811431884765625
20241104-12:23:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:23:08 test_loss 1542 model 3 0.0298297119140625
20241104-12:23:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:23:10 test_accuracy 1542 model 1 nb_correct 2253 / 2500 (90.12%)
20241104-12:23:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:23:10 test_accuracy 1542 model 3 nb_correct 2269 / 2500 (90.76%)
20241104-12:23:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:23:20 wrote ae_*.pth
20241104-12:23:20 epoch_duration 2min46s next_finish 12:26:06
20241104-12:23:20 wrote state.pth
20241104-12:23:20 --- epoch 1543 ----------------------------------------
20241104-12:23:20 current_test_accuracies 0.9432 0.9012 0.9432 0.9076 0.9420
20241104-12:23:20 nb_c_quizzes 40055
20241104-12:23:20 weakest_accuracies [0.9012, 0.9076]
20241104-12:23:20 dummy_rand tensor([0.7936])
20241104-12:23:20 dummy_rand tensor([0.3427])
20241104-12:23:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:23:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:25:52 train_loss 1543 model 1 0.03530048561096191
20241104-12:25:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:25:52 train_loss 1543 model 3 0.0358961181640625
20241104-12:25:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:25:54 test_loss 1543 model 1 0.03043731689453125
20241104-12:25:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:25:54 test_loss 1543 model 3 0.027156219482421876
20241104-12:25:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:25:56 test_accuracy 1543 model 1 nb_correct 2238 / 2500 (89.52%)
20241104-12:25:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:25:56 test_accuracy 1543 model 3 nb_correct 2278 / 2500 (91.12%)
20241104-12:25:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:26:06 wrote ae_*.pth
20241104-12:26:06 epoch_duration 2min45s next_finish 12:28:52
20241104-12:26:06 wrote state.pth
20241104-12:26:06 --- epoch 1544 ----------------------------------------
20241104-12:26:06 current_test_accuracies 0.9432 0.8952 0.9432 0.9112 0.9420
20241104-12:26:06 nb_c_quizzes 40055
20241104-12:26:06 weakest_accuracies [0.8952, 0.9112]
20241104-12:26:06 dummy_rand tensor([0.2970])
20241104-12:26:06 dummy_rand tensor([0.8704])
20241104-12:26:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:26:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:28:38 train_loss 1544 model 1 0.03444534301757812
20241104-12:28:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:28:38 train_loss 1544 model 3 0.03544434547424316
20241104-12:28:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:28:40 test_loss 1544 model 1 0.03237045288085937
20241104-12:28:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:28:40 test_loss 1544 model 3 0.027783660888671874
20241104-12:28:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:28:42 test_accuracy 1544 model 1 nb_correct 2278 / 2500 (91.12%)
20241104-12:28:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:28:42 test_accuracy 1544 model 3 nb_correct 2295 / 2500 (91.80%)
20241104-12:28:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:28:52 wrote ae_*.pth
20241104-12:28:52 epoch_duration 2min46s next_finish 12:31:38
20241104-12:28:52 wrote state.pth
20241104-12:28:52 --- epoch 1545 ----------------------------------------
20241104-12:28:52 current_test_accuracies 0.9432 0.9112 0.9432 0.9180 0.9420
20241104-12:28:52 nb_c_quizzes 40055
20241104-12:28:52 weakest_accuracies [0.9112, 0.918]
20241104-12:28:52 dummy_rand tensor([0.7356])
20241104-12:28:52 dummy_rand tensor([0.3008])
20241104-12:28:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:28:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:31:24 train_loss 1545 model 3 0.03533323669433594
20241104-12:31:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:31:24 train_loss 1545 model 1 0.034981834411621095
20241104-12:31:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:31:26 test_loss 1545 model 3 0.03235206604003906
20241104-12:31:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:31:26 test_loss 1545 model 1 0.03182802200317383
20241104-12:31:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:31:28 test_accuracy 1545 model 3 nb_correct 2220 / 2500 (88.80%)
20241104-12:31:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:31:28 test_accuracy 1545 model 1 nb_correct 2327 / 2500 (93.08%)
20241104-12:31:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:31:38 wrote ae_*.pth
20241104-12:31:38 epoch_duration 2min46s next_finish 12:34:24
20241104-12:31:38 wrote state.pth
20241104-12:31:38 --- epoch 1546 ----------------------------------------
20241104-12:31:38 current_test_accuracies 0.9432 0.9308 0.9432 0.8880 0.9420
20241104-12:31:38 nb_c_quizzes 40055
20241104-12:31:38 weakest_accuracies [0.888, 0.9308]
20241104-12:31:38 dummy_rand tensor([0.0621])
20241104-12:31:38 dummy_rand tensor([0.2271])
20241104-12:31:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:31:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:34:10 train_loss 1546 model 3 0.03562938690185547
20241104-12:34:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:34:10 train_loss 1546 model 1 0.03506758308410644
20241104-12:34:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:34:12 test_loss 1546 model 3 0.029119701385498048
20241104-12:34:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:34:12 test_loss 1546 model 1 0.027818984985351562
20241104-12:34:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:34:15 test_accuracy 1546 model 3 nb_correct 2309 / 2500 (92.36%)
20241104-12:34:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:34:15 test_accuracy 1546 model 1 nb_correct 2262 / 2500 (90.48%)
20241104-12:34:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:34:24 wrote ae_*.pth
20241104-12:34:24 epoch_duration 2min46s next_finish 12:37:10
20241104-12:34:24 wrote state.pth
20241104-12:34:24 --- epoch 1547 ----------------------------------------
20241104-12:34:24 current_test_accuracies 0.9432 0.9048 0.9432 0.9236 0.9420
20241104-12:34:24 nb_c_quizzes 40055
20241104-12:34:24 weakest_accuracies [0.9048, 0.9236]
20241104-12:34:24 dummy_rand tensor([0.3684])
20241104-12:34:24 dummy_rand tensor([0.7870])
20241104-12:34:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:34:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:36:56 train_loss 1547 model 1 0.03511187553405762
20241104-12:36:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:36:56 train_loss 1547 model 3 0.03509660148620605
20241104-12:36:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:36:58 test_loss 1547 model 1 0.03364532470703125
20241104-12:36:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:36:59 test_loss 1547 model 3 0.025818328857421875
20241104-12:36:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:37:01 test_accuracy 1547 model 1 nb_correct 2252 / 2500 (90.08%)
20241104-12:37:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:37:01 test_accuracy 1547 model 3 nb_correct 2312 / 2500 (92.48%)
20241104-12:37:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:37:11 wrote ae_*.pth
20241104-12:37:11 epoch_duration 2min46s next_finish 12:39:57
20241104-12:37:11 wrote state.pth
20241104-12:37:11 --- epoch 1548 ----------------------------------------
20241104-12:37:11 current_test_accuracies 0.9432 0.9008 0.9432 0.9248 0.9420
20241104-12:37:11 nb_c_quizzes 40055
20241104-12:37:11 weakest_accuracies [0.9008, 0.9248]
20241104-12:37:11 dummy_rand tensor([0.4188])
20241104-12:37:11 dummy_rand tensor([0.3662])
20241104-12:37:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:37:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:39:42 train_loss 1548 model 1 0.03470421981811524
20241104-12:39:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:39:42 train_loss 1548 model 3 0.035578293800354
20241104-12:39:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:39:45 test_loss 1548 model 1 0.0303094482421875
20241104-12:39:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:39:45 test_loss 1548 model 3 0.027994155883789062
20241104-12:39:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:39:47 test_accuracy 1548 model 1 nb_correct 2307 / 2500 (92.28%)
20241104-12:39:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:39:47 test_accuracy 1548 model 3 nb_correct 2288 / 2500 (91.52%)
20241104-12:39:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:39:56 wrote ae_*.pth
20241104-12:39:56 epoch_duration 2min45s next_finish 12:42:42
20241104-12:39:57 wrote state.pth
20241104-12:39:57 --- epoch 1549 ----------------------------------------
20241104-12:39:57 current_test_accuracies 0.9432 0.9228 0.9432 0.9152 0.9420
20241104-12:39:57 nb_c_quizzes 40055
20241104-12:39:57 weakest_accuracies [0.9152, 0.9228]
20241104-12:39:57 dummy_rand tensor([0.6100])
20241104-12:39:57 dummy_rand tensor([0.3137])
20241104-12:39:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:39:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:42:28 train_loss 1549 model 3 0.03539949607849121
20241104-12:42:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:42:28 train_loss 1549 model 1 0.03435770988464355
20241104-12:42:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:42:31 test_loss 1549 model 3 0.027540512084960937
20241104-12:42:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:42:31 test_loss 1549 model 1 0.0273602294921875
20241104-12:42:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:42:33 test_accuracy 1549 model 3 nb_correct 2250 / 2500 (90.00%)
20241104-12:42:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:42:33 test_accuracy 1549 model 1 nb_correct 2254 / 2500 (90.16%)
20241104-12:42:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:42:43 wrote ae_*.pth
20241104-12:42:43 epoch_duration 2min46s next_finish 12:45:29
20241104-12:42:43 wrote state.pth
20241104-12:42:43 --- epoch 1550 ----------------------------------------
20241104-12:42:43 current_test_accuracies 0.9432 0.9016 0.9432 0.9000 0.9420
20241104-12:42:43 nb_c_quizzes 40055
20241104-12:42:43 weakest_accuracies [0.9, 0.9016]
20241104-12:42:43 dummy_rand tensor([0.7167])
20241104-12:42:43 dummy_rand tensor([0.1050])
20241104-12:42:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:42:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:45:14 train_loss 1550 model 1 0.03463759994506836
20241104-12:45:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:45:14 train_loss 1550 model 3 0.03491535568237305
20241104-12:45:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:45:17 test_loss 1550 model 1 0.026973495483398436
20241104-12:45:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:45:17 test_loss 1550 model 3 0.03383529663085937
20241104-12:45:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:45:19 test_accuracy 1550 model 1 nb_correct 2308 / 2500 (92.32%)
20241104-12:45:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:45:19 test_accuracy 1550 model 3 nb_correct 2266 / 2500 (90.64%)
20241104-12:45:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:45:28 wrote ae_*.pth
20241104-12:45:28 epoch_duration 2min45s next_finish 12:48:14
20241104-12:45:29 wrote state.pth
20241104-12:45:29 --- epoch 1551 ----------------------------------------
20241104-12:45:29 current_test_accuracies 0.9432 0.9232 0.9432 0.9064 0.9420
20241104-12:45:29 nb_c_quizzes 40055
20241104-12:45:29 weakest_accuracies [0.9064, 0.9232]
20241104-12:45:29 dummy_rand tensor([0.6767])
20241104-12:45:29 dummy_rand tensor([0.5990])
20241104-12:45:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:45:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:48:00 train_loss 1551 model 3 0.035326000213623046
20241104-12:48:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:48:00 train_loss 1551 model 1 0.03509469985961914
20241104-12:48:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:48:02 test_loss 1551 model 3 0.02761627197265625
20241104-12:48:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:48:03 test_loss 1551 model 1 0.032002716064453124
20241104-12:48:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:48:05 test_accuracy 1551 model 3 nb_correct 2329 / 2500 (93.16%)
20241104-12:48:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:48:05 test_accuracy 1551 model 1 nb_correct 2344 / 2500 (93.76%)
20241104-12:48:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:48:14 wrote ae_*.pth
20241104-12:48:14 epoch_duration 2min45s next_finish 12:51:00
20241104-12:48:15 wrote state.pth
20241104-12:48:15 --- epoch 1552 ----------------------------------------
20241104-12:48:15 current_test_accuracies 0.9432 0.9376 0.9432 0.9316 0.9420
20241104-12:48:15 nb_c_quizzes 40055
20241104-12:48:15 weakest_accuracies [0.9316, 0.9376]
20241104-12:48:15 dummy_rand tensor([0.3660])
20241104-12:48:15 dummy_rand tensor([0.6510])
20241104-12:48:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:48:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:50:46 train_loss 1552 model 3 0.034793102264404296
20241104-12:50:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:50:46 train_loss 1552 model 1 0.03491289138793945
20241104-12:50:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:50:48 test_loss 1552 model 3 0.027063465118408202
20241104-12:50:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:50:48 test_loss 1552 model 1 0.029387664794921876
20241104-12:50:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:50:51 test_accuracy 1552 model 3 nb_correct 2294 / 2500 (91.76%)
20241104-12:50:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:50:51 test_accuracy 1552 model 1 nb_correct 2335 / 2500 (93.40%)
20241104-12:50:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:51:00 wrote ae_*.pth
20241104-12:51:00 epoch_duration 2min45s next_finish 12:53:46
20241104-12:51:00 wrote state.pth
20241104-12:51:00 --- epoch 1553 ----------------------------------------
20241104-12:51:00 current_test_accuracies 0.9432 0.9340 0.9432 0.9176 0.9420
20241104-12:51:00 nb_c_quizzes 40055
20241104-12:51:00 weakest_accuracies [0.9176, 0.934]
20241104-12:51:00 dummy_rand tensor([0.4250])
20241104-12:51:00 dummy_rand tensor([0.6372])
20241104-12:51:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:51:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:53:32 train_loss 1553 model 1 0.03432416343688965
20241104-12:53:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:53:32 train_loss 1553 model 3 0.03479736709594727
20241104-12:53:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:53:34 test_loss 1553 model 1 0.028099517822265625
20241104-12:53:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:53:34 test_loss 1553 model 3 0.03003692626953125
20241104-12:53:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:53:37 test_accuracy 1553 model 1 nb_correct 2310 / 2500 (92.40%)
20241104-12:53:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:53:37 test_accuracy 1553 model 3 nb_correct 2297 / 2500 (91.88%)
20241104-12:53:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:53:46 wrote ae_*.pth
20241104-12:53:46 epoch_duration 2min46s next_finish 12:56:32
20241104-12:53:47 wrote state.pth
20241104-12:53:47 --- epoch 1554 ----------------------------------------
20241104-12:53:47 current_test_accuracies 0.9432 0.9240 0.9432 0.9188 0.9420
20241104-12:53:47 nb_c_quizzes 40055
20241104-12:53:47 weakest_accuracies [0.9188, 0.924]
20241104-12:53:47 dummy_rand tensor([0.7091])
20241104-12:53:47 dummy_rand tensor([0.0358])
20241104-12:53:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:53:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:56:18 train_loss 1554 model 3 0.03525090789794922
20241104-12:56:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:56:18 train_loss 1554 model 1 0.03454635047912598
20241104-12:56:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:56:20 test_loss 1554 model 3 0.02758697509765625
20241104-12:56:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:56:21 test_loss 1554 model 1 0.028123130798339845
20241104-12:56:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:56:23 test_accuracy 1554 model 3 nb_correct 2281 / 2500 (91.24%)
20241104-12:56:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:56:23 test_accuracy 1554 model 1 nb_correct 2340 / 2500 (93.60%)
20241104-12:56:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:56:32 wrote ae_*.pth
20241104-12:56:32 epoch_duration 2min45s next_finish 12:59:18
20241104-12:56:32 wrote state.pth
20241104-12:56:32 --- epoch 1555 ----------------------------------------
20241104-12:56:32 current_test_accuracies 0.9432 0.9360 0.9432 0.9124 0.9420
20241104-12:56:32 nb_c_quizzes 40055
20241104-12:56:32 weakest_accuracies [0.9124, 0.936]
20241104-12:56:32 dummy_rand tensor([0.5832])
20241104-12:56:32 dummy_rand tensor([0.3188])
20241104-12:56:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:56:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:59:04 train_loss 1555 model 3 0.0348454704284668
20241104-12:59:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:59:04 train_loss 1555 model 1 0.03490787887573242
20241104-12:59:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:59:06 test_loss 1555 model 3 0.027622795104980467
20241104-12:59:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:59:06 test_loss 1555 model 1 0.03042884826660156
20241104-12:59:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-12:59:09 test_accuracy 1555 model 3 nb_correct 2303 / 2500 (92.12%)
20241104-12:59:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:59:09 test_accuracy 1555 model 1 nb_correct 2288 / 2500 (91.52%)
20241104-12:59:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-12:59:18 wrote ae_*.pth
20241104-12:59:18 epoch_duration 2min45s next_finish 13:02:04
20241104-12:59:18 wrote state.pth
20241104-12:59:18 --- epoch 1556 ----------------------------------------
20241104-12:59:18 current_test_accuracies 0.9432 0.9152 0.9432 0.9212 0.9420
20241104-12:59:18 nb_c_quizzes 40055
20241104-12:59:18 weakest_accuracies [0.9152, 0.9212]
20241104-12:59:18 dummy_rand tensor([0.1142])
20241104-12:59:18 dummy_rand tensor([0.0129])
20241104-12:59:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-12:59:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:01:50 train_loss 1556 model 3 0.035338464736938476
20241104-13:01:50 train_loss 1556 model 1 0.034715194702148434
20241104-13:01:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:01:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:01:52 test_loss 1556 model 3 0.032732696533203126
20241104-13:01:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:01:52 test_loss 1556 model 1 0.0304742431640625
20241104-13:01:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:01:55 test_accuracy 1556 model 3 nb_correct 2354 / 2500 (94.16%)
20241104-13:01:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:01:55 test_accuracy 1556 model 1 nb_correct 2292 / 2500 (91.68%)
20241104-13:01:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:02:04 wrote ae_*.pth
20241104-13:02:04 epoch_duration 2min46s next_finish 13:04:50
20241104-13:02:04 wrote state.pth
20241104-13:02:04 --- epoch 1557 ----------------------------------------
20241104-13:02:04 current_test_accuracies 0.9432 0.9168 0.9432 0.9416 0.9420
20241104-13:02:04 nb_c_quizzes 40055
20241104-13:02:04 weakest_accuracies [0.9168, 0.9416]
20241104-13:02:04 dummy_rand tensor([0.5473])
20241104-13:02:04 dummy_rand tensor([0.4125])
20241104-13:02:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:02:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:04:36 train_loss 1557 model 1 0.034906139373779295
20241104-13:04:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:04:36 train_loss 1557 model 3 0.03495734786987305
20241104-13:04:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:04:38 test_loss 1557 model 1 0.027360992431640627
20241104-13:04:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:04:38 test_loss 1557 model 3 0.027381591796875
20241104-13:04:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:04:41 test_accuracy 1557 model 1 nb_correct 2275 / 2500 (91.00%)
20241104-13:04:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:04:41 test_accuracy 1557 model 3 nb_correct 2264 / 2500 (90.56%)
20241104-13:04:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:04:50 wrote ae_*.pth
20241104-13:04:50 epoch_duration 2min45s next_finish 13:07:36
20241104-13:04:50 wrote state.pth
20241104-13:04:50 --- epoch 1558 ----------------------------------------
20241104-13:04:50 current_test_accuracies 0.9432 0.9100 0.9432 0.9056 0.9420
20241104-13:04:50 nb_c_quizzes 40055
20241104-13:04:50 weakest_accuracies [0.9056, 0.91]
20241104-13:04:50 dummy_rand tensor([0.8010])
20241104-13:04:50 dummy_rand tensor([0.3071])
20241104-13:04:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:04:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:07:22 train_loss 1558 model 3 0.03525418472290039
20241104-13:07:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:07:22 train_loss 1558 model 1 0.03512594604492188
20241104-13:07:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:07:24 test_loss 1558 model 3 0.027685909271240233
20241104-13:07:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:07:24 test_loss 1558 model 1 0.029037322998046875
20241104-13:07:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:07:27 test_accuracy 1558 model 3 nb_correct 2290 / 2500 (91.60%)
20241104-13:07:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:07:27 test_accuracy 1558 model 1 nb_correct 2332 / 2500 (93.28%)
20241104-13:07:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:07:36 wrote ae_*.pth
20241104-13:07:36 epoch_duration 2min46s next_finish 13:10:22
20241104-13:07:36 wrote state.pth
20241104-13:07:36 --- epoch 1559 ----------------------------------------
20241104-13:07:36 current_test_accuracies 0.9432 0.9328 0.9432 0.9160 0.9420
20241104-13:07:36 nb_c_quizzes 40055
20241104-13:07:36 weakest_accuracies [0.916, 0.9328]
20241104-13:07:36 dummy_rand tensor([0.4860])
20241104-13:07:36 dummy_rand tensor([0.1571])
20241104-13:07:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:07:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:10:08 train_loss 1559 model 3 0.03550308418273926
20241104-13:10:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:10:08 train_loss 1559 model 1 0.03419742393493652
20241104-13:10:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:10:10 test_loss 1559 model 3 0.03235374450683594
20241104-13:10:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:10:11 test_loss 1559 model 1 0.033836746215820314
20241104-13:10:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:10:13 test_accuracy 1559 model 3 nb_correct 2312 / 2500 (92.48%)
20241104-13:10:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:10:13 test_accuracy 1559 model 1 nb_correct 2298 / 2500 (91.92%)
20241104-13:10:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:10:22 wrote ae_*.pth
20241104-13:10:22 epoch_duration 2min46s next_finish 13:13:08
20241104-13:10:22 wrote state.pth
20241104-13:10:22 --- epoch 1560 ----------------------------------------
20241104-13:10:22 current_test_accuracies 0.9432 0.9192 0.9432 0.9248 0.9420
20241104-13:10:22 nb_c_quizzes 40055
20241104-13:10:22 weakest_accuracies [0.9192, 0.9248]
20241104-13:10:22 dummy_rand tensor([0.4919])
20241104-13:10:22 dummy_rand tensor([0.8250])
20241104-13:10:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:10:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:12:55 train_loss 1560 model 3 0.03515396499633789
20241104-13:12:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:12:55 train_loss 1560 model 1 0.034755084991455076
20241104-13:12:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:12:57 test_loss 1560 model 3 0.028838729858398436
20241104-13:12:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:12:57 test_loss 1560 model 1 0.030622177124023438
20241104-13:12:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:13:00 test_accuracy 1560 model 3 nb_correct 2311 / 2500 (92.44%)
20241104-13:13:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:13:00 test_accuracy 1560 model 1 nb_correct 2325 / 2500 (93.00%)
20241104-13:13:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:13:10 wrote ae_*.pth
20241104-13:13:10 epoch_duration 2min47s next_finish 13:15:57
20241104-13:13:10 wrote state.pth
20241104-13:13:10 --- epoch 1561 ----------------------------------------
20241104-13:13:10 current_test_accuracies 0.9432 0.9300 0.9432 0.9244 0.9420
20241104-13:13:10 nb_c_quizzes 40055
20241104-13:13:10 weakest_accuracies [0.9244, 0.93]
20241104-13:13:10 dummy_rand tensor([0.7080])
20241104-13:13:10 dummy_rand tensor([0.7264])
20241104-13:13:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:13:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:15:41 train_loss 1561 model 3 0.03392605781555176
20241104-13:15:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:15:41 train_loss 1561 model 1 0.033851932525634766
20241104-13:15:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:15:44 test_loss 1561 model 3 0.026339569091796876
20241104-13:15:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:15:44 test_loss 1561 model 1 0.0277886962890625
20241104-13:15:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:15:46 test_accuracy 1561 model 3 nb_correct 2277 / 2500 (91.08%)
20241104-13:15:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:15:46 test_accuracy 1561 model 1 nb_correct 2331 / 2500 (93.24%)
20241104-13:15:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:15:55 wrote ae_*.pth
20241104-13:15:55 epoch_duration 2min45s next_finish 13:18:41
20241104-13:15:56 wrote state.pth
20241104-13:15:56 --- epoch 1562 ----------------------------------------
20241104-13:15:56 current_test_accuracies 0.9432 0.9324 0.9432 0.9108 0.9420
20241104-13:15:56 nb_c_quizzes 40055
20241104-13:15:56 weakest_accuracies [0.9108, 0.9324]
20241104-13:15:56 dummy_rand tensor([0.1970])
20241104-13:15:56 dummy_rand tensor([0.1311])
20241104-13:15:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:15:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:18:27 train_loss 1562 model 1 0.03511491394042969
20241104-13:18:27 train_loss 1562 model 3 0.035069276809692386
20241104-13:18:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:18:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:18:30 test_loss 1562 model 1 0.03188369750976563
20241104-13:18:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:18:30 test_loss 1562 model 3 0.03152389526367187
20241104-13:18:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:18:32 test_accuracy 1562 model 1 nb_correct 2291 / 2500 (91.64%)
20241104-13:18:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:18:32 test_accuracy 1562 model 3 nb_correct 2258 / 2500 (90.32%)
20241104-13:18:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:18:42 wrote ae_*.pth
20241104-13:18:42 epoch_duration 2min46s next_finish 13:21:28
20241104-13:18:42 wrote state.pth
20241104-13:18:42 --- epoch 1563 ----------------------------------------
20241104-13:18:42 current_test_accuracies 0.9432 0.9164 0.9432 0.9032 0.9420
20241104-13:18:42 nb_c_quizzes 40055
20241104-13:18:42 weakest_accuracies [0.9032, 0.9164]
20241104-13:18:42 dummy_rand tensor([0.6694])
20241104-13:18:42 dummy_rand tensor([0.5842])
20241104-13:18:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:18:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:21:13 train_loss 1563 model 1 0.03391670227050781
20241104-13:21:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:21:13 train_loss 1563 model 3 0.03509747695922852
20241104-13:21:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:21:16 test_loss 1563 model 1 0.03290573120117188
20241104-13:21:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:21:16 test_loss 1563 model 3 0.03257705688476562
20241104-13:21:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:21:18 test_accuracy 1563 model 1 nb_correct 2303 / 2500 (92.12%)
20241104-13:21:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:21:18 test_accuracy 1563 model 3 nb_correct 2342 / 2500 (93.68%)
20241104-13:21:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:21:27 wrote ae_*.pth
20241104-13:21:27 epoch_duration 2min45s next_finish 13:24:13
20241104-13:21:28 wrote state.pth
20241104-13:21:28 --- epoch 1564 ----------------------------------------
20241104-13:21:28 current_test_accuracies 0.9432 0.9212 0.9432 0.9368 0.9420
20241104-13:21:28 nb_c_quizzes 40055
20241104-13:21:28 weakest_accuracies [0.9212, 0.9368]
20241104-13:21:28 dummy_rand tensor([0.4436])
20241104-13:21:28 dummy_rand tensor([0.8935])
20241104-13:21:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:21:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:23:59 train_loss 1564 model 1 0.03480166816711426
20241104-13:23:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:23:59 train_loss 1564 model 3 0.034832530975341794
20241104-13:23:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:24:02 test_loss 1564 model 1 0.025765733718872072
20241104-13:24:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:24:02 test_loss 1564 model 3 0.029302959442138673
20241104-13:24:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:24:04 test_accuracy 1564 model 1 nb_correct 2338 / 2500 (93.52%)
20241104-13:24:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:24:04 test_accuracy 1564 model 3 nb_correct 2264 / 2500 (90.56%)
20241104-13:24:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:24:14 wrote ae_*.pth
20241104-13:24:14 epoch_duration 2min46s next_finish 13:27:00
20241104-13:24:14 wrote state.pth
20241104-13:24:14 --- epoch 1565 ----------------------------------------
20241104-13:24:14 current_test_accuracies 0.9432 0.9352 0.9432 0.9056 0.9420
20241104-13:24:14 nb_c_quizzes 40055
20241104-13:24:14 weakest_accuracies [0.9056, 0.9352]
20241104-13:24:14 dummy_rand tensor([0.8724])
20241104-13:24:14 dummy_rand tensor([0.5543])
20241104-13:24:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:24:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:26:45 train_loss 1565 model 3 0.03605012321472168
20241104-13:26:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:26:46 train_loss 1565 model 1 0.03378430938720703
20241104-13:26:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:26:48 test_loss 1565 model 3 0.027040176391601563
20241104-13:26:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:26:48 test_loss 1565 model 1 0.0276568603515625
20241104-13:26:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:26:50 test_accuracy 1565 model 3 nb_correct 2290 / 2500 (91.60%)
20241104-13:26:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:26:50 test_accuracy 1565 model 1 nb_correct 2336 / 2500 (93.44%)
20241104-13:26:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:26:59 wrote ae_*.pth
20241104-13:26:59 epoch_duration 2min45s next_finish 13:29:45
20241104-13:27:00 wrote state.pth
20241104-13:27:00 --- epoch 1566 ----------------------------------------
20241104-13:27:00 current_test_accuracies 0.9432 0.9344 0.9432 0.9160 0.9420
20241104-13:27:00 nb_c_quizzes 40055
20241104-13:27:00 weakest_accuracies [0.916, 0.9344]
20241104-13:27:00 dummy_rand tensor([0.1994])
20241104-13:27:00 dummy_rand tensor([0.2781])
20241104-13:27:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:27:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:29:31 train_loss 1566 model 3 0.03465361976623535
20241104-13:29:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:29:31 train_loss 1566 model 1 0.03535577774047852
20241104-13:29:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:29:34 test_loss 1566 model 3 0.03037200927734375
20241104-13:29:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:29:34 test_loss 1566 model 1 0.03119110107421875
20241104-13:29:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:29:36 test_accuracy 1566 model 3 nb_correct 2246 / 2500 (89.84%)
20241104-13:29:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:29:36 test_accuracy 1566 model 1 nb_correct 2337 / 2500 (93.48%)
20241104-13:29:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:29:45 wrote ae_*.pth
20241104-13:29:45 epoch_duration 2min45s next_finish 13:32:31
20241104-13:29:46 wrote state.pth
20241104-13:29:46 --- epoch 1567 ----------------------------------------
20241104-13:29:46 current_test_accuracies 0.9432 0.9348 0.9432 0.8984 0.9420
20241104-13:29:46 nb_c_quizzes 40055
20241104-13:29:46 weakest_accuracies [0.8984, 0.9348]
20241104-13:29:46 dummy_rand tensor([0.4102])
20241104-13:29:46 dummy_rand tensor([0.6652])
20241104-13:29:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:29:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:32:17 train_loss 1567 model 3 0.034529199600219725
20241104-13:32:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:32:18 train_loss 1567 model 1 0.03422825241088867
20241104-13:32:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:32:20 test_loss 1567 model 3 0.0290252685546875
20241104-13:32:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:32:20 test_loss 1567 model 1 0.030475082397460936
20241104-13:32:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:32:22 test_accuracy 1567 model 3 nb_correct 2330 / 2500 (93.20%)
20241104-13:32:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:32:22 test_accuracy 1567 model 1 nb_correct 2331 / 2500 (93.24%)
20241104-13:32:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:32:32 wrote ae_*.pth
20241104-13:32:32 epoch_duration 2min46s next_finish 13:35:18
20241104-13:32:32 wrote state.pth
20241104-13:32:32 --- epoch 1568 ----------------------------------------
20241104-13:32:32 current_test_accuracies 0.9432 0.9324 0.9432 0.9320 0.9420
20241104-13:32:32 nb_c_quizzes 40055
20241104-13:32:32 weakest_accuracies [0.932, 0.9324]
20241104-13:32:32 dummy_rand tensor([0.8075])
20241104-13:32:32 dummy_rand tensor([0.6423])
20241104-13:32:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:32:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:35:04 train_loss 1568 model 1 0.034677970886230466
20241104-13:35:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:35:04 train_loss 1568 model 3 0.03474382019042969
20241104-13:35:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:35:06 test_loss 1568 model 1 0.032027587890625
20241104-13:35:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:35:07 test_loss 1568 model 3 0.028638763427734373
20241104-13:35:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:35:09 test_accuracy 1568 model 1 nb_correct 2348 / 2500 (93.92%)
20241104-13:35:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:35:09 test_accuracy 1568 model 3 nb_correct 2283 / 2500 (91.32%)
20241104-13:35:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:35:19 wrote ae_*.pth
20241104-13:35:19 epoch_duration 2min46s next_finish 13:38:05
20241104-13:35:19 wrote state.pth
20241104-13:35:19 --- epoch 1569 ----------------------------------------
20241104-13:35:19 current_test_accuracies 0.9432 0.9392 0.9432 0.9132 0.9420
20241104-13:35:19 nb_c_quizzes 40055
20241104-13:35:19 weakest_accuracies [0.9132, 0.9392]
20241104-13:35:19 dummy_rand tensor([0.3148])
20241104-13:35:19 dummy_rand tensor([0.4340])
20241104-13:35:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:35:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:37:51 train_loss 1569 model 3 0.035453136444091794
20241104-13:37:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:37:51 train_loss 1569 model 1 0.033673547744750974
20241104-13:37:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:37:53 test_loss 1569 model 3 0.0289117431640625
20241104-13:37:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:37:53 test_loss 1569 model 1 0.029704265594482422
20241104-13:37:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:37:55 test_accuracy 1569 model 3 nb_correct 2360 / 2500 (94.40%)
20241104-13:37:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:37:55 test_accuracy 1569 model 1 nb_correct 2329 / 2500 (93.16%)
20241104-13:37:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:38:05 wrote ae_*.pth
20241104-13:38:05 epoch_duration 2min46s next_finish 13:40:51
20241104-13:38:05 wrote state.pth
20241104-13:38:05 --- epoch 1570 ----------------------------------------
20241104-13:38:05 current_test_accuracies 0.9432 0.9316 0.9432 0.9440 0.9420
20241104-13:38:05 nb_c_quizzes 40055
20241104-13:38:05 weakest_accuracies [0.9316, 0.942]
20241104-13:38:05 dummy_rand tensor([0.5624])
20241104-13:38:05 dummy_rand tensor([0.5594])
20241104-13:38:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:38:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:40:37 train_loss 1570 model 1 0.03496682357788086
20241104-13:40:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:40:37 train_loss 1570 model 4 0.03431702995300293
20241104-13:40:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:40:39 test_loss 1570 model 1 0.03195205688476563
20241104-13:40:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:40:39 test_loss 1570 model 4 0.03189537048339844
20241104-13:40:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:40:41 test_accuracy 1570 model 1 nb_correct 2304 / 2500 (92.16%)
20241104-13:40:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:40:41 test_accuracy 1570 model 4 nb_correct 2269 / 2500 (90.76%)
20241104-13:40:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:40:51 wrote ae_*.pth
20241104-13:40:51 epoch_duration 2min46s next_finish 13:43:37
20241104-13:40:51 wrote state.pth
20241104-13:40:51 --- epoch 1571 ----------------------------------------
20241104-13:40:51 current_test_accuracies 0.9432 0.9216 0.9432 0.9440 0.9076
20241104-13:40:51 nb_c_quizzes 40055
20241104-13:40:51 weakest_accuracies [0.9076, 0.9216]
20241104-13:40:51 dummy_rand tensor([0.0223])
20241104-13:40:51 dummy_rand tensor([0.0378])
20241104-13:40:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:40:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:43:23 train_loss 1571 model 4 0.03524844741821289
20241104-13:43:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:43:23 train_loss 1571 model 1 0.034377601623535155
20241104-13:43:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:43:25 test_loss 1571 model 4 0.030325088500976562
20241104-13:43:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:43:25 test_loss 1571 model 1 0.02652801513671875
20241104-13:43:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:43:28 test_accuracy 1571 model 4 nb_correct 2302 / 2500 (92.08%)
20241104-13:43:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:43:28 test_accuracy 1571 model 1 nb_correct 2302 / 2500 (92.08%)
20241104-13:43:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:43:37 wrote ae_*.pth
20241104-13:43:37 epoch_duration 2min46s next_finish 13:46:23
20241104-13:43:37 wrote state.pth
20241104-13:43:37 --- epoch 1572 ----------------------------------------
20241104-13:43:37 current_test_accuracies 0.9432 0.9208 0.9432 0.9440 0.9208
20241104-13:43:37 nb_c_quizzes 40055
20241104-13:43:37 weakest_accuracies [0.9208, 0.9208]
20241104-13:43:37 dummy_rand tensor([0.6562])
20241104-13:43:37 dummy_rand tensor([0.7432])
20241104-13:43:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:43:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:46:09 train_loss 1572 model 4 0.03471181106567383
20241104-13:46:09 train_loss 1572 model 1 0.03503328132629394
20241104-13:46:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:46:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:46:11 test_loss 1572 model 4 0.029199371337890623
20241104-13:46:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:46:11 test_loss 1572 model 1 0.027984199523925782
20241104-13:46:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:46:14 test_accuracy 1572 model 4 nb_correct 2237 / 2500 (89.48%)
20241104-13:46:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:46:14 test_accuracy 1572 model 1 nb_correct 2275 / 2500 (91.00%)
20241104-13:46:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:46:23 wrote ae_*.pth
20241104-13:46:23 epoch_duration 2min46s next_finish 13:49:10
20241104-13:46:24 wrote state.pth
20241104-13:46:24 --- epoch 1573 ----------------------------------------
20241104-13:46:24 current_test_accuracies 0.9432 0.9100 0.9432 0.9440 0.8948
20241104-13:46:24 nb_c_quizzes 40055
20241104-13:46:24 weakest_accuracies [0.8948, 0.91]
20241104-13:46:24 dummy_rand tensor([0.2404])
20241104-13:46:24 dummy_rand tensor([0.1738])
20241104-13:46:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:46:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:48:55 train_loss 1573 model 4 0.035366714477539064
20241104-13:48:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:48:55 train_loss 1573 model 1 0.03518476676940918
20241104-13:48:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:48:58 test_loss 1573 model 4 0.031473731994628905
20241104-13:48:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:48:58 test_loss 1573 model 1 0.028840484619140624
20241104-13:48:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:49:00 test_accuracy 1573 model 4 nb_correct 2299 / 2500 (91.96%)
20241104-13:49:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:49:00 test_accuracy 1573 model 1 nb_correct 2321 / 2500 (92.84%)
20241104-13:49:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:49:10 wrote ae_*.pth
20241104-13:49:10 epoch_duration 2min46s next_finish 13:51:56
20241104-13:49:10 wrote state.pth
20241104-13:49:10 --- epoch 1574 ----------------------------------------
20241104-13:49:10 current_test_accuracies 0.9432 0.9284 0.9432 0.9440 0.9196
20241104-13:49:10 nb_c_quizzes 40055
20241104-13:49:10 weakest_accuracies [0.9196, 0.9284]
20241104-13:49:10 dummy_rand tensor([0.0988])
20241104-13:49:10 dummy_rand tensor([0.0742])
20241104-13:49:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:49:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:51:41 train_loss 1574 model 4 0.035629133224487304
20241104-13:51:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:51:41 train_loss 1574 model 1 0.03434275436401367
20241104-13:51:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:51:43 test_loss 1574 model 4 0.029769554138183593
20241104-13:51:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:51:44 test_loss 1574 model 1 0.027454986572265624
20241104-13:51:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:51:46 test_accuracy 1574 model 4 nb_correct 2274 / 2500 (90.96%)
20241104-13:51:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:51:46 test_accuracy 1574 model 1 nb_correct 2283 / 2500 (91.32%)
20241104-13:51:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:51:55 wrote ae_*.pth
20241104-13:51:55 epoch_duration 2min45s next_finish 13:54:41
20241104-13:51:55 wrote state.pth
20241104-13:51:55 --- epoch 1575 ----------------------------------------
20241104-13:51:55 current_test_accuracies 0.9432 0.9132 0.9432 0.9440 0.9096
20241104-13:51:55 nb_c_quizzes 40055
20241104-13:51:55 weakest_accuracies [0.9096, 0.9132]
20241104-13:51:55 dummy_rand tensor([0.6984])
20241104-13:51:55 dummy_rand tensor([0.4756])
20241104-13:51:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:51:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:54:27 train_loss 1575 model 4 0.03551957130432129
20241104-13:54:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:54:27 train_loss 1575 model 1 0.03446580505371094
20241104-13:54:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:54:29 test_loss 1575 model 4 0.02849212646484375
20241104-13:54:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:54:29 test_loss 1575 model 1 0.03159751892089844
20241104-13:54:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:54:32 test_accuracy 1575 model 4 nb_correct 2211 / 2500 (88.44%)
20241104-13:54:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:54:32 test_accuracy 1575 model 1 nb_correct 2361 / 2500 (94.44%)
20241104-13:54:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:54:41 wrote ae_*.pth
20241104-13:54:41 epoch_duration 2min45s next_finish 13:57:27
20241104-13:54:41 wrote state.pth
20241104-13:54:41 --- epoch 1576 ----------------------------------------
20241104-13:54:41 current_test_accuracies 0.9432 0.9444 0.9432 0.9440 0.8844
20241104-13:54:41 nb_c_quizzes 40055
20241104-13:54:41 weakest_accuracies [0.8844, 0.9432]
20241104-13:54:41 dummy_rand tensor([0.4361])
20241104-13:54:41 dummy_rand tensor([0.2450])
20241104-13:54:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:54:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:57:13 train_loss 1576 model 4 0.03598050689697266
20241104-13:57:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:57:13 train_loss 1576 model 0 0.0351152572631836
20241104-13:57:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:57:15 test_loss 1576 model 4 0.028653621673583984
20241104-13:57:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:57:15 test_loss 1576 model 0 0.026703929901123045
20241104-13:57:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-13:57:18 test_accuracy 1576 model 4 nb_correct 2263 / 2500 (90.52%)
20241104-13:57:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:57:18 test_accuracy 1576 model 0 nb_correct 2250 / 2500 (90.00%)
20241104-13:57:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-13:57:27 wrote ae_*.pth
20241104-13:57:27 epoch_duration 2min46s next_finish 14:00:13
20241104-13:57:27 wrote state.pth
20241104-13:57:27 --- epoch 1577 ----------------------------------------
20241104-13:57:27 current_test_accuracies 0.9000 0.9444 0.9432 0.9440 0.9052
20241104-13:57:27 nb_c_quizzes 40055
20241104-13:57:27 weakest_accuracies [0.9, 0.9052]
20241104-13:57:27 dummy_rand tensor([0.0418])
20241104-13:57:27 dummy_rand tensor([0.6788])
20241104-13:57:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:57:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-13:59:59 train_loss 1577 model 0 0.03462619972229004
20241104-13:59:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:00:00 train_loss 1577 model 4 0.035237693786621095
20241104-14:00:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:00:02 test_loss 1577 model 0 0.02478302001953125
20241104-14:00:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:00:02 test_loss 1577 model 4 0.02949241638183594
20241104-14:00:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:00:04 test_accuracy 1577 model 0 nb_correct 2270 / 2500 (90.80%)
20241104-14:00:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:00:04 test_accuracy 1577 model 4 nb_correct 2321 / 2500 (92.84%)
20241104-14:00:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:00:13 wrote ae_*.pth
20241104-14:00:13 epoch_duration 2min46s next_finish 14:03:00
20241104-14:00:14 wrote state.pth
20241104-14:00:14 --- epoch 1578 ----------------------------------------
20241104-14:00:14 current_test_accuracies 0.9080 0.9444 0.9432 0.9440 0.9284
20241104-14:00:14 nb_c_quizzes 40055
20241104-14:00:14 weakest_accuracies [0.908, 0.9284]
20241104-14:00:14 dummy_rand tensor([0.4560])
20241104-14:00:14 dummy_rand tensor([0.1572])
20241104-14:00:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:00:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:02:45 train_loss 1578 model 4 0.03522237396240235
20241104-14:02:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:02:46 train_loss 1578 model 0 0.03493319320678711
20241104-14:02:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:02:48 test_loss 1578 model 4 0.0318026351928711
20241104-14:02:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:02:48 test_loss 1578 model 0 0.026418485641479493
20241104-14:02:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:02:50 test_accuracy 1578 model 4 nb_correct 2241 / 2500 (89.64%)
20241104-14:02:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:02:50 test_accuracy 1578 model 0 nb_correct 2252 / 2500 (90.08%)
20241104-14:02:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:03:00 wrote ae_*.pth
20241104-14:03:00 epoch_duration 2min46s next_finish 14:05:46
20241104-14:03:00 wrote state.pth
20241104-14:03:00 --- epoch 1579 ----------------------------------------
20241104-14:03:00 current_test_accuracies 0.9008 0.9444 0.9432 0.9440 0.8964
20241104-14:03:00 nb_c_quizzes 40055
20241104-14:03:00 weakest_accuracies [0.8964, 0.9008]
20241104-14:03:00 dummy_rand tensor([0.8490])
20241104-14:03:00 dummy_rand tensor([0.3541])
20241104-14:03:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:03:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:05:32 train_loss 1579 model 4 0.0354221076965332
20241104-14:05:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:05:32 train_loss 1579 model 0 0.034742019653320313
20241104-14:05:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:05:34 test_loss 1579 model 4 0.029057388305664063
20241104-14:05:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:05:34 test_loss 1579 model 0 0.026024246215820314
20241104-14:05:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:05:37 test_accuracy 1579 model 4 nb_correct 2311 / 2500 (92.44%)
20241104-14:05:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:05:37 test_accuracy 1579 model 0 nb_correct 2280 / 2500 (91.20%)
20241104-14:05:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:05:46 wrote ae_*.pth
20241104-14:05:46 epoch_duration 2min46s next_finish 14:08:32
20241104-14:05:46 wrote state.pth
20241104-14:05:46 --- epoch 1580 ----------------------------------------
20241104-14:05:46 current_test_accuracies 0.9120 0.9444 0.9432 0.9440 0.9244
20241104-14:05:46 nb_c_quizzes 40055
20241104-14:05:46 weakest_accuracies [0.912, 0.9244]
20241104-14:05:46 dummy_rand tensor([0.3705])
20241104-14:05:46 dummy_rand tensor([0.7469])
20241104-14:05:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:05:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:08:18 train_loss 1580 model 4 0.034961395263671875
20241104-14:08:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:08:18 train_loss 1580 model 0 0.034310001373291016
20241104-14:08:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:08:20 test_loss 1580 model 4 0.03115234375
20241104-14:08:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:08:20 test_loss 1580 model 0 0.028377685546875
20241104-14:08:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:08:23 test_accuracy 1580 model 4 nb_correct 2319 / 2500 (92.76%)
20241104-14:08:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:08:23 test_accuracy 1580 model 0 nb_correct 2247 / 2500 (89.88%)
20241104-14:08:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:08:32 wrote ae_*.pth
20241104-14:08:32 epoch_duration 2min45s next_finish 14:11:18
20241104-14:08:32 wrote state.pth
20241104-14:08:32 --- epoch 1581 ----------------------------------------
20241104-14:08:32 current_test_accuracies 0.8988 0.9444 0.9432 0.9440 0.9276
20241104-14:08:32 nb_c_quizzes 40055
20241104-14:08:32 weakest_accuracies [0.8988, 0.9276]
20241104-14:08:32 dummy_rand tensor([0.0782])
20241104-14:08:32 dummy_rand tensor([0.4604])
20241104-14:08:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:08:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:11:04 train_loss 1581 model 4 0.03529746437072754
20241104-14:11:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:11:04 train_loss 1581 model 0 0.03575181770324707
20241104-14:11:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:11:06 test_loss 1581 model 4 0.033348159790039064
20241104-14:11:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:11:06 test_loss 1581 model 0 0.03082836151123047
20241104-14:11:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:11:08 test_accuracy 1581 model 4 nb_correct 2277 / 2500 (91.08%)
20241104-14:11:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:11:08 test_accuracy 1581 model 0 nb_correct 2306 / 2500 (92.24%)
20241104-14:11:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:11:18 wrote ae_*.pth
20241104-14:11:18 epoch_duration 2min46s next_finish 14:14:04
20241104-14:11:18 wrote state.pth
20241104-14:11:18 --- epoch 1582 ----------------------------------------
20241104-14:11:18 current_test_accuracies 0.9224 0.9444 0.9432 0.9440 0.9108
20241104-14:11:18 nb_c_quizzes 40055
20241104-14:11:18 weakest_accuracies [0.9108, 0.9224]
20241104-14:11:18 dummy_rand tensor([0.9992])
20241104-14:11:18 dummy_rand tensor([0.1195])
20241104-14:11:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:11:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:13:50 train_loss 1582 model 4 0.03463429641723633
20241104-14:13:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:13:50 train_loss 1582 model 0 0.03435679626464844
20241104-14:13:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:13:53 test_loss 1582 model 4 0.033104267120361325
20241104-14:13:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:13:53 test_loss 1582 model 0 0.030998306274414064
20241104-14:13:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:13:55 test_accuracy 1582 model 4 nb_correct 2320 / 2500 (92.80%)
20241104-14:13:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:13:55 test_accuracy 1582 model 0 nb_correct 2302 / 2500 (92.08%)
20241104-14:13:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:14:04 wrote ae_*.pth
20241104-14:14:04 epoch_duration 2min46s next_finish 14:16:51
20241104-14:14:05 wrote state.pth
20241104-14:14:05 --- epoch 1583 ----------------------------------------
20241104-14:14:05 current_test_accuracies 0.9208 0.9444 0.9432 0.9440 0.9280
20241104-14:14:05 nb_c_quizzes 40055
20241104-14:14:05 weakest_accuracies [0.9208, 0.928]
20241104-14:14:05 dummy_rand tensor([0.0979])
20241104-14:14:05 dummy_rand tensor([0.1528])
20241104-14:14:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:14:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:16:37 train_loss 1583 model 0 0.03555147933959961
20241104-14:16:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:16:37 train_loss 1583 model 4 0.035226959228515625
20241104-14:16:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:16:39 test_loss 1583 model 0 0.027223434448242188
20241104-14:16:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:16:39 test_loss 1583 model 4 0.02566638946533203
20241104-14:16:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:16:41 test_accuracy 1583 model 0 nb_correct 2319 / 2500 (92.76%)
20241104-14:16:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:16:41 test_accuracy 1583 model 4 nb_correct 2290 / 2500 (91.60%)
20241104-14:16:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:16:51 wrote ae_*.pth
20241104-14:16:51 epoch_duration 2min46s next_finish 14:19:37
20241104-14:16:51 wrote state.pth
20241104-14:16:51 --- epoch 1584 ----------------------------------------
20241104-14:16:51 current_test_accuracies 0.9276 0.9444 0.9432 0.9440 0.9160
20241104-14:16:51 nb_c_quizzes 40055
20241104-14:16:51 weakest_accuracies [0.916, 0.9276]
20241104-14:16:51 dummy_rand tensor([0.1470])
20241104-14:16:51 dummy_rand tensor([0.6392])
20241104-14:16:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:16:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:19:23 train_loss 1584 model 4 0.03488753509521485
20241104-14:19:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:19:23 train_loss 1584 model 0 0.035986209869384764
20241104-14:19:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:19:25 test_loss 1584 model 4 0.029178390502929686
20241104-14:19:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:19:25 test_loss 1584 model 0 0.026186485290527344
20241104-14:19:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:19:27 test_accuracy 1584 model 4 nb_correct 2252 / 2500 (90.08%)
20241104-14:19:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:19:28 test_accuracy 1584 model 0 nb_correct 2280 / 2500 (91.20%)
20241104-14:19:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:19:37 wrote ae_*.pth
20241104-14:19:37 epoch_duration 2min46s next_finish 14:22:23
20241104-14:19:37 wrote state.pth
20241104-14:19:37 --- epoch 1585 ----------------------------------------
20241104-14:19:37 current_test_accuracies 0.9120 0.9444 0.9432 0.9440 0.9008
20241104-14:19:37 nb_c_quizzes 40055
20241104-14:19:37 weakest_accuracies [0.9008, 0.912]
20241104-14:19:37 dummy_rand tensor([0.1593])
20241104-14:19:37 dummy_rand tensor([0.3578])
20241104-14:19:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:19:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:22:09 train_loss 1585 model 4 0.03524151611328125
20241104-14:22:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:22:09 train_loss 1585 model 0 0.035880908966064454
20241104-14:22:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:22:11 test_loss 1585 model 4 0.02875236511230469
20241104-14:22:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:22:11 test_loss 1585 model 0 0.029564971923828124
20241104-14:22:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:22:14 test_accuracy 1585 model 4 nb_correct 2349 / 2500 (93.96%)
20241104-14:22:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:22:14 test_accuracy 1585 model 0 nb_correct 2300 / 2500 (92.00%)
20241104-14:22:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:22:23 wrote ae_*.pth
20241104-14:22:23 epoch_duration 2min46s next_finish 14:25:09
20241104-14:22:23 wrote state.pth
20241104-14:22:23 --- epoch 1586 ----------------------------------------
20241104-14:22:23 current_test_accuracies 0.9200 0.9444 0.9432 0.9440 0.9396
20241104-14:22:23 nb_c_quizzes 40055
20241104-14:22:23 weakest_accuracies [0.92, 0.9396]
20241104-14:22:23 dummy_rand tensor([0.4047])
20241104-14:22:23 dummy_rand tensor([0.4500])
20241104-14:22:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:22:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:24:56 train_loss 1586 model 0 0.035533864974975585
20241104-14:24:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:24:56 train_loss 1586 model 4 0.03486473083496094
20241104-14:24:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:24:58 test_loss 1586 model 0 0.0275408935546875
20241104-14:24:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:24:58 test_loss 1586 model 4 0.02808502197265625
20241104-14:24:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:25:00 test_accuracy 1586 model 0 nb_correct 2283 / 2500 (91.32%)
20241104-14:25:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:25:00 test_accuracy 1586 model 4 nb_correct 2326 / 2500 (93.04%)
20241104-14:25:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:25:10 wrote ae_*.pth
20241104-14:25:10 epoch_duration 2min46s next_finish 14:27:56
20241104-14:25:10 wrote state.pth
20241104-14:25:10 --- epoch 1587 ----------------------------------------
20241104-14:25:10 current_test_accuracies 0.9132 0.9444 0.9432 0.9440 0.9304
20241104-14:25:10 nb_c_quizzes 40055
20241104-14:25:10 weakest_accuracies [0.9132, 0.9304]
20241104-14:25:10 dummy_rand tensor([0.9728])
20241104-14:25:10 dummy_rand tensor([0.4615])
20241104-14:25:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:25:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:27:42 train_loss 1587 model 4 0.03495183944702149
20241104-14:27:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:27:42 train_loss 1587 model 0 0.035206470489501956
20241104-14:27:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:27:44 test_loss 1587 model 4 0.03028495788574219
20241104-14:27:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:27:44 test_loss 1587 model 0 0.027470779418945313
20241104-14:27:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:27:47 test_accuracy 1587 model 4 nb_correct 2268 / 2500 (90.72%)
20241104-14:27:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:27:47 test_accuracy 1587 model 0 nb_correct 2288 / 2500 (91.52%)
20241104-14:27:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:27:56 wrote ae_*.pth
20241104-14:27:56 epoch_duration 2min46s next_finish 14:30:43
20241104-14:27:56 wrote state.pth
20241104-14:27:56 --- epoch 1588 ----------------------------------------
20241104-14:27:56 current_test_accuracies 0.9152 0.9444 0.9432 0.9440 0.9072
20241104-14:27:56 nb_c_quizzes 40055
20241104-14:27:56 weakest_accuracies [0.9072, 0.9152]
20241104-14:27:56 dummy_rand tensor([0.5253])
20241104-14:27:56 dummy_rand tensor([0.9836])
20241104-14:27:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:27:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:30:28 train_loss 1588 model 4 0.03474855613708496
20241104-14:30:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:30:29 train_loss 1588 model 0 0.035056432723999026
20241104-14:30:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:30:31 test_loss 1588 model 4 0.027837371826171874
20241104-14:30:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:30:31 test_loss 1588 model 0 0.033272895812988285
20241104-14:30:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:30:33 test_accuracy 1588 model 4 nb_correct 2351 / 2500 (94.04%)
20241104-14:30:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:30:33 test_accuracy 1588 model 0 nb_correct 2243 / 2500 (89.72%)
20241104-14:30:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:30:43 wrote ae_*.pth
20241104-14:30:43 epoch_duration 2min46s next_finish 14:33:29
20241104-14:30:43 wrote state.pth
20241104-14:30:43 --- epoch 1589 ----------------------------------------
20241104-14:30:43 current_test_accuracies 0.8972 0.9444 0.9432 0.9440 0.9404
20241104-14:30:43 nb_c_quizzes 40055
20241104-14:30:43 weakest_accuracies [0.8972, 0.9404]
20241104-14:30:43 dummy_rand tensor([0.9782])
20241104-14:30:43 dummy_rand tensor([0.2899])
20241104-14:30:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:30:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:33:15 train_loss 1589 model 0 0.03417338562011719
20241104-14:33:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:33:15 train_loss 1589 model 4 0.03481985092163086
20241104-14:33:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:33:17 test_loss 1589 model 0 0.028436431884765623
20241104-14:33:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:33:17 test_loss 1589 model 4 0.03252395629882812
20241104-14:33:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:33:19 test_accuracy 1589 model 0 nb_correct 2340 / 2500 (93.60%)
20241104-14:33:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:33:19 test_accuracy 1589 model 4 nb_correct 2313 / 2500 (92.52%)
20241104-14:33:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:33:29 wrote ae_*.pth
20241104-14:33:29 epoch_duration 2min46s next_finish 14:36:15
20241104-14:33:29 wrote state.pth
20241104-14:33:29 --- epoch 1590 ----------------------------------------
20241104-14:33:29 current_test_accuracies 0.9360 0.9444 0.9432 0.9440 0.9252
20241104-14:33:29 nb_c_quizzes 40055
20241104-14:33:29 weakest_accuracies [0.9252, 0.936]
20241104-14:33:29 dummy_rand tensor([0.1755])
20241104-14:33:29 dummy_rand tensor([0.7640])
20241104-14:33:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:33:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:36:01 train_loss 1590 model 4 0.03489792442321777
20241104-14:36:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:36:01 train_loss 1590 model 0 0.035435656547546386
20241104-14:36:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:36:04 test_loss 1590 model 4 0.025214385986328126
20241104-14:36:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:36:04 test_loss 1590 model 0 0.025779838562011718
20241104-14:36:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:36:06 test_accuracy 1590 model 4 nb_correct 2279 / 2500 (91.16%)
20241104-14:36:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:36:06 test_accuracy 1590 model 0 nb_correct 2289 / 2500 (91.56%)
20241104-14:36:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:36:15 wrote ae_*.pth
20241104-14:36:15 epoch_duration 2min46s next_finish 14:39:02
20241104-14:36:16 wrote state.pth
20241104-14:36:16 --- epoch 1591 ----------------------------------------
20241104-14:36:16 current_test_accuracies 0.9156 0.9444 0.9432 0.9440 0.9116
20241104-14:36:16 nb_c_quizzes 40055
20241104-14:36:16 weakest_accuracies [0.9116, 0.9156]
20241104-14:36:16 dummy_rand tensor([0.9013])
20241104-14:36:16 dummy_rand tensor([0.7452])
20241104-14:36:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:36:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:38:47 train_loss 1591 model 4 0.034847824096679685
20241104-14:38:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:38:47 train_loss 1591 model 0 0.03392042541503906
20241104-14:38:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:38:50 test_loss 1591 model 4 0.0339117431640625
20241104-14:38:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:38:50 test_loss 1591 model 0 0.029590301513671875
20241104-14:38:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:38:52 test_accuracy 1591 model 4 nb_correct 2279 / 2500 (91.16%)
20241104-14:38:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:38:52 test_accuracy 1591 model 0 nb_correct 2255 / 2500 (90.20%)
20241104-14:38:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:39:01 wrote ae_*.pth
20241104-14:39:01 epoch_duration 2min46s next_finish 14:41:48
20241104-14:39:02 wrote state.pth
20241104-14:39:02 --- epoch 1592 ----------------------------------------
20241104-14:39:02 current_test_accuracies 0.9020 0.9444 0.9432 0.9440 0.9116
20241104-14:39:02 nb_c_quizzes 40055
20241104-14:39:02 weakest_accuracies [0.902, 0.9116]
20241104-14:39:02 dummy_rand tensor([0.6798])
20241104-14:39:02 dummy_rand tensor([0.3531])
20241104-14:39:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:39:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:41:34 train_loss 1592 model 0 0.03505121994018555
20241104-14:41:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:41:34 train_loss 1592 model 4 0.03431081390380859
20241104-14:41:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:41:36 test_loss 1592 model 0 0.026115303039550782
20241104-14:41:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:41:36 test_loss 1592 model 4 0.030695838928222655
20241104-14:41:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:41:38 test_accuracy 1592 model 0 nb_correct 2239 / 2500 (89.56%)
20241104-14:41:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:41:38 test_accuracy 1592 model 4 nb_correct 2272 / 2500 (90.88%)
20241104-14:41:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:41:48 wrote ae_*.pth
20241104-14:41:48 epoch_duration 2min46s next_finish 14:44:34
20241104-14:41:48 wrote state.pth
20241104-14:41:48 --- epoch 1593 ----------------------------------------
20241104-14:41:48 current_test_accuracies 0.8956 0.9444 0.9432 0.9440 0.9088
20241104-14:41:48 nb_c_quizzes 40055
20241104-14:41:48 weakest_accuracies [0.8956, 0.9088]
20241104-14:41:48 dummy_rand tensor([0.4166])
20241104-14:41:48 dummy_rand tensor([0.3000])
20241104-14:41:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:41:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:44:20 train_loss 1593 model 0 0.034681251525878906
20241104-14:44:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:44:20 train_loss 1593 model 4 0.034886905670166016
20241104-14:44:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:44:22 test_loss 1593 model 0 0.02937469482421875
20241104-14:44:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:44:23 test_loss 1593 model 4 0.027046356201171875
20241104-14:44:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:44:25 test_accuracy 1593 model 0 nb_correct 2324 / 2500 (92.96%)
20241104-14:44:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:44:25 test_accuracy 1593 model 4 nb_correct 2320 / 2500 (92.80%)
20241104-14:44:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:44:34 wrote ae_*.pth
20241104-14:44:34 epoch_duration 2min46s next_finish 14:47:21
20241104-14:44:35 wrote state.pth
20241104-14:44:35 --- epoch 1594 ----------------------------------------
20241104-14:44:35 current_test_accuracies 0.9296 0.9444 0.9432 0.9440 0.9280
20241104-14:44:35 nb_c_quizzes 40055
20241104-14:44:35 weakest_accuracies [0.928, 0.9296]
20241104-14:44:35 dummy_rand tensor([0.8611])
20241104-14:44:35 dummy_rand tensor([0.3208])
20241104-14:44:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:44:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:47:07 train_loss 1594 model 4 0.03418930053710938
20241104-14:47:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:47:07 train_loss 1594 model 0 0.035029392242431644
20241104-14:47:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:47:09 test_loss 1594 model 4 0.025087738037109376
20241104-14:47:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:47:09 test_loss 1594 model 0 0.03369651794433594
20241104-14:47:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:47:11 test_accuracy 1594 model 4 nb_correct 2296 / 2500 (91.84%)
20241104-14:47:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:47:12 test_accuracy 1594 model 0 nb_correct 2303 / 2500 (92.12%)
20241104-14:47:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:47:21 wrote ae_*.pth
20241104-14:47:21 epoch_duration 2min46s next_finish 14:50:08
20241104-14:47:21 wrote state.pth
20241104-14:47:21 --- epoch 1595 ----------------------------------------
20241104-14:47:21 current_test_accuracies 0.9212 0.9444 0.9432 0.9440 0.9184
20241104-14:47:21 nb_c_quizzes 40055
20241104-14:47:21 weakest_accuracies [0.9184, 0.9212]
20241104-14:47:21 dummy_rand tensor([0.8034])
20241104-14:47:21 dummy_rand tensor([0.8873])
20241104-14:47:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:47:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:49:53 train_loss 1595 model 4 0.03374784851074219
20241104-14:49:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:49:53 train_loss 1595 model 0 0.034534454345703125
20241104-14:49:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:49:56 test_loss 1595 model 4 0.031444549560546875
20241104-14:49:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:49:56 test_loss 1595 model 0 0.030722808837890626
20241104-14:49:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:49:58 test_accuracy 1595 model 4 nb_correct 2273 / 2500 (90.92%)
20241104-14:49:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:49:58 test_accuracy 1595 model 0 nb_correct 2280 / 2500 (91.20%)
20241104-14:49:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:50:07 wrote ae_*.pth
20241104-14:50:07 epoch_duration 2min46s next_finish 14:52:54
20241104-14:50:08 wrote state.pth
20241104-14:50:08 --- epoch 1596 ----------------------------------------
20241104-14:50:08 current_test_accuracies 0.9120 0.9444 0.9432 0.9440 0.9092
20241104-14:50:08 nb_c_quizzes 40055
20241104-14:50:08 weakest_accuracies [0.9092, 0.912]
20241104-14:50:08 dummy_rand tensor([0.9914])
20241104-14:50:08 dummy_rand tensor([0.9617])
20241104-14:50:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:50:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:52:40 train_loss 1596 model 4 0.03433769226074219
20241104-14:52:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:52:40 train_loss 1596 model 0 0.03401678848266602
20241104-14:52:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:52:42 test_loss 1596 model 4 0.029222946166992187
20241104-14:52:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:52:42 test_loss 1596 model 0 0.030486679077148436
20241104-14:52:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:52:44 test_accuracy 1596 model 4 nb_correct 2304 / 2500 (92.16%)
20241104-14:52:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:52:44 test_accuracy 1596 model 0 nb_correct 2280 / 2500 (91.20%)
20241104-14:52:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:52:54 wrote ae_*.pth
20241104-14:52:54 epoch_duration 2min46s next_finish 14:55:40
20241104-14:52:54 wrote state.pth
20241104-14:52:54 --- epoch 1597 ----------------------------------------
20241104-14:52:54 current_test_accuracies 0.9120 0.9444 0.9432 0.9440 0.9216
20241104-14:52:54 nb_c_quizzes 40055
20241104-14:52:54 weakest_accuracies [0.912, 0.9216]
20241104-14:52:54 dummy_rand tensor([0.6541])
20241104-14:52:54 dummy_rand tensor([0.1139])
20241104-14:52:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:52:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:55:26 train_loss 1597 model 0 0.034464964866638186
20241104-14:55:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:55:26 train_loss 1597 model 4 0.03522395324707031
20241104-14:55:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:55:28 test_loss 1597 model 0 0.030400543212890624
20241104-14:55:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:55:28 test_loss 1597 model 4 0.0304681396484375
20241104-14:55:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:55:31 test_accuracy 1597 model 0 nb_correct 2293 / 2500 (91.72%)
20241104-14:55:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:55:31 test_accuracy 1597 model 4 nb_correct 2254 / 2500 (90.16%)
20241104-14:55:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:55:40 wrote ae_*.pth
20241104-14:55:40 epoch_duration 2min46s next_finish 14:58:27
20241104-14:55:41 wrote state.pth
20241104-14:55:41 --- epoch 1598 ----------------------------------------
20241104-14:55:41 current_test_accuracies 0.9172 0.9444 0.9432 0.9440 0.9016
20241104-14:55:41 nb_c_quizzes 40055
20241104-14:55:41 weakest_accuracies [0.9016, 0.9172]
20241104-14:55:41 dummy_rand tensor([0.1670])
20241104-14:55:41 dummy_rand tensor([0.6579])
20241104-14:55:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:55:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:58:12 train_loss 1598 model 4 0.03474596405029297
20241104-14:58:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:58:12 train_loss 1598 model 0 0.03581307601928711
20241104-14:58:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:58:15 test_loss 1598 model 4 0.030282516479492188
20241104-14:58:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:58:15 test_loss 1598 model 0 0.027583484649658204
20241104-14:58:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-14:58:17 test_accuracy 1598 model 4 nb_correct 2264 / 2500 (90.56%)
20241104-14:58:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:58:17 test_accuracy 1598 model 0 nb_correct 2247 / 2500 (89.88%)
20241104-14:58:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-14:58:26 wrote ae_*.pth
20241104-14:58:26 epoch_duration 2min46s next_finish 15:01:13
20241104-14:58:27 wrote state.pth
20241104-14:58:27 --- epoch 1599 ----------------------------------------
20241104-14:58:27 current_test_accuracies 0.8988 0.9444 0.9432 0.9440 0.9056
20241104-14:58:27 nb_c_quizzes 40055
20241104-14:58:27 weakest_accuracies [0.8988, 0.9056]
20241104-14:58:27 dummy_rand tensor([0.5100])
20241104-14:58:27 dummy_rand tensor([0.6113])
20241104-14:58:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-14:58:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:00:59 train_loss 1599 model 0 0.03414003658294678
20241104-15:00:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:00:59 train_loss 1599 model 4 0.03451684761047363
20241104-15:00:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:01:01 test_loss 1599 model 0 0.028223419189453126
20241104-15:01:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:01:01 test_loss 1599 model 4 0.028391571044921876
20241104-15:01:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:01:03 test_accuracy 1599 model 0 nb_correct 2325 / 2500 (93.00%)
20241104-15:01:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:01:03 test_accuracy 1599 model 4 nb_correct 2291 / 2500 (91.64%)
20241104-15:01:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:01:13 wrote ae_*.pth
20241104-15:01:13 epoch_duration 2min46s next_finish 15:03:59
20241104-15:01:13 wrote state.pth
20241104-15:01:13 --- epoch 1600 ----------------------------------------
20241104-15:01:13 current_test_accuracies 0.9300 0.9444 0.9432 0.9440 0.9164
20241104-15:01:13 nb_c_quizzes 40055
20241104-15:01:13 weakest_accuracies [0.9164, 0.93]
20241104-15:01:13 dummy_rand tensor([0.5897])
20241104-15:01:13 dummy_rand tensor([0.1034])
20241104-15:01:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:01:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:03:45 train_loss 1600 model 4 0.034398345947265624
20241104-15:03:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:03:45 train_loss 1600 model 0 0.03459556198120117
20241104-15:03:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:03:48 test_loss 1600 model 4 0.029178962707519532
20241104-15:03:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:03:48 test_loss 1600 model 0 0.02747997283935547
20241104-15:03:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:03:50 test_accuracy 1600 model 4 nb_correct 2285 / 2500 (91.40%)
20241104-15:03:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:03:50 test_accuracy 1600 model 0 nb_correct 2252 / 2500 (90.08%)
20241104-15:03:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:04:00 wrote ae_*.pth
20241104-15:04:00 epoch_duration 2min46s next_finish 15:06:46
20241104-15:04:00 wrote state.pth
20241104-15:04:00 --- epoch 1601 ----------------------------------------
20241104-15:04:00 current_test_accuracies 0.9008 0.9444 0.9432 0.9440 0.9140
20241104-15:04:00 nb_c_quizzes 40055
20241104-15:04:00 weakest_accuracies [0.9008, 0.914]
20241104-15:04:00 dummy_rand tensor([0.9427])
20241104-15:04:00 dummy_rand tensor([0.5124])
20241104-15:04:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:04:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:06:32 train_loss 1601 model 4 0.034228878021240236
20241104-15:06:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:06:32 train_loss 1601 model 0 0.034855119705200194
20241104-15:06:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:06:35 test_loss 1601 model 4 0.028553314208984375
20241104-15:06:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:06:35 test_loss 1601 model 0 0.028332176208496093
20241104-15:06:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:06:37 test_accuracy 1601 model 4 nb_correct 2329 / 2500 (93.16%)
20241104-15:06:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:06:37 test_accuracy 1601 model 0 nb_correct 2341 / 2500 (93.64%)
20241104-15:06:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:06:47 wrote ae_*.pth
20241104-15:06:47 epoch_duration 2min47s next_finish 15:09:34
20241104-15:06:47 wrote state.pth
20241104-15:06:47 --- epoch 1602 ----------------------------------------
20241104-15:06:47 current_test_accuracies 0.9364 0.9444 0.9432 0.9440 0.9316
20241104-15:06:47 nb_c_quizzes 40055
20241104-15:06:47 weakest_accuracies [0.9316, 0.9364]
20241104-15:06:47 dummy_rand tensor([0.5264])
20241104-15:06:47 dummy_rand tensor([0.7701])
20241104-15:06:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:06:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:09:19 train_loss 1602 model 4 0.03455594253540039
20241104-15:09:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:09:19 train_loss 1602 model 0 0.034221689224243165
20241104-15:09:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:09:21 test_loss 1602 model 4 0.0258770751953125
20241104-15:09:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:09:21 test_loss 1602 model 0 0.029491958618164064
20241104-15:09:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:09:23 test_accuracy 1602 model 4 nb_correct 2279 / 2500 (91.16%)
20241104-15:09:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:09:23 test_accuracy 1602 model 0 nb_correct 2312 / 2500 (92.48%)
20241104-15:09:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:09:33 wrote ae_*.pth
20241104-15:09:33 epoch_duration 2min46s next_finish 15:12:19
20241104-15:09:33 wrote state.pth
20241104-15:09:33 --- epoch 1603 ----------------------------------------
20241104-15:09:33 current_test_accuracies 0.9248 0.9444 0.9432 0.9440 0.9116
20241104-15:09:33 nb_c_quizzes 40055
20241104-15:09:33 weakest_accuracies [0.9116, 0.9248]
20241104-15:09:33 dummy_rand tensor([0.8203])
20241104-15:09:33 dummy_rand tensor([0.1988])
20241104-15:09:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:09:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:12:05 train_loss 1603 model 4 0.03461236381530762
20241104-15:12:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:12:05 train_loss 1603 model 0 0.034607643127441405
20241104-15:12:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:12:07 test_loss 1603 model 4 0.027496795654296875
20241104-15:12:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:12:07 test_loss 1603 model 0 0.02726715087890625
20241104-15:12:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:12:10 test_accuracy 1603 model 4 nb_correct 2264 / 2500 (90.56%)
20241104-15:12:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:12:10 test_accuracy 1603 model 0 nb_correct 2303 / 2500 (92.12%)
20241104-15:12:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:12:19 wrote ae_*.pth
20241104-15:12:19 epoch_duration 2min46s next_finish 15:15:06
20241104-15:12:19 wrote state.pth
20241104-15:12:19 --- epoch 1604 ----------------------------------------
20241104-15:12:19 current_test_accuracies 0.9212 0.9444 0.9432 0.9440 0.9056
20241104-15:12:19 nb_c_quizzes 40055
20241104-15:12:19 weakest_accuracies [0.9056, 0.9212]
20241104-15:12:19 dummy_rand tensor([0.9562])
20241104-15:12:19 dummy_rand tensor([0.2501])
20241104-15:12:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:12:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:14:51 train_loss 1604 model 4 0.03449507904052734
20241104-15:14:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:14:51 train_loss 1604 model 0 0.034110889434814454
20241104-15:14:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:14:54 test_loss 1604 model 4 0.02720458984375
20241104-15:14:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:14:54 test_loss 1604 model 0 0.0290301513671875
20241104-15:14:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:14:56 test_accuracy 1604 model 4 nb_correct 2317 / 2500 (92.68%)
20241104-15:14:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:14:56 test_accuracy 1604 model 0 nb_correct 2298 / 2500 (91.92%)
20241104-15:14:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:15:06 wrote ae_*.pth
20241104-15:15:06 epoch_duration 2min46s next_finish 15:17:52
20241104-15:15:06 wrote state.pth
20241104-15:15:06 --- epoch 1605 ----------------------------------------
20241104-15:15:06 current_test_accuracies 0.9192 0.9444 0.9432 0.9440 0.9268
20241104-15:15:06 nb_c_quizzes 40055
20241104-15:15:06 weakest_accuracies [0.9192, 0.9268]
20241104-15:15:06 dummy_rand tensor([0.0218])
20241104-15:15:06 dummy_rand tensor([0.9618])
20241104-15:15:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:15:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:17:37 train_loss 1605 model 4 0.034530319213867185
20241104-15:17:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:17:37 train_loss 1605 model 0 0.03538067436218262
20241104-15:17:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:17:40 test_loss 1605 model 4 0.02936767578125
20241104-15:17:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:17:40 test_loss 1605 model 0 0.027087554931640626
20241104-15:17:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:17:42 test_accuracy 1605 model 4 nb_correct 2311 / 2500 (92.44%)
20241104-15:17:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:17:42 test_accuracy 1605 model 0 nb_correct 2293 / 2500 (91.72%)
20241104-15:17:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:17:51 wrote ae_*.pth
20241104-15:17:51 epoch_duration 2min45s next_finish 15:20:37
20241104-15:17:52 wrote state.pth
20241104-15:17:52 --- epoch 1606 ----------------------------------------
20241104-15:17:52 current_test_accuracies 0.9172 0.9444 0.9432 0.9440 0.9244
20241104-15:17:52 nb_c_quizzes 40055
20241104-15:17:52 weakest_accuracies [0.9172, 0.9244]
20241104-15:17:52 dummy_rand tensor([0.5763])
20241104-15:17:52 dummy_rand tensor([0.9520])
20241104-15:17:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:17:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:20:24 train_loss 1606 model 0 0.034502540588378906
20241104-15:20:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:20:24 train_loss 1606 model 4 0.03443273544311523
20241104-15:20:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:20:26 test_loss 1606 model 0 0.028840065002441406
20241104-15:20:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:20:26 test_loss 1606 model 4 0.029887733459472657
20241104-15:20:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:20:29 test_accuracy 1606 model 0 nb_correct 2269 / 2500 (90.76%)
20241104-15:20:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:20:29 test_accuracy 1606 model 4 nb_correct 2245 / 2500 (89.80%)
20241104-15:20:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:20:38 wrote ae_*.pth
20241104-15:20:38 epoch_duration 2min46s next_finish 15:23:25
20241104-15:20:38 wrote state.pth
20241104-15:20:38 --- epoch 1607 ----------------------------------------
20241104-15:20:38 current_test_accuracies 0.9076 0.9444 0.9432 0.9440 0.8980
20241104-15:20:38 nb_c_quizzes 40055
20241104-15:20:38 weakest_accuracies [0.898, 0.9076]
20241104-15:20:38 dummy_rand tensor([0.4267])
20241104-15:20:38 dummy_rand tensor([0.0703])
20241104-15:20:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:20:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:23:10 train_loss 1607 model 4 0.03531003189086914
20241104-15:23:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:23:10 train_loss 1607 model 0 0.034619422912597654
20241104-15:23:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:23:13 test_loss 1607 model 4 0.027498931884765626
20241104-15:23:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:23:13 test_loss 1607 model 0 0.027110595703125
20241104-15:23:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:23:15 test_accuracy 1607 model 4 nb_correct 2327 / 2500 (93.08%)
20241104-15:23:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:23:15 test_accuracy 1607 model 0 nb_correct 2335 / 2500 (93.40%)
20241104-15:23:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:23:24 wrote ae_*.pth
20241104-15:23:24 epoch_duration 2min46s next_finish 15:26:11
20241104-15:23:25 wrote state.pth
20241104-15:23:25 --- epoch 1608 ----------------------------------------
20241104-15:23:25 current_test_accuracies 0.9340 0.9444 0.9432 0.9440 0.9308
20241104-15:23:25 nb_c_quizzes 40055
20241104-15:23:25 weakest_accuracies [0.9308, 0.934]
20241104-15:23:25 dummy_rand tensor([0.6143])
20241104-15:23:25 dummy_rand tensor([0.1050])
20241104-15:23:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:23:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:25:56 train_loss 1608 model 4 0.034270401000976565
20241104-15:25:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:25:57 train_loss 1608 model 0 0.035246143341064455
20241104-15:25:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:25:59 test_loss 1608 model 4 0.0282000732421875
20241104-15:25:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:25:59 test_loss 1608 model 0 0.028467941284179687
20241104-15:25:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:26:01 test_accuracy 1608 model 4 nb_correct 2304 / 2500 (92.16%)
20241104-15:26:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:26:01 test_accuracy 1608 model 0 nb_correct 2293 / 2500 (91.72%)
20241104-15:26:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:26:11 wrote ae_*.pth
20241104-15:26:11 epoch_duration 2min46s next_finish 15:28:57
20241104-15:26:11 wrote state.pth
20241104-15:26:11 --- epoch 1609 ----------------------------------------
20241104-15:26:11 current_test_accuracies 0.9172 0.9444 0.9432 0.9440 0.9216
20241104-15:26:11 nb_c_quizzes 40055
20241104-15:26:11 weakest_accuracies [0.9172, 0.9216]
20241104-15:26:11 dummy_rand tensor([0.9846])
20241104-15:26:11 dummy_rand tensor([0.6617])
20241104-15:26:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:26:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:28:43 train_loss 1609 model 0 0.034746646881103516
20241104-15:28:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:28:43 train_loss 1609 model 4 0.03513510513305664
20241104-15:28:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:28:45 test_loss 1609 model 0 0.027314300537109374
20241104-15:28:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:28:45 test_loss 1609 model 4 0.028964157104492187
20241104-15:28:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:28:48 test_accuracy 1609 model 0 nb_correct 2252 / 2500 (90.08%)
20241104-15:28:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:28:48 test_accuracy 1609 model 4 nb_correct 2306 / 2500 (92.24%)
20241104-15:28:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:28:57 wrote ae_*.pth
20241104-15:28:57 epoch_duration 2min46s next_finish 15:31:44
20241104-15:28:57 wrote state.pth
20241104-15:28:57 --- epoch 1610 ----------------------------------------
20241104-15:28:57 current_test_accuracies 0.9008 0.9444 0.9432 0.9440 0.9224
20241104-15:28:57 nb_c_quizzes 40055
20241104-15:28:57 weakest_accuracies [0.9008, 0.9224]
20241104-15:28:57 dummy_rand tensor([0.2586])
20241104-15:28:57 dummy_rand tensor([0.6469])
20241104-15:28:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:28:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:31:30 train_loss 1610 model 0 0.03507864952087402
20241104-15:31:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:31:30 train_loss 1610 model 4 0.034170986175537106
20241104-15:31:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:31:32 test_loss 1610 model 0 0.028123016357421874
20241104-15:31:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:31:32 test_loss 1610 model 4 0.03270362854003906
20241104-15:31:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:31:34 test_accuracy 1610 model 0 nb_correct 2290 / 2500 (91.60%)
20241104-15:31:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:31:35 test_accuracy 1610 model 4 nb_correct 2287 / 2500 (91.48%)
20241104-15:31:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:31:44 wrote ae_*.pth
20241104-15:31:44 epoch_duration 2min46s next_finish 15:34:30
20241104-15:31:44 wrote state.pth
20241104-15:31:44 --- epoch 1611 ----------------------------------------
20241104-15:31:44 current_test_accuracies 0.9160 0.9444 0.9432 0.9440 0.9148
20241104-15:31:44 nb_c_quizzes 40055
20241104-15:31:44 weakest_accuracies [0.9148, 0.916]
20241104-15:31:44 dummy_rand tensor([0.8049])
20241104-15:31:44 dummy_rand tensor([0.8478])
20241104-15:31:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:31:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:34:16 train_loss 1611 model 4 0.034471145629882814
20241104-15:34:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:34:16 train_loss 1611 model 0 0.03455749130249024
20241104-15:34:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:34:18 test_loss 1611 model 4 0.027472743988037108
20241104-15:34:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:34:18 test_loss 1611 model 0 0.028559608459472655
20241104-15:34:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:34:21 test_accuracy 1611 model 4 nb_correct 2283 / 2500 (91.32%)
20241104-15:34:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:34:21 test_accuracy 1611 model 0 nb_correct 2279 / 2500 (91.16%)
20241104-15:34:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:34:30 wrote ae_*.pth
20241104-15:34:30 epoch_duration 2min46s next_finish 15:37:16
20241104-15:34:30 wrote state.pth
20241104-15:34:30 --- epoch 1612 ----------------------------------------
20241104-15:34:30 current_test_accuracies 0.9116 0.9444 0.9432 0.9440 0.9132
20241104-15:34:30 nb_c_quizzes 40055
20241104-15:34:30 weakest_accuracies [0.9116, 0.9132]
20241104-15:34:30 dummy_rand tensor([0.3496])
20241104-15:34:30 dummy_rand tensor([0.5591])
20241104-15:34:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:34:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:37:02 train_loss 1612 model 0 0.03420174980163574
20241104-15:37:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:37:02 train_loss 1612 model 4 0.0342232666015625
20241104-15:37:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:37:04 test_loss 1612 model 0 0.027517032623291016
20241104-15:37:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:37:05 test_loss 1612 model 4 0.030570812225341797
20241104-15:37:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:37:07 test_accuracy 1612 model 0 nb_correct 2301 / 2500 (92.04%)
20241104-15:37:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:37:07 test_accuracy 1612 model 4 nb_correct 2266 / 2500 (90.64%)
20241104-15:37:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:37:16 wrote ae_*.pth
20241104-15:37:16 epoch_duration 2min46s next_finish 15:40:03
20241104-15:37:17 wrote state.pth
20241104-15:37:17 --- epoch 1613 ----------------------------------------
20241104-15:37:17 current_test_accuracies 0.9204 0.9444 0.9432 0.9440 0.9064
20241104-15:37:17 nb_c_quizzes 40055
20241104-15:37:17 weakest_accuracies [0.9064, 0.9204]
20241104-15:37:17 dummy_rand tensor([0.4277])
20241104-15:37:17 dummy_rand tensor([0.7928])
20241104-15:37:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:37:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:39:49 train_loss 1613 model 4 0.034302732467651365
20241104-15:39:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:39:49 train_loss 1613 model 0 0.03465445709228516
20241104-15:39:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:39:51 test_loss 1613 model 4 0.02908203125
20241104-15:39:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:39:51 test_loss 1613 model 0 0.030873260498046874
20241104-15:39:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:39:53 test_accuracy 1613 model 4 nb_correct 2335 / 2500 (93.40%)
20241104-15:39:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:39:53 test_accuracy 1613 model 0 nb_correct 2278 / 2500 (91.12%)
20241104-15:39:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:40:03 wrote ae_*.pth
20241104-15:40:03 epoch_duration 2min46s next_finish 15:42:49
20241104-15:40:03 wrote state.pth
20241104-15:40:03 --- epoch 1614 ----------------------------------------
20241104-15:40:03 current_test_accuracies 0.9112 0.9444 0.9432 0.9440 0.9340
20241104-15:40:03 nb_c_quizzes 40055
20241104-15:40:03 weakest_accuracies [0.9112, 0.934]
20241104-15:40:03 dummy_rand tensor([0.3467])
20241104-15:40:03 dummy_rand tensor([0.3258])
20241104-15:40:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:40:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:42:35 train_loss 1614 model 4 0.03471555709838867
20241104-15:42:35 train_loss 1614 model 0 0.0352395076751709
20241104-15:42:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:42:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:42:37 test_loss 1614 model 4 0.027402801513671873
20241104-15:42:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:42:37 test_loss 1614 model 0 0.029323844909667968
20241104-15:42:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:42:40 test_accuracy 1614 model 4 nb_correct 2337 / 2500 (93.48%)
20241104-15:42:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:42:40 test_accuracy 1614 model 0 nb_correct 2282 / 2500 (91.28%)
20241104-15:42:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:42:49 wrote ae_*.pth
20241104-15:42:49 epoch_duration 2min46s next_finish 15:45:36
20241104-15:42:50 wrote state.pth
20241104-15:42:50 --- epoch 1615 ----------------------------------------
20241104-15:42:50 current_test_accuracies 0.9128 0.9444 0.9432 0.9440 0.9348
20241104-15:42:50 nb_c_quizzes 40055
20241104-15:42:50 weakest_accuracies [0.9128, 0.9348]
20241104-15:42:50 dummy_rand tensor([0.4640])
20241104-15:42:50 dummy_rand tensor([0.3161])
20241104-15:42:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:42:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:45:21 train_loss 1615 model 0 0.03474655532836914
20241104-15:45:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:45:21 train_loss 1615 model 4 0.03477783203125
20241104-15:45:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:45:24 test_loss 1615 model 0 0.02883148193359375
20241104-15:45:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:45:24 test_loss 1615 model 4 0.030406036376953126
20241104-15:45:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:45:26 test_accuracy 1615 model 0 nb_correct 2283 / 2500 (91.32%)
20241104-15:45:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:45:26 test_accuracy 1615 model 4 nb_correct 2272 / 2500 (90.88%)
20241104-15:45:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:45:36 wrote ae_*.pth
20241104-15:45:36 epoch_duration 2min46s next_finish 15:48:22
20241104-15:45:36 wrote state.pth
20241104-15:45:36 --- epoch 1616 ----------------------------------------
20241104-15:45:36 current_test_accuracies 0.9132 0.9444 0.9432 0.9440 0.9088
20241104-15:45:36 nb_c_quizzes 40055
20241104-15:45:36 weakest_accuracies [0.9088, 0.9132]
20241104-15:45:36 dummy_rand tensor([0.4958])
20241104-15:45:36 dummy_rand tensor([0.1357])
20241104-15:45:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:45:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:48:08 train_loss 1616 model 4 0.03472033309936524
20241104-15:48:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:48:08 train_loss 1616 model 0 0.03466833686828613
20241104-15:48:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:48:10 test_loss 1616 model 4 0.032574729919433595
20241104-15:48:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:48:10 test_loss 1616 model 0 0.028365478515625
20241104-15:48:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:48:12 test_accuracy 1616 model 4 nb_correct 2251 / 2500 (90.04%)
20241104-15:48:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:48:12 test_accuracy 1616 model 0 nb_correct 2313 / 2500 (92.52%)
20241104-15:48:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:48:22 wrote ae_*.pth
20241104-15:48:22 epoch_duration 2min46s next_finish 15:51:08
20241104-15:48:22 wrote state.pth
20241104-15:48:22 --- epoch 1617 ----------------------------------------
20241104-15:48:22 current_test_accuracies 0.9252 0.9444 0.9432 0.9440 0.9004
20241104-15:48:22 nb_c_quizzes 40055
20241104-15:48:22 weakest_accuracies [0.9004, 0.9252]
20241104-15:48:22 dummy_rand tensor([0.3110])
20241104-15:48:22 dummy_rand tensor([0.8166])
20241104-15:48:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:48:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:50:54 train_loss 1617 model 4 0.03493616771697998
20241104-15:50:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:50:55 train_loss 1617 model 0 0.03454623031616211
20241104-15:50:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:50:57 test_loss 1617 model 4 0.028593101501464845
20241104-15:50:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:50:57 test_loss 1617 model 0 0.0313624382019043
20241104-15:50:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:50:59 test_accuracy 1617 model 4 nb_correct 2269 / 2500 (90.76%)
20241104-15:50:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:50:59 test_accuracy 1617 model 0 nb_correct 2339 / 2500 (93.56%)
20241104-15:50:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:51:09 wrote ae_*.pth
20241104-15:51:09 epoch_duration 2min46s next_finish 15:53:56
20241104-15:51:09 wrote state.pth
20241104-15:51:09 --- epoch 1618 ----------------------------------------
20241104-15:51:09 current_test_accuracies 0.9356 0.9444 0.9432 0.9440 0.9076
20241104-15:51:09 nb_c_quizzes 40055
20241104-15:51:09 weakest_accuracies [0.9076, 0.9356]
20241104-15:51:09 dummy_rand tensor([0.8967])
20241104-15:51:09 dummy_rand tensor([0.6690])
20241104-15:51:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:51:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:53:41 train_loss 1618 model 0 0.03531305694580078
20241104-15:53:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:53:41 train_loss 1618 model 4 0.035031455993652344
20241104-15:53:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:53:43 test_loss 1618 model 0 0.030014190673828125
20241104-15:53:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:53:43 test_loss 1618 model 4 0.029250946044921875
20241104-15:53:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:53:46 test_accuracy 1618 model 0 nb_correct 2353 / 2500 (94.12%)
20241104-15:53:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:53:46 test_accuracy 1618 model 4 nb_correct 2278 / 2500 (91.12%)
20241104-15:53:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:53:55 wrote ae_*.pth
20241104-15:53:55 epoch_duration 2min46s next_finish 15:56:41
20241104-15:53:55 wrote state.pth
20241104-15:53:55 --- epoch 1619 ----------------------------------------
20241104-15:53:55 current_test_accuracies 0.9412 0.9444 0.9432 0.9440 0.9112
20241104-15:53:55 nb_c_quizzes 40055
20241104-15:53:55 weakest_accuracies [0.9112, 0.9412]
20241104-15:53:55 dummy_rand tensor([0.7780])
20241104-15:53:55 dummy_rand tensor([0.7939])
20241104-15:53:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:53:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:56:27 train_loss 1619 model 4 0.03414360046386719
20241104-15:56:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:56:27 train_loss 1619 model 0 0.03398835754394531
20241104-15:56:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:56:30 test_loss 1619 model 4 0.029988250732421874
20241104-15:56:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:56:30 test_loss 1619 model 0 0.02892108917236328
20241104-15:56:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:56:32 test_accuracy 1619 model 4 nb_correct 2334 / 2500 (93.36%)
20241104-15:56:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:56:32 test_accuracy 1619 model 0 nb_correct 2341 / 2500 (93.64%)
20241104-15:56:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:56:41 wrote ae_*.pth
20241104-15:56:41 epoch_duration 2min46s next_finish 15:59:28
20241104-15:56:42 wrote state.pth
20241104-15:56:42 --- epoch 1620 ----------------------------------------
20241104-15:56:42 current_test_accuracies 0.9364 0.9444 0.9432 0.9440 0.9336
20241104-15:56:42 nb_c_quizzes 40055
20241104-15:56:42 weakest_accuracies [0.9336, 0.9364]
20241104-15:56:42 dummy_rand tensor([0.6835])
20241104-15:56:42 dummy_rand tensor([0.1426])
20241104-15:56:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:56:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:59:14 train_loss 1620 model 0 0.034513092041015624
20241104-15:59:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:59:14 train_loss 1620 model 4 0.034395591735839844
20241104-15:59:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:59:16 test_loss 1620 model 0 0.027371673583984374
20241104-15:59:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:59:16 test_loss 1620 model 4 0.03195972442626953
20241104-15:59:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-15:59:18 test_accuracy 1620 model 0 nb_correct 2256 / 2500 (90.24%)
20241104-15:59:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:59:18 test_accuracy 1620 model 4 nb_correct 2295 / 2500 (91.80%)
20241104-15:59:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-15:59:28 wrote ae_*.pth
20241104-15:59:28 epoch_duration 2min46s next_finish 16:02:15
20241104-15:59:28 wrote state.pth
20241104-15:59:28 --- epoch 1621 ----------------------------------------
20241104-15:59:28 current_test_accuracies 0.9024 0.9444 0.9432 0.9440 0.9180
20241104-15:59:28 nb_c_quizzes 40055
20241104-15:59:28 weakest_accuracies [0.9024, 0.918]
20241104-15:59:28 dummy_rand tensor([0.0861])
20241104-15:59:28 dummy_rand tensor([0.5504])
20241104-15:59:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-15:59:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:02:00 train_loss 1621 model 0 0.035061662673950195
20241104-16:02:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:02:00 train_loss 1621 model 4 0.03489035415649414
20241104-16:02:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:02:02 test_loss 1621 model 0 0.02898719787597656
20241104-16:02:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:02:02 test_loss 1621 model 4 0.027059326171875
20241104-16:02:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:02:05 test_accuracy 1621 model 0 nb_correct 2325 / 2500 (93.00%)
20241104-16:02:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:02:05 test_accuracy 1621 model 4 nb_correct 2371 / 2500 (94.84%)
20241104-16:02:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:02:14 wrote ae_*.pth
20241104-16:02:14 epoch_duration 2min46s next_finish 16:05:01
20241104-16:02:15 wrote state.pth
20241104-16:02:15 --- epoch 1622 ----------------------------------------
20241104-16:02:15 current_test_accuracies 0.9300 0.9444 0.9432 0.9440 0.9484
20241104-16:02:15 nb_c_quizzes 40055
20241104-16:02:15 weakest_accuracies [0.93, 0.9432]
20241104-16:02:15 dummy_rand tensor([0.3453])
20241104-16:02:15 dummy_rand tensor([0.8278])
20241104-16:02:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:02:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:04:47 train_loss 1622 model 2 0.033892385482788084
20241104-16:04:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:04:47 train_loss 1622 model 0 0.03396903228759766
20241104-16:04:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:04:49 test_loss 1622 model 2 0.02718353271484375
20241104-16:04:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:04:49 test_loss 1622 model 0 0.026906280517578124
20241104-16:04:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:04:51 test_accuracy 1622 model 2 nb_correct 2301 / 2500 (92.04%)
20241104-16:04:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:04:51 test_accuracy 1622 model 0 nb_correct 2309 / 2500 (92.36%)
20241104-16:04:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:05:01 wrote ae_*.pth
20241104-16:05:01 epoch_duration 2min46s next_finish 16:07:47
20241104-16:05:01 wrote state.pth
20241104-16:05:01 --- epoch 1623 ----------------------------------------
20241104-16:05:01 current_test_accuracies 0.9236 0.9444 0.9204 0.9440 0.9484
20241104-16:05:01 nb_c_quizzes 40055
20241104-16:05:01 weakest_accuracies [0.9204, 0.9236]
20241104-16:05:01 dummy_rand tensor([0.5551])
20241104-16:05:01 dummy_rand tensor([0.0585])
20241104-16:05:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:05:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:07:33 train_loss 1623 model 2 0.03350230407714844
20241104-16:07:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:07:33 train_loss 1623 model 0 0.033919498443603514
20241104-16:07:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:07:35 test_loss 1623 model 2 0.02959831237792969
20241104-16:07:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:07:35 test_loss 1623 model 0 0.03223876953125
20241104-16:07:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:07:37 test_accuracy 1623 model 2 nb_correct 2278 / 2500 (91.12%)
20241104-16:07:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:07:38 test_accuracy 1623 model 0 nb_correct 2331 / 2500 (93.24%)
20241104-16:07:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:07:47 wrote ae_*.pth
20241104-16:07:47 epoch_duration 2min46s next_finish 16:10:33
20241104-16:07:47 wrote state.pth
20241104-16:07:47 --- epoch 1624 ----------------------------------------
20241104-16:07:47 current_test_accuracies 0.9324 0.9444 0.9112 0.9440 0.9484
20241104-16:07:47 nb_c_quizzes 40055
20241104-16:07:47 weakest_accuracies [0.9112, 0.9324]
20241104-16:07:47 dummy_rand tensor([0.3851])
20241104-16:07:47 dummy_rand tensor([0.6906])
20241104-16:07:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:07:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:10:19 train_loss 1624 model 0 0.0336814022064209
20241104-16:10:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:10:19 train_loss 1624 model 2 0.03465968322753906
20241104-16:10:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:10:21 test_loss 1624 model 0 0.03177947998046875
20241104-16:10:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:10:22 test_loss 1624 model 2 0.0310272216796875
20241104-16:10:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:10:24 test_accuracy 1624 model 0 nb_correct 2316 / 2500 (92.64%)
20241104-16:10:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:10:24 test_accuracy 1624 model 2 nb_correct 2380 / 2500 (95.20%)
20241104-16:10:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:10:33 wrote ae_*.pth
20241104-16:10:33 epoch_duration 2min46s next_finish 16:13:20
20241104-16:10:34 wrote state.pth
20241104-16:10:34 --- epoch 1625 ----------------------------------------
20241104-16:10:34 current_test_accuracies 0.9264 0.9444 0.9520 0.9440 0.9484
20241104-16:10:34 nb_c_quizzes 40055
20241104-16:10:34 weakest_accuracies [0.9264, 0.944]
20241104-16:10:34 dummy_rand tensor([0.8052])
20241104-16:10:34 dummy_rand tensor([0.5445])
20241104-16:10:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:10:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:13:05 train_loss 1625 model 0 0.03522238540649414
20241104-16:13:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:13:05 train_loss 1625 model 3 0.03589005661010742
20241104-16:13:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:13:08 test_loss 1625 model 0 0.0306671142578125
20241104-16:13:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:13:08 test_loss 1625 model 3 0.03206680297851563
20241104-16:13:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:13:10 test_accuracy 1625 model 0 nb_correct 2316 / 2500 (92.64%)
20241104-16:13:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:13:10 test_accuracy 1625 model 3 nb_correct 2287 / 2500 (91.48%)
20241104-16:13:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:13:20 wrote ae_*.pth
20241104-16:13:20 epoch_duration 2min46s next_finish 16:16:06
20241104-16:13:20 wrote state.pth
20241104-16:13:20 --- epoch 1626 ----------------------------------------
20241104-16:13:20 current_test_accuracies 0.9264 0.9444 0.9520 0.9148 0.9484
20241104-16:13:20 nb_c_quizzes 40055
20241104-16:13:20 weakest_accuracies [0.9148, 0.9264]
20241104-16:13:20 dummy_rand tensor([0.9895])
20241104-16:13:20 dummy_rand tensor([0.8025])
20241104-16:13:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:13:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:15:52 train_loss 1626 model 3 0.03516533279418945
20241104-16:15:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:15:52 train_loss 1626 model 0 0.035241233825683595
20241104-16:15:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:15:54 test_loss 1626 model 3 0.028991546630859375
20241104-16:15:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:15:54 test_loss 1626 model 0 0.028805437088012694
20241104-16:15:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:15:56 test_accuracy 1626 model 3 nb_correct 2354 / 2500 (94.16%)
20241104-16:15:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:15:56 test_accuracy 1626 model 0 nb_correct 2276 / 2500 (91.04%)
20241104-16:15:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:16:06 wrote ae_*.pth
20241104-16:16:06 epoch_duration 2min46s next_finish 16:18:52
20241104-16:16:06 wrote state.pth
20241104-16:16:06 --- epoch 1627 ----------------------------------------
20241104-16:16:06 current_test_accuracies 0.9104 0.9444 0.9520 0.9416 0.9484
20241104-16:16:06 nb_c_quizzes 40055
20241104-16:16:06 weakest_accuracies [0.9104, 0.9416]
20241104-16:16:06 dummy_rand tensor([0.8785])
20241104-16:16:06 dummy_rand tensor([0.4251])
20241104-16:16:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:16:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:18:38 train_loss 1627 model 0 0.03451439189910889
20241104-16:18:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:18:38 train_loss 1627 model 3 0.03470303344726562
20241104-16:18:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:18:40 test_loss 1627 model 0 0.029762725830078125
20241104-16:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:18:40 test_loss 1627 model 3 0.03272933959960937
20241104-16:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:18:42 test_accuracy 1627 model 0 nb_correct 2310 / 2500 (92.40%)
20241104-16:18:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:18:42 test_accuracy 1627 model 3 nb_correct 2317 / 2500 (92.68%)
20241104-16:18:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:18:52 wrote ae_*.pth
20241104-16:18:52 epoch_duration 2min46s next_finish 16:21:38
20241104-16:18:52 wrote state.pth
20241104-16:18:52 --- epoch 1628 ----------------------------------------
20241104-16:18:52 current_test_accuracies 0.9240 0.9444 0.9520 0.9268 0.9484
20241104-16:18:52 nb_c_quizzes 40055
20241104-16:18:52 weakest_accuracies [0.924, 0.9268]
20241104-16:18:52 dummy_rand tensor([0.0134])
20241104-16:18:52 dummy_rand tensor([0.9670])
20241104-16:18:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:18:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:21:23 train_loss 1628 model 0 0.03443565559387207
20241104-16:21:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:21:24 train_loss 1628 model 3 0.034759525299072266
20241104-16:21:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:21:26 test_loss 1628 model 0 0.026596126556396486
20241104-16:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:21:26 test_loss 1628 model 3 0.03181976318359375
20241104-16:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:21:28 test_accuracy 1628 model 0 nb_correct 2313 / 2500 (92.52%)
20241104-16:21:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:21:28 test_accuracy 1628 model 3 nb_correct 2290 / 2500 (91.60%)
20241104-16:21:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:21:38 wrote ae_*.pth
20241104-16:21:38 epoch_duration 2min46s next_finish 16:24:24
20241104-16:21:38 wrote state.pth
20241104-16:21:38 --- epoch 1629 ----------------------------------------
20241104-16:21:38 current_test_accuracies 0.9252 0.9444 0.9520 0.9160 0.9484
20241104-16:21:38 nb_c_quizzes 40055
20241104-16:21:38 weakest_accuracies [0.916, 0.9252]
20241104-16:21:38 dummy_rand tensor([0.1333])
20241104-16:21:38 dummy_rand tensor([0.5741])
20241104-16:21:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:21:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:24:10 train_loss 1629 model 3 0.03515462112426758
20241104-16:24:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:24:10 train_loss 1629 model 0 0.034646690368652346
20241104-16:24:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:24:12 test_loss 1629 model 3 0.029913330078125
20241104-16:24:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:24:12 test_loss 1629 model 0 0.029838714599609375
20241104-16:24:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:24:14 test_accuracy 1629 model 3 nb_correct 2367 / 2500 (94.68%)
20241104-16:24:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:24:14 test_accuracy 1629 model 0 nb_correct 2312 / 2500 (92.48%)
20241104-16:24:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:24:24 wrote ae_*.pth
20241104-16:24:24 epoch_duration 2min46s next_finish 16:27:10
20241104-16:24:24 wrote state.pth
20241104-16:24:24 --- epoch 1630 ----------------------------------------
20241104-16:24:24 current_test_accuracies 0.9248 0.9444 0.9520 0.9468 0.9484
20241104-16:24:24 nb_c_quizzes 40055
20241104-16:24:24 weakest_accuracies [0.9248, 0.9444]
20241104-16:24:24 dummy_rand tensor([0.0734])
20241104-16:24:24 dummy_rand tensor([0.4110])
20241104-16:24:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:24:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:26:56 train_loss 1630 model 1 0.03444886016845703
20241104-16:26:56 train_loss 1630 model 0 0.034207487106323244
20241104-16:26:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:26:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:26:58 test_loss 1630 model 1 0.027332344055175782
20241104-16:26:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:26:58 test_loss 1630 model 0 0.028939208984375
20241104-16:26:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:27:01 test_accuracy 1630 model 1 nb_correct 2274 / 2500 (90.96%)
20241104-16:27:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:27:01 test_accuracy 1630 model 0 nb_correct 2297 / 2500 (91.88%)
20241104-16:27:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:27:11 wrote ae_*.pth
20241104-16:27:11 epoch_duration 2min46s next_finish 16:29:57
20241104-16:27:11 wrote state.pth
20241104-16:27:11 --- epoch 1631 ----------------------------------------
20241104-16:27:11 current_test_accuracies 0.9188 0.9096 0.9520 0.9468 0.9484
20241104-16:27:11 nb_c_quizzes 40055
20241104-16:27:11 weakest_accuracies [0.9096, 0.9188]
20241104-16:27:11 dummy_rand tensor([0.6543])
20241104-16:27:11 dummy_rand tensor([0.0849])
20241104-16:27:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:27:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:29:43 train_loss 1631 model 1 0.03373792457580566
20241104-16:29:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:29:43 train_loss 1631 model 0 0.034406858444213866
20241104-16:29:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:29:45 test_loss 1631 model 1 0.027788848876953126
20241104-16:29:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:29:45 test_loss 1631 model 0 0.03289581298828125
20241104-16:29:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:29:47 test_accuracy 1631 model 1 nb_correct 2335 / 2500 (93.40%)
20241104-16:29:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:29:48 test_accuracy 1631 model 0 nb_correct 2325 / 2500 (93.00%)
20241104-16:29:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:29:57 wrote ae_*.pth
20241104-16:29:57 epoch_duration 2min46s next_finish 16:32:43
20241104-16:29:57 wrote state.pth
20241104-16:29:57 --- epoch 1632 ----------------------------------------
20241104-16:29:57 current_test_accuracies 0.9300 0.9340 0.9520 0.9468 0.9484
20241104-16:29:57 nb_c_quizzes 40055
20241104-16:29:57 weakest_accuracies [0.93, 0.934]
20241104-16:29:57 dummy_rand tensor([0.7123])
20241104-16:29:57 dummy_rand tensor([0.2502])
20241104-16:29:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:29:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:32:29 train_loss 1632 model 1 0.035215675354003904
20241104-16:32:29 train_loss 1632 model 0 0.03488293075561524
20241104-16:32:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:32:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:32:31 test_loss 1632 model 1 0.03208267211914063
20241104-16:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:32:31 test_loss 1632 model 0 0.02799957275390625
20241104-16:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:32:34 test_accuracy 1632 model 1 nb_correct 2323 / 2500 (92.92%)
20241104-16:32:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:32:34 test_accuracy 1632 model 0 nb_correct 2333 / 2500 (93.32%)
20241104-16:32:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:32:44 wrote ae_*.pth
20241104-16:32:44 epoch_duration 2min46s next_finish 16:35:30
20241104-16:32:44 wrote state.pth
20241104-16:32:44 --- epoch 1633 ----------------------------------------
20241104-16:32:44 current_test_accuracies 0.9332 0.9292 0.9520 0.9468 0.9484
20241104-16:32:44 nb_c_quizzes 40055
20241104-16:32:44 weakest_accuracies [0.9292, 0.9332]
20241104-16:32:44 dummy_rand tensor([0.9671])
20241104-16:32:44 dummy_rand tensor([0.4667])
20241104-16:32:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:32:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:35:16 train_loss 1633 model 1 0.03510131072998047
20241104-16:35:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:35:16 train_loss 1633 model 0 0.03514438819885254
20241104-16:35:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:35:18 test_loss 1633 model 1 0.02869140625
20241104-16:35:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:35:18 test_loss 1633 model 0 0.027523651123046874
20241104-16:35:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:35:21 test_accuracy 1633 model 1 nb_correct 2308 / 2500 (92.32%)
20241104-16:35:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:35:21 test_accuracy 1633 model 0 nb_correct 2350 / 2500 (94.00%)
20241104-16:35:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:35:30 wrote ae_*.pth
20241104-16:35:30 epoch_duration 2min46s next_finish 16:38:17
20241104-16:35:31 wrote state.pth
20241104-16:35:31 --- epoch 1634 ----------------------------------------
20241104-16:35:31 current_test_accuracies 0.9400 0.9232 0.9520 0.9468 0.9484
20241104-16:35:31 nb_c_quizzes 40055
20241104-16:35:31 weakest_accuracies [0.9232, 0.94]
20241104-16:35:31 dummy_rand tensor([0.8714])
20241104-16:35:31 dummy_rand tensor([0.4751])
20241104-16:35:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:35:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:38:02 train_loss 1634 model 1 0.03489429569244385
20241104-16:38:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:38:03 train_loss 1634 model 0 0.03469345855712891
20241104-16:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:38:05 test_loss 1634 model 1 0.027437667846679687
20241104-16:38:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:38:05 test_loss 1634 model 0 0.03142471313476562
20241104-16:38:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:38:07 test_accuracy 1634 model 1 nb_correct 2367 / 2500 (94.68%)
20241104-16:38:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:38:07 test_accuracy 1634 model 0 nb_correct 2328 / 2500 (93.12%)
20241104-16:38:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:38:17 wrote ae_*.pth
20241104-16:38:17 epoch_duration 2min46s next_finish 16:41:03
20241104-16:38:17 wrote state.pth
20241104-16:38:17 --- epoch 1635 ----------------------------------------
20241104-16:38:17 current_test_accuracies 0.9312 0.9468 0.9520 0.9468 0.9484
20241104-16:38:17 nb_c_quizzes 40055
20241104-16:38:17 weakest_accuracies [0.9312, 0.9468]
20241104-16:38:17 dummy_rand tensor([0.1570])
20241104-16:38:17 dummy_rand tensor([0.8307])
20241104-16:38:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:38:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:40:49 train_loss 1635 model 1 0.03468121337890625
20241104-16:40:49 train_loss 1635 model 0 0.03449167823791504
20241104-16:40:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:40:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:40:51 test_loss 1635 model 1 0.026706085205078126
20241104-16:40:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:40:51 test_loss 1635 model 0 0.028289794921875
20241104-16:40:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:40:53 test_accuracy 1635 model 1 nb_correct 2283 / 2500 (91.32%)
20241104-16:40:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:40:53 test_accuracy 1635 model 0 nb_correct 2296 / 2500 (91.84%)
20241104-16:40:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:41:03 wrote ae_*.pth
20241104-16:41:03 epoch_duration 2min46s next_finish 16:43:49
20241104-16:41:03 wrote state.pth
20241104-16:41:03 --- epoch 1636 ----------------------------------------
20241104-16:41:03 current_test_accuracies 0.9184 0.9132 0.9520 0.9468 0.9484
20241104-16:41:03 nb_c_quizzes 40055
20241104-16:41:03 weakest_accuracies [0.9132, 0.9184]
20241104-16:41:03 dummy_rand tensor([0.5010])
20241104-16:41:03 dummy_rand tensor([0.4307])
20241104-16:41:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:41:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:43:35 train_loss 1636 model 1 0.03451183319091797
20241104-16:43:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:43:35 train_loss 1636 model 0 0.033763404846191405
20241104-16:43:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:43:37 test_loss 1636 model 1 0.03110992431640625
20241104-16:43:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:43:37 test_loss 1636 model 0 0.027117462158203126
20241104-16:43:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:43:40 test_accuracy 1636 model 1 nb_correct 2311 / 2500 (92.44%)
20241104-16:43:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:43:40 test_accuracy 1636 model 0 nb_correct 2355 / 2500 (94.20%)
20241104-16:43:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:43:49 wrote ae_*.pth
20241104-16:43:49 epoch_duration 2min46s next_finish 16:46:35
20241104-16:43:49 wrote state.pth
20241104-16:43:49 --- epoch 1637 ----------------------------------------
20241104-16:43:49 current_test_accuracies 0.9420 0.9244 0.9520 0.9468 0.9484
20241104-16:43:49 nb_c_quizzes 40055
20241104-16:43:49 weakest_accuracies [0.9244, 0.942]
20241104-16:43:49 dummy_rand tensor([0.6872])
20241104-16:43:49 dummy_rand tensor([0.1086])
20241104-16:43:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:43:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:46:22 train_loss 1637 model 1 0.03433847808837891
20241104-16:46:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:46:22 train_loss 1637 model 0 0.03467171096801758
20241104-16:46:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:46:24 test_loss 1637 model 1 0.02976966857910156
20241104-16:46:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:46:24 test_loss 1637 model 0 0.030280609130859375
20241104-16:46:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:46:26 test_accuracy 1637 model 1 nb_correct 2314 / 2500 (92.56%)
20241104-16:46:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:46:27 test_accuracy 1637 model 0 nb_correct 2352 / 2500 (94.08%)
20241104-16:46:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:46:36 wrote ae_*.pth
20241104-16:46:36 epoch_duration 2min46s next_finish 16:49:23
20241104-16:46:36 wrote state.pth
20241104-16:46:36 --- epoch 1638 ----------------------------------------
20241104-16:46:36 current_test_accuracies 0.9408 0.9256 0.9520 0.9468 0.9484
20241104-16:46:36 nb_c_quizzes 40055
20241104-16:46:36 weakest_accuracies [0.9256, 0.9408]
20241104-16:46:36 dummy_rand tensor([0.5569])
20241104-16:46:36 dummy_rand tensor([0.0979])
20241104-16:46:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:46:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:49:08 train_loss 1638 model 1 0.03433465194702148
20241104-16:49:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:49:08 train_loss 1638 model 0 0.03485165023803711
20241104-16:49:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:49:10 test_loss 1638 model 1 0.026150245666503907
20241104-16:49:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:49:10 test_loss 1638 model 0 0.031580352783203126
20241104-16:49:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:49:13 test_accuracy 1638 model 1 nb_correct 2300 / 2500 (92.00%)
20241104-16:49:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:49:13 test_accuracy 1638 model 0 nb_correct 2311 / 2500 (92.44%)
20241104-16:49:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:49:22 wrote ae_*.pth
20241104-16:49:22 epoch_duration 2min46s next_finish 16:52:08
20241104-16:49:22 wrote state.pth
20241104-16:49:22 --- epoch 1639 ----------------------------------------
20241104-16:49:22 current_test_accuracies 0.9244 0.9200 0.9520 0.9468 0.9484
20241104-16:49:22 nb_c_quizzes 40055
20241104-16:49:22 weakest_accuracies [0.92, 0.9244]
20241104-16:49:22 dummy_rand tensor([0.5564])
20241104-16:49:22 dummy_rand tensor([0.7467])
20241104-16:49:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:49:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:51:54 train_loss 1639 model 1 0.03433181762695312
20241104-16:51:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:51:54 train_loss 1639 model 0 0.03477126979827881
20241104-16:51:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:51:57 test_loss 1639 model 1 0.02981292724609375
20241104-16:51:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:51:57 test_loss 1639 model 0 0.028975372314453126
20241104-16:51:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:51:59 test_accuracy 1639 model 1 nb_correct 2312 / 2500 (92.48%)
20241104-16:51:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:51:59 test_accuracy 1639 model 0 nb_correct 2309 / 2500 (92.36%)
20241104-16:51:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:52:08 wrote ae_*.pth
20241104-16:52:08 epoch_duration 2min46s next_finish 16:54:55
20241104-16:52:09 wrote state.pth
20241104-16:52:09 --- epoch 1640 ----------------------------------------
20241104-16:52:09 current_test_accuracies 0.9236 0.9248 0.9520 0.9468 0.9484
20241104-16:52:09 nb_c_quizzes 40055
20241104-16:52:09 weakest_accuracies [0.9236, 0.9248]
20241104-16:52:09 dummy_rand tensor([0.9564])
20241104-16:52:09 dummy_rand tensor([0.4824])
20241104-16:52:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:52:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:54:40 train_loss 1640 model 0 0.034027793884277346
20241104-16:54:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:54:41 train_loss 1640 model 1 0.0343989143371582
20241104-16:54:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:54:43 test_loss 1640 model 0 0.02785236358642578
20241104-16:54:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:54:43 test_loss 1640 model 1 0.031445159912109374
20241104-16:54:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:54:45 test_accuracy 1640 model 0 nb_correct 2314 / 2500 (92.56%)
20241104-16:54:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:54:45 test_accuracy 1640 model 1 nb_correct 2276 / 2500 (91.04%)
20241104-16:54:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:54:55 wrote ae_*.pth
20241104-16:54:55 epoch_duration 2min46s next_finish 16:57:41
20241104-16:54:55 wrote state.pth
20241104-16:54:55 --- epoch 1641 ----------------------------------------
20241104-16:54:55 current_test_accuracies 0.9256 0.9104 0.9520 0.9468 0.9484
20241104-16:54:55 nb_c_quizzes 40055
20241104-16:54:55 weakest_accuracies [0.9104, 0.9256]
20241104-16:54:55 dummy_rand tensor([0.1209])
20241104-16:54:55 dummy_rand tensor([0.8835])
20241104-16:54:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:54:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:57:27 train_loss 1641 model 1 0.03464571762084961
20241104-16:57:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:57:27 train_loss 1641 model 0 0.03372962188720703
20241104-16:57:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:57:29 test_loss 1641 model 1 0.030729522705078127
20241104-16:57:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:57:29 test_loss 1641 model 0 0.030652694702148438
20241104-16:57:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-16:57:31 test_accuracy 1641 model 1 nb_correct 2344 / 2500 (93.76%)
20241104-16:57:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:57:31 test_accuracy 1641 model 0 nb_correct 2358 / 2500 (94.32%)
20241104-16:57:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-16:57:41 wrote ae_*.pth
20241104-16:57:41 epoch_duration 2min46s next_finish 17:00:27
20241104-16:57:41 wrote state.pth
20241104-16:57:41 --- epoch 1642 ----------------------------------------
20241104-16:57:41 current_test_accuracies 0.9432 0.9376 0.9520 0.9468 0.9484
20241104-16:57:41 nb_c_quizzes 40055
20241104-16:57:41 weakest_accuracies [0.9376, 0.9432]
20241104-16:57:41 dummy_rand tensor([0.7412])
20241104-16:57:41 dummy_rand tensor([0.3314])
20241104-16:57:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-16:57:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:00:13 train_loss 1642 model 1 0.034390661239624025
20241104-17:00:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:00:13 train_loss 1642 model 0 0.03437683486938477
20241104-17:00:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:00:15 test_loss 1642 model 1 0.029191207885742188
20241104-17:00:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:00:15 test_loss 1642 model 0 0.024561691284179687
20241104-17:00:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:00:17 test_accuracy 1642 model 1 nb_correct 2303 / 2500 (92.12%)
20241104-17:00:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:00:18 test_accuracy 1642 model 0 nb_correct 2335 / 2500 (93.40%)
20241104-17:00:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:00:27 wrote ae_*.pth
20241104-17:00:27 epoch_duration 2min46s next_finish 17:03:13
20241104-17:00:27 wrote state.pth
20241104-17:00:27 --- epoch 1643 ----------------------------------------
20241104-17:00:27 current_test_accuracies 0.9340 0.9212 0.9520 0.9468 0.9484
20241104-17:00:27 nb_c_quizzes 40055
20241104-17:00:27 weakest_accuracies [0.9212, 0.934]
20241104-17:00:27 dummy_rand tensor([0.3529])
20241104-17:00:27 dummy_rand tensor([0.5979])
20241104-17:00:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:00:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:02:59 train_loss 1643 model 1 0.034660499572753904
20241104-17:02:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:02:59 train_loss 1643 model 0 0.034187816619873045
20241104-17:02:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:03:01 test_loss 1643 model 1 0.028127059936523438
20241104-17:03:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:03:01 test_loss 1643 model 0 0.03084480285644531
20241104-17:03:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:03:04 test_accuracy 1643 model 1 nb_correct 2307 / 2500 (92.28%)
20241104-17:03:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:03:04 test_accuracy 1643 model 0 nb_correct 2293 / 2500 (91.72%)
20241104-17:03:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:03:13 wrote ae_*.pth
20241104-17:03:13 epoch_duration 2min46s next_finish 17:06:00
20241104-17:03:14 wrote state.pth
20241104-17:03:14 --- epoch 1644 ----------------------------------------
20241104-17:03:14 current_test_accuracies 0.9172 0.9228 0.9520 0.9468 0.9484
20241104-17:03:14 nb_c_quizzes 40055
20241104-17:03:14 weakest_accuracies [0.9172, 0.9228]
20241104-17:03:14 dummy_rand tensor([0.4554])
20241104-17:03:14 dummy_rand tensor([0.9458])
20241104-17:03:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:03:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:05:45 train_loss 1644 model 0 0.03351172256469727
20241104-17:05:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:05:45 train_loss 1644 model 1 0.034551952362060545
20241104-17:05:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:05:48 test_loss 1644 model 0 0.02856731414794922
20241104-17:05:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:05:48 test_loss 1644 model 1 0.027840347290039064
20241104-17:05:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:05:50 test_accuracy 1644 model 0 nb_correct 2336 / 2500 (93.44%)
20241104-17:05:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:05:50 test_accuracy 1644 model 1 nb_correct 2298 / 2500 (91.92%)
20241104-17:05:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:06:00 wrote ae_*.pth
20241104-17:06:00 epoch_duration 2min46s next_finish 17:08:46
20241104-17:06:00 wrote state.pth
20241104-17:06:00 --- epoch 1645 ----------------------------------------
20241104-17:06:00 current_test_accuracies 0.9344 0.9192 0.9520 0.9468 0.9484
20241104-17:06:00 nb_c_quizzes 40055
20241104-17:06:00 weakest_accuracies [0.9192, 0.9344]
20241104-17:06:00 dummy_rand tensor([0.4016])
20241104-17:06:00 dummy_rand tensor([0.7050])
20241104-17:06:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:06:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:08:31 train_loss 1645 model 1 0.03351590728759766
20241104-17:08:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:08:32 train_loss 1645 model 0 0.034363758087158205
20241104-17:08:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:08:34 test_loss 1645 model 1 0.0316632080078125
20241104-17:08:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:08:34 test_loss 1645 model 0 0.032305145263671876
20241104-17:08:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:08:36 test_accuracy 1645 model 1 nb_correct 2384 / 2500 (95.36%)
20241104-17:08:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:08:36 test_accuracy 1645 model 0 nb_correct 2328 / 2500 (93.12%)
20241104-17:08:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:08:46 wrote ae_*.pth
20241104-17:08:46 epoch_duration 2min46s next_finish 17:11:32
20241104-17:08:46 wrote state.pth
20241104-17:08:46 --- epoch 1646 ----------------------------------------
20241104-17:08:46 current_test_accuracies 0.9312 0.9536 0.9520 0.9468 0.9484
20241104-17:08:46 nb_c_quizzes 40055
20241104-17:08:46 weakest_accuracies [0.9312, 0.9468]
20241104-17:08:46 dummy_rand tensor([0.0187])
20241104-17:08:46 dummy_rand tensor([0.9156])
20241104-17:08:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:08:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:11:18 train_loss 1646 model 0 0.03480417823791504
20241104-17:11:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:11:18 train_loss 1646 model 3 0.03475364494323731
20241104-17:11:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:11:20 test_loss 1646 model 0 0.024993133544921876
20241104-17:11:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:11:20 test_loss 1646 model 3 0.0272625732421875
20241104-17:11:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:11:23 test_accuracy 1646 model 0 nb_correct 2302 / 2500 (92.08%)
20241104-17:11:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:11:23 test_accuracy 1646 model 3 nb_correct 2274 / 2500 (90.96%)
20241104-17:11:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:11:32 wrote ae_*.pth
20241104-17:11:32 epoch_duration 2min46s next_finish 17:14:19
20241104-17:11:32 wrote state.pth
20241104-17:11:32 --- epoch 1647 ----------------------------------------
20241104-17:11:32 current_test_accuracies 0.9208 0.9536 0.9520 0.9096 0.9484
20241104-17:11:32 nb_c_quizzes 40055
20241104-17:11:32 weakest_accuracies [0.9096, 0.9208]
20241104-17:11:32 dummy_rand tensor([0.2950])
20241104-17:11:32 dummy_rand tensor([0.5585])
20241104-17:11:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:11:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:14:04 train_loss 1647 model 3 0.03560213088989258
20241104-17:14:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:14:04 train_loss 1647 model 0 0.03424869918823242
20241104-17:14:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:14:07 test_loss 1647 model 3 0.0281134033203125
20241104-17:14:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:14:07 test_loss 1647 model 0 0.030223169326782227
20241104-17:14:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:14:09 test_accuracy 1647 model 3 nb_correct 2283 / 2500 (91.32%)
20241104-17:14:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:14:09 test_accuracy 1647 model 0 nb_correct 2299 / 2500 (91.96%)
20241104-17:14:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:14:18 wrote ae_*.pth
20241104-17:14:18 epoch_duration 2min46s next_finish 17:17:05
20241104-17:14:19 wrote state.pth
20241104-17:14:19 --- epoch 1648 ----------------------------------------
20241104-17:14:19 current_test_accuracies 0.9196 0.9536 0.9520 0.9132 0.9484
20241104-17:14:19 nb_c_quizzes 40055
20241104-17:14:19 weakest_accuracies [0.9132, 0.9196]
20241104-17:14:19 dummy_rand tensor([0.9185])
20241104-17:14:19 dummy_rand tensor([0.3736])
20241104-17:14:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:14:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:16:50 train_loss 1648 model 3 0.03511791229248047
20241104-17:16:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:16:50 train_loss 1648 model 0 0.03555252456665039
20241104-17:16:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:16:53 test_loss 1648 model 3 0.02857391357421875
20241104-17:16:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:16:53 test_loss 1648 model 0 0.028851776123046874
20241104-17:16:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:16:55 test_accuracy 1648 model 3 nb_correct 2292 / 2500 (91.68%)
20241104-17:16:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:16:55 test_accuracy 1648 model 0 nb_correct 2370 / 2500 (94.80%)
20241104-17:16:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:17:04 wrote ae_*.pth
20241104-17:17:04 epoch_duration 2min46s next_finish 17:19:50
20241104-17:17:05 wrote state.pth
20241104-17:17:05 --- epoch 1649 ----------------------------------------
20241104-17:17:05 current_test_accuracies 0.9480 0.9536 0.9520 0.9168 0.9484
20241104-17:17:05 nb_c_quizzes 40055
20241104-17:17:05 weakest_accuracies [0.9168, 0.948]
20241104-17:17:05 dummy_rand tensor([0.5127])
20241104-17:17:05 dummy_rand tensor([0.4050])
20241104-17:17:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:17:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:19:37 train_loss 1649 model 0 0.03500860977172852
20241104-17:19:37 train_loss 1649 model 3 0.03494877815246582
20241104-17:19:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:19:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:19:39 test_loss 1649 model 0 0.030885467529296873
20241104-17:19:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:19:39 test_loss 1649 model 3 0.027996368408203125
20241104-17:19:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:19:41 test_accuracy 1649 model 0 nb_correct 2274 / 2500 (90.96%)
20241104-17:19:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:19:41 test_accuracy 1649 model 3 nb_correct 2290 / 2500 (91.60%)
20241104-17:19:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:19:51 wrote ae_*.pth
20241104-17:19:51 epoch_duration 2min46s next_finish 17:22:38
20241104-17:19:51 wrote state.pth
20241104-17:19:51 --- epoch 1650 ----------------------------------------
20241104-17:19:51 current_test_accuracies 0.9096 0.9536 0.9520 0.9160 0.9484
20241104-17:19:51 nb_c_quizzes 40055
20241104-17:19:51 weakest_accuracies [0.9096, 0.916]
20241104-17:19:51 dummy_rand tensor([0.4724])
20241104-17:19:51 dummy_rand tensor([0.0228])
20241104-17:19:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:19:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:22:23 train_loss 1650 model 0 0.033838884353637695
20241104-17:22:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:22:23 train_loss 1650 model 3 0.03476416969299317
20241104-17:22:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:22:25 test_loss 1650 model 0 0.030335350036621092
20241104-17:22:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:22:26 test_loss 1650 model 3 0.02992780685424805
20241104-17:22:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:22:28 test_accuracy 1650 model 0 nb_correct 2277 / 2500 (91.08%)
20241104-17:22:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:22:28 test_accuracy 1650 model 3 nb_correct 2333 / 2500 (93.32%)
20241104-17:22:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:22:37 wrote ae_*.pth
20241104-17:22:37 epoch_duration 2min46s next_finish 17:25:24
20241104-17:22:38 wrote state.pth
20241104-17:22:38 --- epoch 1651 ----------------------------------------
20241104-17:22:38 current_test_accuracies 0.9108 0.9536 0.9520 0.9332 0.9484
20241104-17:22:38 nb_c_quizzes 40055
20241104-17:22:38 weakest_accuracies [0.9108, 0.9332]
20241104-17:22:38 dummy_rand tensor([0.9596])
20241104-17:22:38 dummy_rand tensor([0.1888])
20241104-17:22:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:22:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:25:09 train_loss 1651 model 0 0.033584558486938476
20241104-17:25:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:25:09 train_loss 1651 model 3 0.035487422943115236
20241104-17:25:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:25:12 test_loss 1651 model 0 0.027957763671875
20241104-17:25:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:25:12 test_loss 1651 model 3 0.030984420776367188
20241104-17:25:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:25:14 test_accuracy 1651 model 0 nb_correct 2324 / 2500 (92.96%)
20241104-17:25:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:25:14 test_accuracy 1651 model 3 nb_correct 2306 / 2500 (92.24%)
20241104-17:25:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:25:24 wrote ae_*.pth
20241104-17:25:24 epoch_duration 2min46s next_finish 17:28:10
20241104-17:25:24 wrote state.pth
20241104-17:25:24 --- epoch 1652 ----------------------------------------
20241104-17:25:24 current_test_accuracies 0.9296 0.9536 0.9520 0.9224 0.9484
20241104-17:25:24 nb_c_quizzes 40055
20241104-17:25:24 weakest_accuracies [0.9224, 0.9296]
20241104-17:25:24 dummy_rand tensor([0.8928])
20241104-17:25:24 dummy_rand tensor([0.9004])
20241104-17:25:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:25:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:27:56 train_loss 1652 model 3 0.033757404327392576
20241104-17:27:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:27:56 train_loss 1652 model 0 0.03469577789306641
20241104-17:27:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:27:58 test_loss 1652 model 3 0.026367568969726564
20241104-17:27:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:27:58 test_loss 1652 model 0 0.030428314208984376
20241104-17:27:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:28:00 test_accuracy 1652 model 3 nb_correct 2349 / 2500 (93.96%)
20241104-17:28:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:28:00 test_accuracy 1652 model 0 nb_correct 2306 / 2500 (92.24%)
20241104-17:28:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:28:10 wrote ae_*.pth
20241104-17:28:10 epoch_duration 2min46s next_finish 17:30:56
20241104-17:28:10 wrote state.pth
20241104-17:28:10 --- epoch 1653 ----------------------------------------
20241104-17:28:10 current_test_accuracies 0.9224 0.9536 0.9520 0.9396 0.9484
20241104-17:28:10 nb_c_quizzes 40055
20241104-17:28:10 weakest_accuracies [0.9224, 0.9396]
20241104-17:28:10 dummy_rand tensor([0.0734])
20241104-17:28:10 dummy_rand tensor([0.6089])
20241104-17:28:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:28:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:30:42 train_loss 1653 model 3 0.035214874267578126
20241104-17:30:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:30:42 train_loss 1653 model 0 0.03402752685546875
20241104-17:30:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:30:44 test_loss 1653 model 3 0.028594589233398436
20241104-17:30:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:30:44 test_loss 1653 model 0 0.02798484802246094
20241104-17:30:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:30:47 test_accuracy 1653 model 3 nb_correct 2293 / 2500 (91.72%)
20241104-17:30:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:30:47 test_accuracy 1653 model 0 nb_correct 2357 / 2500 (94.28%)
20241104-17:30:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:30:56 wrote ae_*.pth
20241104-17:30:56 epoch_duration 2min46s next_finish 17:33:43
20241104-17:30:57 wrote state.pth
20241104-17:30:57 --- epoch 1654 ----------------------------------------
20241104-17:30:57 current_test_accuracies 0.9428 0.9536 0.9520 0.9172 0.9484
20241104-17:30:57 nb_c_quizzes 40055
20241104-17:30:57 weakest_accuracies [0.9172, 0.9428]
20241104-17:30:57 dummy_rand tensor([0.8221])
20241104-17:30:57 dummy_rand tensor([0.0926])
20241104-17:30:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:30:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:33:29 train_loss 1654 model 3 0.0343903980255127
20241104-17:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:33:29 train_loss 1654 model 0 0.03431196975708008
20241104-17:33:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:33:31 test_loss 1654 model 0 0.02784698486328125
20241104-17:33:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:33:31 test_loss 1654 model 3 0.0277203369140625
20241104-17:33:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:33:34 test_accuracy 1654 model 0 nb_correct 2315 / 2500 (92.60%)
20241104-17:33:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:33:34 test_accuracy 1654 model 3 nb_correct 2371 / 2500 (94.84%)
20241104-17:33:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:33:44 wrote ae_*.pth
20241104-17:33:44 epoch_duration 2min47s next_finish 17:36:31
20241104-17:33:44 wrote state.pth
20241104-17:33:44 --- epoch 1655 ----------------------------------------
20241104-17:33:44 current_test_accuracies 0.9260 0.9536 0.9520 0.9484 0.9484
20241104-17:33:44 nb_c_quizzes 40055
20241104-17:33:44 weakest_accuracies [0.926, 0.9484]
20241104-17:33:44 dummy_rand tensor([0.5312])
20241104-17:33:44 dummy_rand tensor([0.5848])
20241104-17:33:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:33:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:36:16 train_loss 1655 model 0 0.03396137619018555
20241104-17:36:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:36:16 train_loss 1655 model 3 0.03485061645507812
20241104-17:36:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:36:18 test_loss 1655 model 0 0.03227127075195312
20241104-17:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:36:18 test_loss 1655 model 3 0.03264961242675781
20241104-17:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:36:20 test_accuracy 1655 model 0 nb_correct 2290 / 2500 (91.60%)
20241104-17:36:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:36:20 test_accuracy 1655 model 3 nb_correct 2249 / 2500 (89.96%)
20241104-17:36:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:36:30 wrote ae_*.pth
20241104-17:36:30 epoch_duration 2min46s next_finish 17:39:16
20241104-17:36:30 wrote state.pth
20241104-17:36:30 --- epoch 1656 ----------------------------------------
20241104-17:36:30 current_test_accuracies 0.9160 0.9536 0.9520 0.8996 0.9484
20241104-17:36:30 nb_c_quizzes 40055
20241104-17:36:30 weakest_accuracies [0.8996, 0.916]
20241104-17:36:30 dummy_rand tensor([0.1962])
20241104-17:36:30 dummy_rand tensor([0.3543])
20241104-17:36:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:36:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:39:02 train_loss 1656 model 0 0.0353690128326416
20241104-17:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:39:02 train_loss 1656 model 3 0.03515019130706787
20241104-17:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:39:04 test_loss 1656 model 0 0.028654441833496094
20241104-17:39:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:39:04 test_loss 1656 model 3 0.029864234924316405
20241104-17:39:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:39:07 test_accuracy 1656 model 0 nb_correct 2323 / 2500 (92.92%)
20241104-17:39:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:39:07 test_accuracy 1656 model 3 nb_correct 2314 / 2500 (92.56%)
20241104-17:39:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:39:16 wrote ae_*.pth
20241104-17:39:16 epoch_duration 2min46s next_finish 17:42:03
20241104-17:39:17 wrote state.pth
20241104-17:39:17 --- epoch 1657 ----------------------------------------
20241104-17:39:17 current_test_accuracies 0.9292 0.9536 0.9520 0.9256 0.9484
20241104-17:39:17 nb_c_quizzes 40055
20241104-17:39:17 weakest_accuracies [0.9256, 0.9292]
20241104-17:39:17 dummy_rand tensor([0.8563])
20241104-17:39:17 dummy_rand tensor([0.3901])
20241104-17:39:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:39:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:41:48 train_loss 1657 model 3 0.034911252975463866
20241104-17:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:41:48 train_loss 1657 model 0 0.0341529483795166
20241104-17:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:41:50 test_loss 1657 model 3 0.02778369903564453
20241104-17:41:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:41:51 test_loss 1657 model 0 0.02718608856201172
20241104-17:41:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:41:53 test_accuracy 1657 model 3 nb_correct 2329 / 2500 (93.16%)
20241104-17:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:41:53 test_accuracy 1657 model 0 nb_correct 2312 / 2500 (92.48%)
20241104-17:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:42:02 wrote ae_*.pth
20241104-17:42:02 epoch_duration 2min46s next_finish 17:44:49
20241104-17:42:03 wrote state.pth
20241104-17:42:03 --- epoch 1658 ----------------------------------------
20241104-17:42:03 current_test_accuracies 0.9248 0.9536 0.9520 0.9316 0.9484
20241104-17:42:03 nb_c_quizzes 40055
20241104-17:42:03 weakest_accuracies [0.9248, 0.9316]
20241104-17:42:03 dummy_rand tensor([0.8621])
20241104-17:42:03 dummy_rand tensor([0.3314])
20241104-17:42:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:42:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:44:35 train_loss 1658 model 0 0.03436855697631836
20241104-17:44:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:44:35 train_loss 1658 model 3 0.0344269847869873
20241104-17:44:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:44:37 test_loss 1658 model 0 0.029753494262695312
20241104-17:44:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:44:37 test_loss 1658 model 3 0.026385498046875
20241104-17:44:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:44:39 test_accuracy 1658 model 0 nb_correct 2337 / 2500 (93.48%)
20241104-17:44:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:44:39 test_accuracy 1658 model 3 nb_correct 2322 / 2500 (92.88%)
20241104-17:44:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:44:49 wrote ae_*.pth
20241104-17:44:49 epoch_duration 2min46s next_finish 17:47:35
20241104-17:44:49 wrote state.pth
20241104-17:44:49 --- epoch 1659 ----------------------------------------
20241104-17:44:49 current_test_accuracies 0.9348 0.9536 0.9520 0.9288 0.9484
20241104-17:44:49 nb_c_quizzes 40055
20241104-17:44:49 weakest_accuracies [0.9288, 0.9348]
20241104-17:44:49 dummy_rand tensor([0.6101])
20241104-17:44:49 dummy_rand tensor([0.0967])
20241104-17:44:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:44:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:47:21 train_loss 1659 model 3 0.03478375244140625
20241104-17:47:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:47:21 train_loss 1659 model 0 0.03387025451660156
20241104-17:47:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:47:23 test_loss 1659 model 3 0.028585052490234374
20241104-17:47:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:47:23 test_loss 1659 model 0 0.026406021118164064
20241104-17:47:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:47:25 test_accuracy 1659 model 3 nb_correct 2358 / 2500 (94.32%)
20241104-17:47:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:47:26 test_accuracy 1659 model 0 nb_correct 2374 / 2500 (94.96%)
20241104-17:47:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:47:35 wrote ae_*.pth
20241104-17:47:35 epoch_duration 2min46s next_finish 17:50:21
20241104-17:47:35 wrote state.pth
20241104-17:47:35 --- epoch 1660 ----------------------------------------
20241104-17:47:35 current_test_accuracies 0.9496 0.9536 0.9520 0.9432 0.9484
20241104-17:47:35 nb_c_quizzes 40055
20241104-17:47:35 weakest_accuracies [0.9432, 0.9484]
20241104-17:47:35 dummy_rand tensor([0.2467])
20241104-17:47:35 dummy_rand tensor([0.4558])
20241104-17:47:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:47:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:50:07 train_loss 1660 model 4 0.03559521484375
20241104-17:50:07 train_loss 1660 model 3 0.03482995796203613
20241104-17:50:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:50:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:50:09 test_loss 1660 model 4 0.03278959274291992
20241104-17:50:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:50:09 test_loss 1660 model 3 0.02895130157470703
20241104-17:50:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:50:12 test_accuracy 1660 model 4 nb_correct 2294 / 2500 (91.76%)
20241104-17:50:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:50:12 test_accuracy 1660 model 3 nb_correct 2284 / 2500 (91.36%)
20241104-17:50:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:50:21 wrote ae_*.pth
20241104-17:50:21 epoch_duration 2min46s next_finish 17:53:07
20241104-17:50:21 wrote state.pth
20241104-17:50:21 --- epoch 1661 ----------------------------------------
20241104-17:50:21 current_test_accuracies 0.9496 0.9536 0.9520 0.9136 0.9176
20241104-17:50:21 nb_c_quizzes 40055
20241104-17:50:21 weakest_accuracies [0.9136, 0.9176]
20241104-17:50:21 dummy_rand tensor([0.8478])
20241104-17:50:21 dummy_rand tensor([0.1863])
20241104-17:50:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:50:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:52:53 train_loss 1661 model 4 0.03432163619995117
20241104-17:52:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:52:53 train_loss 1661 model 3 0.03542087173461914
20241104-17:52:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:52:56 test_loss 1661 model 4 0.028336715698242188
20241104-17:52:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:52:56 test_loss 1661 model 3 0.027559127807617188
20241104-17:52:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:52:58 test_accuracy 1661 model 4 nb_correct 2283 / 2500 (91.32%)
20241104-17:52:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:52:58 test_accuracy 1661 model 3 nb_correct 2315 / 2500 (92.60%)
20241104-17:52:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:53:08 wrote ae_*.pth
20241104-17:53:08 epoch_duration 2min46s next_finish 17:55:54
20241104-17:53:08 wrote state.pth
20241104-17:53:08 --- epoch 1662 ----------------------------------------
20241104-17:53:08 current_test_accuracies 0.9496 0.9536 0.9520 0.9260 0.9132
20241104-17:53:08 nb_c_quizzes 40055
20241104-17:53:08 weakest_accuracies [0.9132, 0.926]
20241104-17:53:08 dummy_rand tensor([0.0702])
20241104-17:53:08 dummy_rand tensor([0.3878])
20241104-17:53:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:53:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:55:40 train_loss 1662 model 4 0.03533346366882324
20241104-17:55:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:55:40 train_loss 1662 model 3 0.03455447387695312
20241104-17:55:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:55:42 test_loss 1662 model 4 0.030536537170410157
20241104-17:55:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:55:42 test_loss 1662 model 3 0.029553070068359374
20241104-17:55:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:55:44 test_accuracy 1662 model 4 nb_correct 2283 / 2500 (91.32%)
20241104-17:55:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:55:44 test_accuracy 1662 model 3 nb_correct 2292 / 2500 (91.68%)
20241104-17:55:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:55:54 wrote ae_*.pth
20241104-17:55:54 epoch_duration 2min46s next_finish 17:58:40
20241104-17:55:54 wrote state.pth
20241104-17:55:54 --- epoch 1663 ----------------------------------------
20241104-17:55:54 current_test_accuracies 0.9496 0.9536 0.9520 0.9168 0.9132
20241104-17:55:54 nb_c_quizzes 40055
20241104-17:55:54 weakest_accuracies [0.9132, 0.9168]
20241104-17:55:54 dummy_rand tensor([0.0590])
20241104-17:55:54 dummy_rand tensor([0.6987])
20241104-17:55:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:55:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:58:26 train_loss 1663 model 4 0.03433646011352539
20241104-17:58:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:58:26 train_loss 1663 model 3 0.03447021102905273
20241104-17:58:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:58:28 test_loss 1663 model 4 0.02753265380859375
20241104-17:58:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:58:28 test_loss 1663 model 3 0.03132553100585937
20241104-17:58:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-17:58:31 test_accuracy 1663 model 4 nb_correct 2353 / 2500 (94.12%)
20241104-17:58:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:58:31 test_accuracy 1663 model 3 nb_correct 2322 / 2500 (92.88%)
20241104-17:58:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-17:58:40 wrote ae_*.pth
20241104-17:58:40 epoch_duration 2min46s next_finish 18:01:26
20241104-17:58:40 wrote state.pth
20241104-17:58:40 --- epoch 1664 ----------------------------------------
20241104-17:58:40 current_test_accuracies 0.9496 0.9536 0.9520 0.9288 0.9412
20241104-17:58:40 nb_c_quizzes 40055
20241104-17:58:40 weakest_accuracies [0.9288, 0.9412]
20241104-17:58:40 dummy_rand tensor([0.4471])
20241104-17:58:40 dummy_rand tensor([0.1464])
20241104-17:58:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-17:58:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:01:12 train_loss 1664 model 3 0.03448838043212891
20241104-18:01:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:01:12 train_loss 1664 model 4 0.034134700775146486
20241104-18:01:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:01:15 test_loss 1664 model 3 0.030059890747070314
20241104-18:01:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:01:15 test_loss 1664 model 4 0.032035751342773436
20241104-18:01:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:01:17 test_accuracy 1664 model 3 nb_correct 2325 / 2500 (93.00%)
20241104-18:01:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:01:17 test_accuracy 1664 model 4 nb_correct 2306 / 2500 (92.24%)
20241104-18:01:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:01:27 wrote ae_*.pth
20241104-18:01:27 epoch_duration 2min46s next_finish 18:04:14
20241104-18:01:27 wrote state.pth
20241104-18:01:27 --- epoch 1665 ----------------------------------------
20241104-18:01:27 current_test_accuracies 0.9496 0.9536 0.9520 0.9300 0.9224
20241104-18:01:27 nb_c_quizzes 40055
20241104-18:01:27 weakest_accuracies [0.9224, 0.93]
20241104-18:01:27 dummy_rand tensor([0.4964])
20241104-18:01:27 dummy_rand tensor([0.2322])
20241104-18:01:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:01:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:03:59 train_loss 1665 model 4 0.0345373363494873
20241104-18:03:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:03:59 train_loss 1665 model 3 0.03497226333618164
20241104-18:03:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:04:01 test_loss 1665 model 4 0.02857696533203125
20241104-18:04:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:04:01 test_loss 1665 model 3 0.02665719985961914
20241104-18:04:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:04:03 test_accuracy 1665 model 4 nb_correct 2344 / 2500 (93.76%)
20241104-18:04:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:04:03 test_accuracy 1665 model 3 nb_correct 2249 / 2500 (89.96%)
20241104-18:04:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:04:13 wrote ae_*.pth
20241104-18:04:13 epoch_duration 2min46s next_finish 18:06:59
20241104-18:04:13 wrote state.pth
20241104-18:04:13 --- epoch 1666 ----------------------------------------
20241104-18:04:13 current_test_accuracies 0.9496 0.9536 0.9520 0.8996 0.9376
20241104-18:04:13 nb_c_quizzes 40055
20241104-18:04:13 weakest_accuracies [0.8996, 0.9376]
20241104-18:04:13 dummy_rand tensor([0.2344])
20241104-18:04:13 dummy_rand tensor([0.6076])
20241104-18:04:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:04:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:06:45 train_loss 1666 model 3 0.035197509765625
20241104-18:06:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:06:45 train_loss 1666 model 4 0.03457369995117188
20241104-18:06:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:06:47 test_loss 1666 model 3 0.029308319091796875
20241104-18:06:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:06:47 test_loss 1666 model 4 0.029482574462890626
20241104-18:06:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:06:50 test_accuracy 1666 model 3 nb_correct 2269 / 2500 (90.76%)
20241104-18:06:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:06:50 test_accuracy 1666 model 4 nb_correct 2378 / 2500 (95.12%)
20241104-18:06:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:06:59 wrote ae_*.pth
20241104-18:06:59 epoch_duration 2min46s next_finish 18:09:45
20241104-18:06:59 wrote state.pth
20241104-18:06:59 --- epoch 1667 ----------------------------------------
20241104-18:06:59 current_test_accuracies 0.9496 0.9536 0.9520 0.9076 0.9512
20241104-18:06:59 nb_c_quizzes 40055
20241104-18:06:59 weakest_accuracies [0.9076, 0.9496]
20241104-18:06:59 dummy_rand tensor([0.3698])
20241104-18:06:59 dummy_rand tensor([0.1521])
20241104-18:06:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:07:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:09:31 train_loss 1667 model 3 0.035101715087890624
20241104-18:09:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:09:31 train_loss 1667 model 0 0.03417651557922363
20241104-18:09:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:09:33 test_loss 1667 model 3 0.031517333984375
20241104-18:09:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:09:33 test_loss 1667 model 0 0.029566421508789062
20241104-18:09:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:09:36 test_accuracy 1667 model 3 nb_correct 2287 / 2500 (91.48%)
20241104-18:09:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:09:36 test_accuracy 1667 model 0 nb_correct 2294 / 2500 (91.76%)
20241104-18:09:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:09:45 wrote ae_*.pth
20241104-18:09:45 epoch_duration 2min46s next_finish 18:12:31
20241104-18:09:46 wrote state.pth
20241104-18:09:46 --- epoch 1668 ----------------------------------------
20241104-18:09:46 current_test_accuracies 0.9176 0.9536 0.9520 0.9148 0.9512
20241104-18:09:46 nb_c_quizzes 40055
20241104-18:09:46 weakest_accuracies [0.9148, 0.9176]
20241104-18:09:46 dummy_rand tensor([0.9640])
20241104-18:09:46 dummy_rand tensor([0.5813])
20241104-18:09:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:09:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:12:17 train_loss 1668 model 3 0.03494046020507813
20241104-18:12:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:12:17 train_loss 1668 model 0 0.034249046325683596
20241104-18:12:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:12:20 test_loss 1668 model 3 0.027893810272216796
20241104-18:12:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:12:20 test_loss 1668 model 0 0.03285743713378906
20241104-18:12:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:12:22 test_accuracy 1668 model 3 nb_correct 2335 / 2500 (93.40%)
20241104-18:12:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:12:22 test_accuracy 1668 model 0 nb_correct 2324 / 2500 (92.96%)
20241104-18:12:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:12:31 wrote ae_*.pth
20241104-18:12:31 epoch_duration 2min46s next_finish 18:15:18
20241104-18:12:32 wrote state.pth
20241104-18:12:32 --- epoch 1669 ----------------------------------------
20241104-18:12:32 current_test_accuracies 0.9296 0.9536 0.9520 0.9340 0.9512
20241104-18:12:32 nb_c_quizzes 40055
20241104-18:12:32 weakest_accuracies [0.9296, 0.934]
20241104-18:12:32 dummy_rand tensor([0.3848])
20241104-18:12:32 dummy_rand tensor([0.1576])
20241104-18:12:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:12:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:15:04 train_loss 1669 model 0 0.03385052108764648
20241104-18:15:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:15:04 train_loss 1669 model 3 0.03504344177246094
20241104-18:15:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:15:06 test_loss 1669 model 0 0.029283905029296876
20241104-18:15:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:15:06 test_loss 1669 model 3 0.02780128479003906
20241104-18:15:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:15:08 test_accuracy 1669 model 0 nb_correct 2378 / 2500 (95.12%)
20241104-18:15:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:15:08 test_accuracy 1669 model 3 nb_correct 2301 / 2500 (92.04%)
20241104-18:15:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:15:18 wrote ae_*.pth
20241104-18:15:18 epoch_duration 2min46s next_finish 18:18:04
20241104-18:15:18 wrote state.pth
20241104-18:15:18 --- epoch 1670 ----------------------------------------
20241104-18:15:18 current_test_accuracies 0.9512 0.9536 0.9520 0.9204 0.9512
20241104-18:15:18 nb_c_quizzes 40055
20241104-18:15:18 weakest_accuracies [0.9204, 0.9512]
20241104-18:15:18 dummy_rand tensor([0.9570])
20241104-18:15:18 dummy_rand tensor([0.3998])
20241104-18:15:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:15:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:17:50 train_loss 1670 model 3 0.035426742553710935
20241104-18:17:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:17:50 train_loss 1670 model 0 0.034434326171875
20241104-18:17:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:17:52 test_loss 1670 model 3 0.0298956298828125
20241104-18:17:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:17:52 test_loss 1670 model 0 0.027597198486328123
20241104-18:17:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:17:55 test_accuracy 1670 model 3 nb_correct 2301 / 2500 (92.04%)
20241104-18:17:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:17:55 test_accuracy 1670 model 0 nb_correct 2314 / 2500 (92.56%)
20241104-18:17:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:18:04 wrote ae_*.pth
20241104-18:18:04 epoch_duration 2min46s next_finish 18:20:50
20241104-18:18:04 wrote state.pth
20241104-18:18:04 --- epoch 1671 ----------------------------------------
20241104-18:18:04 current_test_accuracies 0.9256 0.9536 0.9520 0.9204 0.9512
20241104-18:18:04 nb_c_quizzes 40055
20241104-18:18:04 weakest_accuracies [0.9204, 0.9256]
20241104-18:18:04 dummy_rand tensor([0.1980])
20241104-18:18:04 dummy_rand tensor([0.9855])
20241104-18:18:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:18:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:20:36 train_loss 1671 model 3 0.03419208335876465
20241104-18:20:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:20:36 train_loss 1671 model 0 0.03445161437988281
20241104-18:20:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:20:39 test_loss 1671 model 3 0.02933706283569336
20241104-18:20:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:20:39 test_loss 1671 model 0 0.030300445556640625
20241104-18:20:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:20:41 test_accuracy 1671 model 3 nb_correct 2334 / 2500 (93.36%)
20241104-18:20:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:20:41 test_accuracy 1671 model 0 nb_correct 2293 / 2500 (91.72%)
20241104-18:20:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:20:50 wrote ae_*.pth
20241104-18:20:50 epoch_duration 2min46s next_finish 18:23:37
20241104-18:20:51 wrote state.pth
20241104-18:20:51 --- epoch 1672 ----------------------------------------
20241104-18:20:51 current_test_accuracies 0.9172 0.9536 0.9520 0.9336 0.9512
20241104-18:20:51 nb_c_quizzes 40055
20241104-18:20:51 weakest_accuracies [0.9172, 0.9336]
20241104-18:20:51 dummy_rand tensor([0.7817])
20241104-18:20:51 dummy_rand tensor([0.9878])
20241104-18:20:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:20:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:23:22 train_loss 1672 model 0 0.034137939453125
20241104-18:23:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:23:23 train_loss 1672 model 3 0.034778656005859374
20241104-18:23:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:23:25 test_loss 1672 model 0 0.025965843200683594
20241104-18:23:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:23:25 test_loss 1672 model 3 0.030821189880371094
20241104-18:23:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:23:27 test_accuracy 1672 model 0 nb_correct 2350 / 2500 (94.00%)
20241104-18:23:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:23:27 test_accuracy 1672 model 3 nb_correct 2330 / 2500 (93.20%)
20241104-18:23:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:23:37 wrote ae_*.pth
20241104-18:23:37 epoch_duration 2min46s next_finish 18:26:23
20241104-18:23:37 wrote state.pth
20241104-18:23:37 --- epoch 1673 ----------------------------------------
20241104-18:23:37 current_test_accuracies 0.9400 0.9536 0.9520 0.9320 0.9512
20241104-18:23:37 nb_c_quizzes 40055
20241104-18:23:37 weakest_accuracies [0.932, 0.94]
20241104-18:23:37 dummy_rand tensor([0.5070])
20241104-18:23:37 dummy_rand tensor([0.0090])
20241104-18:23:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:23:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:26:09 train_loss 1673 model 3 0.03458008193969726
20241104-18:26:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:26:09 train_loss 1673 model 0 0.03451158142089844
20241104-18:26:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:26:11 test_loss 1673 model 3 0.028588409423828124
20241104-18:26:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:26:11 test_loss 1673 model 0 0.026904296875
20241104-18:26:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:26:13 test_accuracy 1673 model 3 nb_correct 2310 / 2500 (92.40%)
20241104-18:26:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:26:14 test_accuracy 1673 model 0 nb_correct 2293 / 2500 (91.72%)
20241104-18:26:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:26:23 wrote ae_*.pth
20241104-18:26:23 epoch_duration 2min46s next_finish 18:29:09
20241104-18:26:23 wrote state.pth
20241104-18:26:23 --- epoch 1674 ----------------------------------------
20241104-18:26:23 current_test_accuracies 0.9172 0.9536 0.9520 0.9240 0.9512
20241104-18:26:23 nb_c_quizzes 40055
20241104-18:26:23 weakest_accuracies [0.9172, 0.924]
20241104-18:26:23 dummy_rand tensor([0.5648])
20241104-18:26:23 dummy_rand tensor([0.6621])
20241104-18:26:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:26:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:28:55 train_loss 1674 model 0 0.03401540946960449
20241104-18:28:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:28:55 train_loss 1674 model 3 0.03578985595703125
20241104-18:28:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:28:57 test_loss 1674 model 0 0.027685623168945312
20241104-18:28:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:28:57 test_loss 1674 model 3 0.02676055908203125
20241104-18:28:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:29:00 test_accuracy 1674 model 0 nb_correct 2322 / 2500 (92.88%)
20241104-18:29:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:29:00 test_accuracy 1674 model 3 nb_correct 2323 / 2500 (92.92%)
20241104-18:29:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:29:09 wrote ae_*.pth
20241104-18:29:09 epoch_duration 2min46s next_finish 18:31:55
20241104-18:29:09 wrote state.pth
20241104-18:29:09 --- epoch 1675 ----------------------------------------
20241104-18:29:09 current_test_accuracies 0.9288 0.9536 0.9520 0.9292 0.9512
20241104-18:29:09 nb_c_quizzes 40055
20241104-18:29:09 weakest_accuracies [0.9288, 0.9292]
20241104-18:29:09 dummy_rand tensor([0.2296])
20241104-18:29:09 dummy_rand tensor([0.6884])
20241104-18:29:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:29:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:31:42 train_loss 1675 model 3 0.03500333404541016
20241104-18:31:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:31:43 train_loss 1675 model 0 0.03420708465576172
20241104-18:31:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:31:45 test_loss 1675 model 3 0.025541763305664062
20241104-18:31:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:31:45 test_loss 1675 model 0 0.031053466796875
20241104-18:31:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:31:47 test_accuracy 1675 model 3 nb_correct 2328 / 2500 (93.12%)
20241104-18:31:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:31:47 test_accuracy 1675 model 0 nb_correct 2324 / 2500 (92.96%)
20241104-18:31:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:31:57 wrote ae_*.pth
20241104-18:31:57 epoch_duration 2min47s next_finish 18:34:44
20241104-18:31:57 wrote state.pth
20241104-18:31:57 --- epoch 1676 ----------------------------------------
20241104-18:31:57 current_test_accuracies 0.9296 0.9536 0.9520 0.9312 0.9512
20241104-18:31:57 nb_c_quizzes 40055
20241104-18:31:57 weakest_accuracies [0.9296, 0.9312]
20241104-18:31:57 dummy_rand tensor([0.1384])
20241104-18:31:57 dummy_rand tensor([0.8438])
20241104-18:31:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:31:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:34:29 train_loss 1676 model 0 0.03413470268249512
20241104-18:34:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:34:29 train_loss 1676 model 3 0.03537080574035645
20241104-18:34:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:34:31 test_loss 1676 model 0 0.0308245849609375
20241104-18:34:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:34:31 test_loss 1676 model 3 0.02903717041015625
20241104-18:34:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:34:33 test_accuracy 1676 model 0 nb_correct 2379 / 2500 (95.16%)
20241104-18:34:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:34:33 test_accuracy 1676 model 3 nb_correct 2326 / 2500 (93.04%)
20241104-18:34:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:34:43 wrote ae_*.pth
20241104-18:34:43 epoch_duration 2min46s next_finish 18:37:29
20241104-18:34:43 wrote state.pth
20241104-18:34:43 --- epoch 1677 ----------------------------------------
20241104-18:34:43 current_test_accuracies 0.9516 0.9536 0.9520 0.9304 0.9512
20241104-18:34:43 nb_c_quizzes 40055
20241104-18:34:43 weakest_accuracies [0.9304, 0.9512]
20241104-18:34:43 dummy_rand tensor([0.1090])
20241104-18:34:43 dummy_rand tensor([0.2279])
20241104-18:34:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:34:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:37:15 train_loss 1677 model 3 0.03449766540527344
20241104-18:37:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:37:15 train_loss 1677 model 4 0.03484260940551758
20241104-18:37:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:37:17 test_loss 1677 model 3 0.030270233154296874
20241104-18:37:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:37:18 test_loss 1677 model 4 0.02805999755859375
20241104-18:37:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:37:20 test_accuracy 1677 model 3 nb_correct 2357 / 2500 (94.28%)
20241104-18:37:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:37:20 test_accuracy 1677 model 4 nb_correct 2357 / 2500 (94.28%)
20241104-18:37:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:37:29 wrote ae_*.pth
20241104-18:37:29 epoch_duration 2min46s next_finish 18:40:16
20241104-18:37:30 wrote state.pth
20241104-18:37:30 --- epoch 1678 ----------------------------------------
20241104-18:37:30 current_test_accuracies 0.9516 0.9536 0.9520 0.9428 0.9428
20241104-18:37:30 nb_c_quizzes 40055
20241104-18:37:30 weakest_accuracies [0.9428, 0.9428]
20241104-18:37:30 dummy_rand tensor([0.4796])
20241104-18:37:30 dummy_rand tensor([0.1562])
20241104-18:37:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:37:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:40:01 train_loss 1678 model 3 0.03517184066772461
20241104-18:40:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:40:01 train_loss 1678 model 4 0.0347391357421875
20241104-18:40:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:40:03 test_loss 1678 model 3 0.031024322509765626
20241104-18:40:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:40:04 test_loss 1678 model 4 0.030136184692382814
20241104-18:40:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:40:06 test_accuracy 1678 model 3 nb_correct 2262 / 2500 (90.48%)
20241104-18:40:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:40:06 test_accuracy 1678 model 4 nb_correct 2324 / 2500 (92.96%)
20241104-18:40:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:40:15 wrote ae_*.pth
20241104-18:40:15 epoch_duration 2min45s next_finish 18:43:01
20241104-18:40:16 wrote state.pth
20241104-18:40:16 --- epoch 1679 ----------------------------------------
20241104-18:40:16 current_test_accuracies 0.9516 0.9536 0.9520 0.9048 0.9296
20241104-18:40:16 nb_c_quizzes 40055
20241104-18:40:16 weakest_accuracies [0.9048, 0.9296]
20241104-18:40:16 dummy_rand tensor([0.1436])
20241104-18:40:16 dummy_rand tensor([0.0900])
20241104-18:40:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:40:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:42:47 train_loss 1679 model 3 0.03468935775756836
20241104-18:42:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:42:47 train_loss 1679 model 4 0.034547813415527345
20241104-18:42:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:42:50 test_loss 1679 model 3 0.027269973754882812
20241104-18:42:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:42:50 test_loss 1679 model 4 0.030199928283691405
20241104-18:42:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:42:52 test_accuracy 1679 model 3 nb_correct 2282 / 2500 (91.28%)
20241104-18:42:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:42:52 test_accuracy 1679 model 4 nb_correct 2293 / 2500 (91.72%)
20241104-18:42:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:43:01 wrote ae_*.pth
20241104-18:43:01 epoch_duration 2min46s next_finish 18:45:47
20241104-18:43:02 wrote state.pth
20241104-18:43:02 --- epoch 1680 ----------------------------------------
20241104-18:43:02 current_test_accuracies 0.9516 0.9536 0.9520 0.9128 0.9172
20241104-18:43:02 nb_c_quizzes 40055
20241104-18:43:02 weakest_accuracies [0.9128, 0.9172]
20241104-18:43:02 dummy_rand tensor([0.2333])
20241104-18:43:02 dummy_rand tensor([0.4453])
20241104-18:43:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:43:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:45:33 train_loss 1680 model 3 0.034946821212768556
20241104-18:45:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:45:33 train_loss 1680 model 4 0.03427143096923828
20241104-18:45:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:45:36 test_loss 1680 model 3 0.03127723693847656
20241104-18:45:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:45:36 test_loss 1680 model 4 0.02809516906738281
20241104-18:45:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:45:38 test_accuracy 1680 model 4 nb_correct 2291 / 2500 (91.64%)
20241104-18:45:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:45:38 test_accuracy 1680 model 3 nb_correct 2320 / 2500 (92.80%)
20241104-18:45:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:45:47 wrote ae_*.pth
20241104-18:45:47 epoch_duration 2min46s next_finish 18:48:34
20241104-18:45:48 wrote state.pth
20241104-18:45:48 --- epoch 1681 ----------------------------------------
20241104-18:45:48 current_test_accuracies 0.9516 0.9536 0.9520 0.9280 0.9164
20241104-18:45:48 nb_c_quizzes 40055
20241104-18:45:48 weakest_accuracies [0.9164, 0.928]
20241104-18:45:48 dummy_rand tensor([0.4659])
20241104-18:45:48 dummy_rand tensor([0.5451])
20241104-18:45:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:45:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:48:20 train_loss 1681 model 4 0.0348370361328125
20241104-18:48:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:48:20 train_loss 1681 model 3 0.03426715087890625
20241104-18:48:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:48:22 test_loss 1681 model 4 0.028719711303710937
20241104-18:48:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:48:23 test_loss 1681 model 3 0.027471389770507813
20241104-18:48:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:48:25 test_accuracy 1681 model 4 nb_correct 2289 / 2500 (91.56%)
20241104-18:48:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:48:26 test_accuracy 1681 model 3 nb_correct 2338 / 2500 (93.52%)
20241104-18:48:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:48:34 wrote ae_*.pth
20241104-18:48:34 epoch_duration 2min46s next_finish 18:51:21
20241104-18:48:35 wrote state.pth
20241104-18:48:35 --- epoch 1682 ----------------------------------------
20241104-18:48:35 current_test_accuracies 0.9516 0.9536 0.9520 0.9352 0.9156
20241104-18:48:35 nb_c_quizzes 40055
20241104-18:48:35 weakest_accuracies [0.9156, 0.9352]
20241104-18:48:35 dummy_rand tensor([0.5156])
20241104-18:48:35 dummy_rand tensor([0.2727])
20241104-18:48:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:48:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:51:06 train_loss 1682 model 4 0.034617303848266605
20241104-18:51:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:51:06 train_loss 1682 model 3 0.03407666015625
20241104-18:51:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:51:09 test_loss 1682 model 4 0.027183356285095214
20241104-18:51:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:51:09 test_loss 1682 model 3 0.027491455078125
20241104-18:51:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:51:11 test_accuracy 1682 model 4 nb_correct 2340 / 2500 (93.60%)
20241104-18:51:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:51:11 test_accuracy 1682 model 3 nb_correct 2308 / 2500 (92.32%)
20241104-18:51:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:51:20 wrote ae_*.pth
20241104-18:51:20 epoch_duration 2min45s next_finish 18:54:06
20241104-18:51:21 wrote state.pth
20241104-18:51:21 --- epoch 1683 ----------------------------------------
20241104-18:51:21 current_test_accuracies 0.9516 0.9536 0.9520 0.9232 0.9360
20241104-18:51:21 nb_c_quizzes 40055
20241104-18:51:21 weakest_accuracies [0.9232, 0.936]
20241104-18:51:21 dummy_rand tensor([0.4886])
20241104-18:51:21 dummy_rand tensor([0.2296])
20241104-18:51:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:51:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:53:52 train_loss 1683 model 3 0.03491380023956299
20241104-18:53:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:53:52 train_loss 1683 model 4 0.03531828308105469
20241104-18:53:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:53:55 test_loss 1683 model 3 0.029640388488769532
20241104-18:53:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:53:55 test_loss 1683 model 4 0.029373779296875
20241104-18:53:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:53:57 test_accuracy 1683 model 3 nb_correct 2249 / 2500 (89.96%)
20241104-18:53:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:53:57 test_accuracy 1683 model 4 nb_correct 2263 / 2500 (90.52%)
20241104-18:53:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:54:07 wrote ae_*.pth
20241104-18:54:07 epoch_duration 2min46s next_finish 18:56:53
20241104-18:54:07 wrote state.pth
20241104-18:54:07 --- epoch 1684 ----------------------------------------
20241104-18:54:07 current_test_accuracies 0.9516 0.9536 0.9520 0.8996 0.9052
20241104-18:54:07 nb_c_quizzes 40055
20241104-18:54:07 weakest_accuracies [0.8996, 0.9052]
20241104-18:54:07 dummy_rand tensor([0.1303])
20241104-18:54:07 dummy_rand tensor([0.8924])
20241104-18:54:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:54:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:56:39 train_loss 1684 model 3 0.03493851470947266
20241104-18:56:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:56:39 train_loss 1684 model 4 0.03446197509765625
20241104-18:56:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:56:41 test_loss 1684 model 3 0.02754600524902344
20241104-18:56:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:56:41 test_loss 1684 model 4 0.030124626159667968
20241104-18:56:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:56:44 test_accuracy 1684 model 3 nb_correct 2326 / 2500 (93.04%)
20241104-18:56:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:56:44 test_accuracy 1684 model 4 nb_correct 2338 / 2500 (93.52%)
20241104-18:56:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:56:53 wrote ae_*.pth
20241104-18:56:53 epoch_duration 2min46s next_finish 18:59:40
20241104-18:56:53 wrote state.pth
20241104-18:56:53 --- epoch 1685 ----------------------------------------
20241104-18:56:53 current_test_accuracies 0.9516 0.9536 0.9520 0.9304 0.9352
20241104-18:56:53 nb_c_quizzes 40055
20241104-18:56:53 weakest_accuracies [0.9304, 0.9352]
20241104-18:56:53 dummy_rand tensor([0.8950])
20241104-18:56:53 dummy_rand tensor([0.4386])
20241104-18:56:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:56:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:59:25 train_loss 1685 model 3 0.033922752380371096
20241104-18:59:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:59:25 train_loss 1685 model 4 0.03464678955078125
20241104-18:59:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:59:27 test_loss 1685 model 4 0.02791095733642578
20241104-18:59:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:59:28 test_loss 1685 model 3 0.0296728515625
20241104-18:59:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-18:59:30 test_accuracy 1685 model 4 nb_correct 2358 / 2500 (94.32%)
20241104-18:59:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:59:30 test_accuracy 1685 model 3 nb_correct 2309 / 2500 (92.36%)
20241104-18:59:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-18:59:39 wrote ae_*.pth
20241104-18:59:39 epoch_duration 2min46s next_finish 19:02:26
20241104-18:59:40 wrote state.pth
20241104-18:59:40 --- epoch 1686 ----------------------------------------
20241104-18:59:40 current_test_accuracies 0.9516 0.9536 0.9520 0.9236 0.9432
20241104-18:59:40 nb_c_quizzes 40055
20241104-18:59:40 weakest_accuracies [0.9236, 0.9432]
20241104-18:59:40 dummy_rand tensor([0.6767])
20241104-18:59:40 dummy_rand tensor([0.2619])
20241104-18:59:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-18:59:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:02:11 train_loss 1686 model 3 0.03473890686035156
20241104-19:02:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:02:11 train_loss 1686 model 4 0.03419093132019043
20241104-19:02:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:02:14 test_loss 1686 model 3 0.026340179443359375
20241104-19:02:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:02:14 test_loss 1686 model 4 0.030214157104492188
20241104-19:02:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:02:16 test_accuracy 1686 model 3 nb_correct 2307 / 2500 (92.28%)
20241104-19:02:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:02:16 test_accuracy 1686 model 4 nb_correct 2316 / 2500 (92.64%)
20241104-19:02:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:02:25 wrote ae_*.pth
20241104-19:02:25 epoch_duration 2min46s next_finish 19:05:12
20241104-19:02:26 wrote state.pth
20241104-19:02:26 --- epoch 1687 ----------------------------------------
20241104-19:02:26 current_test_accuracies 0.9516 0.9536 0.9520 0.9228 0.9264
20241104-19:02:26 nb_c_quizzes 40055
20241104-19:02:26 weakest_accuracies [0.9228, 0.9264]
20241104-19:02:26 dummy_rand tensor([0.9748])
20241104-19:02:26 dummy_rand tensor([0.2512])
20241104-19:02:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:02:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:04:58 train_loss 1687 model 4 0.03410211563110352
20241104-19:04:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:04:58 train_loss 1687 model 3 0.034814687728881834
20241104-19:04:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:05:00 test_loss 1687 model 4 0.030358543395996095
20241104-19:05:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:05:00 test_loss 1687 model 3 0.028549766540527342
20241104-19:05:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:05:02 test_accuracy 1687 model 4 nb_correct 2334 / 2500 (93.36%)
20241104-19:05:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:05:02 test_accuracy 1687 model 3 nb_correct 2331 / 2500 (93.24%)
20241104-19:05:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:05:12 wrote ae_*.pth
20241104-19:05:12 epoch_duration 2min46s next_finish 19:07:58
20241104-19:05:12 wrote state.pth
20241104-19:05:12 --- epoch 1688 ----------------------------------------
20241104-19:05:12 current_test_accuracies 0.9516 0.9536 0.9520 0.9324 0.9336
20241104-19:05:12 nb_c_quizzes 40055
20241104-19:05:12 weakest_accuracies [0.9324, 0.9336]
20241104-19:05:12 dummy_rand tensor([0.4930])
20241104-19:05:12 dummy_rand tensor([0.6068])
20241104-19:05:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:05:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:07:44 train_loss 1688 model 3 0.03455124092102051
20241104-19:07:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:07:44 train_loss 1688 model 4 0.03420274353027344
20241104-19:07:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:07:46 test_loss 1688 model 3 0.029383316040039062
20241104-19:07:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:07:46 test_loss 1688 model 4 0.029951705932617187
20241104-19:07:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:07:49 test_accuracy 1688 model 3 nb_correct 2346 / 2500 (93.84%)
20241104-19:07:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:07:49 test_accuracy 1688 model 4 nb_correct 2312 / 2500 (92.48%)
20241104-19:07:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:07:59 wrote ae_*.pth
20241104-19:07:59 epoch_duration 2min46s next_finish 19:10:45
20241104-19:07:59 wrote state.pth
20241104-19:07:59 --- epoch 1689 ----------------------------------------
20241104-19:07:59 current_test_accuracies 0.9516 0.9536 0.9520 0.9384 0.9248
20241104-19:07:59 nb_c_quizzes 40055
20241104-19:07:59 weakest_accuracies [0.9248, 0.9384]
20241104-19:07:59 dummy_rand tensor([0.1899])
20241104-19:07:59 dummy_rand tensor([0.7346])
20241104-19:07:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:07:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:10:30 train_loss 1689 model 4 0.03429681015014648
20241104-19:10:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:10:31 train_loss 1689 model 3 0.035466728210449217
20241104-19:10:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:10:33 test_loss 1689 model 4 0.02694507598876953
20241104-19:10:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:10:33 test_loss 1689 model 3 0.02877094268798828
20241104-19:10:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:10:35 test_accuracy 1689 model 4 nb_correct 2322 / 2500 (92.88%)
20241104-19:10:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:10:35 test_accuracy 1689 model 3 nb_correct 2286 / 2500 (91.44%)
20241104-19:10:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:10:45 wrote ae_*.pth
20241104-19:10:45 epoch_duration 2min46s next_finish 19:13:31
20241104-19:10:45 wrote state.pth
20241104-19:10:45 --- epoch 1690 ----------------------------------------
20241104-19:10:45 current_test_accuracies 0.9516 0.9536 0.9520 0.9144 0.9288
20241104-19:10:45 nb_c_quizzes 40055
20241104-19:10:45 weakest_accuracies [0.9144, 0.9288]
20241104-19:10:45 dummy_rand tensor([0.1644])
20241104-19:10:45 dummy_rand tensor([0.2945])
20241104-19:10:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:10:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:13:17 train_loss 1690 model 4 0.03446123504638672
20241104-19:13:17 train_loss 1690 model 3 0.03397794723510742
20241104-19:13:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:13:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:13:19 test_loss 1690 model 4 0.02637928009033203
20241104-19:13:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:13:19 test_loss 1690 model 3 0.028545074462890625
20241104-19:13:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:13:21 test_accuracy 1690 model 4 nb_correct 2294 / 2500 (91.76%)
20241104-19:13:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:13:21 test_accuracy 1690 model 3 nb_correct 2367 / 2500 (94.68%)
20241104-19:13:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:13:31 wrote ae_*.pth
20241104-19:13:31 epoch_duration 2min46s next_finish 19:16:18
20241104-19:13:31 wrote state.pth
20241104-19:13:31 --- epoch 1691 ----------------------------------------
20241104-19:13:31 current_test_accuracies 0.9516 0.9536 0.9520 0.9468 0.9176
20241104-19:13:31 nb_c_quizzes 40055
20241104-19:13:31 weakest_accuracies [0.9176, 0.9468]
20241104-19:13:31 dummy_rand tensor([0.7389])
20241104-19:13:31 dummy_rand tensor([0.4818])
20241104-19:13:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:13:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:16:03 train_loss 1691 model 3 0.03449294471740723
20241104-19:16:03 train_loss 1691 model 4 0.034273679733276365
20241104-19:16:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:16:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:16:05 test_loss 1691 model 3 0.0339471435546875
20241104-19:16:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:16:05 test_loss 1691 model 4 0.02651031494140625
20241104-19:16:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:16:08 test_accuracy 1691 model 3 nb_correct 2339 / 2500 (93.56%)
20241104-19:16:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:16:08 test_accuracy 1691 model 4 nb_correct 2341 / 2500 (93.64%)
20241104-19:16:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:16:18 wrote ae_*.pth
20241104-19:16:18 epoch_duration 2min46s next_finish 19:19:04
20241104-19:16:18 wrote state.pth
20241104-19:16:18 --- epoch 1692 ----------------------------------------
20241104-19:16:18 current_test_accuracies 0.9516 0.9536 0.9520 0.9356 0.9364
20241104-19:16:18 nb_c_quizzes 40055
20241104-19:16:18 weakest_accuracies [0.9356, 0.9364]
20241104-19:16:18 dummy_rand tensor([0.3171])
20241104-19:16:18 dummy_rand tensor([0.3770])
20241104-19:16:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:16:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:18:50 train_loss 1692 model 4 0.03420608901977539
20241104-19:18:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:18:50 train_loss 1692 model 3 0.03484054851531983
20241104-19:18:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:18:52 test_loss 1692 model 4 0.029690399169921874
20241104-19:18:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:18:52 test_loss 1692 model 3 0.026066741943359374
20241104-19:18:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:18:55 test_accuracy 1692 model 4 nb_correct 2297 / 2500 (91.88%)
20241104-19:18:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:18:55 test_accuracy 1692 model 3 nb_correct 2344 / 2500 (93.76%)
20241104-19:18:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:19:04 wrote ae_*.pth
20241104-19:19:04 epoch_duration 2min46s next_finish 19:21:51
20241104-19:19:05 wrote state.pth
20241104-19:19:05 --- epoch 1693 ----------------------------------------
20241104-19:19:05 current_test_accuracies 0.9516 0.9536 0.9520 0.9376 0.9188
20241104-19:19:05 nb_c_quizzes 40055
20241104-19:19:05 weakest_accuracies [0.9188, 0.9376]
20241104-19:19:05 dummy_rand tensor([0.0894])
20241104-19:19:05 dummy_rand tensor([0.9084])
20241104-19:19:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:19:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:21:37 train_loss 1693 model 3 0.035730243682861325
20241104-19:21:37 train_loss 1693 model 4 0.033797859191894535
20241104-19:21:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:21:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:21:39 test_loss 1693 model 3 0.02888336181640625
20241104-19:21:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:21:39 test_loss 1693 model 4 0.026979522705078127
20241104-19:21:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:21:41 test_accuracy 1693 model 3 nb_correct 2288 / 2500 (91.52%)
20241104-19:21:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:21:41 test_accuracy 1693 model 4 nb_correct 2319 / 2500 (92.76%)
20241104-19:21:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:21:51 wrote ae_*.pth
20241104-19:21:51 epoch_duration 2min46s next_finish 19:24:37
20241104-19:21:51 wrote state.pth
20241104-19:21:51 --- epoch 1694 ----------------------------------------
20241104-19:21:51 current_test_accuracies 0.9516 0.9536 0.9520 0.9152 0.9276
20241104-19:21:51 nb_c_quizzes 40055
20241104-19:21:51 weakest_accuracies [0.9152, 0.9276]
20241104-19:21:51 dummy_rand tensor([0.1762])
20241104-19:21:51 dummy_rand tensor([0.2591])
20241104-19:21:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:21:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:24:23 train_loss 1694 model 4 0.033760696411132815
20241104-19:24:23 train_loss 1694 model 3 0.03408722972869873
20241104-19:24:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:24:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:24:25 test_loss 1694 model 4 0.028658294677734376
20241104-19:24:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:24:25 test_loss 1694 model 3 0.028955612182617187
20241104-19:24:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:24:27 test_accuracy 1694 model 4 nb_correct 2295 / 2500 (91.80%)
20241104-19:24:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:24:27 test_accuracy 1694 model 3 nb_correct 2333 / 2500 (93.32%)
20241104-19:24:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:24:37 wrote ae_*.pth
20241104-19:24:37 epoch_duration 2min46s next_finish 19:27:23
20241104-19:24:37 wrote state.pth
20241104-19:24:37 --- epoch 1695 ----------------------------------------
20241104-19:24:37 current_test_accuracies 0.9516 0.9536 0.9520 0.9332 0.9180
20241104-19:24:37 nb_c_quizzes 40055
20241104-19:24:37 weakest_accuracies [0.918, 0.9332]
20241104-19:24:37 dummy_rand tensor([0.7420])
20241104-19:24:37 dummy_rand tensor([0.2393])
20241104-19:24:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:24:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:27:09 train_loss 1695 model 4 0.035180702209472656
20241104-19:27:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:27:09 train_loss 1695 model 3 0.034214059829711915
20241104-19:27:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:27:11 test_loss 1695 model 4 0.023476715087890624
20241104-19:27:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:27:11 test_loss 1695 model 3 0.0286798095703125
20241104-19:27:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:27:14 test_accuracy 1695 model 4 nb_correct 2306 / 2500 (92.24%)
20241104-19:27:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:27:14 test_accuracy 1695 model 3 nb_correct 2370 / 2500 (94.80%)
20241104-19:27:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:27:23 wrote ae_*.pth
20241104-19:27:23 epoch_duration 2min46s next_finish 19:30:09
20241104-19:27:24 wrote state.pth
20241104-19:27:24 --- epoch 1696 ----------------------------------------
20241104-19:27:24 current_test_accuracies 0.9516 0.9536 0.9520 0.9480 0.9224
20241104-19:27:24 nb_c_quizzes 40055
20241104-19:27:24 weakest_accuracies [0.9224, 0.948]
20241104-19:27:24 dummy_rand tensor([0.7433])
20241104-19:27:24 dummy_rand tensor([0.8730])
20241104-19:27:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:27:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:29:55 train_loss 1696 model 3 0.03492054557800293
20241104-19:29:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:29:55 train_loss 1696 model 4 0.034647283554077146
20241104-19:29:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:29:58 test_loss 1696 model 3 0.026565170288085936
20241104-19:29:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:29:58 test_loss 1696 model 4 0.028272018432617188
20241104-19:29:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:30:00 test_accuracy 1696 model 3 nb_correct 2296 / 2500 (91.84%)
20241104-19:30:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:30:00 test_accuracy 1696 model 4 nb_correct 2301 / 2500 (92.04%)
20241104-19:30:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:30:09 wrote ae_*.pth
20241104-19:30:09 epoch_duration 2min46s next_finish 19:32:56
20241104-19:30:10 wrote state.pth
20241104-19:30:10 --- epoch 1697 ----------------------------------------
20241104-19:30:10 current_test_accuracies 0.9516 0.9536 0.9520 0.9184 0.9204
20241104-19:30:10 nb_c_quizzes 40055
20241104-19:30:10 weakest_accuracies [0.9184, 0.9204]
20241104-19:30:10 dummy_rand tensor([0.8629])
20241104-19:30:10 dummy_rand tensor([0.9987])
20241104-19:30:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:30:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:32:42 train_loss 1697 model 3 0.034965824127197266
20241104-19:32:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:32:42 train_loss 1697 model 4 0.03425448226928711
20241104-19:32:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:32:44 test_loss 1697 model 3 0.028887081146240234
20241104-19:32:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:32:44 test_loss 1697 model 4 0.029657058715820313
20241104-19:32:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:32:46 test_accuracy 1697 model 3 nb_correct 2279 / 2500 (91.16%)
20241104-19:32:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:32:46 test_accuracy 1697 model 4 nb_correct 2356 / 2500 (94.24%)
20241104-19:32:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:32:56 wrote ae_*.pth
20241104-19:32:56 epoch_duration 2min46s next_finish 19:35:42
20241104-19:32:56 wrote state.pth
20241104-19:32:56 --- epoch 1698 ----------------------------------------
20241104-19:32:56 current_test_accuracies 0.9516 0.9536 0.9520 0.9116 0.9424
20241104-19:32:56 nb_c_quizzes 40055
20241104-19:32:56 weakest_accuracies [0.9116, 0.9424]
20241104-19:32:56 dummy_rand tensor([0.3824])
20241104-19:32:56 dummy_rand tensor([0.5734])
20241104-19:32:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:32:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:35:28 train_loss 1698 model 3 0.035185848236083984
20241104-19:35:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:35:28 train_loss 1698 model 4 0.03404723358154297
20241104-19:35:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:35:30 test_loss 1698 model 3 0.03065685272216797
20241104-19:35:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:35:31 test_loss 1698 model 4 0.0313543701171875
20241104-19:35:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:35:33 test_accuracy 1698 model 3 nb_correct 2344 / 2500 (93.76%)
20241104-19:35:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:35:33 test_accuracy 1698 model 4 nb_correct 2291 / 2500 (91.64%)
20241104-19:35:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:35:42 wrote ae_*.pth
20241104-19:35:42 epoch_duration 2min46s next_finish 19:38:29
20241104-19:35:43 wrote state.pth
20241104-19:35:43 --- epoch 1699 ----------------------------------------
20241104-19:35:43 current_test_accuracies 0.9516 0.9536 0.9520 0.9376 0.9164
20241104-19:35:43 nb_c_quizzes 40055
20241104-19:35:43 weakest_accuracies [0.9164, 0.9376]
20241104-19:35:43 dummy_rand tensor([0.5574])
20241104-19:35:43 dummy_rand tensor([0.1326])
20241104-19:35:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:35:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:38:14 train_loss 1699 model 4 0.03441075897216797
20241104-19:38:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:38:14 train_loss 1699 model 3 0.03443668746948242
20241104-19:38:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:38:17 test_loss 1699 model 4 0.028846664428710936
20241104-19:38:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:38:17 test_loss 1699 model 3 0.028851165771484374
20241104-19:38:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:38:19 test_accuracy 1699 model 4 nb_correct 2322 / 2500 (92.88%)
20241104-19:38:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:38:19 test_accuracy 1699 model 3 nb_correct 2326 / 2500 (93.04%)
20241104-19:38:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:38:29 wrote ae_*.pth
20241104-19:38:29 epoch_duration 2min46s next_finish 19:41:15
20241104-19:38:29 wrote state.pth
20241104-19:38:29 --- epoch 1700 ----------------------------------------
20241104-19:38:29 current_test_accuracies 0.9516 0.9536 0.9520 0.9304 0.9288
20241104-19:38:29 nb_c_quizzes 40055
20241104-19:38:29 weakest_accuracies [0.9288, 0.9304]
20241104-19:38:29 dummy_rand tensor([0.2613])
20241104-19:38:29 dummy_rand tensor([0.1359])
20241104-19:38:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:38:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:41:00 train_loss 1700 model 4 0.034514184951782226
20241104-19:41:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:41:01 train_loss 1700 model 3 0.034011611938476564
20241104-19:41:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:41:03 test_loss 1700 model 4 0.0316290283203125
20241104-19:41:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:41:03 test_loss 1700 model 3 0.027836761474609374
20241104-19:41:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:41:05 test_accuracy 1700 model 4 nb_correct 2308 / 2500 (92.32%)
20241104-19:41:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:41:05 test_accuracy 1700 model 3 nb_correct 2306 / 2500 (92.24%)
20241104-19:41:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:41:15 wrote ae_*.pth
20241104-19:41:15 epoch_duration 2min46s next_finish 19:44:01
20241104-19:41:15 wrote state.pth
20241104-19:41:15 --- epoch 1701 ----------------------------------------
20241104-19:41:15 current_test_accuracies 0.9516 0.9536 0.9520 0.9224 0.9232
20241104-19:41:15 nb_c_quizzes 40055
20241104-19:41:15 weakest_accuracies [0.9224, 0.9232]
20241104-19:41:15 dummy_rand tensor([0.9138])
20241104-19:41:15 dummy_rand tensor([0.5677])
20241104-19:41:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:41:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:43:47 train_loss 1701 model 3 0.03377181625366211
20241104-19:43:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:43:47 train_loss 1701 model 4 0.03418643951416016
20241104-19:43:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:43:49 test_loss 1701 model 3 0.030716629028320314
20241104-19:43:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:43:49 test_loss 1701 model 4 0.027557373046875
20241104-19:43:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:43:52 test_accuracy 1701 model 3 nb_correct 2327 / 2500 (93.08%)
20241104-19:43:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:43:52 test_accuracy 1701 model 4 nb_correct 2327 / 2500 (93.08%)
20241104-19:43:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:44:01 wrote ae_*.pth
20241104-19:44:01 epoch_duration 2min46s next_finish 19:46:47
20241104-19:44:01 wrote state.pth
20241104-19:44:01 --- epoch 1702 ----------------------------------------
20241104-19:44:01 current_test_accuracies 0.9516 0.9536 0.9520 0.9308 0.9308
20241104-19:44:01 nb_c_quizzes 40055
20241104-19:44:01 weakest_accuracies [0.9308, 0.9308]
20241104-19:44:01 dummy_rand tensor([0.6972])
20241104-19:44:01 dummy_rand tensor([0.2092])
20241104-19:44:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:44:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:46:33 train_loss 1702 model 3 0.03494873428344727
20241104-19:46:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:46:33 train_loss 1702 model 4 0.03438291549682617
20241104-19:46:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:46:35 test_loss 1702 model 3 0.025450592041015626
20241104-19:46:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:46:35 test_loss 1702 model 4 0.02981536865234375
20241104-19:46:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:46:38 test_accuracy 1702 model 3 nb_correct 2243 / 2500 (89.72%)
20241104-19:46:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:46:38 test_accuracy 1702 model 4 nb_correct 2370 / 2500 (94.80%)
20241104-19:46:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:46:47 wrote ae_*.pth
20241104-19:46:47 epoch_duration 2min46s next_finish 19:49:33
20241104-19:46:47 wrote state.pth
20241104-19:46:47 --- epoch 1703 ----------------------------------------
20241104-19:46:47 current_test_accuracies 0.9516 0.9536 0.9520 0.8972 0.9480
20241104-19:46:47 nb_c_quizzes 40055
20241104-19:46:47 weakest_accuracies [0.8972, 0.948]
20241104-19:46:47 dummy_rand tensor([0.5507])
20241104-19:46:47 dummy_rand tensor([0.5233])
20241104-19:46:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:46:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:49:19 train_loss 1703 model 3 0.035231693267822266
20241104-19:49:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:49:19 train_loss 1703 model 4 0.034544878005981446
20241104-19:49:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:49:21 test_loss 1703 model 3 0.029150238037109377
20241104-19:49:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:49:21 test_loss 1703 model 4 0.03056182861328125
20241104-19:49:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:49:24 test_accuracy 1703 model 3 nb_correct 2339 / 2500 (93.56%)
20241104-19:49:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:49:24 test_accuracy 1703 model 4 nb_correct 2350 / 2500 (94.00%)
20241104-19:49:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:49:33 wrote ae_*.pth
20241104-19:49:33 epoch_duration 2min45s next_finish 19:52:19
20241104-19:49:33 wrote state.pth
20241104-19:49:33 --- epoch 1704 ----------------------------------------
20241104-19:49:33 current_test_accuracies 0.9516 0.9536 0.9520 0.9356 0.9400
20241104-19:49:33 nb_c_quizzes 40055
20241104-19:49:33 weakest_accuracies [0.9356, 0.94]
20241104-19:49:33 dummy_rand tensor([0.9438])
20241104-19:49:33 dummy_rand tensor([0.4799])
20241104-19:49:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:49:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:52:05 train_loss 1704 model 3 0.035062572479248044
20241104-19:52:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:52:05 train_loss 1704 model 4 0.03453071403503418
20241104-19:52:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:52:07 test_loss 1704 model 3 0.028404617309570314
20241104-19:52:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:52:07 test_loss 1704 model 4 0.02901632308959961
20241104-19:52:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:52:09 test_accuracy 1704 model 3 nb_correct 2312 / 2500 (92.48%)
20241104-19:52:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:52:10 test_accuracy 1704 model 4 nb_correct 2344 / 2500 (93.76%)
20241104-19:52:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:52:19 wrote ae_*.pth
20241104-19:52:19 epoch_duration 2min46s next_finish 19:55:05
20241104-19:52:19 wrote state.pth
20241104-19:52:19 --- epoch 1705 ----------------------------------------
20241104-19:52:19 current_test_accuracies 0.9516 0.9536 0.9520 0.9248 0.9376
20241104-19:52:19 nb_c_quizzes 40055
20241104-19:52:19 weakest_accuracies [0.9248, 0.9376]
20241104-19:52:19 dummy_rand tensor([0.3437])
20241104-19:52:19 dummy_rand tensor([0.4534])
20241104-19:52:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:52:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:54:51 train_loss 1705 model 3 0.03455087471008301
20241104-19:54:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:54:51 train_loss 1705 model 4 0.03411300086975098
20241104-19:54:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:54:53 test_loss 1705 model 3 0.030756378173828126
20241104-19:54:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:54:53 test_loss 1705 model 4 0.03206497192382812
20241104-19:54:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:54:56 test_accuracy 1705 model 3 nb_correct 2318 / 2500 (92.72%)
20241104-19:54:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:54:56 test_accuracy 1705 model 4 nb_correct 2249 / 2500 (89.96%)
20241104-19:54:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:55:05 wrote ae_*.pth
20241104-19:55:05 epoch_duration 2min45s next_finish 19:57:51
20241104-19:55:05 wrote state.pth
20241104-19:55:05 --- epoch 1706 ----------------------------------------
20241104-19:55:05 current_test_accuracies 0.9516 0.9536 0.9520 0.9272 0.8996
20241104-19:55:05 nb_c_quizzes 40055
20241104-19:55:05 weakest_accuracies [0.8996, 0.9272]
20241104-19:55:05 dummy_rand tensor([0.4200])
20241104-19:55:05 dummy_rand tensor([0.0470])
20241104-19:55:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:55:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:57:37 train_loss 1706 model 4 0.03454660034179687
20241104-19:57:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:57:37 train_loss 1706 model 3 0.03427487182617187
20241104-19:57:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:57:39 test_loss 1706 model 4 0.028269863128662108
20241104-19:57:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:57:39 test_loss 1706 model 3 0.026771469116210936
20241104-19:57:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-19:57:42 test_accuracy 1706 model 4 nb_correct 2330 / 2500 (93.20%)
20241104-19:57:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:57:42 test_accuracy 1706 model 3 nb_correct 2350 / 2500 (94.00%)
20241104-19:57:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-19:57:51 wrote ae_*.pth
20241104-19:57:51 epoch_duration 2min46s next_finish 20:00:37
20241104-19:57:51 wrote state.pth
20241104-19:57:51 --- epoch 1707 ----------------------------------------
20241104-19:57:51 current_test_accuracies 0.9516 0.9536 0.9520 0.9400 0.9320
20241104-19:57:51 nb_c_quizzes 40055
20241104-19:57:51 weakest_accuracies [0.932, 0.94]
20241104-19:57:51 dummy_rand tensor([0.1931])
20241104-19:57:51 dummy_rand tensor([0.3697])
20241104-19:57:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-19:57:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:00:23 train_loss 1707 model 3 0.03477171897888184
20241104-20:00:23 train_loss 1707 model 4 0.033935810089111326
20241104-20:00:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:00:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:00:25 test_loss 1707 model 3 0.029832897186279298
20241104-20:00:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:00:25 test_loss 1707 model 4 0.026734848022460938
20241104-20:00:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:00:28 test_accuracy 1707 model 3 nb_correct 2325 / 2500 (93.00%)
20241104-20:00:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:00:28 test_accuracy 1707 model 4 nb_correct 2341 / 2500 (93.64%)
20241104-20:00:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:00:37 wrote ae_*.pth
20241104-20:00:37 epoch_duration 2min46s next_finish 20:03:23
20241104-20:00:37 wrote state.pth
20241104-20:00:37 --- epoch 1708 ----------------------------------------
20241104-20:00:37 current_test_accuracies 0.9516 0.9536 0.9520 0.9300 0.9364
20241104-20:00:37 nb_c_quizzes 40055
20241104-20:00:37 weakest_accuracies [0.93, 0.9364]
20241104-20:00:37 dummy_rand tensor([0.3604])
20241104-20:00:37 dummy_rand tensor([0.2429])
20241104-20:00:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:00:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:03:09 train_loss 1708 model 3 0.03518315887451172
20241104-20:03:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:03:09 train_loss 1708 model 4 0.03485796642303467
20241104-20:03:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:03:12 test_loss 1708 model 3 0.026168670654296875
20241104-20:03:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:03:12 test_loss 1708 model 4 0.02615386962890625
20241104-20:03:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:03:14 test_accuracy 1708 model 3 nb_correct 2324 / 2500 (92.96%)
20241104-20:03:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:03:14 test_accuracy 1708 model 4 nb_correct 2313 / 2500 (92.52%)
20241104-20:03:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:03:24 wrote ae_*.pth
20241104-20:03:24 epoch_duration 2min46s next_finish 20:06:10
20241104-20:03:24 wrote state.pth
20241104-20:03:24 --- epoch 1709 ----------------------------------------
20241104-20:03:24 current_test_accuracies 0.9516 0.9536 0.9520 0.9296 0.9252
20241104-20:03:24 nb_c_quizzes 40055
20241104-20:03:24 weakest_accuracies [0.9252, 0.9296]
20241104-20:03:24 dummy_rand tensor([0.7804])
20241104-20:03:24 dummy_rand tensor([0.2747])
20241104-20:03:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:03:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:05:56 train_loss 1709 model 3 0.03432968521118164
20241104-20:05:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:05:56 train_loss 1709 model 4 0.033882444381713867
20241104-20:05:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:05:59 test_loss 1709 model 3 0.03292678833007812
20241104-20:05:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:05:59 test_loss 1709 model 4 0.030066070556640626
20241104-20:05:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:06:01 test_accuracy 1709 model 3 nb_correct 2288 / 2500 (91.52%)
20241104-20:06:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:06:01 test_accuracy 1709 model 4 nb_correct 2332 / 2500 (93.28%)
20241104-20:06:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:06:11 wrote ae_*.pth
20241104-20:06:11 epoch_duration 2min47s next_finish 20:08:58
20241104-20:06:11 wrote state.pth
20241104-20:06:11 --- epoch 1710 ----------------------------------------
20241104-20:06:11 current_test_accuracies 0.9516 0.9536 0.9520 0.9152 0.9328
20241104-20:06:11 nb_c_quizzes 40055
20241104-20:06:11 weakest_accuracies [0.9152, 0.9328]
20241104-20:06:11 dummy_rand tensor([0.9330])
20241104-20:06:11 dummy_rand tensor([0.9128])
20241104-20:06:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:06:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:08:43 train_loss 1710 model 3 0.03460325622558594
20241104-20:08:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:08:43 train_loss 1710 model 4 0.03515913391113281
20241104-20:08:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:08:45 test_loss 1710 model 3 0.026672515869140625
20241104-20:08:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:08:45 test_loss 1710 model 4 0.029089202880859377
20241104-20:08:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:08:47 test_accuracy 1710 model 3 nb_correct 2257 / 2500 (90.28%)
20241104-20:08:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:08:47 test_accuracy 1710 model 4 nb_correct 2271 / 2500 (90.84%)
20241104-20:08:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:08:57 wrote ae_*.pth
20241104-20:08:57 epoch_duration 2min46s next_finish 20:11:43
20241104-20:08:57 wrote state.pth
20241104-20:08:57 --- epoch 1711 ----------------------------------------
20241104-20:08:57 current_test_accuracies 0.9516 0.9536 0.9520 0.9028 0.9084
20241104-20:08:57 nb_c_quizzes 40055
20241104-20:08:57 weakest_accuracies [0.9028, 0.9084]
20241104-20:08:57 dummy_rand tensor([0.3081])
20241104-20:08:57 dummy_rand tensor([0.8555])
20241104-20:08:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:08:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:11:29 train_loss 1711 model 4 0.03472815132141113
20241104-20:11:29 train_loss 1711 model 3 0.034258750915527346
20241104-20:11:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:11:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:11:31 test_loss 1711 model 4 0.033348388671875
20241104-20:11:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:11:31 test_loss 1711 model 3 0.03224822998046875
20241104-20:11:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:11:34 test_accuracy 1711 model 4 nb_correct 2270 / 2500 (90.80%)
20241104-20:11:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:11:34 test_accuracy 1711 model 3 nb_correct 2301 / 2500 (92.04%)
20241104-20:11:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:11:43 wrote ae_*.pth
20241104-20:11:43 epoch_duration 2min45s next_finish 20:14:29
20241104-20:11:43 wrote state.pth
20241104-20:11:43 --- epoch 1712 ----------------------------------------
20241104-20:11:43 current_test_accuracies 0.9516 0.9536 0.9520 0.9204 0.9080
20241104-20:11:43 nb_c_quizzes 40055
20241104-20:11:43 weakest_accuracies [0.908, 0.9204]
20241104-20:11:43 dummy_rand tensor([0.6673])
20241104-20:11:43 dummy_rand tensor([0.7574])
20241104-20:11:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:11:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:14:15 train_loss 1712 model 4 0.0344597282409668
20241104-20:14:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:14:15 train_loss 1712 model 3 0.03475593948364258
20241104-20:14:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:14:17 test_loss 1712 model 4 0.0272021484375
20241104-20:14:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:14:17 test_loss 1712 model 3 0.028582000732421876
20241104-20:14:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:14:20 test_accuracy 1712 model 4 nb_correct 2350 / 2500 (94.00%)
20241104-20:14:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:14:20 test_accuracy 1712 model 3 nb_correct 2347 / 2500 (93.88%)
20241104-20:14:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:14:29 wrote ae_*.pth
20241104-20:14:29 epoch_duration 2min46s next_finish 20:17:15
20241104-20:14:29 wrote state.pth
20241104-20:14:29 --- epoch 1713 ----------------------------------------
20241104-20:14:29 current_test_accuracies 0.9516 0.9536 0.9520 0.9388 0.9400
20241104-20:14:29 nb_c_quizzes 40055
20241104-20:14:29 weakest_accuracies [0.9388, 0.94]
20241104-20:14:29 dummy_rand tensor([0.2012])
20241104-20:14:29 dummy_rand tensor([0.4243])
20241104-20:14:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:14:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:17:01 train_loss 1713 model 3 0.034007766723632815
20241104-20:17:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:17:01 train_loss 1713 model 4 0.03363275909423828
20241104-20:17:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:17:04 test_loss 1713 model 3 0.0324761962890625
20241104-20:17:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:17:04 test_loss 1713 model 4 0.03194557189941406
20241104-20:17:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:17:06 test_accuracy 1713 model 3 nb_correct 2333 / 2500 (93.32%)
20241104-20:17:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:17:06 test_accuracy 1713 model 4 nb_correct 2382 / 2500 (95.28%)
20241104-20:17:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:17:16 wrote ae_*.pth
20241104-20:17:16 epoch_duration 2min46s next_finish 20:20:03
20241104-20:17:16 wrote state.pth
20241104-20:17:16 --- epoch 1714 ----------------------------------------
20241104-20:17:16 current_test_accuracies 0.9516 0.9536 0.9520 0.9332 0.9528
20241104-20:17:16 nb_c_quizzes 40055
20241104-20:17:16 weakest_accuracies [0.9332, 0.9516]
20241104-20:17:16 dummy_rand tensor([0.2188])
20241104-20:17:16 dummy_rand tensor([0.4520])
20241104-20:17:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:17:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:19:48 train_loss 1714 model 3 0.034578302383422854
20241104-20:19:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:19:48 train_loss 1714 model 0 0.03397451591491699
20241104-20:19:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:19:50 test_loss 1714 model 3 0.029019317626953124
20241104-20:19:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:19:50 test_loss 1714 model 0 0.02887847900390625
20241104-20:19:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:19:53 test_accuracy 1714 model 0 nb_correct 2323 / 2500 (92.92%)
20241104-20:19:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:19:53 test_accuracy 1714 model 3 nb_correct 2360 / 2500 (94.40%)
20241104-20:19:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:20:03 wrote ae_*.pth
20241104-20:20:03 epoch_duration 2min46s next_finish 20:22:49
20241104-20:20:03 wrote state.pth
20241104-20:20:03 --- epoch 1715 ----------------------------------------
20241104-20:20:03 current_test_accuracies 0.9292 0.9536 0.9520 0.9440 0.9528
20241104-20:20:03 nb_c_quizzes 40055
20241104-20:20:03 weakest_accuracies [0.9292, 0.944]
20241104-20:20:03 dummy_rand tensor([0.1418])
20241104-20:20:03 dummy_rand tensor([0.6062])
20241104-20:20:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:20:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:22:35 train_loss 1715 model 3 0.034243553161621094
20241104-20:22:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:22:35 train_loss 1715 model 0 0.034115283966064454
20241104-20:22:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:22:37 test_loss 1715 model 3 0.03030120849609375
20241104-20:22:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:22:37 test_loss 1715 model 0 0.02688880920410156
20241104-20:22:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:22:39 test_accuracy 1715 model 3 nb_correct 2295 / 2500 (91.80%)
20241104-20:22:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:22:39 test_accuracy 1715 model 0 nb_correct 2342 / 2500 (93.68%)
20241104-20:22:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:22:49 wrote ae_*.pth
20241104-20:22:49 epoch_duration 2min46s next_finish 20:25:35
20241104-20:22:49 wrote state.pth
20241104-20:22:49 --- epoch 1716 ----------------------------------------
20241104-20:22:49 current_test_accuracies 0.9368 0.9536 0.9520 0.9180 0.9528
20241104-20:22:49 nb_c_quizzes 40055
20241104-20:22:49 weakest_accuracies [0.918, 0.9368]
20241104-20:22:49 dummy_rand tensor([0.6069])
20241104-20:22:49 dummy_rand tensor([0.2085])
20241104-20:22:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:22:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:25:21 train_loss 1716 model 3 0.03521748352050781
20241104-20:25:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:25:21 train_loss 1716 model 0 0.03429141998291016
20241104-20:25:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:25:24 test_loss 1716 model 3 0.02728240966796875
20241104-20:25:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:25:24 test_loss 1716 model 0 0.028157434463500976
20241104-20:25:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:25:26 test_accuracy 1716 model 3 nb_correct 2332 / 2500 (93.28%)
20241104-20:25:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:25:26 test_accuracy 1716 model 0 nb_correct 2395 / 2500 (95.80%)
20241104-20:25:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:25:35 wrote ae_*.pth
20241104-20:25:35 epoch_duration 2min46s next_finish 20:28:22
20241104-20:25:36 wrote state.pth
20241104-20:25:36 --- epoch 1717 ----------------------------------------
20241104-20:25:36 current_test_accuracies 0.9580 0.9536 0.9520 0.9328 0.9528
20241104-20:25:36 nb_c_quizzes 40055
20241104-20:25:36 weakest_accuracies [0.9328, 0.952]
20241104-20:25:36 dummy_rand tensor([0.2210])
20241104-20:25:36 dummy_rand tensor([0.6452])
20241104-20:25:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:25:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:28:07 train_loss 1717 model 3 0.033681602478027345
20241104-20:28:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:28:07 train_loss 1717 model 2 0.0348312177658081
20241104-20:28:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:28:10 test_loss 1717 model 3 0.029115753173828127
20241104-20:28:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:28:10 test_loss 1717 model 2 0.02888702392578125
20241104-20:28:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:28:12 test_accuracy 1717 model 3 nb_correct 2318 / 2500 (92.72%)
20241104-20:28:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:28:12 test_accuracy 1717 model 2 nb_correct 2341 / 2500 (93.64%)
20241104-20:28:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:28:22 wrote ae_*.pth
20241104-20:28:22 epoch_duration 2min46s next_finish 20:31:08
20241104-20:28:22 wrote state.pth
20241104-20:28:22 --- epoch 1718 ----------------------------------------
20241104-20:28:22 current_test_accuracies 0.9580 0.9536 0.9364 0.9272 0.9528
20241104-20:28:22 nb_c_quizzes 40055
20241104-20:28:22 weakest_accuracies [0.9272, 0.9364]
20241104-20:28:22 dummy_rand tensor([0.9828])
20241104-20:28:22 dummy_rand tensor([0.6993])
20241104-20:28:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:28:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:30:53 train_loss 1718 model 3 0.03397691154479981
20241104-20:30:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:30:53 train_loss 1718 model 2 0.034458171844482424
20241104-20:30:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:30:56 test_loss 1718 model 3 0.028463363647460938
20241104-20:30:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:30:56 test_loss 1718 model 2 0.02708457946777344
20241104-20:30:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:30:58 test_accuracy 1718 model 3 nb_correct 2304 / 2500 (92.16%)
20241104-20:30:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:30:58 test_accuracy 1718 model 2 nb_correct 2306 / 2500 (92.24%)
20241104-20:30:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:31:08 wrote ae_*.pth
20241104-20:31:08 epoch_duration 2min46s next_finish 20:33:54
20241104-20:31:08 wrote state.pth
20241104-20:31:08 --- epoch 1719 ----------------------------------------
20241104-20:31:08 current_test_accuracies 0.9580 0.9536 0.9224 0.9216 0.9528
20241104-20:31:08 nb_c_quizzes 40055
20241104-20:31:08 weakest_accuracies [0.9216, 0.9224]
20241104-20:31:08 dummy_rand tensor([0.7968])
20241104-20:31:08 dummy_rand tensor([0.4000])
20241104-20:31:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:31:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:33:40 train_loss 1719 model 3 0.033931087493896485
20241104-20:33:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:33:40 train_loss 1719 model 2 0.03474673080444336
20241104-20:33:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:33:42 test_loss 1719 model 3 0.02927349090576172
20241104-20:33:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:33:42 test_loss 1719 model 2 0.028206787109375
20241104-20:33:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:33:45 test_accuracy 1719 model 3 nb_correct 2367 / 2500 (94.68%)
20241104-20:33:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:33:45 test_accuracy 1719 model 2 nb_correct 2321 / 2500 (92.84%)
20241104-20:33:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:33:54 wrote ae_*.pth
20241104-20:33:54 epoch_duration 2min46s next_finish 20:36:40
20241104-20:33:54 wrote state.pth
20241104-20:33:54 --- epoch 1720 ----------------------------------------
20241104-20:33:54 current_test_accuracies 0.9580 0.9536 0.9284 0.9468 0.9528
20241104-20:33:54 nb_c_quizzes 40055
20241104-20:33:54 weakest_accuracies [0.9284, 0.9468]
20241104-20:33:54 dummy_rand tensor([0.1050])
20241104-20:33:54 dummy_rand tensor([0.2714])
20241104-20:33:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:33:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:36:26 train_loss 1720 model 3 0.03510290145874023
20241104-20:36:26 train_loss 1720 model 2 0.03378171539306641
20241104-20:36:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:36:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:36:29 test_loss 1720 model 3 0.02922222137451172
20241104-20:36:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:36:29 test_loss 1720 model 2 0.027602767944335936
20241104-20:36:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:36:31 test_accuracy 1720 model 3 nb_correct 2318 / 2500 (92.72%)
20241104-20:36:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:36:31 test_accuracy 1720 model 2 nb_correct 2317 / 2500 (92.68%)
20241104-20:36:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:36:41 wrote ae_*.pth
20241104-20:36:41 epoch_duration 2min46s next_finish 20:39:27
20241104-20:36:41 wrote state.pth
20241104-20:36:41 --- epoch 1721 ----------------------------------------
20241104-20:36:41 current_test_accuracies 0.9580 0.9536 0.9268 0.9272 0.9528
20241104-20:36:41 nb_c_quizzes 40055
20241104-20:36:41 weakest_accuracies [0.9268, 0.9272]
20241104-20:36:41 dummy_rand tensor([0.5951])
20241104-20:36:41 dummy_rand tensor([0.3833])
20241104-20:36:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:36:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:39:13 train_loss 1721 model 2 0.03454632186889649
20241104-20:39:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:39:13 train_loss 1721 model 3 0.034084320068359375
20241104-20:39:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:39:15 test_loss 1721 model 2 0.02928184509277344
20241104-20:39:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:39:15 test_loss 1721 model 3 0.027431716918945314
20241104-20:39:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:39:17 test_accuracy 1721 model 2 nb_correct 2329 / 2500 (93.16%)
20241104-20:39:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:39:17 test_accuracy 1721 model 3 nb_correct 2297 / 2500 (91.88%)
20241104-20:39:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:39:27 wrote ae_*.pth
20241104-20:39:27 epoch_duration 2min46s next_finish 20:42:13
20241104-20:39:27 wrote state.pth
20241104-20:39:27 --- epoch 1722 ----------------------------------------
20241104-20:39:27 current_test_accuracies 0.9580 0.9536 0.9316 0.9188 0.9528
20241104-20:39:27 nb_c_quizzes 40055
20241104-20:39:27 weakest_accuracies [0.9188, 0.9316]
20241104-20:39:27 dummy_rand tensor([0.3823])
20241104-20:39:27 dummy_rand tensor([0.0551])
20241104-20:39:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:39:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:41:59 train_loss 1722 model 3 0.034805713653564455
20241104-20:41:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:41:59 train_loss 1722 model 2 0.03472950553894043
20241104-20:41:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:42:01 test_loss 1722 model 3 0.02855308532714844
20241104-20:42:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:42:01 test_loss 1722 model 2 0.030426597595214842
20241104-20:42:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:42:03 test_accuracy 1722 model 3 nb_correct 2322 / 2500 (92.88%)
20241104-20:42:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:42:03 test_accuracy 1722 model 2 nb_correct 2341 / 2500 (93.64%)
20241104-20:42:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:42:13 wrote ae_*.pth
20241104-20:42:13 epoch_duration 2min45s next_finish 20:44:59
20241104-20:42:13 wrote state.pth
20241104-20:42:13 --- epoch 1723 ----------------------------------------
20241104-20:42:13 current_test_accuracies 0.9580 0.9536 0.9364 0.9288 0.9528
20241104-20:42:13 nb_c_quizzes 40055
20241104-20:42:13 weakest_accuracies [0.9288, 0.9364]
20241104-20:42:13 dummy_rand tensor([0.4596])
20241104-20:42:13 dummy_rand tensor([0.1577])
20241104-20:42:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:42:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:44:44 train_loss 1723 model 3 0.03385567092895508
20241104-20:44:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:44:44 train_loss 1723 model 2 0.03453942108154297
20241104-20:44:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:44:47 test_loss 1723 model 3 0.029164962768554688
20241104-20:44:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:44:47 test_loss 1723 model 2 0.024733200073242187
20241104-20:44:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:44:49 test_accuracy 1723 model 3 nb_correct 2338 / 2500 (93.52%)
20241104-20:44:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:44:49 test_accuracy 1723 model 2 nb_correct 2371 / 2500 (94.84%)
20241104-20:44:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:44:59 wrote ae_*.pth
20241104-20:44:59 epoch_duration 2min46s next_finish 20:47:45
20241104-20:44:59 wrote state.pth
20241104-20:44:59 --- epoch 1724 ----------------------------------------
20241104-20:44:59 current_test_accuracies 0.9580 0.9536 0.9484 0.9352 0.9528
20241104-20:44:59 nb_c_quizzes 40055
20241104-20:44:59 weakest_accuracies [0.9352, 0.9484]
20241104-20:44:59 dummy_rand tensor([0.3434])
20241104-20:44:59 dummy_rand tensor([0.8777])
20241104-20:44:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:44:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:47:30 train_loss 1724 model 3 0.03400935888290405
20241104-20:47:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:47:30 train_loss 1724 model 2 0.035461090087890626
20241104-20:47:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:47:33 test_loss 1724 model 3 0.028669052124023438
20241104-20:47:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:47:33 test_loss 1724 model 2 0.02944469451904297
20241104-20:47:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:47:35 test_accuracy 1724 model 3 nb_correct 2353 / 2500 (94.12%)
20241104-20:47:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:47:35 test_accuracy 1724 model 2 nb_correct 2327 / 2500 (93.08%)
20241104-20:47:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:47:44 wrote ae_*.pth
20241104-20:47:44 epoch_duration 2min45s next_finish 20:50:30
20241104-20:47:45 wrote state.pth
20241104-20:47:45 --- epoch 1725 ----------------------------------------
20241104-20:47:45 current_test_accuracies 0.9580 0.9536 0.9308 0.9412 0.9528
20241104-20:47:45 nb_c_quizzes 40055
20241104-20:47:45 weakest_accuracies [0.9308, 0.9412]
20241104-20:47:45 dummy_rand tensor([0.7602])
20241104-20:47:45 dummy_rand tensor([0.0558])
20241104-20:47:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:47:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:50:16 train_loss 1725 model 2 0.034074790954589845
20241104-20:50:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:50:17 train_loss 1725 model 3 0.034112388610839844
20241104-20:50:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:50:19 test_loss 1725 model 2 0.029877128601074218
20241104-20:50:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:50:19 test_loss 1725 model 3 0.02979957580566406
20241104-20:50:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:50:21 test_accuracy 1725 model 2 nb_correct 2301 / 2500 (92.04%)
20241104-20:50:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:50:21 test_accuracy 1725 model 3 nb_correct 2338 / 2500 (93.52%)
20241104-20:50:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:50:31 wrote ae_*.pth
20241104-20:50:31 epoch_duration 2min46s next_finish 20:53:17
20241104-20:50:31 wrote state.pth
20241104-20:50:31 --- epoch 1726 ----------------------------------------
20241104-20:50:31 current_test_accuracies 0.9580 0.9536 0.9204 0.9352 0.9528
20241104-20:50:31 nb_c_quizzes 40055
20241104-20:50:31 weakest_accuracies [0.9204, 0.9352]
20241104-20:50:31 dummy_rand tensor([0.0342])
20241104-20:50:31 dummy_rand tensor([0.9232])
20241104-20:50:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:50:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:53:03 train_loss 1726 model 2 0.034990554809570314
20241104-20:53:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:53:03 train_loss 1726 model 3 0.03513404083251953
20241104-20:53:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:53:05 test_loss 1726 model 2 0.03294097900390625
20241104-20:53:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:53:05 test_loss 1726 model 3 0.02986846923828125
20241104-20:53:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:53:08 test_accuracy 1726 model 2 nb_correct 2280 / 2500 (91.20%)
20241104-20:53:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:53:08 test_accuracy 1726 model 3 nb_correct 2331 / 2500 (93.24%)
20241104-20:53:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:53:17 wrote ae_*.pth
20241104-20:53:17 epoch_duration 2min46s next_finish 20:56:04
20241104-20:53:17 wrote state.pth
20241104-20:53:17 --- epoch 1727 ----------------------------------------
20241104-20:53:17 current_test_accuracies 0.9580 0.9536 0.9120 0.9324 0.9528
20241104-20:53:17 nb_c_quizzes 40055
20241104-20:53:17 weakest_accuracies [0.912, 0.9324]
20241104-20:53:17 dummy_rand tensor([0.2702])
20241104-20:53:17 dummy_rand tensor([0.0623])
20241104-20:53:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:53:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:55:49 train_loss 1727 model 2 0.03517161560058594
20241104-20:55:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:55:49 train_loss 1727 model 3 0.03478729057312012
20241104-20:55:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:55:51 test_loss 1727 model 2 0.030680389404296876
20241104-20:55:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:55:51 test_loss 1727 model 3 0.028770751953125
20241104-20:55:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:55:54 test_accuracy 1727 model 2 nb_correct 2307 / 2500 (92.28%)
20241104-20:55:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:55:54 test_accuracy 1727 model 3 nb_correct 2323 / 2500 (92.92%)
20241104-20:55:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:56:03 wrote ae_*.pth
20241104-20:56:03 epoch_duration 2min46s next_finish 20:58:49
20241104-20:56:03 wrote state.pth
20241104-20:56:03 --- epoch 1728 ----------------------------------------
20241104-20:56:03 current_test_accuracies 0.9580 0.9536 0.9228 0.9292 0.9528
20241104-20:56:03 nb_c_quizzes 40055
20241104-20:56:03 weakest_accuracies [0.9228, 0.9292]
20241104-20:56:03 dummy_rand tensor([0.6736])
20241104-20:56:03 dummy_rand tensor([0.3621])
20241104-20:56:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:56:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:58:35 train_loss 1728 model 2 0.03489835929870606
20241104-20:58:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:58:35 train_loss 1728 model 3 0.03403589248657227
20241104-20:58:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:58:37 test_loss 1728 model 2 0.029597320556640626
20241104-20:58:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:58:38 test_loss 1728 model 3 0.02737030029296875
20241104-20:58:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-20:58:40 test_accuracy 1728 model 2 nb_correct 2292 / 2500 (91.68%)
20241104-20:58:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:58:40 test_accuracy 1728 model 3 nb_correct 2312 / 2500 (92.48%)
20241104-20:58:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-20:58:49 wrote ae_*.pth
20241104-20:58:49 epoch_duration 2min46s next_finish 21:01:36
20241104-20:58:50 wrote state.pth
20241104-20:58:50 --- epoch 1729 ----------------------------------------
20241104-20:58:50 current_test_accuracies 0.9580 0.9536 0.9168 0.9248 0.9528
20241104-20:58:50 nb_c_quizzes 40055
20241104-20:58:50 weakest_accuracies [0.9168, 0.9248]
20241104-20:58:50 dummy_rand tensor([0.2153])
20241104-20:58:50 dummy_rand tensor([0.9799])
20241104-20:58:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-20:58:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:01:21 train_loss 1729 model 3 0.034957191467285154
20241104-21:01:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:01:21 train_loss 1729 model 2 0.03448674774169922
20241104-21:01:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:01:23 test_loss 1729 model 3 0.030717086791992188
20241104-21:01:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:01:24 test_loss 1729 model 2 0.027741470336914063
20241104-21:01:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:01:26 test_accuracy 1729 model 3 nb_correct 2325 / 2500 (93.00%)
20241104-21:01:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:01:26 test_accuracy 1729 model 2 nb_correct 2300 / 2500 (92.00%)
20241104-21:01:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:01:35 wrote ae_*.pth
20241104-21:01:35 epoch_duration 2min45s next_finish 21:04:21
20241104-21:01:36 wrote state.pth
20241104-21:01:36 --- epoch 1730 ----------------------------------------
20241104-21:01:36 current_test_accuracies 0.9580 0.9536 0.9200 0.9300 0.9528
20241104-21:01:36 nb_c_quizzes 40055
20241104-21:01:36 weakest_accuracies [0.92, 0.93]
20241104-21:01:36 dummy_rand tensor([0.9811])
20241104-21:01:36 dummy_rand tensor([0.7376])
20241104-21:01:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:01:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:04:07 train_loss 1730 model 2 0.03412354564666748
20241104-21:04:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:04:07 train_loss 1730 model 3 0.03381927871704102
20241104-21:04:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:04:09 test_loss 1730 model 2 0.029576873779296874
20241104-21:04:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:04:09 test_loss 1730 model 3 0.028665227890014647
20241104-21:04:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:04:12 test_accuracy 1730 model 2 nb_correct 2356 / 2500 (94.24%)
20241104-21:04:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:04:12 test_accuracy 1730 model 3 nb_correct 2339 / 2500 (93.56%)
20241104-21:04:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:04:21 wrote ae_*.pth
20241104-21:04:21 epoch_duration 2min46s next_finish 21:07:08
20241104-21:04:22 wrote state.pth
20241104-21:04:22 --- epoch 1731 ----------------------------------------
20241104-21:04:22 current_test_accuracies 0.9580 0.9536 0.9424 0.9356 0.9528
20241104-21:04:22 nb_c_quizzes 40055
20241104-21:04:22 weakest_accuracies [0.9356, 0.9424]
20241104-21:04:22 dummy_rand tensor([0.0725])
20241104-21:04:22 dummy_rand tensor([0.9008])
20241104-21:04:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:04:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:06:53 train_loss 1731 model 2 0.03440070343017578
20241104-21:06:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:06:54 train_loss 1731 model 3 0.03376944732666016
20241104-21:06:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:06:56 test_loss 1731 model 2 0.02563976287841797
20241104-21:06:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:06:56 test_loss 1731 model 3 0.02852996826171875
20241104-21:06:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:06:58 test_accuracy 1731 model 2 nb_correct 2293 / 2500 (91.72%)
20241104-21:06:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:06:58 test_accuracy 1731 model 3 nb_correct 2352 / 2500 (94.08%)
20241104-21:06:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:07:08 wrote ae_*.pth
20241104-21:07:08 epoch_duration 2min46s next_finish 21:09:54
20241104-21:07:08 wrote state.pth
20241104-21:07:08 --- epoch 1732 ----------------------------------------
20241104-21:07:08 current_test_accuracies 0.9580 0.9536 0.9172 0.9408 0.9528
20241104-21:07:08 nb_c_quizzes 40055
20241104-21:07:08 weakest_accuracies [0.9172, 0.9408]
20241104-21:07:08 dummy_rand tensor([0.8681])
20241104-21:07:08 dummy_rand tensor([0.6155])
20241104-21:07:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:07:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:09:40 train_loss 1732 model 3 0.034073246002197265
20241104-21:09:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:09:40 train_loss 1732 model 2 0.03409063571691513
20241104-21:09:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:09:43 test_loss 1732 model 3 0.03036468505859375
20241104-21:09:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:09:43 test_loss 1732 model 2 0.025634422302246093
20241104-21:09:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:09:45 test_accuracy 1732 model 3 nb_correct 2310 / 2500 (92.40%)
20241104-21:09:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:09:45 test_accuracy 1732 model 2 nb_correct 2328 / 2500 (93.12%)
20241104-21:09:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:09:55 wrote ae_*.pth
20241104-21:09:55 epoch_duration 2min46s next_finish 21:12:42
20241104-21:09:55 wrote state.pth
20241104-21:09:55 --- epoch 1733 ----------------------------------------
20241104-21:09:55 current_test_accuracies 0.9580 0.9536 0.9312 0.9240 0.9528
20241104-21:09:55 nb_c_quizzes 40055
20241104-21:09:55 weakest_accuracies [0.924, 0.9312]
20241104-21:09:55 dummy_rand tensor([0.9381])
20241104-21:09:55 dummy_rand tensor([0.6103])
20241104-21:09:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:09:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:12:27 train_loss 1733 model 2 0.034027454376220706
20241104-21:12:27 train_loss 1733 model 3 0.03532097053527832
20241104-21:12:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:12:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:12:29 test_loss 1733 model 2 0.03126617431640625
20241104-21:12:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:12:29 test_loss 1733 model 3 0.03020530700683594
20241104-21:12:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:12:31 test_accuracy 1733 model 2 nb_correct 2331 / 2500 (93.24%)
20241104-21:12:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:12:31 test_accuracy 1733 model 3 nb_correct 2344 / 2500 (93.76%)
20241104-21:12:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:12:41 wrote ae_*.pth
20241104-21:12:41 epoch_duration 2min46s next_finish 21:15:28
20241104-21:12:41 wrote state.pth
20241104-21:12:41 --- epoch 1734 ----------------------------------------
20241104-21:12:41 current_test_accuracies 0.9580 0.9536 0.9324 0.9376 0.9528
20241104-21:12:41 nb_c_quizzes 40055
20241104-21:12:41 weakest_accuracies [0.9324, 0.9376]
20241104-21:12:41 dummy_rand tensor([0.6942])
20241104-21:12:41 dummy_rand tensor([0.2659])
20241104-21:12:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:12:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:15:13 train_loss 1734 model 2 0.03450611877441406
20241104-21:15:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:15:13 train_loss 1734 model 3 0.03406182098388672
20241104-21:15:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:15:15 test_loss 1734 model 2 0.02835472106933594
20241104-21:15:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:15:15 test_loss 1734 model 3 0.02789203643798828
20241104-21:15:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:15:18 test_accuracy 1734 model 2 nb_correct 2308 / 2500 (92.32%)
20241104-21:15:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:15:18 test_accuracy 1734 model 3 nb_correct 2291 / 2500 (91.64%)
20241104-21:15:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:15:27 wrote ae_*.pth
20241104-21:15:27 epoch_duration 2min46s next_finish 21:18:13
20241104-21:15:27 wrote state.pth
20241104-21:15:27 --- epoch 1735 ----------------------------------------
20241104-21:15:27 current_test_accuracies 0.9580 0.9536 0.9232 0.9164 0.9528
20241104-21:15:27 nb_c_quizzes 40055
20241104-21:15:27 weakest_accuracies [0.9164, 0.9232]
20241104-21:15:27 dummy_rand tensor([0.1348])
20241104-21:15:27 dummy_rand tensor([0.4385])
20241104-21:15:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:15:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:17:59 train_loss 1735 model 3 0.0335398941040039
20241104-21:17:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:17:59 train_loss 1735 model 2 0.03451665878295898
20241104-21:17:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:18:01 test_loss 1735 model 3 0.03003662109375
20241104-21:18:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:18:01 test_loss 1735 model 2 0.0291510009765625
20241104-21:18:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:18:04 test_accuracy 1735 model 3 nb_correct 2355 / 2500 (94.20%)
20241104-21:18:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:18:04 test_accuracy 1735 model 2 nb_correct 2351 / 2500 (94.04%)
20241104-21:18:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:18:13 wrote ae_*.pth
20241104-21:18:13 epoch_duration 2min45s next_finish 21:20:59
20241104-21:18:13 wrote state.pth
20241104-21:18:13 --- epoch 1736 ----------------------------------------
20241104-21:18:13 current_test_accuracies 0.9580 0.9536 0.9404 0.9420 0.9528
20241104-21:18:13 nb_c_quizzes 40055
20241104-21:18:13 weakest_accuracies [0.9404, 0.942]
20241104-21:18:13 dummy_rand tensor([0.5087])
20241104-21:18:13 dummy_rand tensor([0.0083])
20241104-21:18:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:18:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:20:45 train_loss 1736 model 3 0.03462801361083984
20241104-21:20:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:20:46 train_loss 1736 model 2 0.03387790298461914
20241104-21:20:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:20:48 test_loss 1736 model 3 0.03282821655273437
20241104-21:20:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:20:48 test_loss 1736 model 2 0.0313494873046875
20241104-21:20:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:20:50 test_accuracy 1736 model 3 nb_correct 2347 / 2500 (93.88%)
20241104-21:20:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:20:50 test_accuracy 1736 model 2 nb_correct 2334 / 2500 (93.36%)
20241104-21:20:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:21:00 wrote ae_*.pth
20241104-21:21:00 epoch_duration 2min46s next_finish 21:23:46
20241104-21:21:00 wrote state.pth
20241104-21:21:00 --- epoch 1737 ----------------------------------------
20241104-21:21:00 current_test_accuracies 0.9580 0.9536 0.9336 0.9388 0.9528
20241104-21:21:00 nb_c_quizzes 40055
20241104-21:21:00 weakest_accuracies [0.9336, 0.9388]
20241104-21:21:00 dummy_rand tensor([0.5881])
20241104-21:21:00 dummy_rand tensor([0.4285])
20241104-21:21:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:21:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:23:32 train_loss 1737 model 2 0.03454237365722656
20241104-21:23:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:23:32 train_loss 1737 model 3 0.03414725875854492
20241104-21:23:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:23:34 test_loss 1737 model 2 0.03192123413085937
20241104-21:23:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:23:34 test_loss 1737 model 3 0.03182090759277344
20241104-21:23:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:23:37 test_accuracy 1737 model 2 nb_correct 2257 / 2500 (90.28%)
20241104-21:23:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:23:37 test_accuracy 1737 model 3 nb_correct 2302 / 2500 (92.08%)
20241104-21:23:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:23:46 wrote ae_*.pth
20241104-21:23:46 epoch_duration 2min46s next_finish 21:26:32
20241104-21:23:46 wrote state.pth
20241104-21:23:46 --- epoch 1738 ----------------------------------------
20241104-21:23:46 current_test_accuracies 0.9580 0.9536 0.9028 0.9208 0.9528
20241104-21:23:46 nb_c_quizzes 40055
20241104-21:23:46 weakest_accuracies [0.9028, 0.9208]
20241104-21:23:46 dummy_rand tensor([0.1322])
20241104-21:23:46 dummy_rand tensor([0.3799])
20241104-21:23:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:23:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:26:18 train_loss 1738 model 2 0.0346826057434082
20241104-21:26:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:26:18 train_loss 1738 model 3 0.03450577735900879
20241104-21:26:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:26:21 test_loss 1738 model 2 0.029224700927734375
20241104-21:26:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:26:21 test_loss 1738 model 3 0.03112987518310547
20241104-21:26:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:26:23 test_accuracy 1738 model 2 nb_correct 2289 / 2500 (91.56%)
20241104-21:26:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:26:23 test_accuracy 1738 model 3 nb_correct 2318 / 2500 (92.72%)
20241104-21:26:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:26:32 wrote ae_*.pth
20241104-21:26:32 epoch_duration 2min46s next_finish 21:29:19
20241104-21:26:33 wrote state.pth
20241104-21:26:33 --- epoch 1739 ----------------------------------------
20241104-21:26:33 current_test_accuracies 0.9580 0.9536 0.9156 0.9272 0.9528
20241104-21:26:33 nb_c_quizzes 40055
20241104-21:26:33 weakest_accuracies [0.9156, 0.9272]
20241104-21:26:33 dummy_rand tensor([0.1388])
20241104-21:26:33 dummy_rand tensor([0.0378])
20241104-21:26:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:26:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:29:05 train_loss 1739 model 2 0.03408145523071289
20241104-21:29:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:29:05 train_loss 1739 model 3 0.03440689086914062
20241104-21:29:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:29:07 test_loss 1739 model 2 0.029527587890625
20241104-21:29:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:29:07 test_loss 1739 model 3 0.028135528564453127
20241104-21:29:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:29:10 test_accuracy 1739 model 2 nb_correct 2308 / 2500 (92.32%)
20241104-21:29:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:29:10 test_accuracy 1739 model 3 nb_correct 2366 / 2500 (94.64%)
20241104-21:29:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:29:19 wrote ae_*.pth
20241104-21:29:19 epoch_duration 2min46s next_finish 21:32:06
20241104-21:29:20 wrote state.pth
20241104-21:29:20 --- epoch 1740 ----------------------------------------
20241104-21:29:20 current_test_accuracies 0.9580 0.9536 0.9232 0.9464 0.9528
20241104-21:29:20 nb_c_quizzes 40055
20241104-21:29:20 weakest_accuracies [0.9232, 0.9464]
20241104-21:29:20 dummy_rand tensor([0.2492])
20241104-21:29:20 dummy_rand tensor([0.1365])
20241104-21:29:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:29:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:31:52 train_loss 1740 model 3 0.03464444351196289
20241104-21:31:52 train_loss 1740 model 2 0.034884111404418945
20241104-21:31:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:31:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:31:54 test_loss 1740 model 3 0.0260870361328125
20241104-21:31:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:31:54 test_loss 1740 model 2 0.034343109130859376
20241104-21:31:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:31:56 test_accuracy 1740 model 3 nb_correct 2319 / 2500 (92.76%)
20241104-21:31:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:31:56 test_accuracy 1740 model 2 nb_correct 2332 / 2500 (93.28%)
20241104-21:31:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:32:06 wrote ae_*.pth
20241104-21:32:06 epoch_duration 2min46s next_finish 21:34:53
20241104-21:32:06 wrote state.pth
20241104-21:32:06 --- epoch 1741 ----------------------------------------
20241104-21:32:06 current_test_accuracies 0.9580 0.9536 0.9328 0.9276 0.9528
20241104-21:32:06 nb_c_quizzes 40055
20241104-21:32:06 weakest_accuracies [0.9276, 0.9328]
20241104-21:32:06 dummy_rand tensor([0.8214])
20241104-21:32:06 dummy_rand tensor([0.1330])
20241104-21:32:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:32:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:34:38 train_loss 1741 model 2 0.03428099060058594
20241104-21:34:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:34:39 train_loss 1741 model 3 0.03406265068054199
20241104-21:34:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:34:41 test_loss 1741 model 2 0.028362884521484374
20241104-21:34:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:34:41 test_loss 1741 model 3 0.02747657775878906
20241104-21:34:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:34:43 test_accuracy 1741 model 2 nb_correct 2341 / 2500 (93.64%)
20241104-21:34:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:34:44 test_accuracy 1741 model 3 nb_correct 2369 / 2500 (94.76%)
20241104-21:34:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:34:53 wrote ae_*.pth
20241104-21:34:53 epoch_duration 2min46s next_finish 21:37:39
20241104-21:34:53 wrote state.pth
20241104-21:34:53 --- epoch 1742 ----------------------------------------
20241104-21:34:53 current_test_accuracies 0.9580 0.9536 0.9364 0.9476 0.9528
20241104-21:34:53 nb_c_quizzes 40055
20241104-21:34:53 weakest_accuracies [0.9364, 0.9476]
20241104-21:34:53 dummy_rand tensor([0.8582])
20241104-21:34:53 dummy_rand tensor([0.8835])
20241104-21:34:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:34:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:37:24 train_loss 1742 model 2 0.03451944732666016
20241104-21:37:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:37:25 train_loss 1742 model 3 0.03369988250732422
20241104-21:37:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:37:27 test_loss 1742 model 2 0.030103187561035156
20241104-21:37:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:37:27 test_loss 1742 model 3 0.027892303466796876
20241104-21:37:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:37:29 test_accuracy 1742 model 2 nb_correct 2292 / 2500 (91.68%)
20241104-21:37:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:37:29 test_accuracy 1742 model 3 nb_correct 2316 / 2500 (92.64%)
20241104-21:37:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:37:39 wrote ae_*.pth
20241104-21:37:39 epoch_duration 2min46s next_finish 21:40:25
20241104-21:37:39 wrote state.pth
20241104-21:37:39 --- epoch 1743 ----------------------------------------
20241104-21:37:39 current_test_accuracies 0.9580 0.9536 0.9168 0.9264 0.9528
20241104-21:37:39 nb_c_quizzes 40055
20241104-21:37:39 weakest_accuracies [0.9168, 0.9264]
20241104-21:37:39 dummy_rand tensor([0.0793])
20241104-21:37:39 dummy_rand tensor([0.3112])
20241104-21:37:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:37:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:40:11 train_loss 1743 model 2 0.034489513397216794
20241104-21:40:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:40:11 train_loss 1743 model 3 0.03363668394088745
20241104-21:40:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:40:13 test_loss 1743 model 2 0.03219911575317383
20241104-21:40:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:40:13 test_loss 1743 model 3 0.0260321044921875
20241104-21:40:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:40:15 test_accuracy 1743 model 2 nb_correct 2316 / 2500 (92.64%)
20241104-21:40:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:40:15 test_accuracy 1743 model 3 nb_correct 2346 / 2500 (93.84%)
20241104-21:40:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:40:25 wrote ae_*.pth
20241104-21:40:25 epoch_duration 2min46s next_finish 21:43:11
20241104-21:40:25 wrote state.pth
20241104-21:40:25 --- epoch 1744 ----------------------------------------
20241104-21:40:25 current_test_accuracies 0.9580 0.9536 0.9264 0.9384 0.9528
20241104-21:40:25 nb_c_quizzes 40055
20241104-21:40:25 weakest_accuracies [0.9264, 0.9384]
20241104-21:40:25 dummy_rand tensor([0.4209])
20241104-21:40:25 dummy_rand tensor([0.8280])
20241104-21:40:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:40:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:42:57 train_loss 1744 model 2 0.034562681198120115
20241104-21:42:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:42:58 train_loss 1744 model 3 0.03478939628601074
20241104-21:42:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:43:00 test_loss 1744 model 2 0.031131439208984375
20241104-21:43:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:43:00 test_loss 1744 model 3 0.03286056518554688
20241104-21:43:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:43:02 test_accuracy 1744 model 2 nb_correct 2337 / 2500 (93.48%)
20241104-21:43:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:43:03 test_accuracy 1744 model 3 nb_correct 2346 / 2500 (93.84%)
20241104-21:43:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:43:12 wrote ae_*.pth
20241104-21:43:12 epoch_duration 2min47s next_finish 21:45:59
20241104-21:43:12 wrote state.pth
20241104-21:43:12 --- epoch 1745 ----------------------------------------
20241104-21:43:12 current_test_accuracies 0.9580 0.9536 0.9348 0.9384 0.9528
20241104-21:43:12 nb_c_quizzes 40055
20241104-21:43:12 weakest_accuracies [0.9348, 0.9384]
20241104-21:43:12 dummy_rand tensor([0.5058])
20241104-21:43:12 dummy_rand tensor([0.0560])
20241104-21:43:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:43:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:45:44 train_loss 1745 model 2 0.03378120994567871
20241104-21:45:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:45:44 train_loss 1745 model 3 0.03443362236022949
20241104-21:45:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:45:46 test_loss 1745 model 2 0.028620586395263672
20241104-21:45:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:45:46 test_loss 1745 model 3 0.028979034423828126
20241104-21:45:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:45:48 test_accuracy 1745 model 2 nb_correct 2292 / 2500 (91.68%)
20241104-21:45:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:45:49 test_accuracy 1745 model 3 nb_correct 2372 / 2500 (94.88%)
20241104-21:45:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:45:58 wrote ae_*.pth
20241104-21:45:58 epoch_duration 2min45s next_finish 21:48:44
20241104-21:45:58 wrote state.pth
20241104-21:45:58 --- epoch 1746 ----------------------------------------
20241104-21:45:58 current_test_accuracies 0.9580 0.9536 0.9168 0.9488 0.9528
20241104-21:45:58 nb_c_quizzes 40055
20241104-21:45:58 weakest_accuracies [0.9168, 0.9488]
20241104-21:45:58 dummy_rand tensor([0.3079])
20241104-21:45:58 dummy_rand tensor([0.3033])
20241104-21:45:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:45:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:48:30 train_loss 1746 model 2 0.03458383560180664
20241104-21:48:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:48:30 train_loss 1746 model 3 0.034927291870117186
20241104-21:48:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:48:32 test_loss 1746 model 2 0.02854217529296875
20241104-21:48:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:48:32 test_loss 1746 model 3 0.02963104248046875
20241104-21:48:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:48:35 test_accuracy 1746 model 2 nb_correct 2269 / 2500 (90.76%)
20241104-21:48:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:48:35 test_accuracy 1746 model 3 nb_correct 2316 / 2500 (92.64%)
20241104-21:48:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:48:44 wrote ae_*.pth
20241104-21:48:44 epoch_duration 2min46s next_finish 21:51:30
20241104-21:48:44 wrote state.pth
20241104-21:48:44 --- epoch 1747 ----------------------------------------
20241104-21:48:44 current_test_accuracies 0.9580 0.9536 0.9076 0.9264 0.9528
20241104-21:48:44 nb_c_quizzes 40055
20241104-21:48:44 weakest_accuracies [0.9076, 0.9264]
20241104-21:48:44 dummy_rand tensor([0.3870])
20241104-21:48:44 dummy_rand tensor([0.5222])
20241104-21:48:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:48:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:51:16 train_loss 1747 model 2 0.0348036003112793
20241104-21:51:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:51:16 train_loss 1747 model 3 0.033712635040283205
20241104-21:51:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:51:18 test_loss 1747 model 2 0.029588088989257813
20241104-21:51:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:51:18 test_loss 1747 model 3 0.02898124694824219
20241104-21:51:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:51:21 test_accuracy 1747 model 2 nb_correct 2243 / 2500 (89.72%)
20241104-21:51:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:51:21 test_accuracy 1747 model 3 nb_correct 2352 / 2500 (94.08%)
20241104-21:51:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:51:30 wrote ae_*.pth
20241104-21:51:30 epoch_duration 2min45s next_finish 21:54:16
20241104-21:51:30 wrote state.pth
20241104-21:51:30 --- epoch 1748 ----------------------------------------
20241104-21:51:30 current_test_accuracies 0.9580 0.9536 0.8972 0.9408 0.9528
20241104-21:51:30 nb_c_quizzes 40055
20241104-21:51:30 weakest_accuracies [0.8972, 0.9408]
20241104-21:51:30 dummy_rand tensor([0.5197])
20241104-21:51:30 dummy_rand tensor([0.6706])
20241104-21:51:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:51:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:54:02 train_loss 1748 model 2 0.03482027435302734
20241104-21:54:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:54:02 train_loss 1748 model 3 0.03421107292175293
20241104-21:54:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:54:04 test_loss 1748 model 2 0.028827667236328125
20241104-21:54:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:54:04 test_loss 1748 model 3 0.03336850166320801
20241104-21:54:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:54:07 test_accuracy 1748 model 2 nb_correct 2301 / 2500 (92.04%)
20241104-21:54:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:54:07 test_accuracy 1748 model 3 nb_correct 2318 / 2500 (92.72%)
20241104-21:54:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:54:16 wrote ae_*.pth
20241104-21:54:16 epoch_duration 2min46s next_finish 21:57:02
20241104-21:54:16 wrote state.pth
20241104-21:54:16 --- epoch 1749 ----------------------------------------
20241104-21:54:16 current_test_accuracies 0.9580 0.9536 0.9204 0.9272 0.9528
20241104-21:54:16 nb_c_quizzes 40055
20241104-21:54:16 weakest_accuracies [0.9204, 0.9272]
20241104-21:54:16 dummy_rand tensor([0.4214])
20241104-21:54:16 dummy_rand tensor([0.4707])
20241104-21:54:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:54:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:56:48 train_loss 1749 model 2 0.03431256484985352
20241104-21:56:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:56:48 train_loss 1749 model 3 0.03379144096374512
20241104-21:56:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:56:50 test_loss 1749 model 2 0.0250640869140625
20241104-21:56:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:56:50 test_loss 1749 model 3 0.02695606231689453
20241104-21:56:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:56:53 test_accuracy 1749 model 2 nb_correct 2350 / 2500 (94.00%)
20241104-21:56:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:56:53 test_accuracy 1749 model 3 nb_correct 2330 / 2500 (93.20%)
20241104-21:56:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:57:02 wrote ae_*.pth
20241104-21:57:02 epoch_duration 2min45s next_finish 21:59:48
20241104-21:57:02 wrote state.pth
20241104-21:57:02 --- epoch 1750 ----------------------------------------
20241104-21:57:02 current_test_accuracies 0.9580 0.9536 0.9400 0.9320 0.9528
20241104-21:57:02 nb_c_quizzes 40055
20241104-21:57:02 weakest_accuracies [0.932, 0.94]
20241104-21:57:02 dummy_rand tensor([0.3833])
20241104-21:57:02 dummy_rand tensor([0.6742])
20241104-21:57:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:57:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:59:34 train_loss 1750 model 2 0.033600647926330565
20241104-21:59:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:59:34 train_loss 1750 model 3 0.03405889129638672
20241104-21:59:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:59:37 test_loss 1750 model 2 0.029159622192382814
20241104-21:59:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:59:37 test_loss 1750 model 3 0.02934288024902344
20241104-21:59:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-21:59:39 test_accuracy 1750 model 2 nb_correct 2345 / 2500 (93.80%)
20241104-21:59:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:59:39 test_accuracy 1750 model 3 nb_correct 2344 / 2500 (93.76%)
20241104-21:59:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-21:59:48 wrote ae_*.pth
20241104-21:59:48 epoch_duration 2min46s next_finish 22:02:35
20241104-21:59:49 wrote state.pth
20241104-21:59:49 --- epoch 1751 ----------------------------------------
20241104-21:59:49 current_test_accuracies 0.9580 0.9536 0.9380 0.9376 0.9528
20241104-21:59:49 nb_c_quizzes 40055
20241104-21:59:49 weakest_accuracies [0.9376, 0.938]
20241104-21:59:49 dummy_rand tensor([0.9500])
20241104-21:59:49 dummy_rand tensor([0.6113])
20241104-21:59:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-21:59:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:02:21 train_loss 1751 model 3 0.03494086837768555
20241104-22:02:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:02:21 train_loss 1751 model 2 0.03420756530761719
20241104-22:02:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:02:23 test_loss 1751 model 3 0.03102928161621094
20241104-22:02:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:02:23 test_loss 1751 model 2 0.025843658447265626
20241104-22:02:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:02:25 test_accuracy 1751 model 3 nb_correct 2365 / 2500 (94.60%)
20241104-22:02:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:02:25 test_accuracy 1751 model 2 nb_correct 2326 / 2500 (93.04%)
20241104-22:02:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:02:35 wrote ae_*.pth
20241104-22:02:35 epoch_duration 2min46s next_finish 22:05:21
20241104-22:02:35 wrote state.pth
20241104-22:02:35 --- epoch 1752 ----------------------------------------
20241104-22:02:35 current_test_accuracies 0.9580 0.9536 0.9304 0.9460 0.9528
20241104-22:02:35 nb_c_quizzes 40055
20241104-22:02:35 weakest_accuracies [0.9304, 0.946]
20241104-22:02:35 dummy_rand tensor([0.0087])
20241104-22:02:35 dummy_rand tensor([0.9104])
20241104-22:02:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:02:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:05:07 train_loss 1752 model 2 0.03446459197998047
20241104-22:05:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:05:07 train_loss 1752 model 3 0.03409880828857422
20241104-22:05:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:05:09 test_loss 1752 model 2 0.02846790313720703
20241104-22:05:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:05:09 test_loss 1752 model 3 0.02751106262207031
20241104-22:05:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:05:12 test_accuracy 1752 model 2 nb_correct 2316 / 2500 (92.64%)
20241104-22:05:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:05:12 test_accuracy 1752 model 3 nb_correct 2321 / 2500 (92.84%)
20241104-22:05:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:05:21 wrote ae_*.pth
20241104-22:05:21 epoch_duration 2min46s next_finish 22:08:08
20241104-22:05:21 wrote state.pth
20241104-22:05:21 --- epoch 1753 ----------------------------------------
20241104-22:05:21 current_test_accuracies 0.9580 0.9536 0.9264 0.9284 0.9528
20241104-22:05:21 nb_c_quizzes 40055
20241104-22:05:21 weakest_accuracies [0.9264, 0.9284]
20241104-22:05:21 dummy_rand tensor([0.8754])
20241104-22:05:21 dummy_rand tensor([0.5558])
20241104-22:05:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:05:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:07:53 train_loss 1753 model 2 0.03479485321044922
20241104-22:07:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:07:53 train_loss 1753 model 3 0.033862405776977536
20241104-22:07:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:07:55 test_loss 1753 model 2 0.026161456108093263
20241104-22:07:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:07:55 test_loss 1753 model 3 0.026956939697265626
20241104-22:07:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:07:58 test_accuracy 1753 model 2 nb_correct 2375 / 2500 (95.00%)
20241104-22:07:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:07:58 test_accuracy 1753 model 3 nb_correct 2278 / 2500 (91.12%)
20241104-22:07:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:08:07 wrote ae_*.pth
20241104-22:08:07 epoch_duration 2min46s next_finish 22:10:53
20241104-22:08:07 wrote state.pth
20241104-22:08:07 --- epoch 1754 ----------------------------------------
20241104-22:08:07 current_test_accuracies 0.9580 0.9536 0.9500 0.9112 0.9528
20241104-22:08:07 nb_c_quizzes 40055
20241104-22:08:07 weakest_accuracies [0.9112, 0.95]
20241104-22:08:07 dummy_rand tensor([0.7199])
20241104-22:08:07 dummy_rand tensor([0.3275])
20241104-22:08:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:08:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:10:39 train_loss 1754 model 3 0.03396664237976074
20241104-22:10:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:10:39 train_loss 1754 model 2 0.03467483901977539
20241104-22:10:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:10:41 test_loss 1754 model 3 0.027557411193847657
20241104-22:10:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:10:42 test_loss 1754 model 2 0.027382965087890624
20241104-22:10:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:10:44 test_accuracy 1754 model 3 nb_correct 2339 / 2500 (93.56%)
20241104-22:10:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:10:44 test_accuracy 1754 model 2 nb_correct 2319 / 2500 (92.76%)
20241104-22:10:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:10:53 wrote ae_*.pth
20241104-22:10:53 epoch_duration 2min46s next_finish 22:13:40
20241104-22:10:54 wrote state.pth
20241104-22:10:54 --- epoch 1755 ----------------------------------------
20241104-22:10:54 current_test_accuracies 0.9580 0.9536 0.9276 0.9356 0.9528
20241104-22:10:54 nb_c_quizzes 40055
20241104-22:10:54 weakest_accuracies [0.9276, 0.9356]
20241104-22:10:54 dummy_rand tensor([0.1621])
20241104-22:10:54 dummy_rand tensor([0.8392])
20241104-22:10:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:10:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:13:25 train_loss 1755 model 2 0.03479679107666016
20241104-22:13:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:13:25 train_loss 1755 model 3 0.034215093612670895
20241104-22:13:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:13:27 test_loss 1755 model 2 0.024428176879882812
20241104-22:13:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:13:28 test_loss 1755 model 3 0.031499748229980466
20241104-22:13:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:13:30 test_accuracy 1755 model 2 nb_correct 2323 / 2500 (92.92%)
20241104-22:13:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:13:30 test_accuracy 1755 model 3 nb_correct 2331 / 2500 (93.24%)
20241104-22:13:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:13:40 wrote ae_*.pth
20241104-22:13:40 epoch_duration 2min46s next_finish 22:16:26
20241104-22:13:40 wrote state.pth
20241104-22:13:40 --- epoch 1756 ----------------------------------------
20241104-22:13:40 current_test_accuracies 0.9580 0.9536 0.9292 0.9324 0.9528
20241104-22:13:40 nb_c_quizzes 40055
20241104-22:13:40 weakest_accuracies [0.9292, 0.9324]
20241104-22:13:40 dummy_rand tensor([0.3020])
20241104-22:13:40 dummy_rand tensor([0.0871])
20241104-22:13:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:13:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:16:11 train_loss 1756 model 3 0.03374433517456055
20241104-22:16:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:16:11 train_loss 1756 model 2 0.034538994789123534
20241104-22:16:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:16:14 test_loss 1756 model 3 0.028203887939453123
20241104-22:16:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:16:14 test_loss 1756 model 2 0.03076483726501465
20241104-22:16:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:16:16 test_accuracy 1756 model 3 nb_correct 2342 / 2500 (93.68%)
20241104-22:16:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:16:16 test_accuracy 1756 model 2 nb_correct 2333 / 2500 (93.32%)
20241104-22:16:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:16:26 wrote ae_*.pth
20241104-22:16:26 epoch_duration 2min45s next_finish 22:19:11
20241104-22:16:26 wrote state.pth
20241104-22:16:26 --- epoch 1757 ----------------------------------------
20241104-22:16:26 current_test_accuracies 0.9580 0.9536 0.9332 0.9368 0.9528
20241104-22:16:26 nb_c_quizzes 40055
20241104-22:16:26 weakest_accuracies [0.9332, 0.9368]
20241104-22:16:26 dummy_rand tensor([0.3872])
20241104-22:16:26 dummy_rand tensor([0.0995])
20241104-22:16:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:16:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:18:57 train_loss 1757 model 2 0.03446049690246582
20241104-22:18:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:18:57 train_loss 1757 model 3 0.034428791046142576
20241104-22:18:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:19:00 test_loss 1757 model 2 0.02867767333984375
20241104-22:19:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:19:00 test_loss 1757 model 3 0.030270299911499023
20241104-22:19:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:19:02 test_accuracy 1757 model 2 nb_correct 2326 / 2500 (93.04%)
20241104-22:19:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:19:02 test_accuracy 1757 model 3 nb_correct 2343 / 2500 (93.72%)
20241104-22:19:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:19:12 wrote ae_*.pth
20241104-22:19:12 epoch_duration 2min46s next_finish 22:21:58
20241104-22:19:12 wrote state.pth
20241104-22:19:12 --- epoch 1758 ----------------------------------------
20241104-22:19:12 current_test_accuracies 0.9580 0.9536 0.9304 0.9372 0.9528
20241104-22:19:12 nb_c_quizzes 40055
20241104-22:19:12 weakest_accuracies [0.9304, 0.9372]
20241104-22:19:12 dummy_rand tensor([0.0087])
20241104-22:19:12 dummy_rand tensor([0.1639])
20241104-22:19:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:19:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:21:44 train_loss 1758 model 2 0.03389895629882812
20241104-22:21:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:21:44 train_loss 1758 model 3 0.034279199600219724
20241104-22:21:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:21:46 test_loss 1758 model 2 0.026584129333496093
20241104-22:21:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:21:46 test_loss 1758 model 3 0.027597732543945312
20241104-22:21:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:21:48 test_accuracy 1758 model 2 nb_correct 2288 / 2500 (91.52%)
20241104-22:21:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:21:48 test_accuracy 1758 model 3 nb_correct 2343 / 2500 (93.72%)
20241104-22:21:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:21:58 wrote ae_*.pth
20241104-22:21:58 epoch_duration 2min46s next_finish 22:24:44
20241104-22:21:58 wrote state.pth
20241104-22:21:58 --- epoch 1759 ----------------------------------------
20241104-22:21:58 current_test_accuracies 0.9580 0.9536 0.9152 0.9372 0.9528
20241104-22:21:58 nb_c_quizzes 40055
20241104-22:21:58 weakest_accuracies [0.9152, 0.9372]
20241104-22:21:58 dummy_rand tensor([0.8091])
20241104-22:21:58 dummy_rand tensor([0.8870])
20241104-22:21:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:21:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:24:30 train_loss 1759 model 3 0.034724458694458005
20241104-22:24:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:24:30 train_loss 1759 model 2 0.034039098739624025
20241104-22:24:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:24:32 test_loss 1759 model 3 0.029329986572265626
20241104-22:24:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:24:32 test_loss 1759 model 2 0.02888092041015625
20241104-22:24:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:24:34 test_accuracy 1759 model 3 nb_correct 2330 / 2500 (93.20%)
20241104-22:24:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:24:34 test_accuracy 1759 model 2 nb_correct 2251 / 2500 (90.04%)
20241104-22:24:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:24:44 wrote ae_*.pth
20241104-22:24:44 epoch_duration 2min46s next_finish 22:27:30
20241104-22:24:44 wrote state.pth
20241104-22:24:44 --- epoch 1760 ----------------------------------------
20241104-22:24:44 current_test_accuracies 0.9580 0.9536 0.9004 0.9320 0.9528
20241104-22:24:44 nb_c_quizzes 40055
20241104-22:24:44 weakest_accuracies [0.9004, 0.932]
20241104-22:24:44 dummy_rand tensor([0.2271])
20241104-22:24:44 dummy_rand tensor([0.5647])
20241104-22:24:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:24:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:27:16 train_loss 1760 model 2 0.035204189300537106
20241104-22:27:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:27:16 train_loss 1760 model 3 0.034018760681152345
20241104-22:27:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:27:18 test_loss 1760 model 2 0.029857082366943358
20241104-22:27:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:27:18 test_loss 1760 model 3 0.02744903564453125
20241104-22:27:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:27:20 test_accuracy 1760 model 2 nb_correct 2327 / 2500 (93.08%)
20241104-22:27:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:27:20 test_accuracy 1760 model 3 nb_correct 2318 / 2500 (92.72%)
20241104-22:27:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:27:30 wrote ae_*.pth
20241104-22:27:30 epoch_duration 2min46s next_finish 22:30:16
20241104-22:27:30 wrote state.pth
20241104-22:27:30 --- epoch 1761 ----------------------------------------
20241104-22:27:30 current_test_accuracies 0.9580 0.9536 0.9308 0.9272 0.9528
20241104-22:27:30 nb_c_quizzes 40055
20241104-22:27:30 weakest_accuracies [0.9272, 0.9308]
20241104-22:27:30 dummy_rand tensor([0.5195])
20241104-22:27:30 dummy_rand tensor([0.9879])
20241104-22:27:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:27:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:30:02 train_loss 1761 model 3 0.03475561904907227
20241104-22:30:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:30:02 train_loss 1761 model 2 0.03412325477600098
20241104-22:30:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:30:04 test_loss 1761 model 3 0.028035125732421874
20241104-22:30:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:30:04 test_loss 1761 model 2 0.02938865661621094
20241104-22:30:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:30:06 test_accuracy 1761 model 3 nb_correct 2355 / 2500 (94.20%)
20241104-22:30:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:30:06 test_accuracy 1761 model 2 nb_correct 2340 / 2500 (93.60%)
20241104-22:30:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:30:16 wrote ae_*.pth
20241104-22:30:16 epoch_duration 2min45s next_finish 22:33:02
20241104-22:30:16 wrote state.pth
20241104-22:30:16 --- epoch 1762 ----------------------------------------
20241104-22:30:16 current_test_accuracies 0.9580 0.9536 0.9360 0.9420 0.9528
20241104-22:30:16 nb_c_quizzes 40055
20241104-22:30:16 weakest_accuracies [0.936, 0.942]
20241104-22:30:16 dummy_rand tensor([0.2519])
20241104-22:30:16 dummy_rand tensor([0.6933])
20241104-22:30:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:30:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:32:48 train_loss 1762 model 2 0.03444931411743164
20241104-22:32:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:32:48 train_loss 1762 model 3 0.03310105895996094
20241104-22:32:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:32:50 test_loss 1762 model 2 0.03063987731933594
20241104-22:32:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:32:51 test_loss 1762 model 3 0.027570648193359373
20241104-22:32:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:32:53 test_accuracy 1762 model 2 nb_correct 2257 / 2500 (90.28%)
20241104-22:32:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:32:53 test_accuracy 1762 model 3 nb_correct 2335 / 2500 (93.40%)
20241104-22:32:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:33:02 wrote ae_*.pth
20241104-22:33:02 epoch_duration 2min46s next_finish 22:35:49
20241104-22:33:03 wrote state.pth
20241104-22:33:03 --- epoch 1763 ----------------------------------------
20241104-22:33:03 current_test_accuracies 0.9580 0.9536 0.9028 0.9340 0.9528
20241104-22:33:03 nb_c_quizzes 40055
20241104-22:33:03 weakest_accuracies [0.9028, 0.934]
20241104-22:33:03 dummy_rand tensor([0.8944])
20241104-22:33:03 dummy_rand tensor([0.3344])
20241104-22:33:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:33:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:35:34 train_loss 1763 model 2 0.03567893981933594
20241104-22:35:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:35:34 train_loss 1763 model 3 0.03414561080932617
20241104-22:35:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:35:37 test_loss 1763 model 2 0.028278045654296875
20241104-22:35:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:35:37 test_loss 1763 model 3 0.02702045440673828
20241104-22:35:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:35:39 test_accuracy 1763 model 2 nb_correct 2296 / 2500 (91.84%)
20241104-22:35:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:35:39 test_accuracy 1763 model 3 nb_correct 2352 / 2500 (94.08%)
20241104-22:35:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:35:49 wrote ae_*.pth
20241104-22:35:49 epoch_duration 2min46s next_finish 22:38:35
20241104-22:35:49 wrote state.pth
20241104-22:35:49 --- epoch 1764 ----------------------------------------
20241104-22:35:49 current_test_accuracies 0.9580 0.9536 0.9184 0.9408 0.9528
20241104-22:35:49 nb_c_quizzes 40055
20241104-22:35:49 weakest_accuracies [0.9184, 0.9408]
20241104-22:35:49 dummy_rand tensor([0.8345])
20241104-22:35:49 dummy_rand tensor([0.5953])
20241104-22:35:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:35:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:38:20 train_loss 1764 model 2 0.034024539947509765
20241104-22:38:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:38:20 train_loss 1764 model 3 0.034055454254150394
20241104-22:38:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:38:23 test_loss 1764 model 2 0.02841550827026367
20241104-22:38:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:38:23 test_loss 1764 model 3 0.026443824768066407
20241104-22:38:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:38:25 test_accuracy 1764 model 2 nb_correct 2337 / 2500 (93.48%)
20241104-22:38:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:38:25 test_accuracy 1764 model 3 nb_correct 2361 / 2500 (94.44%)
20241104-22:38:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:38:35 wrote ae_*.pth
20241104-22:38:35 epoch_duration 2min46s next_finish 22:41:21
20241104-22:38:35 wrote state.pth
20241104-22:38:35 --- epoch 1765 ----------------------------------------
20241104-22:38:35 current_test_accuracies 0.9580 0.9536 0.9348 0.9444 0.9528
20241104-22:38:35 nb_c_quizzes 40055
20241104-22:38:35 weakest_accuracies [0.9348, 0.9444]
20241104-22:38:35 dummy_rand tensor([0.1983])
20241104-22:38:35 dummy_rand tensor([0.1533])
20241104-22:38:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:38:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:41:07 train_loss 1765 model 2 0.03482058906555176
20241104-22:41:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:41:07 train_loss 1765 model 3 0.03409767150878906
20241104-22:41:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:41:09 test_loss 1765 model 2 0.02615745544433594
20241104-22:41:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:41:09 test_loss 1765 model 3 0.02760162353515625
20241104-22:41:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:41:11 test_accuracy 1765 model 2 nb_correct 2357 / 2500 (94.28%)
20241104-22:41:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:41:11 test_accuracy 1765 model 3 nb_correct 2373 / 2500 (94.92%)
20241104-22:41:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:41:21 wrote ae_*.pth
20241104-22:41:21 epoch_duration 2min46s next_finish 22:44:07
20241104-22:41:21 wrote state.pth
20241104-22:41:21 --- epoch 1766 ----------------------------------------
20241104-22:41:21 current_test_accuracies 0.9580 0.9536 0.9428 0.9492 0.9528
20241104-22:41:21 nb_c_quizzes 40055
20241104-22:41:21 weakest_accuracies [0.9428, 0.9492]
20241104-22:41:21 dummy_rand tensor([0.4473])
20241104-22:41:21 dummy_rand tensor([0.4394])
20241104-22:41:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:41:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:43:53 train_loss 1766 model 2 0.034824535369873046
20241104-22:43:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:43:53 train_loss 1766 model 3 0.033964523315429686
20241104-22:43:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:43:55 test_loss 1766 model 2 0.027906646728515627
20241104-22:43:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:43:55 test_loss 1766 model 3 0.028076362609863282
20241104-22:43:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:43:57 test_accuracy 1766 model 2 nb_correct 2306 / 2500 (92.24%)
20241104-22:43:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:43:57 test_accuracy 1766 model 3 nb_correct 2298 / 2500 (91.92%)
20241104-22:43:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:44:07 wrote ae_*.pth
20241104-22:44:07 epoch_duration 2min46s next_finish 22:46:53
20241104-22:44:07 wrote state.pth
20241104-22:44:07 --- epoch 1767 ----------------------------------------
20241104-22:44:07 current_test_accuracies 0.9580 0.9536 0.9224 0.9192 0.9528
20241104-22:44:07 nb_c_quizzes 40055
20241104-22:44:07 weakest_accuracies [0.9192, 0.9224]
20241104-22:44:07 dummy_rand tensor([0.7828])
20241104-22:44:07 dummy_rand tensor([0.5295])
20241104-22:44:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:44:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:46:39 train_loss 1767 model 2 0.03339728164672852
20241104-22:46:39 train_loss 1767 model 3 0.03398224449157715
20241104-22:46:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:46:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:46:42 test_loss 1767 model 2 0.027252044677734375
20241104-22:46:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:46:42 test_loss 1767 model 3 0.03274593353271484
20241104-22:46:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:46:44 test_accuracy 1767 model 2 nb_correct 2355 / 2500 (94.20%)
20241104-22:46:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:46:44 test_accuracy 1767 model 3 nb_correct 2347 / 2500 (93.88%)
20241104-22:46:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:46:54 wrote ae_*.pth
20241104-22:46:54 epoch_duration 2min46s next_finish 22:49:40
20241104-22:46:54 wrote state.pth
20241104-22:46:54 --- epoch 1768 ----------------------------------------
20241104-22:46:54 current_test_accuracies 0.9580 0.9536 0.9420 0.9388 0.9528
20241104-22:46:54 nb_c_quizzes 40055
20241104-22:46:54 weakest_accuracies [0.9388, 0.942]
20241104-22:46:54 dummy_rand tensor([0.7706])
20241104-22:46:54 dummy_rand tensor([0.6041])
20241104-22:46:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:46:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:49:26 train_loss 1768 model 3 0.03506219863891601
20241104-22:49:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:49:26 train_loss 1768 model 2 0.034279784202575686
20241104-22:49:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:49:28 test_loss 1768 model 3 0.029579925537109374
20241104-22:49:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:49:29 test_loss 1768 model 2 0.030838775634765624
20241104-22:49:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:49:31 test_accuracy 1768 model 3 nb_correct 2399 / 2500 (95.96%)
20241104-22:49:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:49:31 test_accuracy 1768 model 2 nb_correct 2332 / 2500 (93.28%)
20241104-22:49:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:49:40 wrote ae_*.pth
20241104-22:49:40 epoch_duration 2min46s next_finish 22:52:27
20241104-22:49:41 wrote state.pth
20241104-22:49:41 --- epoch 1769 ----------------------------------------
20241104-22:49:41 current_test_accuracies 0.9580 0.9536 0.9328 0.9596 0.9528
20241104-22:49:41 nb_c_quizzes 40055
20241104-22:49:41 weakest_accuracies [0.9328, 0.9528]
20241104-22:49:41 dummy_rand tensor([0.3352])
20241104-22:49:41 dummy_rand tensor([0.9408])
20241104-22:49:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:49:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:52:12 train_loss 1769 model 4 0.033866104125976564
20241104-22:52:12 train_loss 1769 model 2 0.034705078125
20241104-22:52:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:52:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:52:15 test_loss 1769 model 4 0.024993515014648436
20241104-22:52:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:52:15 test_loss 1769 model 2 0.028058013916015624
20241104-22:52:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:52:17 test_accuracy 1769 model 4 nb_correct 2298 / 2500 (91.92%)
20241104-22:52:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:52:17 test_accuracy 1769 model 2 nb_correct 2338 / 2500 (93.52%)
20241104-22:52:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:52:27 wrote ae_*.pth
20241104-22:52:27 epoch_duration 2min46s next_finish 22:55:13
20241104-22:52:27 wrote state.pth
20241104-22:52:27 --- epoch 1770 ----------------------------------------
20241104-22:52:27 current_test_accuracies 0.9580 0.9536 0.9352 0.9596 0.9192
20241104-22:52:27 nb_c_quizzes 40055
20241104-22:52:27 weakest_accuracies [0.9192, 0.9352]
20241104-22:52:27 dummy_rand tensor([0.2127])
20241104-22:52:27 dummy_rand tensor([0.3412])
20241104-22:52:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:52:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:54:59 train_loss 1770 model 4 0.03399335098266602
20241104-22:54:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:54:59 train_loss 1770 model 2 0.03449923419952393
20241104-22:54:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:55:01 test_loss 1770 model 4 0.02868194580078125
20241104-22:55:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:55:01 test_loss 1770 model 2 0.030865936279296874
20241104-22:55:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:55:04 test_accuracy 1770 model 4 nb_correct 2374 / 2500 (94.96%)
20241104-22:55:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:55:04 test_accuracy 1770 model 2 nb_correct 2344 / 2500 (93.76%)
20241104-22:55:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:55:13 wrote ae_*.pth
20241104-22:55:13 epoch_duration 2min46s next_finish 22:58:00
20241104-22:55:13 wrote state.pth
20241104-22:55:13 --- epoch 1771 ----------------------------------------
20241104-22:55:13 current_test_accuracies 0.9580 0.9536 0.9376 0.9596 0.9496
20241104-22:55:13 nb_c_quizzes 40055
20241104-22:55:13 weakest_accuracies [0.9376, 0.9496]
20241104-22:55:13 dummy_rand tensor([0.7626])
20241104-22:55:13 dummy_rand tensor([0.4287])
20241104-22:55:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:55:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:57:45 train_loss 1771 model 2 0.03396987152099609
20241104-22:57:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:57:45 train_loss 1771 model 4 0.03395339298248291
20241104-22:57:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:57:48 test_loss 1771 model 2 0.02713268280029297
20241104-22:57:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:57:48 test_loss 1771 model 4 0.028661346435546874
20241104-22:57:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-22:57:50 test_accuracy 1771 model 2 nb_correct 2363 / 2500 (94.52%)
20241104-22:57:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:57:50 test_accuracy 1771 model 4 nb_correct 2296 / 2500 (91.84%)
20241104-22:57:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-22:57:59 wrote ae_*.pth
20241104-22:57:59 epoch_duration 2min46s next_finish 23:00:45
20241104-22:58:00 wrote state.pth
20241104-22:58:00 --- epoch 1772 ----------------------------------------
20241104-22:58:00 current_test_accuracies 0.9580 0.9536 0.9452 0.9596 0.9184
20241104-22:58:00 nb_c_quizzes 40055
20241104-22:58:00 weakest_accuracies [0.9184, 0.9452]
20241104-22:58:00 dummy_rand tensor([0.2512])
20241104-22:58:00 dummy_rand tensor([0.6945])
20241104-22:58:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-22:58:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:00:31 train_loss 1772 model 4 0.034064994812011716
20241104-23:00:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:00:31 train_loss 1772 model 2 0.033965648651123045
20241104-23:00:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:00:34 test_loss 1772 model 4 0.027472076416015626
20241104-23:00:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:00:34 test_loss 1772 model 2 0.03001215696334839
20241104-23:00:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:00:36 test_accuracy 1772 model 4 nb_correct 2357 / 2500 (94.28%)
20241104-23:00:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:00:36 test_accuracy 1772 model 2 nb_correct 2339 / 2500 (93.56%)
20241104-23:00:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:00:46 wrote ae_*.pth
20241104-23:00:46 epoch_duration 2min46s next_finish 23:03:32
20241104-23:00:46 wrote state.pth
20241104-23:00:46 --- epoch 1773 ----------------------------------------
20241104-23:00:46 current_test_accuracies 0.9580 0.9536 0.9356 0.9596 0.9428
20241104-23:00:46 nb_c_quizzes 40055
20241104-23:00:46 weakest_accuracies [0.9356, 0.9428]
20241104-23:00:46 dummy_rand tensor([0.8524])
20241104-23:00:46 dummy_rand tensor([0.8595])
20241104-23:00:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:00:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:03:17 train_loss 1773 model 2 0.033607242107391355
20241104-23:03:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:03:18 train_loss 1773 model 4 0.034143047332763674
20241104-23:03:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:03:20 test_loss 1773 model 2 0.02831329345703125
20241104-23:03:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:03:20 test_loss 1773 model 4 0.026325016021728515
20241104-23:03:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:03:22 test_accuracy 1773 model 2 nb_correct 2363 / 2500 (94.52%)
20241104-23:03:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:03:22 test_accuracy 1773 model 4 nb_correct 2314 / 2500 (92.56%)
20241104-23:03:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:03:32 wrote ae_*.pth
20241104-23:03:32 epoch_duration 2min46s next_finish 23:06:18
20241104-23:03:32 wrote state.pth
20241104-23:03:32 --- epoch 1774 ----------------------------------------
20241104-23:03:32 current_test_accuracies 0.9580 0.9536 0.9452 0.9596 0.9256
20241104-23:03:32 nb_c_quizzes 40055
20241104-23:03:32 weakest_accuracies [0.9256, 0.9452]
20241104-23:03:32 dummy_rand tensor([0.4927])
20241104-23:03:32 dummy_rand tensor([0.2364])
20241104-23:03:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:03:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:06:04 train_loss 1774 model 4 0.03443559646606445
20241104-23:06:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:06:04 train_loss 1774 model 2 0.03383856391906738
20241104-23:06:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:06:06 test_loss 1774 model 4 0.03162117004394531
20241104-23:06:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:06:06 test_loss 1774 model 2 0.03236961364746094
20241104-23:06:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:06:08 test_accuracy 1774 model 4 nb_correct 2367 / 2500 (94.68%)
20241104-23:06:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:06:08 test_accuracy 1774 model 2 nb_correct 2366 / 2500 (94.64%)
20241104-23:06:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:06:18 wrote ae_*.pth
20241104-23:06:18 epoch_duration 2min46s next_finish 23:09:04
20241104-23:06:18 wrote state.pth
20241104-23:06:18 --- epoch 1775 ----------------------------------------
20241104-23:06:18 current_test_accuracies 0.9580 0.9536 0.9464 0.9596 0.9468
20241104-23:06:18 nb_c_quizzes 40055
20241104-23:06:18 weakest_accuracies [0.9464, 0.9468]
20241104-23:06:18 dummy_rand tensor([0.1231])
20241104-23:06:18 dummy_rand tensor([0.3212])
20241104-23:06:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:06:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:08:50 train_loss 1775 model 2 0.03411579513549805
20241104-23:08:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:08:50 train_loss 1775 model 4 0.03371122741699219
20241104-23:08:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:08:52 test_loss 1775 model 2 0.028084526062011717
20241104-23:08:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:08:52 test_loss 1775 model 4 0.031674041748046874
20241104-23:08:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:08:55 test_accuracy 1775 model 2 nb_correct 2350 / 2500 (94.00%)
20241104-23:08:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:08:55 test_accuracy 1775 model 4 nb_correct 2321 / 2500 (92.84%)
20241104-23:08:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:09:04 wrote ae_*.pth
20241104-23:09:04 epoch_duration 2min46s next_finish 23:11:50
20241104-23:09:04 wrote state.pth
20241104-23:09:04 --- epoch 1776 ----------------------------------------
20241104-23:09:04 current_test_accuracies 0.9580 0.9536 0.9400 0.9596 0.9284
20241104-23:09:04 nb_c_quizzes 40055
20241104-23:09:04 weakest_accuracies [0.9284, 0.94]
20241104-23:09:04 dummy_rand tensor([0.3705])
20241104-23:09:04 dummy_rand tensor([0.0517])
20241104-23:09:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:09:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:11:36 train_loss 1776 model 4 0.03416429138183594
20241104-23:11:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:11:36 train_loss 1776 model 2 0.03430457305908203
20241104-23:11:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:11:39 test_loss 1776 model 4 0.032197189331054685
20241104-23:11:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:11:39 test_loss 1776 model 2 0.026840286254882814
20241104-23:11:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:11:41 test_accuracy 1776 model 4 nb_correct 2326 / 2500 (93.04%)
20241104-23:11:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:11:41 test_accuracy 1776 model 2 nb_correct 2324 / 2500 (92.96%)
20241104-23:11:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:11:51 wrote ae_*.pth
20241104-23:11:51 epoch_duration 2min46s next_finish 23:14:37
20241104-23:11:51 wrote state.pth
20241104-23:11:51 --- epoch 1777 ----------------------------------------
20241104-23:11:51 current_test_accuracies 0.9580 0.9536 0.9296 0.9596 0.9304
20241104-23:11:51 nb_c_quizzes 40055
20241104-23:11:51 weakest_accuracies [0.9296, 0.9304]
20241104-23:11:51 dummy_rand tensor([0.8190])
20241104-23:11:51 dummy_rand tensor([0.7383])
20241104-23:11:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:11:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:14:23 train_loss 1777 model 2 0.03434324264526367
20241104-23:14:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:14:23 train_loss 1777 model 4 0.03353743743896485
20241104-23:14:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:14:25 test_loss 1777 model 2 0.02601531982421875
20241104-23:14:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:14:25 test_loss 1777 model 4 0.032071533203125
20241104-23:14:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:14:27 test_accuracy 1777 model 2 nb_correct 2342 / 2500 (93.68%)
20241104-23:14:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:14:27 test_accuracy 1777 model 4 nb_correct 2340 / 2500 (93.60%)
20241104-23:14:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:14:37 wrote ae_*.pth
20241104-23:14:37 epoch_duration 2min46s next_finish 23:17:23
20241104-23:14:37 wrote state.pth
20241104-23:14:37 --- epoch 1778 ----------------------------------------
20241104-23:14:37 current_test_accuracies 0.9580 0.9536 0.9368 0.9596 0.9360
20241104-23:14:37 nb_c_quizzes 40055
20241104-23:14:37 weakest_accuracies [0.936, 0.9368]
20241104-23:14:37 dummy_rand tensor([0.1664])
20241104-23:14:37 dummy_rand tensor([0.9830])
20241104-23:14:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:14:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:17:09 train_loss 1778 model 4 0.034341655731201175
20241104-23:17:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:17:09 train_loss 1778 model 2 0.03421341323852539
20241104-23:17:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:17:11 test_loss 1778 model 4 0.027154541015625
20241104-23:17:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:17:11 test_loss 1778 model 2 0.030450153350830077
20241104-23:17:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:17:13 test_accuracy 1778 model 4 nb_correct 2328 / 2500 (93.12%)
20241104-23:17:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:17:13 test_accuracy 1778 model 2 nb_correct 2294 / 2500 (91.76%)
20241104-23:17:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:17:23 wrote ae_*.pth
20241104-23:17:23 epoch_duration 2min46s next_finish 23:20:09
20241104-23:17:23 wrote state.pth
20241104-23:17:23 --- epoch 1779 ----------------------------------------
20241104-23:17:23 current_test_accuracies 0.9580 0.9536 0.9176 0.9596 0.9312
20241104-23:17:23 nb_c_quizzes 40055
20241104-23:17:23 weakest_accuracies [0.9176, 0.9312]
20241104-23:17:23 dummy_rand tensor([0.6644])
20241104-23:17:23 dummy_rand tensor([0.5091])
20241104-23:17:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:17:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:19:55 train_loss 1779 model 2 0.03346027374267578
20241104-23:19:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:19:55 train_loss 1779 model 4 0.03448174667358399
20241104-23:19:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:19:57 test_loss 1779 model 2 0.027205657958984376
20241104-23:19:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:19:57 test_loss 1779 model 4 0.030549468994140624
20241104-23:19:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:20:00 test_accuracy 1779 model 2 nb_correct 2354 / 2500 (94.16%)
20241104-23:20:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:20:00 test_accuracy 1779 model 4 nb_correct 2357 / 2500 (94.28%)
20241104-23:20:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:20:09 wrote ae_*.pth
20241104-23:20:09 epoch_duration 2min46s next_finish 23:22:56
20241104-23:20:09 wrote state.pth
20241104-23:20:09 --- epoch 1780 ----------------------------------------
20241104-23:20:09 current_test_accuracies 0.9580 0.9536 0.9416 0.9596 0.9428
20241104-23:20:09 nb_c_quizzes 40055
20241104-23:20:09 weakest_accuracies [0.9416, 0.9428]
20241104-23:20:09 dummy_rand tensor([0.1844])
20241104-23:20:09 dummy_rand tensor([0.3957])
20241104-23:20:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:20:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:22:41 train_loss 1780 model 4 0.03433211898803711
20241104-23:22:41 train_loss 1780 model 2 0.03449507141113281
20241104-23:22:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:22:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:22:43 test_loss 1780 model 4 0.02973114013671875
20241104-23:22:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:22:43 test_loss 1780 model 2 0.03087799072265625
20241104-23:22:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:22:46 test_accuracy 1780 model 4 nb_correct 2333 / 2500 (93.32%)
20241104-23:22:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:22:46 test_accuracy 1780 model 2 nb_correct 2298 / 2500 (91.92%)
20241104-23:22:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:22:55 wrote ae_*.pth
20241104-23:22:55 epoch_duration 2min46s next_finish 23:25:41
20241104-23:22:56 wrote state.pth
20241104-23:22:56 --- epoch 1781 ----------------------------------------
20241104-23:22:56 current_test_accuracies 0.9580 0.9536 0.9192 0.9596 0.9332
20241104-23:22:56 nb_c_quizzes 40055
20241104-23:22:56 weakest_accuracies [0.9192, 0.9332]
20241104-23:22:56 dummy_rand tensor([0.7983])
20241104-23:22:56 dummy_rand tensor([0.4308])
20241104-23:22:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:22:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:25:27 train_loss 1781 model 2 0.033849613189697265
20241104-23:25:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:25:27 train_loss 1781 model 4 0.034689022064208985
20241104-23:25:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:25:30 test_loss 1781 model 2 0.03106316566467285
20241104-23:25:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:25:30 test_loss 1781 model 4 0.030606555938720702
20241104-23:25:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:25:32 test_accuracy 1781 model 2 nb_correct 2340 / 2500 (93.60%)
20241104-23:25:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:25:32 test_accuracy 1781 model 4 nb_correct 2343 / 2500 (93.72%)
20241104-23:25:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:25:41 wrote ae_*.pth
20241104-23:25:41 epoch_duration 2min46s next_finish 23:28:27
20241104-23:25:42 wrote state.pth
20241104-23:25:42 --- epoch 1782 ----------------------------------------
20241104-23:25:42 current_test_accuracies 0.9580 0.9536 0.9360 0.9596 0.9372
20241104-23:25:42 nb_c_quizzes 40055
20241104-23:25:42 weakest_accuracies [0.936, 0.9372]
20241104-23:25:42 dummy_rand tensor([0.8525])
20241104-23:25:42 dummy_rand tensor([0.7512])
20241104-23:25:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:25:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:28:13 train_loss 1782 model 2 0.034090490341186525
20241104-23:28:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:28:13 train_loss 1782 model 4 0.034705570220947266
20241104-23:28:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:28:16 test_loss 1782 model 2 0.029689254760742186
20241104-23:28:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:28:16 test_loss 1782 model 4 0.029144744873046875
20241104-23:28:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:28:18 test_accuracy 1782 model 2 nb_correct 2335 / 2500 (93.40%)
20241104-23:28:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:28:18 test_accuracy 1782 model 4 nb_correct 2333 / 2500 (93.32%)
20241104-23:28:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:28:28 wrote ae_*.pth
20241104-23:28:28 epoch_duration 2min46s next_finish 23:31:14
20241104-23:28:28 wrote state.pth
20241104-23:28:28 --- epoch 1783 ----------------------------------------
20241104-23:28:28 current_test_accuracies 0.9580 0.9536 0.9340 0.9596 0.9332
20241104-23:28:28 nb_c_quizzes 40055
20241104-23:28:28 weakest_accuracies [0.9332, 0.934]
20241104-23:28:28 dummy_rand tensor([0.9168])
20241104-23:28:28 dummy_rand tensor([0.3609])
20241104-23:28:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:28:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:31:01 train_loss 1783 model 2 0.034212249755859375
20241104-23:31:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:31:01 train_loss 1783 model 4 0.03388973617553711
20241104-23:31:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:31:03 test_loss 1783 model 2 0.02804412841796875
20241104-23:31:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:31:03 test_loss 1783 model 4 0.03232269287109375
20241104-23:31:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:31:05 test_accuracy 1783 model 2 nb_correct 2357 / 2500 (94.28%)
20241104-23:31:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:31:06 test_accuracy 1783 model 4 nb_correct 2316 / 2500 (92.64%)
20241104-23:31:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:31:15 wrote ae_*.pth
20241104-23:31:15 epoch_duration 2min47s next_finish 23:34:02
20241104-23:31:15 wrote state.pth
20241104-23:31:15 --- epoch 1784 ----------------------------------------
20241104-23:31:15 current_test_accuracies 0.9580 0.9536 0.9428 0.9596 0.9264
20241104-23:31:15 nb_c_quizzes 40055
20241104-23:31:15 weakest_accuracies [0.9264, 0.9428]
20241104-23:31:15 dummy_rand tensor([0.1968])
20241104-23:31:15 dummy_rand tensor([0.8050])
20241104-23:31:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:31:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:33:47 train_loss 1784 model 4 0.033448631286621094
20241104-23:33:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:33:47 train_loss 1784 model 2 0.03378848648071289
20241104-23:33:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:33:49 test_loss 1784 model 4 0.02804283142089844
20241104-23:33:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:33:49 test_loss 1784 model 2 0.0303253173828125
20241104-23:33:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:33:52 test_accuracy 1784 model 4 nb_correct 2340 / 2500 (93.60%)
20241104-23:33:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:33:52 test_accuracy 1784 model 2 nb_correct 2363 / 2500 (94.52%)
20241104-23:33:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:34:01 wrote ae_*.pth
20241104-23:34:01 epoch_duration 2min46s next_finish 23:36:47
20241104-23:34:01 wrote state.pth
20241104-23:34:01 --- epoch 1785 ----------------------------------------
20241104-23:34:01 current_test_accuracies 0.9580 0.9536 0.9452 0.9596 0.9360
20241104-23:34:01 nb_c_quizzes 40055
20241104-23:34:01 weakest_accuracies [0.936, 0.9452]
20241104-23:34:01 dummy_rand tensor([0.4707])
20241104-23:34:01 dummy_rand tensor([0.0458])
20241104-23:34:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:34:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:36:34 train_loss 1785 model 4 0.03354263687133789
20241104-23:36:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:36:34 train_loss 1785 model 2 0.033639541625976564
20241104-23:36:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:36:36 test_loss 1785 model 4 0.031480712890625
20241104-23:36:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:36:36 test_loss 1785 model 2 0.027575607299804687
20241104-23:36:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:36:38 test_accuracy 1785 model 4 nb_correct 2345 / 2500 (93.80%)
20241104-23:36:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:36:39 test_accuracy 1785 model 2 nb_correct 2319 / 2500 (92.76%)
20241104-23:36:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:36:48 wrote ae_*.pth
20241104-23:36:48 epoch_duration 2min46s next_finish 23:39:35
20241104-23:36:48 wrote state.pth
20241104-23:36:48 --- epoch 1786 ----------------------------------------
20241104-23:36:48 current_test_accuracies 0.9580 0.9536 0.9276 0.9596 0.9380
20241104-23:36:48 nb_c_quizzes 40055
20241104-23:36:48 weakest_accuracies [0.9276, 0.938]
20241104-23:36:48 dummy_rand tensor([0.2036])
20241104-23:36:48 dummy_rand tensor([0.5412])
20241104-23:36:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:36:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:39:20 train_loss 1786 model 2 0.03435931396484375
20241104-23:39:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:39:20 train_loss 1786 model 4 0.03401695156097412
20241104-23:39:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:39:22 test_loss 1786 model 2 0.02915740966796875
20241104-23:39:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:39:22 test_loss 1786 model 4 0.025591278076171876
20241104-23:39:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:39:25 test_accuracy 1786 model 2 nb_correct 2308 / 2500 (92.32%)
20241104-23:39:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:39:25 test_accuracy 1786 model 4 nb_correct 2352 / 2500 (94.08%)
20241104-23:39:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:39:34 wrote ae_*.pth
20241104-23:39:34 epoch_duration 2min46s next_finish 23:42:21
20241104-23:39:34 wrote state.pth
20241104-23:39:34 --- epoch 1787 ----------------------------------------
20241104-23:39:34 current_test_accuracies 0.9580 0.9536 0.9232 0.9596 0.9408
20241104-23:39:34 nb_c_quizzes 40055
20241104-23:39:34 weakest_accuracies [0.9232, 0.9408]
20241104-23:39:34 dummy_rand tensor([0.4391])
20241104-23:39:34 dummy_rand tensor([0.8273])
20241104-23:39:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:39:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:42:06 train_loss 1787 model 2 0.03332650756835937
20241104-23:42:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:42:06 train_loss 1787 model 4 0.03428607559204101
20241104-23:42:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:42:08 test_loss 1787 model 2 0.03210540771484375
20241104-23:42:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:42:09 test_loss 1787 model 4 0.028403472900390626
20241104-23:42:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:42:11 test_accuracy 1787 model 2 nb_correct 2314 / 2500 (92.56%)
20241104-23:42:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:42:11 test_accuracy 1787 model 4 nb_correct 2363 / 2500 (94.52%)
20241104-23:42:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:42:20 wrote ae_*.pth
20241104-23:42:20 epoch_duration 2min45s next_finish 23:45:06
20241104-23:42:20 wrote state.pth
20241104-23:42:20 --- epoch 1788 ----------------------------------------
20241104-23:42:20 current_test_accuracies 0.9580 0.9536 0.9256 0.9596 0.9452
20241104-23:42:20 nb_c_quizzes 40055
20241104-23:42:20 weakest_accuracies [0.9256, 0.9452]
20241104-23:42:20 dummy_rand tensor([0.0925])
20241104-23:42:20 dummy_rand tensor([0.2135])
20241104-23:42:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:42:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:44:52 train_loss 1788 model 2 0.03395319366455078
20241104-23:44:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:44:52 train_loss 1788 model 4 0.03385700607299805
20241104-23:44:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:44:54 test_loss 1788 model 2 0.025749931335449217
20241104-23:44:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:44:54 test_loss 1788 model 4 0.028930282592773436
20241104-23:44:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:44:57 test_accuracy 1788 model 2 nb_correct 2336 / 2500 (93.44%)
20241104-23:44:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:44:57 test_accuracy 1788 model 4 nb_correct 2323 / 2500 (92.92%)
20241104-23:44:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:45:06 wrote ae_*.pth
20241104-23:45:06 epoch_duration 2min46s next_finish 23:47:53
20241104-23:45:07 wrote state.pth
20241104-23:45:07 --- epoch 1789 ----------------------------------------
20241104-23:45:07 current_test_accuracies 0.9580 0.9536 0.9344 0.9596 0.9292
20241104-23:45:07 nb_c_quizzes 40055
20241104-23:45:07 weakest_accuracies [0.9292, 0.9344]
20241104-23:45:07 dummy_rand tensor([0.1202])
20241104-23:45:07 dummy_rand tensor([0.9512])
20241104-23:45:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:45:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:47:38 train_loss 1789 model 4 0.03414236640930176
20241104-23:47:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:47:39 train_loss 1789 model 2 0.03419641304016113
20241104-23:47:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:47:41 test_loss 1789 model 4 0.030549163818359374
20241104-23:47:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:47:41 test_loss 1789 model 2 0.028782081604003907
20241104-23:47:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:47:43 test_accuracy 1789 model 4 nb_correct 2336 / 2500 (93.44%)
20241104-23:47:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:47:43 test_accuracy 1789 model 2 nb_correct 2349 / 2500 (93.96%)
20241104-23:47:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:47:53 wrote ae_*.pth
20241104-23:47:53 epoch_duration 2min46s next_finish 23:50:39
20241104-23:47:53 wrote state.pth
20241104-23:47:53 --- epoch 1790 ----------------------------------------
20241104-23:47:53 current_test_accuracies 0.9580 0.9536 0.9396 0.9596 0.9344
20241104-23:47:53 nb_c_quizzes 40055
20241104-23:47:53 weakest_accuracies [0.9344, 0.9396]
20241104-23:47:53 dummy_rand tensor([0.3385])
20241104-23:47:53 dummy_rand tensor([0.5123])
20241104-23:47:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:47:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:50:25 train_loss 1790 model 4 0.03460237121582031
20241104-23:50:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:50:25 train_loss 1790 model 2 0.033568229675292965
20241104-23:50:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:50:27 test_loss 1790 model 4 0.02724822998046875
20241104-23:50:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:50:27 test_loss 1790 model 2 0.03110107421875
20241104-23:50:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:50:30 test_accuracy 1790 model 4 nb_correct 2316 / 2500 (92.64%)
20241104-23:50:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:50:30 test_accuracy 1790 model 2 nb_correct 2343 / 2500 (93.72%)
20241104-23:50:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:50:39 wrote ae_*.pth
20241104-23:50:39 epoch_duration 2min46s next_finish 23:53:26
20241104-23:50:39 wrote state.pth
20241104-23:50:39 --- epoch 1791 ----------------------------------------
20241104-23:50:39 current_test_accuracies 0.9580 0.9536 0.9372 0.9596 0.9264
20241104-23:50:39 nb_c_quizzes 40055
20241104-23:50:39 weakest_accuracies [0.9264, 0.9372]
20241104-23:50:39 dummy_rand tensor([0.2712])
20241104-23:50:39 dummy_rand tensor([0.2974])
20241104-23:50:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:50:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:53:11 train_loss 1791 model 4 0.03425584030151367
20241104-23:53:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:53:11 train_loss 1791 model 2 0.03460153579711914
20241104-23:53:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:53:14 test_loss 1791 model 4 0.02816192626953125
20241104-23:53:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:53:14 test_loss 1791 model 2 0.03163223266601563
20241104-23:53:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:53:16 test_accuracy 1791 model 4 nb_correct 2356 / 2500 (94.24%)
20241104-23:53:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:53:16 test_accuracy 1791 model 2 nb_correct 2337 / 2500 (93.48%)
20241104-23:53:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:53:26 wrote ae_*.pth
20241104-23:53:26 epoch_duration 2min46s next_finish 23:56:12
20241104-23:53:26 wrote state.pth
20241104-23:53:26 --- epoch 1792 ----------------------------------------
20241104-23:53:26 current_test_accuracies 0.9580 0.9536 0.9348 0.9596 0.9424
20241104-23:53:26 nb_c_quizzes 40055
20241104-23:53:26 weakest_accuracies [0.9348, 0.9424]
20241104-23:53:26 dummy_rand tensor([0.8508])
20241104-23:53:26 dummy_rand tensor([0.9814])
20241104-23:53:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:53:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:55:58 train_loss 1792 model 2 0.0344904899597168
20241104-23:55:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:55:58 train_loss 1792 model 4 0.03477233695983887
20241104-23:55:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:56:00 test_loss 1792 model 2 0.03176855087280273
20241104-23:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:56:00 test_loss 1792 model 4 0.0282891845703125
20241104-23:56:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:56:02 test_accuracy 1792 model 2 nb_correct 2318 / 2500 (92.72%)
20241104-23:56:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:56:02 test_accuracy 1792 model 4 nb_correct 2336 / 2500 (93.44%)
20241104-23:56:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:56:12 wrote ae_*.pth
20241104-23:56:12 epoch_duration 2min46s next_finish 23:58:58
20241104-23:56:12 wrote state.pth
20241104-23:56:12 --- epoch 1793 ----------------------------------------
20241104-23:56:12 current_test_accuracies 0.9580 0.9536 0.9272 0.9596 0.9344
20241104-23:56:12 nb_c_quizzes 40055
20241104-23:56:12 weakest_accuracies [0.9272, 0.9344]
20241104-23:56:12 dummy_rand tensor([0.0440])
20241104-23:56:12 dummy_rand tensor([0.8804])
20241104-23:56:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:56:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:58:44 train_loss 1793 model 4 0.03398839473724365
20241104-23:58:44 train_loss 1793 model 2 0.03443095397949219
20241104-23:58:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:58:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:58:46 test_loss 1793 model 4 0.031979522705078124
20241104-23:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:58:46 test_loss 1793 model 2 0.029661483764648437
20241104-23:58:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241104-23:58:48 test_accuracy 1793 model 4 nb_correct 2343 / 2500 (93.72%)
20241104-23:58:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:58:48 test_accuracy 1793 model 2 nb_correct 2351 / 2500 (94.04%)
20241104-23:58:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241104-23:58:58 wrote ae_*.pth
20241104-23:58:58 epoch_duration 2min46s next_finish 00:01:45
20241104-23:58:59 wrote state.pth
20241104-23:58:59 --- epoch 1794 ----------------------------------------
20241104-23:58:59 current_test_accuracies 0.9580 0.9536 0.9404 0.9596 0.9372
20241104-23:58:59 nb_c_quizzes 40055
20241104-23:58:59 weakest_accuracies [0.9372, 0.9404]
20241104-23:58:59 dummy_rand tensor([0.4587])
20241104-23:58:59 dummy_rand tensor([0.0849])
20241104-23:58:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241104-23:58:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:01:30 train_loss 1794 model 2 0.03382062339782715
20241105-00:01:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:01:30 train_loss 1794 model 4 0.03362790298461914
20241105-00:01:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:01:33 test_loss 1794 model 2 0.028761558532714844
20241105-00:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:01:33 test_loss 1794 model 4 0.02822601318359375
20241105-00:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:01:35 test_accuracy 1794 model 2 nb_correct 2342 / 2500 (93.68%)
20241105-00:01:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:01:35 test_accuracy 1794 model 4 nb_correct 2339 / 2500 (93.56%)
20241105-00:01:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:01:45 wrote ae_*.pth
20241105-00:01:45 epoch_duration 2min46s next_finish 00:04:31
20241105-00:01:45 wrote state.pth
20241105-00:01:45 --- epoch 1795 ----------------------------------------
20241105-00:01:45 current_test_accuracies 0.9580 0.9536 0.9368 0.9596 0.9356
20241105-00:01:45 nb_c_quizzes 40055
20241105-00:01:45 weakest_accuracies [0.9356, 0.9368]
20241105-00:01:45 dummy_rand tensor([0.9190])
20241105-00:01:45 dummy_rand tensor([0.7413])
20241105-00:01:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:01:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:04:17 train_loss 1795 model 4 0.033777544021606445
20241105-00:04:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:04:17 train_loss 1795 model 2 0.034413724899291995
20241105-00:04:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:04:19 test_loss 1795 model 4 0.030362625122070313
20241105-00:04:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:04:19 test_loss 1795 model 2 0.02688629150390625
20241105-00:04:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:04:22 test_accuracy 1795 model 4 nb_correct 2312 / 2500 (92.48%)
20241105-00:04:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:04:22 test_accuracy 1795 model 2 nb_correct 2389 / 2500 (95.56%)
20241105-00:04:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:04:31 wrote ae_*.pth
20241105-00:04:31 epoch_duration 2min46s next_finish 00:07:18
20241105-00:04:32 wrote state.pth
20241105-00:04:32 --- epoch 1796 ----------------------------------------
20241105-00:04:32 current_test_accuracies 0.9580 0.9536 0.9556 0.9596 0.9248
20241105-00:04:32 nb_c_quizzes 40055
20241105-00:04:32 weakest_accuracies [0.9248, 0.9536]
20241105-00:04:32 dummy_rand tensor([0.5305])
20241105-00:04:32 dummy_rand tensor([0.3222])
20241105-00:04:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:04:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:07:03 train_loss 1796 model 4 0.03472575187683105
20241105-00:07:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:07:03 train_loss 1796 model 1 0.03466913986206055
20241105-00:07:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:07:05 test_loss 1796 model 4 0.03449127197265625
20241105-00:07:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:07:05 test_loss 1796 model 1 0.028979654312133788
20241105-00:07:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:07:08 test_accuracy 1796 model 4 nb_correct 2347 / 2500 (93.88%)
20241105-00:07:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:07:08 test_accuracy 1796 model 1 nb_correct 2347 / 2500 (93.88%)
20241105-00:07:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:07:17 wrote ae_*.pth
20241105-00:07:17 epoch_duration 2min45s next_finish 00:10:03
20241105-00:07:17 wrote state.pth
20241105-00:07:17 --- epoch 1797 ----------------------------------------
20241105-00:07:17 current_test_accuracies 0.9580 0.9388 0.9556 0.9596 0.9388
20241105-00:07:17 nb_c_quizzes 40055
20241105-00:07:17 weakest_accuracies [0.9388, 0.9388]
20241105-00:07:17 dummy_rand tensor([0.7678])
20241105-00:07:17 dummy_rand tensor([0.8316])
20241105-00:07:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:07:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:09:49 train_loss 1797 model 4 0.0341410083770752
20241105-00:09:49 train_loss 1797 model 1 0.034426761627197267
20241105-00:09:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:09:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:09:51 test_loss 1797 model 4 0.02959014892578125
20241105-00:09:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:09:51 test_loss 1797 model 1 0.02662811279296875
20241105-00:09:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:09:54 test_accuracy 1797 model 4 nb_correct 2364 / 2500 (94.56%)
20241105-00:09:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:09:54 test_accuracy 1797 model 1 nb_correct 2348 / 2500 (93.92%)
20241105-00:09:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:10:03 wrote ae_*.pth
20241105-00:10:03 epoch_duration 2min46s next_finish 00:12:50
20241105-00:10:04 wrote state.pth
20241105-00:10:04 --- epoch 1798 ----------------------------------------
20241105-00:10:04 current_test_accuracies 0.9580 0.9392 0.9556 0.9596 0.9456
20241105-00:10:04 nb_c_quizzes 40055
20241105-00:10:04 weakest_accuracies [0.9392, 0.9456]
20241105-00:10:04 dummy_rand tensor([0.4241])
20241105-00:10:04 dummy_rand tensor([0.4398])
20241105-00:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:12:35 train_loss 1798 model 1 0.03478718948364258
20241105-00:12:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:12:35 train_loss 1798 model 4 0.03446829223632813
20241105-00:12:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:12:38 test_loss 1798 model 1 0.030153732299804687
20241105-00:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:12:38 test_loss 1798 model 4 0.029781951904296874
20241105-00:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:12:40 test_accuracy 1798 model 1 nb_correct 2345 / 2500 (93.80%)
20241105-00:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:12:40 test_accuracy 1798 model 4 nb_correct 2343 / 2500 (93.72%)
20241105-00:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:12:49 wrote ae_*.pth
20241105-00:12:49 epoch_duration 2min46s next_finish 00:15:36
20241105-00:12:50 wrote state.pth
20241105-00:12:50 --- epoch 1799 ----------------------------------------
20241105-00:12:50 current_test_accuracies 0.9580 0.9380 0.9556 0.9596 0.9372
20241105-00:12:50 nb_c_quizzes 40055
20241105-00:12:50 weakest_accuracies [0.9372, 0.938]
20241105-00:12:50 dummy_rand tensor([0.8176])
20241105-00:12:50 dummy_rand tensor([0.0567])
20241105-00:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:15:21 train_loss 1799 model 4 0.034289810180664064
20241105-00:15:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:15:21 train_loss 1799 model 1 0.03508155822753906
20241105-00:15:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:15:24 test_loss 1799 model 4 0.027360458374023438
20241105-00:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:15:24 test_loss 1799 model 1 0.031072235107421874
20241105-00:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:15:26 test_accuracy 1799 model 4 nb_correct 2374 / 2500 (94.96%)
20241105-00:15:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:15:26 test_accuracy 1799 model 1 nb_correct 2305 / 2500 (92.20%)
20241105-00:15:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:15:36 wrote ae_*.pth
20241105-00:15:36 epoch_duration 2min46s next_finish 00:18:22
20241105-00:15:36 wrote state.pth
20241105-00:15:36 --- epoch 1800 ----------------------------------------
20241105-00:15:36 current_test_accuracies 0.9580 0.9220 0.9556 0.9596 0.9496
20241105-00:15:36 nb_c_quizzes 40055
20241105-00:15:36 weakest_accuracies [0.922, 0.9496]
20241105-00:15:36 dummy_rand tensor([0.4151])
20241105-00:15:36 dummy_rand tensor([0.8410])
20241105-00:15:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:15:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:18:07 train_loss 1800 model 1 0.03418669891357422
20241105-00:18:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:18:08 train_loss 1800 model 4 0.034428524017333983
20241105-00:18:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:18:10 test_loss 1800 model 1 0.028832168579101564
20241105-00:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:18:10 test_loss 1800 model 4 0.03201647281646729
20241105-00:18:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:18:12 test_accuracy 1800 model 1 nb_correct 2333 / 2500 (93.32%)
20241105-00:18:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:18:12 test_accuracy 1800 model 4 nb_correct 2367 / 2500 (94.68%)
20241105-00:18:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:18:22 wrote ae_*.pth
20241105-00:18:22 epoch_duration 2min46s next_finish 00:21:08
20241105-00:18:22 wrote state.pth
20241105-00:18:22 --- epoch 1801 ----------------------------------------
20241105-00:18:22 current_test_accuracies 0.9580 0.9332 0.9556 0.9596 0.9468
20241105-00:18:22 nb_c_quizzes 40055
20241105-00:18:22 weakest_accuracies [0.9332, 0.9468]
20241105-00:18:22 dummy_rand tensor([0.4678])
20241105-00:18:22 dummy_rand tensor([0.8556])
20241105-00:18:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:18:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:20:53 train_loss 1801 model 4 0.03436111450195312
20241105-00:20:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:20:53 train_loss 1801 model 1 0.03422955322265625
20241105-00:20:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:20:56 test_loss 1801 model 4 0.027555007934570313
20241105-00:20:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:20:56 test_loss 1801 model 1 0.03237045288085937
20241105-00:20:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:20:58 test_accuracy 1801 model 4 nb_correct 2359 / 2500 (94.36%)
20241105-00:20:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:20:58 test_accuracy 1801 model 1 nb_correct 2272 / 2500 (90.88%)
20241105-00:20:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:21:07 wrote ae_*.pth
20241105-00:21:07 epoch_duration 2min45s next_finish 00:23:53
20241105-00:21:08 wrote state.pth
20241105-00:21:08 --- epoch 1802 ----------------------------------------
20241105-00:21:08 current_test_accuracies 0.9580 0.9088 0.9556 0.9596 0.9436
20241105-00:21:08 nb_c_quizzes 40055
20241105-00:21:08 weakest_accuracies [0.9088, 0.9436]
20241105-00:21:08 dummy_rand tensor([0.8777])
20241105-00:21:08 dummy_rand tensor([0.2980])
20241105-00:21:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:21:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:23:39 train_loss 1802 model 1 0.03402675247192383
20241105-00:23:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:23:39 train_loss 1802 model 4 0.03477375030517578
20241105-00:23:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:23:42 test_loss 1802 model 1 0.02663763999938965
20241105-00:23:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:23:42 test_loss 1802 model 4 0.029556427001953125
20241105-00:23:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:23:44 test_accuracy 1802 model 1 nb_correct 2261 / 2500 (90.44%)
20241105-00:23:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:23:44 test_accuracy 1802 model 4 nb_correct 2323 / 2500 (92.92%)
20241105-00:23:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:23:53 wrote ae_*.pth
20241105-00:23:53 epoch_duration 2min45s next_finish 00:26:39
20241105-00:23:54 wrote state.pth
20241105-00:23:54 --- epoch 1803 ----------------------------------------
20241105-00:23:54 current_test_accuracies 0.9580 0.9044 0.9556 0.9596 0.9292
20241105-00:23:54 nb_c_quizzes 40055
20241105-00:23:54 weakest_accuracies [0.9044, 0.9292]
20241105-00:23:54 dummy_rand tensor([0.6177])
20241105-00:23:54 dummy_rand tensor([0.7310])
20241105-00:23:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:23:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:26:25 train_loss 1803 model 1 0.034478219985961914
20241105-00:26:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:26:25 train_loss 1803 model 4 0.033783849716186524
20241105-00:26:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:26:28 test_loss 1803 model 1 0.035357818603515626
20241105-00:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:26:28 test_loss 1803 model 4 0.02920806884765625
20241105-00:26:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:26:30 test_accuracy 1803 model 1 nb_correct 2229 / 2500 (89.16%)
20241105-00:26:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:26:30 test_accuracy 1803 model 4 nb_correct 2350 / 2500 (94.00%)
20241105-00:26:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:26:39 wrote ae_*.pth
20241105-00:26:39 epoch_duration 2min46s next_finish 00:29:25
20241105-00:26:40 wrote state.pth
20241105-00:26:40 --- epoch 1804 ----------------------------------------
20241105-00:26:40 current_test_accuracies 0.9580 0.8916 0.9556 0.9596 0.9400
20241105-00:26:40 nb_c_quizzes 40055
20241105-00:26:40 weakest_accuracies [0.8916, 0.94]
20241105-00:26:40 dummy_rand tensor([0.5312])
20241105-00:26:40 dummy_rand tensor([0.3967])
20241105-00:26:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:26:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:29:11 train_loss 1804 model 1 0.035032751083374024
20241105-00:29:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:29:11 train_loss 1804 model 4 0.03365723991394043
20241105-00:29:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:29:14 test_loss 1804 model 1 0.029727020263671876
20241105-00:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:29:14 test_loss 1804 model 4 0.030679473876953123
20241105-00:29:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:29:16 test_accuracy 1804 model 1 nb_correct 2266 / 2500 (90.64%)
20241105-00:29:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:29:16 test_accuracy 1804 model 4 nb_correct 2368 / 2500 (94.72%)
20241105-00:29:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:29:26 wrote ae_*.pth
20241105-00:29:26 epoch_duration 2min46s next_finish 00:32:12
20241105-00:29:26 wrote state.pth
20241105-00:29:26 --- epoch 1805 ----------------------------------------
20241105-00:29:26 current_test_accuracies 0.9580 0.9064 0.9556 0.9596 0.9472
20241105-00:29:26 nb_c_quizzes 40055
20241105-00:29:26 weakest_accuracies [0.9064, 0.9472]
20241105-00:29:26 dummy_rand tensor([0.2303])
20241105-00:29:26 dummy_rand tensor([0.5312])
20241105-00:29:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:29:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:31:58 train_loss 1805 model 4 0.03341091156005859
20241105-00:31:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:31:58 train_loss 1805 model 1 0.03370573043823242
20241105-00:31:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:32:00 test_loss 1805 model 4 0.025313262939453126
20241105-00:32:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:32:00 test_loss 1805 model 1 0.028340911865234374
20241105-00:32:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:32:02 test_accuracy 1805 model 4 nb_correct 2344 / 2500 (93.76%)
20241105-00:32:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:32:02 test_accuracy 1805 model 1 nb_correct 2310 / 2500 (92.40%)
20241105-00:32:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:32:12 wrote ae_*.pth
20241105-00:32:12 epoch_duration 2min46s next_finish 00:34:58
20241105-00:32:12 wrote state.pth
20241105-00:32:12 --- epoch 1806 ----------------------------------------
20241105-00:32:12 current_test_accuracies 0.9580 0.9240 0.9556 0.9596 0.9376
20241105-00:32:12 nb_c_quizzes 40055
20241105-00:32:12 weakest_accuracies [0.924, 0.9376]
20241105-00:32:12 dummy_rand tensor([0.2886])
20241105-00:32:12 dummy_rand tensor([0.7614])
20241105-00:32:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:32:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:34:43 train_loss 1806 model 4 0.034875106811523435
20241105-00:34:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:34:44 train_loss 1806 model 1 0.03405201244354248
20241105-00:34:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:34:46 test_loss 1806 model 4 0.03028106689453125
20241105-00:34:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:34:46 test_loss 1806 model 1 0.030940685272216797
20241105-00:34:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:34:48 test_accuracy 1806 model 4 nb_correct 2331 / 2500 (93.24%)
20241105-00:34:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:34:48 test_accuracy 1806 model 1 nb_correct 2278 / 2500 (91.12%)
20241105-00:34:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:34:58 wrote ae_*.pth
20241105-00:34:58 epoch_duration 2min45s next_finish 00:37:44
20241105-00:34:58 wrote state.pth
20241105-00:34:58 --- epoch 1807 ----------------------------------------
20241105-00:34:58 current_test_accuracies 0.9580 0.9112 0.9556 0.9596 0.9324
20241105-00:34:58 nb_c_quizzes 40055
20241105-00:34:58 weakest_accuracies [0.9112, 0.9324]
20241105-00:34:58 dummy_rand tensor([0.3267])
20241105-00:34:58 dummy_rand tensor([0.5535])
20241105-00:34:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:34:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:37:30 train_loss 1807 model 1 0.0342025032043457
20241105-00:37:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:37:30 train_loss 1807 model 4 0.0337325382232666
20241105-00:37:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:37:32 test_loss 1807 model 1 0.029194431304931642
20241105-00:37:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:37:32 test_loss 1807 model 4 0.031007041931152345
20241105-00:37:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:37:34 test_accuracy 1807 model 1 nb_correct 2334 / 2500 (93.36%)
20241105-00:37:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:37:34 test_accuracy 1807 model 4 nb_correct 2344 / 2500 (93.76%)
20241105-00:37:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:37:44 wrote ae_*.pth
20241105-00:37:44 epoch_duration 2min46s next_finish 00:40:30
20241105-00:37:44 wrote state.pth
20241105-00:37:44 --- epoch 1808 ----------------------------------------
20241105-00:37:44 current_test_accuracies 0.9580 0.9336 0.9556 0.9596 0.9376
20241105-00:37:44 nb_c_quizzes 40055
20241105-00:37:44 weakest_accuracies [0.9336, 0.9376]
20241105-00:37:44 dummy_rand tensor([0.2869])
20241105-00:37:44 dummy_rand tensor([0.9255])
20241105-00:37:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:37:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:40:16 train_loss 1808 model 1 0.03444839477539063
20241105-00:40:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:40:16 train_loss 1808 model 4 0.03370691299438477
20241105-00:40:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:40:18 test_loss 1808 model 1 0.027200698852539062
20241105-00:40:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:40:18 test_loss 1808 model 4 0.02866119384765625
20241105-00:40:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:40:20 test_accuracy 1808 model 1 nb_correct 2333 / 2500 (93.32%)
20241105-00:40:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:40:20 test_accuracy 1808 model 4 nb_correct 2297 / 2500 (91.88%)
20241105-00:40:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:40:30 wrote ae_*.pth
20241105-00:40:30 epoch_duration 2min46s next_finish 00:43:16
20241105-00:40:30 wrote state.pth
20241105-00:40:30 --- epoch 1809 ----------------------------------------
20241105-00:40:30 current_test_accuracies 0.9580 0.9332 0.9556 0.9596 0.9188
20241105-00:40:30 nb_c_quizzes 40055
20241105-00:40:30 weakest_accuracies [0.9188, 0.9332]
20241105-00:40:30 dummy_rand tensor([0.8975])
20241105-00:40:30 dummy_rand tensor([0.0759])
20241105-00:40:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:40:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:43:02 train_loss 1809 model 1 0.03483392333984375
20241105-00:43:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:43:02 train_loss 1809 model 4 0.03368112945556641
20241105-00:43:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:43:04 test_loss 1809 model 1 0.031629638671875
20241105-00:43:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:43:05 test_loss 1809 model 4 0.027955474853515624
20241105-00:43:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:43:07 test_accuracy 1809 model 1 nb_correct 2305 / 2500 (92.20%)
20241105-00:43:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:43:07 test_accuracy 1809 model 4 nb_correct 2359 / 2500 (94.36%)
20241105-00:43:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:43:17 wrote ae_*.pth
20241105-00:43:17 epoch_duration 2min46s next_finish 00:46:03
20241105-00:43:17 wrote state.pth
20241105-00:43:17 --- epoch 1810 ----------------------------------------
20241105-00:43:17 current_test_accuracies 0.9580 0.9220 0.9556 0.9596 0.9436
20241105-00:43:17 nb_c_quizzes 40055
20241105-00:43:17 weakest_accuracies [0.922, 0.9436]
20241105-00:43:17 dummy_rand tensor([0.4557])
20241105-00:43:17 dummy_rand tensor([0.4256])
20241105-00:43:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:43:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:45:49 train_loss 1810 model 1 0.03427012062072754
20241105-00:45:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:45:49 train_loss 1810 model 4 0.034101553916931156
20241105-00:45:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:45:51 test_loss 1810 model 1 0.027677536010742188
20241105-00:45:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:45:51 test_loss 1810 model 4 0.028439788818359374
20241105-00:45:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:45:53 test_accuracy 1810 model 1 nb_correct 2274 / 2500 (90.96%)
20241105-00:45:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:45:53 test_accuracy 1810 model 4 nb_correct 2373 / 2500 (94.92%)
20241105-00:45:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:46:03 wrote ae_*.pth
20241105-00:46:03 epoch_duration 2min46s next_finish 00:48:49
20241105-00:46:03 wrote state.pth
20241105-00:46:03 --- epoch 1811 ----------------------------------------
20241105-00:46:03 current_test_accuracies 0.9580 0.9096 0.9556 0.9596 0.9492
20241105-00:46:03 nb_c_quizzes 40055
20241105-00:46:03 weakest_accuracies [0.9096, 0.9492]
20241105-00:46:03 dummy_rand tensor([0.2016])
20241105-00:46:03 dummy_rand tensor([0.3271])
20241105-00:46:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:46:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:48:34 train_loss 1811 model 4 0.03439691925048828
20241105-00:48:34 train_loss 1811 model 1 0.034423152923583986
20241105-00:48:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:48:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:48:37 test_loss 1811 model 4 0.029691619873046873
20241105-00:48:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:48:37 test_loss 1811 model 1 0.03363693237304687
20241105-00:48:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:48:39 test_accuracy 1811 model 1 nb_correct 2323 / 2500 (92.92%)
20241105-00:48:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:48:39 test_accuracy 1811 model 4 nb_correct 2318 / 2500 (92.72%)
20241105-00:48:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:48:49 wrote ae_*.pth
20241105-00:48:49 epoch_duration 2min46s next_finish 00:51:35
20241105-00:48:49 wrote state.pth
20241105-00:48:49 --- epoch 1812 ----------------------------------------
20241105-00:48:49 current_test_accuracies 0.9580 0.9292 0.9556 0.9596 0.9272
20241105-00:48:49 nb_c_quizzes 40055
20241105-00:48:49 weakest_accuracies [0.9272, 0.9292]
20241105-00:48:49 dummy_rand tensor([0.7144])
20241105-00:48:49 dummy_rand tensor([0.3074])
20241105-00:48:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:48:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:51:21 train_loss 1812 model 1 0.034576837539672854
20241105-00:51:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:51:21 train_loss 1812 model 4 0.03370952606201172
20241105-00:51:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:51:23 test_loss 1812 model 1 0.03234012603759766
20241105-00:51:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:51:23 test_loss 1812 model 4 0.027250213623046873
20241105-00:51:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:51:26 test_accuracy 1812 model 1 nb_correct 2256 / 2500 (90.24%)
20241105-00:51:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:51:26 test_accuracy 1812 model 4 nb_correct 2339 / 2500 (93.56%)
20241105-00:51:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:51:35 wrote ae_*.pth
20241105-00:51:35 epoch_duration 2min46s next_finish 00:54:22
20241105-00:51:36 wrote state.pth
20241105-00:51:36 --- epoch 1813 ----------------------------------------
20241105-00:51:36 current_test_accuracies 0.9580 0.9024 0.9556 0.9596 0.9356
20241105-00:51:36 nb_c_quizzes 40055
20241105-00:51:36 weakest_accuracies [0.9024, 0.9356]
20241105-00:51:36 dummy_rand tensor([0.7150])
20241105-00:51:36 dummy_rand tensor([0.0654])
20241105-00:51:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:51:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:54:07 train_loss 1813 model 1 0.033857772827148434
20241105-00:54:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:54:07 train_loss 1813 model 4 0.03476619338989258
20241105-00:54:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:54:09 test_loss 1813 model 1 0.02895099639892578
20241105-00:54:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:54:09 test_loss 1813 model 4 0.02621673583984375
20241105-00:54:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:54:12 test_accuracy 1813 model 1 nb_correct 2315 / 2500 (92.60%)
20241105-00:54:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:54:12 test_accuracy 1813 model 4 nb_correct 2351 / 2500 (94.04%)
20241105-00:54:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:54:21 wrote ae_*.pth
20241105-00:54:21 epoch_duration 2min46s next_finish 00:57:07
20241105-00:54:22 wrote state.pth
20241105-00:54:22 --- epoch 1814 ----------------------------------------
20241105-00:54:22 current_test_accuracies 0.9580 0.9260 0.9556 0.9596 0.9404
20241105-00:54:22 nb_c_quizzes 40055
20241105-00:54:22 weakest_accuracies [0.926, 0.9404]
20241105-00:54:22 dummy_rand tensor([0.5454])
20241105-00:54:22 dummy_rand tensor([0.4469])
20241105-00:54:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:54:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:56:53 train_loss 1814 model 4 0.03474659729003906
20241105-00:56:53 train_loss 1814 model 1 0.03476348495483399
20241105-00:56:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:56:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:56:55 test_loss 1814 model 4 0.031623306274414065
20241105-00:56:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:56:55 test_loss 1814 model 1 0.026619110107421875
20241105-00:56:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:56:58 test_accuracy 1814 model 4 nb_correct 2370 / 2500 (94.80%)
20241105-00:56:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:56:58 test_accuracy 1814 model 1 nb_correct 2358 / 2500 (94.32%)
20241105-00:56:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:57:08 wrote ae_*.pth
20241105-00:57:08 epoch_duration 2min46s next_finish 00:59:54
20241105-00:57:08 wrote state.pth
20241105-00:57:08 --- epoch 1815 ----------------------------------------
20241105-00:57:08 current_test_accuracies 0.9580 0.9432 0.9556 0.9596 0.9480
20241105-00:57:08 nb_c_quizzes 40055
20241105-00:57:08 weakest_accuracies [0.9432, 0.948]
20241105-00:57:08 dummy_rand tensor([0.9257])
20241105-00:57:08 dummy_rand tensor([0.3942])
20241105-00:57:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:57:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:59:39 train_loss 1815 model 1 0.033966339111328125
20241105-00:59:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:59:39 train_loss 1815 model 4 0.03386024856567383
20241105-00:59:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:59:42 test_loss 1815 model 1 0.03236358642578125
20241105-00:59:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:59:42 test_loss 1815 model 4 0.029530792236328124
20241105-00:59:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-00:59:44 test_accuracy 1815 model 1 nb_correct 2321 / 2500 (92.84%)
20241105-00:59:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:59:44 test_accuracy 1815 model 4 nb_correct 2329 / 2500 (93.16%)
20241105-00:59:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-00:59:53 wrote ae_*.pth
20241105-00:59:53 epoch_duration 2min45s next_finish 01:02:39
20241105-00:59:54 wrote state.pth
20241105-00:59:54 --- epoch 1816 ----------------------------------------
20241105-00:59:54 current_test_accuracies 0.9580 0.9284 0.9556 0.9596 0.9316
20241105-00:59:54 nb_c_quizzes 40055
20241105-00:59:54 weakest_accuracies [0.9284, 0.9316]
20241105-00:59:54 dummy_rand tensor([0.5839])
20241105-00:59:54 dummy_rand tensor([0.0410])
20241105-00:59:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-00:59:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:02:25 train_loss 1816 model 1 0.03515711975097656
20241105-01:02:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:02:25 train_loss 1816 model 4 0.03425270080566406
20241105-01:02:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:02:28 test_loss 1816 model 1 0.027709264755249024
20241105-01:02:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:02:28 test_loss 1816 model 4 0.02812110900878906
20241105-01:02:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:02:30 test_accuracy 1816 model 1 nb_correct 2308 / 2500 (92.32%)
20241105-01:02:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:02:30 test_accuracy 1816 model 4 nb_correct 2379 / 2500 (95.16%)
20241105-01:02:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:02:39 wrote ae_*.pth
20241105-01:02:39 epoch_duration 2min45s next_finish 01:05:25
20241105-01:02:40 wrote state.pth
20241105-01:02:40 --- epoch 1817 ----------------------------------------
20241105-01:02:40 current_test_accuracies 0.9580 0.9232 0.9556 0.9596 0.9516
20241105-01:02:40 nb_c_quizzes 40055
20241105-01:02:40 weakest_accuracies [0.9232, 0.9516]
20241105-01:02:40 dummy_rand tensor([0.7314])
20241105-01:02:40 dummy_rand tensor([0.1910])
20241105-01:02:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:02:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:05:11 train_loss 1817 model 4 0.0342369499206543
20241105-01:05:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:05:11 train_loss 1817 model 1 0.034791421890258786
20241105-01:05:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:05:14 test_loss 1817 model 4 0.03297187805175781
20241105-01:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:05:14 test_loss 1817 model 1 0.030886321067810057
20241105-01:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:05:16 test_accuracy 1817 model 4 nb_correct 2367 / 2500 (94.68%)
20241105-01:05:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:05:16 test_accuracy 1817 model 1 nb_correct 2238 / 2500 (89.52%)
20241105-01:05:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:05:25 wrote ae_*.pth
20241105-01:05:25 epoch_duration 2min46s next_finish 01:08:12
20241105-01:05:26 wrote state.pth
20241105-01:05:26 --- epoch 1818 ----------------------------------------
20241105-01:05:26 current_test_accuracies 0.9580 0.8952 0.9556 0.9596 0.9468
20241105-01:05:26 nb_c_quizzes 40055
20241105-01:05:26 weakest_accuracies [0.8952, 0.9468]
20241105-01:05:26 dummy_rand tensor([0.0346])
20241105-01:05:26 dummy_rand tensor([0.8363])
20241105-01:05:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:05:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:07:57 train_loss 1818 model 1 0.03456175231933594
20241105-01:07:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:07:58 train_loss 1818 model 4 0.03421819686889648
20241105-01:07:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:08:00 test_loss 1818 model 1 0.032074508666992185
20241105-01:08:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:08:00 test_loss 1818 model 4 0.028840408325195313
20241105-01:08:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:08:02 test_accuracy 1818 model 1 nb_correct 2332 / 2500 (93.28%)
20241105-01:08:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:08:02 test_accuracy 1818 model 4 nb_correct 2339 / 2500 (93.56%)
20241105-01:08:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:08:12 wrote ae_*.pth
20241105-01:08:12 epoch_duration 2min46s next_finish 01:10:58
20241105-01:08:12 wrote state.pth
20241105-01:08:12 --- epoch 1819 ----------------------------------------
20241105-01:08:12 current_test_accuracies 0.9580 0.9328 0.9556 0.9596 0.9356
20241105-01:08:12 nb_c_quizzes 40055
20241105-01:08:12 weakest_accuracies [0.9328, 0.9356]
20241105-01:08:12 dummy_rand tensor([0.2940])
20241105-01:08:12 dummy_rand tensor([0.3141])
20241105-01:08:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:08:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:10:44 train_loss 1819 model 4 0.03405397415161133
20241105-01:10:44 train_loss 1819 model 1 0.03345459651947021
20241105-01:10:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:10:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:10:46 test_loss 1819 model 4 0.02921834945678711
20241105-01:10:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:10:46 test_loss 1819 model 1 0.029982376098632812
20241105-01:10:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:10:48 test_accuracy 1819 model 4 nb_correct 2321 / 2500 (92.84%)
20241105-01:10:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:10:48 test_accuracy 1819 model 1 nb_correct 2334 / 2500 (93.36%)
20241105-01:10:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:10:58 wrote ae_*.pth
20241105-01:10:58 epoch_duration 2min46s next_finish 01:13:44
20241105-01:10:58 wrote state.pth
20241105-01:10:58 --- epoch 1820 ----------------------------------------
20241105-01:10:58 current_test_accuracies 0.9580 0.9336 0.9556 0.9596 0.9284
20241105-01:10:58 nb_c_quizzes 40055
20241105-01:10:58 weakest_accuracies [0.9284, 0.9336]
20241105-01:10:58 dummy_rand tensor([0.5603])
20241105-01:10:58 dummy_rand tensor([0.5039])
20241105-01:10:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:10:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:13:30 train_loss 1820 model 4 0.03418669891357422
20241105-01:13:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:13:30 train_loss 1820 model 1 0.034463000297546384
20241105-01:13:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:13:33 test_loss 1820 model 4 0.02494171142578125
20241105-01:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:13:33 test_loss 1820 model 1 0.02715669631958008
20241105-01:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:13:35 test_accuracy 1820 model 4 nb_correct 2314 / 2500 (92.56%)
20241105-01:13:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:13:35 test_accuracy 1820 model 1 nb_correct 2297 / 2500 (91.88%)
20241105-01:13:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:13:45 wrote ae_*.pth
20241105-01:13:45 epoch_duration 2min46s next_finish 01:16:31
20241105-01:13:45 wrote state.pth
20241105-01:13:45 --- epoch 1821 ----------------------------------------
20241105-01:13:45 current_test_accuracies 0.9580 0.9188 0.9556 0.9596 0.9256
20241105-01:13:45 nb_c_quizzes 40055
20241105-01:13:45 weakest_accuracies [0.9188, 0.9256]
20241105-01:13:45 dummy_rand tensor([0.5069])
20241105-01:13:45 dummy_rand tensor([0.7402])
20241105-01:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:16:17 train_loss 1821 model 1 0.03482025527954102
20241105-01:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:16:17 train_loss 1821 model 4 0.033869606018066406
20241105-01:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:16:19 test_loss 1821 model 1 0.03430038452148437
20241105-01:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:16:19 test_loss 1821 model 4 0.028039093017578124
20241105-01:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:16:21 test_accuracy 1821 model 1 nb_correct 2284 / 2500 (91.36%)
20241105-01:16:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:16:21 test_accuracy 1821 model 4 nb_correct 2330 / 2500 (93.20%)
20241105-01:16:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:16:31 wrote ae_*.pth
20241105-01:16:31 epoch_duration 2min45s next_finish 01:19:17
20241105-01:16:31 wrote state.pth
20241105-01:16:31 --- epoch 1822 ----------------------------------------
20241105-01:16:31 current_test_accuracies 0.9580 0.9136 0.9556 0.9596 0.9320
20241105-01:16:31 nb_c_quizzes 40055
20241105-01:16:31 weakest_accuracies [0.9136, 0.932]
20241105-01:16:31 dummy_rand tensor([0.4804])
20241105-01:16:31 dummy_rand tensor([0.5418])
20241105-01:16:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:16:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:19:02 train_loss 1822 model 1 0.034300804138183594
20241105-01:19:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:19:02 train_loss 1822 model 4 0.03425686454772949
20241105-01:19:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:19:05 test_loss 1822 model 1 0.031874465942382815
20241105-01:19:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:19:05 test_loss 1822 model 4 0.02912078857421875
20241105-01:19:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:19:07 test_accuracy 1822 model 1 nb_correct 2325 / 2500 (93.00%)
20241105-01:19:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:19:07 test_accuracy 1822 model 4 nb_correct 2378 / 2500 (95.12%)
20241105-01:19:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:19:16 wrote ae_*.pth
20241105-01:19:16 epoch_duration 2min45s next_finish 01:22:02
20241105-01:19:17 wrote state.pth
20241105-01:19:17 --- epoch 1823 ----------------------------------------
20241105-01:19:17 current_test_accuracies 0.9580 0.9300 0.9556 0.9596 0.9512
20241105-01:19:17 nb_c_quizzes 40055
20241105-01:19:17 weakest_accuracies [0.93, 0.9512]
20241105-01:19:17 dummy_rand tensor([0.4874])
20241105-01:19:17 dummy_rand tensor([0.9252])
20241105-01:19:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:19:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:21:48 train_loss 1823 model 4 0.03407387924194336
20241105-01:21:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:21:48 train_loss 1823 model 1 0.03475231742858887
20241105-01:21:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:21:51 test_loss 1823 model 4 0.030209407806396485
20241105-01:21:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:21:51 test_loss 1823 model 1 0.02586151123046875
20241105-01:21:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:21:53 test_accuracy 1823 model 4 nb_correct 2346 / 2500 (93.84%)
20241105-01:21:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:21:53 test_accuracy 1823 model 1 nb_correct 2319 / 2500 (92.76%)
20241105-01:21:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:22:02 wrote ae_*.pth
20241105-01:22:02 epoch_duration 2min45s next_finish 01:24:48
20241105-01:22:03 wrote state.pth
20241105-01:22:03 --- epoch 1824 ----------------------------------------
20241105-01:22:03 current_test_accuracies 0.9580 0.9276 0.9556 0.9596 0.9384
20241105-01:22:03 nb_c_quizzes 40055
20241105-01:22:03 weakest_accuracies [0.9276, 0.9384]
20241105-01:22:03 dummy_rand tensor([0.3098])
20241105-01:22:03 dummy_rand tensor([0.4880])
20241105-01:22:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:22:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:24:34 train_loss 1824 model 4 0.034226818084716795
20241105-01:24:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:24:34 train_loss 1824 model 1 0.034080181121826175
20241105-01:24:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:24:36 test_loss 1824 model 4 0.028681564331054687
20241105-01:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:24:36 test_loss 1824 model 1 0.026120147705078124
20241105-01:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:24:39 test_accuracy 1824 model 4 nb_correct 2321 / 2500 (92.84%)
20241105-01:24:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:24:39 test_accuracy 1824 model 1 nb_correct 2360 / 2500 (94.40%)
20241105-01:24:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:24:48 wrote ae_*.pth
20241105-01:24:48 epoch_duration 2min45s next_finish 01:27:34
20241105-01:24:48 wrote state.pth
20241105-01:24:48 --- epoch 1825 ----------------------------------------
20241105-01:24:48 current_test_accuracies 0.9580 0.9440 0.9556 0.9596 0.9284
20241105-01:24:48 nb_c_quizzes 40055
20241105-01:24:48 weakest_accuracies [0.9284, 0.944]
20241105-01:24:48 dummy_rand tensor([0.5520])
20241105-01:24:48 dummy_rand tensor([0.0712])
20241105-01:24:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:24:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:27:21 train_loss 1825 model 4 0.03392697143554688
20241105-01:27:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:27:21 train_loss 1825 model 1 0.034222972869873046
20241105-01:27:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:27:23 test_loss 1825 model 4 0.032474365234375
20241105-01:27:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:27:23 test_loss 1825 model 1 0.02783966064453125
20241105-01:27:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:27:25 test_accuracy 1825 model 4 nb_correct 2329 / 2500 (93.16%)
20241105-01:27:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:27:25 test_accuracy 1825 model 1 nb_correct 2339 / 2500 (93.56%)
20241105-01:27:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:27:35 wrote ae_*.pth
20241105-01:27:35 epoch_duration 2min46s next_finish 01:30:21
20241105-01:27:35 wrote state.pth
20241105-01:27:35 --- epoch 1826 ----------------------------------------
20241105-01:27:35 current_test_accuracies 0.9580 0.9356 0.9556 0.9596 0.9316
20241105-01:27:35 nb_c_quizzes 40055
20241105-01:27:35 weakest_accuracies [0.9316, 0.9356]
20241105-01:27:35 dummy_rand tensor([0.2169])
20241105-01:27:35 dummy_rand tensor([0.2156])
20241105-01:27:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:27:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:30:07 train_loss 1826 model 4 0.03486660003662109
20241105-01:30:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:30:07 train_loss 1826 model 1 0.0344587345123291
20241105-01:30:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:30:09 test_loss 1826 model 4 0.02850616455078125
20241105-01:30:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:30:09 test_loss 1826 model 1 0.027805747985839843
20241105-01:30:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:30:11 test_accuracy 1826 model 4 nb_correct 2297 / 2500 (91.88%)
20241105-01:30:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:30:11 test_accuracy 1826 model 1 nb_correct 2276 / 2500 (91.04%)
20241105-01:30:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:30:21 wrote ae_*.pth
20241105-01:30:21 epoch_duration 2min46s next_finish 01:33:07
20241105-01:30:21 wrote state.pth
20241105-01:30:21 --- epoch 1827 ----------------------------------------
20241105-01:30:21 current_test_accuracies 0.9580 0.9104 0.9556 0.9596 0.9188
20241105-01:30:21 nb_c_quizzes 40055
20241105-01:30:21 weakest_accuracies [0.9104, 0.9188]
20241105-01:30:21 dummy_rand tensor([0.4357])
20241105-01:30:21 dummy_rand tensor([0.6934])
20241105-01:30:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:30:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:32:52 train_loss 1827 model 1 0.03430405044555664
20241105-01:32:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:32:53 train_loss 1827 model 4 0.034012239456176756
20241105-01:32:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:32:55 test_loss 1827 model 1 0.030276031494140626
20241105-01:32:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:32:55 test_loss 1827 model 4 0.02707561492919922
20241105-01:32:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:32:57 test_accuracy 1827 model 1 nb_correct 2341 / 2500 (93.64%)
20241105-01:32:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:32:57 test_accuracy 1827 model 4 nb_correct 2342 / 2500 (93.68%)
20241105-01:32:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:33:07 wrote ae_*.pth
20241105-01:33:07 epoch_duration 2min46s next_finish 01:35:54
20241105-01:33:07 wrote state.pth
20241105-01:33:07 --- epoch 1828 ----------------------------------------
20241105-01:33:07 current_test_accuracies 0.9580 0.9364 0.9556 0.9596 0.9368
20241105-01:33:07 nb_c_quizzes 40055
20241105-01:33:07 weakest_accuracies [0.9364, 0.9368]
20241105-01:33:07 dummy_rand tensor([0.1822])
20241105-01:33:07 dummy_rand tensor([0.6275])
20241105-01:33:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:33:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:35:39 train_loss 1828 model 1 0.03457458305358887
20241105-01:35:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:35:39 train_loss 1828 model 4 0.033707046508789064
20241105-01:35:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:35:41 test_loss 1828 model 1 0.03414108276367187
20241105-01:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:35:41 test_loss 1828 model 4 0.03232818603515625
20241105-01:35:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:35:44 test_accuracy 1828 model 1 nb_correct 2346 / 2500 (93.84%)
20241105-01:35:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:35:44 test_accuracy 1828 model 4 nb_correct 2298 / 2500 (91.92%)
20241105-01:35:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:35:53 wrote ae_*.pth
20241105-01:35:53 epoch_duration 2min46s next_finish 01:38:39
20241105-01:35:53 wrote state.pth
20241105-01:35:53 --- epoch 1829 ----------------------------------------
20241105-01:35:53 current_test_accuracies 0.9580 0.9384 0.9556 0.9596 0.9192
20241105-01:35:53 nb_c_quizzes 40055
20241105-01:35:53 weakest_accuracies [0.9192, 0.9384]
20241105-01:35:53 dummy_rand tensor([0.0136])
20241105-01:35:53 dummy_rand tensor([0.0813])
20241105-01:35:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:35:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:38:25 train_loss 1829 model 1 0.03457616043090821
20241105-01:38:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:38:25 train_loss 1829 model 4 0.03352794647216797
20241105-01:38:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:38:28 test_loss 1829 model 1 0.0314742660522461
20241105-01:38:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:38:28 test_loss 1829 model 4 0.028490829467773437
20241105-01:38:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:38:30 test_accuracy 1829 model 1 nb_correct 2371 / 2500 (94.84%)
20241105-01:38:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:38:30 test_accuracy 1829 model 4 nb_correct 2346 / 2500 (93.84%)
20241105-01:38:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:38:39 wrote ae_*.pth
20241105-01:38:39 epoch_duration 2min46s next_finish 01:41:26
20241105-01:38:40 wrote state.pth
20241105-01:38:40 --- epoch 1830 ----------------------------------------
20241105-01:38:40 current_test_accuracies 0.9580 0.9484 0.9556 0.9596 0.9384
20241105-01:38:40 nb_c_quizzes 40055
20241105-01:38:40 weakest_accuracies [0.9384, 0.9484]
20241105-01:38:40 dummy_rand tensor([0.3457])
20241105-01:38:40 dummy_rand tensor([0.8214])
20241105-01:38:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:38:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:41:11 train_loss 1830 model 4 0.03376416397094727
20241105-01:41:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:41:11 train_loss 1830 model 1 0.0342529296875
20241105-01:41:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:41:13 test_loss 1830 model 4 0.028333282470703124
20241105-01:41:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:41:14 test_loss 1830 model 1 0.02915454864501953
20241105-01:41:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:41:16 test_accuracy 1830 model 4 nb_correct 2331 / 2500 (93.24%)
20241105-01:41:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:41:16 test_accuracy 1830 model 1 nb_correct 2299 / 2500 (91.96%)
20241105-01:41:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:41:26 wrote ae_*.pth
20241105-01:41:26 epoch_duration 2min46s next_finish 01:44:12
20241105-01:41:26 wrote state.pth
20241105-01:41:26 --- epoch 1831 ----------------------------------------
20241105-01:41:26 current_test_accuracies 0.9580 0.9196 0.9556 0.9596 0.9324
20241105-01:41:26 nb_c_quizzes 40055
20241105-01:41:26 weakest_accuracies [0.9196, 0.9324]
20241105-01:41:26 dummy_rand tensor([0.6959])
20241105-01:41:26 dummy_rand tensor([0.5627])
20241105-01:41:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:41:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:43:58 train_loss 1831 model 1 0.034150156021118164
20241105-01:43:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:43:58 train_loss 1831 model 4 0.03381652545928955
20241105-01:43:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:44:00 test_loss 1831 model 1 0.028242645263671876
20241105-01:44:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:44:00 test_loss 1831 model 4 0.0316156005859375
20241105-01:44:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:44:02 test_accuracy 1831 model 1 nb_correct 2330 / 2500 (93.20%)
20241105-01:44:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:44:02 test_accuracy 1831 model 4 nb_correct 2341 / 2500 (93.64%)
20241105-01:44:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:44:12 wrote ae_*.pth
20241105-01:44:12 epoch_duration 2min46s next_finish 01:46:58
20241105-01:44:12 wrote state.pth
20241105-01:44:12 --- epoch 1832 ----------------------------------------
20241105-01:44:12 current_test_accuracies 0.9580 0.9320 0.9556 0.9596 0.9364
20241105-01:44:12 nb_c_quizzes 40055
20241105-01:44:12 weakest_accuracies [0.932, 0.9364]
20241105-01:44:12 dummy_rand tensor([0.3882])
20241105-01:44:12 dummy_rand tensor([0.5053])
20241105-01:44:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:44:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:46:44 train_loss 1832 model 1 0.03394561386108398
20241105-01:46:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:46:44 train_loss 1832 model 4 0.033594754219055174
20241105-01:46:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:46:46 test_loss 1832 model 1 0.029195098876953124
20241105-01:46:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:46:46 test_loss 1832 model 4 0.032510986328125
20241105-01:46:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:46:48 test_accuracy 1832 model 1 nb_correct 2281 / 2500 (91.24%)
20241105-01:46:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:46:48 test_accuracy 1832 model 4 nb_correct 2294 / 2500 (91.76%)
20241105-01:46:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:46:58 wrote ae_*.pth
20241105-01:46:58 epoch_duration 2min46s next_finish 01:49:44
20241105-01:46:58 wrote state.pth
20241105-01:46:58 --- epoch 1833 ----------------------------------------
20241105-01:46:58 current_test_accuracies 0.9580 0.9124 0.9556 0.9596 0.9176
20241105-01:46:58 nb_c_quizzes 40055
20241105-01:46:58 weakest_accuracies [0.9124, 0.9176]
20241105-01:46:58 dummy_rand tensor([0.7909])
20241105-01:46:58 dummy_rand tensor([0.8568])
20241105-01:46:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:46:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:49:30 train_loss 1833 model 4 0.03388528537750244
20241105-01:49:30 train_loss 1833 model 1 0.03395070266723633
20241105-01:49:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:49:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:49:32 test_loss 1833 model 4 0.02808074951171875
20241105-01:49:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:49:32 test_loss 1833 model 1 0.032779998779296875
20241105-01:49:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:49:34 test_accuracy 1833 model 4 nb_correct 2372 / 2500 (94.88%)
20241105-01:49:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:49:34 test_accuracy 1833 model 1 nb_correct 2355 / 2500 (94.20%)
20241105-01:49:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:49:44 wrote ae_*.pth
20241105-01:49:44 epoch_duration 2min46s next_finish 01:52:31
20241105-01:49:45 wrote state.pth
20241105-01:49:45 --- epoch 1834 ----------------------------------------
20241105-01:49:45 current_test_accuracies 0.9580 0.9420 0.9556 0.9596 0.9488
20241105-01:49:45 nb_c_quizzes 40055
20241105-01:49:45 weakest_accuracies [0.942, 0.9488]
20241105-01:49:45 dummy_rand tensor([0.3500])
20241105-01:49:45 dummy_rand tensor([0.1111])
20241105-01:49:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:49:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:52:16 train_loss 1834 model 1 0.034470981597900394
20241105-01:52:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:52:16 train_loss 1834 model 4 0.03373880004882813
20241105-01:52:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:52:19 test_loss 1834 model 1 0.02925384521484375
20241105-01:52:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:52:19 test_loss 1834 model 4 0.027967147827148438
20241105-01:52:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:52:21 test_accuracy 1834 model 1 nb_correct 2300 / 2500 (92.00%)
20241105-01:52:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:52:21 test_accuracy 1834 model 4 nb_correct 2337 / 2500 (93.48%)
20241105-01:52:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:52:31 wrote ae_*.pth
20241105-01:52:31 epoch_duration 2min46s next_finish 01:55:17
20241105-01:52:31 wrote state.pth
20241105-01:52:31 --- epoch 1835 ----------------------------------------
20241105-01:52:31 current_test_accuracies 0.9580 0.9200 0.9556 0.9596 0.9348
20241105-01:52:31 nb_c_quizzes 40055
20241105-01:52:31 weakest_accuracies [0.92, 0.9348]
20241105-01:52:31 dummy_rand tensor([0.4706])
20241105-01:52:31 dummy_rand tensor([0.9059])
20241105-01:52:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:52:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:55:03 train_loss 1835 model 1 0.033380809783935546
20241105-01:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:55:03 train_loss 1835 model 4 0.03401238441467285
20241105-01:55:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:55:05 test_loss 1835 model 1 0.03033679962158203
20241105-01:55:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:55:05 test_loss 1835 model 4 0.031726837158203125
20241105-01:55:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:55:07 test_accuracy 1835 model 1 nb_correct 2325 / 2500 (93.00%)
20241105-01:55:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:55:08 test_accuracy 1835 model 4 nb_correct 2340 / 2500 (93.60%)
20241105-01:55:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:55:17 wrote ae_*.pth
20241105-01:55:17 epoch_duration 2min46s next_finish 01:58:04
20241105-01:55:17 wrote state.pth
20241105-01:55:17 --- epoch 1836 ----------------------------------------
20241105-01:55:17 current_test_accuracies 0.9580 0.9300 0.9556 0.9596 0.9360
20241105-01:55:17 nb_c_quizzes 40055
20241105-01:55:17 weakest_accuracies [0.93, 0.936]
20241105-01:55:17 dummy_rand tensor([0.0997])
20241105-01:55:17 dummy_rand tensor([0.3299])
20241105-01:55:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:55:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:57:49 train_loss 1836 model 1 0.035170080184936524
20241105-01:57:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:57:49 train_loss 1836 model 4 0.03357097148895263
20241105-01:57:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:57:51 test_loss 1836 model 1 0.028044052124023437
20241105-01:57:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:57:51 test_loss 1836 model 4 0.03148170471191406
20241105-01:57:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-01:57:53 test_accuracy 1836 model 1 nb_correct 2377 / 2500 (95.08%)
20241105-01:57:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:57:54 test_accuracy 1836 model 4 nb_correct 2350 / 2500 (94.00%)
20241105-01:57:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-01:58:03 wrote ae_*.pth
20241105-01:58:03 epoch_duration 2min46s next_finish 02:00:49
20241105-01:58:03 wrote state.pth
20241105-01:58:03 --- epoch 1837 ----------------------------------------
20241105-01:58:03 current_test_accuracies 0.9580 0.9508 0.9556 0.9596 0.9400
20241105-01:58:03 nb_c_quizzes 40055
20241105-01:58:03 weakest_accuracies [0.94, 0.9508]
20241105-01:58:03 dummy_rand tensor([0.5373])
20241105-01:58:03 dummy_rand tensor([0.5489])
20241105-01:58:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-01:58:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:00:35 train_loss 1837 model 4 0.03399124336242676
20241105-02:00:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:00:35 train_loss 1837 model 1 0.03429180526733398
20241105-02:00:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:00:37 test_loss 1837 model 4 0.02742767333984375
20241105-02:00:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:00:37 test_loss 1837 model 1 0.030867290496826173
20241105-02:00:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:00:40 test_accuracy 1837 model 4 nb_correct 2356 / 2500 (94.24%)
20241105-02:00:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:00:40 test_accuracy 1837 model 1 nb_correct 2342 / 2500 (93.68%)
20241105-02:00:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:00:49 wrote ae_*.pth
20241105-02:00:49 epoch_duration 2min46s next_finish 02:03:36
20241105-02:00:50 wrote state.pth
20241105-02:00:50 --- epoch 1838 ----------------------------------------
20241105-02:00:50 current_test_accuracies 0.9580 0.9368 0.9556 0.9596 0.9424
20241105-02:00:50 nb_c_quizzes 40055
20241105-02:00:50 weakest_accuracies [0.9368, 0.9424]
20241105-02:00:50 dummy_rand tensor([0.2969])
20241105-02:00:50 dummy_rand tensor([0.3267])
20241105-02:00:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:00:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:03:21 train_loss 1838 model 4 0.03358131408691406
20241105-02:03:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:03:21 train_loss 1838 model 1 0.03437294387817383
20241105-02:03:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:03:24 test_loss 1838 model 4 0.03106719970703125
20241105-02:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:03:24 test_loss 1838 model 1 0.028897666931152345
20241105-02:03:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:03:26 test_accuracy 1838 model 4 nb_correct 2334 / 2500 (93.36%)
20241105-02:03:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:03:26 test_accuracy 1838 model 1 nb_correct 2357 / 2500 (94.28%)
20241105-02:03:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:03:36 wrote ae_*.pth
20241105-02:03:36 epoch_duration 2min46s next_finish 02:06:22
20241105-02:03:36 wrote state.pth
20241105-02:03:36 --- epoch 1839 ----------------------------------------
20241105-02:03:36 current_test_accuracies 0.9580 0.9428 0.9556 0.9596 0.9336
20241105-02:03:36 nb_c_quizzes 40055
20241105-02:03:36 weakest_accuracies [0.9336, 0.9428]
20241105-02:03:36 dummy_rand tensor([0.4579])
20241105-02:03:36 dummy_rand tensor([0.1125])
20241105-02:03:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:03:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:06:07 train_loss 1839 model 4 0.03406048583984375
20241105-02:06:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:06:08 train_loss 1839 model 1 0.034416755676269534
20241105-02:06:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:06:10 test_loss 1839 model 4 0.028178634643554686
20241105-02:06:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:06:10 test_loss 1839 model 1 0.03162254333496094
20241105-02:06:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:06:12 test_accuracy 1839 model 4 nb_correct 2321 / 2500 (92.84%)
20241105-02:06:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:06:12 test_accuracy 1839 model 1 nb_correct 2293 / 2500 (91.72%)
20241105-02:06:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:06:22 wrote ae_*.pth
20241105-02:06:22 epoch_duration 2min46s next_finish 02:09:08
20241105-02:06:22 wrote state.pth
20241105-02:06:22 --- epoch 1840 ----------------------------------------
20241105-02:06:22 current_test_accuracies 0.9580 0.9172 0.9556 0.9596 0.9284
20241105-02:06:22 nb_c_quizzes 40055
20241105-02:06:22 weakest_accuracies [0.9172, 0.9284]
20241105-02:06:22 dummy_rand tensor([0.0417])
20241105-02:06:22 dummy_rand tensor([0.0933])
20241105-02:06:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:06:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:08:54 train_loss 1840 model 1 0.033774173736572266
20241105-02:08:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:08:54 train_loss 1840 model 4 0.034238327026367185
20241105-02:08:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:08:56 test_loss 1840 model 1 0.028068389892578125
20241105-02:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:08:56 test_loss 1840 model 4 0.030703277587890626
20241105-02:08:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:08:58 test_accuracy 1840 model 1 nb_correct 2368 / 2500 (94.72%)
20241105-02:08:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:08:58 test_accuracy 1840 model 4 nb_correct 2335 / 2500 (93.40%)
20241105-02:08:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:09:08 wrote ae_*.pth
20241105-02:09:08 epoch_duration 2min46s next_finish 02:11:54
20241105-02:09:08 wrote state.pth
20241105-02:09:08 --- epoch 1841 ----------------------------------------
20241105-02:09:08 current_test_accuracies 0.9580 0.9472 0.9556 0.9596 0.9340
20241105-02:09:08 nb_c_quizzes 40055
20241105-02:09:08 weakest_accuracies [0.934, 0.9472]
20241105-02:09:08 dummy_rand tensor([0.5483])
20241105-02:09:08 dummy_rand tensor([0.7255])
20241105-02:09:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:09:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:11:40 train_loss 1841 model 1 0.034580219268798826
20241105-02:11:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:11:40 train_loss 1841 model 4 0.03354325103759766
20241105-02:11:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:11:42 test_loss 1841 model 1 0.030153656005859376
20241105-02:11:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:11:42 test_loss 1841 model 4 0.0256719970703125
20241105-02:11:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:11:45 test_accuracy 1841 model 1 nb_correct 2331 / 2500 (93.24%)
20241105-02:11:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:11:45 test_accuracy 1841 model 4 nb_correct 2355 / 2500 (94.20%)
20241105-02:11:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:11:54 wrote ae_*.pth
20241105-02:11:54 epoch_duration 2min46s next_finish 02:14:41
20241105-02:11:55 wrote state.pth
20241105-02:11:55 --- epoch 1842 ----------------------------------------
20241105-02:11:55 current_test_accuracies 0.9580 0.9324 0.9556 0.9596 0.9420
20241105-02:11:55 nb_c_quizzes 40055
20241105-02:11:55 weakest_accuracies [0.9324, 0.942]
20241105-02:11:55 dummy_rand tensor([0.6577])
20241105-02:11:55 dummy_rand tensor([0.9347])
20241105-02:11:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:11:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:14:26 train_loss 1842 model 4 0.0340212345123291
20241105-02:14:26 train_loss 1842 model 1 0.033198246002197264
20241105-02:14:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:14:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:14:29 test_loss 1842 model 4 0.02827140808105469
20241105-02:14:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:14:29 test_loss 1842 model 1 0.027470779418945313
20241105-02:14:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:14:31 test_accuracy 1842 model 4 nb_correct 2294 / 2500 (91.76%)
20241105-02:14:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:14:31 test_accuracy 1842 model 1 nb_correct 2294 / 2500 (91.76%)
20241105-02:14:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:14:41 wrote ae_*.pth
20241105-02:14:41 epoch_duration 2min46s next_finish 02:17:27
20241105-02:14:41 wrote state.pth
20241105-02:14:41 --- epoch 1843 ----------------------------------------
20241105-02:14:41 current_test_accuracies 0.9580 0.9176 0.9556 0.9596 0.9176
20241105-02:14:41 nb_c_quizzes 40055
20241105-02:14:41 weakest_accuracies [0.9176, 0.9176]
20241105-02:14:41 dummy_rand tensor([0.2344])
20241105-02:14:41 dummy_rand tensor([0.1344])
20241105-02:14:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:14:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:17:13 train_loss 1843 model 1 0.033480579376220704
20241105-02:17:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:17:13 train_loss 1843 model 4 0.033190799713134767
20241105-02:17:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:17:16 test_loss 1843 model 1 0.028591766357421874
20241105-02:17:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:17:16 test_loss 1843 model 4 0.02844184875488281
20241105-02:17:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:17:18 test_accuracy 1843 model 1 nb_correct 2320 / 2500 (92.80%)
20241105-02:17:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:17:18 test_accuracy 1843 model 4 nb_correct 2342 / 2500 (93.68%)
20241105-02:17:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:17:28 wrote ae_*.pth
20241105-02:17:28 epoch_duration 2min46s next_finish 02:20:14
20241105-02:17:28 wrote state.pth
20241105-02:17:28 --- epoch 1844 ----------------------------------------
20241105-02:17:28 current_test_accuracies 0.9580 0.9280 0.9556 0.9596 0.9368
20241105-02:17:28 nb_c_quizzes 40055
20241105-02:17:28 weakest_accuracies [0.928, 0.9368]
20241105-02:17:28 dummy_rand tensor([0.0170])
20241105-02:17:28 dummy_rand tensor([0.4356])
20241105-02:17:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:17:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:20:00 train_loss 1844 model 4 0.0339727668762207
20241105-02:20:00 train_loss 1844 model 1 0.033782135009765624
20241105-02:20:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:20:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:20:02 test_loss 1844 model 4 0.03306479454040527
20241105-02:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:20:02 test_loss 1844 model 1 0.028500709533691406
20241105-02:20:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:20:04 test_accuracy 1844 model 4 nb_correct 2343 / 2500 (93.72%)
20241105-02:20:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:20:04 test_accuracy 1844 model 1 nb_correct 2340 / 2500 (93.60%)
20241105-02:20:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:20:14 wrote ae_*.pth
20241105-02:20:14 epoch_duration 2min46s next_finish 02:23:00
20241105-02:20:14 wrote state.pth
20241105-02:20:14 --- epoch 1845 ----------------------------------------
20241105-02:20:14 current_test_accuracies 0.9580 0.9360 0.9556 0.9596 0.9372
20241105-02:20:14 nb_c_quizzes 40055
20241105-02:20:14 weakest_accuracies [0.936, 0.9372]
20241105-02:20:14 dummy_rand tensor([0.8757])
20241105-02:20:14 dummy_rand tensor([0.6856])
20241105-02:20:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:20:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:22:46 train_loss 1845 model 1 0.03429977798461914
20241105-02:22:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:22:46 train_loss 1845 model 4 0.0342579288482666
20241105-02:22:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:22:48 test_loss 1845 model 1 0.032369232177734374
20241105-02:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:22:48 test_loss 1845 model 4 0.030062179565429687
20241105-02:22:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:22:51 test_accuracy 1845 model 1 nb_correct 2310 / 2500 (92.40%)
20241105-02:22:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:22:51 test_accuracy 1845 model 4 nb_correct 2377 / 2500 (95.08%)
20241105-02:22:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:23:00 wrote ae_*.pth
20241105-02:23:00 epoch_duration 2min46s next_finish 02:25:46
20241105-02:23:00 wrote state.pth
20241105-02:23:00 --- epoch 1846 ----------------------------------------
20241105-02:23:00 current_test_accuracies 0.9580 0.9240 0.9556 0.9596 0.9508
20241105-02:23:00 nb_c_quizzes 40055
20241105-02:23:00 weakest_accuracies [0.924, 0.9508]
20241105-02:23:00 dummy_rand tensor([0.9003])
20241105-02:23:00 dummy_rand tensor([0.1563])
20241105-02:23:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:23:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:25:32 train_loss 1846 model 1 0.034183441162109376
20241105-02:25:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:25:32 train_loss 1846 model 4 0.03389047241210937
20241105-02:25:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:25:35 test_loss 1846 model 1 0.031797027587890624
20241105-02:25:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:25:35 test_loss 1846 model 4 0.0271807861328125
20241105-02:25:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:25:37 test_accuracy 1846 model 1 nb_correct 2355 / 2500 (94.20%)
20241105-02:25:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:25:37 test_accuracy 1846 model 4 nb_correct 2370 / 2500 (94.80%)
20241105-02:25:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:25:47 wrote ae_*.pth
20241105-02:25:47 epoch_duration 2min46s next_finish 02:28:33
20241105-02:25:47 wrote state.pth
20241105-02:25:47 --- epoch 1847 ----------------------------------------
20241105-02:25:47 current_test_accuracies 0.9580 0.9420 0.9556 0.9596 0.9480
20241105-02:25:47 nb_c_quizzes 40055
20241105-02:25:47 weakest_accuracies [0.942, 0.948]
20241105-02:25:47 dummy_rand tensor([0.6534])
20241105-02:25:47 dummy_rand tensor([0.3803])
20241105-02:25:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:25:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:28:19 train_loss 1847 model 1 0.03466232490539551
20241105-02:28:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:28:19 train_loss 1847 model 4 0.03354897689819336
20241105-02:28:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:28:21 test_loss 1847 model 1 0.028706626892089845
20241105-02:28:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:28:21 test_loss 1847 model 4 0.028434066772460936
20241105-02:28:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:28:23 test_accuracy 1847 model 1 nb_correct 2324 / 2500 (92.96%)
20241105-02:28:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:28:23 test_accuracy 1847 model 4 nb_correct 2322 / 2500 (92.88%)
20241105-02:28:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:28:33 wrote ae_*.pth
20241105-02:28:33 epoch_duration 2min46s next_finish 02:31:19
20241105-02:28:33 wrote state.pth
20241105-02:28:33 --- epoch 1848 ----------------------------------------
20241105-02:28:33 current_test_accuracies 0.9580 0.9296 0.9556 0.9596 0.9288
20241105-02:28:33 nb_c_quizzes 40055
20241105-02:28:33 weakest_accuracies [0.9288, 0.9296]
20241105-02:28:33 dummy_rand tensor([0.3738])
20241105-02:28:33 dummy_rand tensor([0.2708])
20241105-02:28:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:28:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:31:05 train_loss 1848 model 4 0.03413663864135742
20241105-02:31:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:31:05 train_loss 1848 model 1 0.03392702865600586
20241105-02:31:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:31:07 test_loss 1848 model 4 0.02931976318359375
20241105-02:31:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:31:07 test_loss 1848 model 1 0.03065032958984375
20241105-02:31:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:31:10 test_accuracy 1848 model 1 nb_correct 2339 / 2500 (93.56%)
20241105-02:31:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:31:10 test_accuracy 1848 model 4 nb_correct 2349 / 2500 (93.96%)
20241105-02:31:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:31:20 wrote ae_*.pth
20241105-02:31:20 epoch_duration 2min46s next_finish 02:34:06
20241105-02:31:20 wrote state.pth
20241105-02:31:20 --- epoch 1849 ----------------------------------------
20241105-02:31:20 current_test_accuracies 0.9580 0.9356 0.9556 0.9596 0.9396
20241105-02:31:20 nb_c_quizzes 40055
20241105-02:31:20 weakest_accuracies [0.9356, 0.9396]
20241105-02:31:20 dummy_rand tensor([0.2515])
20241105-02:31:20 dummy_rand tensor([0.9794])
20241105-02:31:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:31:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:33:51 train_loss 1849 model 1 0.03400099372863769
20241105-02:33:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:33:51 train_loss 1849 model 4 0.03465740203857422
20241105-02:33:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:33:54 test_loss 1849 model 1 0.02723297119140625
20241105-02:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:33:54 test_loss 1849 model 4 0.029653892517089844
20241105-02:33:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:33:56 test_accuracy 1849 model 1 nb_correct 2275 / 2500 (91.00%)
20241105-02:33:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:33:56 test_accuracy 1849 model 4 nb_correct 2332 / 2500 (93.28%)
20241105-02:33:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:34:05 wrote ae_*.pth
20241105-02:34:05 epoch_duration 2min45s next_finish 02:36:51
20241105-02:34:06 wrote state.pth
20241105-02:34:06 --- epoch 1850 ----------------------------------------
20241105-02:34:06 current_test_accuracies 0.9580 0.9100 0.9556 0.9596 0.9328
20241105-02:34:06 nb_c_quizzes 40055
20241105-02:34:06 weakest_accuracies [0.91, 0.9328]
20241105-02:34:06 dummy_rand tensor([0.9590])
20241105-02:34:06 dummy_rand tensor([0.1585])
20241105-02:34:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:34:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:36:37 train_loss 1850 model 1 0.03444463539123535
20241105-02:36:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:36:37 train_loss 1850 model 4 0.03365556049346924
20241105-02:36:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:36:39 test_loss 1850 model 1 0.03369186401367188
20241105-02:36:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:36:39 test_loss 1850 model 4 0.02823944091796875
20241105-02:36:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:36:42 test_accuracy 1850 model 1 nb_correct 2306 / 2500 (92.24%)
20241105-02:36:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:36:42 test_accuracy 1850 model 4 nb_correct 2371 / 2500 (94.84%)
20241105-02:36:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:36:51 wrote ae_*.pth
20241105-02:36:51 epoch_duration 2min45s next_finish 02:39:37
20241105-02:36:51 wrote state.pth
20241105-02:36:51 --- epoch 1851 ----------------------------------------
20241105-02:36:51 current_test_accuracies 0.9580 0.9224 0.9556 0.9596 0.9484
20241105-02:36:51 nb_c_quizzes 40055
20241105-02:36:51 weakest_accuracies [0.9224, 0.9484]
20241105-02:36:51 dummy_rand tensor([0.2269])
20241105-02:36:51 dummy_rand tensor([0.7859])
20241105-02:36:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:36:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:39:23 train_loss 1851 model 1 0.034691991806030276
20241105-02:39:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:39:23 train_loss 1851 model 4 0.03303814601898193
20241105-02:39:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:39:25 test_loss 1851 model 1 0.026406402587890624
20241105-02:39:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:39:25 test_loss 1851 model 4 0.02729095458984375
20241105-02:39:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:39:28 test_accuracy 1851 model 1 nb_correct 2324 / 2500 (92.96%)
20241105-02:39:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:39:28 test_accuracy 1851 model 4 nb_correct 2353 / 2500 (94.12%)
20241105-02:39:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:39:37 wrote ae_*.pth
20241105-02:39:37 epoch_duration 2min45s next_finish 02:42:23
20241105-02:39:37 wrote state.pth
20241105-02:39:37 --- epoch 1852 ----------------------------------------
20241105-02:39:37 current_test_accuracies 0.9580 0.9296 0.9556 0.9596 0.9412
20241105-02:39:37 nb_c_quizzes 40055
20241105-02:39:37 weakest_accuracies [0.9296, 0.9412]
20241105-02:39:37 dummy_rand tensor([0.9363])
20241105-02:39:37 dummy_rand tensor([0.8618])
20241105-02:39:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:39:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:42:09 train_loss 1852 model 1 0.03396889686584473
20241105-02:42:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:42:09 train_loss 1852 model 4 0.03400661087036133
20241105-02:42:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:42:11 test_loss 1852 model 1 0.03214859008789062
20241105-02:42:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:42:11 test_loss 1852 model 4 0.026036224365234374
20241105-02:42:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:42:13 test_accuracy 1852 model 1 nb_correct 2323 / 2500 (92.92%)
20241105-02:42:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:42:13 test_accuracy 1852 model 4 nb_correct 2336 / 2500 (93.44%)
20241105-02:42:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:42:23 wrote ae_*.pth
20241105-02:42:23 epoch_duration 2min45s next_finish 02:45:09
20241105-02:42:23 wrote state.pth
20241105-02:42:23 --- epoch 1853 ----------------------------------------
20241105-02:42:23 current_test_accuracies 0.9580 0.9292 0.9556 0.9596 0.9344
20241105-02:42:23 nb_c_quizzes 40055
20241105-02:42:23 weakest_accuracies [0.9292, 0.9344]
20241105-02:42:23 dummy_rand tensor([0.7292])
20241105-02:42:23 dummy_rand tensor([0.2165])
20241105-02:42:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:42:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:44:55 train_loss 1853 model 4 0.03384041976928711
20241105-02:44:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:44:55 train_loss 1853 model 1 0.03415190887451172
20241105-02:44:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:44:57 test_loss 1853 model 4 0.03271232604980469
20241105-02:44:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:44:57 test_loss 1853 model 1 0.0303448486328125
20241105-02:44:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:45:00 test_accuracy 1853 model 4 nb_correct 2361 / 2500 (94.44%)
20241105-02:45:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:45:00 test_accuracy 1853 model 1 nb_correct 2329 / 2500 (93.16%)
20241105-02:45:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:45:09 wrote ae_*.pth
20241105-02:45:09 epoch_duration 2min46s next_finish 02:47:55
20241105-02:45:09 wrote state.pth
20241105-02:45:09 --- epoch 1854 ----------------------------------------
20241105-02:45:09 current_test_accuracies 0.9580 0.9316 0.9556 0.9596 0.9444
20241105-02:45:09 nb_c_quizzes 40055
20241105-02:45:09 weakest_accuracies [0.9316, 0.9444]
20241105-02:45:09 dummy_rand tensor([0.8159])
20241105-02:45:09 dummy_rand tensor([0.3675])
20241105-02:45:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:45:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:47:41 train_loss 1854 model 1 0.03345131778717041
20241105-02:47:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:47:41 train_loss 1854 model 4 0.03410134220123291
20241105-02:47:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:47:43 test_loss 1854 model 1 0.028516921997070312
20241105-02:47:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:47:43 test_loss 1854 model 4 0.030591888427734373
20241105-02:47:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:47:46 test_accuracy 1854 model 1 nb_correct 2342 / 2500 (93.68%)
20241105-02:47:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:47:46 test_accuracy 1854 model 4 nb_correct 2340 / 2500 (93.60%)
20241105-02:47:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:47:55 wrote ae_*.pth
20241105-02:47:55 epoch_duration 2min45s next_finish 02:50:41
20241105-02:47:55 wrote state.pth
20241105-02:47:55 --- epoch 1855 ----------------------------------------
20241105-02:47:55 current_test_accuracies 0.9580 0.9368 0.9556 0.9596 0.9360
20241105-02:47:55 nb_c_quizzes 40055
20241105-02:47:55 weakest_accuracies [0.936, 0.9368]
20241105-02:47:55 dummy_rand tensor([0.3111])
20241105-02:47:55 dummy_rand tensor([0.5335])
20241105-02:47:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:47:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:50:27 train_loss 1855 model 4 0.03385131072998047
20241105-02:50:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:50:27 train_loss 1855 model 1 0.0341792984008789
20241105-02:50:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:50:29 test_loss 1855 model 4 0.029502410888671875
20241105-02:50:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:50:29 test_loss 1855 model 1 0.02903724670410156
20241105-02:50:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:50:32 test_accuracy 1855 model 4 nb_correct 2384 / 2500 (95.36%)
20241105-02:50:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:50:32 test_accuracy 1855 model 1 nb_correct 2363 / 2500 (94.52%)
20241105-02:50:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:50:41 wrote ae_*.pth
20241105-02:50:41 epoch_duration 2min45s next_finish 02:53:27
20241105-02:50:41 wrote state.pth
20241105-02:50:41 --- epoch 1856 ----------------------------------------
20241105-02:50:41 current_test_accuracies 0.9580 0.9452 0.9556 0.9596 0.9536
20241105-02:50:41 nb_c_quizzes 40055
20241105-02:50:41 weakest_accuracies [0.9452, 0.9536]
20241105-02:50:41 dummy_rand tensor([0.4286])
20241105-02:50:41 dummy_rand tensor([0.6748])
20241105-02:50:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:50:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:53:13 train_loss 1856 model 1 0.033659427642822266
20241105-02:53:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:53:13 train_loss 1856 model 4 0.03388409805297852
20241105-02:53:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:53:15 test_loss 1856 model 1 0.03070892333984375
20241105-02:53:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:53:15 test_loss 1856 model 4 0.026334381103515624
20241105-02:53:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:53:17 test_accuracy 1856 model 1 nb_correct 2346 / 2500 (93.84%)
20241105-02:53:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:53:17 test_accuracy 1856 model 4 nb_correct 2343 / 2500 (93.72%)
20241105-02:53:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:53:27 wrote ae_*.pth
20241105-02:53:27 epoch_duration 2min45s next_finish 02:56:12
20241105-02:53:27 wrote state.pth
20241105-02:53:27 --- epoch 1857 ----------------------------------------
20241105-02:53:27 current_test_accuracies 0.9580 0.9384 0.9556 0.9596 0.9372
20241105-02:53:27 nb_c_quizzes 40055
20241105-02:53:27 weakest_accuracies [0.9372, 0.9384]
20241105-02:53:27 dummy_rand tensor([0.4386])
20241105-02:53:27 dummy_rand tensor([0.5166])
20241105-02:53:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:53:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:55:59 train_loss 1857 model 1 0.03398178482055664
20241105-02:55:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:55:59 train_loss 1857 model 4 0.03389315795898438
20241105-02:55:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:56:01 test_loss 1857 model 1 0.031159591674804688
20241105-02:56:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:56:01 test_loss 1857 model 4 0.031162757873535157
20241105-02:56:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:56:03 test_accuracy 1857 model 1 nb_correct 2325 / 2500 (93.00%)
20241105-02:56:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:56:03 test_accuracy 1857 model 4 nb_correct 2363 / 2500 (94.52%)
20241105-02:56:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:56:13 wrote ae_*.pth
20241105-02:56:13 epoch_duration 2min46s next_finish 02:58:59
20241105-02:56:13 wrote state.pth
20241105-02:56:13 --- epoch 1858 ----------------------------------------
20241105-02:56:13 current_test_accuracies 0.9580 0.9300 0.9556 0.9596 0.9452
20241105-02:56:13 nb_c_quizzes 40055
20241105-02:56:13 weakest_accuracies [0.93, 0.9452]
20241105-02:56:13 dummy_rand tensor([0.6035])
20241105-02:56:13 dummy_rand tensor([0.6222])
20241105-02:56:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:56:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:58:45 train_loss 1858 model 1 0.03387856292724609
20241105-02:58:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:58:45 train_loss 1858 model 4 0.033549018859863285
20241105-02:58:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:58:47 test_loss 1858 model 1 0.03172916412353516
20241105-02:58:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:58:47 test_loss 1858 model 4 0.02636016845703125
20241105-02:58:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-02:58:49 test_accuracy 1858 model 1 nb_correct 2352 / 2500 (94.08%)
20241105-02:58:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:58:49 test_accuracy 1858 model 4 nb_correct 2397 / 2500 (95.88%)
20241105-02:58:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-02:58:59 wrote ae_*.pth
20241105-02:58:59 epoch_duration 2min45s next_finish 03:01:45
20241105-02:58:59 wrote state.pth
20241105-02:58:59 --- epoch 1859 ----------------------------------------
20241105-02:58:59 current_test_accuracies 0.9580 0.9408 0.9556 0.9596 0.9588
20241105-02:58:59 nb_c_quizzes 40055
20241105-02:58:59 weakest_accuracies [0.9408, 0.9556]
20241105-02:58:59 dummy_rand tensor([0.4522])
20241105-02:58:59 dummy_rand tensor([0.1099])
20241105-02:58:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-02:58:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:01:31 train_loss 1859 model 2 0.03385973358154297
20241105-03:01:31 train_loss 1859 model 1 0.03463046646118164
20241105-03:01:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:01:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:01:33 test_loss 1859 model 2 0.027686920166015625
20241105-03:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:01:33 test_loss 1859 model 1 0.029756851196289062
20241105-03:01:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:01:35 test_accuracy 1859 model 2 nb_correct 2319 / 2500 (92.76%)
20241105-03:01:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:01:35 test_accuracy 1859 model 1 nb_correct 2372 / 2500 (94.88%)
20241105-03:01:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:01:45 wrote ae_*.pth
20241105-03:01:45 epoch_duration 2min46s next_finish 03:04:31
20241105-03:01:45 wrote state.pth
20241105-03:01:45 --- epoch 1860 ----------------------------------------
20241105-03:01:45 current_test_accuracies 0.9580 0.9488 0.9276 0.9596 0.9588
20241105-03:01:45 nb_c_quizzes 40055
20241105-03:01:45 weakest_accuracies [0.9276, 0.9488]
20241105-03:01:45 dummy_rand tensor([0.5213])
20241105-03:01:45 dummy_rand tensor([0.0713])
20241105-03:01:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:01:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:04:17 train_loss 1860 model 1 0.03465033531188965
20241105-03:04:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:04:17 train_loss 1860 model 2 0.033771486282348634
20241105-03:04:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:04:20 test_loss 1860 model 1 0.030256195068359373
20241105-03:04:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:04:20 test_loss 1860 model 2 0.031188316345214843
20241105-03:04:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:04:22 test_accuracy 1860 model 1 nb_correct 2268 / 2500 (90.72%)
20241105-03:04:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:04:22 test_accuracy 1860 model 2 nb_correct 2336 / 2500 (93.44%)
20241105-03:04:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:04:32 wrote ae_*.pth
20241105-03:04:32 epoch_duration 2min46s next_finish 03:07:19
20241105-03:04:32 wrote state.pth
20241105-03:04:32 --- epoch 1861 ----------------------------------------
20241105-03:04:32 current_test_accuracies 0.9580 0.9072 0.9344 0.9596 0.9588
20241105-03:04:32 nb_c_quizzes 40055
20241105-03:04:32 weakest_accuracies [0.9072, 0.9344]
20241105-03:04:32 dummy_rand tensor([0.3438])
20241105-03:04:32 dummy_rand tensor([0.9774])
20241105-03:04:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:04:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:07:04 train_loss 1861 model 1 0.03404508972167969
20241105-03:07:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:07:04 train_loss 1861 model 2 0.03401920318603516
20241105-03:07:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:07:06 test_loss 1861 model 1 0.03105804443359375
20241105-03:07:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:07:06 test_loss 1861 model 2 0.027618026733398436
20241105-03:07:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:07:08 test_accuracy 1861 model 1 nb_correct 2347 / 2500 (93.88%)
20241105-03:07:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:07:08 test_accuracy 1861 model 2 nb_correct 2368 / 2500 (94.72%)
20241105-03:07:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:07:18 wrote ae_*.pth
20241105-03:07:18 epoch_duration 2min46s next_finish 03:10:04
20241105-03:07:18 wrote state.pth
20241105-03:07:18 --- epoch 1862 ----------------------------------------
20241105-03:07:18 current_test_accuracies 0.9580 0.9388 0.9472 0.9596 0.9588
20241105-03:07:18 nb_c_quizzes 40055
20241105-03:07:18 weakest_accuracies [0.9388, 0.9472]
20241105-03:07:18 dummy_rand tensor([0.3983])
20241105-03:07:18 dummy_rand tensor([0.1633])
20241105-03:07:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:07:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:09:50 train_loss 1862 model 1 0.03377166366577149
20241105-03:09:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:09:50 train_loss 1862 model 2 0.033595304489135745
20241105-03:09:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:09:52 test_loss 1862 model 1 0.026480484008789062
20241105-03:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:09:52 test_loss 1862 model 2 0.02840179443359375
20241105-03:09:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:09:54 test_accuracy 1862 model 1 nb_correct 2313 / 2500 (92.52%)
20241105-03:09:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:09:54 test_accuracy 1862 model 2 nb_correct 2314 / 2500 (92.56%)
20241105-03:09:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:10:04 wrote ae_*.pth
20241105-03:10:04 epoch_duration 2min46s next_finish 03:12:50
20241105-03:10:04 wrote state.pth
20241105-03:10:04 --- epoch 1863 ----------------------------------------
20241105-03:10:04 current_test_accuracies 0.9580 0.9252 0.9256 0.9596 0.9588
20241105-03:10:04 nb_c_quizzes 40055
20241105-03:10:04 weakest_accuracies [0.9252, 0.9256]
20241105-03:10:04 dummy_rand tensor([0.3864])
20241105-03:10:04 dummy_rand tensor([0.0860])
20241105-03:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:10:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:12:36 train_loss 1863 model 1 0.033119690895080565
20241105-03:12:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:12:36 train_loss 1863 model 2 0.03350119781494141
20241105-03:12:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:12:38 test_loss 1863 model 1 0.03217498779296875
20241105-03:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:12:38 test_loss 1863 model 2 0.02853019714355469
20241105-03:12:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:12:40 test_accuracy 1863 model 1 nb_correct 2256 / 2500 (90.24%)
20241105-03:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:12:40 test_accuracy 1863 model 2 nb_correct 2342 / 2500 (93.68%)
20241105-03:12:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:12:50 wrote ae_*.pth
20241105-03:12:50 epoch_duration 2min45s next_finish 03:15:36
20241105-03:12:50 wrote state.pth
20241105-03:12:50 --- epoch 1864 ----------------------------------------
20241105-03:12:50 current_test_accuracies 0.9580 0.9024 0.9368 0.9596 0.9588
20241105-03:12:50 nb_c_quizzes 40055
20241105-03:12:50 weakest_accuracies [0.9024, 0.9368]
20241105-03:12:50 dummy_rand tensor([0.0702])
20241105-03:12:50 dummy_rand tensor([0.1327])
20241105-03:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:12:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:15:22 train_loss 1864 model 1 0.033894733428955076
20241105-03:15:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:15:22 train_loss 1864 model 2 0.03402521705627441
20241105-03:15:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:15:24 test_loss 1864 model 1 0.03127643585205078
20241105-03:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:15:24 test_loss 1864 model 2 0.0255126953125
20241105-03:15:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:15:26 test_accuracy 1864 model 1 nb_correct 2381 / 2500 (95.24%)
20241105-03:15:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:15:26 test_accuracy 1864 model 2 nb_correct 2393 / 2500 (95.72%)
20241105-03:15:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:15:36 wrote ae_*.pth
20241105-03:15:36 epoch_duration 2min45s next_finish 03:18:22
20241105-03:15:36 wrote state.pth
20241105-03:15:36 --- epoch 1865 ----------------------------------------
20241105-03:15:36 current_test_accuracies 0.9580 0.9524 0.9572 0.9596 0.9588
20241105-03:15:36 dummy_rand tensor([0.2835])
20241105-03:15:36 dummy_rand tensor([0.1444])
20241105-03:15:45 nb_validated 19 model 1 (finishes Tue 03:35 -- 7646/h)
20241105-03:15:45 nb_validated 13 model 4 (finishes Tue 03:44 -- 5216/h)
20241105-03:16:03 nb_validated 39 model 1 (finishes Tue 03:44 -- 5223/h)
20241105-03:16:03 nb_validated 43 model 0 (finishes Tue 03:41 -- 5739/h)
20241105-03:16:21 nb_validated 70 model 0 (finishes Tue 03:42 -- 5613/h)
20241105-03:16:21 nb_validated 69 model 3 (finishes Tue 03:42 -- 5523/h)
20241105-03:16:39 nb_validated 102 model 3 (finishes Tue 03:41 -- 5840/h)
20241105-03:16:39 nb_validated 96 model 0 (finishes Tue 03:42 -- 5493/h)
20241105-03:16:57 nb_validated 125 model 4 (finishes Tue 03:42 -- 5584/h)
20241105-03:16:57 nb_validated 126 model 1 (finishes Tue 03:42 -- 5613/h)
20241105-03:17:14 nb_validated 162 model 4 (finishes Tue 03:40 -- 5923/h)
20241105-03:17:15 nb_validated 153 model 4 (finishes Tue 03:42 -- 5579/h)
20241105-03:17:32 nb_validated 191 model 4 (finishes Tue 03:40 -- 5908/h)
20241105-03:17:33 nb_validated 184 model 3 (finishes Tue 03:42 -- 5677/h)
20241105-03:17:50 nb_validated 229 model 2 (finishes Tue 03:40 -- 6138/h)
20241105-03:17:51 nb_validated 201 model 3 (finishes Tue 03:43 -- 5378/h)
20241105-03:18:08 nb_validated 234 model 0 (finishes Tue 03:42 -- 5532/h)
20241105-03:18:08 nb_validated 265 model 4 (finishes Tue 03:39 -- 6264/h)
20241105-03:18:26 nb_validated 310 model 4 (finishes Tue 03:38 -- 6564/h)
20241105-03:18:26 nb_validated 259 model 3 (finishes Tue 03:42 -- 5480/h)
20241105-03:18:44 nb_validated 324 model 3 (finishes Tue 03:39 -- 6204/h)
20241105-03:18:44 nb_validated 277 model 3 (finishes Tue 03:43 -- 5298/h)
20241105-03:19:02 nb_validated 358 model 2 (finishes Tue 03:39 -- 6254/h)
20241105-03:19:02 nb_validated 319 model 1 (finishes Tue 03:42 -- 5569/h)
20241105-03:19:20 nb_validated 346 model 4 (finishes Tue 03:42 -- 5564/h)
20241105-03:19:20 nb_validated 407 model 3 (finishes Tue 03:38 -- 6537/h)
20241105-03:19:38 nb_validated 393 model 1 (finishes Tue 03:41 -- 5848/h)
20241105-03:19:38 nb_validated 440 model 1 (finishes Tue 03:38 -- 6544/h)
20241105-03:19:56 nb_validated 472 model 3 (finishes Tue 03:38 -- 6536/h)
20241105-03:19:56 nb_validated 446 model 2 (finishes Tue 03:39 -- 6174/h)
20241105-03:20:14 nb_validated 509 model 2 (finishes Tue 03:38 -- 6594/h)
20241105-03:20:14 nb_validated 481 model 4 (finishes Tue 03:39 -- 6230/h)
20241105-03:20:32 nb_validated 555 model 1 (finishes Tue 03:37 -- 6757/h)
20241105-03:20:32 nb_validated 519 model 1 (finishes Tue 03:39 -- 6315/h)
20241105-03:20:50 nb_validated 595 model 4 (finishes Tue 03:37 -- 6830/h)
20241105-03:20:50 nb_validated 545 model 3 (finishes Tue 03:39 -- 6255/h)
20241105-03:21:07 nb_validated 633 model 1 (finishes Tue 03:37 -- 6875/h)
20241105-03:21:08 nb_validated 574 model 4 (finishes Tue 03:39 -- 6231/h)
20241105-03:21:25 nb_validated 666 model 1 (finishes Tue 03:37 -- 6860/h)
20241105-03:21:26 nb_validated 605 model 1 (finishes Tue 03:39 -- 6230/h)
20241105-03:21:43 nb_validated 692 model 2 (finishes Tue 03:37 -- 6779/h)
20241105-03:21:43 nb_validated 639 model 3 (finishes Tue 03:39 -- 6259/h)
20241105-03:22:01 nb_validated 725 model 0 (finishes Tue 03:37 -- 6774/h)
20241105-03:22:01 nb_validated 660 model 3 (finishes Tue 03:39 -- 6165/h)
20241105-03:22:19 nb_validated 703 model 4 (finishes Tue 03:39 -- 6277/h)
20241105-03:22:19 nb_validated 757 model 1 (finishes Tue 03:37 -- 6756/h)
20241105-03:22:37 nb_validated 725 model 3 (finishes Tue 03:39 -- 6198/h)
20241105-03:22:37 nb_validated 801 model 2 (finishes Tue 03:37 -- 6844/h)
20241105-03:22:55 nb_validated 771 model 1 (finishes Tue 03:39 -- 6322/h)
20241105-03:22:55 nb_validated 851 model 2 (finishes Tue 03:37 -- 6974/h)
20241105-03:23:13 nb_validated 799 model 4 (finishes Tue 03:39 -- 6295/h)
20241105-03:23:13 nb_validated 887 model 2 (finishes Tue 03:37 -- 6985/h)
20241105-03:23:31 nb_validated 904 model 3 (finishes Tue 03:37 -- 6852/h)
20241105-03:23:31 nb_validated 823 model 4 (finishes Tue 03:39 -- 6238/h)
20241105-03:23:49 nb_validated 854 model 4 (finishes Tue 03:39 -- 6237/h)
20241105-03:23:49 nb_validated 947 model 2 (finishes Tue 03:37 -- 6915/h)
20241105-03:24:07 nb_validated 882 model 0 (finishes Tue 03:39 -- 6215/h)
20241105-03:24:07 nb_validated 978 model 1 (finishes Tue 03:37 -- 6891/h)
20241105-03:24:25 nb_validated 927 model 2 (finishes Tue 03:39 -- 6313/h)
20241105-03:24:25 nb_validated 1023 model 0 (finishes Tue 03:37 -- 6963/h)
20241105-03:24:43 nb_validated 955 model 1 (finishes Tue 03:39 -- 6290/h)
20241105-03:24:43 nb_validated 1059 model 2 (finishes Tue 03:37 -- 6972/h)
20241105-03:25:01 nb_validated 993 model 4 (finishes Tue 03:39 -- 6332/h)
20241105-03:25:01 nb_validated 1085 model 2 (finishes Tue 03:37 -- 6917/h)
20241105-03:25:18 nb_validated 1034 model 4 (finishes Tue 03:39 -- 6392/h)
20241105-03:25:18 nb_validated 1109 model 4 (finishes Tue 03:37 -- 6854/h)
20241105-03:25:36 nb_validated 1077 model 2 (finishes Tue 03:38 -- 6461/h)
20241105-03:25:36 nb_validated 1138 model 1 (finishes Tue 03:37 -- 6824/h)
20241105-03:25:54 nb_validated 1109 model 2 (finishes Tue 03:38 -- 6459/h)
20241105-03:25:54 nb_validated 1166 model 2 (finishes Tue 03:37 -- 6787/h)
20241105-03:26:12 nb_validated 1141 model 2 (finishes Tue 03:38 -- 6457/h)
20241105-03:26:12 nb_validated 1197 model 4 (finishes Tue 03:37 -- 6772/h)
20241105-03:26:30 nb_validated 1173 model 2 (finishes Tue 03:38 -- 6457/h)
20241105-03:26:30 nb_validated 1223 model 3 (finishes Tue 03:37 -- 6731/h)
20241105-03:26:48 nb_validated 1194 model 4 (finishes Tue 03:39 -- 6398/h)
20241105-03:26:48 nb_validated 1255 model 1 (finishes Tue 03:37 -- 6723/h)
20241105-03:27:06 nb_validated 1219 model 0 (finishes Tue 03:39 -- 6361/h)
20241105-03:27:06 nb_validated 1295 model 3 (finishes Tue 03:37 -- 6757/h)
20241105-03:27:24 nb_validated 1249 model 1 (finishes Tue 03:39 -- 6352/h)
20241105-03:27:24 nb_validated 1325 model 0 (finishes Tue 03:37 -- 6738/h)
20241105-03:27:41 nb_validated 1278 model 4 (finishes Tue 03:39 -- 6341/h)
20241105-03:27:42 nb_validated 1364 model 1 (finishes Tue 03:37 -- 6765/h)
20241105-03:27:59 nb_validated 1304 model 1 (finishes Tue 03:39 -- 6315/h)
20241105-03:28:00 nb_validated 1402 model 2 (finishes Tue 03:37 -- 6785/h)
20241105-03:28:17 nb_validated 1344 model 2 (finishes Tue 03:39 -- 6356/h)
20241105-03:28:17 nb_validated 1429 model 1 (finishes Tue 03:37 -- 6756/h)
20241105-03:28:35 nb_validated 1378 model 4 (finishes Tue 03:39 -- 6366/h)
20241105-03:28:35 nb_validated 1468 model 1 (finishes Tue 03:37 -- 6780/h)
20241105-03:28:53 nb_validated 1423 model 4 (finishes Tue 03:38 -- 6428/h)
20241105-03:28:53 nb_validated 1501 model 0 (finishes Tue 03:37 -- 6776/h)
20241105-03:29:11 nb_validated 1453 model 3 (finishes Tue 03:38 -- 6418/h)
20241105-03:29:12 nb_validated 1536 model 1 (finishes Tue 03:37 -- 6780/h)
20241105-03:29:29 nb_validated 1485 model 0 (finishes Tue 03:38 -- 6417/h)
20241105-03:29:30 nb_validated 1560 model 1 (finishes Tue 03:37 -- 6737/h)
20241105-03:29:47 nb_validated 1504 model 1 (finishes Tue 03:39 -- 6363/h)
20241105-03:29:47 nb_validated 1583 model 4 (finishes Tue 03:38 -- 6693/h)
20241105-03:30:05 nb_validated 1540 model 0 (finishes Tue 03:39 -- 6379/h)
20241105-03:30:05 nb_validated 1614 model 3 (finishes Tue 03:38 -- 6683/h)
20241105-03:30:23 nb_validated 1575 model 3 (finishes Tue 03:39 -- 6392/h)
20241105-03:30:23 nb_validated 1637 model 3 (finishes Tue 03:38 -- 6641/h)
20241105-03:30:41 nb_validated 1608 model 4 (finishes Tue 03:39 -- 6397/h)
20241105-03:30:41 nb_validated 1672 model 0 (finishes Tue 03:38 -- 6648/h)
20241105-03:30:59 nb_validated 1650 model 3 (finishes Tue 03:38 -- 6437/h)
20241105-03:30:59 nb_validated 1710 model 4 (finishes Tue 03:38 -- 6668/h)
20241105-03:31:17 nb_validated 1679 model 2 (finishes Tue 03:38 -- 6425/h)
20241105-03:31:17 nb_validated 1744 model 1 (finishes Tue 03:38 -- 6672/h)
20241105-03:31:35 nb_validated 1713 model 1 (finishes Tue 03:38 -- 6432/h)
20241105-03:31:35 nb_validated 1777 model 4 (finishes Tue 03:38 -- 6671/h)
20241105-03:31:53 nb_validated 1809 model 4 (finishes Tue 03:38 -- 6669/h)
20241105-03:31:53 nb_validated 1745 model 0 (finishes Tue 03:38 -- 6431/h)
20241105-03:32:10 nb_validated 1850 model 4 (finishes Tue 03:38 -- 6698/h)
20241105-03:32:11 nb_validated 1780 model 2 (finishes Tue 03:38 -- 6441/h)
20241105-03:32:28 nb_validated 1880 model 4 (finishes Tue 03:38 -- 6686/h)
20241105-03:32:29 nb_validated 1806 model 0 (finishes Tue 03:38 -- 6418/h)
20241105-03:32:46 nb_validated 1907 model 3 (finishes Tue 03:38 -- 6664/h)
20241105-03:32:47 nb_validated 1839 model 2 (finishes Tue 03:38 -- 6421/h)
20241105-03:33:04 nb_validated 1934 model 4 (finishes Tue 03:38 -- 6644/h)
20241105-03:33:05 nb_validated 1888 model 1 (finishes Tue 03:38 -- 6479/h)
20241105-03:33:22 nb_validated 1967 model 0 (finishes Tue 03:38 -- 6643/h)
20241105-03:33:23 nb_validated 1923 model 0 (finishes Tue 03:38 -- 6487/h)
20241105-03:33:40 nb_validated 1994 model 0 (finishes Tue 03:38 -- 6623/h)
20241105-03:33:41 nb_validated 1960 model 0 (finishes Tue 03:38 -- 6502/h)
20241105-03:33:58 nb_validated 2022 model 1 (finishes Tue 03:38 -- 6607/h)
20241105-03:33:59 nb_validated 2003 model 0 (finishes Tue 03:38 -- 6537/h)
20241105-03:34:16 nb_validated 2053 model 3 (finishes Tue 03:38 -- 6600/h)
20241105-03:34:17 nb_validated 2037 model 0 (finishes Tue 03:38 -- 6540/h)
20241105-03:34:34 nb_validated 2076 model 0 (finishes Tue 03:38 -- 6568/h)
20241105-03:34:35 nb_validated 2074 model 3 (finishes Tue 03:38 -- 6554/h)
20241105-03:34:52 nb_validated 2099 model 4 (finishes Tue 03:38 -- 6538/h)
20241105-03:34:53 nb_validated 2113 model 4 (finishes Tue 03:38 -- 6574/h)
20241105-03:35:10 nb_validated 2126 model 4 (finishes Tue 03:38 -- 6521/h)
20241105-03:35:11 nb_validated 2145 model 2 (finishes Tue 03:38 -- 6571/h)
20241105-03:35:27 nb_validated 2157 model 4 (finishes Tue 03:38 -- 6517/h)
20241105-03:35:29 nb_validated 2182 model 0 (finishes Tue 03:38 -- 6583/h)
20241105-03:35:45 nb_validated 2181 model 3 (finishes Tue 03:38 -- 6491/h)
20241105-03:35:47 nb_validated 2209 model 4 (finishes Tue 03:38 -- 6567/h)
20241105-03:36:03 nb_validated 2216 model 0 (finishes Tue 03:38 -- 6499/h)
20241105-03:36:05 nb_validated 2231 model 4 (finishes Tue 03:38 -- 6536/h)
20241105-03:36:22 nb_validated 2249 model 0 (finishes Tue 03:38 -- 6500/h)
20241105-03:36:22 nb_validated 2266 model 3 (finishes Tue 03:38 -- 6544/h)
20241105-03:36:40 nb_validated 2282 model 1 (finishes Tue 03:38 -- 6501/h)
20241105-03:36:40 nb_validated 2300 model 0 (finishes Tue 03:38 -- 6548/h)
20241105-03:36:57 nb_validated 2321 model 4 (finishes Tue 03:38 -- 6521/h)
20241105-03:36:58 nb_validated 2342 model 4 (finishes Tue 03:38 -- 6575/h)
20241105-03:37:15 nb_validated 2356 model 1 (finishes Tue 03:38 -- 6527/h)
20241105-03:37:16 nb_validated 2386 model 2 (finishes Tue 03:38 -- 6605/h)
20241105-03:37:33 nb_validated 2390 model 2 (finishes Tue 03:38 -- 6532/h)
20241105-03:37:34 nb_validated 2414 model 3 (finishes Tue 03:38 -- 6591/h)
20241105-03:37:51 nb_validated 2415 model 3 (finishes Tue 03:38 -- 6512/h)
20241105-03:37:52 nb_validated 2445 model 0 (finishes Tue 03:38 -- 6586/h)
20241105-03:38:09 nb_validated 2444 model 4 (finishes Tue 03:38 -- 6503/h)
20241105-03:38:10 nb_validated 2489 model 1 (finishes Tue 03:38 -- 6615/h)
20241105-03:38:19 generate_c_quizz_speed 6611/h
20241105-03:38:27 nb_validated 2477 model 3 (finishes Tue 03:38 -- 6505/h)
20241105-03:38:44 nb_validated 2508 model 0 (finishes now! -- 6504/h)
20241105-03:38:44 generate_c_quizz_speed 6504/h
20241105-03:38:53 wrote culture_c_quiz_1865.png
20241105-03:38:53 generated_c_quizzes torch.Size([5012, 400])
20241105-03:52:37 nb_c_quizzes 45067
20241105-03:52:37 weakest_accuracies [0, 0]
20241105-03:52:37 dummy_rand tensor([0.0166])
20241105-03:52:37 dummy_rand tensor([0.0074])
20241105-03:52:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:52:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:55:09 train_loss 1865 model 0 0.03598545169830322
20241105-03:55:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:55:09 train_loss 1865 model 1 0.035341659545898435
20241105-03:55:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:55:11 test_loss 1865 model 0 0.028248062133789064
20241105-03:55:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:55:11 test_loss 1865 model 1 0.031118927001953126
20241105-03:55:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:55:13 test_accuracy 1865 model 0 nb_correct 2237 / 2500 (89.48%)
20241105-03:55:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:55:13 test_accuracy 1865 model 1 nb_correct 2233 / 2500 (89.32%)
20241105-03:55:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:55:23 wrote ae_*.pth
20241105-03:55:23 epoch_duration 39min47s next_finish 04:35:10
20241105-03:55:23 wrote state.pth
20241105-03:55:23 --- epoch 1866 ----------------------------------------
20241105-03:55:23 current_test_accuracies 0.8948 0.8932 0.0000 0.0000 0.0000
20241105-03:55:23 nb_c_quizzes 45067
20241105-03:55:23 weakest_accuracies [0, 0]
20241105-03:55:23 dummy_rand tensor([0.8449])
20241105-03:55:23 dummy_rand tensor([0.1862])
20241105-03:55:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:55:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:57:55 train_loss 1866 model 2 0.03531501007080078
20241105-03:57:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:57:55 train_loss 1866 model 3 0.03583694076538086
20241105-03:57:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:57:57 test_loss 1866 model 2 0.030553131103515624
20241105-03:57:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:57:57 test_loss 1866 model 3 0.029003143310546875
20241105-03:57:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-03:58:00 test_accuracy 1866 model 2 nb_correct 2207 / 2500 (88.28%)
20241105-03:58:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:58:00 test_accuracy 1866 model 3 nb_correct 2174 / 2500 (86.96%)
20241105-03:58:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-03:58:09 wrote ae_*.pth
20241105-03:58:09 epoch_duration 2min46s next_finish 04:00:55
20241105-03:58:10 wrote state.pth
20241105-03:58:10 --- epoch 1867 ----------------------------------------
20241105-03:58:10 current_test_accuracies 0.8948 0.8932 0.8828 0.8696 0.0000
20241105-03:58:10 nb_c_quizzes 45067
20241105-03:58:10 weakest_accuracies [0, 0.8696]
20241105-03:58:10 dummy_rand tensor([0.4634])
20241105-03:58:10 dummy_rand tensor([0.2297])
20241105-03:58:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-03:58:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:00:41 train_loss 1867 model 4 0.035668491363525394
20241105-04:00:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:00:41 train_loss 1867 model 3 0.03569104766845703
20241105-04:00:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:00:44 test_loss 1867 model 4 0.030208015441894533
20241105-04:00:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:00:44 test_loss 1867 model 3 0.031497802734375
20241105-04:00:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:00:46 test_accuracy 1867 model 4 nb_correct 2289 / 2500 (91.56%)
20241105-04:00:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:00:46 test_accuracy 1867 model 3 nb_correct 2283 / 2500 (91.32%)
20241105-04:00:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:00:56 wrote ae_*.pth
20241105-04:00:56 epoch_duration 2min46s next_finish 04:03:42
20241105-04:00:56 wrote state.pth
20241105-04:00:56 --- epoch 1868 ----------------------------------------
20241105-04:00:56 current_test_accuracies 0.8948 0.8932 0.8828 0.9132 0.9156
20241105-04:00:56 nb_c_quizzes 45067
20241105-04:00:56 weakest_accuracies [0.8828, 0.8932]
20241105-04:00:56 dummy_rand tensor([0.1514])
20241105-04:00:56 dummy_rand tensor([0.0520])
20241105-04:00:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:00:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:03:28 train_loss 1868 model 2 0.03502407455444336
20241105-04:03:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:03:28 train_loss 1868 model 1 0.03503554916381836
20241105-04:03:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:03:30 test_loss 1868 model 2 0.028142852783203123
20241105-04:03:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:03:30 test_loss 1868 model 1 0.030596466064453126
20241105-04:03:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:03:32 test_accuracy 1868 model 2 nb_correct 2241 / 2500 (89.64%)
20241105-04:03:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:03:32 test_accuracy 1868 model 1 nb_correct 2222 / 2500 (88.88%)
20241105-04:03:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:03:42 wrote ae_*.pth
20241105-04:03:42 epoch_duration 2min46s next_finish 04:06:28
20241105-04:03:42 wrote state.pth
20241105-04:03:42 --- epoch 1869 ----------------------------------------
20241105-04:03:42 current_test_accuracies 0.8948 0.8888 0.8964 0.9132 0.9156
20241105-04:03:42 nb_c_quizzes 45067
20241105-04:03:42 weakest_accuracies [0.8888, 0.8948]
20241105-04:03:42 dummy_rand tensor([0.9332])
20241105-04:03:42 dummy_rand tensor([0.5779])
20241105-04:03:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:03:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:06:14 train_loss 1869 model 0 0.035920928955078125
20241105-04:06:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:06:14 train_loss 1869 model 1 0.03605289840698242
20241105-04:06:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:06:17 test_loss 1869 model 0 0.029126815795898438
20241105-04:06:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:06:17 test_loss 1869 model 1 0.03460350036621094
20241105-04:06:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:06:19 test_accuracy 1869 model 0 nb_correct 2258 / 2500 (90.32%)
20241105-04:06:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:06:19 test_accuracy 1869 model 1 nb_correct 2245 / 2500 (89.80%)
20241105-04:06:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:06:29 wrote ae_*.pth
20241105-04:06:29 epoch_duration 2min46s next_finish 04:09:15
20241105-04:06:29 wrote state.pth
20241105-04:06:29 --- epoch 1870 ----------------------------------------
20241105-04:06:29 current_test_accuracies 0.9032 0.8980 0.8964 0.9132 0.9156
20241105-04:06:29 nb_c_quizzes 45067
20241105-04:06:29 weakest_accuracies [0.8964, 0.898]
20241105-04:06:29 dummy_rand tensor([0.5227])
20241105-04:06:29 dummy_rand tensor([0.1469])
20241105-04:06:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:06:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:09:00 train_loss 1870 model 2 0.03557004928588867
20241105-04:09:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:09:00 train_loss 1870 model 1 0.036305683135986325
20241105-04:09:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:09:03 test_loss 1870 model 2 0.026287708282470703
20241105-04:09:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:09:03 test_loss 1870 model 1 0.03146659851074219
20241105-04:09:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:09:05 test_accuracy 1870 model 2 nb_correct 2209 / 2500 (88.36%)
20241105-04:09:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:09:05 test_accuracy 1870 model 1 nb_correct 2253 / 2500 (90.12%)
20241105-04:09:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:09:14 wrote ae_*.pth
20241105-04:09:14 epoch_duration 2min45s next_finish 04:12:00
20241105-04:09:15 wrote state.pth
20241105-04:09:15 --- epoch 1871 ----------------------------------------
20241105-04:09:15 current_test_accuracies 0.9032 0.9012 0.8836 0.9132 0.9156
20241105-04:09:15 nb_c_quizzes 45067
20241105-04:09:15 weakest_accuracies [0.8836, 0.9012]
20241105-04:09:15 dummy_rand tensor([0.1213])
20241105-04:09:15 dummy_rand tensor([0.9329])
20241105-04:09:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:09:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:11:47 train_loss 1871 model 1 0.036012476921081546
20241105-04:11:47 train_loss 1871 model 2 0.03554607391357422
20241105-04:11:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:11:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:11:49 test_loss 1871 model 1 0.02847003936767578
20241105-04:11:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:11:49 test_loss 1871 model 2 0.031928939819335936
20241105-04:11:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:11:51 test_accuracy 1871 model 1 nb_correct 2299 / 2500 (91.96%)
20241105-04:11:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:11:52 test_accuracy 1871 model 2 nb_correct 2253 / 2500 (90.12%)
20241105-04:11:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:12:01 wrote ae_*.pth
20241105-04:12:01 epoch_duration 2min46s next_finish 04:14:48
20241105-04:12:01 wrote state.pth
20241105-04:12:01 --- epoch 1872 ----------------------------------------
20241105-04:12:01 current_test_accuracies 0.9032 0.9196 0.9012 0.9132 0.9156
20241105-04:12:01 nb_c_quizzes 45067
20241105-04:12:01 weakest_accuracies [0.9012, 0.9032]
20241105-04:12:01 dummy_rand tensor([0.1285])
20241105-04:12:01 dummy_rand tensor([0.9788])
20241105-04:12:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:12:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:14:33 train_loss 1872 model 0 0.03577645492553711
20241105-04:14:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:14:33 train_loss 1872 model 2 0.03599225044250488
20241105-04:14:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:14:35 test_loss 1872 model 0 0.0290362548828125
20241105-04:14:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:14:35 test_loss 1872 model 2 0.02994901657104492
20241105-04:14:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:14:37 test_accuracy 1872 model 0 nb_correct 2229 / 2500 (89.16%)
20241105-04:14:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:14:37 test_accuracy 1872 model 2 nb_correct 2292 / 2500 (91.68%)
20241105-04:14:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:14:47 wrote ae_*.pth
20241105-04:14:47 epoch_duration 2min45s next_finish 04:17:33
20241105-04:14:47 wrote state.pth
20241105-04:14:47 --- epoch 1873 ----------------------------------------
20241105-04:14:47 current_test_accuracies 0.8916 0.9196 0.9168 0.9132 0.9156
20241105-04:14:47 nb_c_quizzes 45067
20241105-04:14:47 weakest_accuracies [0.8916, 0.9132]
20241105-04:14:47 dummy_rand tensor([0.0726])
20241105-04:14:47 dummy_rand tensor([0.8482])
20241105-04:14:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:14:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:17:19 train_loss 1873 model 3 0.03545709800720215
20241105-04:17:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:17:19 train_loss 1873 model 0 0.035879886627197266
20241105-04:17:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:17:21 test_loss 1873 model 3 0.02488372802734375
20241105-04:17:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:17:21 test_loss 1873 model 0 0.02705352783203125
20241105-04:17:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:17:23 test_accuracy 1873 model 3 nb_correct 2269 / 2500 (90.76%)
20241105-04:17:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:17:23 test_accuracy 1873 model 0 nb_correct 2249 / 2500 (89.96%)
20241105-04:17:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:17:33 wrote ae_*.pth
20241105-04:17:33 epoch_duration 2min46s next_finish 04:20:19
20241105-04:17:33 wrote state.pth
20241105-04:17:33 --- epoch 1874 ----------------------------------------
20241105-04:17:33 current_test_accuracies 0.8996 0.9196 0.9168 0.9076 0.9156
20241105-04:17:33 nb_c_quizzes 45067
20241105-04:17:33 weakest_accuracies [0.8996, 0.9076]
20241105-04:17:33 dummy_rand tensor([0.4270])
20241105-04:17:33 dummy_rand tensor([0.0484])
20241105-04:17:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:17:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:20:05 train_loss 1874 model 0 0.03588030624389649
20241105-04:20:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:20:05 train_loss 1874 model 3 0.035796245574951174
20241105-04:20:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:20:07 test_loss 1874 model 0 0.03210655212402344
20241105-04:20:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:20:07 test_loss 1874 model 3 0.028505172729492188
20241105-04:20:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:20:10 test_accuracy 1874 model 0 nb_correct 2264 / 2500 (90.56%)
20241105-04:20:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:20:10 test_accuracy 1874 model 3 nb_correct 2304 / 2500 (92.16%)
20241105-04:20:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:20:19 wrote ae_*.pth
20241105-04:20:19 epoch_duration 2min46s next_finish 04:23:05
20241105-04:20:19 wrote state.pth
20241105-04:20:19 --- epoch 1875 ----------------------------------------
20241105-04:20:19 current_test_accuracies 0.9056 0.9196 0.9168 0.9216 0.9156
20241105-04:20:19 nb_c_quizzes 45067
20241105-04:20:19 weakest_accuracies [0.9056, 0.9156]
20241105-04:20:19 dummy_rand tensor([0.3144])
20241105-04:20:19 dummy_rand tensor([0.4341])
20241105-04:20:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:20:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:22:51 train_loss 1875 model 0 0.03519705963134766
20241105-04:22:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:22:51 train_loss 1875 model 4 0.03505715942382812
20241105-04:22:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:22:53 test_loss 1875 model 0 0.03306625366210938
20241105-04:22:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:22:54 test_loss 1875 model 4 0.031750030517578125
20241105-04:22:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:22:56 test_accuracy 1875 model 0 nb_correct 2198 / 2500 (87.92%)
20241105-04:22:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:22:56 test_accuracy 1875 model 4 nb_correct 2294 / 2500 (91.76%)
20241105-04:22:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:23:05 wrote ae_*.pth
20241105-04:23:05 epoch_duration 2min46s next_finish 04:25:52
20241105-04:23:06 wrote state.pth
20241105-04:23:06 --- epoch 1876 ----------------------------------------
20241105-04:23:06 current_test_accuracies 0.8792 0.9196 0.9168 0.9216 0.9176
20241105-04:23:06 nb_c_quizzes 45067
20241105-04:23:06 weakest_accuracies [0.8792, 0.9168]
20241105-04:23:06 dummy_rand tensor([0.1146])
20241105-04:23:06 dummy_rand tensor([0.9955])
20241105-04:23:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:23:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:25:37 train_loss 1876 model 0 0.035949642181396485
20241105-04:25:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:25:37 train_loss 1876 model 2 0.03555150604248047
20241105-04:25:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:25:40 test_loss 1876 model 0 0.031554641723632815
20241105-04:25:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:25:40 test_loss 1876 model 2 0.02957670211791992
20241105-04:25:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:25:42 test_accuracy 1876 model 0 nb_correct 2280 / 2500 (91.20%)
20241105-04:25:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:25:42 test_accuracy 1876 model 2 nb_correct 2326 / 2500 (93.04%)
20241105-04:25:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:25:52 wrote ae_*.pth
20241105-04:25:52 epoch_duration 2min46s next_finish 04:28:38
20241105-04:25:52 wrote state.pth
20241105-04:25:52 --- epoch 1877 ----------------------------------------
20241105-04:25:52 current_test_accuracies 0.9120 0.9196 0.9304 0.9216 0.9176
20241105-04:25:52 nb_c_quizzes 45067
20241105-04:25:52 weakest_accuracies [0.912, 0.9176]
20241105-04:25:52 dummy_rand tensor([0.5814])
20241105-04:25:52 dummy_rand tensor([0.8902])
20241105-04:25:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:25:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:28:23 train_loss 1877 model 0 0.03558197498321533
20241105-04:28:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:28:23 train_loss 1877 model 4 0.036125667572021486
20241105-04:28:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:28:26 test_loss 1877 model 0 0.028763427734375
20241105-04:28:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:28:26 test_loss 1877 model 4 0.028192825317382812
20241105-04:28:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:28:28 test_accuracy 1877 model 0 nb_correct 2235 / 2500 (89.40%)
20241105-04:28:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:28:28 test_accuracy 1877 model 4 nb_correct 2298 / 2500 (91.92%)
20241105-04:28:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:28:38 wrote ae_*.pth
20241105-04:28:38 epoch_duration 2min46s next_finish 04:31:24
20241105-04:28:38 wrote state.pth
20241105-04:28:38 --- epoch 1878 ----------------------------------------
20241105-04:28:38 current_test_accuracies 0.8940 0.9196 0.9304 0.9216 0.9192
20241105-04:28:38 nb_c_quizzes 45067
20241105-04:28:38 weakest_accuracies [0.894, 0.9192]
20241105-04:28:38 dummy_rand tensor([0.1680])
20241105-04:28:38 dummy_rand tensor([0.8292])
20241105-04:28:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:28:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:31:10 train_loss 1878 model 4 0.035242088317871095
20241105-04:31:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:31:10 train_loss 1878 model 0 0.035572998046875
20241105-04:31:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:31:12 test_loss 1878 model 4 0.027835845947265625
20241105-04:31:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:31:12 test_loss 1878 model 0 0.028669281005859373
20241105-04:31:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:31:14 test_accuracy 1878 model 4 nb_correct 2316 / 2500 (92.64%)
20241105-04:31:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:31:14 test_accuracy 1878 model 0 nb_correct 2275 / 2500 (91.00%)
20241105-04:31:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:31:24 wrote ae_*.pth
20241105-04:31:24 epoch_duration 2min46s next_finish 04:34:10
20241105-04:31:24 wrote state.pth
20241105-04:31:24 --- epoch 1879 ----------------------------------------
20241105-04:31:24 current_test_accuracies 0.9100 0.9196 0.9304 0.9216 0.9264
20241105-04:31:24 nb_c_quizzes 45067
20241105-04:31:24 weakest_accuracies [0.91, 0.9196]
20241105-04:31:24 dummy_rand tensor([0.0914])
20241105-04:31:24 dummy_rand tensor([0.4711])
20241105-04:31:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:31:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:33:56 train_loss 1879 model 1 0.035318602561950685
20241105-04:33:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:33:56 train_loss 1879 model 0 0.035625232696533206
20241105-04:33:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:33:58 test_loss 1879 model 1 0.02913867950439453
20241105-04:33:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:33:58 test_loss 1879 model 0 0.0322998046875
20241105-04:33:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:34:00 test_accuracy 1879 model 1 nb_correct 2208 / 2500 (88.32%)
20241105-04:34:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:34:00 test_accuracy 1879 model 0 nb_correct 2262 / 2500 (90.48%)
20241105-04:34:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:34:10 wrote ae_*.pth
20241105-04:34:10 epoch_duration 2min46s next_finish 04:36:56
20241105-04:34:10 wrote state.pth
20241105-04:34:10 --- epoch 1880 ----------------------------------------
20241105-04:34:10 current_test_accuracies 0.9048 0.8832 0.9304 0.9216 0.9264
20241105-04:34:10 nb_c_quizzes 45067
20241105-04:34:10 weakest_accuracies [0.8832, 0.9048]
20241105-04:34:10 dummy_rand tensor([0.7278])
20241105-04:34:10 dummy_rand tensor([0.7295])
20241105-04:34:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:34:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:36:42 train_loss 1880 model 1 0.03674295997619629
20241105-04:36:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:36:42 train_loss 1880 model 0 0.03578282165527344
20241105-04:36:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:36:44 test_loss 1880 model 1 0.032970314025878904
20241105-04:36:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:36:44 test_loss 1880 model 0 0.029412384033203124
20241105-04:36:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:36:47 test_accuracy 1880 model 1 nb_correct 2244 / 2500 (89.76%)
20241105-04:36:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:36:47 test_accuracy 1880 model 0 nb_correct 2257 / 2500 (90.28%)
20241105-04:36:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:36:56 wrote ae_*.pth
20241105-04:36:56 epoch_duration 2min46s next_finish 04:39:43
20241105-04:36:57 wrote state.pth
20241105-04:36:57 --- epoch 1881 ----------------------------------------
20241105-04:36:57 current_test_accuracies 0.9028 0.8976 0.9304 0.9216 0.9264
20241105-04:36:57 nb_c_quizzes 45067
20241105-04:36:57 weakest_accuracies [0.8976, 0.9028]
20241105-04:36:57 dummy_rand tensor([0.0815])
20241105-04:36:57 dummy_rand tensor([0.1089])
20241105-04:36:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:36:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:39:28 train_loss 1881 model 1 0.03621612548828125
20241105-04:39:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:39:28 train_loss 1881 model 0 0.03644932556152344
20241105-04:39:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:39:30 test_loss 1881 model 1 0.031077041625976562
20241105-04:39:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:39:30 test_loss 1881 model 0 0.028783721923828123
20241105-04:39:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:39:33 test_accuracy 1881 model 1 nb_correct 2299 / 2500 (91.96%)
20241105-04:39:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:39:33 test_accuracy 1881 model 0 nb_correct 2233 / 2500 (89.32%)
20241105-04:39:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:39:42 wrote ae_*.pth
20241105-04:39:42 epoch_duration 2min46s next_finish 04:42:28
20241105-04:39:43 wrote state.pth
20241105-04:39:43 --- epoch 1882 ----------------------------------------
20241105-04:39:43 current_test_accuracies 0.8932 0.9196 0.9304 0.9216 0.9264
20241105-04:39:43 nb_c_quizzes 45067
20241105-04:39:43 weakest_accuracies [0.8932, 0.9196]
20241105-04:39:43 dummy_rand tensor([0.8909])
20241105-04:39:43 dummy_rand tensor([0.9719])
20241105-04:39:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:39:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:42:14 train_loss 1882 model 0 0.03579315185546875
20241105-04:42:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:42:14 train_loss 1882 model 1 0.035508121490478516
20241105-04:42:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:42:17 test_loss 1882 model 0 0.02968879699707031
20241105-04:42:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:42:17 test_loss 1882 model 1 0.03148933410644531
20241105-04:42:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:42:19 test_accuracy 1882 model 1 nb_correct 2283 / 2500 (91.32%)
20241105-04:42:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:42:19 test_accuracy 1882 model 0 nb_correct 2297 / 2500 (91.88%)
20241105-04:42:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:42:29 wrote ae_*.pth
20241105-04:42:29 epoch_duration 2min46s next_finish 04:45:15
20241105-04:42:29 wrote state.pth
20241105-04:42:29 --- epoch 1883 ----------------------------------------
20241105-04:42:29 current_test_accuracies 0.9188 0.9132 0.9304 0.9216 0.9264
20241105-04:42:29 nb_c_quizzes 45067
20241105-04:42:29 weakest_accuracies [0.9132, 0.9188]
20241105-04:42:29 dummy_rand tensor([0.2472])
20241105-04:42:29 dummy_rand tensor([0.5688])
20241105-04:42:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:42:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:45:01 train_loss 1883 model 1 0.034762481689453124
20241105-04:45:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:45:01 train_loss 1883 model 0 0.036113677978515626
20241105-04:45:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:45:03 test_loss 1883 model 0 0.03120922088623047
20241105-04:45:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:45:03 test_loss 1883 model 1 0.031380386352539064
20241105-04:45:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:45:06 test_accuracy 1883 model 0 nb_correct 2281 / 2500 (91.24%)
20241105-04:45:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:45:06 test_accuracy 1883 model 1 nb_correct 2252 / 2500 (90.08%)
20241105-04:45:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:45:15 wrote ae_*.pth
20241105-04:45:15 epoch_duration 2min46s next_finish 04:48:02
20241105-04:45:16 wrote state.pth
20241105-04:45:16 --- epoch 1884 ----------------------------------------
20241105-04:45:16 current_test_accuracies 0.9124 0.9008 0.9304 0.9216 0.9264
20241105-04:45:16 nb_c_quizzes 45067
20241105-04:45:16 weakest_accuracies [0.9008, 0.9124]
20241105-04:45:16 dummy_rand tensor([0.8472])
20241105-04:45:16 dummy_rand tensor([0.2937])
20241105-04:45:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:45:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:47:47 train_loss 1884 model 1 0.035099594116210935
20241105-04:47:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:47:48 train_loss 1884 model 0 0.03589823532104492
20241105-04:47:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:47:50 test_loss 1884 model 1 0.029078826904296876
20241105-04:47:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:47:50 test_loss 1884 model 0 0.031966514587402343
20241105-04:47:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:47:52 test_accuracy 1884 model 1 nb_correct 2304 / 2500 (92.16%)
20241105-04:47:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:47:52 test_accuracy 1884 model 0 nb_correct 2274 / 2500 (90.96%)
20241105-04:47:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:48:02 wrote ae_*.pth
20241105-04:48:02 epoch_duration 2min46s next_finish 04:50:48
20241105-04:48:02 wrote state.pth
20241105-04:48:02 --- epoch 1885 ----------------------------------------
20241105-04:48:02 current_test_accuracies 0.9096 0.9216 0.9304 0.9216 0.9264
20241105-04:48:02 nb_c_quizzes 45067
20241105-04:48:02 weakest_accuracies [0.9096, 0.9216]
20241105-04:48:02 dummy_rand tensor([0.9309])
20241105-04:48:02 dummy_rand tensor([0.3167])
20241105-04:48:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:48:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:50:34 train_loss 1885 model 1 0.03457826614379883
20241105-04:50:34 train_loss 1885 model 0 0.03643027877807617
20241105-04:50:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:50:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:50:36 test_loss 1885 model 1 0.03206245422363281
20241105-04:50:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:50:36 test_loss 1885 model 0 0.0323223876953125
20241105-04:50:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:50:38 test_accuracy 1885 model 1 nb_correct 2294 / 2500 (91.76%)
20241105-04:50:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:50:38 test_accuracy 1885 model 0 nb_correct 2227 / 2500 (89.08%)
20241105-04:50:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:50:48 wrote ae_*.pth
20241105-04:50:48 epoch_duration 2min46s next_finish 04:53:35
20241105-04:50:48 wrote state.pth
20241105-04:50:48 --- epoch 1886 ----------------------------------------
20241105-04:50:48 current_test_accuracies 0.8908 0.9176 0.9304 0.9216 0.9264
20241105-04:50:48 nb_c_quizzes 45067
20241105-04:50:48 weakest_accuracies [0.8908, 0.9176]
20241105-04:50:48 dummy_rand tensor([0.8607])
20241105-04:50:48 dummy_rand tensor([0.8661])
20241105-04:50:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:50:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:53:20 train_loss 1886 model 0 0.035570661544799806
20241105-04:53:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:53:20 train_loss 1886 model 1 0.035374881744384766
20241105-04:53:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:53:23 test_loss 1886 model 0 0.027375526428222656
20241105-04:53:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:53:23 test_loss 1886 model 1 0.029322967529296876
20241105-04:53:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:53:25 test_accuracy 1886 model 0 nb_correct 2287 / 2500 (91.48%)
20241105-04:53:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:53:25 test_accuracy 1886 model 1 nb_correct 2270 / 2500 (90.80%)
20241105-04:53:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:53:34 wrote ae_*.pth
20241105-04:53:34 epoch_duration 2min46s next_finish 04:56:21
20241105-04:53:35 wrote state.pth
20241105-04:53:35 --- epoch 1887 ----------------------------------------
20241105-04:53:35 current_test_accuracies 0.9148 0.9080 0.9304 0.9216 0.9264
20241105-04:53:35 nb_c_quizzes 45067
20241105-04:53:35 weakest_accuracies [0.908, 0.9148]
20241105-04:53:35 dummy_rand tensor([0.0463])
20241105-04:53:35 dummy_rand tensor([0.2398])
20241105-04:53:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:53:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:56:06 train_loss 1887 model 1 0.034887001037597655
20241105-04:56:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:56:07 train_loss 1887 model 0 0.0356121597290039
20241105-04:56:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:56:09 test_loss 1887 model 1 0.03144317626953125
20241105-04:56:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:56:09 test_loss 1887 model 0 0.029594879150390625
20241105-04:56:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:56:11 test_accuracy 1887 model 1 nb_correct 2281 / 2500 (91.24%)
20241105-04:56:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:56:11 test_accuracy 1887 model 0 nb_correct 2295 / 2500 (91.80%)
20241105-04:56:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:56:21 wrote ae_*.pth
20241105-04:56:21 epoch_duration 2min46s next_finish 04:59:07
20241105-04:56:21 wrote state.pth
20241105-04:56:21 --- epoch 1888 ----------------------------------------
20241105-04:56:21 current_test_accuracies 0.9180 0.9124 0.9304 0.9216 0.9264
20241105-04:56:21 nb_c_quizzes 45067
20241105-04:56:21 weakest_accuracies [0.9124, 0.918]
20241105-04:56:21 dummy_rand tensor([0.9010])
20241105-04:56:21 dummy_rand tensor([0.6504])
20241105-04:56:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:56:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:58:53 train_loss 1888 model 0 0.035539634704589845
20241105-04:58:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:58:53 train_loss 1888 model 1 0.03576177597045899
20241105-04:58:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:58:55 test_loss 1888 model 0 0.03248565673828125
20241105-04:58:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:58:55 test_loss 1888 model 1 0.03182144165039062
20241105-04:58:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-04:58:57 test_accuracy 1888 model 0 nb_correct 2276 / 2500 (91.04%)
20241105-04:58:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:58:57 test_accuracy 1888 model 1 nb_correct 2243 / 2500 (89.72%)
20241105-04:58:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-04:59:07 wrote ae_*.pth
20241105-04:59:07 epoch_duration 2min46s next_finish 05:01:53
20241105-04:59:07 wrote state.pth
20241105-04:59:07 --- epoch 1889 ----------------------------------------
20241105-04:59:07 current_test_accuracies 0.9104 0.8972 0.9304 0.9216 0.9264
20241105-04:59:07 nb_c_quizzes 45067
20241105-04:59:07 weakest_accuracies [0.8972, 0.9104]
20241105-04:59:07 dummy_rand tensor([0.6174])
20241105-04:59:07 dummy_rand tensor([0.0614])
20241105-04:59:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-04:59:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:01:39 train_loss 1889 model 1 0.03517286682128906
20241105-05:01:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:01:39 train_loss 1889 model 0 0.03541987419128418
20241105-05:01:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:01:41 test_loss 1889 model 1 0.02950958251953125
20241105-05:01:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:01:41 test_loss 1889 model 0 0.027227630615234377
20241105-05:01:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:01:43 test_accuracy 1889 model 1 nb_correct 2269 / 2500 (90.76%)
20241105-05:01:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:01:43 test_accuracy 1889 model 0 nb_correct 2300 / 2500 (92.00%)
20241105-05:01:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:01:53 wrote ae_*.pth
20241105-05:01:53 epoch_duration 2min46s next_finish 05:04:39
20241105-05:01:53 wrote state.pth
20241105-05:01:53 --- epoch 1890 ----------------------------------------
20241105-05:01:53 current_test_accuracies 0.9200 0.9076 0.9304 0.9216 0.9264
20241105-05:01:53 nb_c_quizzes 45067
20241105-05:01:53 weakest_accuracies [0.9076, 0.92]
20241105-05:01:53 dummy_rand tensor([0.4406])
20241105-05:01:53 dummy_rand tensor([0.1498])
20241105-05:01:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:01:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:04:25 train_loss 1890 model 1 0.03539029312133789
20241105-05:04:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:04:25 train_loss 1890 model 0 0.0359256477355957
20241105-05:04:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:04:27 test_loss 1890 model 1 0.03210208892822266
20241105-05:04:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:04:27 test_loss 1890 model 0 0.030218658447265626
20241105-05:04:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:04:30 test_accuracy 1890 model 1 nb_correct 2209 / 2500 (88.36%)
20241105-05:04:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:04:30 test_accuracy 1890 model 0 nb_correct 2305 / 2500 (92.20%)
20241105-05:04:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:04:39 wrote ae_*.pth
20241105-05:04:39 epoch_duration 2min46s next_finish 05:07:26
20241105-05:04:40 wrote state.pth
20241105-05:04:40 --- epoch 1891 ----------------------------------------
20241105-05:04:40 current_test_accuracies 0.9220 0.8836 0.9304 0.9216 0.9264
20241105-05:04:40 nb_c_quizzes 45067
20241105-05:04:40 weakest_accuracies [0.8836, 0.9216]
20241105-05:04:40 dummy_rand tensor([0.7369])
20241105-05:04:40 dummy_rand tensor([0.5574])
20241105-05:04:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:04:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:07:11 train_loss 1891 model 1 0.03406122970581055
20241105-05:07:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:07:11 train_loss 1891 model 3 0.035440921783447266
20241105-05:07:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:07:13 test_loss 1891 model 1 0.032259979248046876
20241105-05:07:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:07:14 test_loss 1891 model 3 0.027811684608459473
20241105-05:07:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:07:16 test_accuracy 1891 model 1 nb_correct 2261 / 2500 (90.44%)
20241105-05:07:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:07:16 test_accuracy 1891 model 3 nb_correct 2345 / 2500 (93.80%)
20241105-05:07:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:07:25 wrote ae_*.pth
20241105-05:07:25 epoch_duration 2min46s next_finish 05:10:12
20241105-05:07:26 wrote state.pth
20241105-05:07:26 --- epoch 1892 ----------------------------------------
20241105-05:07:26 current_test_accuracies 0.9220 0.9044 0.9304 0.9380 0.9264
20241105-05:07:26 nb_c_quizzes 45067
20241105-05:07:26 weakest_accuracies [0.9044, 0.922]
20241105-05:07:26 dummy_rand tensor([0.6694])
20241105-05:07:26 dummy_rand tensor([0.0169])
20241105-05:07:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:07:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:09:57 train_loss 1892 model 1 0.03604377269744873
20241105-05:09:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:09:57 train_loss 1892 model 0 0.03599490737915039
20241105-05:09:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:10:00 test_loss 1892 model 1 0.030710067749023438
20241105-05:10:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:10:00 test_loss 1892 model 0 0.03041496276855469
20241105-05:10:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:10:02 test_accuracy 1892 model 1 nb_correct 2253 / 2500 (90.12%)
20241105-05:10:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:10:02 test_accuracy 1892 model 0 nb_correct 2248 / 2500 (89.92%)
20241105-05:10:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:10:12 wrote ae_*.pth
20241105-05:10:12 epoch_duration 2min46s next_finish 05:12:58
20241105-05:10:12 wrote state.pth
20241105-05:10:12 --- epoch 1893 ----------------------------------------
20241105-05:10:12 current_test_accuracies 0.8992 0.9012 0.9304 0.9380 0.9264
20241105-05:10:12 nb_c_quizzes 45067
20241105-05:10:12 weakest_accuracies [0.8992, 0.9012]
20241105-05:10:12 dummy_rand tensor([0.3135])
20241105-05:10:12 dummy_rand tensor([0.9404])
20241105-05:10:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:10:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:12:44 train_loss 1893 model 0 0.035276025772094724
20241105-05:12:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:12:44 train_loss 1893 model 1 0.03500267028808594
20241105-05:12:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:12:46 test_loss 1893 model 0 0.029305419921875
20241105-05:12:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:12:46 test_loss 1893 model 1 0.032005691528320314
20241105-05:12:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:12:48 test_accuracy 1893 model 0 nb_correct 2236 / 2500 (89.44%)
20241105-05:12:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:12:48 test_accuracy 1893 model 1 nb_correct 2304 / 2500 (92.16%)
20241105-05:12:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:12:58 wrote ae_*.pth
20241105-05:12:58 epoch_duration 2min46s next_finish 05:15:44
20241105-05:12:58 wrote state.pth
20241105-05:12:58 --- epoch 1894 ----------------------------------------
20241105-05:12:58 current_test_accuracies 0.8944 0.9216 0.9304 0.9380 0.9264
20241105-05:12:58 nb_c_quizzes 45067
20241105-05:12:58 weakest_accuracies [0.8944, 0.9216]
20241105-05:12:58 dummy_rand tensor([0.1166])
20241105-05:12:58 dummy_rand tensor([0.3344])
20241105-05:12:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:12:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:15:30 train_loss 1894 model 0 0.03560282135009766
20241105-05:15:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:15:30 train_loss 1894 model 1 0.035297857284545896
20241105-05:15:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:15:32 test_loss 1894 model 0 0.030945472717285157
20241105-05:15:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:15:32 test_loss 1894 model 1 0.030116310119628908
20241105-05:15:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:15:34 test_accuracy 1894 model 0 nb_correct 2205 / 2500 (88.20%)
20241105-05:15:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:15:35 test_accuracy 1894 model 1 nb_correct 2272 / 2500 (90.88%)
20241105-05:15:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:15:44 wrote ae_*.pth
20241105-05:15:44 epoch_duration 2min46s next_finish 05:18:30
20241105-05:15:44 wrote state.pth
20241105-05:15:44 --- epoch 1895 ----------------------------------------
20241105-05:15:44 current_test_accuracies 0.8820 0.9088 0.9304 0.9380 0.9264
20241105-05:15:44 nb_c_quizzes 45067
20241105-05:15:44 weakest_accuracies [0.882, 0.9088]
20241105-05:15:44 dummy_rand tensor([0.2399])
20241105-05:15:44 dummy_rand tensor([0.1571])
20241105-05:15:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:15:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:18:16 train_loss 1895 model 0 0.035648662567138674
20241105-05:18:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:18:16 train_loss 1895 model 1 0.03472429656982422
20241105-05:18:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:18:18 test_loss 1895 model 0 0.0300457763671875
20241105-05:18:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:18:18 test_loss 1895 model 1 0.03129619598388672
20241105-05:18:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:18:21 test_accuracy 1895 model 0 nb_correct 2210 / 2500 (88.40%)
20241105-05:18:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:18:21 test_accuracy 1895 model 1 nb_correct 2309 / 2500 (92.36%)
20241105-05:18:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:18:30 wrote ae_*.pth
20241105-05:18:30 epoch_duration 2min46s next_finish 05:21:17
20241105-05:18:31 wrote state.pth
20241105-05:18:31 --- epoch 1896 ----------------------------------------
20241105-05:18:31 current_test_accuracies 0.8840 0.9236 0.9304 0.9380 0.9264
20241105-05:18:31 nb_c_quizzes 45067
20241105-05:18:31 weakest_accuracies [0.884, 0.9236]
20241105-05:18:31 dummy_rand tensor([0.2730])
20241105-05:18:31 dummy_rand tensor([0.7886])
20241105-05:18:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:18:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:21:02 train_loss 1896 model 0 0.03439453125
20241105-05:21:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:21:02 train_loss 1896 model 1 0.034930486679077145
20241105-05:21:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:21:05 test_loss 1896 model 0 0.03007678985595703
20241105-05:21:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:21:05 test_loss 1896 model 1 0.033007659912109376
20241105-05:21:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:21:07 test_accuracy 1896 model 0 nb_correct 2304 / 2500 (92.16%)
20241105-05:21:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:21:07 test_accuracy 1896 model 1 nb_correct 2275 / 2500 (91.00%)
20241105-05:21:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:21:17 wrote ae_*.pth
20241105-05:21:17 epoch_duration 2min46s next_finish 05:24:03
20241105-05:21:17 wrote state.pth
20241105-05:21:17 --- epoch 1897 ----------------------------------------
20241105-05:21:17 current_test_accuracies 0.9216 0.9100 0.9304 0.9380 0.9264
20241105-05:21:17 nb_c_quizzes 45067
20241105-05:21:17 weakest_accuracies [0.91, 0.9216]
20241105-05:21:17 dummy_rand tensor([0.3466])
20241105-05:21:17 dummy_rand tensor([0.1619])
20241105-05:21:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:21:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:23:49 train_loss 1897 model 0 0.035152320861816404
20241105-05:23:49 train_loss 1897 model 1 0.03528351593017578
20241105-05:23:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:23:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:23:51 test_loss 1897 model 0 0.03095306396484375
20241105-05:23:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:23:51 test_loss 1897 model 1 0.029642333984375
20241105-05:23:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:23:53 test_accuracy 1897 model 0 nb_correct 2281 / 2500 (91.24%)
20241105-05:23:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:23:53 test_accuracy 1897 model 1 nb_correct 2282 / 2500 (91.28%)
20241105-05:23:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:24:03 wrote ae_*.pth
20241105-05:24:03 epoch_duration 2min46s next_finish 05:26:49
20241105-05:24:03 wrote state.pth
20241105-05:24:03 --- epoch 1898 ----------------------------------------
20241105-05:24:03 current_test_accuracies 0.9124 0.9128 0.9304 0.9380 0.9264
20241105-05:24:03 nb_c_quizzes 45067
20241105-05:24:03 weakest_accuracies [0.9124, 0.9128]
20241105-05:24:03 dummy_rand tensor([0.3066])
20241105-05:24:03 dummy_rand tensor([0.6756])
20241105-05:24:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:24:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:26:35 train_loss 1898 model 0 0.03600442504882812
20241105-05:26:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:26:35 train_loss 1898 model 1 0.03519046020507813
20241105-05:26:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:26:37 test_loss 1898 model 0 0.027675590515136718
20241105-05:26:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:26:37 test_loss 1898 model 1 0.03207000732421875
20241105-05:26:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:26:40 test_accuracy 1898 model 0 nb_correct 2319 / 2500 (92.76%)
20241105-05:26:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:26:40 test_accuracy 1898 model 1 nb_correct 2317 / 2500 (92.68%)
20241105-05:26:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:26:49 wrote ae_*.pth
20241105-05:26:49 epoch_duration 2min46s next_finish 05:29:35
20241105-05:26:49 wrote state.pth
20241105-05:26:49 --- epoch 1899 ----------------------------------------
20241105-05:26:49 current_test_accuracies 0.9276 0.9268 0.9304 0.9380 0.9264
20241105-05:26:49 nb_c_quizzes 45067
20241105-05:26:49 weakest_accuracies [0.9264, 0.9268]
20241105-05:26:49 dummy_rand tensor([0.8768])
20241105-05:26:49 dummy_rand tensor([0.1973])
20241105-05:26:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:26:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:29:21 train_loss 1899 model 4 0.03549810791015625
20241105-05:29:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:29:21 train_loss 1899 model 1 0.035455207824707034
20241105-05:29:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:29:24 test_loss 1899 model 4 0.028848114013671874
20241105-05:29:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:29:24 test_loss 1899 model 1 0.033067626953125
20241105-05:29:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:29:26 test_accuracy 1899 model 4 nb_correct 2286 / 2500 (91.44%)
20241105-05:29:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:29:26 test_accuracy 1899 model 1 nb_correct 2258 / 2500 (90.32%)
20241105-05:29:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:29:35 wrote ae_*.pth
20241105-05:29:35 epoch_duration 2min46s next_finish 05:32:21
20241105-05:29:36 wrote state.pth
20241105-05:29:36 --- epoch 1900 ----------------------------------------
20241105-05:29:36 current_test_accuracies 0.9276 0.9032 0.9304 0.9380 0.9144
20241105-05:29:36 nb_c_quizzes 45067
20241105-05:29:36 weakest_accuracies [0.9032, 0.9144]
20241105-05:29:36 dummy_rand tensor([0.4627])
20241105-05:29:36 dummy_rand tensor([0.2703])
20241105-05:29:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:29:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:32:07 train_loss 1900 model 1 0.03548963069915771
20241105-05:32:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:32:07 train_loss 1900 model 4 0.0360866470336914
20241105-05:32:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:32:10 test_loss 1900 model 1 0.029893455505371095
20241105-05:32:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:32:10 test_loss 1900 model 4 0.0297186279296875
20241105-05:32:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:32:12 test_accuracy 1900 model 1 nb_correct 2275 / 2500 (91.00%)
20241105-05:32:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:32:12 test_accuracy 1900 model 4 nb_correct 2295 / 2500 (91.80%)
20241105-05:32:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:32:22 wrote ae_*.pth
20241105-05:32:22 epoch_duration 2min46s next_finish 05:35:08
20241105-05:32:22 wrote state.pth
20241105-05:32:22 --- epoch 1901 ----------------------------------------
20241105-05:32:22 current_test_accuracies 0.9276 0.9100 0.9304 0.9380 0.9180
20241105-05:32:22 nb_c_quizzes 45067
20241105-05:32:22 weakest_accuracies [0.91, 0.918]
20241105-05:32:22 dummy_rand tensor([0.0032])
20241105-05:32:22 dummy_rand tensor([0.4944])
20241105-05:32:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:32:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:34:53 train_loss 1901 model 1 0.03443178939819336
20241105-05:34:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:34:53 train_loss 1901 model 4 0.035152559280395505
20241105-05:34:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:34:56 test_loss 1901 model 1 0.03651859283447265
20241105-05:34:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:34:56 test_loss 1901 model 4 0.027836647033691406
20241105-05:34:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:34:58 test_accuracy 1901 model 1 nb_correct 2289 / 2500 (91.56%)
20241105-05:34:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:34:58 test_accuracy 1901 model 4 nb_correct 2288 / 2500 (91.52%)
20241105-05:34:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:35:07 wrote ae_*.pth
20241105-05:35:07 epoch_duration 2min45s next_finish 05:37:53
20241105-05:35:08 wrote state.pth
20241105-05:35:08 --- epoch 1902 ----------------------------------------
20241105-05:35:08 current_test_accuracies 0.9276 0.9156 0.9304 0.9380 0.9152
20241105-05:35:08 nb_c_quizzes 45067
20241105-05:35:08 weakest_accuracies [0.9152, 0.9156]
20241105-05:35:08 dummy_rand tensor([0.8614])
20241105-05:35:08 dummy_rand tensor([0.5372])
20241105-05:35:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:35:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:37:40 train_loss 1902 model 1 0.03514794158935547
20241105-05:37:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:37:40 train_loss 1902 model 4 0.03557130718231201
20241105-05:37:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:37:42 test_loss 1902 model 1 0.03087554931640625
20241105-05:37:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:37:42 test_loss 1902 model 4 0.031134796142578126
20241105-05:37:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:37:44 test_accuracy 1902 model 1 nb_correct 2236 / 2500 (89.44%)
20241105-05:37:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:37:44 test_accuracy 1902 model 4 nb_correct 2276 / 2500 (91.04%)
20241105-05:37:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:37:54 wrote ae_*.pth
20241105-05:37:54 epoch_duration 2min46s next_finish 05:40:40
20241105-05:37:54 wrote state.pth
20241105-05:37:54 --- epoch 1903 ----------------------------------------
20241105-05:37:54 current_test_accuracies 0.9276 0.8944 0.9304 0.9380 0.9104
20241105-05:37:54 nb_c_quizzes 45067
20241105-05:37:54 weakest_accuracies [0.8944, 0.9104]
20241105-05:37:54 dummy_rand tensor([0.7381])
20241105-05:37:54 dummy_rand tensor([0.4631])
20241105-05:37:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:37:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:40:26 train_loss 1903 model 1 0.03488145065307617
20241105-05:40:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:40:26 train_loss 1903 model 4 0.03557516098022461
20241105-05:40:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:40:28 test_loss 1903 model 1 0.031649169921875
20241105-05:40:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:40:28 test_loss 1903 model 4 0.02857421875
20241105-05:40:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:40:31 test_accuracy 1903 model 1 nb_correct 2244 / 2500 (89.76%)
20241105-05:40:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:40:31 test_accuracy 1903 model 4 nb_correct 2295 / 2500 (91.80%)
20241105-05:40:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:40:40 wrote ae_*.pth
20241105-05:40:40 epoch_duration 2min46s next_finish 05:43:26
20241105-05:40:40 wrote state.pth
20241105-05:40:40 --- epoch 1904 ----------------------------------------
20241105-05:40:40 current_test_accuracies 0.9276 0.8976 0.9304 0.9380 0.9180
20241105-05:40:40 nb_c_quizzes 45067
20241105-05:40:40 weakest_accuracies [0.8976, 0.918]
20241105-05:40:40 dummy_rand tensor([0.0228])
20241105-05:40:40 dummy_rand tensor([0.7865])
20241105-05:40:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:40:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:43:12 train_loss 1904 model 4 0.03553861236572266
20241105-05:43:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:43:12 train_loss 1904 model 1 0.03510440444946289
20241105-05:43:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:43:15 test_loss 1904 model 4 0.029249134063720702
20241105-05:43:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:43:15 test_loss 1904 model 1 0.034421682357788086
20241105-05:43:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:43:17 test_accuracy 1904 model 4 nb_correct 2282 / 2500 (91.28%)
20241105-05:43:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:43:17 test_accuracy 1904 model 1 nb_correct 2311 / 2500 (92.44%)
20241105-05:43:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:43:27 wrote ae_*.pth
20241105-05:43:27 epoch_duration 2min46s next_finish 05:46:13
20241105-05:43:27 wrote state.pth
20241105-05:43:27 --- epoch 1905 ----------------------------------------
20241105-05:43:27 current_test_accuracies 0.9276 0.9244 0.9304 0.9380 0.9128
20241105-05:43:27 nb_c_quizzes 45067
20241105-05:43:27 weakest_accuracies [0.9128, 0.9244]
20241105-05:43:27 dummy_rand tensor([0.6659])
20241105-05:43:27 dummy_rand tensor([0.4340])
20241105-05:43:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:43:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:45:59 train_loss 1905 model 4 0.03505333137512207
20241105-05:45:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:45:59 train_loss 1905 model 1 0.03496704387664795
20241105-05:45:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:46:01 test_loss 1905 model 4 0.028126678466796874
20241105-05:46:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:46:01 test_loss 1905 model 1 0.03450462341308594
20241105-05:46:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:46:03 test_accuracy 1905 model 4 nb_correct 2295 / 2500 (91.80%)
20241105-05:46:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:46:03 test_accuracy 1905 model 1 nb_correct 2226 / 2500 (89.04%)
20241105-05:46:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:46:13 wrote ae_*.pth
20241105-05:46:13 epoch_duration 2min46s next_finish 05:48:59
20241105-05:46:13 wrote state.pth
20241105-05:46:13 --- epoch 1906 ----------------------------------------
20241105-05:46:13 current_test_accuracies 0.9276 0.8904 0.9304 0.9380 0.9180
20241105-05:46:13 nb_c_quizzes 45067
20241105-05:46:13 weakest_accuracies [0.8904, 0.918]
20241105-05:46:13 dummy_rand tensor([0.4457])
20241105-05:46:13 dummy_rand tensor([0.7466])
20241105-05:46:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:46:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:48:45 train_loss 1906 model 4 0.03514531326293945
20241105-05:48:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:48:45 train_loss 1906 model 1 0.035378341674804685
20241105-05:48:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:48:47 test_loss 1906 model 4 0.027763519287109375
20241105-05:48:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:48:47 test_loss 1906 model 1 0.028595733642578124
20241105-05:48:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:48:50 test_accuracy 1906 model 4 nb_correct 2226 / 2500 (89.04%)
20241105-05:48:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:48:50 test_accuracy 1906 model 1 nb_correct 2322 / 2500 (92.88%)
20241105-05:48:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:48:59 wrote ae_*.pth
20241105-05:48:59 epoch_duration 2min46s next_finish 05:51:45
20241105-05:49:00 wrote state.pth
20241105-05:49:00 --- epoch 1907 ----------------------------------------
20241105-05:49:00 current_test_accuracies 0.9276 0.9288 0.9304 0.9380 0.8904
20241105-05:49:00 nb_c_quizzes 45067
20241105-05:49:00 weakest_accuracies [0.8904, 0.9276]
20241105-05:49:00 dummy_rand tensor([0.6370])
20241105-05:49:00 dummy_rand tensor([0.6210])
20241105-05:49:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:49:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:51:31 train_loss 1907 model 4 0.03507414245605469
20241105-05:51:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:51:31 train_loss 1907 model 0 0.03545931243896484
20241105-05:51:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:51:34 test_loss 1907 model 4 0.02888771057128906
20241105-05:51:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:51:34 test_loss 1907 model 0 0.03203756332397461
20241105-05:51:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:51:36 test_accuracy 1907 model 4 nb_correct 2325 / 2500 (93.00%)
20241105-05:51:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:51:36 test_accuracy 1907 model 0 nb_correct 2272 / 2500 (90.88%)
20241105-05:51:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:51:45 wrote ae_*.pth
20241105-05:51:45 epoch_duration 2min46s next_finish 05:54:32
20241105-05:51:46 wrote state.pth
20241105-05:51:46 --- epoch 1908 ----------------------------------------
20241105-05:51:46 current_test_accuracies 0.9088 0.9288 0.9304 0.9380 0.9300
20241105-05:51:46 nb_c_quizzes 45067
20241105-05:51:46 weakest_accuracies [0.9088, 0.9288]
20241105-05:51:46 dummy_rand tensor([0.8153])
20241105-05:51:46 dummy_rand tensor([0.4228])
20241105-05:51:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:51:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:54:17 train_loss 1908 model 0 0.034732093811035154
20241105-05:54:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:54:18 train_loss 1908 model 1 0.034986053466796875
20241105-05:54:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:54:20 test_loss 1908 model 0 0.03284561157226563
20241105-05:54:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:54:20 test_loss 1908 model 1 0.032622394561767576
20241105-05:54:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:54:22 test_accuracy 1908 model 0 nb_correct 2210 / 2500 (88.40%)
20241105-05:54:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:54:22 test_accuracy 1908 model 1 nb_correct 2353 / 2500 (94.12%)
20241105-05:54:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:54:32 wrote ae_*.pth
20241105-05:54:32 epoch_duration 2min46s next_finish 05:57:18
20241105-05:54:32 wrote state.pth
20241105-05:54:32 --- epoch 1909 ----------------------------------------
20241105-05:54:32 current_test_accuracies 0.8840 0.9412 0.9304 0.9380 0.9300
20241105-05:54:32 nb_c_quizzes 45067
20241105-05:54:32 weakest_accuracies [0.884, 0.93]
20241105-05:54:32 dummy_rand tensor([0.0083])
20241105-05:54:32 dummy_rand tensor([0.3254])
20241105-05:54:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:54:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:57:04 train_loss 1909 model 0 0.034632844924926756
20241105-05:57:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:57:04 train_loss 1909 model 4 0.03554566192626953
20241105-05:57:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:57:06 test_loss 1909 model 0 0.028716888427734375
20241105-05:57:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:57:06 test_loss 1909 model 4 0.03097160339355469
20241105-05:57:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:57:09 test_accuracy 1909 model 0 nb_correct 2247 / 2500 (89.88%)
20241105-05:57:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:57:09 test_accuracy 1909 model 4 nb_correct 2338 / 2500 (93.52%)
20241105-05:57:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:57:18 wrote ae_*.pth
20241105-05:57:18 epoch_duration 2min46s next_finish 06:00:05
20241105-05:57:18 wrote state.pth
20241105-05:57:18 --- epoch 1910 ----------------------------------------
20241105-05:57:18 current_test_accuracies 0.8988 0.9412 0.9304 0.9380 0.9352
20241105-05:57:18 nb_c_quizzes 45067
20241105-05:57:18 weakest_accuracies [0.8988, 0.9304]
20241105-05:57:18 dummy_rand tensor([0.0381])
20241105-05:57:18 dummy_rand tensor([0.5015])
20241105-05:57:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:57:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-05:59:50 train_loss 1910 model 0 0.035112892150878906
20241105-05:59:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:59:51 train_loss 1910 model 2 0.035370849609375
20241105-05:59:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:59:53 test_loss 1910 model 0 0.028722991943359377
20241105-05:59:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:59:53 test_loss 1910 model 2 0.030860595703125
20241105-05:59:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-05:59:55 test_accuracy 1910 model 0 nb_correct 2235 / 2500 (89.40%)
20241105-05:59:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-05:59:55 test_accuracy 1910 model 2 nb_correct 2229 / 2500 (89.16%)
20241105-05:59:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:00:05 wrote ae_*.pth
20241105-06:00:05 epoch_duration 2min46s next_finish 06:02:51
20241105-06:00:05 wrote state.pth
20241105-06:00:05 --- epoch 1911 ----------------------------------------
20241105-06:00:05 current_test_accuracies 0.8940 0.9412 0.8916 0.9380 0.9352
20241105-06:00:05 nb_c_quizzes 45067
20241105-06:00:05 weakest_accuracies [0.8916, 0.894]
20241105-06:00:05 dummy_rand tensor([0.9121])
20241105-06:00:05 dummy_rand tensor([0.9826])
20241105-06:00:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:00:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:02:36 train_loss 1911 model 0 0.035799304962158204
20241105-06:02:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:02:36 train_loss 1911 model 2 0.03588740921020508
20241105-06:02:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:02:39 test_loss 1911 model 0 0.03224372863769531
20241105-06:02:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:02:39 test_loss 1911 model 2 0.0303717041015625
20241105-06:02:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:02:41 test_accuracy 1911 model 0 nb_correct 2277 / 2500 (91.08%)
20241105-06:02:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:02:41 test_accuracy 1911 model 2 nb_correct 2258 / 2500 (90.32%)
20241105-06:02:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:02:51 wrote ae_*.pth
20241105-06:02:51 epoch_duration 2min46s next_finish 06:05:37
20241105-06:02:51 wrote state.pth
20241105-06:02:51 --- epoch 1912 ----------------------------------------
20241105-06:02:51 current_test_accuracies 0.9108 0.9412 0.9032 0.9380 0.9352
20241105-06:02:51 nb_c_quizzes 45067
20241105-06:02:51 weakest_accuracies [0.9032, 0.9108]
20241105-06:02:51 dummy_rand tensor([0.2641])
20241105-06:02:51 dummy_rand tensor([0.5080])
20241105-06:02:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:02:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:05:22 train_loss 1912 model 2 0.03521881103515625
20241105-06:05:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:05:22 train_loss 1912 model 0 0.03518762588500977
20241105-06:05:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:05:25 test_loss 1912 model 2 0.03245407104492187
20241105-06:05:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:05:25 test_loss 1912 model 0 0.030718231201171876
20241105-06:05:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:05:27 test_accuracy 1912 model 2 nb_correct 2305 / 2500 (92.20%)
20241105-06:05:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:05:27 test_accuracy 1912 model 0 nb_correct 2304 / 2500 (92.16%)
20241105-06:05:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:05:37 wrote ae_*.pth
20241105-06:05:37 epoch_duration 2min45s next_finish 06:08:23
20241105-06:05:37 wrote state.pth
20241105-06:05:37 --- epoch 1913 ----------------------------------------
20241105-06:05:37 current_test_accuracies 0.9216 0.9412 0.9220 0.9380 0.9352
20241105-06:05:37 nb_c_quizzes 45067
20241105-06:05:37 weakest_accuracies [0.9216, 0.922]
20241105-06:05:37 dummy_rand tensor([0.4169])
20241105-06:05:37 dummy_rand tensor([0.7754])
20241105-06:05:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:05:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:08:09 train_loss 1913 model 0 0.03602265167236328
20241105-06:08:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:08:09 train_loss 1913 model 2 0.03561270713806152
20241105-06:08:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:08:11 test_loss 1913 model 0 0.030609130859375
20241105-06:08:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:08:11 test_loss 1913 model 2 0.029857158660888672
20241105-06:08:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:08:14 test_accuracy 1913 model 0 nb_correct 2300 / 2500 (92.00%)
20241105-06:08:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:08:14 test_accuracy 1913 model 2 nb_correct 2234 / 2500 (89.36%)
20241105-06:08:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:08:23 wrote ae_*.pth
20241105-06:08:23 epoch_duration 2min46s next_finish 06:11:10
20241105-06:08:24 wrote state.pth
20241105-06:08:24 --- epoch 1914 ----------------------------------------
20241105-06:08:24 current_test_accuracies 0.9200 0.9412 0.8936 0.9380 0.9352
20241105-06:08:24 nb_c_quizzes 45067
20241105-06:08:24 weakest_accuracies [0.8936, 0.92]
20241105-06:08:24 dummy_rand tensor([0.1252])
20241105-06:08:24 dummy_rand tensor([0.6033])
20241105-06:08:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:08:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:10:56 train_loss 1914 model 2 0.03526994895935059
20241105-06:10:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:10:56 train_loss 1914 model 0 0.0352110595703125
20241105-06:10:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:10:58 test_loss 1914 model 2 0.03189712524414062
20241105-06:10:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:10:58 test_loss 1914 model 0 0.02951812744140625
20241105-06:10:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:11:00 test_accuracy 1914 model 2 nb_correct 2234 / 2500 (89.36%)
20241105-06:11:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:11:00 test_accuracy 1914 model 0 nb_correct 2293 / 2500 (91.72%)
20241105-06:11:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:11:10 wrote ae_*.pth
20241105-06:11:10 epoch_duration 2min46s next_finish 06:13:56
20241105-06:11:10 wrote state.pth
20241105-06:11:10 --- epoch 1915 ----------------------------------------
20241105-06:11:10 current_test_accuracies 0.9172 0.9412 0.8936 0.9380 0.9352
20241105-06:11:10 nb_c_quizzes 45067
20241105-06:11:10 weakest_accuracies [0.8936, 0.9172]
20241105-06:11:10 dummy_rand tensor([0.4523])
20241105-06:11:10 dummy_rand tensor([0.1109])
20241105-06:11:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:11:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:13:42 train_loss 1915 model 2 0.036026920318603516
20241105-06:13:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:13:42 train_loss 1915 model 0 0.03551248931884766
20241105-06:13:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:13:44 test_loss 1915 model 2 0.031247406005859374
20241105-06:13:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:13:44 test_loss 1915 model 0 0.0310821533203125
20241105-06:13:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:13:47 test_accuracy 1915 model 2 nb_correct 2325 / 2500 (93.00%)
20241105-06:13:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:13:47 test_accuracy 1915 model 0 nb_correct 2266 / 2500 (90.64%)
20241105-06:13:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:13:56 wrote ae_*.pth
20241105-06:13:56 epoch_duration 2min46s next_finish 06:16:43
20241105-06:13:56 wrote state.pth
20241105-06:13:56 --- epoch 1916 ----------------------------------------
20241105-06:13:56 current_test_accuracies 0.9064 0.9412 0.9300 0.9380 0.9352
20241105-06:13:56 nb_c_quizzes 45067
20241105-06:13:56 weakest_accuracies [0.9064, 0.93]
20241105-06:13:56 dummy_rand tensor([0.3289])
20241105-06:13:56 dummy_rand tensor([0.0940])
20241105-06:13:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:13:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:16:28 train_loss 1916 model 0 0.03534268188476562
20241105-06:16:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:16:29 train_loss 1916 model 2 0.03508207130432129
20241105-06:16:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:16:31 test_loss 1916 model 0 0.029069175720214845
20241105-06:16:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:16:31 test_loss 1916 model 2 0.030900344848632813
20241105-06:16:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:16:33 test_accuracy 1916 model 0 nb_correct 2286 / 2500 (91.44%)
20241105-06:16:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:16:33 test_accuracy 1916 model 2 nb_correct 2319 / 2500 (92.76%)
20241105-06:16:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:16:43 wrote ae_*.pth
20241105-06:16:43 epoch_duration 2min46s next_finish 06:19:29
20241105-06:16:43 wrote state.pth
20241105-06:16:43 --- epoch 1917 ----------------------------------------
20241105-06:16:43 current_test_accuracies 0.9144 0.9412 0.9276 0.9380 0.9352
20241105-06:16:43 nb_c_quizzes 45067
20241105-06:16:43 weakest_accuracies [0.9144, 0.9276]
20241105-06:16:43 dummy_rand tensor([0.2150])
20241105-06:16:43 dummy_rand tensor([0.6697])
20241105-06:16:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:16:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:19:15 train_loss 1917 model 0 0.034590530395507815
20241105-06:19:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:19:15 train_loss 1917 model 2 0.03571880531311035
20241105-06:19:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:19:17 test_loss 1917 model 0 0.033207550048828124
20241105-06:19:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:19:17 test_loss 1917 model 2 0.025760498046875
20241105-06:19:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:19:20 test_accuracy 1917 model 0 nb_correct 2325 / 2500 (93.00%)
20241105-06:19:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:19:20 test_accuracy 1917 model 2 nb_correct 2269 / 2500 (90.76%)
20241105-06:19:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:19:29 wrote ae_*.pth
20241105-06:19:29 epoch_duration 2min46s next_finish 06:22:16
20241105-06:19:29 wrote state.pth
20241105-06:19:29 --- epoch 1918 ----------------------------------------
20241105-06:19:29 current_test_accuracies 0.9300 0.9412 0.9076 0.9380 0.9352
20241105-06:19:29 nb_c_quizzes 45067
20241105-06:19:29 weakest_accuracies [0.9076, 0.93]
20241105-06:19:29 dummy_rand tensor([0.3538])
20241105-06:19:29 dummy_rand tensor([0.9217])
20241105-06:19:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:19:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:22:01 train_loss 1918 model 2 0.034742778778076175
20241105-06:22:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:22:01 train_loss 1918 model 0 0.035576181411743166
20241105-06:22:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:22:04 test_loss 1918 model 2 0.0346307373046875
20241105-06:22:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:22:04 test_loss 1918 model 0 0.0349639892578125
20241105-06:22:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:22:06 test_accuracy 1918 model 2 nb_correct 2287 / 2500 (91.48%)
20241105-06:22:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:22:06 test_accuracy 1918 model 0 nb_correct 2318 / 2500 (92.72%)
20241105-06:22:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:22:16 wrote ae_*.pth
20241105-06:22:16 epoch_duration 2min46s next_finish 06:25:02
20241105-06:22:16 wrote state.pth
20241105-06:22:16 --- epoch 1919 ----------------------------------------
20241105-06:22:16 current_test_accuracies 0.9272 0.9412 0.9148 0.9380 0.9352
20241105-06:22:16 nb_c_quizzes 45067
20241105-06:22:16 weakest_accuracies [0.9148, 0.9272]
20241105-06:22:16 dummy_rand tensor([0.8900])
20241105-06:22:16 dummy_rand tensor([0.2026])
20241105-06:22:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:22:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:24:48 train_loss 1919 model 0 0.03523941040039062
20241105-06:24:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:24:48 train_loss 1919 model 2 0.03610285568237305
20241105-06:24:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:24:50 test_loss 1919 model 0 0.028526115417480468
20241105-06:24:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:24:50 test_loss 1919 model 2 0.02916770935058594
20241105-06:24:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:24:53 test_accuracy 1919 model 0 nb_correct 2212 / 2500 (88.48%)
20241105-06:24:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:24:53 test_accuracy 1919 model 2 nb_correct 2277 / 2500 (91.08%)
20241105-06:24:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:25:02 wrote ae_*.pth
20241105-06:25:02 epoch_duration 2min46s next_finish 06:27:49
20241105-06:25:02 wrote state.pth
20241105-06:25:02 --- epoch 1920 ----------------------------------------
20241105-06:25:02 current_test_accuracies 0.8848 0.9412 0.9108 0.9380 0.9352
20241105-06:25:02 nb_c_quizzes 45067
20241105-06:25:02 weakest_accuracies [0.8848, 0.9108]
20241105-06:25:02 dummy_rand tensor([0.7922])
20241105-06:25:02 dummy_rand tensor([0.3440])
20241105-06:25:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:25:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:27:34 train_loss 1920 model 2 0.03530368041992187
20241105-06:27:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:27:34 train_loss 1920 model 0 0.035205575942993166
20241105-06:27:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:27:37 test_loss 1920 model 2 0.028464126586914062
20241105-06:27:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:27:37 test_loss 1920 model 0 0.034986572265625
20241105-06:27:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:27:39 test_accuracy 1920 model 2 nb_correct 2255 / 2500 (90.20%)
20241105-06:27:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:27:39 test_accuracy 1920 model 0 nb_correct 2294 / 2500 (91.76%)
20241105-06:27:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:27:49 wrote ae_*.pth
20241105-06:27:49 epoch_duration 2min46s next_finish 06:30:35
20241105-06:27:49 wrote state.pth
20241105-06:27:49 --- epoch 1921 ----------------------------------------
20241105-06:27:49 current_test_accuracies 0.9176 0.9412 0.9020 0.9380 0.9352
20241105-06:27:49 nb_c_quizzes 45067
20241105-06:27:49 weakest_accuracies [0.902, 0.9176]
20241105-06:27:49 dummy_rand tensor([0.8769])
20241105-06:27:49 dummy_rand tensor([0.6014])
20241105-06:27:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:27:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:30:21 train_loss 1921 model 2 0.0358006763458252
20241105-06:30:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:30:22 train_loss 1921 model 0 0.03590629577636719
20241105-06:30:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:30:24 test_loss 1921 model 2 0.02947021484375
20241105-06:30:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:30:24 test_loss 1921 model 0 0.03199859619140625
20241105-06:30:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:30:26 test_accuracy 1921 model 2 nb_correct 2252 / 2500 (90.08%)
20241105-06:30:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:30:26 test_accuracy 1921 model 0 nb_correct 2286 / 2500 (91.44%)
20241105-06:30:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:30:36 wrote ae_*.pth
20241105-06:30:36 epoch_duration 2min46s next_finish 06:33:23
20241105-06:30:36 wrote state.pth
20241105-06:30:36 --- epoch 1922 ----------------------------------------
20241105-06:30:36 current_test_accuracies 0.9144 0.9412 0.9008 0.9380 0.9352
20241105-06:30:36 nb_c_quizzes 45067
20241105-06:30:36 weakest_accuracies [0.9008, 0.9144]
20241105-06:30:36 dummy_rand tensor([0.2487])
20241105-06:30:36 dummy_rand tensor([0.5245])
20241105-06:30:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:30:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:33:08 train_loss 1922 model 2 0.03525456237792969
20241105-06:33:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:33:08 train_loss 1922 model 0 0.03504707336425781
20241105-06:33:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:33:10 test_loss 1922 model 2 0.026713714599609376
20241105-06:33:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:33:10 test_loss 1922 model 0 0.028019142150878907
20241105-06:33:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:33:13 test_accuracy 1922 model 2 nb_correct 2286 / 2500 (91.44%)
20241105-06:33:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:33:13 test_accuracy 1922 model 0 nb_correct 2275 / 2500 (91.00%)
20241105-06:33:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:33:23 wrote ae_*.pth
20241105-06:33:23 epoch_duration 2min46s next_finish 06:36:09
20241105-06:33:23 wrote state.pth
20241105-06:33:23 --- epoch 1923 ----------------------------------------
20241105-06:33:23 current_test_accuracies 0.9100 0.9412 0.9144 0.9380 0.9352
20241105-06:33:23 nb_c_quizzes 45067
20241105-06:33:23 weakest_accuracies [0.91, 0.9144]
20241105-06:33:23 dummy_rand tensor([0.8915])
20241105-06:33:23 dummy_rand tensor([0.0156])
20241105-06:33:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:33:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:35:55 train_loss 1923 model 0 0.03448202514648437
20241105-06:35:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:35:55 train_loss 1923 model 2 0.03476902770996094
20241105-06:35:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:35:57 test_loss 1923 model 0 0.0300616455078125
20241105-06:35:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:35:57 test_loss 1923 model 2 0.028604469299316405
20241105-06:35:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:35:59 test_accuracy 1923 model 0 nb_correct 2294 / 2500 (91.76%)
20241105-06:35:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:36:00 test_accuracy 1923 model 2 nb_correct 2259 / 2500 (90.36%)
20241105-06:36:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:36:09 wrote ae_*.pth
20241105-06:36:09 epoch_duration 2min46s next_finish 06:38:56
20241105-06:36:09 wrote state.pth
20241105-06:36:09 --- epoch 1924 ----------------------------------------
20241105-06:36:09 current_test_accuracies 0.9176 0.9412 0.9036 0.9380 0.9352
20241105-06:36:09 nb_c_quizzes 45067
20241105-06:36:09 weakest_accuracies [0.9036, 0.9176]
20241105-06:36:09 dummy_rand tensor([0.9465])
20241105-06:36:09 dummy_rand tensor([0.9250])
20241105-06:36:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:36:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:38:41 train_loss 1924 model 2 0.0354676742553711
20241105-06:38:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:38:41 train_loss 1924 model 0 0.03453568649291992
20241105-06:38:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:38:44 test_loss 1924 model 2 0.028751678466796875
20241105-06:38:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:38:44 test_loss 1924 model 0 0.026566562652587892
20241105-06:38:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:38:46 test_accuracy 1924 model 2 nb_correct 2309 / 2500 (92.36%)
20241105-06:38:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:38:46 test_accuracy 1924 model 0 nb_correct 2277 / 2500 (91.08%)
20241105-06:38:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:38:56 wrote ae_*.pth
20241105-06:38:56 epoch_duration 2min46s next_finish 06:41:42
20241105-06:38:56 wrote state.pth
20241105-06:38:56 --- epoch 1925 ----------------------------------------
20241105-06:38:56 current_test_accuracies 0.9108 0.9412 0.9236 0.9380 0.9352
20241105-06:38:56 nb_c_quizzes 45067
20241105-06:38:56 weakest_accuracies [0.9108, 0.9236]
20241105-06:38:56 dummy_rand tensor([0.7137])
20241105-06:38:56 dummy_rand tensor([0.4366])
20241105-06:38:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:38:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:41:28 train_loss 1925 model 0 0.035294803619384765
20241105-06:41:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:41:29 train_loss 1925 model 2 0.03603624725341797
20241105-06:41:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:41:31 test_loss 1925 model 0 0.0256390380859375
20241105-06:41:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:41:31 test_loss 1925 model 2 0.027143096923828124
20241105-06:41:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:41:33 test_accuracy 1925 model 0 nb_correct 2251 / 2500 (90.04%)
20241105-06:41:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:41:34 test_accuracy 1925 model 2 nb_correct 2214 / 2500 (88.56%)
20241105-06:41:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:41:43 wrote ae_*.pth
20241105-06:41:43 epoch_duration 2min47s next_finish 06:44:30
20241105-06:41:43 wrote state.pth
20241105-06:41:43 --- epoch 1926 ----------------------------------------
20241105-06:41:43 current_test_accuracies 0.9004 0.9412 0.8856 0.9380 0.9352
20241105-06:41:43 nb_c_quizzes 45067
20241105-06:41:43 weakest_accuracies [0.8856, 0.9004]
20241105-06:41:43 dummy_rand tensor([0.7795])
20241105-06:41:43 dummy_rand tensor([0.5493])
20241105-06:41:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:41:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:44:15 train_loss 1926 model 0 0.03539165306091309
20241105-06:44:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:44:15 train_loss 1926 model 2 0.035902423858642576
20241105-06:44:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:44:17 test_loss 1926 model 0 0.02847564697265625
20241105-06:44:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:44:17 test_loss 1926 model 2 0.027030563354492186
20241105-06:44:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:44:19 test_accuracy 1926 model 0 nb_correct 2296 / 2500 (91.84%)
20241105-06:44:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:44:19 test_accuracy 1926 model 2 nb_correct 2269 / 2500 (90.76%)
20241105-06:44:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:44:29 wrote ae_*.pth
20241105-06:44:29 epoch_duration 2min46s next_finish 06:47:15
20241105-06:44:29 wrote state.pth
20241105-06:44:29 --- epoch 1927 ----------------------------------------
20241105-06:44:29 current_test_accuracies 0.9184 0.9412 0.9076 0.9380 0.9352
20241105-06:44:29 nb_c_quizzes 45067
20241105-06:44:29 weakest_accuracies [0.9076, 0.9184]
20241105-06:44:29 dummy_rand tensor([0.1855])
20241105-06:44:29 dummy_rand tensor([0.8830])
20241105-06:44:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:44:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:47:01 train_loss 1927 model 2 0.03534188461303711
20241105-06:47:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:47:01 train_loss 1927 model 0 0.03617109680175781
20241105-06:47:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:47:03 test_loss 1927 model 2 0.029378814697265623
20241105-06:47:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:47:03 test_loss 1927 model 0 0.028555908203125
20241105-06:47:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:47:05 test_accuracy 1927 model 2 nb_correct 2241 / 2500 (89.64%)
20241105-06:47:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:47:05 test_accuracy 1927 model 0 nb_correct 2315 / 2500 (92.60%)
20241105-06:47:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:47:15 wrote ae_*.pth
20241105-06:47:15 epoch_duration 2min45s next_finish 06:50:01
20241105-06:47:15 wrote state.pth
20241105-06:47:15 --- epoch 1928 ----------------------------------------
20241105-06:47:15 current_test_accuracies 0.9260 0.9412 0.8964 0.9380 0.9352
20241105-06:47:15 nb_c_quizzes 45067
20241105-06:47:15 weakest_accuracies [0.8964, 0.926]
20241105-06:47:15 dummy_rand tensor([0.8643])
20241105-06:47:15 dummy_rand tensor([0.6516])
20241105-06:47:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:47:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:49:47 train_loss 1928 model 0 0.035452272415161135
20241105-06:49:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:49:47 train_loss 1928 model 2 0.03588233375549316
20241105-06:49:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:49:49 test_loss 1928 model 0 0.02962867736816406
20241105-06:49:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:49:49 test_loss 1928 model 2 0.027515182495117186
20241105-06:49:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:49:51 test_accuracy 1928 model 0 nb_correct 2297 / 2500 (91.88%)
20241105-06:49:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:49:51 test_accuracy 1928 model 2 nb_correct 2259 / 2500 (90.36%)
20241105-06:49:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:50:01 wrote ae_*.pth
20241105-06:50:01 epoch_duration 2min46s next_finish 06:52:47
20241105-06:50:01 wrote state.pth
20241105-06:50:01 --- epoch 1929 ----------------------------------------
20241105-06:50:01 current_test_accuracies 0.9188 0.9412 0.9036 0.9380 0.9352
20241105-06:50:01 nb_c_quizzes 45067
20241105-06:50:01 weakest_accuracies [0.9036, 0.9188]
20241105-06:50:01 dummy_rand tensor([0.6538])
20241105-06:50:01 dummy_rand tensor([0.4753])
20241105-06:50:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:50:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:52:33 train_loss 1929 model 2 0.03526941299438477
20241105-06:52:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:52:33 train_loss 1929 model 0 0.035549140930175784
20241105-06:52:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:52:36 test_loss 1929 model 2 0.03492691040039062
20241105-06:52:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:52:36 test_loss 1929 model 0 0.03280914306640625
20241105-06:52:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:52:38 test_accuracy 1929 model 2 nb_correct 2316 / 2500 (92.64%)
20241105-06:52:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:52:38 test_accuracy 1929 model 0 nb_correct 2291 / 2500 (91.64%)
20241105-06:52:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:52:48 wrote ae_*.pth
20241105-06:52:48 epoch_duration 2min46s next_finish 06:55:34
20241105-06:52:48 wrote state.pth
20241105-06:52:48 --- epoch 1930 ----------------------------------------
20241105-06:52:48 current_test_accuracies 0.9164 0.9412 0.9264 0.9380 0.9352
20241105-06:52:48 nb_c_quizzes 45067
20241105-06:52:48 weakest_accuracies [0.9164, 0.9264]
20241105-06:52:48 dummy_rand tensor([0.4711])
20241105-06:52:48 dummy_rand tensor([0.0823])
20241105-06:52:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:52:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:55:20 train_loss 1930 model 2 0.034690982818603514
20241105-06:55:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:55:20 train_loss 1930 model 0 0.03623272323608399
20241105-06:55:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:55:22 test_loss 1930 model 2 0.030658721923828125
20241105-06:55:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:55:22 test_loss 1930 model 0 0.032605438232421874
20241105-06:55:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:55:24 test_accuracy 1930 model 2 nb_correct 2284 / 2500 (91.36%)
20241105-06:55:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:55:24 test_accuracy 1930 model 0 nb_correct 2226 / 2500 (89.04%)
20241105-06:55:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:55:34 wrote ae_*.pth
20241105-06:55:34 epoch_duration 2min46s next_finish 06:58:21
20241105-06:55:34 wrote state.pth
20241105-06:55:34 --- epoch 1931 ----------------------------------------
20241105-06:55:34 current_test_accuracies 0.8904 0.9412 0.9136 0.9380 0.9352
20241105-06:55:34 nb_c_quizzes 45067
20241105-06:55:34 weakest_accuracies [0.8904, 0.9136]
20241105-06:55:34 dummy_rand tensor([0.1081])
20241105-06:55:34 dummy_rand tensor([0.9170])
20241105-06:55:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:55:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:58:06 train_loss 1931 model 0 0.035468679428100586
20241105-06:58:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:58:06 train_loss 1931 model 2 0.036539260864257815
20241105-06:58:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:58:08 test_loss 1931 model 0 0.028101730346679687
20241105-06:58:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:58:08 test_loss 1931 model 2 0.02833953857421875
20241105-06:58:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-06:58:11 test_accuracy 1931 model 0 nb_correct 2274 / 2500 (90.96%)
20241105-06:58:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:58:11 test_accuracy 1931 model 2 nb_correct 2300 / 2500 (92.00%)
20241105-06:58:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-06:58:20 wrote ae_*.pth
20241105-06:58:20 epoch_duration 2min45s next_finish 07:01:06
20241105-06:58:20 wrote state.pth
20241105-06:58:20 --- epoch 1932 ----------------------------------------
20241105-06:58:20 current_test_accuracies 0.9096 0.9412 0.9200 0.9380 0.9352
20241105-06:58:20 nb_c_quizzes 45067
20241105-06:58:20 weakest_accuracies [0.9096, 0.92]
20241105-06:58:20 dummy_rand tensor([0.8448])
20241105-06:58:20 dummy_rand tensor([0.8428])
20241105-06:58:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-06:58:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:00:52 train_loss 1932 model 0 0.03552011871337891
20241105-07:00:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:00:52 train_loss 1932 model 2 0.03517775344848633
20241105-07:00:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:00:54 test_loss 1932 model 0 0.02838665008544922
20241105-07:00:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:00:54 test_loss 1932 model 2 0.030012922286987306
20241105-07:00:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:00:57 test_accuracy 1932 model 0 nb_correct 2306 / 2500 (92.24%)
20241105-07:00:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:00:57 test_accuracy 1932 model 2 nb_correct 2217 / 2500 (88.68%)
20241105-07:00:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:01:06 wrote ae_*.pth
20241105-07:01:06 epoch_duration 2min46s next_finish 07:03:52
20241105-07:01:06 wrote state.pth
20241105-07:01:06 --- epoch 1933 ----------------------------------------
20241105-07:01:06 current_test_accuracies 0.9224 0.9412 0.8868 0.9380 0.9352
20241105-07:01:06 nb_c_quizzes 45067
20241105-07:01:06 weakest_accuracies [0.8868, 0.9224]
20241105-07:01:06 dummy_rand tensor([0.1752])
20241105-07:01:06 dummy_rand tensor([0.2363])
20241105-07:01:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:01:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:03:38 train_loss 1933 model 2 0.03468002128601074
20241105-07:03:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:03:38 train_loss 1933 model 0 0.03519441890716553
20241105-07:03:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:03:41 test_loss 1933 model 2 0.025537109375
20241105-07:03:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:03:41 test_loss 1933 model 0 0.02979736328125
20241105-07:03:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:03:43 test_accuracy 1933 model 2 nb_correct 2283 / 2500 (91.32%)
20241105-07:03:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:03:43 test_accuracy 1933 model 0 nb_correct 2293 / 2500 (91.72%)
20241105-07:03:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:03:53 wrote ae_*.pth
20241105-07:03:53 epoch_duration 2min46s next_finish 07:06:39
20241105-07:03:53 wrote state.pth
20241105-07:03:53 --- epoch 1934 ----------------------------------------
20241105-07:03:53 current_test_accuracies 0.9172 0.9412 0.9132 0.9380 0.9352
20241105-07:03:53 nb_c_quizzes 45067
20241105-07:03:53 weakest_accuracies [0.9132, 0.9172]
20241105-07:03:53 dummy_rand tensor([0.4479])
20241105-07:03:53 dummy_rand tensor([0.1468])
20241105-07:03:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:03:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:06:25 train_loss 1934 model 2 0.035317012786865234
20241105-07:06:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:06:25 train_loss 1934 model 0 0.034867658615112304
20241105-07:06:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:06:27 test_loss 1934 model 2 0.027730674743652345
20241105-07:06:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:06:27 test_loss 1934 model 0 0.028491249084472658
20241105-07:06:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:06:29 test_accuracy 1934 model 2 nb_correct 2270 / 2500 (90.80%)
20241105-07:06:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:06:30 test_accuracy 1934 model 0 nb_correct 2274 / 2500 (90.96%)
20241105-07:06:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:06:39 wrote ae_*.pth
20241105-07:06:39 epoch_duration 2min46s next_finish 07:09:25
20241105-07:06:39 wrote state.pth
20241105-07:06:39 --- epoch 1935 ----------------------------------------
20241105-07:06:39 current_test_accuracies 0.9096 0.9412 0.9080 0.9380 0.9352
20241105-07:06:39 nb_c_quizzes 45067
20241105-07:06:39 weakest_accuracies [0.908, 0.9096]
20241105-07:06:39 dummy_rand tensor([0.8028])
20241105-07:06:39 dummy_rand tensor([0.9365])
20241105-07:06:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:06:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:09:11 train_loss 1935 model 2 0.035334205627441405
20241105-07:09:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:09:11 train_loss 1935 model 0 0.035737262725830075
20241105-07:09:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:09:13 test_loss 1935 model 2 0.03077301025390625
20241105-07:09:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:09:14 test_loss 1935 model 0 0.028317642211914063
20241105-07:09:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:09:16 test_accuracy 1935 model 2 nb_correct 2317 / 2500 (92.68%)
20241105-07:09:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:09:16 test_accuracy 1935 model 0 nb_correct 2333 / 2500 (93.32%)
20241105-07:09:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:09:25 wrote ae_*.pth
20241105-07:09:25 epoch_duration 2min46s next_finish 07:12:12
20241105-07:09:26 wrote state.pth
20241105-07:09:26 --- epoch 1936 ----------------------------------------
20241105-07:09:26 current_test_accuracies 0.9332 0.9412 0.9268 0.9380 0.9352
20241105-07:09:26 nb_c_quizzes 45067
20241105-07:09:26 weakest_accuracies [0.9268, 0.9332]
20241105-07:09:26 dummy_rand tensor([0.3155])
20241105-07:09:26 dummy_rand tensor([0.2246])
20241105-07:09:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:09:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:11:58 train_loss 1936 model 2 0.035658514022827145
20241105-07:11:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:11:58 train_loss 1936 model 0 0.035773719787597656
20241105-07:11:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:12:00 test_loss 1936 model 2 0.03072967529296875
20241105-07:12:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:12:00 test_loss 1936 model 0 0.02595977783203125
20241105-07:12:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:12:02 test_accuracy 1936 model 2 nb_correct 2291 / 2500 (91.64%)
20241105-07:12:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:12:02 test_accuracy 1936 model 0 nb_correct 2321 / 2500 (92.84%)
20241105-07:12:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:12:12 wrote ae_*.pth
20241105-07:12:12 epoch_duration 2min46s next_finish 07:14:58
20241105-07:12:12 wrote state.pth
20241105-07:12:12 --- epoch 1937 ----------------------------------------
20241105-07:12:12 current_test_accuracies 0.9284 0.9412 0.9164 0.9380 0.9352
20241105-07:12:12 nb_c_quizzes 45067
20241105-07:12:12 weakest_accuracies [0.9164, 0.9284]
20241105-07:12:12 dummy_rand tensor([0.1459])
20241105-07:12:12 dummy_rand tensor([0.1872])
20241105-07:12:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:12:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:14:44 train_loss 1937 model 2 0.03519434547424317
20241105-07:14:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:14:44 train_loss 1937 model 0 0.03586090850830078
20241105-07:14:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:14:47 test_loss 1937 model 2 0.03151954650878906
20241105-07:14:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:14:47 test_loss 1937 model 0 0.029199371337890623
20241105-07:14:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:14:49 test_accuracy 1937 model 2 nb_correct 2230 / 2500 (89.20%)
20241105-07:14:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:14:49 test_accuracy 1937 model 0 nb_correct 2339 / 2500 (93.56%)
20241105-07:14:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:14:59 wrote ae_*.pth
20241105-07:14:59 epoch_duration 2min46s next_finish 07:17:45
20241105-07:14:59 wrote state.pth
20241105-07:14:59 --- epoch 1938 ----------------------------------------
20241105-07:14:59 current_test_accuracies 0.9356 0.9412 0.8920 0.9380 0.9352
20241105-07:14:59 nb_c_quizzes 45067
20241105-07:14:59 weakest_accuracies [0.892, 0.9352]
20241105-07:14:59 dummy_rand tensor([0.5685])
20241105-07:14:59 dummy_rand tensor([0.8263])
20241105-07:14:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:14:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:17:31 train_loss 1938 model 2 0.035770055770874026
20241105-07:17:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:17:31 train_loss 1938 model 4 0.03505199432373047
20241105-07:17:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:17:33 test_loss 1938 model 2 0.03183441162109375
20241105-07:17:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:17:33 test_loss 1938 model 4 0.0388433837890625
20241105-07:17:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:17:35 test_accuracy 1938 model 2 nb_correct 2320 / 2500 (92.80%)
20241105-07:17:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:17:35 test_accuracy 1938 model 4 nb_correct 2293 / 2500 (91.72%)
20241105-07:17:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:17:45 wrote ae_*.pth
20241105-07:17:45 epoch_duration 2min46s next_finish 07:20:31
20241105-07:17:45 wrote state.pth
20241105-07:17:45 --- epoch 1939 ----------------------------------------
20241105-07:17:45 current_test_accuracies 0.9356 0.9412 0.9280 0.9380 0.9172
20241105-07:17:45 nb_c_quizzes 45067
20241105-07:17:45 weakest_accuracies [0.9172, 0.928]
20241105-07:17:45 dummy_rand tensor([0.6817])
20241105-07:17:45 dummy_rand tensor([0.0599])
20241105-07:17:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:17:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:20:17 train_loss 1939 model 4 0.03535567092895508
20241105-07:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:20:17 train_loss 1939 model 2 0.03577312278747559
20241105-07:20:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:20:19 test_loss 1939 model 4 0.0304888916015625
20241105-07:20:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:20:19 test_loss 1939 model 2 0.027674388885498048
20241105-07:20:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:20:22 test_accuracy 1939 model 4 nb_correct 2271 / 2500 (90.84%)
20241105-07:20:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:20:22 test_accuracy 1939 model 2 nb_correct 2260 / 2500 (90.40%)
20241105-07:20:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:20:31 wrote ae_*.pth
20241105-07:20:31 epoch_duration 2min46s next_finish 07:23:18
20241105-07:20:32 wrote state.pth
20241105-07:20:32 --- epoch 1940 ----------------------------------------
20241105-07:20:32 current_test_accuracies 0.9356 0.9412 0.9040 0.9380 0.9084
20241105-07:20:32 nb_c_quizzes 45067
20241105-07:20:32 weakest_accuracies [0.904, 0.9084]
20241105-07:20:32 dummy_rand tensor([0.9567])
20241105-07:20:32 dummy_rand tensor([0.0671])
20241105-07:20:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:20:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:23:04 train_loss 1940 model 2 0.03462541961669922
20241105-07:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:23:04 train_loss 1940 model 4 0.034650767326354984
20241105-07:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:23:06 test_loss 1940 model 2 0.029634323120117188
20241105-07:23:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:23:06 test_loss 1940 model 4 0.029899139404296875
20241105-07:23:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:23:08 test_accuracy 1940 model 2 nb_correct 2260 / 2500 (90.40%)
20241105-07:23:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:23:09 test_accuracy 1940 model 4 nb_correct 2308 / 2500 (92.32%)
20241105-07:23:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:23:18 wrote ae_*.pth
20241105-07:23:18 epoch_duration 2min46s next_finish 07:26:05
20241105-07:23:18 wrote state.pth
20241105-07:23:18 --- epoch 1941 ----------------------------------------
20241105-07:23:18 current_test_accuracies 0.9356 0.9412 0.9040 0.9380 0.9232
20241105-07:23:18 nb_c_quizzes 45067
20241105-07:23:18 weakest_accuracies [0.904, 0.9232]
20241105-07:23:18 dummy_rand tensor([0.3912])
20241105-07:23:18 dummy_rand tensor([0.8752])
20241105-07:23:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:23:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:25:50 train_loss 1941 model 2 0.03512746810913086
20241105-07:25:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:25:50 train_loss 1941 model 4 0.03496660232543945
20241105-07:25:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:25:53 test_loss 1941 model 2 0.029264984130859376
20241105-07:25:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:25:53 test_loss 1941 model 4 0.029829864501953126
20241105-07:25:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:25:55 test_accuracy 1941 model 2 nb_correct 2277 / 2500 (91.08%)
20241105-07:25:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:25:55 test_accuracy 1941 model 4 nb_correct 2356 / 2500 (94.24%)
20241105-07:25:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:26:04 wrote ae_*.pth
20241105-07:26:04 epoch_duration 2min46s next_finish 07:28:51
20241105-07:26:05 wrote state.pth
20241105-07:26:05 --- epoch 1942 ----------------------------------------
20241105-07:26:05 current_test_accuracies 0.9356 0.9412 0.9108 0.9380 0.9424
20241105-07:26:05 nb_c_quizzes 45067
20241105-07:26:05 weakest_accuracies [0.9108, 0.9356]
20241105-07:26:05 dummy_rand tensor([0.8547])
20241105-07:26:05 dummy_rand tensor([0.2291])
20241105-07:26:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:26:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:28:37 train_loss 1942 model 2 0.035093549728393555
20241105-07:28:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:28:37 train_loss 1942 model 0 0.03513675308227539
20241105-07:28:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:28:39 test_loss 1942 model 2 0.02832366943359375
20241105-07:28:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:28:39 test_loss 1942 model 0 0.027265777587890627
20241105-07:28:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:28:41 test_accuracy 1942 model 2 nb_correct 2262 / 2500 (90.48%)
20241105-07:28:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:28:41 test_accuracy 1942 model 0 nb_correct 2295 / 2500 (91.80%)
20241105-07:28:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:28:51 wrote ae_*.pth
20241105-07:28:51 epoch_duration 2min46s next_finish 07:31:37
20241105-07:28:51 wrote state.pth
20241105-07:28:51 --- epoch 1943 ----------------------------------------
20241105-07:28:51 current_test_accuracies 0.9180 0.9412 0.9048 0.9380 0.9424
20241105-07:28:51 nb_c_quizzes 45067
20241105-07:28:51 weakest_accuracies [0.9048, 0.918]
20241105-07:28:51 dummy_rand tensor([0.6048])
20241105-07:28:51 dummy_rand tensor([0.7412])
20241105-07:28:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:28:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:31:23 train_loss 1943 model 2 0.035231998443603516
20241105-07:31:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:31:23 train_loss 1943 model 0 0.03516649627685547
20241105-07:31:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:31:25 test_loss 1943 model 2 0.028071517944335937
20241105-07:31:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:31:25 test_loss 1943 model 0 0.029267807006835938
20241105-07:31:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:31:28 test_accuracy 1943 model 2 nb_correct 2273 / 2500 (90.92%)
20241105-07:31:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:31:28 test_accuracy 1943 model 0 nb_correct 2261 / 2500 (90.44%)
20241105-07:31:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:31:37 wrote ae_*.pth
20241105-07:31:37 epoch_duration 2min46s next_finish 07:34:23
20241105-07:31:37 wrote state.pth
20241105-07:31:37 --- epoch 1944 ----------------------------------------
20241105-07:31:37 current_test_accuracies 0.9044 0.9412 0.9092 0.9380 0.9424
20241105-07:31:37 nb_c_quizzes 45067
20241105-07:31:37 weakest_accuracies [0.9044, 0.9092]
20241105-07:31:37 dummy_rand tensor([0.4754])
20241105-07:31:37 dummy_rand tensor([0.8136])
20241105-07:31:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:31:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:34:09 train_loss 1944 model 0 0.03599180603027344
20241105-07:34:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:34:09 train_loss 1944 model 2 0.034907264709472655
20241105-07:34:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:34:12 test_loss 1944 model 0 0.02928314208984375
20241105-07:34:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:34:12 test_loss 1944 model 2 0.029818191528320312
20241105-07:34:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:34:14 test_accuracy 1944 model 0 nb_correct 2318 / 2500 (92.72%)
20241105-07:34:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:34:14 test_accuracy 1944 model 2 nb_correct 2309 / 2500 (92.36%)
20241105-07:34:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:34:24 wrote ae_*.pth
20241105-07:34:24 epoch_duration 2min46s next_finish 07:37:10
20241105-07:34:24 wrote state.pth
20241105-07:34:24 --- epoch 1945 ----------------------------------------
20241105-07:34:24 current_test_accuracies 0.9272 0.9412 0.9236 0.9380 0.9424
20241105-07:34:24 nb_c_quizzes 45067
20241105-07:34:24 weakest_accuracies [0.9236, 0.9272]
20241105-07:34:24 dummy_rand tensor([0.8985])
20241105-07:34:24 dummy_rand tensor([0.6390])
20241105-07:34:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:34:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:36:56 train_loss 1945 model 2 0.03453359031677246
20241105-07:36:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:36:56 train_loss 1945 model 0 0.034636940002441406
20241105-07:36:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:36:58 test_loss 1945 model 2 0.03057441711425781
20241105-07:36:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:36:58 test_loss 1945 model 0 0.030056304931640625
20241105-07:36:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:37:01 test_accuracy 1945 model 2 nb_correct 2284 / 2500 (91.36%)
20241105-07:37:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:37:01 test_accuracy 1945 model 0 nb_correct 2267 / 2500 (90.68%)
20241105-07:37:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:37:10 wrote ae_*.pth
20241105-07:37:10 epoch_duration 2min46s next_finish 07:39:57
20241105-07:37:11 wrote state.pth
20241105-07:37:11 --- epoch 1946 ----------------------------------------
20241105-07:37:11 current_test_accuracies 0.9068 0.9412 0.9136 0.9380 0.9424
20241105-07:37:11 nb_c_quizzes 45067
20241105-07:37:11 weakest_accuracies [0.9068, 0.9136]
20241105-07:37:11 dummy_rand tensor([0.5443])
20241105-07:37:11 dummy_rand tensor([0.0083])
20241105-07:37:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:37:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:39:43 train_loss 1946 model 0 0.03526531219482422
20241105-07:39:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:39:43 train_loss 1946 model 2 0.034876346588134766
20241105-07:39:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:39:45 test_loss 1946 model 0 0.03259033203125
20241105-07:39:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:39:45 test_loss 1946 model 2 0.02991058349609375
20241105-07:39:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:39:47 test_accuracy 1946 model 0 nb_correct 2339 / 2500 (93.56%)
20241105-07:39:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:39:47 test_accuracy 1946 model 2 nb_correct 2268 / 2500 (90.72%)
20241105-07:39:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:39:57 wrote ae_*.pth
20241105-07:39:57 epoch_duration 2min46s next_finish 07:42:43
20241105-07:39:57 wrote state.pth
20241105-07:39:57 --- epoch 1947 ----------------------------------------
20241105-07:39:57 current_test_accuracies 0.9356 0.9412 0.9072 0.9380 0.9424
20241105-07:39:57 nb_c_quizzes 45067
20241105-07:39:57 weakest_accuracies [0.9072, 0.9356]
20241105-07:39:57 dummy_rand tensor([0.6663])
20241105-07:39:57 dummy_rand tensor([0.8396])
20241105-07:39:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:39:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:42:29 train_loss 1947 model 2 0.035327281951904294
20241105-07:42:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:42:29 train_loss 1947 model 0 0.035055187225341795
20241105-07:42:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:42:31 test_loss 1947 model 2 0.027383899688720702
20241105-07:42:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:42:31 test_loss 1947 model 0 0.03304046630859375
20241105-07:42:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:42:34 test_accuracy 1947 model 2 nb_correct 2342 / 2500 (93.68%)
20241105-07:42:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:42:34 test_accuracy 1947 model 0 nb_correct 2298 / 2500 (91.92%)
20241105-07:42:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:42:43 wrote ae_*.pth
20241105-07:42:43 epoch_duration 2min46s next_finish 07:45:29
20241105-07:42:43 wrote state.pth
20241105-07:42:43 --- epoch 1948 ----------------------------------------
20241105-07:42:43 current_test_accuracies 0.9192 0.9412 0.9368 0.9380 0.9424
20241105-07:42:43 nb_c_quizzes 45067
20241105-07:42:43 weakest_accuracies [0.9192, 0.9368]
20241105-07:42:43 dummy_rand tensor([0.7096])
20241105-07:42:43 dummy_rand tensor([0.1547])
20241105-07:42:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:42:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:45:15 train_loss 1948 model 0 0.03504370307922363
20241105-07:45:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:45:16 train_loss 1948 model 2 0.036090522766113284
20241105-07:45:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:45:18 test_loss 1948 model 0 0.030019073486328124
20241105-07:45:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:45:18 test_loss 1948 model 2 0.03275863647460937
20241105-07:45:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:45:20 test_accuracy 1948 model 0 nb_correct 2225 / 2500 (89.00%)
20241105-07:45:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:45:20 test_accuracy 1948 model 2 nb_correct 2244 / 2500 (89.76%)
20241105-07:45:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:45:30 wrote ae_*.pth
20241105-07:45:30 epoch_duration 2min46s next_finish 07:48:16
20241105-07:45:30 wrote state.pth
20241105-07:45:30 --- epoch 1949 ----------------------------------------
20241105-07:45:30 current_test_accuracies 0.8900 0.9412 0.8976 0.9380 0.9424
20241105-07:45:30 nb_c_quizzes 45067
20241105-07:45:30 weakest_accuracies [0.89, 0.8976]
20241105-07:45:30 dummy_rand tensor([0.5168])
20241105-07:45:30 dummy_rand tensor([0.2251])
20241105-07:45:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:45:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:48:02 train_loss 1949 model 0 0.03599774932861328
20241105-07:48:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:48:02 train_loss 1949 model 2 0.03552935600280762
20241105-07:48:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:48:04 test_loss 1949 model 0 0.029211273193359377
20241105-07:48:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:48:04 test_loss 1949 model 2 0.028547592163085937
20241105-07:48:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:48:06 test_accuracy 1949 model 0 nb_correct 2320 / 2500 (92.80%)
20241105-07:48:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:48:06 test_accuracy 1949 model 2 nb_correct 2275 / 2500 (91.00%)
20241105-07:48:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:48:16 wrote ae_*.pth
20241105-07:48:16 epoch_duration 2min46s next_finish 07:51:03
20241105-07:48:16 wrote state.pth
20241105-07:48:16 --- epoch 1950 ----------------------------------------
20241105-07:48:16 current_test_accuracies 0.9280 0.9412 0.9100 0.9380 0.9424
20241105-07:48:16 nb_c_quizzes 45067
20241105-07:48:16 weakest_accuracies [0.91, 0.928]
20241105-07:48:16 dummy_rand tensor([0.8189])
20241105-07:48:16 dummy_rand tensor([0.5243])
20241105-07:48:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:48:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:50:48 train_loss 1950 model 2 0.03613251972198486
20241105-07:50:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:50:48 train_loss 1950 model 0 0.03518347549438477
20241105-07:50:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:50:51 test_loss 1950 model 2 0.029811668395996093
20241105-07:50:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:50:51 test_loss 1950 model 0 0.029658126831054687
20241105-07:50:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:50:53 test_accuracy 1950 model 2 nb_correct 2301 / 2500 (92.04%)
20241105-07:50:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:50:53 test_accuracy 1950 model 0 nb_correct 2275 / 2500 (91.00%)
20241105-07:50:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:51:03 wrote ae_*.pth
20241105-07:51:03 epoch_duration 2min46s next_finish 07:53:49
20241105-07:51:03 wrote state.pth
20241105-07:51:03 --- epoch 1951 ----------------------------------------
20241105-07:51:03 current_test_accuracies 0.9100 0.9412 0.9204 0.9380 0.9424
20241105-07:51:03 nb_c_quizzes 45067
20241105-07:51:03 weakest_accuracies [0.91, 0.9204]
20241105-07:51:03 dummy_rand tensor([0.3496])
20241105-07:51:03 dummy_rand tensor([0.5238])
20241105-07:51:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:51:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:53:35 train_loss 1951 model 0 0.035242025375366214
20241105-07:53:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:53:35 train_loss 1951 model 2 0.03571595573425293
20241105-07:53:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:53:37 test_loss 1951 model 0 0.030376625061035157
20241105-07:53:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:53:37 test_loss 1951 model 2 0.03022174835205078
20241105-07:53:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:53:39 test_accuracy 1951 model 0 nb_correct 2315 / 2500 (92.60%)
20241105-07:53:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:53:40 test_accuracy 1951 model 2 nb_correct 2292 / 2500 (91.68%)
20241105-07:53:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:53:49 wrote ae_*.pth
20241105-07:53:49 epoch_duration 2min46s next_finish 07:56:35
20241105-07:53:49 wrote state.pth
20241105-07:53:49 --- epoch 1952 ----------------------------------------
20241105-07:53:49 current_test_accuracies 0.9260 0.9412 0.9168 0.9380 0.9424
20241105-07:53:49 nb_c_quizzes 45067
20241105-07:53:49 weakest_accuracies [0.9168, 0.926]
20241105-07:53:49 dummy_rand tensor([0.0809])
20241105-07:53:49 dummy_rand tensor([0.7913])
20241105-07:53:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:53:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:56:21 train_loss 1952 model 2 0.03569818115234375
20241105-07:56:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:56:21 train_loss 1952 model 0 0.03505076789855957
20241105-07:56:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:56:24 test_loss 1952 model 2 0.029759750366210938
20241105-07:56:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:56:24 test_loss 1952 model 0 0.029905548095703127
20241105-07:56:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:56:26 test_accuracy 1952 model 2 nb_correct 2281 / 2500 (91.24%)
20241105-07:56:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:56:26 test_accuracy 1952 model 0 nb_correct 2294 / 2500 (91.76%)
20241105-07:56:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:56:35 wrote ae_*.pth
20241105-07:56:35 epoch_duration 2min46s next_finish 07:59:22
20241105-07:56:36 wrote state.pth
20241105-07:56:36 --- epoch 1953 ----------------------------------------
20241105-07:56:36 current_test_accuracies 0.9176 0.9412 0.9124 0.9380 0.9424
20241105-07:56:36 nb_c_quizzes 45067
20241105-07:56:36 weakest_accuracies [0.9124, 0.9176]
20241105-07:56:36 dummy_rand tensor([0.9601])
20241105-07:56:36 dummy_rand tensor([0.1228])
20241105-07:56:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:56:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:59:08 train_loss 1953 model 0 0.03515974044799805
20241105-07:59:08 train_loss 1953 model 2 0.03576364517211914
20241105-07:59:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:59:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:59:10 test_loss 1953 model 0 0.03060028076171875
20241105-07:59:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:59:10 test_loss 1953 model 2 0.02675312042236328
20241105-07:59:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-07:59:12 test_accuracy 1953 model 0 nb_correct 2287 / 2500 (91.48%)
20241105-07:59:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:59:12 test_accuracy 1953 model 2 nb_correct 2283 / 2500 (91.32%)
20241105-07:59:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-07:59:22 wrote ae_*.pth
20241105-07:59:22 epoch_duration 2min46s next_finish 08:02:09
20241105-07:59:22 wrote state.pth
20241105-07:59:22 --- epoch 1954 ----------------------------------------
20241105-07:59:22 current_test_accuracies 0.9148 0.9412 0.9132 0.9380 0.9424
20241105-07:59:22 nb_c_quizzes 45067
20241105-07:59:22 weakest_accuracies [0.9132, 0.9148]
20241105-07:59:22 dummy_rand tensor([0.7341])
20241105-07:59:22 dummy_rand tensor([0.8599])
20241105-07:59:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-07:59:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:01:55 train_loss 1954 model 0 0.035214488983154296
20241105-08:01:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:01:55 train_loss 1954 model 2 0.03515000820159912
20241105-08:01:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:01:57 test_loss 1954 model 0 0.02940765380859375
20241105-08:01:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:01:58 test_loss 1954 model 2 0.031993255615234376
20241105-08:01:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:02:00 test_accuracy 1954 model 0 nb_correct 2313 / 2500 (92.52%)
20241105-08:02:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:02:00 test_accuracy 1954 model 2 nb_correct 2320 / 2500 (92.80%)
20241105-08:02:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:02:10 wrote ae_*.pth
20241105-08:02:10 epoch_duration 2min47s next_finish 08:04:57
20241105-08:02:10 wrote state.pth
20241105-08:02:10 --- epoch 1955 ----------------------------------------
20241105-08:02:10 current_test_accuracies 0.9252 0.9412 0.9280 0.9380 0.9424
20241105-08:02:10 nb_c_quizzes 45067
20241105-08:02:10 weakest_accuracies [0.9252, 0.928]
20241105-08:02:10 dummy_rand tensor([0.3348])
20241105-08:02:10 dummy_rand tensor([0.9168])
20241105-08:02:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:02:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:04:42 train_loss 1955 model 0 0.03421890830993652
20241105-08:04:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:04:42 train_loss 1955 model 2 0.03545663356781006
20241105-08:04:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:04:44 test_loss 1955 model 0 0.033605976104736326
20241105-08:04:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:04:44 test_loss 1955 model 2 0.029883193969726562
20241105-08:04:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:04:47 test_accuracy 1955 model 0 nb_correct 2292 / 2500 (91.68%)
20241105-08:04:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:04:47 test_accuracy 1955 model 2 nb_correct 2315 / 2500 (92.60%)
20241105-08:04:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:04:56 wrote ae_*.pth
20241105-08:04:56 epoch_duration 2min46s next_finish 08:07:43
20241105-08:04:57 wrote state.pth
20241105-08:04:57 --- epoch 1956 ----------------------------------------
20241105-08:04:57 current_test_accuracies 0.9168 0.9412 0.9260 0.9380 0.9424
20241105-08:04:57 nb_c_quizzes 45067
20241105-08:04:57 weakest_accuracies [0.9168, 0.926]
20241105-08:04:57 dummy_rand tensor([0.4515])
20241105-08:04:57 dummy_rand tensor([0.4542])
20241105-08:04:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:04:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:07:29 train_loss 1956 model 0 0.03482769012451172
20241105-08:07:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:07:29 train_loss 1956 model 2 0.03422455215454102
20241105-08:07:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:07:31 test_loss 1956 model 0 0.02880882263183594
20241105-08:07:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:07:31 test_loss 1956 model 2 0.032152862548828126
20241105-08:07:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:07:33 test_accuracy 1956 model 0 nb_correct 2299 / 2500 (91.96%)
20241105-08:07:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:07:33 test_accuracy 1956 model 2 nb_correct 2341 / 2500 (93.64%)
20241105-08:07:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:07:43 wrote ae_*.pth
20241105-08:07:43 epoch_duration 2min46s next_finish 08:10:29
20241105-08:07:43 wrote state.pth
20241105-08:07:43 --- epoch 1957 ----------------------------------------
20241105-08:07:43 current_test_accuracies 0.9196 0.9412 0.9364 0.9380 0.9424
20241105-08:07:43 nb_c_quizzes 45067
20241105-08:07:43 weakest_accuracies [0.9196, 0.9364]
20241105-08:07:43 dummy_rand tensor([0.0272])
20241105-08:07:43 dummy_rand tensor([0.9641])
20241105-08:07:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:07:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:10:15 train_loss 1957 model 0 0.03495717239379883
20241105-08:10:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:10:15 train_loss 1957 model 2 0.03511677360534668
20241105-08:10:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:10:18 test_loss 1957 model 0 0.029816970825195313
20241105-08:10:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:10:18 test_loss 1957 model 2 0.03270271301269531
20241105-08:10:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:10:20 test_accuracy 1957 model 0 nb_correct 2271 / 2500 (90.84%)
20241105-08:10:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:10:20 test_accuracy 1957 model 2 nb_correct 2306 / 2500 (92.24%)
20241105-08:10:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:10:30 wrote ae_*.pth
20241105-08:10:30 epoch_duration 2min47s next_finish 08:13:17
20241105-08:10:30 wrote state.pth
20241105-08:10:30 --- epoch 1958 ----------------------------------------
20241105-08:10:30 current_test_accuracies 0.9084 0.9412 0.9224 0.9380 0.9424
20241105-08:10:30 nb_c_quizzes 45067
20241105-08:10:30 weakest_accuracies [0.9084, 0.9224]
20241105-08:10:30 dummy_rand tensor([0.5410])
20241105-08:10:30 dummy_rand tensor([0.8991])
20241105-08:10:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:10:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:13:02 train_loss 1958 model 2 0.034853654861450194
20241105-08:13:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:13:02 train_loss 1958 model 0 0.03449777030944824
20241105-08:13:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:13:05 test_loss 1958 model 2 0.0294976806640625
20241105-08:13:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:13:05 test_loss 1958 model 0 0.03175865173339844
20241105-08:13:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:13:07 test_accuracy 1958 model 2 nb_correct 2300 / 2500 (92.00%)
20241105-08:13:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:13:07 test_accuracy 1958 model 0 nb_correct 2266 / 2500 (90.64%)
20241105-08:13:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:13:16 wrote ae_*.pth
20241105-08:13:16 epoch_duration 2min46s next_finish 08:16:03
20241105-08:13:17 wrote state.pth
20241105-08:13:17 --- epoch 1959 ----------------------------------------
20241105-08:13:17 current_test_accuracies 0.9064 0.9412 0.9200 0.9380 0.9424
20241105-08:13:17 nb_c_quizzes 45067
20241105-08:13:17 weakest_accuracies [0.9064, 0.92]
20241105-08:13:17 dummy_rand tensor([0.3405])
20241105-08:13:17 dummy_rand tensor([0.3449])
20241105-08:13:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:13:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:15:49 train_loss 1959 model 2 0.03527467727661133
20241105-08:15:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:15:49 train_loss 1959 model 0 0.035377737045288085
20241105-08:15:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:15:51 test_loss 1959 model 2 0.029764137268066405
20241105-08:15:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:15:52 test_loss 1959 model 0 0.032750244140625
20241105-08:15:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:15:54 test_accuracy 1959 model 2 nb_correct 2274 / 2500 (90.96%)
20241105-08:15:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:15:54 test_accuracy 1959 model 0 nb_correct 2311 / 2500 (92.44%)
20241105-08:15:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:16:03 wrote ae_*.pth
20241105-08:16:03 epoch_duration 2min47s next_finish 08:18:51
20241105-08:16:04 wrote state.pth
20241105-08:16:04 --- epoch 1960 ----------------------------------------
20241105-08:16:04 current_test_accuracies 0.9244 0.9412 0.9096 0.9380 0.9424
20241105-08:16:04 nb_c_quizzes 45067
20241105-08:16:04 weakest_accuracies [0.9096, 0.9244]
20241105-08:16:04 dummy_rand tensor([0.2004])
20241105-08:16:04 dummy_rand tensor([0.5730])
20241105-08:16:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:16:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:18:36 train_loss 1960 model 2 0.03486409378051758
20241105-08:18:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:18:36 train_loss 1960 model 0 0.03541482162475586
20241105-08:18:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:18:38 test_loss 1960 model 2 0.02953521728515625
20241105-08:18:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:18:38 test_loss 1960 model 0 0.03208114624023437
20241105-08:18:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:18:40 test_accuracy 1960 model 2 nb_correct 2228 / 2500 (89.12%)
20241105-08:18:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:18:41 test_accuracy 1960 model 0 nb_correct 2288 / 2500 (91.52%)
20241105-08:18:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:18:50 wrote ae_*.pth
20241105-08:18:50 epoch_duration 2min46s next_finish 08:21:37
20241105-08:18:50 wrote state.pth
20241105-08:18:50 --- epoch 1961 ----------------------------------------
20241105-08:18:50 current_test_accuracies 0.9152 0.9412 0.8912 0.9380 0.9424
20241105-08:18:50 nb_c_quizzes 45067
20241105-08:18:50 weakest_accuracies [0.8912, 0.9152]
20241105-08:18:50 dummy_rand tensor([0.3325])
20241105-08:18:50 dummy_rand tensor([0.4671])
20241105-08:18:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:18:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:21:22 train_loss 1961 model 2 0.03509782600402832
20241105-08:21:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:21:22 train_loss 1961 model 0 0.035107479095458985
20241105-08:21:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:21:25 test_loss 1961 model 2 0.02885009765625
20241105-08:21:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:21:25 test_loss 1961 model 0 0.027463226318359374
20241105-08:21:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:21:27 test_accuracy 1961 model 2 nb_correct 2328 / 2500 (93.12%)
20241105-08:21:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:21:27 test_accuracy 1961 model 0 nb_correct 2296 / 2500 (91.84%)
20241105-08:21:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:21:37 wrote ae_*.pth
20241105-08:21:37 epoch_duration 2min46s next_finish 08:24:23
20241105-08:21:37 wrote state.pth
20241105-08:21:37 --- epoch 1962 ----------------------------------------
20241105-08:21:37 current_test_accuracies 0.9184 0.9412 0.9312 0.9380 0.9424
20241105-08:21:37 nb_c_quizzes 45067
20241105-08:21:37 weakest_accuracies [0.9184, 0.9312]
20241105-08:21:37 dummy_rand tensor([0.8927])
20241105-08:21:37 dummy_rand tensor([0.6242])
20241105-08:21:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:21:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:24:09 train_loss 1962 model 0 0.03540778732299805
20241105-08:24:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:24:09 train_loss 1962 model 2 0.03524835205078125
20241105-08:24:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:24:11 test_loss 1962 model 0 0.02923583984375
20241105-08:24:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:24:11 test_loss 1962 model 2 0.02920623779296875
20241105-08:24:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:24:14 test_accuracy 1962 model 0 nb_correct 2286 / 2500 (91.44%)
20241105-08:24:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:24:14 test_accuracy 1962 model 2 nb_correct 2326 / 2500 (93.04%)
20241105-08:24:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:24:23 wrote ae_*.pth
20241105-08:24:23 epoch_duration 2min46s next_finish 08:27:10
20241105-08:24:23 wrote state.pth
20241105-08:24:23 --- epoch 1963 ----------------------------------------
20241105-08:24:23 current_test_accuracies 0.9144 0.9412 0.9304 0.9380 0.9424
20241105-08:24:23 nb_c_quizzes 45067
20241105-08:24:23 weakest_accuracies [0.9144, 0.9304]
20241105-08:24:23 dummy_rand tensor([0.1203])
20241105-08:24:23 dummy_rand tensor([0.5617])
20241105-08:24:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:24:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:26:55 train_loss 1963 model 0 0.034698856353759765
20241105-08:26:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:26:55 train_loss 1963 model 2 0.03589295864105225
20241105-08:26:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:26:58 test_loss 1963 model 0 0.030931243896484373
20241105-08:26:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:26:58 test_loss 1963 model 2 0.027834320068359376
20241105-08:26:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:27:00 test_accuracy 1963 model 0 nb_correct 2265 / 2500 (90.60%)
20241105-08:27:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:27:00 test_accuracy 1963 model 2 nb_correct 2299 / 2500 (91.96%)
20241105-08:27:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:27:10 wrote ae_*.pth
20241105-08:27:10 epoch_duration 2min46s next_finish 08:29:56
20241105-08:27:10 wrote state.pth
20241105-08:27:10 --- epoch 1964 ----------------------------------------
20241105-08:27:10 current_test_accuracies 0.9060 0.9412 0.9196 0.9380 0.9424
20241105-08:27:10 nb_c_quizzes 45067
20241105-08:27:10 weakest_accuracies [0.906, 0.9196]
20241105-08:27:10 dummy_rand tensor([0.8780])
20241105-08:27:10 dummy_rand tensor([0.0967])
20241105-08:27:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:27:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:29:42 train_loss 1964 model 0 0.03513485336303711
20241105-08:29:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:29:42 train_loss 1964 model 2 0.03569237899780273
20241105-08:29:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:29:44 test_loss 1964 model 0 0.02496234893798828
20241105-08:29:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:29:45 test_loss 1964 model 2 0.031007080078125
20241105-08:29:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:29:47 test_accuracy 1964 model 0 nb_correct 2277 / 2500 (91.08%)
20241105-08:29:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:29:47 test_accuracy 1964 model 2 nb_correct 2294 / 2500 (91.76%)
20241105-08:29:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:29:56 wrote ae_*.pth
20241105-08:29:56 epoch_duration 2min46s next_finish 08:32:43
20241105-08:29:57 wrote state.pth
20241105-08:29:57 --- epoch 1965 ----------------------------------------
20241105-08:29:57 current_test_accuracies 0.9108 0.9412 0.9176 0.9380 0.9424
20241105-08:29:57 nb_c_quizzes 45067
20241105-08:29:57 weakest_accuracies [0.9108, 0.9176]
20241105-08:29:57 dummy_rand tensor([0.8422])
20241105-08:29:57 dummy_rand tensor([0.4388])
20241105-08:29:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:29:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:32:29 train_loss 1965 model 0 0.03580397415161133
20241105-08:32:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:32:29 train_loss 1965 model 2 0.035268505096435546
20241105-08:32:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:32:31 test_loss 1965 model 0 0.03212661743164062
20241105-08:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:32:31 test_loss 1965 model 2 0.02987091064453125
20241105-08:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:32:33 test_accuracy 1965 model 0 nb_correct 2270 / 2500 (90.80%)
20241105-08:32:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:32:33 test_accuracy 1965 model 2 nb_correct 2332 / 2500 (93.28%)
20241105-08:32:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:32:43 wrote ae_*.pth
20241105-08:32:43 epoch_duration 2min46s next_finish 08:35:29
20241105-08:32:43 wrote state.pth
20241105-08:32:43 --- epoch 1966 ----------------------------------------
20241105-08:32:43 current_test_accuracies 0.9080 0.9412 0.9328 0.9380 0.9424
20241105-08:32:43 nb_c_quizzes 45067
20241105-08:32:43 weakest_accuracies [0.908, 0.9328]
20241105-08:32:43 dummy_rand tensor([0.6763])
20241105-08:32:43 dummy_rand tensor([0.9206])
20241105-08:32:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:32:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:35:15 train_loss 1966 model 2 0.03472367095947266
20241105-08:35:15 train_loss 1966 model 0 0.03535109138488769
20241105-08:35:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:35:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:35:18 test_loss 1966 model 2 0.03282928466796875
20241105-08:35:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:35:18 test_loss 1966 model 0 0.02726165771484375
20241105-08:35:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:35:20 test_accuracy 1966 model 2 nb_correct 2311 / 2500 (92.44%)
20241105-08:35:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:35:20 test_accuracy 1966 model 0 nb_correct 2320 / 2500 (92.80%)
20241105-08:35:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:35:30 wrote ae_*.pth
20241105-08:35:30 epoch_duration 2min46s next_finish 08:38:17
20241105-08:35:30 wrote state.pth
20241105-08:35:30 --- epoch 1967 ----------------------------------------
20241105-08:35:30 current_test_accuracies 0.9280 0.9412 0.9244 0.9380 0.9424
20241105-08:35:30 nb_c_quizzes 45067
20241105-08:35:30 weakest_accuracies [0.9244, 0.928]
20241105-08:35:30 dummy_rand tensor([0.2847])
20241105-08:35:30 dummy_rand tensor([0.6448])
20241105-08:35:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:35:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:38:02 train_loss 1967 model 2 0.03497812581062317
20241105-08:38:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:38:03 train_loss 1967 model 0 0.03457698822021484
20241105-08:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:38:05 test_loss 1967 model 2 0.03447769165039063
20241105-08:38:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:38:05 test_loss 1967 model 0 0.029211578369140626
20241105-08:38:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:38:07 test_accuracy 1967 model 2 nb_correct 2260 / 2500 (90.40%)
20241105-08:38:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:38:08 test_accuracy 1967 model 0 nb_correct 2286 / 2500 (91.44%)
20241105-08:38:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:38:17 wrote ae_*.pth
20241105-08:38:17 epoch_duration 2min47s next_finish 08:41:04
20241105-08:38:17 wrote state.pth
20241105-08:38:17 --- epoch 1968 ----------------------------------------
20241105-08:38:17 current_test_accuracies 0.9144 0.9412 0.9040 0.9380 0.9424
20241105-08:38:17 nb_c_quizzes 45067
20241105-08:38:17 weakest_accuracies [0.904, 0.9144]
20241105-08:38:17 dummy_rand tensor([0.9741])
20241105-08:38:17 dummy_rand tensor([0.0795])
20241105-08:38:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:38:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:40:49 train_loss 1968 model 0 0.03506557416915894
20241105-08:40:49 train_loss 1968 model 2 0.03513888168334961
20241105-08:40:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:40:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:40:52 test_loss 1968 model 0 0.030713272094726563
20241105-08:40:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:40:52 test_loss 1968 model 2 0.030275421142578127
20241105-08:40:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:40:54 test_accuracy 1968 model 0 nb_correct 2350 / 2500 (94.00%)
20241105-08:40:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:40:54 test_accuracy 1968 model 2 nb_correct 2354 / 2500 (94.16%)
20241105-08:40:54 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:41:04 wrote ae_*.pth
20241105-08:41:04 epoch_duration 2min46s next_finish 08:43:50
20241105-08:41:04 wrote state.pth
20241105-08:41:04 --- epoch 1969 ----------------------------------------
20241105-08:41:04 current_test_accuracies 0.9400 0.9412 0.9416 0.9380 0.9424
20241105-08:41:04 nb_c_quizzes 45067
20241105-08:41:04 weakest_accuracies [0.938, 0.94]
20241105-08:41:04 dummy_rand tensor([0.7947])
20241105-08:41:04 dummy_rand tensor([0.9259])
20241105-08:41:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:41:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:43:36 train_loss 1969 model 3 0.03615879440307617
20241105-08:43:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:43:36 train_loss 1969 model 0 0.0356898307800293
20241105-08:43:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:43:38 test_loss 1969 model 3 0.028355712890625
20241105-08:43:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:43:38 test_loss 1969 model 0 0.03279800415039062
20241105-08:43:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:43:40 test_accuracy 1969 model 3 nb_correct 2274 / 2500 (90.96%)
20241105-08:43:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:43:40 test_accuracy 1969 model 0 nb_correct 2256 / 2500 (90.24%)
20241105-08:43:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:43:50 wrote ae_*.pth
20241105-08:43:50 epoch_duration 2min46s next_finish 08:46:36
20241105-08:43:50 wrote state.pth
20241105-08:43:50 --- epoch 1970 ----------------------------------------
20241105-08:43:50 current_test_accuracies 0.9024 0.9412 0.9416 0.9096 0.9424
20241105-08:43:50 nb_c_quizzes 45067
20241105-08:43:50 weakest_accuracies [0.9024, 0.9096]
20241105-08:43:50 dummy_rand tensor([0.1098])
20241105-08:43:50 dummy_rand tensor([0.5186])
20241105-08:43:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:43:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:46:22 train_loss 1970 model 3 0.035411529541015625
20241105-08:46:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:46:22 train_loss 1970 model 0 0.0351909065246582
20241105-08:46:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:46:24 test_loss 1970 model 3 0.02568443298339844
20241105-08:46:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:46:24 test_loss 1970 model 0 0.02983306884765625
20241105-08:46:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:46:26 test_accuracy 1970 model 3 nb_correct 2313 / 2500 (92.52%)
20241105-08:46:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:46:27 test_accuracy 1970 model 0 nb_correct 2267 / 2500 (90.68%)
20241105-08:46:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:46:36 wrote ae_*.pth
20241105-08:46:36 epoch_duration 2min46s next_finish 08:49:22
20241105-08:46:36 wrote state.pth
20241105-08:46:36 --- epoch 1971 ----------------------------------------
20241105-08:46:36 current_test_accuracies 0.9068 0.9412 0.9416 0.9252 0.9424
20241105-08:46:36 nb_c_quizzes 45067
20241105-08:46:36 weakest_accuracies [0.9068, 0.9252]
20241105-08:46:36 dummy_rand tensor([0.0589])
20241105-08:46:36 dummy_rand tensor([0.2078])
20241105-08:46:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:46:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:49:08 train_loss 1971 model 0 0.03445089721679687
20241105-08:49:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:49:08 train_loss 1971 model 3 0.03663018989562988
20241105-08:49:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:49:10 test_loss 1971 model 0 0.0279388427734375
20241105-08:49:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:49:10 test_loss 1971 model 3 0.03195358276367188
20241105-08:49:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:49:13 test_accuracy 1971 model 0 nb_correct 2317 / 2500 (92.68%)
20241105-08:49:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:49:13 test_accuracy 1971 model 3 nb_correct 2253 / 2500 (90.12%)
20241105-08:49:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:49:22 wrote ae_*.pth
20241105-08:49:22 epoch_duration 2min46s next_finish 08:52:09
20241105-08:49:23 wrote state.pth
20241105-08:49:23 --- epoch 1972 ----------------------------------------
20241105-08:49:23 current_test_accuracies 0.9268 0.9412 0.9416 0.9012 0.9424
20241105-08:49:23 nb_c_quizzes 45067
20241105-08:49:23 weakest_accuracies [0.9012, 0.9268]
20241105-08:49:23 dummy_rand tensor([0.8856])
20241105-08:49:23 dummy_rand tensor([0.7464])
20241105-08:49:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:49:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:51:55 train_loss 1972 model 0 0.034939010620117186
20241105-08:51:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:51:55 train_loss 1972 model 3 0.03524288940429687
20241105-08:51:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:51:57 test_loss 1972 model 0 0.024907798767089845
20241105-08:51:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:51:57 test_loss 1972 model 3 0.026266860961914062
20241105-08:51:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:51:59 test_accuracy 1972 model 0 nb_correct 2254 / 2500 (90.16%)
20241105-08:51:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:51:59 test_accuracy 1972 model 3 nb_correct 2268 / 2500 (90.72%)
20241105-08:51:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:52:09 wrote ae_*.pth
20241105-08:52:09 epoch_duration 2min46s next_finish 08:54:56
20241105-08:52:09 wrote state.pth
20241105-08:52:09 --- epoch 1973 ----------------------------------------
20241105-08:52:09 current_test_accuracies 0.9016 0.9412 0.9416 0.9072 0.9424
20241105-08:52:09 nb_c_quizzes 45067
20241105-08:52:09 weakest_accuracies [0.9016, 0.9072]
20241105-08:52:09 dummy_rand tensor([0.0296])
20241105-08:52:09 dummy_rand tensor([0.3253])
20241105-08:52:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:52:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:54:41 train_loss 1973 model 0 0.03506360626220703
20241105-08:54:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:54:42 train_loss 1973 model 3 0.03460053253173828
20241105-08:54:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:54:44 test_loss 1973 model 0 0.03313369750976562
20241105-08:54:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:54:44 test_loss 1973 model 3 0.03541900634765625
20241105-08:54:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:54:46 test_accuracy 1973 model 0 nb_correct 2351 / 2500 (94.04%)
20241105-08:54:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:54:47 test_accuracy 1973 model 3 nb_correct 2334 / 2500 (93.36%)
20241105-08:54:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:54:56 wrote ae_*.pth
20241105-08:54:56 epoch_duration 2min46s next_finish 08:57:43
20241105-08:54:56 wrote state.pth
20241105-08:54:56 --- epoch 1974 ----------------------------------------
20241105-08:54:56 current_test_accuracies 0.9404 0.9412 0.9416 0.9336 0.9424
20241105-08:54:56 nb_c_quizzes 45067
20241105-08:54:56 weakest_accuracies [0.9336, 0.9404]
20241105-08:54:56 dummy_rand tensor([0.1163])
20241105-08:54:56 dummy_rand tensor([0.8687])
20241105-08:54:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:54:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:57:28 train_loss 1974 model 3 0.03665947341918945
20241105-08:57:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:57:28 train_loss 1974 model 0 0.03457761955261231
20241105-08:57:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:57:30 test_loss 1974 model 3 0.03309234619140625
20241105-08:57:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:57:30 test_loss 1974 model 0 0.0316033935546875
20241105-08:57:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-08:57:32 test_accuracy 1974 model 3 nb_correct 2204 / 2500 (88.16%)
20241105-08:57:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:57:32 test_accuracy 1974 model 0 nb_correct 2277 / 2500 (91.08%)
20241105-08:57:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-08:57:42 wrote ae_*.pth
20241105-08:57:42 epoch_duration 2min46s next_finish 09:00:28
20241105-08:57:42 wrote state.pth
20241105-08:57:42 --- epoch 1975 ----------------------------------------
20241105-08:57:42 current_test_accuracies 0.9108 0.9412 0.9416 0.8816 0.9424
20241105-08:57:42 nb_c_quizzes 45067
20241105-08:57:42 weakest_accuracies [0.8816, 0.9108]
20241105-08:57:42 dummy_rand tensor([0.4460])
20241105-08:57:42 dummy_rand tensor([0.2630])
20241105-08:57:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-08:57:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:00:14 train_loss 1975 model 0 0.035053049087524414
20241105-09:00:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:00:14 train_loss 1975 model 3 0.035901626586914065
20241105-09:00:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:00:16 test_loss 1975 model 0 0.03441986083984375
20241105-09:00:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:00:16 test_loss 1975 model 3 0.031369476318359374
20241105-09:00:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:00:19 test_accuracy 1975 model 0 nb_correct 2321 / 2500 (92.84%)
20241105-09:00:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:00:19 test_accuracy 1975 model 3 nb_correct 2303 / 2500 (92.12%)
20241105-09:00:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:00:28 wrote ae_*.pth
20241105-09:00:28 epoch_duration 2min46s next_finish 09:03:14
20241105-09:00:28 wrote state.pth
20241105-09:00:28 --- epoch 1976 ----------------------------------------
20241105-09:00:28 current_test_accuracies 0.9284 0.9412 0.9416 0.9212 0.9424
20241105-09:00:28 nb_c_quizzes 45067
20241105-09:00:28 weakest_accuracies [0.9212, 0.9284]
20241105-09:00:28 dummy_rand tensor([0.2295])
20241105-09:00:28 dummy_rand tensor([0.1155])
20241105-09:00:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:00:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:03:00 train_loss 1976 model 3 0.03516567611694336
20241105-09:03:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:03:00 train_loss 1976 model 0 0.03533949279785156
20241105-09:03:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:03:03 test_loss 1976 model 3 0.028569488525390624
20241105-09:03:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:03:03 test_loss 1976 model 0 0.03012125015258789
20241105-09:03:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:03:05 test_accuracy 1976 model 3 nb_correct 2213 / 2500 (88.52%)
20241105-09:03:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:03:05 test_accuracy 1976 model 0 nb_correct 2302 / 2500 (92.08%)
20241105-09:03:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:03:15 wrote ae_*.pth
20241105-09:03:15 epoch_duration 2min46s next_finish 09:06:01
20241105-09:03:15 wrote state.pth
20241105-09:03:15 --- epoch 1977 ----------------------------------------
20241105-09:03:15 current_test_accuracies 0.9208 0.9412 0.9416 0.8852 0.9424
20241105-09:03:15 nb_c_quizzes 45067
20241105-09:03:15 weakest_accuracies [0.8852, 0.9208]
20241105-09:03:15 dummy_rand tensor([0.5143])
20241105-09:03:15 dummy_rand tensor([0.6294])
20241105-09:03:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:03:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:05:46 train_loss 1977 model 3 0.035003150939941406
20241105-09:05:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:05:47 train_loss 1977 model 0 0.035075231552124025
20241105-09:05:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:05:49 test_loss 1977 model 3 0.028136062622070312
20241105-09:05:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:05:49 test_loss 1977 model 0 0.0264678955078125
20241105-09:05:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:05:51 test_accuracy 1977 model 3 nb_correct 2278 / 2500 (91.12%)
20241105-09:05:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:05:51 test_accuracy 1977 model 0 nb_correct 2294 / 2500 (91.76%)
20241105-09:05:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:06:01 wrote ae_*.pth
20241105-09:06:01 epoch_duration 2min46s next_finish 09:08:47
20241105-09:06:01 wrote state.pth
20241105-09:06:01 --- epoch 1978 ----------------------------------------
20241105-09:06:01 current_test_accuracies 0.9176 0.9412 0.9416 0.9112 0.9424
20241105-09:06:01 nb_c_quizzes 45067
20241105-09:06:01 weakest_accuracies [0.9112, 0.9176]
20241105-09:06:01 dummy_rand tensor([0.4335])
20241105-09:06:01 dummy_rand tensor([0.0430])
20241105-09:06:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:06:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:08:33 train_loss 1978 model 0 0.035264896392822265
20241105-09:08:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:08:33 train_loss 1978 model 3 0.035241844177246094
20241105-09:08:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:08:35 test_loss 1978 model 0 0.032030029296875
20241105-09:08:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:08:35 test_loss 1978 model 3 0.02741722106933594
20241105-09:08:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:08:37 test_accuracy 1978 model 0 nb_correct 2317 / 2500 (92.68%)
20241105-09:08:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:08:37 test_accuracy 1978 model 3 nb_correct 2298 / 2500 (91.92%)
20241105-09:08:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:08:47 wrote ae_*.pth
20241105-09:08:47 epoch_duration 2min46s next_finish 09:11:34
20241105-09:08:48 wrote state.pth
20241105-09:08:48 --- epoch 1979 ----------------------------------------
20241105-09:08:48 current_test_accuracies 0.9268 0.9412 0.9416 0.9192 0.9424
20241105-09:08:48 nb_c_quizzes 45067
20241105-09:08:48 weakest_accuracies [0.9192, 0.9268]
20241105-09:08:48 dummy_rand tensor([0.6713])
20241105-09:08:48 dummy_rand tensor([0.0748])
20241105-09:08:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:08:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:11:19 train_loss 1979 model 3 0.03461751937866211
20241105-09:11:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:11:19 train_loss 1979 model 0 0.03445220947265625
20241105-09:11:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:11:22 test_loss 1979 model 3 0.02914764404296875
20241105-09:11:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:11:22 test_loss 1979 model 0 0.03146091461181641
20241105-09:11:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:11:24 test_accuracy 1979 model 3 nb_correct 2307 / 2500 (92.28%)
20241105-09:11:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:11:24 test_accuracy 1979 model 0 nb_correct 2325 / 2500 (93.00%)
20241105-09:11:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:11:34 wrote ae_*.pth
20241105-09:11:34 epoch_duration 2min46s next_finish 09:14:21
20241105-09:11:34 wrote state.pth
20241105-09:11:34 --- epoch 1980 ----------------------------------------
20241105-09:11:34 current_test_accuracies 0.9300 0.9412 0.9416 0.9228 0.9424
20241105-09:11:34 nb_c_quizzes 45067
20241105-09:11:34 weakest_accuracies [0.9228, 0.93]
20241105-09:11:34 dummy_rand tensor([0.4678])
20241105-09:11:34 dummy_rand tensor([0.5780])
20241105-09:11:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:11:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:14:06 train_loss 1980 model 0 0.03496146011352539
20241105-09:14:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:14:06 train_loss 1980 model 3 0.03584804916381836
20241105-09:14:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:14:08 test_loss 1980 model 0 0.028583869934082032
20241105-09:14:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:14:08 test_loss 1980 model 3 0.03261878967285156
20241105-09:14:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:14:11 test_accuracy 1980 model 0 nb_correct 2309 / 2500 (92.36%)
20241105-09:14:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:14:11 test_accuracy 1980 model 3 nb_correct 2305 / 2500 (92.20%)
20241105-09:14:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:14:20 wrote ae_*.pth
20241105-09:14:20 epoch_duration 2min46s next_finish 09:17:06
20241105-09:14:20 wrote state.pth
20241105-09:14:20 --- epoch 1981 ----------------------------------------
20241105-09:14:20 current_test_accuracies 0.9236 0.9412 0.9416 0.9220 0.9424
20241105-09:14:20 nb_c_quizzes 45067
20241105-09:14:20 weakest_accuracies [0.922, 0.9236]
20241105-09:14:20 dummy_rand tensor([0.0036])
20241105-09:14:20 dummy_rand tensor([0.2833])
20241105-09:14:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:14:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:16:53 train_loss 1981 model 3 0.03522173500061035
20241105-09:16:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:16:53 train_loss 1981 model 0 0.03507400512695313
20241105-09:16:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:16:55 test_loss 1981 model 3 0.029510040283203125
20241105-09:16:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:16:55 test_loss 1981 model 0 0.032703094482421875
20241105-09:16:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:16:57 test_accuracy 1981 model 3 nb_correct 2267 / 2500 (90.68%)
20241105-09:16:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:16:58 test_accuracy 1981 model 0 nb_correct 2291 / 2500 (91.64%)
20241105-09:16:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:17:07 wrote ae_*.pth
20241105-09:17:07 epoch_duration 2min46s next_finish 09:19:54
20241105-09:17:07 wrote state.pth
20241105-09:17:07 --- epoch 1982 ----------------------------------------
20241105-09:17:07 current_test_accuracies 0.9164 0.9412 0.9416 0.9068 0.9424
20241105-09:17:07 nb_c_quizzes 45067
20241105-09:17:07 weakest_accuracies [0.9068, 0.9164]
20241105-09:17:07 dummy_rand tensor([0.9497])
20241105-09:17:07 dummy_rand tensor([0.5976])
20241105-09:17:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:17:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:19:39 train_loss 1982 model 3 0.03566486167907715
20241105-09:19:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:19:39 train_loss 1982 model 0 0.035230398178100586
20241105-09:19:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:19:41 test_loss 1982 model 3 0.027845687866210937
20241105-09:19:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:19:41 test_loss 1982 model 0 0.029364013671875
20241105-09:19:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:19:43 test_accuracy 1982 model 3 nb_correct 2223 / 2500 (88.92%)
20241105-09:19:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:19:43 test_accuracy 1982 model 0 nb_correct 2291 / 2500 (91.64%)
20241105-09:19:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:19:53 wrote ae_*.pth
20241105-09:19:53 epoch_duration 2min45s next_finish 09:22:39
20241105-09:19:53 wrote state.pth
20241105-09:19:53 --- epoch 1983 ----------------------------------------
20241105-09:19:53 current_test_accuracies 0.9164 0.9412 0.9416 0.8892 0.9424
20241105-09:19:53 nb_c_quizzes 45067
20241105-09:19:53 weakest_accuracies [0.8892, 0.9164]
20241105-09:19:53 dummy_rand tensor([0.8738])
20241105-09:19:53 dummy_rand tensor([0.6977])
20241105-09:19:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:19:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:22:25 train_loss 1983 model 3 0.03576810073852539
20241105-09:22:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:22:25 train_loss 1983 model 0 0.03511117362976074
20241105-09:22:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:22:27 test_loss 1983 model 3 0.029980239868164064
20241105-09:22:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:22:27 test_loss 1983 model 0 0.02947113037109375
20241105-09:22:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:22:29 test_accuracy 1983 model 3 nb_correct 2288 / 2500 (91.52%)
20241105-09:22:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:22:29 test_accuracy 1983 model 0 nb_correct 2284 / 2500 (91.36%)
20241105-09:22:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:22:39 wrote ae_*.pth
20241105-09:22:39 epoch_duration 2min45s next_finish 09:25:25
20241105-09:22:39 wrote state.pth
20241105-09:22:39 --- epoch 1984 ----------------------------------------
20241105-09:22:39 current_test_accuracies 0.9136 0.9412 0.9416 0.9152 0.9424
20241105-09:22:39 nb_c_quizzes 45067
20241105-09:22:39 weakest_accuracies [0.9136, 0.9152]
20241105-09:22:39 dummy_rand tensor([0.5321])
20241105-09:22:39 dummy_rand tensor([0.3339])
20241105-09:22:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:22:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:25:11 train_loss 1984 model 3 0.03592102813720703
20241105-09:25:11 train_loss 1984 model 0 0.03448559379577637
20241105-09:25:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:25:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:25:13 test_loss 1984 model 3 0.0296649169921875
20241105-09:25:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:25:13 test_loss 1984 model 0 0.03149307250976562
20241105-09:25:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:25:16 test_accuracy 1984 model 3 nb_correct 2257 / 2500 (90.28%)
20241105-09:25:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:25:16 test_accuracy 1984 model 0 nb_correct 2291 / 2500 (91.64%)
20241105-09:25:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:25:25 wrote ae_*.pth
20241105-09:25:25 epoch_duration 2min46s next_finish 09:28:11
20241105-09:25:25 wrote state.pth
20241105-09:25:25 --- epoch 1985 ----------------------------------------
20241105-09:25:25 current_test_accuracies 0.9164 0.9412 0.9416 0.9028 0.9424
20241105-09:25:25 nb_c_quizzes 45067
20241105-09:25:25 weakest_accuracies [0.9028, 0.9164]
20241105-09:25:25 dummy_rand tensor([0.0930])
20241105-09:25:25 dummy_rand tensor([0.8443])
20241105-09:25:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:25:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:27:57 train_loss 1985 model 3 0.03534452819824219
20241105-09:27:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:27:57 train_loss 1985 model 0 0.03421258544921875
20241105-09:27:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:27:59 test_loss 1985 model 3 0.03393722534179688
20241105-09:27:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:27:59 test_loss 1985 model 0 0.029354896545410156
20241105-09:27:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:28:02 test_accuracy 1985 model 3 nb_correct 2304 / 2500 (92.16%)
20241105-09:28:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:28:02 test_accuracy 1985 model 0 nb_correct 2300 / 2500 (92.00%)
20241105-09:28:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:28:11 wrote ae_*.pth
20241105-09:28:11 epoch_duration 2min46s next_finish 09:30:57
20241105-09:28:11 wrote state.pth
20241105-09:28:11 --- epoch 1986 ----------------------------------------
20241105-09:28:11 current_test_accuracies 0.9200 0.9412 0.9416 0.9216 0.9424
20241105-09:28:11 nb_c_quizzes 45067
20241105-09:28:11 weakest_accuracies [0.92, 0.9216]
20241105-09:28:11 dummy_rand tensor([0.3928])
20241105-09:28:11 dummy_rand tensor([0.9235])
20241105-09:28:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:28:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:30:43 train_loss 1986 model 3 0.0355305757522583
20241105-09:30:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:30:43 train_loss 1986 model 0 0.035394584655761716
20241105-09:30:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:30:46 test_loss 1986 model 3 0.03220240592956543
20241105-09:30:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:30:46 test_loss 1986 model 0 0.028886489868164063
20241105-09:30:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:30:48 test_accuracy 1986 model 3 nb_correct 2298 / 2500 (91.92%)
20241105-09:30:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:30:48 test_accuracy 1986 model 0 nb_correct 2323 / 2500 (92.92%)
20241105-09:30:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:30:58 wrote ae_*.pth
20241105-09:30:58 epoch_duration 2min46s next_finish 09:33:44
20241105-09:30:58 wrote state.pth
20241105-09:30:58 --- epoch 1987 ----------------------------------------
20241105-09:30:58 current_test_accuracies 0.9292 0.9412 0.9416 0.9192 0.9424
20241105-09:30:58 nb_c_quizzes 45067
20241105-09:30:58 weakest_accuracies [0.9192, 0.9292]
20241105-09:30:58 dummy_rand tensor([0.5400])
20241105-09:30:58 dummy_rand tensor([0.5125])
20241105-09:30:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:30:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:33:30 train_loss 1987 model 3 0.03536831665039063
20241105-09:33:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:33:30 train_loss 1987 model 0 0.03529593276977539
20241105-09:33:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:33:32 test_loss 1987 model 3 0.03111541748046875
20241105-09:33:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:33:32 test_loss 1987 model 0 0.029293289184570314
20241105-09:33:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:33:35 test_accuracy 1987 model 3 nb_correct 2291 / 2500 (91.64%)
20241105-09:33:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:33:35 test_accuracy 1987 model 0 nb_correct 2308 / 2500 (92.32%)
20241105-09:33:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:33:44 wrote ae_*.pth
20241105-09:33:44 epoch_duration 2min46s next_finish 09:36:31
20241105-09:33:44 wrote state.pth
20241105-09:33:44 --- epoch 1988 ----------------------------------------
20241105-09:33:44 current_test_accuracies 0.9232 0.9412 0.9416 0.9164 0.9424
20241105-09:33:44 nb_c_quizzes 45067
20241105-09:33:44 weakest_accuracies [0.9164, 0.9232]
20241105-09:33:44 dummy_rand tensor([0.6941])
20241105-09:33:44 dummy_rand tensor([0.7890])
20241105-09:33:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:33:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:36:16 train_loss 1988 model 3 0.03552858161926269
20241105-09:36:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:36:16 train_loss 1988 model 0 0.03416194534301758
20241105-09:36:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:36:18 test_loss 1988 model 3 0.026229248046875
20241105-09:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:36:18 test_loss 1988 model 0 0.028567657470703126
20241105-09:36:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:36:21 test_accuracy 1988 model 3 nb_correct 2296 / 2500 (91.84%)
20241105-09:36:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:36:21 test_accuracy 1988 model 0 nb_correct 2300 / 2500 (92.00%)
20241105-09:36:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:36:30 wrote ae_*.pth
20241105-09:36:30 epoch_duration 2min46s next_finish 09:39:16
20241105-09:36:31 wrote state.pth
20241105-09:36:31 --- epoch 1989 ----------------------------------------
20241105-09:36:31 current_test_accuracies 0.9200 0.9412 0.9416 0.9184 0.9424
20241105-09:36:31 nb_c_quizzes 45067
20241105-09:36:31 weakest_accuracies [0.9184, 0.92]
20241105-09:36:31 dummy_rand tensor([0.5409])
20241105-09:36:31 dummy_rand tensor([0.1264])
20241105-09:36:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:36:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:39:02 train_loss 1989 model 0 0.03507968902587891
20241105-09:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:39:02 train_loss 1989 model 3 0.035053038120269775
20241105-09:39:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:39:04 test_loss 1989 model 0 0.03140457153320313
20241105-09:39:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:39:04 test_loss 1989 model 3 0.029703826904296876
20241105-09:39:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:39:07 test_accuracy 1989 model 0 nb_correct 2347 / 2500 (93.88%)
20241105-09:39:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:39:07 test_accuracy 1989 model 3 nb_correct 2288 / 2500 (91.52%)
20241105-09:39:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:39:16 wrote ae_*.pth
20241105-09:39:16 epoch_duration 2min46s next_finish 09:42:03
20241105-09:39:17 wrote state.pth
20241105-09:39:17 --- epoch 1990 ----------------------------------------
20241105-09:39:17 current_test_accuracies 0.9388 0.9412 0.9416 0.9152 0.9424
20241105-09:39:17 nb_c_quizzes 45067
20241105-09:39:17 weakest_accuracies [0.9152, 0.9388]
20241105-09:39:17 dummy_rand tensor([0.3057])
20241105-09:39:17 dummy_rand tensor([0.2041])
20241105-09:39:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:39:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:41:48 train_loss 1990 model 3 0.03503259658813476
20241105-09:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:41:48 train_loss 1990 model 0 0.03464446258544922
20241105-09:41:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:41:51 test_loss 1990 model 3 0.0341180419921875
20241105-09:41:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:41:51 test_loss 1990 model 0 0.03542533874511719
20241105-09:41:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:41:53 test_accuracy 1990 model 3 nb_correct 2256 / 2500 (90.24%)
20241105-09:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:41:53 test_accuracy 1990 model 0 nb_correct 2313 / 2500 (92.52%)
20241105-09:41:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:42:03 wrote ae_*.pth
20241105-09:42:03 epoch_duration 2min46s next_finish 09:44:49
20241105-09:42:03 wrote state.pth
20241105-09:42:03 --- epoch 1991 ----------------------------------------
20241105-09:42:03 current_test_accuracies 0.9252 0.9412 0.9416 0.9024 0.9424
20241105-09:42:03 nb_c_quizzes 45067
20241105-09:42:03 weakest_accuracies [0.9024, 0.9252]
20241105-09:42:03 dummy_rand tensor([0.3952])
20241105-09:42:03 dummy_rand tensor([0.3886])
20241105-09:42:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:42:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:44:35 train_loss 1991 model 3 0.03581896209716797
20241105-09:44:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:44:35 train_loss 1991 model 0 0.03478070068359375
20241105-09:44:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:44:38 test_loss 1991 model 3 0.03423873901367187
20241105-09:44:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:44:38 test_loss 1991 model 0 0.031206817626953126
20241105-09:44:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:44:40 test_accuracy 1991 model 3 nb_correct 2311 / 2500 (92.44%)
20241105-09:44:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:44:40 test_accuracy 1991 model 0 nb_correct 2327 / 2500 (93.08%)
20241105-09:44:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:44:50 wrote ae_*.pth
20241105-09:44:50 epoch_duration 2min46s next_finish 09:47:37
20241105-09:44:50 wrote state.pth
20241105-09:44:50 --- epoch 1992 ----------------------------------------
20241105-09:44:50 current_test_accuracies 0.9308 0.9412 0.9416 0.9244 0.9424
20241105-09:44:50 nb_c_quizzes 45067
20241105-09:44:50 weakest_accuracies [0.9244, 0.9308]
20241105-09:44:50 dummy_rand tensor([0.5592])
20241105-09:44:50 dummy_rand tensor([0.9155])
20241105-09:44:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:44:50 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:47:22 train_loss 1992 model 0 0.03478920555114746
20241105-09:47:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:47:22 train_loss 1992 model 3 0.03547439193725586
20241105-09:47:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:47:24 test_loss 1992 model 0 0.031792831420898435
20241105-09:47:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:47:24 test_loss 1992 model 3 0.027029647827148437
20241105-09:47:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:47:26 test_accuracy 1992 model 0 nb_correct 2338 / 2500 (93.52%)
20241105-09:47:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:47:26 test_accuracy 1992 model 3 nb_correct 2278 / 2500 (91.12%)
20241105-09:47:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:47:36 wrote ae_*.pth
20241105-09:47:36 epoch_duration 2min46s next_finish 09:50:23
20241105-09:47:36 wrote state.pth
20241105-09:47:36 --- epoch 1993 ----------------------------------------
20241105-09:47:36 current_test_accuracies 0.9352 0.9412 0.9416 0.9112 0.9424
20241105-09:47:36 nb_c_quizzes 45067
20241105-09:47:36 weakest_accuracies [0.9112, 0.9352]
20241105-09:47:36 dummy_rand tensor([0.8611])
20241105-09:47:36 dummy_rand tensor([0.7193])
20241105-09:47:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:47:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:50:08 train_loss 1993 model 3 0.03438522148132324
20241105-09:50:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:50:08 train_loss 1993 model 0 0.03491812133789062
20241105-09:50:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:50:10 test_loss 1993 model 3 0.02956512451171875
20241105-09:50:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:50:10 test_loss 1993 model 0 0.026322669982910156
20241105-09:50:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:50:13 test_accuracy 1993 model 3 nb_correct 2337 / 2500 (93.48%)
20241105-09:50:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:50:13 test_accuracy 1993 model 0 nb_correct 2267 / 2500 (90.68%)
20241105-09:50:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:50:22 wrote ae_*.pth
20241105-09:50:22 epoch_duration 2min46s next_finish 09:53:08
20241105-09:50:22 wrote state.pth
20241105-09:50:22 --- epoch 1994 ----------------------------------------
20241105-09:50:22 current_test_accuracies 0.9068 0.9412 0.9416 0.9348 0.9424
20241105-09:50:22 nb_c_quizzes 45067
20241105-09:50:22 weakest_accuracies [0.9068, 0.9348]
20241105-09:50:22 dummy_rand tensor([0.3065])
20241105-09:50:22 dummy_rand tensor([0.3835])
20241105-09:50:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:50:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:52:54 train_loss 1994 model 3 0.035984977722167966
20241105-09:52:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:52:54 train_loss 1994 model 0 0.03530155086517334
20241105-09:52:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:52:57 test_loss 1994 model 3 0.029711456298828126
20241105-09:52:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:52:57 test_loss 1994 model 0 0.03076019287109375
20241105-09:52:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:52:59 test_accuracy 1994 model 3 nb_correct 2245 / 2500 (89.80%)
20241105-09:52:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:52:59 test_accuracy 1994 model 0 nb_correct 2300 / 2500 (92.00%)
20241105-09:52:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:53:09 wrote ae_*.pth
20241105-09:53:09 epoch_duration 2min46s next_finish 09:55:55
20241105-09:53:09 wrote state.pth
20241105-09:53:09 --- epoch 1995 ----------------------------------------
20241105-09:53:09 current_test_accuracies 0.9200 0.9412 0.9416 0.8980 0.9424
20241105-09:53:09 nb_c_quizzes 45067
20241105-09:53:09 weakest_accuracies [0.898, 0.92]
20241105-09:53:09 dummy_rand tensor([0.5444])
20241105-09:53:09 dummy_rand tensor([0.1963])
20241105-09:53:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:53:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:55:41 train_loss 1995 model 3 0.03566766357421875
20241105-09:55:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:55:41 train_loss 1995 model 0 0.03488933563232422
20241105-09:55:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:55:43 test_loss 1995 model 3 0.029317626953125
20241105-09:55:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:55:43 test_loss 1995 model 0 0.034866867065429685
20241105-09:55:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:55:45 test_accuracy 1995 model 3 nb_correct 2284 / 2500 (91.36%)
20241105-09:55:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:55:45 test_accuracy 1995 model 0 nb_correct 2284 / 2500 (91.36%)
20241105-09:55:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:55:55 wrote ae_*.pth
20241105-09:55:55 epoch_duration 2min46s next_finish 09:58:41
20241105-09:55:55 wrote state.pth
20241105-09:55:55 --- epoch 1996 ----------------------------------------
20241105-09:55:55 current_test_accuracies 0.9136 0.9412 0.9416 0.9136 0.9424
20241105-09:55:55 nb_c_quizzes 45067
20241105-09:55:55 weakest_accuracies [0.9136, 0.9136]
20241105-09:55:55 dummy_rand tensor([0.6752])
20241105-09:55:55 dummy_rand tensor([0.3176])
20241105-09:55:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:55:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:58:27 train_loss 1996 model 0 0.035392290115356446
20241105-09:58:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:58:27 train_loss 1996 model 3 0.035288768768310545
20241105-09:58:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:58:29 test_loss 1996 model 0 0.029047393798828126
20241105-09:58:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:58:29 test_loss 1996 model 3 0.02948478698730469
20241105-09:58:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-09:58:31 test_accuracy 1996 model 0 nb_correct 2279 / 2500 (91.16%)
20241105-09:58:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:58:32 test_accuracy 1996 model 3 nb_correct 2256 / 2500 (90.24%)
20241105-09:58:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-09:58:41 wrote ae_*.pth
20241105-09:58:41 epoch_duration 2min46s next_finish 10:01:27
20241105-09:58:41 wrote state.pth
20241105-09:58:41 --- epoch 1997 ----------------------------------------
20241105-09:58:41 current_test_accuracies 0.9116 0.9412 0.9416 0.9024 0.9424
20241105-09:58:41 nb_c_quizzes 45067
20241105-09:58:41 weakest_accuracies [0.9024, 0.9116]
20241105-09:58:41 dummy_rand tensor([0.5100])
20241105-09:58:41 dummy_rand tensor([0.0380])
20241105-09:58:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-09:58:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:01:13 train_loss 1997 model 0 0.034829257965087894
20241105-10:01:13 train_loss 1997 model 3 0.03497874259948731
20241105-10:01:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:01:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:01:16 test_loss 1997 model 0 0.029945526123046875
20241105-10:01:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:01:16 test_loss 1997 model 3 0.030304336547851564
20241105-10:01:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:01:18 test_accuracy 1997 model 0 nb_correct 2361 / 2500 (94.44%)
20241105-10:01:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:01:18 test_accuracy 1997 model 3 nb_correct 2376 / 2500 (95.04%)
20241105-10:01:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:01:27 wrote ae_*.pth
20241105-10:01:27 epoch_duration 2min46s next_finish 10:04:14
20241105-10:01:28 wrote state.pth
20241105-10:01:28 --- epoch 1998 ----------------------------------------
20241105-10:01:28 current_test_accuracies 0.9444 0.9412 0.9416 0.9504 0.9424
20241105-10:01:28 nb_c_quizzes 45067
20241105-10:01:28 weakest_accuracies [0.9412, 0.9416]
20241105-10:01:28 dummy_rand tensor([0.0351])
20241105-10:01:28 dummy_rand tensor([0.6027])
20241105-10:01:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:01:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:04:00 train_loss 1998 model 1 0.034677326202392576
20241105-10:04:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:04:00 train_loss 1998 model 2 0.034466281890869144
20241105-10:04:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:04:02 test_loss 1998 model 1 0.03181922912597656
20241105-10:04:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:04:02 test_loss 1998 model 2 0.02784820556640625
20241105-10:04:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:04:04 test_accuracy 1998 model 1 nb_correct 2245 / 2500 (89.80%)
20241105-10:04:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:04:04 test_accuracy 1998 model 2 nb_correct 2296 / 2500 (91.84%)
20241105-10:04:04 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:04:14 wrote ae_*.pth
20241105-10:04:14 epoch_duration 2min46s next_finish 10:07:01
20241105-10:04:14 wrote state.pth
20241105-10:04:14 --- epoch 1999 ----------------------------------------
20241105-10:04:14 current_test_accuracies 0.9444 0.8980 0.9184 0.9504 0.9424
20241105-10:04:14 nb_c_quizzes 45067
20241105-10:04:14 weakest_accuracies [0.898, 0.9184]
20241105-10:04:14 dummy_rand tensor([0.9046])
20241105-10:04:14 dummy_rand tensor([0.1761])
20241105-10:04:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:04:14 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:06:46 train_loss 1999 model 1 0.03557529067993164
20241105-10:06:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:06:46 train_loss 1999 model 2 0.03457677841186523
20241105-10:06:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:06:48 test_loss 1999 model 1 0.033504486083984375
20241105-10:06:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:06:48 test_loss 1999 model 2 0.026785507202148437
20241105-10:06:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:06:51 test_accuracy 1999 model 1 nb_correct 2258 / 2500 (90.32%)
20241105-10:06:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:06:51 test_accuracy 1999 model 2 nb_correct 2294 / 2500 (91.76%)
20241105-10:06:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:07:00 wrote ae_*.pth
20241105-10:07:00 epoch_duration 2min46s next_finish 10:09:46
20241105-10:07:00 wrote state.pth
20241105-10:07:00 --- epoch 2000 ----------------------------------------
20241105-10:07:00 current_test_accuracies 0.9444 0.9032 0.9176 0.9504 0.9424
20241105-10:07:00 nb_c_quizzes 45067
20241105-10:07:00 weakest_accuracies [0.9032, 0.9176]
20241105-10:07:00 dummy_rand tensor([0.1003])
20241105-10:07:00 dummy_rand tensor([0.9679])
20241105-10:07:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:07:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:09:32 train_loss 2000 model 1 0.03512465286254883
20241105-10:09:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:09:32 train_loss 2000 model 2 0.034492698669433594
20241105-10:09:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:09:35 test_loss 2000 model 1 0.031189422607421875
20241105-10:09:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:09:35 test_loss 2000 model 2 0.03182327270507813
20241105-10:09:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:09:37 test_accuracy 2000 model 1 nb_correct 2310 / 2500 (92.40%)
20241105-10:09:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:09:37 test_accuracy 2000 model 2 nb_correct 2313 / 2500 (92.52%)
20241105-10:09:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:09:46 wrote ae_*.pth
20241105-10:09:46 epoch_duration 2min46s next_finish 10:12:33
20241105-10:09:47 wrote state.pth
20241105-10:09:47 --- epoch 2001 ----------------------------------------
20241105-10:09:47 current_test_accuracies 0.9444 0.9240 0.9252 0.9504 0.9424
20241105-10:09:47 nb_c_quizzes 45067
20241105-10:09:47 weakest_accuracies [0.924, 0.9252]
20241105-10:09:47 dummy_rand tensor([0.4885])
20241105-10:09:47 dummy_rand tensor([0.4171])
20241105-10:09:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:09:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:12:18 train_loss 2001 model 2 0.03510575103759766
20241105-10:12:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:12:18 train_loss 2001 model 1 0.035246204376220704
20241105-10:12:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:12:21 test_loss 2001 model 2 0.028323211669921876
20241105-10:12:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:12:21 test_loss 2001 model 1 0.03264633178710938
20241105-10:12:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:12:23 test_accuracy 2001 model 2 nb_correct 2322 / 2500 (92.88%)
20241105-10:12:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:12:23 test_accuracy 2001 model 1 nb_correct 2317 / 2500 (92.68%)
20241105-10:12:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:12:33 wrote ae_*.pth
20241105-10:12:33 epoch_duration 2min46s next_finish 10:15:19
20241105-10:12:33 wrote state.pth
20241105-10:12:33 --- epoch 2002 ----------------------------------------
20241105-10:12:33 current_test_accuracies 0.9444 0.9268 0.9288 0.9504 0.9424
20241105-10:12:33 nb_c_quizzes 45067
20241105-10:12:33 weakest_accuracies [0.9268, 0.9288]
20241105-10:12:33 dummy_rand tensor([0.6570])
20241105-10:12:33 dummy_rand tensor([0.7534])
20241105-10:12:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:12:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:15:05 train_loss 2002 model 1 0.03587442016601562
20241105-10:15:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:15:05 train_loss 2002 model 2 0.03474080657958984
20241105-10:15:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:15:07 test_loss 2002 model 1 0.02709114074707031
20241105-10:15:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:15:07 test_loss 2002 model 2 0.03501190185546875
20241105-10:15:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:15:09 test_accuracy 2002 model 1 nb_correct 2299 / 2500 (91.96%)
20241105-10:15:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:15:09 test_accuracy 2002 model 2 nb_correct 2341 / 2500 (93.64%)
20241105-10:15:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:15:19 wrote ae_*.pth
20241105-10:15:19 epoch_duration 2min46s next_finish 10:18:05
20241105-10:15:19 wrote state.pth
20241105-10:15:19 --- epoch 2003 ----------------------------------------
20241105-10:15:19 current_test_accuracies 0.9444 0.9196 0.9364 0.9504 0.9424
20241105-10:15:19 nb_c_quizzes 45067
20241105-10:15:19 weakest_accuracies [0.9196, 0.9364]
20241105-10:15:19 dummy_rand tensor([0.7626])
20241105-10:15:19 dummy_rand tensor([0.4199])
20241105-10:15:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:15:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:17:51 train_loss 2003 model 1 0.035319547653198245
20241105-10:17:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:17:51 train_loss 2003 model 2 0.034291183471679684
20241105-10:17:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:17:53 test_loss 2003 model 1 0.034407958984375
20241105-10:17:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:17:53 test_loss 2003 model 2 0.026306838989257814
20241105-10:17:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:17:55 test_accuracy 2003 model 1 nb_correct 2292 / 2500 (91.68%)
20241105-10:17:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:17:55 test_accuracy 2003 model 2 nb_correct 2265 / 2500 (90.60%)
20241105-10:17:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:18:05 wrote ae_*.pth
20241105-10:18:05 epoch_duration 2min46s next_finish 10:20:51
20241105-10:18:05 wrote state.pth
20241105-10:18:05 --- epoch 2004 ----------------------------------------
20241105-10:18:05 current_test_accuracies 0.9444 0.9168 0.9060 0.9504 0.9424
20241105-10:18:05 nb_c_quizzes 45067
20241105-10:18:05 weakest_accuracies [0.906, 0.9168]
20241105-10:18:05 dummy_rand tensor([0.0456])
20241105-10:18:05 dummy_rand tensor([0.2433])
20241105-10:18:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:18:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:20:37 train_loss 2004 model 1 0.0346853141784668
20241105-10:20:37 train_loss 2004 model 2 0.03599905586242676
20241105-10:20:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:20:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:20:40 test_loss 2004 model 1 0.028791732788085937
20241105-10:20:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:20:40 test_loss 2004 model 2 0.02795654296875
20241105-10:20:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:20:42 test_accuracy 2004 model 1 nb_correct 2244 / 2500 (89.76%)
20241105-10:20:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:20:42 test_accuracy 2004 model 2 nb_correct 2326 / 2500 (93.04%)
20241105-10:20:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:20:52 wrote ae_*.pth
20241105-10:20:52 epoch_duration 2min46s next_finish 10:23:39
20241105-10:20:52 wrote state.pth
20241105-10:20:52 --- epoch 2005 ----------------------------------------
20241105-10:20:52 current_test_accuracies 0.9444 0.8976 0.9304 0.9504 0.9424
20241105-10:20:52 nb_c_quizzes 45067
20241105-10:20:52 weakest_accuracies [0.8976, 0.9304]
20241105-10:20:52 dummy_rand tensor([0.0797])
20241105-10:20:52 dummy_rand tensor([0.9878])
20241105-10:20:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:20:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:23:24 train_loss 2005 model 1 0.03477014350891113
20241105-10:23:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:23:24 train_loss 2005 model 2 0.034599273681640626
20241105-10:23:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:23:26 test_loss 2005 model 1 0.03148944854736328
20241105-10:23:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:23:27 test_loss 2005 model 2 0.034469985961914064
20241105-10:23:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:23:29 test_accuracy 2005 model 1 nb_correct 2315 / 2500 (92.60%)
20241105-10:23:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:23:29 test_accuracy 2005 model 2 nb_correct 2270 / 2500 (90.80%)
20241105-10:23:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:23:38 wrote ae_*.pth
20241105-10:23:38 epoch_duration 2min46s next_finish 10:26:25
20241105-10:23:39 wrote state.pth
20241105-10:23:39 --- epoch 2006 ----------------------------------------
20241105-10:23:39 current_test_accuracies 0.9444 0.9260 0.9080 0.9504 0.9424
20241105-10:23:39 nb_c_quizzes 45067
20241105-10:23:39 weakest_accuracies [0.908, 0.926]
20241105-10:23:39 dummy_rand tensor([0.8690])
20241105-10:23:39 dummy_rand tensor([0.7148])
20241105-10:23:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:23:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:26:10 train_loss 2006 model 1 0.03487726593017578
20241105-10:26:10 train_loss 2006 model 2 0.03574752044677734
20241105-10:26:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:26:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:26:13 test_loss 2006 model 1 0.030555877685546875
20241105-10:26:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:26:13 test_loss 2006 model 2 0.02862825393676758
20241105-10:26:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:26:15 test_accuracy 2006 model 1 nb_correct 2237 / 2500 (89.48%)
20241105-10:26:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:26:15 test_accuracy 2006 model 2 nb_correct 2284 / 2500 (91.36%)
20241105-10:26:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:26:25 wrote ae_*.pth
20241105-10:26:25 epoch_duration 2min46s next_finish 10:29:11
20241105-10:26:25 wrote state.pth
20241105-10:26:25 --- epoch 2007 ----------------------------------------
20241105-10:26:25 current_test_accuracies 0.9444 0.8948 0.9136 0.9504 0.9424
20241105-10:26:25 nb_c_quizzes 45067
20241105-10:26:25 weakest_accuracies [0.8948, 0.9136]
20241105-10:26:25 dummy_rand tensor([0.9367])
20241105-10:26:25 dummy_rand tensor([0.9302])
20241105-10:26:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:26:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:28:57 train_loss 2007 model 1 0.03533656311035156
20241105-10:28:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:28:57 train_loss 2007 model 2 0.035073816299438475
20241105-10:28:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:29:00 test_loss 2007 model 1 0.03291351318359375
20241105-10:29:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:29:00 test_loss 2007 model 2 0.0296234130859375
20241105-10:29:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:29:02 test_accuracy 2007 model 1 nb_correct 2249 / 2500 (89.96%)
20241105-10:29:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:29:02 test_accuracy 2007 model 2 nb_correct 2288 / 2500 (91.52%)
20241105-10:29:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:29:12 wrote ae_*.pth
20241105-10:29:12 epoch_duration 2min46s next_finish 10:31:58
20241105-10:29:12 wrote state.pth
20241105-10:29:12 --- epoch 2008 ----------------------------------------
20241105-10:29:12 current_test_accuracies 0.9444 0.8996 0.9152 0.9504 0.9424
20241105-10:29:12 nb_c_quizzes 45067
20241105-10:29:12 weakest_accuracies [0.8996, 0.9152]
20241105-10:29:12 dummy_rand tensor([0.5252])
20241105-10:29:12 dummy_rand tensor([0.9467])
20241105-10:29:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:29:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:31:43 train_loss 2008 model 2 0.035149465560913085
20241105-10:31:43 train_loss 2008 model 1 0.03607145500183105
20241105-10:31:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:31:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:31:46 test_loss 2008 model 2 0.0287664794921875
20241105-10:31:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:31:46 test_loss 2008 model 1 0.03268043518066406
20241105-10:31:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:31:48 test_accuracy 2008 model 2 nb_correct 2308 / 2500 (92.32%)
20241105-10:31:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:31:48 test_accuracy 2008 model 1 nb_correct 2254 / 2500 (90.16%)
20241105-10:31:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:31:57 wrote ae_*.pth
20241105-10:31:57 epoch_duration 2min45s next_finish 10:34:43
20241105-10:31:58 wrote state.pth
20241105-10:31:58 --- epoch 2009 ----------------------------------------
20241105-10:31:58 current_test_accuracies 0.9444 0.9016 0.9232 0.9504 0.9424
20241105-10:31:58 nb_c_quizzes 45067
20241105-10:31:58 weakest_accuracies [0.9016, 0.9232]
20241105-10:31:58 dummy_rand tensor([0.4785])
20241105-10:31:58 dummy_rand tensor([0.7728])
20241105-10:31:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:31:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:34:29 train_loss 2009 model 1 0.035112716674804687
20241105-10:34:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:34:29 train_loss 2009 model 2 0.0345322322845459
20241105-10:34:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:34:32 test_loss 2009 model 1 0.0348565673828125
20241105-10:34:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:34:32 test_loss 2009 model 2 0.03183326721191406
20241105-10:34:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:34:34 test_accuracy 2009 model 1 nb_correct 2284 / 2500 (91.36%)
20241105-10:34:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:34:34 test_accuracy 2009 model 2 nb_correct 2313 / 2500 (92.52%)
20241105-10:34:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:34:43 wrote ae_*.pth
20241105-10:34:43 epoch_duration 2min46s next_finish 10:37:30
20241105-10:34:44 wrote state.pth
20241105-10:34:44 --- epoch 2010 ----------------------------------------
20241105-10:34:44 current_test_accuracies 0.9444 0.9136 0.9252 0.9504 0.9424
20241105-10:34:44 nb_c_quizzes 45067
20241105-10:34:44 weakest_accuracies [0.9136, 0.9252]
20241105-10:34:44 dummy_rand tensor([0.1405])
20241105-10:34:44 dummy_rand tensor([0.9247])
20241105-10:34:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:34:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:37:15 train_loss 2010 model 1 0.03508838844299316
20241105-10:37:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:37:15 train_loss 2010 model 2 0.03532159233093262
20241105-10:37:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:37:18 test_loss 2010 model 1 0.031110153198242188
20241105-10:37:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:37:18 test_loss 2010 model 2 0.028002090454101562
20241105-10:37:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:37:20 test_accuracy 2010 model 1 nb_correct 2296 / 2500 (91.84%)
20241105-10:37:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:37:20 test_accuracy 2010 model 2 nb_correct 2308 / 2500 (92.32%)
20241105-10:37:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:37:30 wrote ae_*.pth
20241105-10:37:30 epoch_duration 2min46s next_finish 10:40:16
20241105-10:37:30 wrote state.pth
20241105-10:37:30 --- epoch 2011 ----------------------------------------
20241105-10:37:30 current_test_accuracies 0.9444 0.9184 0.9232 0.9504 0.9424
20241105-10:37:30 nb_c_quizzes 45067
20241105-10:37:30 weakest_accuracies [0.9184, 0.9232]
20241105-10:37:30 dummy_rand tensor([0.8560])
20241105-10:37:30 dummy_rand tensor([0.6251])
20241105-10:37:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:37:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:40:01 train_loss 2011 model 2 0.03509573137760162
20241105-10:40:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:40:02 train_loss 2011 model 1 0.03466129684448242
20241105-10:40:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:40:04 test_loss 2011 model 2 0.02955902099609375
20241105-10:40:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:40:04 test_loss 2011 model 1 0.0256622314453125
20241105-10:40:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:40:06 test_accuracy 2011 model 2 nb_correct 2276 / 2500 (91.04%)
20241105-10:40:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:40:06 test_accuracy 2011 model 1 nb_correct 2265 / 2500 (90.60%)
20241105-10:40:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:40:16 wrote ae_*.pth
20241105-10:40:16 epoch_duration 2min46s next_finish 10:43:02
20241105-10:40:16 wrote state.pth
20241105-10:40:16 --- epoch 2012 ----------------------------------------
20241105-10:40:16 current_test_accuracies 0.9444 0.9060 0.9104 0.9504 0.9424
20241105-10:40:16 nb_c_quizzes 45067
20241105-10:40:16 weakest_accuracies [0.906, 0.9104]
20241105-10:40:16 dummy_rand tensor([0.6733])
20241105-10:40:16 dummy_rand tensor([0.8608])
20241105-10:40:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:40:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:42:48 train_loss 2012 model 1 0.03529682540893555
20241105-10:42:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:42:48 train_loss 2012 model 2 0.034283702850341796
20241105-10:42:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:42:50 test_loss 2012 model 1 0.028056869506835936
20241105-10:42:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:42:50 test_loss 2012 model 2 0.0293634033203125
20241105-10:42:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:42:52 test_accuracy 2012 model 1 nb_correct 2338 / 2500 (93.52%)
20241105-10:42:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:42:52 test_accuracy 2012 model 2 nb_correct 2331 / 2500 (93.24%)
20241105-10:42:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:43:02 wrote ae_*.pth
20241105-10:43:02 epoch_duration 2min46s next_finish 10:45:48
20241105-10:43:02 wrote state.pth
20241105-10:43:02 --- epoch 2013 ----------------------------------------
20241105-10:43:02 current_test_accuracies 0.9444 0.9352 0.9324 0.9504 0.9424
20241105-10:43:02 nb_c_quizzes 45067
20241105-10:43:02 weakest_accuracies [0.9324, 0.9352]
20241105-10:43:02 dummy_rand tensor([0.4441])
20241105-10:43:02 dummy_rand tensor([0.2746])
20241105-10:43:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:43:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:45:34 train_loss 2013 model 2 0.03523139762878418
20241105-10:45:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:45:34 train_loss 2013 model 1 0.034823410034179686
20241105-10:45:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:45:36 test_loss 2013 model 2 0.029403228759765625
20241105-10:45:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:45:36 test_loss 2013 model 1 0.03145721435546875
20241105-10:45:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:45:38 test_accuracy 2013 model 2 nb_correct 2282 / 2500 (91.28%)
20241105-10:45:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:45:38 test_accuracy 2013 model 1 nb_correct 2313 / 2500 (92.52%)
20241105-10:45:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:45:48 wrote ae_*.pth
20241105-10:45:48 epoch_duration 2min46s next_finish 10:48:34
20241105-10:45:48 wrote state.pth
20241105-10:45:48 --- epoch 2014 ----------------------------------------
20241105-10:45:48 current_test_accuracies 0.9444 0.9252 0.9128 0.9504 0.9424
20241105-10:45:48 nb_c_quizzes 45067
20241105-10:45:48 weakest_accuracies [0.9128, 0.9252]
20241105-10:45:48 dummy_rand tensor([0.6193])
20241105-10:45:48 dummy_rand tensor([0.8392])
20241105-10:45:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:45:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:48:20 train_loss 2014 model 2 0.03531867980957031
20241105-10:48:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:48:20 train_loss 2014 model 1 0.03523597145080566
20241105-10:48:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:48:22 test_loss 2014 model 2 0.0265067458152771
20241105-10:48:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:48:22 test_loss 2014 model 1 0.035901031494140624
20241105-10:48:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:48:24 test_accuracy 2014 model 2 nb_correct 2327 / 2500 (93.08%)
20241105-10:48:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:48:24 test_accuracy 2014 model 1 nb_correct 2321 / 2500 (92.84%)
20241105-10:48:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:48:34 wrote ae_*.pth
20241105-10:48:34 epoch_duration 2min46s next_finish 10:51:20
20241105-10:48:34 wrote state.pth
20241105-10:48:34 --- epoch 2015 ----------------------------------------
20241105-10:48:34 current_test_accuracies 0.9444 0.9284 0.9308 0.9504 0.9424
20241105-10:48:34 nb_c_quizzes 45067
20241105-10:48:34 weakest_accuracies [0.9284, 0.9308]
20241105-10:48:34 dummy_rand tensor([0.0826])
20241105-10:48:34 dummy_rand tensor([0.5505])
20241105-10:48:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:48:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:51:06 train_loss 2015 model 1 0.03508926010131836
20241105-10:51:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:51:06 train_loss 2015 model 2 0.03545584869384766
20241105-10:51:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:51:08 test_loss 2015 model 1 0.028616180419921877
20241105-10:51:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:51:08 test_loss 2015 model 2 0.03187980651855469
20241105-10:51:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:51:11 test_accuracy 2015 model 1 nb_correct 2257 / 2500 (90.28%)
20241105-10:51:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:51:11 test_accuracy 2015 model 2 nb_correct 2276 / 2500 (91.04%)
20241105-10:51:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:51:20 wrote ae_*.pth
20241105-10:51:20 epoch_duration 2min46s next_finish 10:54:07
20241105-10:51:21 wrote state.pth
20241105-10:51:21 --- epoch 2016 ----------------------------------------
20241105-10:51:21 current_test_accuracies 0.9444 0.9028 0.9104 0.9504 0.9424
20241105-10:51:21 nb_c_quizzes 45067
20241105-10:51:21 weakest_accuracies [0.9028, 0.9104]
20241105-10:51:21 dummy_rand tensor([0.4370])
20241105-10:51:21 dummy_rand tensor([0.3533])
20241105-10:51:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:51:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:53:52 train_loss 2016 model 1 0.03587411880493164
20241105-10:53:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:53:52 train_loss 2016 model 2 0.03502047157287597
20241105-10:53:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:53:55 test_loss 2016 model 1 0.027749910354614257
20241105-10:53:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:53:55 test_loss 2016 model 2 0.030760269165039062
20241105-10:53:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:53:57 test_accuracy 2016 model 1 nb_correct 2282 / 2500 (91.28%)
20241105-10:53:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:53:57 test_accuracy 2016 model 2 nb_correct 2345 / 2500 (93.80%)
20241105-10:53:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:54:06 wrote ae_*.pth
20241105-10:54:06 epoch_duration 2min46s next_finish 10:56:52
20241105-10:54:07 wrote state.pth
20241105-10:54:07 --- epoch 2017 ----------------------------------------
20241105-10:54:07 current_test_accuracies 0.9444 0.9128 0.9380 0.9504 0.9424
20241105-10:54:07 nb_c_quizzes 45067
20241105-10:54:07 weakest_accuracies [0.9128, 0.938]
20241105-10:54:07 dummy_rand tensor([0.5613])
20241105-10:54:07 dummy_rand tensor([0.2379])
20241105-10:54:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:54:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:56:38 train_loss 2017 model 2 0.03500228881835937
20241105-10:56:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:56:38 train_loss 2017 model 1 0.035119831085205076
20241105-10:56:38 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:56:41 test_loss 2017 model 2 0.029408340454101563
20241105-10:56:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:56:41 test_loss 2017 model 1 0.02795654296875
20241105-10:56:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:56:43 test_accuracy 2017 model 2 nb_correct 2293 / 2500 (91.72%)
20241105-10:56:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:56:43 test_accuracy 2017 model 1 nb_correct 2273 / 2500 (90.92%)
20241105-10:56:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:56:53 wrote ae_*.pth
20241105-10:56:53 epoch_duration 2min46s next_finish 10:59:39
20241105-10:56:53 wrote state.pth
20241105-10:56:53 --- epoch 2018 ----------------------------------------
20241105-10:56:53 current_test_accuracies 0.9444 0.9092 0.9172 0.9504 0.9424
20241105-10:56:53 nb_c_quizzes 45067
20241105-10:56:53 weakest_accuracies [0.9092, 0.9172]
20241105-10:56:53 dummy_rand tensor([0.1534])
20241105-10:56:53 dummy_rand tensor([0.8580])
20241105-10:56:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:56:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:59:25 train_loss 2018 model 1 0.03507912445068359
20241105-10:59:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:59:25 train_loss 2018 model 2 0.035200271606445316
20241105-10:59:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:59:27 test_loss 2018 model 1 0.028182220458984376
20241105-10:59:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:59:27 test_loss 2018 model 2 0.028905792236328123
20241105-10:59:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-10:59:29 test_accuracy 2018 model 1 nb_correct 2320 / 2500 (92.80%)
20241105-10:59:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:59:29 test_accuracy 2018 model 2 nb_correct 2267 / 2500 (90.68%)
20241105-10:59:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-10:59:39 wrote ae_*.pth
20241105-10:59:39 epoch_duration 2min46s next_finish 11:02:25
20241105-10:59:39 wrote state.pth
20241105-10:59:39 --- epoch 2019 ----------------------------------------
20241105-10:59:39 current_test_accuracies 0.9444 0.9280 0.9068 0.9504 0.9424
20241105-10:59:39 nb_c_quizzes 45067
20241105-10:59:39 weakest_accuracies [0.9068, 0.928]
20241105-10:59:39 dummy_rand tensor([0.3604])
20241105-10:59:39 dummy_rand tensor([0.1832])
20241105-10:59:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-10:59:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:02:12 train_loss 2019 model 2 0.035382741928100585
20241105-11:02:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:02:12 train_loss 2019 model 1 0.03511172485351562
20241105-11:02:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:02:14 test_loss 2019 model 2 0.02746429443359375
20241105-11:02:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:02:14 test_loss 2019 model 1 0.026920433044433593
20241105-11:02:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:02:16 test_accuracy 2019 model 2 nb_correct 2296 / 2500 (91.84%)
20241105-11:02:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:02:17 test_accuracy 2019 model 1 nb_correct 2297 / 2500 (91.88%)
20241105-11:02:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:02:26 wrote ae_*.pth
20241105-11:02:26 epoch_duration 2min47s next_finish 11:05:14
20241105-11:02:27 wrote state.pth
20241105-11:02:27 --- epoch 2020 ----------------------------------------
20241105-11:02:27 current_test_accuracies 0.9444 0.9188 0.9184 0.9504 0.9424
20241105-11:02:27 nb_c_quizzes 45067
20241105-11:02:27 weakest_accuracies [0.9184, 0.9188]
20241105-11:02:27 dummy_rand tensor([0.0231])
20241105-11:02:27 dummy_rand tensor([0.0163])
20241105-11:02:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:02:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:04:58 train_loss 2020 model 1 0.03528301429748535
20241105-11:04:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:04:58 train_loss 2020 model 2 0.03480912590026856
20241105-11:04:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:05:01 test_loss 2020 model 1 0.03173995971679688
20241105-11:05:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:05:01 test_loss 2020 model 2 0.029263839721679688
20241105-11:05:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:05:03 test_accuracy 2020 model 1 nb_correct 2297 / 2500 (91.88%)
20241105-11:05:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:05:03 test_accuracy 2020 model 2 nb_correct 2306 / 2500 (92.24%)
20241105-11:05:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:05:12 wrote ae_*.pth
20241105-11:05:12 epoch_duration 2min46s next_finish 11:07:59
20241105-11:05:13 wrote state.pth
20241105-11:05:13 --- epoch 2021 ----------------------------------------
20241105-11:05:13 current_test_accuracies 0.9444 0.9188 0.9224 0.9504 0.9424
20241105-11:05:13 nb_c_quizzes 45067
20241105-11:05:13 weakest_accuracies [0.9188, 0.9224]
20241105-11:05:13 dummy_rand tensor([0.5420])
20241105-11:05:13 dummy_rand tensor([0.5007])
20241105-11:05:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:05:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:07:45 train_loss 2021 model 2 0.03600962829589844
20241105-11:07:45 train_loss 2021 model 1 0.036006711959838865
20241105-11:07:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:07:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:07:47 test_loss 2021 model 2 0.030769805908203125
20241105-11:07:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:07:47 test_loss 2021 model 1 0.033078155517578124
20241105-11:07:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:07:49 test_accuracy 2021 model 2 nb_correct 2303 / 2500 (92.12%)
20241105-11:07:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:07:49 test_accuracy 2021 model 1 nb_correct 2280 / 2500 (91.20%)
20241105-11:07:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:07:59 wrote ae_*.pth
20241105-11:07:59 epoch_duration 2min46s next_finish 11:10:45
20241105-11:07:59 wrote state.pth
20241105-11:07:59 --- epoch 2022 ----------------------------------------
20241105-11:07:59 current_test_accuracies 0.9444 0.9120 0.9212 0.9504 0.9424
20241105-11:07:59 nb_c_quizzes 45067
20241105-11:07:59 weakest_accuracies [0.912, 0.9212]
20241105-11:07:59 dummy_rand tensor([0.0919])
20241105-11:07:59 dummy_rand tensor([0.2853])
20241105-11:07:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:07:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:10:31 train_loss 2022 model 1 0.03488701438903809
20241105-11:10:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:10:31 train_loss 2022 model 2 0.03576222038269043
20241105-11:10:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:10:33 test_loss 2022 model 1 0.030410079956054686
20241105-11:10:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:10:33 test_loss 2022 model 2 0.030321083068847655
20241105-11:10:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:10:35 test_accuracy 2022 model 1 nb_correct 2320 / 2500 (92.80%)
20241105-11:10:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:10:36 test_accuracy 2022 model 2 nb_correct 2303 / 2500 (92.12%)
20241105-11:10:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:10:45 wrote ae_*.pth
20241105-11:10:45 epoch_duration 2min46s next_finish 11:13:32
20241105-11:10:46 wrote state.pth
20241105-11:10:46 --- epoch 2023 ----------------------------------------
20241105-11:10:46 current_test_accuracies 0.9444 0.9280 0.9212 0.9504 0.9424
20241105-11:10:46 nb_c_quizzes 45067
20241105-11:10:46 weakest_accuracies [0.9212, 0.928]
20241105-11:10:46 dummy_rand tensor([0.4928])
20241105-11:10:46 dummy_rand tensor([0.3500])
20241105-11:10:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:10:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:13:17 train_loss 2023 model 2 0.03471601104736328
20241105-11:13:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:13:18 train_loss 2023 model 1 0.03541438293457031
20241105-11:13:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:13:20 test_loss 2023 model 2 0.02823822021484375
20241105-11:13:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:13:20 test_loss 2023 model 1 0.02991790771484375
20241105-11:13:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:13:22 test_accuracy 2023 model 2 nb_correct 2310 / 2500 (92.40%)
20241105-11:13:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:13:22 test_accuracy 2023 model 1 nb_correct 2301 / 2500 (92.04%)
20241105-11:13:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:13:32 wrote ae_*.pth
20241105-11:13:32 epoch_duration 2min46s next_finish 11:16:19
20241105-11:13:32 wrote state.pth
20241105-11:13:32 --- epoch 2024 ----------------------------------------
20241105-11:13:32 current_test_accuracies 0.9444 0.9204 0.9240 0.9504 0.9424
20241105-11:13:32 nb_c_quizzes 45067
20241105-11:13:32 weakest_accuracies [0.9204, 0.924]
20241105-11:13:32 dummy_rand tensor([0.3287])
20241105-11:13:32 dummy_rand tensor([0.3761])
20241105-11:13:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:13:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:16:04 train_loss 2024 model 1 0.03472285079956055
20241105-11:16:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:16:04 train_loss 2024 model 2 0.03507197570800781
20241105-11:16:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:16:06 test_loss 2024 model 1 0.029238433837890626
20241105-11:16:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:16:06 test_loss 2024 model 2 0.027330093383789063
20241105-11:16:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:16:08 test_accuracy 2024 model 1 nb_correct 2277 / 2500 (91.08%)
20241105-11:16:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:16:09 test_accuracy 2024 model 2 nb_correct 2327 / 2500 (93.08%)
20241105-11:16:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:16:18 wrote ae_*.pth
20241105-11:16:18 epoch_duration 2min46s next_finish 11:19:04
20241105-11:16:18 wrote state.pth
20241105-11:16:18 --- epoch 2025 ----------------------------------------
20241105-11:16:18 current_test_accuracies 0.9444 0.9108 0.9308 0.9504 0.9424
20241105-11:16:18 nb_c_quizzes 45067
20241105-11:16:18 weakest_accuracies [0.9108, 0.9308]
20241105-11:16:18 dummy_rand tensor([0.8435])
20241105-11:16:18 dummy_rand tensor([0.4642])
20241105-11:16:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:16:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:18:51 train_loss 2025 model 2 0.03482767868041992
20241105-11:18:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:18:51 train_loss 2025 model 1 0.0347685546875
20241105-11:18:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:18:53 test_loss 2025 model 2 0.032466583251953125
20241105-11:18:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:18:53 test_loss 2025 model 1 0.029887542724609376
20241105-11:18:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:18:56 test_accuracy 2025 model 2 nb_correct 2356 / 2500 (94.24%)
20241105-11:18:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:18:56 test_accuracy 2025 model 1 nb_correct 2297 / 2500 (91.88%)
20241105-11:18:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:19:05 wrote ae_*.pth
20241105-11:19:05 epoch_duration 2min47s next_finish 11:21:53
20241105-11:19:06 wrote state.pth
20241105-11:19:06 --- epoch 2026 ----------------------------------------
20241105-11:19:06 current_test_accuracies 0.9444 0.9188 0.9424 0.9504 0.9424
20241105-11:19:06 nb_c_quizzes 45067
20241105-11:19:06 weakest_accuracies [0.9188, 0.9424]
20241105-11:19:06 dummy_rand tensor([0.0925])
20241105-11:19:06 dummy_rand tensor([0.2143])
20241105-11:19:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:19:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:21:37 train_loss 2026 model 1 0.033893211364746094
20241105-11:21:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:21:37 train_loss 2026 model 2 0.0340018424987793
20241105-11:21:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:21:40 test_loss 2026 model 1 0.030241546630859376
20241105-11:21:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:21:40 test_loss 2026 model 2 0.02951690673828125
20241105-11:21:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:21:42 test_accuracy 2026 model 1 nb_correct 2302 / 2500 (92.08%)
20241105-11:21:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:21:42 test_accuracy 2026 model 2 nb_correct 2344 / 2500 (93.76%)
20241105-11:21:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:21:51 wrote ae_*.pth
20241105-11:21:51 epoch_duration 2min46s next_finish 11:24:38
20241105-11:21:52 wrote state.pth
20241105-11:21:52 --- epoch 2027 ----------------------------------------
20241105-11:21:52 current_test_accuracies 0.9444 0.9208 0.9376 0.9504 0.9424
20241105-11:21:52 nb_c_quizzes 45067
20241105-11:21:52 weakest_accuracies [0.9208, 0.9376]
20241105-11:21:52 dummy_rand tensor([0.3192])
20241105-11:21:52 dummy_rand tensor([0.7182])
20241105-11:21:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:21:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:24:23 train_loss 2027 model 2 0.03581697082519531
20241105-11:24:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:24:23 train_loss 2027 model 1 0.03529146766662598
20241105-11:24:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:24:26 test_loss 2027 model 2 0.030983695983886717
20241105-11:24:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:24:26 test_loss 2027 model 1 0.027533721923828126
20241105-11:24:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:24:28 test_accuracy 2027 model 2 nb_correct 2357 / 2500 (94.28%)
20241105-11:24:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:24:28 test_accuracy 2027 model 1 nb_correct 2319 / 2500 (92.76%)
20241105-11:24:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:24:37 wrote ae_*.pth
20241105-11:24:37 epoch_duration 2min46s next_finish 11:27:23
20241105-11:24:38 wrote state.pth
20241105-11:24:38 --- epoch 2028 ----------------------------------------
20241105-11:24:38 current_test_accuracies 0.9444 0.9276 0.9428 0.9504 0.9424
20241105-11:24:38 nb_c_quizzes 45067
20241105-11:24:38 weakest_accuracies [0.9276, 0.9424]
20241105-11:24:38 dummy_rand tensor([0.7806])
20241105-11:24:38 dummy_rand tensor([0.7650])
20241105-11:24:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:24:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:27:09 train_loss 2028 model 4 0.03533642578125
20241105-11:27:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:27:09 train_loss 2028 model 1 0.03495109176635742
20241105-11:27:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:27:12 test_loss 2028 model 4 0.03102752685546875
20241105-11:27:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:27:12 test_loss 2028 model 1 0.03298492431640625
20241105-11:27:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:27:14 test_accuracy 2028 model 4 nb_correct 2323 / 2500 (92.92%)
20241105-11:27:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:27:14 test_accuracy 2028 model 1 nb_correct 2229 / 2500 (89.16%)
20241105-11:27:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:27:24 wrote ae_*.pth
20241105-11:27:24 epoch_duration 2min46s next_finish 11:30:10
20241105-11:27:24 wrote state.pth
20241105-11:27:24 --- epoch 2029 ----------------------------------------
20241105-11:27:24 current_test_accuracies 0.9444 0.8916 0.9428 0.9504 0.9292
20241105-11:27:24 nb_c_quizzes 45067
20241105-11:27:24 weakest_accuracies [0.8916, 0.9292]
20241105-11:27:24 dummy_rand tensor([0.4033])
20241105-11:27:24 dummy_rand tensor([0.0146])
20241105-11:27:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:27:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:29:56 train_loss 2029 model 4 0.035220584869384765
20241105-11:29:56 train_loss 2029 model 1 0.03558739471435547
20241105-11:29:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:29:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:29:58 test_loss 2029 model 4 0.029399585723876954
20241105-11:29:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:29:58 test_loss 2029 model 1 0.031972312927246095
20241105-11:29:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:30:00 test_accuracy 2029 model 4 nb_correct 2280 / 2500 (91.20%)
20241105-11:30:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:30:00 test_accuracy 2029 model 1 nb_correct 2314 / 2500 (92.56%)
20241105-11:30:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:30:10 wrote ae_*.pth
20241105-11:30:10 epoch_duration 2min46s next_finish 11:32:56
20241105-11:30:10 wrote state.pth
20241105-11:30:10 --- epoch 2030 ----------------------------------------
20241105-11:30:10 current_test_accuracies 0.9444 0.9256 0.9428 0.9504 0.9120
20241105-11:30:10 nb_c_quizzes 45067
20241105-11:30:10 weakest_accuracies [0.912, 0.9256]
20241105-11:30:10 dummy_rand tensor([0.4063])
20241105-11:30:10 dummy_rand tensor([0.0850])
20241105-11:30:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:30:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:32:43 train_loss 2030 model 4 0.0352219009399414
20241105-11:32:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:32:43 train_loss 2030 model 1 0.034643415451049805
20241105-11:32:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:32:45 test_loss 2030 model 4 0.03379730224609375
20241105-11:32:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:32:45 test_loss 2030 model 1 0.033563995361328126
20241105-11:32:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:32:47 test_accuracy 2030 model 4 nb_correct 2288 / 2500 (91.52%)
20241105-11:32:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:32:48 test_accuracy 2030 model 1 nb_correct 2321 / 2500 (92.84%)
20241105-11:32:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:32:57 wrote ae_*.pth
20241105-11:32:57 epoch_duration 2min47s next_finish 11:35:44
20241105-11:32:57 wrote state.pth
20241105-11:32:57 --- epoch 2031 ----------------------------------------
20241105-11:32:57 current_test_accuracies 0.9444 0.9284 0.9428 0.9504 0.9152
20241105-11:32:57 nb_c_quizzes 45067
20241105-11:32:57 weakest_accuracies [0.9152, 0.9284]
20241105-11:32:57 dummy_rand tensor([0.3114])
20241105-11:32:57 dummy_rand tensor([0.9864])
20241105-11:32:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:32:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:35:29 train_loss 2031 model 1 0.03565724563598633
20241105-11:35:29 train_loss 2031 model 4 0.03539821243286133
20241105-11:35:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:35:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:35:31 test_loss 2031 model 1 0.029295272827148437
20241105-11:35:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:35:31 test_loss 2031 model 4 0.031289100646972656
20241105-11:35:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:35:34 test_accuracy 2031 model 1 nb_correct 2313 / 2500 (92.52%)
20241105-11:35:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:35:34 test_accuracy 2031 model 4 nb_correct 2242 / 2500 (89.68%)
20241105-11:35:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:35:44 wrote ae_*.pth
20241105-11:35:44 epoch_duration 2min46s next_finish 11:38:30
20241105-11:35:44 wrote state.pth
20241105-11:35:44 --- epoch 2032 ----------------------------------------
20241105-11:35:44 current_test_accuracies 0.9444 0.9252 0.9428 0.9504 0.8968
20241105-11:35:44 nb_c_quizzes 45067
20241105-11:35:44 weakest_accuracies [0.8968, 0.9252]
20241105-11:35:44 dummy_rand tensor([0.9998])
20241105-11:35:44 dummy_rand tensor([0.0676])
20241105-11:35:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:35:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:38:15 train_loss 2032 model 4 0.03546067428588867
20241105-11:38:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:38:16 train_loss 2032 model 1 0.03518775749206543
20241105-11:38:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:38:18 test_loss 2032 model 4 0.03245416164398193
20241105-11:38:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:38:18 test_loss 2032 model 1 0.03181846618652344
20241105-11:38:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:38:20 test_accuracy 2032 model 4 nb_correct 2261 / 2500 (90.44%)
20241105-11:38:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:38:20 test_accuracy 2032 model 1 nb_correct 2308 / 2500 (92.32%)
20241105-11:38:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:38:30 wrote ae_*.pth
20241105-11:38:30 epoch_duration 2min46s next_finish 11:41:16
20241105-11:38:30 wrote state.pth
20241105-11:38:30 --- epoch 2033 ----------------------------------------
20241105-11:38:30 current_test_accuracies 0.9444 0.9232 0.9428 0.9504 0.9044
20241105-11:38:30 nb_c_quizzes 45067
20241105-11:38:30 weakest_accuracies [0.9044, 0.9232]
20241105-11:38:30 dummy_rand tensor([0.0987])
20241105-11:38:30 dummy_rand tensor([0.5998])
20241105-11:38:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:38:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:41:02 train_loss 2033 model 4 0.03518217086791992
20241105-11:41:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:41:02 train_loss 2033 model 1 0.03532779121398926
20241105-11:41:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:41:04 test_loss 2033 model 4 0.02879638671875
20241105-11:41:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:41:04 test_loss 2033 model 1 0.028698768615722656
20241105-11:41:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:41:06 test_accuracy 2033 model 4 nb_correct 2316 / 2500 (92.64%)
20241105-11:41:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:41:06 test_accuracy 2033 model 1 nb_correct 2312 / 2500 (92.48%)
20241105-11:41:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:41:16 wrote ae_*.pth
20241105-11:41:16 epoch_duration 2min46s next_finish 11:44:02
20241105-11:41:16 wrote state.pth
20241105-11:41:16 --- epoch 2034 ----------------------------------------
20241105-11:41:16 current_test_accuracies 0.9444 0.9248 0.9428 0.9504 0.9264
20241105-11:41:16 nb_c_quizzes 45067
20241105-11:41:16 weakest_accuracies [0.9248, 0.9264]
20241105-11:41:16 dummy_rand tensor([0.7741])
20241105-11:41:16 dummy_rand tensor([0.4826])
20241105-11:41:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:41:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:43:48 train_loss 2034 model 4 0.03489481353759766
20241105-11:43:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:43:48 train_loss 2034 model 1 0.034321237564086914
20241105-11:43:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:43:50 test_loss 2034 model 4 0.03316261291503906
20241105-11:43:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:43:50 test_loss 2034 model 1 0.030342483520507814
20241105-11:43:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:43:53 test_accuracy 2034 model 4 nb_correct 2309 / 2500 (92.36%)
20241105-11:43:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:43:53 test_accuracy 2034 model 1 nb_correct 2296 / 2500 (91.84%)
20241105-11:43:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:44:02 wrote ae_*.pth
20241105-11:44:02 epoch_duration 2min46s next_finish 11:46:48
20241105-11:44:02 wrote state.pth
20241105-11:44:02 --- epoch 2035 ----------------------------------------
20241105-11:44:02 current_test_accuracies 0.9444 0.9184 0.9428 0.9504 0.9236
20241105-11:44:02 nb_c_quizzes 45067
20241105-11:44:02 weakest_accuracies [0.9184, 0.9236]
20241105-11:44:02 dummy_rand tensor([0.3681])
20241105-11:44:02 dummy_rand tensor([0.1797])
20241105-11:44:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:44:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:46:34 train_loss 2035 model 1 0.03515774917602539
20241105-11:46:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:46:34 train_loss 2035 model 4 0.035192136764526365
20241105-11:46:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:46:36 test_loss 2035 model 1 0.0362176513671875
20241105-11:46:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:46:36 test_loss 2035 model 4 0.030443878173828126
20241105-11:46:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:46:39 test_accuracy 2035 model 1 nb_correct 2316 / 2500 (92.64%)
20241105-11:46:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:46:39 test_accuracy 2035 model 4 nb_correct 2330 / 2500 (93.20%)
20241105-11:46:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:46:48 wrote ae_*.pth
20241105-11:46:48 epoch_duration 2min46s next_finish 11:49:34
20241105-11:46:48 wrote state.pth
20241105-11:46:48 --- epoch 2036 ----------------------------------------
20241105-11:46:48 current_test_accuracies 0.9444 0.9264 0.9428 0.9504 0.9320
20241105-11:46:48 nb_c_quizzes 45067
20241105-11:46:48 weakest_accuracies [0.9264, 0.932]
20241105-11:46:48 dummy_rand tensor([0.8285])
20241105-11:46:48 dummy_rand tensor([0.9203])
20241105-11:46:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:46:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:49:20 train_loss 2036 model 1 0.03482465934753418
20241105-11:49:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:49:20 train_loss 2036 model 4 0.03532205963134766
20241105-11:49:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:49:23 test_loss 2036 model 1 0.031733741760253904
20241105-11:49:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:49:23 test_loss 2036 model 4 0.028728294372558593
20241105-11:49:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:49:25 test_accuracy 2036 model 1 nb_correct 2317 / 2500 (92.68%)
20241105-11:49:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:49:25 test_accuracy 2036 model 4 nb_correct 2288 / 2500 (91.52%)
20241105-11:49:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:49:35 wrote ae_*.pth
20241105-11:49:35 epoch_duration 2min46s next_finish 11:52:21
20241105-11:49:35 wrote state.pth
20241105-11:49:35 --- epoch 2037 ----------------------------------------
20241105-11:49:35 current_test_accuracies 0.9444 0.9268 0.9428 0.9504 0.9152
20241105-11:49:35 nb_c_quizzes 45067
20241105-11:49:35 weakest_accuracies [0.9152, 0.9268]
20241105-11:49:35 dummy_rand tensor([0.1249])
20241105-11:49:35 dummy_rand tensor([0.0085])
20241105-11:49:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:49:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:52:07 train_loss 2037 model 1 0.034243388175964354
20241105-11:52:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:52:07 train_loss 2037 model 4 0.03577005767822266
20241105-11:52:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:52:09 test_loss 2037 model 1 0.03441093444824219
20241105-11:52:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:52:09 test_loss 2037 model 4 0.028241424560546874
20241105-11:52:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:52:12 test_accuracy 2037 model 1 nb_correct 2351 / 2500 (94.04%)
20241105-11:52:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:52:12 test_accuracy 2037 model 4 nb_correct 2298 / 2500 (91.92%)
20241105-11:52:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:52:21 wrote ae_*.pth
20241105-11:52:21 epoch_duration 2min46s next_finish 11:55:07
20241105-11:52:21 wrote state.pth
20241105-11:52:21 --- epoch 2038 ----------------------------------------
20241105-11:52:21 current_test_accuracies 0.9444 0.9404 0.9428 0.9504 0.9192
20241105-11:52:21 nb_c_quizzes 45067
20241105-11:52:21 weakest_accuracies [0.9192, 0.9404]
20241105-11:52:21 dummy_rand tensor([0.5475])
20241105-11:52:21 dummy_rand tensor([0.3288])
20241105-11:52:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:52:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:54:53 train_loss 2038 model 4 0.03489411926269531
20241105-11:54:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:54:53 train_loss 2038 model 1 0.03587440872192383
20241105-11:54:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:54:56 test_loss 2038 model 4 0.031346893310546874
20241105-11:54:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:54:56 test_loss 2038 model 1 0.02758636474609375
20241105-11:54:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:54:58 test_accuracy 2038 model 4 nb_correct 2289 / 2500 (91.56%)
20241105-11:54:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:54:58 test_accuracy 2038 model 1 nb_correct 2333 / 2500 (93.32%)
20241105-11:54:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:55:08 wrote ae_*.pth
20241105-11:55:08 epoch_duration 2min46s next_finish 11:57:54
20241105-11:55:08 wrote state.pth
20241105-11:55:08 --- epoch 2039 ----------------------------------------
20241105-11:55:08 current_test_accuracies 0.9444 0.9332 0.9428 0.9504 0.9156
20241105-11:55:08 nb_c_quizzes 45067
20241105-11:55:08 weakest_accuracies [0.9156, 0.9332]
20241105-11:55:08 dummy_rand tensor([0.5283])
20241105-11:55:08 dummy_rand tensor([0.7815])
20241105-11:55:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:55:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:57:40 train_loss 2039 model 4 0.033768608093261716
20241105-11:57:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:57:40 train_loss 2039 model 1 0.03414528274536133
20241105-11:57:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:57:42 test_loss 2039 model 4 0.0296234130859375
20241105-11:57:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:57:42 test_loss 2039 model 1 0.031098785400390624
20241105-11:57:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-11:57:44 test_accuracy 2039 model 4 nb_correct 2338 / 2500 (93.52%)
20241105-11:57:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:57:45 test_accuracy 2039 model 1 nb_correct 2330 / 2500 (93.20%)
20241105-11:57:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-11:57:54 wrote ae_*.pth
20241105-11:57:54 epoch_duration 2min46s next_finish 12:00:40
20241105-11:57:54 wrote state.pth
20241105-11:57:54 --- epoch 2040 ----------------------------------------
20241105-11:57:54 current_test_accuracies 0.9444 0.9320 0.9428 0.9504 0.9352
20241105-11:57:54 nb_c_quizzes 45067
20241105-11:57:54 weakest_accuracies [0.932, 0.9352]
20241105-11:57:54 dummy_rand tensor([0.1942])
20241105-11:57:54 dummy_rand tensor([0.2504])
20241105-11:57:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-11:57:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:00:26 train_loss 2040 model 1 0.035431396484375
20241105-12:00:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:00:26 train_loss 2040 model 4 0.03536007690429688
20241105-12:00:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:00:28 test_loss 2040 model 1 0.029538040161132813
20241105-12:00:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:00:28 test_loss 2040 model 4 0.032176513671875
20241105-12:00:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:00:30 test_accuracy 2040 model 1 nb_correct 2336 / 2500 (93.44%)
20241105-12:00:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:00:31 test_accuracy 2040 model 4 nb_correct 2266 / 2500 (90.64%)
20241105-12:00:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:00:40 wrote ae_*.pth
20241105-12:00:40 epoch_duration 2min45s next_finish 12:03:26
20241105-12:00:40 wrote state.pth
20241105-12:00:40 --- epoch 2041 ----------------------------------------
20241105-12:00:40 current_test_accuracies 0.9444 0.9344 0.9428 0.9504 0.9064
20241105-12:00:40 nb_c_quizzes 45067
20241105-12:00:40 weakest_accuracies [0.9064, 0.9344]
20241105-12:00:40 dummy_rand tensor([0.4863])
20241105-12:00:40 dummy_rand tensor([0.9132])
20241105-12:00:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:00:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:03:12 train_loss 2041 model 1 0.035405353546142576
20241105-12:03:12 train_loss 2041 model 4 0.033967193603515626
20241105-12:03:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:03:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:03:14 test_loss 2041 model 1 0.030041351318359374
20241105-12:03:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:03:14 test_loss 2041 model 4 0.029176712036132812
20241105-12:03:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:03:17 test_accuracy 2041 model 1 nb_correct 2317 / 2500 (92.68%)
20241105-12:03:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:03:17 test_accuracy 2041 model 4 nb_correct 2312 / 2500 (92.48%)
20241105-12:03:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:03:26 wrote ae_*.pth
20241105-12:03:26 epoch_duration 2min46s next_finish 12:06:13
20241105-12:03:26 wrote state.pth
20241105-12:03:26 --- epoch 2042 ----------------------------------------
20241105-12:03:26 current_test_accuracies 0.9444 0.9268 0.9428 0.9504 0.9248
20241105-12:03:26 nb_c_quizzes 45067
20241105-12:03:26 weakest_accuracies [0.9248, 0.9268]
20241105-12:03:26 dummy_rand tensor([0.1578])
20241105-12:03:26 dummy_rand tensor([0.7479])
20241105-12:03:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:03:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:05:58 train_loss 2042 model 4 0.03568812561035156
20241105-12:05:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:05:58 train_loss 2042 model 1 0.034909130096435544
20241105-12:05:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:06:00 test_loss 2042 model 4 0.029477767944335938
20241105-12:06:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:06:00 test_loss 2042 model 1 0.029466590881347655
20241105-12:06:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:06:03 test_accuracy 2042 model 4 nb_correct 2283 / 2500 (91.32%)
20241105-12:06:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:06:03 test_accuracy 2042 model 1 nb_correct 2345 / 2500 (93.80%)
20241105-12:06:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:06:12 wrote ae_*.pth
20241105-12:06:12 epoch_duration 2min46s next_finish 12:08:59
20241105-12:06:13 wrote state.pth
20241105-12:06:13 --- epoch 2043 ----------------------------------------
20241105-12:06:13 current_test_accuracies 0.9444 0.9380 0.9428 0.9504 0.9132
20241105-12:06:13 nb_c_quizzes 45067
20241105-12:06:13 weakest_accuracies [0.9132, 0.938]
20241105-12:06:13 dummy_rand tensor([0.7930])
20241105-12:06:13 dummy_rand tensor([0.5509])
20241105-12:06:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:06:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:08:44 train_loss 2043 model 1 0.03464735794067383
20241105-12:08:44 train_loss 2043 model 4 0.03484004211425781
20241105-12:08:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:08:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:08:47 test_loss 2043 model 1 0.03108978271484375
20241105-12:08:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:08:47 test_loss 2043 model 4 0.02978546142578125
20241105-12:08:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:08:49 test_accuracy 2043 model 1 nb_correct 2272 / 2500 (90.88%)
20241105-12:08:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:08:49 test_accuracy 2043 model 4 nb_correct 2284 / 2500 (91.36%)
20241105-12:08:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:08:59 wrote ae_*.pth
20241105-12:08:59 epoch_duration 2min46s next_finish 12:11:45
20241105-12:08:59 wrote state.pth
20241105-12:08:59 --- epoch 2044 ----------------------------------------
20241105-12:08:59 current_test_accuracies 0.9444 0.9088 0.9428 0.9504 0.9136
20241105-12:08:59 nb_c_quizzes 45067
20241105-12:08:59 weakest_accuracies [0.9088, 0.9136]
20241105-12:08:59 dummy_rand tensor([0.2484])
20241105-12:08:59 dummy_rand tensor([0.2335])
20241105-12:08:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:08:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:11:31 train_loss 2044 model 1 0.034451927185058594
20241105-12:11:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:11:31 train_loss 2044 model 4 0.035633346557617185
20241105-12:11:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:11:33 test_loss 2044 model 1 0.03245330810546875
20241105-12:11:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:11:33 test_loss 2044 model 4 0.03245361328125
20241105-12:11:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:11:35 test_accuracy 2044 model 1 nb_correct 2250 / 2500 (90.00%)
20241105-12:11:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:11:35 test_accuracy 2044 model 4 nb_correct 2344 / 2500 (93.76%)
20241105-12:11:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:11:45 wrote ae_*.pth
20241105-12:11:45 epoch_duration 2min46s next_finish 12:14:31
20241105-12:11:45 wrote state.pth
20241105-12:11:45 --- epoch 2045 ----------------------------------------
20241105-12:11:45 current_test_accuracies 0.9444 0.9000 0.9428 0.9504 0.9376
20241105-12:11:45 nb_c_quizzes 45067
20241105-12:11:45 weakest_accuracies [0.9, 0.9376]
20241105-12:11:45 dummy_rand tensor([0.8681])
20241105-12:11:45 dummy_rand tensor([0.2491])
20241105-12:11:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:11:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:14:17 train_loss 2045 model 1 0.035379913330078124
20241105-12:14:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:14:17 train_loss 2045 model 4 0.035012453079223634
20241105-12:14:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:14:19 test_loss 2045 model 4 0.03308013916015625
20241105-12:14:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:14:19 test_loss 2045 model 1 0.03291038513183594
20241105-12:14:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:14:22 test_accuracy 2045 model 4 nb_correct 2282 / 2500 (91.28%)
20241105-12:14:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:14:22 test_accuracy 2045 model 1 nb_correct 2289 / 2500 (91.56%)
20241105-12:14:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:14:32 wrote ae_*.pth
20241105-12:14:32 epoch_duration 2min46s next_finish 12:17:18
20241105-12:14:32 wrote state.pth
20241105-12:14:32 --- epoch 2046 ----------------------------------------
20241105-12:14:32 current_test_accuracies 0.9444 0.9156 0.9428 0.9504 0.9128
20241105-12:14:32 nb_c_quizzes 45067
20241105-12:14:32 weakest_accuracies [0.9128, 0.9156]
20241105-12:14:32 dummy_rand tensor([0.9948])
20241105-12:14:32 dummy_rand tensor([0.2215])
20241105-12:14:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:14:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:17:04 train_loss 2046 model 4 0.03495900726318359
20241105-12:17:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:17:04 train_loss 2046 model 1 0.03515811157226562
20241105-12:17:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:17:06 test_loss 2046 model 4 0.03056671142578125
20241105-12:17:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:17:06 test_loss 2046 model 1 0.032566680908203124
20241105-12:17:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:17:09 test_accuracy 2046 model 4 nb_correct 2273 / 2500 (90.92%)
20241105-12:17:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:17:09 test_accuracy 2046 model 1 nb_correct 2330 / 2500 (93.20%)
20241105-12:17:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:17:18 wrote ae_*.pth
20241105-12:17:18 epoch_duration 2min46s next_finish 12:20:05
20241105-12:17:19 wrote state.pth
20241105-12:17:19 --- epoch 2047 ----------------------------------------
20241105-12:17:19 current_test_accuracies 0.9444 0.9320 0.9428 0.9504 0.9092
20241105-12:17:19 nb_c_quizzes 45067
20241105-12:17:19 weakest_accuracies [0.9092, 0.932]
20241105-12:17:19 dummy_rand tensor([0.1200])
20241105-12:17:19 dummy_rand tensor([0.3121])
20241105-12:17:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:17:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:19:50 train_loss 2047 model 4 0.0348261833190918
20241105-12:19:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:19:50 train_loss 2047 model 1 0.03492478466033935
20241105-12:19:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:19:53 test_loss 2047 model 4 0.028782081604003907
20241105-12:19:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:19:53 test_loss 2047 model 1 0.034176177978515625
20241105-12:19:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:19:55 test_accuracy 2047 model 4 nb_correct 2332 / 2500 (93.28%)
20241105-12:19:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:19:55 test_accuracy 2047 model 1 nb_correct 2305 / 2500 (92.20%)
20241105-12:19:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:20:04 wrote ae_*.pth
20241105-12:20:04 epoch_duration 2min46s next_finish 12:22:51
20241105-12:20:05 wrote state.pth
20241105-12:20:05 --- epoch 2048 ----------------------------------------
20241105-12:20:05 current_test_accuracies 0.9444 0.9220 0.9428 0.9504 0.9328
20241105-12:20:05 nb_c_quizzes 45067
20241105-12:20:05 weakest_accuracies [0.922, 0.9328]
20241105-12:20:05 dummy_rand tensor([0.2302])
20241105-12:20:05 dummy_rand tensor([0.8409])
20241105-12:20:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:20:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:22:36 train_loss 2048 model 1 0.034201023101806644
20241105-12:22:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:22:36 train_loss 2048 model 4 0.03523518371582031
20241105-12:22:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:22:39 test_loss 2048 model 1 0.029890594482421876
20241105-12:22:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:22:39 test_loss 2048 model 4 0.03266414642333984
20241105-12:22:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:22:41 test_accuracy 2048 model 1 nb_correct 2270 / 2500 (90.80%)
20241105-12:22:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:22:41 test_accuracy 2048 model 4 nb_correct 2295 / 2500 (91.80%)
20241105-12:22:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:22:51 wrote ae_*.pth
20241105-12:22:51 epoch_duration 2min46s next_finish 12:25:37
20241105-12:22:51 wrote state.pth
20241105-12:22:51 --- epoch 2049 ----------------------------------------
20241105-12:22:51 current_test_accuracies 0.9444 0.9080 0.9428 0.9504 0.9180
20241105-12:22:51 nb_c_quizzes 45067
20241105-12:22:51 weakest_accuracies [0.908, 0.918]
20241105-12:22:51 dummy_rand tensor([0.9196])
20241105-12:22:51 dummy_rand tensor([0.7553])
20241105-12:22:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:22:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:25:22 train_loss 2049 model 4 0.034838069915771486
20241105-12:25:23 train_loss 2049 model 1 0.035651344299316406
20241105-12:25:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:25:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:25:25 test_loss 2049 model 4 0.03111400604248047
20241105-12:25:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:25:25 test_loss 2049 model 1 0.033640594482421876
20241105-12:25:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:25:27 test_accuracy 2049 model 4 nb_correct 2301 / 2500 (92.04%)
20241105-12:25:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:25:27 test_accuracy 2049 model 1 nb_correct 2289 / 2500 (91.56%)
20241105-12:25:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:25:37 wrote ae_*.pth
20241105-12:25:37 epoch_duration 2min46s next_finish 12:28:23
20241105-12:25:37 wrote state.pth
20241105-12:25:37 --- epoch 2050 ----------------------------------------
20241105-12:25:37 current_test_accuracies 0.9444 0.9156 0.9428 0.9504 0.9204
20241105-12:25:37 nb_c_quizzes 45067
20241105-12:25:37 weakest_accuracies [0.9156, 0.9204]
20241105-12:25:37 dummy_rand tensor([0.7812])
20241105-12:25:37 dummy_rand tensor([0.1657])
20241105-12:25:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:25:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:28:09 train_loss 2050 model 1 0.03477344131469726
20241105-12:28:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:28:09 train_loss 2050 model 4 0.03502585983276367
20241105-12:28:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:28:11 test_loss 2050 model 1 0.030546112060546873
20241105-12:28:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:28:11 test_loss 2050 model 4 0.03265945434570312
20241105-12:28:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:28:13 test_accuracy 2050 model 1 nb_correct 2291 / 2500 (91.64%)
20241105-12:28:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:28:13 test_accuracy 2050 model 4 nb_correct 2281 / 2500 (91.24%)
20241105-12:28:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:28:23 wrote ae_*.pth
20241105-12:28:23 epoch_duration 2min45s next_finish 12:31:09
20241105-12:28:23 wrote state.pth
20241105-12:28:23 --- epoch 2051 ----------------------------------------
20241105-12:28:23 current_test_accuracies 0.9444 0.9164 0.9428 0.9504 0.9124
20241105-12:28:23 nb_c_quizzes 45067
20241105-12:28:23 weakest_accuracies [0.9124, 0.9164]
20241105-12:28:23 dummy_rand tensor([0.7117])
20241105-12:28:23 dummy_rand tensor([0.7195])
20241105-12:28:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:28:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:30:55 train_loss 2051 model 4 0.03487970161437988
20241105-12:30:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:30:55 train_loss 2051 model 1 0.03469755744934082
20241105-12:30:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:30:57 test_loss 2051 model 4 0.0293072509765625
20241105-12:30:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:30:57 test_loss 2051 model 1 0.030069427490234377
20241105-12:30:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:31:00 test_accuracy 2051 model 4 nb_correct 2311 / 2500 (92.44%)
20241105-12:31:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:31:00 test_accuracy 2051 model 1 nb_correct 2308 / 2500 (92.32%)
20241105-12:31:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:31:09 wrote ae_*.pth
20241105-12:31:09 epoch_duration 2min46s next_finish 12:33:55
20241105-12:31:09 wrote state.pth
20241105-12:31:09 --- epoch 2052 ----------------------------------------
20241105-12:31:09 current_test_accuracies 0.9444 0.9232 0.9428 0.9504 0.9244
20241105-12:31:09 nb_c_quizzes 45067
20241105-12:31:09 weakest_accuracies [0.9232, 0.9244]
20241105-12:31:09 dummy_rand tensor([0.8346])
20241105-12:31:09 dummy_rand tensor([0.9757])
20241105-12:31:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:31:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:33:41 train_loss 2052 model 1 0.03490002822875977
20241105-12:33:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:33:41 train_loss 2052 model 4 0.03523848342895508
20241105-12:33:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:33:44 test_loss 2052 model 4 0.028374786376953124
20241105-12:33:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:33:44 test_loss 2052 model 1 0.03192329406738281
20241105-12:33:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:33:46 test_accuracy 2052 model 4 nb_correct 2320 / 2500 (92.80%)
20241105-12:33:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:33:46 test_accuracy 2052 model 1 nb_correct 2291 / 2500 (91.64%)
20241105-12:33:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:33:56 wrote ae_*.pth
20241105-12:33:56 epoch_duration 2min46s next_finish 12:36:43
20241105-12:33:56 wrote state.pth
20241105-12:33:56 --- epoch 2053 ----------------------------------------
20241105-12:33:56 current_test_accuracies 0.9444 0.9164 0.9428 0.9504 0.9280
20241105-12:33:56 nb_c_quizzes 45067
20241105-12:33:56 weakest_accuracies [0.9164, 0.928]
20241105-12:33:56 dummy_rand tensor([0.0032])
20241105-12:33:56 dummy_rand tensor([0.5532])
20241105-12:33:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:33:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:36:28 train_loss 2053 model 1 0.03471246337890625
20241105-12:36:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:36:28 train_loss 2053 model 4 0.03570339965820313
20241105-12:36:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:36:31 test_loss 2053 model 1 0.031180610656738283
20241105-12:36:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:36:31 test_loss 2053 model 4 0.02911293029785156
20241105-12:36:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:36:33 test_accuracy 2053 model 1 nb_correct 2344 / 2500 (93.76%)
20241105-12:36:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:36:33 test_accuracy 2053 model 4 nb_correct 2288 / 2500 (91.52%)
20241105-12:36:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:36:43 wrote ae_*.pth
20241105-12:36:43 epoch_duration 2min46s next_finish 12:39:29
20241105-12:36:43 wrote state.pth
20241105-12:36:43 --- epoch 2054 ----------------------------------------
20241105-12:36:43 current_test_accuracies 0.9444 0.9376 0.9428 0.9504 0.9152
20241105-12:36:43 nb_c_quizzes 45067
20241105-12:36:43 weakest_accuracies [0.9152, 0.9376]
20241105-12:36:43 dummy_rand tensor([0.3437])
20241105-12:36:43 dummy_rand tensor([0.6779])
20241105-12:36:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:36:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:39:15 train_loss 2054 model 4 0.034370510101318356
20241105-12:39:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:39:15 train_loss 2054 model 1 0.034603403091430666
20241105-12:39:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:39:17 test_loss 2054 model 4 0.031112861633300782
20241105-12:39:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:39:17 test_loss 2054 model 1 0.03183433532714844
20241105-12:39:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:39:19 test_accuracy 2054 model 4 nb_correct 2312 / 2500 (92.48%)
20241105-12:39:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:39:19 test_accuracy 2054 model 1 nb_correct 2314 / 2500 (92.56%)
20241105-12:39:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:39:29 wrote ae_*.pth
20241105-12:39:29 epoch_duration 2min45s next_finish 12:42:15
20241105-12:39:29 wrote state.pth
20241105-12:39:29 --- epoch 2055 ----------------------------------------
20241105-12:39:29 current_test_accuracies 0.9444 0.9256 0.9428 0.9504 0.9248
20241105-12:39:29 nb_c_quizzes 45067
20241105-12:39:29 weakest_accuracies [0.9248, 0.9256]
20241105-12:39:29 dummy_rand tensor([0.9927])
20241105-12:39:29 dummy_rand tensor([0.5720])
20241105-12:39:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:39:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:42:01 train_loss 2055 model 1 0.03486414527893066
20241105-12:42:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:42:01 train_loss 2055 model 4 0.03490204620361328
20241105-12:42:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:42:03 test_loss 2055 model 1 0.032681121826171874
20241105-12:42:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:42:03 test_loss 2055 model 4 0.028727188110351562
20241105-12:42:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:42:05 test_accuracy 2055 model 1 nb_correct 2323 / 2500 (92.92%)
20241105-12:42:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:42:05 test_accuracy 2055 model 4 nb_correct 2318 / 2500 (92.72%)
20241105-12:42:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:42:15 wrote ae_*.pth
20241105-12:42:15 epoch_duration 2min46s next_finish 12:45:01
20241105-12:42:15 wrote state.pth
20241105-12:42:15 --- epoch 2056 ----------------------------------------
20241105-12:42:15 current_test_accuracies 0.9444 0.9292 0.9428 0.9504 0.9272
20241105-12:42:15 nb_c_quizzes 45067
20241105-12:42:15 weakest_accuracies [0.9272, 0.9292]
20241105-12:42:15 dummy_rand tensor([0.2483])
20241105-12:42:15 dummy_rand tensor([0.6399])
20241105-12:42:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:42:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:44:47 train_loss 2056 model 4 0.035006984710693356
20241105-12:44:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:44:47 train_loss 2056 model 1 0.03471918106079101
20241105-12:44:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:44:50 test_loss 2056 model 4 0.028043212890625
20241105-12:44:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:44:50 test_loss 2056 model 1 0.03311893463134766
20241105-12:44:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:44:52 test_accuracy 2056 model 4 nb_correct 2323 / 2500 (92.92%)
20241105-12:44:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:44:52 test_accuracy 2056 model 1 nb_correct 2339 / 2500 (93.56%)
20241105-12:44:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:45:02 wrote ae_*.pth
20241105-12:45:02 epoch_duration 2min46s next_finish 12:47:48
20241105-12:45:02 wrote state.pth
20241105-12:45:02 --- epoch 2057 ----------------------------------------
20241105-12:45:02 current_test_accuracies 0.9444 0.9356 0.9428 0.9504 0.9292
20241105-12:45:02 nb_c_quizzes 45067
20241105-12:45:02 weakest_accuracies [0.9292, 0.9356]
20241105-12:45:02 dummy_rand tensor([0.8656])
20241105-12:45:02 dummy_rand tensor([0.4692])
20241105-12:45:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:45:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:47:33 train_loss 2057 model 4 0.03514957809448242
20241105-12:47:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:47:34 train_loss 2057 model 1 0.03420581817626953
20241105-12:47:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:47:36 test_loss 2057 model 4 0.03090057373046875
20241105-12:47:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:47:36 test_loss 2057 model 1 0.03218795776367187
20241105-12:47:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:47:38 test_accuracy 2057 model 4 nb_correct 2282 / 2500 (91.28%)
20241105-12:47:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:47:38 test_accuracy 2057 model 1 nb_correct 2358 / 2500 (94.32%)
20241105-12:47:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:47:48 wrote ae_*.pth
20241105-12:47:48 epoch_duration 2min46s next_finish 12:50:34
20241105-12:47:48 wrote state.pth
20241105-12:47:48 --- epoch 2058 ----------------------------------------
20241105-12:47:48 current_test_accuracies 0.9444 0.9432 0.9428 0.9504 0.9128
20241105-12:47:48 nb_c_quizzes 45067
20241105-12:47:48 weakest_accuracies [0.9128, 0.9428]
20241105-12:47:48 dummy_rand tensor([0.3834])
20241105-12:47:48 dummy_rand tensor([0.7981])
20241105-12:47:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:47:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:50:20 train_loss 2058 model 4 0.03484817123413086
20241105-12:50:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:50:20 train_loss 2058 model 2 0.03511143112182617
20241105-12:50:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:50:22 test_loss 2058 model 4 0.027140121459960937
20241105-12:50:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:50:22 test_loss 2058 model 2 0.027575149536132812
20241105-12:50:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:50:24 test_accuracy 2058 model 4 nb_correct 2373 / 2500 (94.92%)
20241105-12:50:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:50:24 test_accuracy 2058 model 2 nb_correct 2322 / 2500 (92.88%)
20241105-12:50:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:50:34 wrote ae_*.pth
20241105-12:50:34 epoch_duration 2min46s next_finish 12:53:20
20241105-12:50:34 wrote state.pth
20241105-12:50:34 --- epoch 2059 ----------------------------------------
20241105-12:50:34 current_test_accuracies 0.9444 0.9432 0.9288 0.9504 0.9492
20241105-12:50:34 nb_c_quizzes 45067
20241105-12:50:34 weakest_accuracies [0.9288, 0.9432]
20241105-12:50:34 dummy_rand tensor([0.9472])
20241105-12:50:34 dummy_rand tensor([0.2237])
20241105-12:50:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:50:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:53:06 train_loss 2059 model 1 0.03485074615478516
20241105-12:53:06 train_loss 2059 model 2 0.035040901184082034
20241105-12:53:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:53:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:53:08 test_loss 2059 model 1 0.028431854248046874
20241105-12:53:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:53:08 test_loss 2059 model 2 0.030003662109375
20241105-12:53:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:53:11 test_accuracy 2059 model 1 nb_correct 2293 / 2500 (91.72%)
20241105-12:53:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:53:11 test_accuracy 2059 model 2 nb_correct 2280 / 2500 (91.20%)
20241105-12:53:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:53:21 wrote ae_*.pth
20241105-12:53:21 epoch_duration 2min46s next_finish 12:56:07
20241105-12:53:21 wrote state.pth
20241105-12:53:21 --- epoch 2060 ----------------------------------------
20241105-12:53:21 current_test_accuracies 0.9444 0.9172 0.9120 0.9504 0.9492
20241105-12:53:21 nb_c_quizzes 45067
20241105-12:53:21 weakest_accuracies [0.912, 0.9172]
20241105-12:53:21 dummy_rand tensor([0.1173])
20241105-12:53:21 dummy_rand tensor([0.0967])
20241105-12:53:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:53:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:55:53 train_loss 2060 model 2 0.03503603553771973
20241105-12:55:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:55:53 train_loss 2060 model 1 0.034234403610229495
20241105-12:55:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:55:55 test_loss 2060 model 2 0.029077224731445313
20241105-12:55:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:55:55 test_loss 2060 model 1 0.030751056671142578
20241105-12:55:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:55:58 test_accuracy 2060 model 2 nb_correct 2300 / 2500 (92.00%)
20241105-12:55:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:55:58 test_accuracy 2060 model 1 nb_correct 2285 / 2500 (91.40%)
20241105-12:55:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:56:07 wrote ae_*.pth
20241105-12:56:07 epoch_duration 2min46s next_finish 12:58:54
20241105-12:56:08 wrote state.pth
20241105-12:56:08 --- epoch 2061 ----------------------------------------
20241105-12:56:08 current_test_accuracies 0.9444 0.9140 0.9200 0.9504 0.9492
20241105-12:56:08 nb_c_quizzes 45067
20241105-12:56:08 weakest_accuracies [0.914, 0.92]
20241105-12:56:08 dummy_rand tensor([0.6554])
20241105-12:56:08 dummy_rand tensor([0.8443])
20241105-12:56:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:56:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:58:39 train_loss 2061 model 2 0.03554800224304199
20241105-12:58:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:58:39 train_loss 2061 model 1 0.03474967575073242
20241105-12:58:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:58:42 test_loss 2061 model 2 0.03061920166015625
20241105-12:58:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:58:42 test_loss 2061 model 1 0.03194755554199219
20241105-12:58:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-12:58:44 test_accuracy 2061 model 2 nb_correct 2305 / 2500 (92.20%)
20241105-12:58:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:58:44 test_accuracy 2061 model 1 nb_correct 2305 / 2500 (92.20%)
20241105-12:58:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-12:58:54 wrote ae_*.pth
20241105-12:58:54 epoch_duration 2min46s next_finish 13:01:40
20241105-12:58:54 wrote state.pth
20241105-12:58:54 --- epoch 2062 ----------------------------------------
20241105-12:58:54 current_test_accuracies 0.9444 0.9220 0.9220 0.9504 0.9492
20241105-12:58:54 nb_c_quizzes 45067
20241105-12:58:54 weakest_accuracies [0.922, 0.922]
20241105-12:58:54 dummy_rand tensor([0.7363])
20241105-12:58:54 dummy_rand tensor([0.9735])
20241105-12:58:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-12:58:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:01:26 train_loss 2062 model 1 0.03470304298400879
20241105-13:01:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:01:26 train_loss 2062 model 2 0.035692238807678224
20241105-13:01:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:01:28 test_loss 2062 model 1 0.03500411987304688
20241105-13:01:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:01:28 test_loss 2062 model 2 0.02468414306640625
20241105-13:01:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:01:30 test_accuracy 2062 model 1 nb_correct 2279 / 2500 (91.16%)
20241105-13:01:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:01:30 test_accuracy 2062 model 2 nb_correct 2278 / 2500 (91.12%)
20241105-13:01:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:01:40 wrote ae_*.pth
20241105-13:01:40 epoch_duration 2min46s next_finish 13:04:26
20241105-13:01:40 wrote state.pth
20241105-13:01:40 --- epoch 2063 ----------------------------------------
20241105-13:01:40 current_test_accuracies 0.9444 0.9116 0.9112 0.9504 0.9492
20241105-13:01:40 nb_c_quizzes 45067
20241105-13:01:40 weakest_accuracies [0.9112, 0.9116]
20241105-13:01:40 dummy_rand tensor([0.9582])
20241105-13:01:40 dummy_rand tensor([0.3322])
20241105-13:01:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:01:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:04:12 train_loss 2063 model 1 0.03544883728027344
20241105-13:04:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:04:12 train_loss 2063 model 2 0.033836719512939456
20241105-13:04:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:04:14 test_loss 2063 model 1 0.0274896240234375
20241105-13:04:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:04:15 test_loss 2063 model 2 0.031775321960449215
20241105-13:04:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:04:17 test_accuracy 2063 model 1 nb_correct 2311 / 2500 (92.44%)
20241105-13:04:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:04:17 test_accuracy 2063 model 2 nb_correct 2336 / 2500 (93.44%)
20241105-13:04:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:04:26 wrote ae_*.pth
20241105-13:04:26 epoch_duration 2min46s next_finish 13:07:12
20241105-13:04:26 wrote state.pth
20241105-13:04:26 --- epoch 2064 ----------------------------------------
20241105-13:04:26 current_test_accuracies 0.9444 0.9244 0.9344 0.9504 0.9492
20241105-13:04:26 nb_c_quizzes 45067
20241105-13:04:26 weakest_accuracies [0.9244, 0.9344]
20241105-13:04:26 dummy_rand tensor([0.2691])
20241105-13:04:26 dummy_rand tensor([0.7828])
20241105-13:04:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:04:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:06:58 train_loss 2064 model 1 0.03455243682861328
20241105-13:06:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:06:58 train_loss 2064 model 2 0.035012889862060546
20241105-13:06:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:07:01 test_loss 2064 model 1 0.02841796875
20241105-13:07:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:07:01 test_loss 2064 model 2 0.02959526062011719
20241105-13:07:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:07:03 test_accuracy 2064 model 1 nb_correct 2299 / 2500 (91.96%)
20241105-13:07:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:07:03 test_accuracy 2064 model 2 nb_correct 2307 / 2500 (92.28%)
20241105-13:07:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:07:13 wrote ae_*.pth
20241105-13:07:13 epoch_duration 2min46s next_finish 13:09:59
20241105-13:07:13 wrote state.pth
20241105-13:07:13 --- epoch 2065 ----------------------------------------
20241105-13:07:13 current_test_accuracies 0.9444 0.9196 0.9228 0.9504 0.9492
20241105-13:07:13 nb_c_quizzes 45067
20241105-13:07:13 weakest_accuracies [0.9196, 0.9228]
20241105-13:07:13 dummy_rand tensor([0.8601])
20241105-13:07:13 dummy_rand tensor([0.0129])
20241105-13:07:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:07:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:09:44 train_loss 2065 model 1 0.0347198314666748
20241105-13:09:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:09:44 train_loss 2065 model 2 0.035335229873657226
20241105-13:09:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:09:47 test_loss 2065 model 1 0.0308892822265625
20241105-13:09:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:09:47 test_loss 2065 model 2 0.03502090454101563
20241105-13:09:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:09:49 test_accuracy 2065 model 1 nb_correct 2353 / 2500 (94.12%)
20241105-13:09:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:09:49 test_accuracy 2065 model 2 nb_correct 2328 / 2500 (93.12%)
20241105-13:09:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:09:59 wrote ae_*.pth
20241105-13:09:59 epoch_duration 2min46s next_finish 13:12:45
20241105-13:09:59 wrote state.pth
20241105-13:09:59 --- epoch 2066 ----------------------------------------
20241105-13:09:59 current_test_accuracies 0.9444 0.9412 0.9312 0.9504 0.9492
20241105-13:09:59 nb_c_quizzes 45067
20241105-13:09:59 weakest_accuracies [0.9312, 0.9412]
20241105-13:09:59 dummy_rand tensor([0.3529])
20241105-13:09:59 dummy_rand tensor([0.6702])
20241105-13:09:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:09:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:12:31 train_loss 2066 model 2 0.0353945198059082
20241105-13:12:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:12:31 train_loss 2066 model 1 0.03463953685760498
20241105-13:12:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:12:34 test_loss 2066 model 2 0.029278717041015624
20241105-13:12:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:12:34 test_loss 2066 model 1 0.0336663818359375
20241105-13:12:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:12:36 test_accuracy 2066 model 2 nb_correct 2306 / 2500 (92.24%)
20241105-13:12:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:12:36 test_accuracy 2066 model 1 nb_correct 2369 / 2500 (94.76%)
20241105-13:12:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:12:45 wrote ae_*.pth
20241105-13:12:45 epoch_duration 2min46s next_finish 13:15:32
20241105-13:12:46 wrote state.pth
20241105-13:12:46 --- epoch 2067 ----------------------------------------
20241105-13:12:46 current_test_accuracies 0.9444 0.9476 0.9224 0.9504 0.9492
20241105-13:12:46 nb_c_quizzes 45067
20241105-13:12:46 weakest_accuracies [0.9224, 0.9444]
20241105-13:12:46 dummy_rand tensor([0.3984])
20241105-13:12:46 dummy_rand tensor([0.2452])
20241105-13:12:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:12:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:15:18 train_loss 2067 model 0 0.03489795875549316
20241105-13:15:18 train_loss 2067 model 2 0.03430007934570312
20241105-13:15:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:15:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:15:20 test_loss 2067 model 2 0.033304443359375
20241105-13:15:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:15:20 test_loss 2067 model 0 0.02978546142578125
20241105-13:15:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:15:22 test_accuracy 2067 model 2 nb_correct 2327 / 2500 (93.08%)
20241105-13:15:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:15:22 test_accuracy 2067 model 0 nb_correct 2336 / 2500 (93.44%)
20241105-13:15:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:15:32 wrote ae_*.pth
20241105-13:15:32 epoch_duration 2min46s next_finish 13:18:19
20241105-13:15:32 wrote state.pth
20241105-13:15:32 --- epoch 2068 ----------------------------------------
20241105-13:15:32 current_test_accuracies 0.9344 0.9476 0.9308 0.9504 0.9492
20241105-13:15:32 nb_c_quizzes 45067
20241105-13:15:32 weakest_accuracies [0.9308, 0.9344]
20241105-13:15:32 dummy_rand tensor([0.1081])
20241105-13:15:32 dummy_rand tensor([0.4475])
20241105-13:15:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:15:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:18:04 train_loss 2068 model 2 0.03459868621826172
20241105-13:18:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:18:04 train_loss 2068 model 0 0.035349063873291016
20241105-13:18:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:18:06 test_loss 2068 model 2 0.028044166564941405
20241105-13:18:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:18:06 test_loss 2068 model 0 0.02827064514160156
20241105-13:18:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:18:09 test_accuracy 2068 model 2 nb_correct 2306 / 2500 (92.24%)
20241105-13:18:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:18:09 test_accuracy 2068 model 0 nb_correct 2313 / 2500 (92.52%)
20241105-13:18:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:18:18 wrote ae_*.pth
20241105-13:18:18 epoch_duration 2min46s next_finish 13:21:04
20241105-13:18:19 wrote state.pth
20241105-13:18:19 --- epoch 2069 ----------------------------------------
20241105-13:18:19 current_test_accuracies 0.9252 0.9476 0.9224 0.9504 0.9492
20241105-13:18:19 nb_c_quizzes 45067
20241105-13:18:19 weakest_accuracies [0.9224, 0.9252]
20241105-13:18:19 dummy_rand tensor([0.0045])
20241105-13:18:19 dummy_rand tensor([0.2106])
20241105-13:18:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:18:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:20:50 train_loss 2069 model 2 0.03457427215576172
20241105-13:20:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:20:50 train_loss 2069 model 0 0.034581531524658204
20241105-13:20:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:20:53 test_loss 2069 model 2 0.03177986145019531
20241105-13:20:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:20:53 test_loss 2069 model 0 0.03159782409667969
20241105-13:20:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:20:55 test_accuracy 2069 model 2 nb_correct 2318 / 2500 (92.72%)
20241105-13:20:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:20:55 test_accuracy 2069 model 0 nb_correct 2369 / 2500 (94.76%)
20241105-13:20:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:21:05 wrote ae_*.pth
20241105-13:21:05 epoch_duration 2min46s next_finish 13:23:51
20241105-13:21:05 wrote state.pth
20241105-13:21:05 --- epoch 2070 ----------------------------------------
20241105-13:21:05 current_test_accuracies 0.9476 0.9476 0.9272 0.9504 0.9492
20241105-13:21:05 nb_c_quizzes 45067
20241105-13:21:05 weakest_accuracies [0.9272, 0.9476]
20241105-13:21:05 dummy_rand tensor([0.7169])
20241105-13:21:05 dummy_rand tensor([0.8138])
20241105-13:21:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:21:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:23:36 train_loss 2070 model 2 0.03491630983352661
20241105-13:23:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:23:37 train_loss 2070 model 0 0.035625299453735354
20241105-13:23:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:23:39 test_loss 2070 model 2 0.026048049926757813
20241105-13:23:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:23:39 test_loss 2070 model 0 0.028536205291748048
20241105-13:23:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:23:41 test_accuracy 2070 model 2 nb_correct 2302 / 2500 (92.08%)
20241105-13:23:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:23:41 test_accuracy 2070 model 0 nb_correct 2316 / 2500 (92.64%)
20241105-13:23:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:23:51 wrote ae_*.pth
20241105-13:23:51 epoch_duration 2min46s next_finish 13:26:37
20241105-13:23:51 wrote state.pth
20241105-13:23:51 --- epoch 2071 ----------------------------------------
20241105-13:23:51 current_test_accuracies 0.9264 0.9476 0.9208 0.9504 0.9492
20241105-13:23:51 nb_c_quizzes 45067
20241105-13:23:51 weakest_accuracies [0.9208, 0.9264]
20241105-13:23:51 dummy_rand tensor([0.5969])
20241105-13:23:51 dummy_rand tensor([0.9833])
20241105-13:23:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:23:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:26:23 train_loss 2071 model 0 0.034469579696655275
20241105-13:26:23 train_loss 2071 model 2 0.035095132827758786
20241105-13:26:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:26:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:26:25 test_loss 2071 model 0 0.031103973388671876
20241105-13:26:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:26:25 test_loss 2071 model 2 0.028466033935546874
20241105-13:26:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:26:27 test_accuracy 2071 model 0 nb_correct 2355 / 2500 (94.20%)
20241105-13:26:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:26:27 test_accuracy 2071 model 2 nb_correct 2331 / 2500 (93.24%)
20241105-13:26:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:26:37 wrote ae_*.pth
20241105-13:26:37 epoch_duration 2min46s next_finish 13:29:24
20241105-13:26:37 wrote state.pth
20241105-13:26:37 --- epoch 2072 ----------------------------------------
20241105-13:26:37 current_test_accuracies 0.9420 0.9476 0.9324 0.9504 0.9492
20241105-13:26:37 nb_c_quizzes 45067
20241105-13:26:37 weakest_accuracies [0.9324, 0.942]
20241105-13:26:37 dummy_rand tensor([0.1047])
20241105-13:26:37 dummy_rand tensor([0.9717])
20241105-13:26:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:26:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:29:09 train_loss 2072 model 0 0.0354512243270874
20241105-13:29:09 train_loss 2072 model 2 0.033971694946289065
20241105-13:29:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:29:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:29:12 test_loss 2072 model 0 0.02767601013183594
20241105-13:29:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:29:12 test_loss 2072 model 2 0.028174934387207032
20241105-13:29:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:29:14 test_accuracy 2072 model 0 nb_correct 2369 / 2500 (94.76%)
20241105-13:29:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:29:14 test_accuracy 2072 model 2 nb_correct 2313 / 2500 (92.52%)
20241105-13:29:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:29:24 wrote ae_*.pth
20241105-13:29:24 epoch_duration 2min46s next_finish 13:32:10
20241105-13:29:24 wrote state.pth
20241105-13:29:24 --- epoch 2073 ----------------------------------------
20241105-13:29:24 current_test_accuracies 0.9476 0.9476 0.9252 0.9504 0.9492
20241105-13:29:24 nb_c_quizzes 45067
20241105-13:29:24 weakest_accuracies [0.9252, 0.9476]
20241105-13:29:24 dummy_rand tensor([0.9150])
20241105-13:29:24 dummy_rand tensor([0.3557])
20241105-13:29:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:29:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:31:56 train_loss 2073 model 2 0.03440045356750488
20241105-13:31:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:31:56 train_loss 2073 model 0 0.035187030792236326
20241105-13:31:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:31:58 test_loss 2073 model 2 0.028413009643554688
20241105-13:31:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:31:58 test_loss 2073 model 0 0.027930450439453126
20241105-13:31:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:32:00 test_accuracy 2073 model 2 nb_correct 2325 / 2500 (93.00%)
20241105-13:32:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:32:00 test_accuracy 2073 model 0 nb_correct 2358 / 2500 (94.32%)
20241105-13:32:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:32:10 wrote ae_*.pth
20241105-13:32:10 epoch_duration 2min46s next_finish 13:34:56
20241105-13:32:10 wrote state.pth
20241105-13:32:10 --- epoch 2074 ----------------------------------------
20241105-13:32:10 current_test_accuracies 0.9432 0.9476 0.9300 0.9504 0.9492
20241105-13:32:10 nb_c_quizzes 45067
20241105-13:32:10 weakest_accuracies [0.93, 0.9432]
20241105-13:32:10 dummy_rand tensor([0.1103])
20241105-13:32:10 dummy_rand tensor([0.2384])
20241105-13:32:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:32:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:34:42 train_loss 2074 model 2 0.0338129940032959
20241105-13:34:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:34:42 train_loss 2074 model 0 0.03496336841583252
20241105-13:34:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:34:44 test_loss 2074 model 2 0.03119720458984375
20241105-13:34:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:34:44 test_loss 2074 model 0 0.028994598388671876
20241105-13:34:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:34:47 test_accuracy 2074 model 2 nb_correct 2281 / 2500 (91.24%)
20241105-13:34:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:34:47 test_accuracy 2074 model 0 nb_correct 2300 / 2500 (92.00%)
20241105-13:34:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:34:56 wrote ae_*.pth
20241105-13:34:56 epoch_duration 2min46s next_finish 13:37:42
20241105-13:34:56 wrote state.pth
20241105-13:34:56 --- epoch 2075 ----------------------------------------
20241105-13:34:56 current_test_accuracies 0.9200 0.9476 0.9124 0.9504 0.9492
20241105-13:34:56 nb_c_quizzes 45067
20241105-13:34:56 weakest_accuracies [0.9124, 0.92]
20241105-13:34:56 dummy_rand tensor([0.2318])
20241105-13:34:56 dummy_rand tensor([0.0982])
20241105-13:34:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:34:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:37:28 train_loss 2075 model 2 0.03477263832092285
20241105-13:37:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:37:28 train_loss 2075 model 0 0.034770111083984374
20241105-13:37:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:37:31 test_loss 2075 model 2 0.028594589233398436
20241105-13:37:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:37:31 test_loss 2075 model 0 0.03151039123535156
20241105-13:37:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:37:33 test_accuracy 2075 model 2 nb_correct 2355 / 2500 (94.20%)
20241105-13:37:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:37:33 test_accuracy 2075 model 0 nb_correct 2310 / 2500 (92.40%)
20241105-13:37:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:37:43 wrote ae_*.pth
20241105-13:37:43 epoch_duration 2min46s next_finish 13:40:29
20241105-13:37:43 wrote state.pth
20241105-13:37:43 --- epoch 2076 ----------------------------------------
20241105-13:37:43 current_test_accuracies 0.9240 0.9476 0.9420 0.9504 0.9492
20241105-13:37:43 nb_c_quizzes 45067
20241105-13:37:43 weakest_accuracies [0.924, 0.942]
20241105-13:37:43 dummy_rand tensor([0.0871])
20241105-13:37:43 dummy_rand tensor([0.4048])
20241105-13:37:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:37:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:40:15 train_loss 2076 model 0 0.035083560943603515
20241105-13:40:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:40:15 train_loss 2076 model 2 0.034895099639892575
20241105-13:40:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:40:17 test_loss 2076 model 0 0.03042888641357422
20241105-13:40:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:40:17 test_loss 2076 model 2 0.0276513671875
20241105-13:40:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:40:19 test_accuracy 2076 model 0 nb_correct 2292 / 2500 (91.68%)
20241105-13:40:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:40:19 test_accuracy 2076 model 2 nb_correct 2316 / 2500 (92.64%)
20241105-13:40:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:40:29 wrote ae_*.pth
20241105-13:40:29 epoch_duration 2min46s next_finish 13:43:15
20241105-13:40:29 wrote state.pth
20241105-13:40:29 --- epoch 2077 ----------------------------------------
20241105-13:40:29 current_test_accuracies 0.9168 0.9476 0.9264 0.9504 0.9492
20241105-13:40:29 nb_c_quizzes 45067
20241105-13:40:29 weakest_accuracies [0.9168, 0.9264]
20241105-13:40:29 dummy_rand tensor([0.9426])
20241105-13:40:29 dummy_rand tensor([0.1322])
20241105-13:40:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:40:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:43:01 train_loss 2077 model 2 0.034906925201416014
20241105-13:43:01 train_loss 2077 model 0 0.034035087585449215
20241105-13:43:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:43:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:43:03 test_loss 2077 model 2 0.026070556640625
20241105-13:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:43:03 test_loss 2077 model 0 0.034698867797851564
20241105-13:43:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:43:06 test_accuracy 2077 model 2 nb_correct 2297 / 2500 (91.88%)
20241105-13:43:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:43:06 test_accuracy 2077 model 0 nb_correct 2365 / 2500 (94.60%)
20241105-13:43:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:43:15 wrote ae_*.pth
20241105-13:43:15 epoch_duration 2min46s next_finish 13:46:01
20241105-13:43:16 wrote state.pth
20241105-13:43:16 --- epoch 2078 ----------------------------------------
20241105-13:43:16 current_test_accuracies 0.9460 0.9476 0.9188 0.9504 0.9492
20241105-13:43:16 nb_c_quizzes 45067
20241105-13:43:16 weakest_accuracies [0.9188, 0.946]
20241105-13:43:16 dummy_rand tensor([0.3467])
20241105-13:43:16 dummy_rand tensor([0.9791])
20241105-13:43:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:43:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:45:47 train_loss 2078 model 2 0.034203189849853516
20241105-13:45:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:45:47 train_loss 2078 model 0 0.03508139419555664
20241105-13:45:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:45:50 test_loss 2078 model 2 0.030221176147460938
20241105-13:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:45:50 test_loss 2078 model 0 0.03093597412109375
20241105-13:45:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:45:52 test_accuracy 2078 model 2 nb_correct 2327 / 2500 (93.08%)
20241105-13:45:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:45:52 test_accuracy 2078 model 0 nb_correct 2317 / 2500 (92.68%)
20241105-13:45:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:46:01 wrote ae_*.pth
20241105-13:46:01 epoch_duration 2min46s next_finish 13:48:48
20241105-13:46:02 wrote state.pth
20241105-13:46:02 --- epoch 2079 ----------------------------------------
20241105-13:46:02 current_test_accuracies 0.9268 0.9476 0.9308 0.9504 0.9492
20241105-13:46:02 nb_c_quizzes 45067
20241105-13:46:02 weakest_accuracies [0.9268, 0.9308]
20241105-13:46:02 dummy_rand tensor([0.8668])
20241105-13:46:02 dummy_rand tensor([0.6733])
20241105-13:46:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:46:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:48:34 train_loss 2079 model 0 0.03516464614868164
20241105-13:48:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:48:34 train_loss 2079 model 2 0.033443016052246095
20241105-13:48:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:48:36 test_loss 2079 model 0 0.031164474487304687
20241105-13:48:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:48:36 test_loss 2079 model 2 0.03024139404296875
20241105-13:48:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:48:38 test_accuracy 2079 model 0 nb_correct 2320 / 2500 (92.80%)
20241105-13:48:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:48:39 test_accuracy 2079 model 2 nb_correct 2328 / 2500 (93.12%)
20241105-13:48:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:48:48 wrote ae_*.pth
20241105-13:48:48 epoch_duration 2min46s next_finish 13:51:35
20241105-13:48:48 wrote state.pth
20241105-13:48:48 --- epoch 2080 ----------------------------------------
20241105-13:48:48 current_test_accuracies 0.9280 0.9476 0.9312 0.9504 0.9492
20241105-13:48:48 nb_c_quizzes 45067
20241105-13:48:48 weakest_accuracies [0.928, 0.9312]
20241105-13:48:48 dummy_rand tensor([0.5294])
20241105-13:48:48 dummy_rand tensor([0.0505])
20241105-13:48:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:48:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:51:20 train_loss 2080 model 0 0.03540375518798828
20241105-13:51:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:51:20 train_loss 2080 model 2 0.034298553466796874
20241105-13:51:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:51:22 test_loss 2080 model 0 0.032936630249023435
20241105-13:51:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:51:22 test_loss 2080 model 2 0.02440765380859375
20241105-13:51:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:51:25 test_accuracy 2080 model 0 nb_correct 2294 / 2500 (91.76%)
20241105-13:51:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:51:25 test_accuracy 2080 model 2 nb_correct 2385 / 2500 (95.40%)
20241105-13:51:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:51:34 wrote ae_*.pth
20241105-13:51:34 epoch_duration 2min46s next_finish 13:54:21
20241105-13:51:35 wrote state.pth
20241105-13:51:35 --- epoch 2081 ----------------------------------------
20241105-13:51:35 current_test_accuracies 0.9176 0.9476 0.9540 0.9504 0.9492
20241105-13:51:35 nb_c_quizzes 45067
20241105-13:51:35 weakest_accuracies [0.9176, 0.9476]
20241105-13:51:35 dummy_rand tensor([0.8505])
20241105-13:51:35 dummy_rand tensor([0.2909])
20241105-13:51:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:51:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:54:06 train_loss 2081 model 0 0.03437424087524414
20241105-13:54:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:54:06 train_loss 2081 model 1 0.03483601760864258
20241105-13:54:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:54:09 test_loss 2081 model 0 0.029717884063720702
20241105-13:54:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:54:09 test_loss 2081 model 1 0.033980178833007815
20241105-13:54:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:54:11 test_accuracy 2081 model 0 nb_correct 2327 / 2500 (93.08%)
20241105-13:54:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:54:11 test_accuracy 2081 model 1 nb_correct 2319 / 2500 (92.76%)
20241105-13:54:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:54:21 wrote ae_*.pth
20241105-13:54:21 epoch_duration 2min46s next_finish 13:57:07
20241105-13:54:21 wrote state.pth
20241105-13:54:21 --- epoch 2082 ----------------------------------------
20241105-13:54:21 current_test_accuracies 0.9308 0.9276 0.9540 0.9504 0.9492
20241105-13:54:21 nb_c_quizzes 45067
20241105-13:54:21 weakest_accuracies [0.9276, 0.9308]
20241105-13:54:21 dummy_rand tensor([0.9804])
20241105-13:54:21 dummy_rand tensor([0.1903])
20241105-13:54:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:54:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:56:53 train_loss 2082 model 1 0.03543834114074707
20241105-13:56:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:56:53 train_loss 2082 model 0 0.03465838623046875
20241105-13:56:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:56:55 test_loss 2082 model 1 0.031748046875
20241105-13:56:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:56:55 test_loss 2082 model 0 0.03047698974609375
20241105-13:56:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:56:57 test_accuracy 2082 model 1 nb_correct 2305 / 2500 (92.20%)
20241105-13:56:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:56:57 test_accuracy 2082 model 0 nb_correct 2323 / 2500 (92.92%)
20241105-13:56:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:57:07 wrote ae_*.pth
20241105-13:57:07 epoch_duration 2min46s next_finish 13:59:53
20241105-13:57:07 wrote state.pth
20241105-13:57:07 --- epoch 2083 ----------------------------------------
20241105-13:57:07 current_test_accuracies 0.9292 0.9220 0.9540 0.9504 0.9492
20241105-13:57:07 nb_c_quizzes 45067
20241105-13:57:07 weakest_accuracies [0.922, 0.9292]
20241105-13:57:07 dummy_rand tensor([0.2958])
20241105-13:57:07 dummy_rand tensor([0.6733])
20241105-13:57:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:57:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:59:39 train_loss 2083 model 1 0.03534671401977539
20241105-13:59:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:59:39 train_loss 2083 model 0 0.03479745483398437
20241105-13:59:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:59:41 test_loss 2083 model 1 0.028244400024414064
20241105-13:59:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:59:41 test_loss 2083 model 0 0.024807586669921874
20241105-13:59:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-13:59:44 test_accuracy 2083 model 1 nb_correct 2297 / 2500 (91.88%)
20241105-13:59:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:59:44 test_accuracy 2083 model 0 nb_correct 2322 / 2500 (92.88%)
20241105-13:59:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-13:59:53 wrote ae_*.pth
20241105-13:59:53 epoch_duration 2min46s next_finish 14:02:40
20241105-13:59:54 wrote state.pth
20241105-13:59:54 --- epoch 2084 ----------------------------------------
20241105-13:59:54 current_test_accuracies 0.9288 0.9188 0.9540 0.9504 0.9492
20241105-13:59:54 nb_c_quizzes 45067
20241105-13:59:54 weakest_accuracies [0.9188, 0.9288]
20241105-13:59:54 dummy_rand tensor([0.3489])
20241105-13:59:54 dummy_rand tensor([0.2728])
20241105-13:59:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-13:59:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:02:25 train_loss 2084 model 0 0.03539895248413086
20241105-14:02:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:02:25 train_loss 2084 model 1 0.03536810684204102
20241105-14:02:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:02:28 test_loss 2084 model 0 0.028484344482421875
20241105-14:02:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:02:28 test_loss 2084 model 1 0.03205001831054687
20241105-14:02:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:02:30 test_accuracy 2084 model 0 nb_correct 2362 / 2500 (94.48%)
20241105-14:02:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:02:30 test_accuracy 2084 model 1 nb_correct 2301 / 2500 (92.04%)
20241105-14:02:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:02:40 wrote ae_*.pth
20241105-14:02:40 epoch_duration 2min46s next_finish 14:05:26
20241105-14:02:40 wrote state.pth
20241105-14:02:40 --- epoch 2085 ----------------------------------------
20241105-14:02:40 current_test_accuracies 0.9448 0.9204 0.9540 0.9504 0.9492
20241105-14:02:40 nb_c_quizzes 45067
20241105-14:02:40 weakest_accuracies [0.9204, 0.9448]
20241105-14:02:40 dummy_rand tensor([0.1984])
20241105-14:02:40 dummy_rand tensor([0.9933])
20241105-14:02:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:02:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:05:12 train_loss 2085 model 1 0.03527779388427734
20241105-14:05:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:05:12 train_loss 2085 model 0 0.03442277431488037
20241105-14:05:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:05:14 test_loss 2085 model 1 0.03501556396484375
20241105-14:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:05:14 test_loss 2085 model 0 0.026404190063476562
20241105-14:05:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:05:16 test_accuracy 2085 model 1 nb_correct 2348 / 2500 (93.92%)
20241105-14:05:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:05:16 test_accuracy 2085 model 0 nb_correct 2294 / 2500 (91.76%)
20241105-14:05:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:05:26 wrote ae_*.pth
20241105-14:05:26 epoch_duration 2min46s next_finish 14:08:12
20241105-14:05:26 wrote state.pth
20241105-14:05:26 --- epoch 2086 ----------------------------------------
20241105-14:05:26 current_test_accuracies 0.9176 0.9392 0.9540 0.9504 0.9492
20241105-14:05:26 nb_c_quizzes 45067
20241105-14:05:26 weakest_accuracies [0.9176, 0.9392]
20241105-14:05:26 dummy_rand tensor([0.8928])
20241105-14:05:26 dummy_rand tensor([0.1679])
20241105-14:05:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:05:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:07:58 train_loss 2086 model 0 0.03479895877838135
20241105-14:07:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:07:58 train_loss 2086 model 1 0.035683258056640625
20241105-14:07:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:08:01 test_loss 2086 model 0 0.028504791259765624
20241105-14:08:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:08:01 test_loss 2086 model 1 0.02984161376953125
20241105-14:08:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:08:03 test_accuracy 2086 model 0 nb_correct 2326 / 2500 (93.04%)
20241105-14:08:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:08:03 test_accuracy 2086 model 1 nb_correct 2330 / 2500 (93.20%)
20241105-14:08:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:08:13 wrote ae_*.pth
20241105-14:08:13 epoch_duration 2min46s next_finish 14:10:59
20241105-14:08:13 wrote state.pth
20241105-14:08:13 --- epoch 2087 ----------------------------------------
20241105-14:08:13 current_test_accuracies 0.9304 0.9320 0.9540 0.9504 0.9492
20241105-14:08:13 nb_c_quizzes 45067
20241105-14:08:13 weakest_accuracies [0.9304, 0.932]
20241105-14:08:13 dummy_rand tensor([0.3449])
20241105-14:08:13 dummy_rand tensor([0.0054])
20241105-14:08:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:08:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:10:45 train_loss 2087 model 1 0.03502705764770508
20241105-14:10:45 train_loss 2087 model 0 0.0341224365234375
20241105-14:10:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:10:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:10:47 test_loss 2087 model 1 0.03140045166015625
20241105-14:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:10:47 test_loss 2087 model 0 0.02798011779785156
20241105-14:10:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:10:49 test_accuracy 2087 model 1 nb_correct 2344 / 2500 (93.76%)
20241105-14:10:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:10:49 test_accuracy 2087 model 0 nb_correct 2325 / 2500 (93.00%)
20241105-14:10:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:10:59 wrote ae_*.pth
20241105-14:10:59 epoch_duration 2min46s next_finish 14:13:45
20241105-14:10:59 wrote state.pth
20241105-14:10:59 --- epoch 2088 ----------------------------------------
20241105-14:10:59 current_test_accuracies 0.9300 0.9376 0.9540 0.9504 0.9492
20241105-14:10:59 nb_c_quizzes 45067
20241105-14:10:59 weakest_accuracies [0.93, 0.9376]
20241105-14:10:59 dummy_rand tensor([0.5494])
20241105-14:10:59 dummy_rand tensor([0.0472])
20241105-14:10:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:10:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:13:31 train_loss 2088 model 1 0.035394371032714846
20241105-14:13:31 train_loss 2088 model 0 0.03506842994689941
20241105-14:13:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:13:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:13:33 test_loss 2088 model 1 0.028730926513671876
20241105-14:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:13:33 test_loss 2088 model 0 0.029844207763671873
20241105-14:13:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:13:35 test_accuracy 2088 model 1 nb_correct 2319 / 2500 (92.76%)
20241105-14:13:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:13:35 test_accuracy 2088 model 0 nb_correct 2354 / 2500 (94.16%)
20241105-14:13:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:13:45 wrote ae_*.pth
20241105-14:13:45 epoch_duration 2min46s next_finish 14:16:31
20241105-14:13:45 wrote state.pth
20241105-14:13:45 --- epoch 2089 ----------------------------------------
20241105-14:13:45 current_test_accuracies 0.9416 0.9276 0.9540 0.9504 0.9492
20241105-14:13:45 nb_c_quizzes 45067
20241105-14:13:45 weakest_accuracies [0.9276, 0.9416]
20241105-14:13:45 dummy_rand tensor([0.3155])
20241105-14:13:45 dummy_rand tensor([0.2096])
20241105-14:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:13:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:16:17 train_loss 2089 model 1 0.03408267211914062
20241105-14:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:16:17 train_loss 2089 model 0 0.035273969650268557
20241105-14:16:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:16:19 test_loss 2089 model 1 0.036597061157226565
20241105-14:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:16:19 test_loss 2089 model 0 0.0310009765625
20241105-14:16:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:16:22 test_accuracy 2089 model 1 nb_correct 2257 / 2500 (90.28%)
20241105-14:16:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:16:22 test_accuracy 2089 model 0 nb_correct 2355 / 2500 (94.20%)
20241105-14:16:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:16:31 wrote ae_*.pth
20241105-14:16:31 epoch_duration 2min46s next_finish 14:19:18
20241105-14:16:32 wrote state.pth
20241105-14:16:32 --- epoch 2090 ----------------------------------------
20241105-14:16:32 current_test_accuracies 0.9420 0.9028 0.9540 0.9504 0.9492
20241105-14:16:32 nb_c_quizzes 45067
20241105-14:16:32 weakest_accuracies [0.9028, 0.942]
20241105-14:16:32 dummy_rand tensor([0.5480])
20241105-14:16:32 dummy_rand tensor([0.5324])
20241105-14:16:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:16:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:19:03 train_loss 2090 model 1 0.03513957214355469
20241105-14:19:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:19:03 train_loss 2090 model 0 0.03562860488891602
20241105-14:19:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:19:06 test_loss 2090 model 1 0.030857925415039063
20241105-14:19:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:19:06 test_loss 2090 model 0 0.03386322021484375
20241105-14:19:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:19:08 test_accuracy 2090 model 1 nb_correct 2312 / 2500 (92.48%)
20241105-14:19:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:19:08 test_accuracy 2090 model 0 nb_correct 2345 / 2500 (93.80%)
20241105-14:19:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:19:18 wrote ae_*.pth
20241105-14:19:18 epoch_duration 2min46s next_finish 14:22:04
20241105-14:19:18 wrote state.pth
20241105-14:19:18 --- epoch 2091 ----------------------------------------
20241105-14:19:18 current_test_accuracies 0.9380 0.9248 0.9540 0.9504 0.9492
20241105-14:19:18 nb_c_quizzes 45067
20241105-14:19:18 weakest_accuracies [0.9248, 0.938]
20241105-14:19:18 dummy_rand tensor([0.6336])
20241105-14:19:18 dummy_rand tensor([0.9713])
20241105-14:19:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:19:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:21:50 train_loss 2091 model 0 0.03405698776245117
20241105-14:21:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:21:50 train_loss 2091 model 1 0.034605438232421876
20241105-14:21:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:21:52 test_loss 2091 model 0 0.031189727783203124
20241105-14:21:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:21:52 test_loss 2091 model 1 0.03236984252929687
20241105-14:21:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:21:55 test_accuracy 2091 model 0 nb_correct 2296 / 2500 (91.84%)
20241105-14:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:21:55 test_accuracy 2091 model 1 nb_correct 2336 / 2500 (93.44%)
20241105-14:21:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:22:04 wrote ae_*.pth
20241105-14:22:04 epoch_duration 2min46s next_finish 14:24:50
20241105-14:22:04 wrote state.pth
20241105-14:22:04 --- epoch 2092 ----------------------------------------
20241105-14:22:04 current_test_accuracies 0.9184 0.9344 0.9540 0.9504 0.9492
20241105-14:22:04 nb_c_quizzes 45067
20241105-14:22:04 weakest_accuracies [0.9184, 0.9344]
20241105-14:22:04 dummy_rand tensor([0.6250])
20241105-14:22:04 dummy_rand tensor([0.1913])
20241105-14:22:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:22:04 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:24:36 train_loss 2092 model 0 0.03468039321899414
20241105-14:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:24:36 train_loss 2092 model 1 0.03464830780029297
20241105-14:24:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:24:39 test_loss 2092 model 0 0.03156150817871094
20241105-14:24:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:24:39 test_loss 2092 model 1 0.03236083984375
20241105-14:24:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:24:41 test_accuracy 2092 model 0 nb_correct 2304 / 2500 (92.16%)
20241105-14:24:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:24:41 test_accuracy 2092 model 1 nb_correct 2329 / 2500 (93.16%)
20241105-14:24:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:24:51 wrote ae_*.pth
20241105-14:24:51 epoch_duration 2min46s next_finish 14:27:37
20241105-14:24:51 wrote state.pth
20241105-14:24:51 --- epoch 2093 ----------------------------------------
20241105-14:24:51 current_test_accuracies 0.9216 0.9316 0.9540 0.9504 0.9492
20241105-14:24:51 nb_c_quizzes 45067
20241105-14:24:51 weakest_accuracies [0.9216, 0.9316]
20241105-14:24:51 dummy_rand tensor([0.5840])
20241105-14:24:51 dummy_rand tensor([0.0697])
20241105-14:24:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:24:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:27:23 train_loss 2093 model 0 0.03521074676513672
20241105-14:27:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:27:23 train_loss 2093 model 1 0.03565174102783203
20241105-14:27:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:27:25 test_loss 2093 model 0 0.030470123291015627
20241105-14:27:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:27:25 test_loss 2093 model 1 0.0334661865234375
20241105-14:27:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:27:27 test_accuracy 2093 model 0 nb_correct 2317 / 2500 (92.68%)
20241105-14:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:27:27 test_accuracy 2093 model 1 nb_correct 2339 / 2500 (93.56%)
20241105-14:27:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:27:37 wrote ae_*.pth
20241105-14:27:37 epoch_duration 2min46s next_finish 14:30:23
20241105-14:27:37 wrote state.pth
20241105-14:27:37 --- epoch 2094 ----------------------------------------
20241105-14:27:37 current_test_accuracies 0.9268 0.9356 0.9540 0.9504 0.9492
20241105-14:27:37 nb_c_quizzes 45067
20241105-14:27:37 weakest_accuracies [0.9268, 0.9356]
20241105-14:27:37 dummy_rand tensor([0.1976])
20241105-14:27:37 dummy_rand tensor([0.8720])
20241105-14:27:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:27:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:30:09 train_loss 2094 model 0 0.03506864929199219
20241105-14:30:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:30:09 train_loss 2094 model 1 0.03527963256835937
20241105-14:30:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:30:11 test_loss 2094 model 0 0.026986083984375
20241105-14:30:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:30:11 test_loss 2094 model 1 0.03257469177246094
20241105-14:30:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:30:14 test_accuracy 2094 model 0 nb_correct 2357 / 2500 (94.28%)
20241105-14:30:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:30:14 test_accuracy 2094 model 1 nb_correct 2340 / 2500 (93.60%)
20241105-14:30:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:30:23 wrote ae_*.pth
20241105-14:30:23 epoch_duration 2min46s next_finish 14:33:10
20241105-14:30:24 wrote state.pth
20241105-14:30:24 --- epoch 2095 ----------------------------------------
20241105-14:30:24 current_test_accuracies 0.9428 0.9360 0.9540 0.9504 0.9492
20241105-14:30:24 nb_c_quizzes 45067
20241105-14:30:24 weakest_accuracies [0.936, 0.9428]
20241105-14:30:24 dummy_rand tensor([0.1714])
20241105-14:30:24 dummy_rand tensor([0.0858])
20241105-14:30:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:30:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:32:56 train_loss 2095 model 0 0.034323400497436526
20241105-14:32:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:32:56 train_loss 2095 model 1 0.035222118377685546
20241105-14:32:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:32:58 test_loss 2095 model 0 0.031048431396484374
20241105-14:32:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:32:58 test_loss 2095 model 1 0.029703140258789062
20241105-14:32:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:33:00 test_accuracy 2095 model 0 nb_correct 2286 / 2500 (91.44%)
20241105-14:33:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:33:00 test_accuracy 2095 model 1 nb_correct 2293 / 2500 (91.72%)
20241105-14:33:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:33:10 wrote ae_*.pth
20241105-14:33:10 epoch_duration 2min46s next_finish 14:35:56
20241105-14:33:10 wrote state.pth
20241105-14:33:10 --- epoch 2096 ----------------------------------------
20241105-14:33:10 current_test_accuracies 0.9144 0.9172 0.9540 0.9504 0.9492
20241105-14:33:10 nb_c_quizzes 45067
20241105-14:33:10 weakest_accuracies [0.9144, 0.9172]
20241105-14:33:10 dummy_rand tensor([0.3646])
20241105-14:33:10 dummy_rand tensor([0.2571])
20241105-14:33:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:33:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:35:42 train_loss 2096 model 0 0.034645027160644534
20241105-14:35:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:35:42 train_loss 2096 model 1 0.03531850814819336
20241105-14:35:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:35:44 test_loss 2096 model 0 0.03129608154296875
20241105-14:35:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:35:44 test_loss 2096 model 1 0.03292491912841797
20241105-14:35:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:35:46 test_accuracy 2096 model 0 nb_correct 2346 / 2500 (93.84%)
20241105-14:35:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:35:47 test_accuracy 2096 model 1 nb_correct 2312 / 2500 (92.48%)
20241105-14:35:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:35:56 wrote ae_*.pth
20241105-14:35:56 epoch_duration 2min46s next_finish 14:38:43
20241105-14:35:56 wrote state.pth
20241105-14:35:56 --- epoch 2097 ----------------------------------------
20241105-14:35:56 current_test_accuracies 0.9384 0.9248 0.9540 0.9504 0.9492
20241105-14:35:56 nb_c_quizzes 45067
20241105-14:35:56 weakest_accuracies [0.9248, 0.9384]
20241105-14:35:56 dummy_rand tensor([0.6594])
20241105-14:35:56 dummy_rand tensor([0.0644])
20241105-14:35:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:35:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:38:28 train_loss 2097 model 1 0.034948657989501954
20241105-14:38:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:38:28 train_loss 2097 model 0 0.03486468696594238
20241105-14:38:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:38:31 test_loss 2097 model 1 0.029448394775390626
20241105-14:38:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:38:31 test_loss 2097 model 0 0.030786609649658202
20241105-14:38:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:38:33 test_accuracy 2097 model 1 nb_correct 2299 / 2500 (91.96%)
20241105-14:38:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:38:33 test_accuracy 2097 model 0 nb_correct 2334 / 2500 (93.36%)
20241105-14:38:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:38:42 wrote ae_*.pth
20241105-14:38:42 epoch_duration 2min46s next_finish 14:41:29
20241105-14:38:43 wrote state.pth
20241105-14:38:43 --- epoch 2098 ----------------------------------------
20241105-14:38:43 current_test_accuracies 0.9336 0.9196 0.9540 0.9504 0.9492
20241105-14:38:43 nb_c_quizzes 45067
20241105-14:38:43 weakest_accuracies [0.9196, 0.9336]
20241105-14:38:43 dummy_rand tensor([0.0991])
20241105-14:38:43 dummy_rand tensor([0.9255])
20241105-14:38:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:38:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:41:15 train_loss 2098 model 1 0.03474590110778809
20241105-14:41:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:41:15 train_loss 2098 model 0 0.034301048278808595
20241105-14:41:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:41:17 test_loss 2098 model 1 0.030510711669921874
20241105-14:41:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:41:17 test_loss 2098 model 0 0.028998184204101562
20241105-14:41:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:41:19 test_accuracy 2098 model 1 nb_correct 2349 / 2500 (93.96%)
20241105-14:41:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:41:19 test_accuracy 2098 model 0 nb_correct 2343 / 2500 (93.72%)
20241105-14:41:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:41:29 wrote ae_*.pth
20241105-14:41:29 epoch_duration 2min46s next_finish 14:44:16
20241105-14:41:29 wrote state.pth
20241105-14:41:29 --- epoch 2099 ----------------------------------------
20241105-14:41:29 current_test_accuracies 0.9372 0.9396 0.9540 0.9504 0.9492
20241105-14:41:29 nb_c_quizzes 45067
20241105-14:41:29 weakest_accuracies [0.9372, 0.9396]
20241105-14:41:29 dummy_rand tensor([0.7905])
20241105-14:41:29 dummy_rand tensor([0.6403])
20241105-14:41:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:41:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:44:01 train_loss 2099 model 0 0.034427518844604495
20241105-14:44:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:44:01 train_loss 2099 model 1 0.0349705810546875
20241105-14:44:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:44:04 test_loss 2099 model 0 0.03050241470336914
20241105-14:44:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:44:04 test_loss 2099 model 1 0.03032062530517578
20241105-14:44:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:44:06 test_accuracy 2099 model 0 nb_correct 2358 / 2500 (94.32%)
20241105-14:44:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:44:06 test_accuracy 2099 model 1 nb_correct 2341 / 2500 (93.64%)
20241105-14:44:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:44:15 wrote ae_*.pth
20241105-14:44:15 epoch_duration 2min46s next_finish 14:47:01
20241105-14:44:16 wrote state.pth
20241105-14:44:16 --- epoch 2100 ----------------------------------------
20241105-14:44:16 current_test_accuracies 0.9432 0.9364 0.9540 0.9504 0.9492
20241105-14:44:16 nb_c_quizzes 45067
20241105-14:44:16 weakest_accuracies [0.9364, 0.9432]
20241105-14:44:16 dummy_rand tensor([0.4356])
20241105-14:44:16 dummy_rand tensor([0.2107])
20241105-14:44:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:44:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:46:47 train_loss 2100 model 0 0.03399909973144531
20241105-14:46:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:46:47 train_loss 2100 model 1 0.03469996833801269
20241105-14:46:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:46:50 test_loss 2100 model 0 0.029613800048828125
20241105-14:46:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:46:50 test_loss 2100 model 1 0.030219955444335936
20241105-14:46:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:46:52 test_accuracy 2100 model 0 nb_correct 2252 / 2500 (90.08%)
20241105-14:46:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:46:52 test_accuracy 2100 model 1 nb_correct 2328 / 2500 (93.12%)
20241105-14:46:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:47:02 wrote ae_*.pth
20241105-14:47:02 epoch_duration 2min46s next_finish 14:49:48
20241105-14:47:02 wrote state.pth
20241105-14:47:02 --- epoch 2101 ----------------------------------------
20241105-14:47:02 current_test_accuracies 0.9008 0.9312 0.9540 0.9504 0.9492
20241105-14:47:02 nb_c_quizzes 45067
20241105-14:47:02 weakest_accuracies [0.9008, 0.9312]
20241105-14:47:02 dummy_rand tensor([0.6834])
20241105-14:47:02 dummy_rand tensor([0.1809])
20241105-14:47:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:47:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:49:34 train_loss 2101 model 0 0.03494644355773926
20241105-14:49:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:49:34 train_loss 2101 model 1 0.03417480659484863
20241105-14:49:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:49:36 test_loss 2101 model 0 0.028417282104492188
20241105-14:49:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:49:36 test_loss 2101 model 1 0.032574920654296874
20241105-14:49:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:49:38 test_accuracy 2101 model 0 nb_correct 2354 / 2500 (94.16%)
20241105-14:49:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:49:38 test_accuracy 2101 model 1 nb_correct 2335 / 2500 (93.40%)
20241105-14:49:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:49:48 wrote ae_*.pth
20241105-14:49:48 epoch_duration 2min46s next_finish 14:52:34
20241105-14:49:48 wrote state.pth
20241105-14:49:48 --- epoch 2102 ----------------------------------------
20241105-14:49:48 current_test_accuracies 0.9416 0.9340 0.9540 0.9504 0.9492
20241105-14:49:48 nb_c_quizzes 45067
20241105-14:49:48 weakest_accuracies [0.934, 0.9416]
20241105-14:49:48 dummy_rand tensor([0.5184])
20241105-14:49:48 dummy_rand tensor([0.1891])
20241105-14:49:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:49:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:52:21 train_loss 2102 model 1 0.03507943344116211
20241105-14:52:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:52:21 train_loss 2102 model 0 0.03491568756103516
20241105-14:52:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:52:23 test_loss 2102 model 1 0.03160499572753906
20241105-14:52:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:52:23 test_loss 2102 model 0 0.027366485595703125
20241105-14:52:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:52:26 test_accuracy 2102 model 1 nb_correct 2359 / 2500 (94.36%)
20241105-14:52:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:52:26 test_accuracy 2102 model 0 nb_correct 2335 / 2500 (93.40%)
20241105-14:52:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:52:35 wrote ae_*.pth
20241105-14:52:35 epoch_duration 2min47s next_finish 14:55:22
20241105-14:52:36 wrote state.pth
20241105-14:52:36 --- epoch 2103 ----------------------------------------
20241105-14:52:36 current_test_accuracies 0.9340 0.9436 0.9540 0.9504 0.9492
20241105-14:52:36 nb_c_quizzes 45067
20241105-14:52:36 weakest_accuracies [0.934, 0.9436]
20241105-14:52:36 dummy_rand tensor([0.6293])
20241105-14:52:36 dummy_rand tensor([0.2086])
20241105-14:52:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:52:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:55:07 train_loss 2103 model 0 0.03495150756835937
20241105-14:55:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:55:07 train_loss 2103 model 1 0.0349202880859375
20241105-14:55:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:55:10 test_loss 2103 model 0 0.025659713745117187
20241105-14:55:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:55:10 test_loss 2103 model 1 0.03259231567382812
20241105-14:55:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:55:12 test_accuracy 2103 model 0 nb_correct 2337 / 2500 (93.48%)
20241105-14:55:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:55:12 test_accuracy 2103 model 1 nb_correct 2282 / 2500 (91.28%)
20241105-14:55:12 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:55:22 wrote ae_*.pth
20241105-14:55:22 epoch_duration 2min46s next_finish 14:58:08
20241105-14:55:22 wrote state.pth
20241105-14:55:22 --- epoch 2104 ----------------------------------------
20241105-14:55:22 current_test_accuracies 0.9348 0.9128 0.9540 0.9504 0.9492
20241105-14:55:22 nb_c_quizzes 45067
20241105-14:55:22 weakest_accuracies [0.9128, 0.9348]
20241105-14:55:22 dummy_rand tensor([0.6299])
20241105-14:55:22 dummy_rand tensor([0.7348])
20241105-14:55:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:55:22 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:57:54 train_loss 2104 model 1 0.03474407577514648
20241105-14:57:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:57:54 train_loss 2104 model 0 0.03459856128692627
20241105-14:57:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:57:56 test_loss 2104 model 1 0.031566314697265625
20241105-14:57:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:57:56 test_loss 2104 model 0 0.03119518280029297
20241105-14:57:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-14:57:58 test_accuracy 2104 model 1 nb_correct 2299 / 2500 (91.96%)
20241105-14:57:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:57:58 test_accuracy 2104 model 0 nb_correct 2360 / 2500 (94.40%)
20241105-14:57:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-14:58:08 wrote ae_*.pth
20241105-14:58:08 epoch_duration 2min46s next_finish 15:00:55
20241105-14:58:08 wrote state.pth
20241105-14:58:08 --- epoch 2105 ----------------------------------------
20241105-14:58:08 current_test_accuracies 0.9440 0.9196 0.9540 0.9504 0.9492
20241105-14:58:08 nb_c_quizzes 45067
20241105-14:58:08 weakest_accuracies [0.9196, 0.944]
20241105-14:58:08 dummy_rand tensor([0.0813])
20241105-14:58:08 dummy_rand tensor([0.6219])
20241105-14:58:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-14:58:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:00:40 train_loss 2105 model 1 0.03465321350097656
20241105-15:00:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:00:40 train_loss 2105 model 0 0.03469806671142578
20241105-15:00:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:00:42 test_loss 2105 model 1 0.03180038452148438
20241105-15:00:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:00:42 test_loss 2105 model 0 0.029000144004821777
20241105-15:00:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:00:45 test_accuracy 2105 model 1 nb_correct 2326 / 2500 (93.04%)
20241105-15:00:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:00:45 test_accuracy 2105 model 0 nb_correct 2341 / 2500 (93.64%)
20241105-15:00:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:00:54 wrote ae_*.pth
20241105-15:00:54 epoch_duration 2min46s next_finish 15:03:40
20241105-15:00:54 wrote state.pth
20241105-15:00:54 --- epoch 2106 ----------------------------------------
20241105-15:00:54 current_test_accuracies 0.9364 0.9304 0.9540 0.9504 0.9492
20241105-15:00:54 nb_c_quizzes 45067
20241105-15:00:54 weakest_accuracies [0.9304, 0.9364]
20241105-15:00:54 dummy_rand tensor([0.1130])
20241105-15:00:54 dummy_rand tensor([0.4914])
20241105-15:00:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:00:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:03:26 train_loss 2106 model 0 0.03476409912109375
20241105-15:03:26 train_loss 2106 model 1 0.03465452194213867
20241105-15:03:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:03:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:03:28 test_loss 2106 model 0 0.03142974853515625
20241105-15:03:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:03:28 test_loss 2106 model 1 0.0300384521484375
20241105-15:03:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:03:31 test_accuracy 2106 model 0 nb_correct 2325 / 2500 (93.00%)
20241105-15:03:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:03:31 test_accuracy 2106 model 1 nb_correct 2356 / 2500 (94.24%)
20241105-15:03:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:03:41 wrote ae_*.pth
20241105-15:03:41 epoch_duration 2min46s next_finish 15:06:27
20241105-15:03:41 wrote state.pth
20241105-15:03:41 --- epoch 2107 ----------------------------------------
20241105-15:03:41 current_test_accuracies 0.9300 0.9424 0.9540 0.9504 0.9492
20241105-15:03:41 nb_c_quizzes 45067
20241105-15:03:41 weakest_accuracies [0.93, 0.9424]
20241105-15:03:41 dummy_rand tensor([0.7915])
20241105-15:03:41 dummy_rand tensor([0.3474])
20241105-15:03:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:03:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:06:13 train_loss 2107 model 0 0.034388671875
20241105-15:06:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:06:13 train_loss 2107 model 1 0.03536210632324219
20241105-15:06:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:06:15 test_loss 2107 model 0 0.026360702514648438
20241105-15:06:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:06:15 test_loss 2107 model 1 0.03244781494140625
20241105-15:06:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:06:17 test_accuracy 2107 model 0 nb_correct 2359 / 2500 (94.36%)
20241105-15:06:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:06:17 test_accuracy 2107 model 1 nb_correct 2264 / 2500 (90.56%)
20241105-15:06:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:06:27 wrote ae_*.pth
20241105-15:06:27 epoch_duration 2min46s next_finish 15:09:13
20241105-15:06:27 wrote state.pth
20241105-15:06:27 --- epoch 2108 ----------------------------------------
20241105-15:06:27 current_test_accuracies 0.9436 0.9056 0.9540 0.9504 0.9492
20241105-15:06:27 nb_c_quizzes 45067
20241105-15:06:27 weakest_accuracies [0.9056, 0.9436]
20241105-15:06:27 dummy_rand tensor([0.0093])
20241105-15:06:27 dummy_rand tensor([0.7074])
20241105-15:06:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:06:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:09:00 train_loss 2108 model 1 0.03402451705932617
20241105-15:09:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:09:00 train_loss 2108 model 0 0.034564327239990235
20241105-15:09:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:09:02 test_loss 2108 model 1 0.0292999267578125
20241105-15:09:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:09:03 test_loss 2108 model 0 0.03150861740112305
20241105-15:09:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:09:05 test_accuracy 2108 model 1 nb_correct 2295 / 2500 (91.80%)
20241105-15:09:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:09:05 test_accuracy 2108 model 0 nb_correct 2359 / 2500 (94.36%)
20241105-15:09:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:09:14 wrote ae_*.pth
20241105-15:09:14 epoch_duration 2min47s next_finish 15:12:02
20241105-15:09:15 wrote state.pth
20241105-15:09:15 --- epoch 2109 ----------------------------------------
20241105-15:09:15 current_test_accuracies 0.9436 0.9180 0.9540 0.9504 0.9492
20241105-15:09:15 nb_c_quizzes 45067
20241105-15:09:15 weakest_accuracies [0.918, 0.9436]
20241105-15:09:15 dummy_rand tensor([0.2233])
20241105-15:09:15 dummy_rand tensor([0.7173])
20241105-15:09:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:09:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:11:46 train_loss 2109 model 1 0.03487321662902832
20241105-15:11:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:11:46 train_loss 2109 model 0 0.03414439010620117
20241105-15:11:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:11:49 test_loss 2109 model 1 0.03024169921875
20241105-15:11:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:11:49 test_loss 2109 model 0 0.029180908203125
20241105-15:11:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:11:51 test_accuracy 2109 model 1 nb_correct 2372 / 2500 (94.88%)
20241105-15:11:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:11:51 test_accuracy 2109 model 0 nb_correct 2345 / 2500 (93.80%)
20241105-15:11:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:12:00 wrote ae_*.pth
20241105-15:12:00 epoch_duration 2min46s next_finish 15:14:47
20241105-15:12:01 wrote state.pth
20241105-15:12:01 --- epoch 2110 ----------------------------------------
20241105-15:12:01 current_test_accuracies 0.9380 0.9488 0.9540 0.9504 0.9492
20241105-15:12:01 nb_c_quizzes 45067
20241105-15:12:01 weakest_accuracies [0.938, 0.9488]
20241105-15:12:01 dummy_rand tensor([0.0977])
20241105-15:12:01 dummy_rand tensor([0.1328])
20241105-15:12:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:12:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:14:33 train_loss 2110 model 0 0.03459807777404785
20241105-15:14:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:14:33 train_loss 2110 model 1 0.034581486701965335
20241105-15:14:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:14:35 test_loss 2110 model 0 0.03211536407470703
20241105-15:14:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:14:35 test_loss 2110 model 1 0.03247453689575195
20241105-15:14:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:14:37 test_accuracy 2110 model 0 nb_correct 2344 / 2500 (93.76%)
20241105-15:14:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:14:37 test_accuracy 2110 model 1 nb_correct 2285 / 2500 (91.40%)
20241105-15:14:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:14:47 wrote ae_*.pth
20241105-15:14:47 epoch_duration 2min46s next_finish 15:17:34
20241105-15:14:47 wrote state.pth
20241105-15:14:47 --- epoch 2111 ----------------------------------------
20241105-15:14:47 current_test_accuracies 0.9376 0.9140 0.9540 0.9504 0.9492
20241105-15:14:47 nb_c_quizzes 45067
20241105-15:14:47 weakest_accuracies [0.914, 0.9376]
20241105-15:14:47 dummy_rand tensor([0.7045])
20241105-15:14:47 dummy_rand tensor([0.0717])
20241105-15:14:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:14:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:17:19 train_loss 2111 model 0 0.034993637084960935
20241105-15:17:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:17:19 train_loss 2111 model 1 0.03472332763671875
20241105-15:17:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:17:21 test_loss 2111 model 0 0.031518230438232424
20241105-15:17:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:17:21 test_loss 2111 model 1 0.02943138122558594
20241105-15:17:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:17:24 test_accuracy 2111 model 0 nb_correct 2333 / 2500 (93.32%)
20241105-15:17:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:17:24 test_accuracy 2111 model 1 nb_correct 2319 / 2500 (92.76%)
20241105-15:17:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:17:33 wrote ae_*.pth
20241105-15:17:33 epoch_duration 2min46s next_finish 15:20:20
20241105-15:17:34 wrote state.pth
20241105-15:17:34 --- epoch 2112 ----------------------------------------
20241105-15:17:34 current_test_accuracies 0.9332 0.9276 0.9540 0.9504 0.9492
20241105-15:17:34 nb_c_quizzes 45067
20241105-15:17:34 weakest_accuracies [0.9276, 0.9332]
20241105-15:17:34 dummy_rand tensor([0.1682])
20241105-15:17:34 dummy_rand tensor([0.0155])
20241105-15:17:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:17:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:20:05 train_loss 2112 model 1 0.03563473510742188
20241105-15:20:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:20:05 train_loss 2112 model 0 0.035473672866821286
20241105-15:20:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:20:08 test_loss 2112 model 1 0.031005859375
20241105-15:20:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:20:08 test_loss 2112 model 0 0.029580078125
20241105-15:20:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:20:10 test_accuracy 2112 model 1 nb_correct 2261 / 2500 (90.44%)
20241105-15:20:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:20:10 test_accuracy 2112 model 0 nb_correct 2315 / 2500 (92.60%)
20241105-15:20:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:20:20 wrote ae_*.pth
20241105-15:20:20 epoch_duration 2min46s next_finish 15:23:06
20241105-15:20:20 wrote state.pth
20241105-15:20:20 --- epoch 2113 ----------------------------------------
20241105-15:20:20 current_test_accuracies 0.9260 0.9044 0.9540 0.9504 0.9492
20241105-15:20:20 nb_c_quizzes 45067
20241105-15:20:20 weakest_accuracies [0.9044, 0.926]
20241105-15:20:20 dummy_rand tensor([0.0682])
20241105-15:20:20 dummy_rand tensor([0.7237])
20241105-15:20:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:20:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:22:52 train_loss 2113 model 1 0.034854934692382815
20241105-15:22:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:22:52 train_loss 2113 model 0 0.03535338306427002
20241105-15:22:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:22:54 test_loss 2113 model 1 0.02975006103515625
20241105-15:22:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:22:54 test_loss 2113 model 0 0.028961944580078124
20241105-15:22:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:22:56 test_accuracy 2113 model 1 nb_correct 2338 / 2500 (93.52%)
20241105-15:22:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:22:57 test_accuracy 2113 model 0 nb_correct 2341 / 2500 (93.64%)
20241105-15:22:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:23:06 wrote ae_*.pth
20241105-15:23:06 epoch_duration 2min46s next_finish 15:25:53
20241105-15:23:06 wrote state.pth
20241105-15:23:06 --- epoch 2114 ----------------------------------------
20241105-15:23:06 current_test_accuracies 0.9364 0.9352 0.9540 0.9504 0.9492
20241105-15:23:06 nb_c_quizzes 45067
20241105-15:23:06 weakest_accuracies [0.9352, 0.9364]
20241105-15:23:06 dummy_rand tensor([0.9816])
20241105-15:23:06 dummy_rand tensor([0.1870])
20241105-15:23:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:23:06 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:25:39 train_loss 2114 model 1 0.034056976318359376
20241105-15:25:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:25:39 train_loss 2114 model 0 0.035314868927001954
20241105-15:25:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:25:41 test_loss 2114 model 1 0.032017478942871096
20241105-15:25:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:25:41 test_loss 2114 model 0 0.03112457275390625
20241105-15:25:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:25:44 test_accuracy 2114 model 1 nb_correct 2344 / 2500 (93.76%)
20241105-15:25:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:25:44 test_accuracy 2114 model 0 nb_correct 2346 / 2500 (93.84%)
20241105-15:25:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:25:53 wrote ae_*.pth
20241105-15:25:53 epoch_duration 2min47s next_finish 15:28:41
20241105-15:25:54 wrote state.pth
20241105-15:25:54 --- epoch 2115 ----------------------------------------
20241105-15:25:54 current_test_accuracies 0.9384 0.9376 0.9540 0.9504 0.9492
20241105-15:25:54 nb_c_quizzes 45067
20241105-15:25:54 weakest_accuracies [0.9376, 0.9384]
20241105-15:25:54 dummy_rand tensor([0.2955])
20241105-15:25:54 dummy_rand tensor([0.4027])
20241105-15:25:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:25:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:28:25 train_loss 2115 model 1 0.03531365203857422
20241105-15:28:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:28:25 train_loss 2115 model 0 0.03527693367004395
20241105-15:28:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:28:28 test_loss 2115 model 1 0.029420318603515624
20241105-15:28:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:28:28 test_loss 2115 model 0 0.02904998779296875
20241105-15:28:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:28:30 test_accuracy 2115 model 1 nb_correct 2270 / 2500 (90.80%)
20241105-15:28:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:28:30 test_accuracy 2115 model 0 nb_correct 2275 / 2500 (91.00%)
20241105-15:28:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:28:39 wrote ae_*.pth
20241105-15:28:39 epoch_duration 2min46s next_finish 15:31:26
20241105-15:28:40 wrote state.pth
20241105-15:28:40 --- epoch 2116 ----------------------------------------
20241105-15:28:40 current_test_accuracies 0.9100 0.9080 0.9540 0.9504 0.9492
20241105-15:28:40 nb_c_quizzes 45067
20241105-15:28:40 weakest_accuracies [0.908, 0.91]
20241105-15:28:40 dummy_rand tensor([0.5251])
20241105-15:28:40 dummy_rand tensor([0.6810])
20241105-15:28:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:28:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:31:11 train_loss 2116 model 0 0.034622760772705076
20241105-15:31:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:31:12 train_loss 2116 model 1 0.03427101516723633
20241105-15:31:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:31:14 test_loss 2116 model 0 0.027853527069091798
20241105-15:31:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:31:14 test_loss 2116 model 1 0.026196441650390624
20241105-15:31:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:31:16 test_accuracy 2116 model 0 nb_correct 2331 / 2500 (93.24%)
20241105-15:31:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:31:16 test_accuracy 2116 model 1 nb_correct 2324 / 2500 (92.96%)
20241105-15:31:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:31:26 wrote ae_*.pth
20241105-15:31:26 epoch_duration 2min46s next_finish 15:34:12
20241105-15:31:26 wrote state.pth
20241105-15:31:26 --- epoch 2117 ----------------------------------------
20241105-15:31:26 current_test_accuracies 0.9324 0.9296 0.9540 0.9504 0.9492
20241105-15:31:26 nb_c_quizzes 45067
20241105-15:31:26 weakest_accuracies [0.9296, 0.9324]
20241105-15:31:26 dummy_rand tensor([0.4636])
20241105-15:31:26 dummy_rand tensor([0.7145])
20241105-15:31:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:31:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:33:58 train_loss 2117 model 0 0.0341077823638916
20241105-15:33:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:33:58 train_loss 2117 model 1 0.034283475875854494
20241105-15:33:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:34:00 test_loss 2117 model 0 0.029696044921875
20241105-15:34:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:34:00 test_loss 2117 model 1 0.03270622253417969
20241105-15:34:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:34:03 test_accuracy 2117 model 0 nb_correct 2331 / 2500 (93.24%)
20241105-15:34:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:34:03 test_accuracy 2117 model 1 nb_correct 2343 / 2500 (93.72%)
20241105-15:34:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:34:12 wrote ae_*.pth
20241105-15:34:12 epoch_duration 2min46s next_finish 15:36:59
20241105-15:34:13 wrote state.pth
20241105-15:34:13 --- epoch 2118 ----------------------------------------
20241105-15:34:13 current_test_accuracies 0.9324 0.9372 0.9540 0.9504 0.9492
20241105-15:34:13 nb_c_quizzes 45067
20241105-15:34:13 weakest_accuracies [0.9324, 0.9372]
20241105-15:34:13 dummy_rand tensor([0.5758])
20241105-15:34:13 dummy_rand tensor([0.5440])
20241105-15:34:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:34:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:36:44 train_loss 2118 model 0 0.0345192928314209
20241105-15:36:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:36:44 train_loss 2118 model 1 0.03463486862182617
20241105-15:36:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:36:47 test_loss 2118 model 0 0.03181182861328125
20241105-15:36:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:36:47 test_loss 2118 model 1 0.031171417236328124
20241105-15:36:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:36:49 test_accuracy 2118 model 0 nb_correct 2298 / 2500 (91.92%)
20241105-15:36:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:36:49 test_accuracy 2118 model 1 nb_correct 2325 / 2500 (93.00%)
20241105-15:36:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:36:59 wrote ae_*.pth
20241105-15:36:59 epoch_duration 2min46s next_finish 15:39:45
20241105-15:36:59 wrote state.pth
20241105-15:36:59 --- epoch 2119 ----------------------------------------
20241105-15:36:59 current_test_accuracies 0.9192 0.9300 0.9540 0.9504 0.9492
20241105-15:36:59 nb_c_quizzes 45067
20241105-15:36:59 weakest_accuracies [0.9192, 0.93]
20241105-15:36:59 dummy_rand tensor([0.9818])
20241105-15:36:59 dummy_rand tensor([0.0464])
20241105-15:36:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:36:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:39:31 train_loss 2119 model 1 0.034880859375
20241105-15:39:31 train_loss 2119 model 0 0.03474529266357422
20241105-15:39:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:39:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:39:33 test_loss 2119 model 1 0.028867721557617188
20241105-15:39:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:39:33 test_loss 2119 model 0 0.03155059814453125
20241105-15:39:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:39:35 test_accuracy 2119 model 1 nb_correct 2387 / 2500 (95.48%)
20241105-15:39:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:39:35 test_accuracy 2119 model 0 nb_correct 2328 / 2500 (93.12%)
20241105-15:39:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:39:45 wrote ae_*.pth
20241105-15:39:45 epoch_duration 2min46s next_finish 15:42:31
20241105-15:39:45 wrote state.pth
20241105-15:39:45 --- epoch 2120 ----------------------------------------
20241105-15:39:45 current_test_accuracies 0.9312 0.9548 0.9540 0.9504 0.9492
20241105-15:39:45 nb_c_quizzes 45067
20241105-15:39:45 weakest_accuracies [0.9312, 0.9492]
20241105-15:39:45 dummy_rand tensor([0.4682])
20241105-15:39:45 dummy_rand tensor([0.4348])
20241105-15:39:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:39:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:42:18 train_loss 2120 model 0 0.03435063171386719
20241105-15:42:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:42:18 train_loss 2120 model 4 0.0351890869140625
20241105-15:42:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:42:20 test_loss 2120 model 0 0.028639450073242187
20241105-15:42:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:42:21 test_loss 2120 model 4 0.030970458984375
20241105-15:42:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:42:22 test_accuracy 2120 model 0 nb_correct 2358 / 2500 (94.32%)
20241105-15:42:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:42:23 test_accuracy 2120 model 4 nb_correct 2326 / 2500 (93.04%)
20241105-15:42:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:42:32 wrote ae_*.pth
20241105-15:42:32 epoch_duration 2min47s next_finish 15:45:20
20241105-15:42:33 wrote state.pth
20241105-15:42:33 --- epoch 2121 ----------------------------------------
20241105-15:42:33 current_test_accuracies 0.9432 0.9548 0.9540 0.9504 0.9304
20241105-15:42:33 nb_c_quizzes 45067
20241105-15:42:33 weakest_accuracies [0.9304, 0.9432]
20241105-15:42:33 dummy_rand tensor([0.3116])
20241105-15:42:33 dummy_rand tensor([0.4037])
20241105-15:42:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:42:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:45:04 train_loss 2121 model 4 0.03487998962402344
20241105-15:45:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:45:04 train_loss 2121 model 0 0.034617263793945315
20241105-15:45:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:45:06 test_loss 2121 model 4 0.030658493041992186
20241105-15:45:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:45:07 test_loss 2121 model 0 0.032328948974609376
20241105-15:45:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:45:09 test_accuracy 2121 model 4 nb_correct 2333 / 2500 (93.32%)
20241105-15:45:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:45:09 test_accuracy 2121 model 0 nb_correct 2347 / 2500 (93.88%)
20241105-15:45:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:45:18 wrote ae_*.pth
20241105-15:45:18 epoch_duration 2min46s next_finish 15:48:05
20241105-15:45:19 wrote state.pth
20241105-15:45:19 --- epoch 2122 ----------------------------------------
20241105-15:45:19 current_test_accuracies 0.9388 0.9548 0.9540 0.9504 0.9332
20241105-15:45:19 nb_c_quizzes 45067
20241105-15:45:19 weakest_accuracies [0.9332, 0.9388]
20241105-15:45:19 dummy_rand tensor([0.2329])
20241105-15:45:19 dummy_rand tensor([0.4786])
20241105-15:45:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:45:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:47:50 train_loss 2122 model 4 0.034913583755493166
20241105-15:47:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:47:50 train_loss 2122 model 0 0.034716615676879885
20241105-15:47:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:47:52 test_loss 2122 model 4 0.03426467895507813
20241105-15:47:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:47:53 test_loss 2122 model 0 0.031117916107177734
20241105-15:47:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:47:55 test_accuracy 2122 model 4 nb_correct 2331 / 2500 (93.24%)
20241105-15:47:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:47:55 test_accuracy 2122 model 0 nb_correct 2325 / 2500 (93.00%)
20241105-15:47:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:48:04 wrote ae_*.pth
20241105-15:48:04 epoch_duration 2min45s next_finish 15:50:50
20241105-15:48:05 wrote state.pth
20241105-15:48:05 --- epoch 2123 ----------------------------------------
20241105-15:48:05 current_test_accuracies 0.9300 0.9548 0.9540 0.9504 0.9324
20241105-15:48:05 nb_c_quizzes 45067
20241105-15:48:05 weakest_accuracies [0.93, 0.9324]
20241105-15:48:05 dummy_rand tensor([0.6416])
20241105-15:48:05 dummy_rand tensor([0.0158])
20241105-15:48:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:48:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:50:36 train_loss 2123 model 0 0.034562992095947265
20241105-15:50:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:50:36 train_loss 2123 model 4 0.03480089950561523
20241105-15:50:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:50:39 test_loss 2123 model 0 0.03169586181640625
20241105-15:50:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:50:39 test_loss 2123 model 4 0.03122894287109375
20241105-15:50:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:50:41 test_accuracy 2123 model 0 nb_correct 2270 / 2500 (90.80%)
20241105-15:50:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:50:41 test_accuracy 2123 model 4 nb_correct 2316 / 2500 (92.64%)
20241105-15:50:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:50:51 wrote ae_*.pth
20241105-15:50:51 epoch_duration 2min46s next_finish 15:53:37
20241105-15:50:51 wrote state.pth
20241105-15:50:51 --- epoch 2124 ----------------------------------------
20241105-15:50:51 current_test_accuracies 0.9080 0.9548 0.9540 0.9504 0.9264
20241105-15:50:51 nb_c_quizzes 45067
20241105-15:50:51 weakest_accuracies [0.908, 0.9264]
20241105-15:50:51 dummy_rand tensor([0.5792])
20241105-15:50:51 dummy_rand tensor([0.8821])
20241105-15:50:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:50:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:53:22 train_loss 2124 model 0 0.035608163833618166
20241105-15:53:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:53:22 train_loss 2124 model 4 0.035432426452636716
20241105-15:53:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:53:25 test_loss 2124 model 0 0.029803390502929687
20241105-15:53:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:53:25 test_loss 2124 model 4 0.031544647216796874
20241105-15:53:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:53:27 test_accuracy 2124 model 0 nb_correct 2304 / 2500 (92.16%)
20241105-15:53:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:53:27 test_accuracy 2124 model 4 nb_correct 2269 / 2500 (90.76%)
20241105-15:53:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:53:37 wrote ae_*.pth
20241105-15:53:37 epoch_duration 2min46s next_finish 15:56:23
20241105-15:53:37 wrote state.pth
20241105-15:53:37 --- epoch 2125 ----------------------------------------
20241105-15:53:37 current_test_accuracies 0.9216 0.9548 0.9540 0.9504 0.9076
20241105-15:53:37 nb_c_quizzes 45067
20241105-15:53:37 weakest_accuracies [0.9076, 0.9216]
20241105-15:53:37 dummy_rand tensor([0.6903])
20241105-15:53:37 dummy_rand tensor([0.6339])
20241105-15:53:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:53:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:56:08 train_loss 2125 model 4 0.03475099182128906
20241105-15:56:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:56:09 train_loss 2125 model 0 0.0357282829284668
20241105-15:56:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:56:11 test_loss 2125 model 4 0.03274101257324219
20241105-15:56:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:56:11 test_loss 2125 model 0 0.025688037872314454
20241105-15:56:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:56:13 test_accuracy 2125 model 4 nb_correct 2348 / 2500 (93.92%)
20241105-15:56:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:56:13 test_accuracy 2125 model 0 nb_correct 2319 / 2500 (92.76%)
20241105-15:56:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:56:23 wrote ae_*.pth
20241105-15:56:23 epoch_duration 2min46s next_finish 15:59:09
20241105-15:56:23 wrote state.pth
20241105-15:56:23 --- epoch 2126 ----------------------------------------
20241105-15:56:23 current_test_accuracies 0.9276 0.9548 0.9540 0.9504 0.9392
20241105-15:56:23 nb_c_quizzes 45067
20241105-15:56:23 weakest_accuracies [0.9276, 0.9392]
20241105-15:56:23 dummy_rand tensor([0.8081])
20241105-15:56:23 dummy_rand tensor([0.2105])
20241105-15:56:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:56:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:58:55 train_loss 2126 model 4 0.035006282806396484
20241105-15:58:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:58:55 train_loss 2126 model 0 0.035393386840820315
20241105-15:58:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:58:58 test_loss 2126 model 4 0.028870697021484374
20241105-15:58:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:58:58 test_loss 2126 model 0 0.030585365295410158
20241105-15:58:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-15:59:00 test_accuracy 2126 model 4 nb_correct 2337 / 2500 (93.48%)
20241105-15:59:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:59:00 test_accuracy 2126 model 0 nb_correct 2325 / 2500 (93.00%)
20241105-15:59:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-15:59:10 wrote ae_*.pth
20241105-15:59:10 epoch_duration 2min46s next_finish 16:01:56
20241105-15:59:10 wrote state.pth
20241105-15:59:10 --- epoch 2127 ----------------------------------------
20241105-15:59:10 current_test_accuracies 0.9300 0.9548 0.9540 0.9504 0.9348
20241105-15:59:10 nb_c_quizzes 45067
20241105-15:59:10 weakest_accuracies [0.93, 0.9348]
20241105-15:59:10 dummy_rand tensor([0.1902])
20241105-15:59:10 dummy_rand tensor([0.2815])
20241105-15:59:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-15:59:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:01:42 train_loss 2127 model 0 0.03480184555053711
20241105-16:01:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:01:42 train_loss 2127 model 4 0.03569285202026367
20241105-16:01:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:01:44 test_loss 2127 model 0 0.0295977783203125
20241105-16:01:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:01:44 test_loss 2127 model 4 0.027313270568847657
20241105-16:01:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:01:47 test_accuracy 2127 model 0 nb_correct 2370 / 2500 (94.80%)
20241105-16:01:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:01:47 test_accuracy 2127 model 4 nb_correct 2301 / 2500 (92.04%)
20241105-16:01:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:01:56 wrote ae_*.pth
20241105-16:01:56 epoch_duration 2min46s next_finish 16:04:43
20241105-16:01:57 wrote state.pth
20241105-16:01:57 --- epoch 2128 ----------------------------------------
20241105-16:01:57 current_test_accuracies 0.9480 0.9548 0.9540 0.9504 0.9204
20241105-16:01:57 nb_c_quizzes 45067
20241105-16:01:57 weakest_accuracies [0.9204, 0.948]
20241105-16:01:57 dummy_rand tensor([0.3512])
20241105-16:01:57 dummy_rand tensor([0.9087])
20241105-16:01:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:01:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:04:28 train_loss 2128 model 4 0.035102558135986325
20241105-16:04:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:04:28 train_loss 2128 model 0 0.0341923828125
20241105-16:04:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:04:31 test_loss 2128 model 4 0.03566650390625
20241105-16:04:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:04:31 test_loss 2128 model 0 0.03245529174804687
20241105-16:04:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:04:33 test_accuracy 2128 model 4 nb_correct 2308 / 2500 (92.32%)
20241105-16:04:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:04:33 test_accuracy 2128 model 0 nb_correct 2336 / 2500 (93.44%)
20241105-16:04:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:04:43 wrote ae_*.pth
20241105-16:04:43 epoch_duration 2min46s next_finish 16:07:29
20241105-16:04:43 wrote state.pth
20241105-16:04:43 --- epoch 2129 ----------------------------------------
20241105-16:04:43 current_test_accuracies 0.9344 0.9548 0.9540 0.9504 0.9232
20241105-16:04:43 nb_c_quizzes 45067
20241105-16:04:43 weakest_accuracies [0.9232, 0.9344]
20241105-16:04:43 dummy_rand tensor([0.5643])
20241105-16:04:43 dummy_rand tensor([0.2929])
20241105-16:04:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:04:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:07:14 train_loss 2129 model 4 0.034808048248291014
20241105-16:07:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:07:14 train_loss 2129 model 0 0.03488694763183594
20241105-16:07:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:07:17 test_loss 2129 model 4 0.029780120849609376
20241105-16:07:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:07:17 test_loss 2129 model 0 0.02816986083984375
20241105-16:07:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:07:19 test_accuracy 2129 model 4 nb_correct 2301 / 2500 (92.04%)
20241105-16:07:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:07:19 test_accuracy 2129 model 0 nb_correct 2359 / 2500 (94.36%)
20241105-16:07:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:07:28 wrote ae_*.pth
20241105-16:07:28 epoch_duration 2min45s next_finish 16:10:14
20241105-16:07:29 wrote state.pth
20241105-16:07:29 --- epoch 2130 ----------------------------------------
20241105-16:07:29 current_test_accuracies 0.9436 0.9548 0.9540 0.9504 0.9204
20241105-16:07:29 nb_c_quizzes 45067
20241105-16:07:29 weakest_accuracies [0.9204, 0.9436]
20241105-16:07:29 dummy_rand tensor([0.9040])
20241105-16:07:29 dummy_rand tensor([0.2481])
20241105-16:07:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:07:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:10:00 train_loss 2130 model 4 0.035247760772705077
20241105-16:10:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:10:00 train_loss 2130 model 0 0.034501577377319334
20241105-16:10:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:10:03 test_loss 2130 model 4 0.03046875
20241105-16:10:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:10:03 test_loss 2130 model 0 0.026872482299804688
20241105-16:10:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:10:05 test_accuracy 2130 model 4 nb_correct 2348 / 2500 (93.92%)
20241105-16:10:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:10:05 test_accuracy 2130 model 0 nb_correct 2316 / 2500 (92.64%)
20241105-16:10:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:10:14 wrote ae_*.pth
20241105-16:10:14 epoch_duration 2min46s next_finish 16:13:01
20241105-16:10:15 wrote state.pth
20241105-16:10:15 --- epoch 2131 ----------------------------------------
20241105-16:10:15 current_test_accuracies 0.9264 0.9548 0.9540 0.9504 0.9392
20241105-16:10:15 nb_c_quizzes 45067
20241105-16:10:15 weakest_accuracies [0.9264, 0.9392]
20241105-16:10:15 dummy_rand tensor([0.4206])
20241105-16:10:15 dummy_rand tensor([0.6620])
20241105-16:10:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:10:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:12:46 train_loss 2131 model 0 0.034942646026611325
20241105-16:12:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:12:46 train_loss 2131 model 4 0.0345172119140625
20241105-16:12:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:12:49 test_loss 2131 model 0 0.029869842529296874
20241105-16:12:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:12:49 test_loss 2131 model 4 0.03142906188964844
20241105-16:12:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:12:51 test_accuracy 2131 model 0 nb_correct 2295 / 2500 (91.80%)
20241105-16:12:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:12:51 test_accuracy 2131 model 4 nb_correct 2292 / 2500 (91.68%)
20241105-16:12:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:13:01 wrote ae_*.pth
20241105-16:13:01 epoch_duration 2min46s next_finish 16:15:47
20241105-16:13:01 wrote state.pth
20241105-16:13:01 --- epoch 2132 ----------------------------------------
20241105-16:13:01 current_test_accuracies 0.9180 0.9548 0.9540 0.9504 0.9168
20241105-16:13:01 nb_c_quizzes 45067
20241105-16:13:01 weakest_accuracies [0.9168, 0.918]
20241105-16:13:01 dummy_rand tensor([0.3895])
20241105-16:13:01 dummy_rand tensor([0.2313])
20241105-16:13:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:13:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:15:32 train_loss 2132 model 4 0.03519939422607422
20241105-16:15:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:15:33 train_loss 2132 model 0 0.034214839935302735
20241105-16:15:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:15:35 test_loss 2132 model 4 0.03062049865722656
20241105-16:15:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:15:35 test_loss 2132 model 0 0.03025901794433594
20241105-16:15:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:15:37 test_accuracy 2132 model 4 nb_correct 2338 / 2500 (93.52%)
20241105-16:15:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:15:37 test_accuracy 2132 model 0 nb_correct 2300 / 2500 (92.00%)
20241105-16:15:37 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:15:47 wrote ae_*.pth
20241105-16:15:47 epoch_duration 2min46s next_finish 16:18:33
20241105-16:15:47 wrote state.pth
20241105-16:15:47 --- epoch 2133 ----------------------------------------
20241105-16:15:47 current_test_accuracies 0.9200 0.9548 0.9540 0.9504 0.9352
20241105-16:15:47 nb_c_quizzes 45067
20241105-16:15:47 weakest_accuracies [0.92, 0.9352]
20241105-16:15:47 dummy_rand tensor([0.6443])
20241105-16:15:47 dummy_rand tensor([0.2087])
20241105-16:15:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:15:47 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:18:19 train_loss 2133 model 4 0.03457099914550781
20241105-16:18:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:18:19 train_loss 2133 model 0 0.034541534423828124
20241105-16:18:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:18:21 test_loss 2133 model 4 0.029573898315429687
20241105-16:18:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:18:21 test_loss 2133 model 0 0.029327850341796875
20241105-16:18:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:18:23 test_accuracy 2133 model 4 nb_correct 2340 / 2500 (93.60%)
20241105-16:18:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:18:23 test_accuracy 2133 model 0 nb_correct 2265 / 2500 (90.60%)
20241105-16:18:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:18:33 wrote ae_*.pth
20241105-16:18:33 epoch_duration 2min46s next_finish 16:21:20
20241105-16:18:33 wrote state.pth
20241105-16:18:33 --- epoch 2134 ----------------------------------------
20241105-16:18:33 current_test_accuracies 0.9060 0.9548 0.9540 0.9504 0.9360
20241105-16:18:33 nb_c_quizzes 45067
20241105-16:18:33 weakest_accuracies [0.906, 0.936]
20241105-16:18:33 dummy_rand tensor([0.3839])
20241105-16:18:33 dummy_rand tensor([0.2091])
20241105-16:18:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:18:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:21:05 train_loss 2134 model 0 0.03449541091918945
20241105-16:21:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:21:05 train_loss 2134 model 4 0.035403776168823245
20241105-16:21:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:21:07 test_loss 2134 model 0 0.028104248046875
20241105-16:21:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:21:07 test_loss 2134 model 4 0.03139326095581055
20241105-16:21:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:21:10 test_accuracy 2134 model 0 nb_correct 2359 / 2500 (94.36%)
20241105-16:21:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:21:10 test_accuracy 2134 model 4 nb_correct 2301 / 2500 (92.04%)
20241105-16:21:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:21:20 wrote ae_*.pth
20241105-16:21:20 epoch_duration 2min46s next_finish 16:24:06
20241105-16:21:20 wrote state.pth
20241105-16:21:20 --- epoch 2135 ----------------------------------------
20241105-16:21:20 current_test_accuracies 0.9436 0.9548 0.9540 0.9504 0.9204
20241105-16:21:20 nb_c_quizzes 45067
20241105-16:21:20 weakest_accuracies [0.9204, 0.9436]
20241105-16:21:20 dummy_rand tensor([0.5660])
20241105-16:21:20 dummy_rand tensor([0.1644])
20241105-16:21:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:21:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:23:52 train_loss 2135 model 0 0.03494520568847656
20241105-16:23:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:23:52 train_loss 2135 model 4 0.034808536529541016
20241105-16:23:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:23:54 test_loss 2135 model 0 0.028137664794921875
20241105-16:23:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:23:54 test_loss 2135 model 4 0.02820415496826172
20241105-16:23:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:23:57 test_accuracy 2135 model 0 nb_correct 2323 / 2500 (92.92%)
20241105-16:23:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:23:57 test_accuracy 2135 model 4 nb_correct 2332 / 2500 (93.28%)
20241105-16:23:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:24:06 wrote ae_*.pth
20241105-16:24:06 epoch_duration 2min46s next_finish 16:26:53
20241105-16:24:07 wrote state.pth
20241105-16:24:07 --- epoch 2136 ----------------------------------------
20241105-16:24:07 current_test_accuracies 0.9292 0.9548 0.9540 0.9504 0.9328
20241105-16:24:07 nb_c_quizzes 45067
20241105-16:24:07 weakest_accuracies [0.9292, 0.9328]
20241105-16:24:07 dummy_rand tensor([0.9025])
20241105-16:24:07 dummy_rand tensor([0.3560])
20241105-16:24:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:24:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:26:39 train_loss 2136 model 4 0.03533069229125976
20241105-16:26:39 train_loss 2136 model 0 0.034415805816650394
20241105-16:26:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:26:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:26:41 test_loss 2136 model 0 0.030026931762695313
20241105-16:26:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:26:41 test_loss 2136 model 4 0.03134571075439453
20241105-16:26:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:26:44 test_accuracy 2136 model 0 nb_correct 2325 / 2500 (93.00%)
20241105-16:26:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:26:44 test_accuracy 2136 model 4 nb_correct 2287 / 2500 (91.48%)
20241105-16:26:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:26:53 wrote ae_*.pth
20241105-16:26:53 epoch_duration 2min47s next_finish 16:29:40
20241105-16:26:54 wrote state.pth
20241105-16:26:54 --- epoch 2137 ----------------------------------------
20241105-16:26:54 current_test_accuracies 0.9300 0.9548 0.9540 0.9504 0.9148
20241105-16:26:54 nb_c_quizzes 45067
20241105-16:26:54 weakest_accuracies [0.9148, 0.93]
20241105-16:26:54 dummy_rand tensor([0.3440])
20241105-16:26:54 dummy_rand tensor([0.8262])
20241105-16:26:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:26:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:29:25 train_loss 2137 model 0 0.03453971099853516
20241105-16:29:25 train_loss 2137 model 4 0.034622550964355465
20241105-16:29:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:29:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:29:28 test_loss 2137 model 0 0.028142051696777345
20241105-16:29:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:29:28 test_loss 2137 model 4 0.03304443359375
20241105-16:29:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:29:30 test_accuracy 2137 model 0 nb_correct 2295 / 2500 (91.80%)
20241105-16:29:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:29:30 test_accuracy 2137 model 4 nb_correct 2331 / 2500 (93.24%)
20241105-16:29:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:29:40 wrote ae_*.pth
20241105-16:29:40 epoch_duration 2min46s next_finish 16:32:26
20241105-16:29:40 wrote state.pth
20241105-16:29:40 --- epoch 2138 ----------------------------------------
20241105-16:29:40 current_test_accuracies 0.9180 0.9548 0.9540 0.9504 0.9324
20241105-16:29:40 nb_c_quizzes 45067
20241105-16:29:40 weakest_accuracies [0.918, 0.9324]
20241105-16:29:40 dummy_rand tensor([0.5514])
20241105-16:29:40 dummy_rand tensor([0.6827])
20241105-16:29:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:29:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:32:12 train_loss 2138 model 0 0.034670867919921876
20241105-16:32:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:32:12 train_loss 2138 model 4 0.03535585403442383
20241105-16:32:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:32:14 test_loss 2138 model 0 0.03250762939453125
20241105-16:32:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:32:14 test_loss 2138 model 4 0.03305320739746094
20241105-16:32:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:32:16 test_accuracy 2138 model 0 nb_correct 2305 / 2500 (92.20%)
20241105-16:32:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:32:16 test_accuracy 2138 model 4 nb_correct 2359 / 2500 (94.36%)
20241105-16:32:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:32:26 wrote ae_*.pth
20241105-16:32:26 epoch_duration 2min46s next_finish 16:35:12
20241105-16:32:26 wrote state.pth
20241105-16:32:26 --- epoch 2139 ----------------------------------------
20241105-16:32:26 current_test_accuracies 0.9220 0.9548 0.9540 0.9504 0.9436
20241105-16:32:26 nb_c_quizzes 45067
20241105-16:32:26 weakest_accuracies [0.922, 0.9436]
20241105-16:32:26 dummy_rand tensor([0.8279])
20241105-16:32:26 dummy_rand tensor([0.6726])
20241105-16:32:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:32:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:34:58 train_loss 2139 model 4 0.03508568954467774
20241105-16:34:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:34:58 train_loss 2139 model 0 0.03447546768188477
20241105-16:34:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:35:00 test_loss 2139 model 4 0.02992706298828125
20241105-16:35:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:35:00 test_loss 2139 model 0 0.0303717041015625
20241105-16:35:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:35:02 test_accuracy 2139 model 4 nb_correct 2365 / 2500 (94.60%)
20241105-16:35:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:35:02 test_accuracy 2139 model 0 nb_correct 2320 / 2500 (92.80%)
20241105-16:35:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:35:12 wrote ae_*.pth
20241105-16:35:12 epoch_duration 2min46s next_finish 16:37:58
20241105-16:35:12 wrote state.pth
20241105-16:35:12 --- epoch 2140 ----------------------------------------
20241105-16:35:12 current_test_accuracies 0.9280 0.9548 0.9540 0.9504 0.9460
20241105-16:35:12 nb_c_quizzes 45067
20241105-16:35:12 weakest_accuracies [0.928, 0.946]
20241105-16:35:12 dummy_rand tensor([0.6899])
20241105-16:35:12 dummy_rand tensor([0.9500])
20241105-16:35:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:35:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:37:44 train_loss 2140 model 0 0.03380156707763672
20241105-16:37:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:37:44 train_loss 2140 model 4 0.034988723754882815
20241105-16:37:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:37:46 test_loss 2140 model 0 0.02989616394042969
20241105-16:37:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:37:46 test_loss 2140 model 4 0.034093742370605466
20241105-16:37:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:37:48 test_accuracy 2140 model 0 nb_correct 2316 / 2500 (92.64%)
20241105-16:37:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:37:48 test_accuracy 2140 model 4 nb_correct 2338 / 2500 (93.52%)
20241105-16:37:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:37:58 wrote ae_*.pth
20241105-16:37:58 epoch_duration 2min46s next_finish 16:40:44
20241105-16:37:58 wrote state.pth
20241105-16:37:58 --- epoch 2141 ----------------------------------------
20241105-16:37:58 current_test_accuracies 0.9264 0.9548 0.9540 0.9504 0.9352
20241105-16:37:58 nb_c_quizzes 45067
20241105-16:37:58 weakest_accuracies [0.9264, 0.9352]
20241105-16:37:58 dummy_rand tensor([0.9127])
20241105-16:37:58 dummy_rand tensor([0.3053])
20241105-16:37:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:37:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:40:30 train_loss 2141 model 4 0.03518186950683594
20241105-16:40:30 train_loss 2141 model 0 0.03457603120803833
20241105-16:40:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:40:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:40:32 test_loss 2141 model 4 0.030389366149902345
20241105-16:40:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:40:32 test_loss 2141 model 0 0.026873321533203126
20241105-16:40:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:40:35 test_accuracy 2141 model 4 nb_correct 2344 / 2500 (93.76%)
20241105-16:40:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:40:35 test_accuracy 2141 model 0 nb_correct 2377 / 2500 (95.08%)
20241105-16:40:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:40:44 wrote ae_*.pth
20241105-16:40:44 epoch_duration 2min46s next_finish 16:43:30
20241105-16:40:44 wrote state.pth
20241105-16:40:44 --- epoch 2142 ----------------------------------------
20241105-16:40:44 current_test_accuracies 0.9508 0.9548 0.9540 0.9504 0.9376
20241105-16:40:44 nb_c_quizzes 45067
20241105-16:40:44 weakest_accuracies [0.9376, 0.9504]
20241105-16:40:44 dummy_rand tensor([0.2080])
20241105-16:40:44 dummy_rand tensor([0.4034])
20241105-16:40:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:40:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:43:16 train_loss 2142 model 4 0.03436893653869629
20241105-16:43:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:43:16 train_loss 2142 model 3 0.035301069259643554
20241105-16:43:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:43:18 test_loss 2142 model 4 0.0299554443359375
20241105-16:43:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:43:18 test_loss 2142 model 3 0.02864227294921875
20241105-16:43:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:43:21 test_accuracy 2142 model 4 nb_correct 2316 / 2500 (92.64%)
20241105-16:43:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:43:21 test_accuracy 2142 model 3 nb_correct 2331 / 2500 (93.24%)
20241105-16:43:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:43:30 wrote ae_*.pth
20241105-16:43:30 epoch_duration 2min46s next_finish 16:46:17
20241105-16:43:31 wrote state.pth
20241105-16:43:31 --- epoch 2143 ----------------------------------------
20241105-16:43:31 current_test_accuracies 0.9508 0.9548 0.9540 0.9324 0.9264
20241105-16:43:31 nb_c_quizzes 45067
20241105-16:43:31 weakest_accuracies [0.9264, 0.9324]
20241105-16:43:31 dummy_rand tensor([0.5469])
20241105-16:43:31 dummy_rand tensor([0.7715])
20241105-16:43:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:43:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:46:02 train_loss 2143 model 3 0.03571065330505371
20241105-16:46:02 train_loss 2143 model 4 0.03502641296386719
20241105-16:46:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:46:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:46:05 test_loss 2143 model 3 0.028108863830566405
20241105-16:46:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:46:05 test_loss 2143 model 4 0.028957138061523436
20241105-16:46:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:46:07 test_accuracy 2143 model 3 nb_correct 2333 / 2500 (93.32%)
20241105-16:46:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:46:07 test_accuracy 2143 model 4 nb_correct 2297 / 2500 (91.88%)
20241105-16:46:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:46:17 wrote ae_*.pth
20241105-16:46:17 epoch_duration 2min46s next_finish 16:49:03
20241105-16:46:17 wrote state.pth
20241105-16:46:17 --- epoch 2144 ----------------------------------------
20241105-16:46:17 current_test_accuracies 0.9508 0.9548 0.9540 0.9332 0.9188
20241105-16:46:17 nb_c_quizzes 45067
20241105-16:46:17 weakest_accuracies [0.9188, 0.9332]
20241105-16:46:17 dummy_rand tensor([0.4894])
20241105-16:46:17 dummy_rand tensor([0.5078])
20241105-16:46:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:46:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:48:48 train_loss 2144 model 4 0.035456911087036136
20241105-16:48:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:48:48 train_loss 2144 model 3 0.03561241722106934
20241105-16:48:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:48:51 test_loss 2144 model 4 0.03048248291015625
20241105-16:48:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:48:51 test_loss 2144 model 3 0.029459991455078126
20241105-16:48:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:48:53 test_accuracy 2144 model 4 nb_correct 2295 / 2500 (91.80%)
20241105-16:48:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:48:53 test_accuracy 2144 model 3 nb_correct 2248 / 2500 (89.92%)
20241105-16:48:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:49:03 wrote ae_*.pth
20241105-16:49:03 epoch_duration 2min46s next_finish 16:51:49
20241105-16:49:03 wrote state.pth
20241105-16:49:03 --- epoch 2145 ----------------------------------------
20241105-16:49:03 current_test_accuracies 0.9508 0.9548 0.9540 0.8992 0.9180
20241105-16:49:03 nb_c_quizzes 45067
20241105-16:49:03 weakest_accuracies [0.8992, 0.918]
20241105-16:49:03 dummy_rand tensor([0.2178])
20241105-16:49:03 dummy_rand tensor([0.7497])
20241105-16:49:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:49:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:51:35 train_loss 2145 model 3 0.035340641021728514
20241105-16:51:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:51:35 train_loss 2145 model 4 0.034172462463378905
20241105-16:51:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:51:37 test_loss 2145 model 3 0.030732879638671873
20241105-16:51:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:51:37 test_loss 2145 model 4 0.03300880432128906
20241105-16:51:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:51:39 test_accuracy 2145 model 3 nb_correct 2220 / 2500 (88.80%)
20241105-16:51:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:51:40 test_accuracy 2145 model 4 nb_correct 2346 / 2500 (93.84%)
20241105-16:51:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:51:49 wrote ae_*.pth
20241105-16:51:49 epoch_duration 2min46s next_finish 16:54:35
20241105-16:51:49 wrote state.pth
20241105-16:51:49 --- epoch 2146 ----------------------------------------
20241105-16:51:49 current_test_accuracies 0.9508 0.9548 0.9540 0.8880 0.9384
20241105-16:51:49 nb_c_quizzes 45067
20241105-16:51:49 weakest_accuracies [0.888, 0.9384]
20241105-16:51:49 dummy_rand tensor([0.5790])
20241105-16:51:49 dummy_rand tensor([0.1332])
20241105-16:51:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:51:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:54:21 train_loss 2146 model 3 0.035413345336914065
20241105-16:54:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:54:21 train_loss 2146 model 4 0.034605268001556395
20241105-16:54:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:54:23 test_loss 2146 model 3 0.03143867492675781
20241105-16:54:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:54:23 test_loss 2146 model 4 0.027936973571777345
20241105-16:54:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:54:25 test_accuracy 2146 model 3 nb_correct 2277 / 2500 (91.08%)
20241105-16:54:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:54:26 test_accuracy 2146 model 4 nb_correct 2331 / 2500 (93.24%)
20241105-16:54:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:54:35 wrote ae_*.pth
20241105-16:54:35 epoch_duration 2min46s next_finish 16:57:21
20241105-16:54:35 wrote state.pth
20241105-16:54:35 --- epoch 2147 ----------------------------------------
20241105-16:54:35 current_test_accuracies 0.9508 0.9548 0.9540 0.9108 0.9324
20241105-16:54:35 nb_c_quizzes 45067
20241105-16:54:35 weakest_accuracies [0.9108, 0.9324]
20241105-16:54:35 dummy_rand tensor([0.5097])
20241105-16:54:35 dummy_rand tensor([0.2292])
20241105-16:54:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:54:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:57:07 train_loss 2147 model 3 0.03559895324707031
20241105-16:57:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:57:07 train_loss 2147 model 4 0.03562631607055664
20241105-16:57:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:57:09 test_loss 2147 model 3 0.03305816650390625
20241105-16:57:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:57:09 test_loss 2147 model 4 0.027785491943359376
20241105-16:57:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:57:11 test_accuracy 2147 model 3 nb_correct 2276 / 2500 (91.04%)
20241105-16:57:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:57:11 test_accuracy 2147 model 4 nb_correct 2302 / 2500 (92.08%)
20241105-16:57:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:57:21 wrote ae_*.pth
20241105-16:57:21 epoch_duration 2min45s next_finish 17:00:07
20241105-16:57:21 wrote state.pth
20241105-16:57:21 --- epoch 2148 ----------------------------------------
20241105-16:57:21 current_test_accuracies 0.9508 0.9548 0.9540 0.9104 0.9208
20241105-16:57:21 nb_c_quizzes 45067
20241105-16:57:21 weakest_accuracies [0.9104, 0.9208]
20241105-16:57:21 dummy_rand tensor([0.5852])
20241105-16:57:21 dummy_rand tensor([0.6296])
20241105-16:57:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:57:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-16:59:53 train_loss 2148 model 3 0.03529490661621094
20241105-16:59:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:59:53 train_loss 2148 model 4 0.034538963317871096
20241105-16:59:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:59:55 test_loss 2148 model 3 0.0335626220703125
20241105-16:59:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:59:55 test_loss 2148 model 4 0.031842193603515624
20241105-16:59:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-16:59:57 test_accuracy 2148 model 3 nb_correct 2306 / 2500 (92.24%)
20241105-16:59:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-16:59:57 test_accuracy 2148 model 4 nb_correct 2357 / 2500 (94.28%)
20241105-16:59:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:00:07 wrote ae_*.pth
20241105-17:00:07 epoch_duration 2min46s next_finish 17:02:53
20241105-17:00:07 wrote state.pth
20241105-17:00:07 --- epoch 2149 ----------------------------------------
20241105-17:00:07 current_test_accuracies 0.9508 0.9548 0.9540 0.9224 0.9428
20241105-17:00:07 nb_c_quizzes 45067
20241105-17:00:07 weakest_accuracies [0.9224, 0.9428]
20241105-17:00:07 dummy_rand tensor([0.6656])
20241105-17:00:07 dummy_rand tensor([0.6931])
20241105-17:00:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:00:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:02:39 train_loss 2149 model 3 0.035694602966308595
20241105-17:02:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:02:39 train_loss 2149 model 4 0.03503363227844238
20241105-17:02:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:02:41 test_loss 2149 model 3 0.02885045051574707
20241105-17:02:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:02:41 test_loss 2149 model 4 0.02606304168701172
20241105-17:02:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:02:43 test_accuracy 2149 model 3 nb_correct 2318 / 2500 (92.72%)
20241105-17:02:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:02:43 test_accuracy 2149 model 4 nb_correct 2344 / 2500 (93.76%)
20241105-17:02:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:02:53 wrote ae_*.pth
20241105-17:02:53 epoch_duration 2min46s next_finish 17:05:40
20241105-17:02:54 wrote state.pth
20241105-17:02:54 --- epoch 2150 ----------------------------------------
20241105-17:02:54 current_test_accuracies 0.9508 0.9548 0.9540 0.9272 0.9376
20241105-17:02:54 nb_c_quizzes 45067
20241105-17:02:54 weakest_accuracies [0.9272, 0.9376]
20241105-17:02:54 dummy_rand tensor([0.7285])
20241105-17:02:54 dummy_rand tensor([0.0087])
20241105-17:02:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:02:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:05:26 train_loss 2150 model 3 0.03500799369812012
20241105-17:05:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:05:26 train_loss 2150 model 4 0.034342870712280274
20241105-17:05:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:05:28 test_loss 2150 model 3 0.02798614501953125
20241105-17:05:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:05:28 test_loss 2150 model 4 0.02702239990234375
20241105-17:05:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:05:30 test_accuracy 2150 model 3 nb_correct 2244 / 2500 (89.76%)
20241105-17:05:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:05:30 test_accuracy 2150 model 4 nb_correct 2342 / 2500 (93.68%)
20241105-17:05:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:05:40 wrote ae_*.pth
20241105-17:05:40 epoch_duration 2min46s next_finish 17:08:26
20241105-17:05:40 wrote state.pth
20241105-17:05:40 --- epoch 2151 ----------------------------------------
20241105-17:05:40 current_test_accuracies 0.9508 0.9548 0.9540 0.8976 0.9368
20241105-17:05:40 nb_c_quizzes 45067
20241105-17:05:40 weakest_accuracies [0.8976, 0.9368]
20241105-17:05:40 dummy_rand tensor([0.6238])
20241105-17:05:40 dummy_rand tensor([0.0056])
20241105-17:05:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:05:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:08:12 train_loss 2151 model 3 0.035216354370117185
20241105-17:08:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:08:12 train_loss 2151 model 4 0.03509640121459961
20241105-17:08:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:08:14 test_loss 2151 model 3 0.03256902694702148
20241105-17:08:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:08:14 test_loss 2151 model 4 0.030979652404785157
20241105-17:08:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:08:16 test_accuracy 2151 model 3 nb_correct 2280 / 2500 (91.20%)
20241105-17:08:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:08:16 test_accuracy 2151 model 4 nb_correct 2325 / 2500 (93.00%)
20241105-17:08:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:08:26 wrote ae_*.pth
20241105-17:08:26 epoch_duration 2min46s next_finish 17:11:12
20241105-17:08:26 wrote state.pth
20241105-17:08:26 --- epoch 2152 ----------------------------------------
20241105-17:08:26 current_test_accuracies 0.9508 0.9548 0.9540 0.9120 0.9300
20241105-17:08:26 nb_c_quizzes 45067
20241105-17:08:26 weakest_accuracies [0.912, 0.93]
20241105-17:08:26 dummy_rand tensor([0.2895])
20241105-17:08:26 dummy_rand tensor([0.6733])
20241105-17:08:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:08:26 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:10:58 train_loss 2152 model 3 0.0349279899597168
20241105-17:10:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:10:58 train_loss 2152 model 4 0.03437007141113281
20241105-17:10:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:11:00 test_loss 2152 model 3 0.03277481079101562
20241105-17:11:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:11:00 test_loss 2152 model 4 0.029543914794921876
20241105-17:11:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:11:02 test_accuracy 2152 model 3 nb_correct 2303 / 2500 (92.12%)
20241105-17:11:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:11:02 test_accuracy 2152 model 4 nb_correct 2353 / 2500 (94.12%)
20241105-17:11:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:11:12 wrote ae_*.pth
20241105-17:11:12 epoch_duration 2min46s next_finish 17:13:58
20241105-17:11:12 wrote state.pth
20241105-17:11:12 --- epoch 2153 ----------------------------------------
20241105-17:11:12 current_test_accuracies 0.9508 0.9548 0.9540 0.9212 0.9412
20241105-17:11:12 nb_c_quizzes 45067
20241105-17:11:12 weakest_accuracies [0.9212, 0.9412]
20241105-17:11:12 dummy_rand tensor([0.1835])
20241105-17:11:12 dummy_rand tensor([0.6988])
20241105-17:11:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:11:12 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:13:44 train_loss 2153 model 4 0.035061588287353514
20241105-17:13:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:13:44 train_loss 2153 model 3 0.03570481872558594
20241105-17:13:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:13:46 test_loss 2153 model 4 0.03395111083984375
20241105-17:13:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:13:46 test_loss 2153 model 3 0.029350738525390625
20241105-17:13:46 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:13:48 test_accuracy 2153 model 4 nb_correct 2305 / 2500 (92.20%)
20241105-17:13:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:13:48 test_accuracy 2153 model 3 nb_correct 2323 / 2500 (92.92%)
20241105-17:13:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:13:58 wrote ae_*.pth
20241105-17:13:58 epoch_duration 2min46s next_finish 17:16:44
20241105-17:13:58 wrote state.pth
20241105-17:13:58 --- epoch 2154 ----------------------------------------
20241105-17:13:58 current_test_accuracies 0.9508 0.9548 0.9540 0.9292 0.9220
20241105-17:13:58 nb_c_quizzes 45067
20241105-17:13:58 weakest_accuracies [0.922, 0.9292]
20241105-17:13:58 dummy_rand tensor([0.1269])
20241105-17:13:58 dummy_rand tensor([0.4127])
20241105-17:13:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:13:58 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:16:30 train_loss 2154 model 4 0.03541897583007812
20241105-17:16:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:16:30 train_loss 2154 model 3 0.03563004493713379
20241105-17:16:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:16:32 test_loss 2154 model 4 0.031290931701660155
20241105-17:16:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:16:32 test_loss 2154 model 3 0.03311870574951172
20241105-17:16:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:16:35 test_accuracy 2154 model 4 nb_correct 2317 / 2500 (92.68%)
20241105-17:16:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:16:35 test_accuracy 2154 model 3 nb_correct 2293 / 2500 (91.72%)
20241105-17:16:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:16:44 wrote ae_*.pth
20241105-17:16:44 epoch_duration 2min46s next_finish 17:19:30
20241105-17:16:44 wrote state.pth
20241105-17:16:44 --- epoch 2155 ----------------------------------------
20241105-17:16:44 current_test_accuracies 0.9508 0.9548 0.9540 0.9172 0.9268
20241105-17:16:44 nb_c_quizzes 45067
20241105-17:16:44 weakest_accuracies [0.9172, 0.9268]
20241105-17:16:44 dummy_rand tensor([0.5440])
20241105-17:16:44 dummy_rand tensor([0.4671])
20241105-17:16:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:16:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:19:16 train_loss 2155 model 3 0.036011701583862306
20241105-17:19:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:19:16 train_loss 2155 model 4 0.03465490341186524
20241105-17:19:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:19:18 test_loss 2155 model 3 0.03206268310546875
20241105-17:19:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:19:18 test_loss 2155 model 4 0.0315228271484375
20241105-17:19:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:19:21 test_accuracy 2155 model 3 nb_correct 2346 / 2500 (93.84%)
20241105-17:19:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:19:21 test_accuracy 2155 model 4 nb_correct 2357 / 2500 (94.28%)
20241105-17:19:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:19:30 wrote ae_*.pth
20241105-17:19:30 epoch_duration 2min45s next_finish 17:22:16
20241105-17:19:30 wrote state.pth
20241105-17:19:30 --- epoch 2156 ----------------------------------------
20241105-17:19:30 current_test_accuracies 0.9508 0.9548 0.9540 0.9384 0.9428
20241105-17:19:30 nb_c_quizzes 45067
20241105-17:19:30 weakest_accuracies [0.9384, 0.9428]
20241105-17:19:30 dummy_rand tensor([0.5386])
20241105-17:19:30 dummy_rand tensor([0.0081])
20241105-17:19:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:19:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:22:02 train_loss 2156 model 3 0.03538599395751953
20241105-17:22:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:22:02 train_loss 2156 model 4 0.034915348052978516
20241105-17:22:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:22:04 test_loss 2156 model 3 0.031030654907226562
20241105-17:22:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:22:04 test_loss 2156 model 4 0.0296392822265625
20241105-17:22:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:22:06 test_accuracy 2156 model 3 nb_correct 2283 / 2500 (91.32%)
20241105-17:22:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:22:07 test_accuracy 2156 model 4 nb_correct 2282 / 2500 (91.28%)
20241105-17:22:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:22:16 wrote ae_*.pth
20241105-17:22:16 epoch_duration 2min46s next_finish 17:25:02
20241105-17:22:16 wrote state.pth
20241105-17:22:16 --- epoch 2157 ----------------------------------------
20241105-17:22:16 current_test_accuracies 0.9508 0.9548 0.9540 0.9132 0.9128
20241105-17:22:16 nb_c_quizzes 45067
20241105-17:22:16 weakest_accuracies [0.9128, 0.9132]
20241105-17:22:16 dummy_rand tensor([0.5684])
20241105-17:22:16 dummy_rand tensor([0.0829])
20241105-17:22:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:22:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:24:48 train_loss 2157 model 3 0.034940853118896484
20241105-17:24:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:24:49 train_loss 2157 model 4 0.03545468902587891
20241105-17:24:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:24:51 test_loss 2157 model 3 0.02782318115234375
20241105-17:24:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:24:51 test_loss 2157 model 4 0.032648468017578126
20241105-17:24:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:24:53 test_accuracy 2157 model 3 nb_correct 2289 / 2500 (91.56%)
20241105-17:24:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:24:53 test_accuracy 2157 model 4 nb_correct 2343 / 2500 (93.72%)
20241105-17:24:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:25:03 wrote ae_*.pth
20241105-17:25:03 epoch_duration 2min46s next_finish 17:27:49
20241105-17:25:03 wrote state.pth
20241105-17:25:03 --- epoch 2158 ----------------------------------------
20241105-17:25:03 current_test_accuracies 0.9508 0.9548 0.9540 0.9156 0.9372
20241105-17:25:03 nb_c_quizzes 45067
20241105-17:25:03 weakest_accuracies [0.9156, 0.9372]
20241105-17:25:03 dummy_rand tensor([0.0473])
20241105-17:25:03 dummy_rand tensor([0.1886])
20241105-17:25:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:25:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:27:35 train_loss 2158 model 4 0.03488343071937561
20241105-17:27:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:27:35 train_loss 2158 model 3 0.03526465606689453
20241105-17:27:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:27:37 test_loss 2158 model 4 0.0355645751953125
20241105-17:27:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:27:37 test_loss 2158 model 3 0.030724029541015625
20241105-17:27:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:27:39 test_accuracy 2158 model 4 nb_correct 2317 / 2500 (92.68%)
20241105-17:27:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:27:40 test_accuracy 2158 model 3 nb_correct 2297 / 2500 (91.88%)
20241105-17:27:40 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:27:49 wrote ae_*.pth
20241105-17:27:49 epoch_duration 2min46s next_finish 17:30:35
20241105-17:27:49 wrote state.pth
20241105-17:27:49 --- epoch 2159 ----------------------------------------
20241105-17:27:49 current_test_accuracies 0.9508 0.9548 0.9540 0.9188 0.9268
20241105-17:27:49 nb_c_quizzes 45067
20241105-17:27:49 weakest_accuracies [0.9188, 0.9268]
20241105-17:27:49 dummy_rand tensor([0.8420])
20241105-17:27:49 dummy_rand tensor([0.3346])
20241105-17:27:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:27:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:30:21 train_loss 2159 model 4 0.03528695106506348
20241105-17:30:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:30:21 train_loss 2159 model 3 0.035534934997558595
20241105-17:30:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:30:23 test_loss 2159 model 4 0.02903297424316406
20241105-17:30:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:30:24 test_loss 2159 model 3 0.03172660827636719
20241105-17:30:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:30:26 test_accuracy 2159 model 4 nb_correct 2324 / 2500 (92.96%)
20241105-17:30:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:30:26 test_accuracy 2159 model 3 nb_correct 2299 / 2500 (91.96%)
20241105-17:30:26 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:30:35 wrote ae_*.pth
20241105-17:30:35 epoch_duration 2min46s next_finish 17:33:22
20241105-17:30:36 wrote state.pth
20241105-17:30:36 --- epoch 2160 ----------------------------------------
20241105-17:30:36 current_test_accuracies 0.9508 0.9548 0.9540 0.9196 0.9296
20241105-17:30:36 nb_c_quizzes 45067
20241105-17:30:36 weakest_accuracies [0.9196, 0.9296]
20241105-17:30:36 dummy_rand tensor([0.0385])
20241105-17:30:36 dummy_rand tensor([0.7852])
20241105-17:30:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:30:36 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:33:08 train_loss 2160 model 4 0.0350985336303711
20241105-17:33:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:33:08 train_loss 2160 model 3 0.035390609741210936
20241105-17:33:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:33:10 test_loss 2160 model 4 0.031201858520507813
20241105-17:33:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:33:11 test_loss 2160 model 3 0.029636993408203124
20241105-17:33:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:33:13 test_accuracy 2160 model 4 nb_correct 2315 / 2500 (92.60%)
20241105-17:33:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:33:13 test_accuracy 2160 model 3 nb_correct 2257 / 2500 (90.28%)
20241105-17:33:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:33:22 wrote ae_*.pth
20241105-17:33:22 epoch_duration 2min47s next_finish 17:36:09
20241105-17:33:23 wrote state.pth
20241105-17:33:23 --- epoch 2161 ----------------------------------------
20241105-17:33:23 current_test_accuracies 0.9508 0.9548 0.9540 0.9028 0.9260
20241105-17:33:23 nb_c_quizzes 45067
20241105-17:33:23 weakest_accuracies [0.9028, 0.926]
20241105-17:33:23 dummy_rand tensor([0.8740])
20241105-17:33:23 dummy_rand tensor([0.0614])
20241105-17:33:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:33:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:35:54 train_loss 2161 model 3 0.034845603942871096
20241105-17:35:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:35:54 train_loss 2161 model 4 0.034569480895996096
20241105-17:35:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:35:57 test_loss 2161 model 3 0.03362754821777344
20241105-17:35:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:35:57 test_loss 2161 model 4 0.03166778564453125
20241105-17:35:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:35:59 test_accuracy 2161 model 3 nb_correct 2330 / 2500 (93.20%)
20241105-17:35:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:35:59 test_accuracy 2161 model 4 nb_correct 2338 / 2500 (93.52%)
20241105-17:35:59 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:36:08 wrote ae_*.pth
20241105-17:36:08 epoch_duration 2min46s next_finish 17:38:55
20241105-17:36:09 wrote state.pth
20241105-17:36:09 --- epoch 2162 ----------------------------------------
20241105-17:36:09 current_test_accuracies 0.9508 0.9548 0.9540 0.9320 0.9352
20241105-17:36:09 nb_c_quizzes 45067
20241105-17:36:09 weakest_accuracies [0.932, 0.9352]
20241105-17:36:09 dummy_rand tensor([0.0014])
20241105-17:36:09 dummy_rand tensor([0.7494])
20241105-17:36:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:36:09 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:38:41 train_loss 2162 model 3 0.03558923721313476
20241105-17:38:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:38:41 train_loss 2162 model 4 0.03473074722290039
20241105-17:38:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:38:43 test_loss 2162 model 3 0.029554367065429688
20241105-17:38:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:38:43 test_loss 2162 model 4 0.027994537353515626
20241105-17:38:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:38:45 test_accuracy 2162 model 3 nb_correct 2286 / 2500 (91.44%)
20241105-17:38:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:38:45 test_accuracy 2162 model 4 nb_correct 2271 / 2500 (90.84%)
20241105-17:38:45 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:38:55 wrote ae_*.pth
20241105-17:38:55 epoch_duration 2min46s next_finish 17:41:41
20241105-17:38:55 wrote state.pth
20241105-17:38:55 --- epoch 2163 ----------------------------------------
20241105-17:38:55 current_test_accuracies 0.9508 0.9548 0.9540 0.9144 0.9084
20241105-17:38:55 nb_c_quizzes 45067
20241105-17:38:55 weakest_accuracies [0.9084, 0.9144]
20241105-17:38:55 dummy_rand tensor([0.6179])
20241105-17:38:55 dummy_rand tensor([0.6608])
20241105-17:38:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:38:55 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:41:27 train_loss 2163 model 4 0.03520939826965332
20241105-17:41:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:41:27 train_loss 2163 model 3 0.03496928024291992
20241105-17:41:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:41:29 test_loss 2163 model 4 0.029487457275390625
20241105-17:41:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:41:29 test_loss 2163 model 3 0.030128631591796875
20241105-17:41:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:41:32 test_accuracy 2163 model 4 nb_correct 2289 / 2500 (91.56%)
20241105-17:41:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:41:32 test_accuracy 2163 model 3 nb_correct 2291 / 2500 (91.64%)
20241105-17:41:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:41:41 wrote ae_*.pth
20241105-17:41:41 epoch_duration 2min46s next_finish 17:44:27
20241105-17:41:41 wrote state.pth
20241105-17:41:41 --- epoch 2164 ----------------------------------------
20241105-17:41:41 current_test_accuracies 0.9508 0.9548 0.9540 0.9164 0.9156
20241105-17:41:41 nb_c_quizzes 45067
20241105-17:41:41 weakest_accuracies [0.9156, 0.9164]
20241105-17:41:41 dummy_rand tensor([0.4211])
20241105-17:41:41 dummy_rand tensor([0.8152])
20241105-17:41:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:41:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:44:13 train_loss 2164 model 4 0.0347026481628418
20241105-17:44:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:44:13 train_loss 2164 model 3 0.03525654983520508
20241105-17:44:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:44:15 test_loss 2164 model 4 0.0297113037109375
20241105-17:44:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:44:15 test_loss 2164 model 3 0.03177978515625
20241105-17:44:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:44:18 test_accuracy 2164 model 4 nb_correct 2322 / 2500 (92.88%)
20241105-17:44:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:44:18 test_accuracy 2164 model 3 nb_correct 2283 / 2500 (91.32%)
20241105-17:44:18 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:44:27 wrote ae_*.pth
20241105-17:44:27 epoch_duration 2min46s next_finish 17:47:13
20241105-17:44:27 wrote state.pth
20241105-17:44:27 --- epoch 2165 ----------------------------------------
20241105-17:44:27 current_test_accuracies 0.9508 0.9548 0.9540 0.9132 0.9288
20241105-17:44:27 nb_c_quizzes 45067
20241105-17:44:27 weakest_accuracies [0.9132, 0.9288]
20241105-17:44:27 dummy_rand tensor([0.1384])
20241105-17:44:27 dummy_rand tensor([0.0461])
20241105-17:44:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:44:28 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:47:00 train_loss 2165 model 3 0.03481078338623047
20241105-17:47:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:47:00 train_loss 2165 model 4 0.03483633613586426
20241105-17:47:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:47:02 test_loss 2165 model 3 0.031236495971679688
20241105-17:47:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:47:03 test_loss 2165 model 4 0.03489349365234375
20241105-17:47:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:47:05 test_accuracy 2165 model 3 nb_correct 2316 / 2500 (92.64%)
20241105-17:47:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:47:05 test_accuracy 2165 model 4 nb_correct 2359 / 2500 (94.36%)
20241105-17:47:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:47:15 wrote ae_*.pth
20241105-17:47:15 epoch_duration 2min47s next_finish 17:50:02
20241105-17:47:15 wrote state.pth
20241105-17:47:15 --- epoch 2166 ----------------------------------------
20241105-17:47:15 current_test_accuracies 0.9508 0.9548 0.9540 0.9264 0.9436
20241105-17:47:15 nb_c_quizzes 45067
20241105-17:47:15 weakest_accuracies [0.9264, 0.9436]
20241105-17:47:15 dummy_rand tensor([0.3810])
20241105-17:47:15 dummy_rand tensor([0.4703])
20241105-17:47:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:47:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:49:47 train_loss 2166 model 3 0.03589959716796875
20241105-17:49:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:49:47 train_loss 2166 model 4 0.03397690582275391
20241105-17:49:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:49:49 test_loss 2166 model 3 0.03131301879882813
20241105-17:49:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:49:49 test_loss 2166 model 4 0.028567047119140626
20241105-17:49:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:49:51 test_accuracy 2166 model 3 nb_correct 2280 / 2500 (91.20%)
20241105-17:49:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:49:52 test_accuracy 2166 model 4 nb_correct 2312 / 2500 (92.48%)
20241105-17:49:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:50:01 wrote ae_*.pth
20241105-17:50:01 epoch_duration 2min46s next_finish 17:52:48
20241105-17:50:02 wrote state.pth
20241105-17:50:02 --- epoch 2167 ----------------------------------------
20241105-17:50:02 current_test_accuracies 0.9508 0.9548 0.9540 0.9120 0.9248
20241105-17:50:02 nb_c_quizzes 45067
20241105-17:50:02 weakest_accuracies [0.912, 0.9248]
20241105-17:50:02 dummy_rand tensor([0.2985])
20241105-17:50:02 dummy_rand tensor([0.4178])
20241105-17:50:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:50:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:52:33 train_loss 2167 model 3 0.03538268280029297
20241105-17:52:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:52:34 train_loss 2167 model 4 0.034485233306884765
20241105-17:52:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:52:36 test_loss 2167 model 3 0.0297454833984375
20241105-17:52:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:52:36 test_loss 2167 model 4 0.028257064819335938
20241105-17:52:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:52:38 test_accuracy 2167 model 3 nb_correct 2320 / 2500 (92.80%)
20241105-17:52:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:52:38 test_accuracy 2167 model 4 nb_correct 2320 / 2500 (92.80%)
20241105-17:52:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:52:48 wrote ae_*.pth
20241105-17:52:48 epoch_duration 2min46s next_finish 17:55:34
20241105-17:52:48 wrote state.pth
20241105-17:52:48 --- epoch 2168 ----------------------------------------
20241105-17:52:48 current_test_accuracies 0.9508 0.9548 0.9540 0.9280 0.9280
20241105-17:52:48 nb_c_quizzes 45067
20241105-17:52:48 weakest_accuracies [0.928, 0.928]
20241105-17:52:48 dummy_rand tensor([0.6718])
20241105-17:52:48 dummy_rand tensor([0.2721])
20241105-17:52:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:52:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:55:20 train_loss 2168 model 4 0.03441771125793457
20241105-17:55:20 train_loss 2168 model 3 0.03505202102661133
20241105-17:55:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:55:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:55:22 test_loss 2168 model 4 0.03538116455078125
20241105-17:55:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:55:22 test_loss 2168 model 3 0.028954544067382813
20241105-17:55:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:55:24 test_accuracy 2168 model 4 nb_correct 2294 / 2500 (91.76%)
20241105-17:55:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:55:24 test_accuracy 2168 model 3 nb_correct 2360 / 2500 (94.40%)
20241105-17:55:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:55:34 wrote ae_*.pth
20241105-17:55:34 epoch_duration 2min46s next_finish 17:58:21
20241105-17:55:35 wrote state.pth
20241105-17:55:35 --- epoch 2169 ----------------------------------------
20241105-17:55:35 current_test_accuracies 0.9508 0.9548 0.9540 0.9440 0.9176
20241105-17:55:35 nb_c_quizzes 45067
20241105-17:55:35 weakest_accuracies [0.9176, 0.944]
20241105-17:55:35 dummy_rand tensor([0.1496])
20241105-17:55:35 dummy_rand tensor([0.1497])
20241105-17:55:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:55:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:58:06 train_loss 2169 model 3 0.03558757209777832
20241105-17:58:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:58:06 train_loss 2169 model 4 0.03547138500213623
20241105-17:58:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:58:09 test_loss 2169 model 3 0.030736083984375
20241105-17:58:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:58:09 test_loss 2169 model 4 0.036852569580078126
20241105-17:58:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-17:58:11 test_accuracy 2169 model 3 nb_correct 2324 / 2500 (92.96%)
20241105-17:58:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:58:11 test_accuracy 2169 model 4 nb_correct 2348 / 2500 (93.92%)
20241105-17:58:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-17:58:21 wrote ae_*.pth
20241105-17:58:21 epoch_duration 2min46s next_finish 18:01:07
20241105-17:58:21 wrote state.pth
20241105-17:58:21 --- epoch 2170 ----------------------------------------
20241105-17:58:21 current_test_accuracies 0.9508 0.9548 0.9540 0.9296 0.9392
20241105-17:58:21 nb_c_quizzes 45067
20241105-17:58:21 weakest_accuracies [0.9296, 0.9392]
20241105-17:58:21 dummy_rand tensor([0.8390])
20241105-17:58:21 dummy_rand tensor([0.1121])
20241105-17:58:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-17:58:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:00:53 train_loss 2170 model 3 0.03514452743530273
20241105-18:00:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:00:53 train_loss 2170 model 4 0.034101252555847165
20241105-18:00:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:00:55 test_loss 2170 model 3 0.03018016815185547
20241105-18:00:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:00:55 test_loss 2170 model 4 0.0268719482421875
20241105-18:00:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:00:57 test_accuracy 2170 model 3 nb_correct 2336 / 2500 (93.44%)
20241105-18:00:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:00:57 test_accuracy 2170 model 4 nb_correct 2369 / 2500 (94.76%)
20241105-18:00:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:01:07 wrote ae_*.pth
20241105-18:01:07 epoch_duration 2min46s next_finish 18:03:53
20241105-18:01:07 wrote state.pth
20241105-18:01:07 --- epoch 2171 ----------------------------------------
20241105-18:01:07 current_test_accuracies 0.9508 0.9548 0.9540 0.9344 0.9476
20241105-18:01:07 nb_c_quizzes 45067
20241105-18:01:07 weakest_accuracies [0.9344, 0.9476]
20241105-18:01:07 dummy_rand tensor([0.5707])
20241105-18:01:07 dummy_rand tensor([0.3625])
20241105-18:01:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:01:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:03:39 train_loss 2171 model 3 0.03523378753662109
20241105-18:03:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:03:39 train_loss 2171 model 4 0.035138031005859376
20241105-18:03:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:03:41 test_loss 2171 model 3 0.02816680908203125
20241105-18:03:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:03:41 test_loss 2171 model 4 0.029599685668945313
20241105-18:03:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:03:44 test_accuracy 2171 model 3 nb_correct 2335 / 2500 (93.40%)
20241105-18:03:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:03:44 test_accuracy 2171 model 4 nb_correct 2337 / 2500 (93.48%)
20241105-18:03:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:03:53 wrote ae_*.pth
20241105-18:03:53 epoch_duration 2min46s next_finish 18:06:39
20241105-18:03:54 wrote state.pth
20241105-18:03:54 --- epoch 2172 ----------------------------------------
20241105-18:03:54 current_test_accuracies 0.9508 0.9548 0.9540 0.9340 0.9348
20241105-18:03:54 nb_c_quizzes 45067
20241105-18:03:54 weakest_accuracies [0.934, 0.9348]
20241105-18:03:54 dummy_rand tensor([0.5698])
20241105-18:03:54 dummy_rand tensor([0.3819])
20241105-18:03:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:03:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:06:26 train_loss 2172 model 3 0.03522032356262207
20241105-18:06:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:06:26 train_loss 2172 model 4 0.034876605987548825
20241105-18:06:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:06:28 test_loss 2172 model 3 0.028828496932983397
20241105-18:06:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:06:29 test_loss 2172 model 4 0.0340087890625
20241105-18:06:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:06:31 test_accuracy 2172 model 3 nb_correct 2322 / 2500 (92.88%)
20241105-18:06:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:06:32 test_accuracy 2172 model 4 nb_correct 2349 / 2500 (93.96%)
20241105-18:06:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:06:41 wrote ae_*.pth
20241105-18:06:41 epoch_duration 2min47s next_finish 18:09:28
20241105-18:06:41 wrote state.pth
20241105-18:06:41 --- epoch 2173 ----------------------------------------
20241105-18:06:41 current_test_accuracies 0.9508 0.9548 0.9540 0.9288 0.9396
20241105-18:06:41 nb_c_quizzes 45067
20241105-18:06:41 weakest_accuracies [0.9288, 0.9396]
20241105-18:06:41 dummy_rand tensor([0.1290])
20241105-18:06:41 dummy_rand tensor([0.6016])
20241105-18:06:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:06:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:09:13 train_loss 2173 model 3 0.034835037231445314
20241105-18:09:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:09:13 train_loss 2173 model 4 0.03450648880004883
20241105-18:09:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:09:15 test_loss 2173 model 3 0.030126113891601563
20241105-18:09:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:09:15 test_loss 2173 model 4 0.03039947509765625
20241105-18:09:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:09:17 test_accuracy 2173 model 3 nb_correct 2338 / 2500 (93.52%)
20241105-18:09:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:09:17 test_accuracy 2173 model 4 nb_correct 2344 / 2500 (93.76%)
20241105-18:09:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:09:27 wrote ae_*.pth
20241105-18:09:27 epoch_duration 2min46s next_finish 18:12:13
20241105-18:09:27 wrote state.pth
20241105-18:09:27 --- epoch 2174 ----------------------------------------
20241105-18:09:27 current_test_accuracies 0.9508 0.9548 0.9540 0.9352 0.9376
20241105-18:09:27 nb_c_quizzes 45067
20241105-18:09:27 weakest_accuracies [0.9352, 0.9376]
20241105-18:09:27 dummy_rand tensor([0.4414])
20241105-18:09:27 dummy_rand tensor([0.2463])
20241105-18:09:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:09:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:11:59 train_loss 2174 model 3 0.03458347892761231
20241105-18:11:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:11:59 train_loss 2174 model 4 0.03451945877075195
20241105-18:11:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:12:01 test_loss 2174 model 3 0.03365806579589844
20241105-18:12:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:12:01 test_loss 2174 model 4 0.031158447265625
20241105-18:12:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:12:03 test_accuracy 2174 model 3 nb_correct 2300 / 2500 (92.00%)
20241105-18:12:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:12:03 test_accuracy 2174 model 4 nb_correct 2380 / 2500 (95.20%)
20241105-18:12:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:12:13 wrote ae_*.pth
20241105-18:12:13 epoch_duration 2min46s next_finish 18:14:59
20241105-18:12:13 wrote state.pth
20241105-18:12:13 --- epoch 2175 ----------------------------------------
20241105-18:12:13 current_test_accuracies 0.9508 0.9548 0.9540 0.9200 0.9520
20241105-18:12:13 nb_c_quizzes 45067
20241105-18:12:13 weakest_accuracies [0.92, 0.9508]
20241105-18:12:13 dummy_rand tensor([0.5498])
20241105-18:12:13 dummy_rand tensor([0.9157])
20241105-18:12:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:12:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:14:45 train_loss 2175 model 0 0.03446262550354004
20241105-18:14:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:14:45 train_loss 2175 model 3 0.03533725357055664
20241105-18:14:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:14:48 test_loss 2175 model 0 0.03315567016601562
20241105-18:14:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:14:48 test_loss 2175 model 3 0.02665393829345703
20241105-18:14:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:14:50 test_accuracy 2175 model 0 nb_correct 2280 / 2500 (91.20%)
20241105-18:14:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:14:50 test_accuracy 2175 model 3 nb_correct 2317 / 2500 (92.68%)
20241105-18:14:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:14:59 wrote ae_*.pth
20241105-18:14:59 epoch_duration 2min46s next_finish 18:17:46
20241105-18:15:00 wrote state.pth
20241105-18:15:00 --- epoch 2176 ----------------------------------------
20241105-18:15:00 current_test_accuracies 0.9120 0.9548 0.9540 0.9268 0.9520
20241105-18:15:00 nb_c_quizzes 45067
20241105-18:15:00 weakest_accuracies [0.912, 0.9268]
20241105-18:15:00 dummy_rand tensor([0.1322])
20241105-18:15:00 dummy_rand tensor([0.5763])
20241105-18:15:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:15:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:17:31 train_loss 2176 model 3 0.03596871566772461
20241105-18:17:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:17:32 train_loss 2176 model 0 0.03484339904785156
20241105-18:17:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:17:34 test_loss 2176 model 3 0.033278732299804686
20241105-18:17:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:17:34 test_loss 2176 model 0 0.029535751342773437
20241105-18:17:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:17:36 test_accuracy 2176 model 3 nb_correct 2300 / 2500 (92.00%)
20241105-18:17:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:17:36 test_accuracy 2176 model 0 nb_correct 2330 / 2500 (93.20%)
20241105-18:17:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:17:46 wrote ae_*.pth
20241105-18:17:46 epoch_duration 2min46s next_finish 18:20:32
20241105-18:17:46 wrote state.pth
20241105-18:17:46 --- epoch 2177 ----------------------------------------
20241105-18:17:46 current_test_accuracies 0.9320 0.9548 0.9540 0.9200 0.9520
20241105-18:17:46 nb_c_quizzes 45067
20241105-18:17:46 weakest_accuracies [0.92, 0.932]
20241105-18:17:46 dummy_rand tensor([0.8344])
20241105-18:17:46 dummy_rand tensor([0.6914])
20241105-18:17:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:17:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:20:18 train_loss 2177 model 3 0.035150648117065426
20241105-18:20:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:20:18 train_loss 2177 model 0 0.03551393890380859
20241105-18:20:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:20:20 test_loss 2177 model 3 0.027771263122558593
20241105-18:20:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:20:20 test_loss 2177 model 0 0.029269866943359375
20241105-18:20:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:20:22 test_accuracy 2177 model 3 nb_correct 2368 / 2500 (94.72%)
20241105-18:20:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:20:22 test_accuracy 2177 model 0 nb_correct 2352 / 2500 (94.08%)
20241105-18:20:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:20:32 wrote ae_*.pth
20241105-18:20:32 epoch_duration 2min46s next_finish 18:23:18
20241105-18:20:32 wrote state.pth
20241105-18:20:32 --- epoch 2178 ----------------------------------------
20241105-18:20:32 current_test_accuracies 0.9408 0.9548 0.9540 0.9472 0.9520
20241105-18:20:32 nb_c_quizzes 45067
20241105-18:20:32 weakest_accuracies [0.9408, 0.9472]
20241105-18:20:32 dummy_rand tensor([0.4605])
20241105-18:20:32 dummy_rand tensor([0.9207])
20241105-18:20:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:20:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:23:04 train_loss 2178 model 0 0.034557737350463864
20241105-18:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:23:04 train_loss 2178 model 3 0.03550769805908203
20241105-18:23:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:23:06 test_loss 2178 model 0 0.0317462158203125
20241105-18:23:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:23:06 test_loss 2178 model 3 0.03027793884277344
20241105-18:23:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:23:08 test_accuracy 2178 model 0 nb_correct 2287 / 2500 (91.48%)
20241105-18:23:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:23:09 test_accuracy 2178 model 3 nb_correct 2274 / 2500 (90.96%)
20241105-18:23:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:23:18 wrote ae_*.pth
20241105-18:23:18 epoch_duration 2min46s next_finish 18:26:05
20241105-18:23:18 wrote state.pth
20241105-18:23:18 --- epoch 2179 ----------------------------------------
20241105-18:23:18 current_test_accuracies 0.9148 0.9548 0.9540 0.9096 0.9520
20241105-18:23:18 nb_c_quizzes 45067
20241105-18:23:18 weakest_accuracies [0.9096, 0.9148]
20241105-18:23:18 dummy_rand tensor([0.2137])
20241105-18:23:18 dummy_rand tensor([0.0820])
20241105-18:23:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:23:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:25:50 train_loss 2179 model 3 0.03454354476928711
20241105-18:25:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:25:50 train_loss 2179 model 0 0.03472583770751953
20241105-18:25:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:25:53 test_loss 2179 model 3 0.03306976318359375
20241105-18:25:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:25:53 test_loss 2179 model 0 0.02874725341796875
20241105-18:25:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:25:55 test_accuracy 2179 model 3 nb_correct 2318 / 2500 (92.72%)
20241105-18:25:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:25:55 test_accuracy 2179 model 0 nb_correct 2324 / 2500 (92.96%)
20241105-18:25:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:26:05 wrote ae_*.pth
20241105-18:26:05 epoch_duration 2min46s next_finish 18:28:51
20241105-18:26:05 wrote state.pth
20241105-18:26:05 --- epoch 2180 ----------------------------------------
20241105-18:26:05 current_test_accuracies 0.9296 0.9548 0.9540 0.9272 0.9520
20241105-18:26:05 nb_c_quizzes 45067
20241105-18:26:05 weakest_accuracies [0.9272, 0.9296]
20241105-18:26:05 dummy_rand tensor([0.2379])
20241105-18:26:05 dummy_rand tensor([0.9315])
20241105-18:26:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:26:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:28:37 train_loss 2180 model 3 0.03517691206932068
20241105-18:28:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:28:37 train_loss 2180 model 0 0.03446560478210449
20241105-18:28:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:28:39 test_loss 2180 model 3 0.027456493377685548
20241105-18:28:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:28:40 test_loss 2180 model 0 0.02705413818359375
20241105-18:28:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:28:42 test_accuracy 2180 model 3 nb_correct 2320 / 2500 (92.80%)
20241105-18:28:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:28:42 test_accuracy 2180 model 0 nb_correct 2322 / 2500 (92.88%)
20241105-18:28:42 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:28:51 wrote ae_*.pth
20241105-18:28:51 epoch_duration 2min46s next_finish 18:31:38
20241105-18:28:52 wrote state.pth
20241105-18:28:52 --- epoch 2181 ----------------------------------------
20241105-18:28:52 current_test_accuracies 0.9288 0.9548 0.9540 0.9280 0.9520
20241105-18:28:52 nb_c_quizzes 45067
20241105-18:28:52 weakest_accuracies [0.928, 0.9288]
20241105-18:28:52 dummy_rand tensor([0.2139])
20241105-18:28:52 dummy_rand tensor([0.5821])
20241105-18:28:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:28:52 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:31:23 train_loss 2181 model 3 0.03531267929077148
20241105-18:31:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:31:23 train_loss 2181 model 0 0.03467018508911133
20241105-18:31:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:31:25 test_loss 2181 model 3 0.0324969482421875
20241105-18:31:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:31:25 test_loss 2181 model 0 0.031846542358398434
20241105-18:31:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:31:28 test_accuracy 2181 model 3 nb_correct 2327 / 2500 (93.08%)
20241105-18:31:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:31:28 test_accuracy 2181 model 0 nb_correct 2337 / 2500 (93.48%)
20241105-18:31:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:31:37 wrote ae_*.pth
20241105-18:31:37 epoch_duration 2min45s next_finish 18:34:23
20241105-18:31:38 wrote state.pth
20241105-18:31:38 --- epoch 2182 ----------------------------------------
20241105-18:31:38 current_test_accuracies 0.9348 0.9548 0.9540 0.9308 0.9520
20241105-18:31:38 nb_c_quizzes 45067
20241105-18:31:38 weakest_accuracies [0.9308, 0.9348]
20241105-18:31:38 dummy_rand tensor([0.5363])
20241105-18:31:38 dummy_rand tensor([0.7839])
20241105-18:31:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:31:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:34:09 train_loss 2182 model 0 0.03474169445037842
20241105-18:34:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:34:09 train_loss 2182 model 3 0.03485938262939453
20241105-18:34:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:34:12 test_loss 2182 model 0 0.030557098388671874
20241105-18:34:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:34:12 test_loss 2182 model 3 0.030772438049316408
20241105-18:34:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:34:14 test_accuracy 2182 model 0 nb_correct 2342 / 2500 (93.68%)
20241105-18:34:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:34:14 test_accuracy 2182 model 3 nb_correct 2308 / 2500 (92.32%)
20241105-18:34:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:34:24 wrote ae_*.pth
20241105-18:34:24 epoch_duration 2min46s next_finish 18:37:10
20241105-18:34:24 wrote state.pth
20241105-18:34:24 --- epoch 2183 ----------------------------------------
20241105-18:34:24 current_test_accuracies 0.9368 0.9548 0.9540 0.9232 0.9520
20241105-18:34:24 nb_c_quizzes 45067
20241105-18:34:24 weakest_accuracies [0.9232, 0.9368]
20241105-18:34:24 dummy_rand tensor([0.6006])
20241105-18:34:24 dummy_rand tensor([0.8628])
20241105-18:34:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:34:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:36:55 train_loss 2183 model 0 0.03518543243408203
20241105-18:36:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:36:55 train_loss 2183 model 3 0.03517391014099121
20241105-18:36:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:36:58 test_loss 2183 model 0 0.026380844116210937
20241105-18:36:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:36:58 test_loss 2183 model 3 0.028857269287109376
20241105-18:36:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:37:00 test_accuracy 2183 model 0 nb_correct 2340 / 2500 (93.60%)
20241105-18:37:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:37:00 test_accuracy 2183 model 3 nb_correct 2294 / 2500 (91.76%)
20241105-18:37:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:37:10 wrote ae_*.pth
20241105-18:37:10 epoch_duration 2min46s next_finish 18:39:56
20241105-18:37:10 wrote state.pth
20241105-18:37:10 --- epoch 2184 ----------------------------------------
20241105-18:37:10 current_test_accuracies 0.9360 0.9548 0.9540 0.9176 0.9520
20241105-18:37:10 nb_c_quizzes 45067
20241105-18:37:10 weakest_accuracies [0.9176, 0.936]
20241105-18:37:10 dummy_rand tensor([0.0431])
20241105-18:37:10 dummy_rand tensor([0.5761])
20241105-18:37:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:37:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:39:41 train_loss 2184 model 0 0.03373317337036133
20241105-18:39:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:39:42 train_loss 2184 model 3 0.03460245132446289
20241105-18:39:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:39:44 test_loss 2184 model 0 0.031491241455078124
20241105-18:39:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:39:44 test_loss 2184 model 3 0.029759674072265624
20241105-18:39:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:39:46 test_accuracy 2184 model 0 nb_correct 2342 / 2500 (93.68%)
20241105-18:39:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:39:46 test_accuracy 2184 model 3 nb_correct 2345 / 2500 (93.80%)
20241105-18:39:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:39:56 wrote ae_*.pth
20241105-18:39:56 epoch_duration 2min46s next_finish 18:42:42
20241105-18:39:56 wrote state.pth
20241105-18:39:56 --- epoch 2185 ----------------------------------------
20241105-18:39:56 current_test_accuracies 0.9368 0.9548 0.9540 0.9380 0.9520
20241105-18:39:56 nb_c_quizzes 45067
20241105-18:39:56 weakest_accuracies [0.9368, 0.938]
20241105-18:39:56 dummy_rand tensor([0.9770])
20241105-18:39:56 dummy_rand tensor([0.5909])
20241105-18:39:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:39:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:42:28 train_loss 2185 model 0 0.03497349548339844
20241105-18:42:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:42:28 train_loss 2185 model 3 0.035447900772094726
20241105-18:42:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:42:30 test_loss 2185 model 0 0.03592887878417969
20241105-18:42:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:42:30 test_loss 2185 model 3 0.03164421081542969
20241105-18:42:30 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:42:32 test_accuracy 2185 model 0 nb_correct 2327 / 2500 (93.08%)
20241105-18:42:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:42:32 test_accuracy 2185 model 3 nb_correct 2344 / 2500 (93.76%)
20241105-18:42:32 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:42:42 wrote ae_*.pth
20241105-18:42:42 epoch_duration 2min46s next_finish 18:45:28
20241105-18:42:42 wrote state.pth
20241105-18:42:42 --- epoch 2186 ----------------------------------------
20241105-18:42:42 current_test_accuracies 0.9308 0.9548 0.9540 0.9376 0.9520
20241105-18:42:42 nb_c_quizzes 45067
20241105-18:42:42 weakest_accuracies [0.9308, 0.9376]
20241105-18:42:42 dummy_rand tensor([0.6300])
20241105-18:42:42 dummy_rand tensor([0.2334])
20241105-18:42:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:42:42 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:45:14 train_loss 2186 model 0 0.03512254524230957
20241105-18:45:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:45:14 train_loss 2186 model 3 0.03531269454956055
20241105-18:45:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:45:16 test_loss 2186 model 0 0.029927139282226563
20241105-18:45:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:45:16 test_loss 2186 model 3 0.029520492553710937
20241105-18:45:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:45:19 test_accuracy 2186 model 0 nb_correct 2389 / 2500 (95.56%)
20241105-18:45:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:45:19 test_accuracy 2186 model 3 nb_correct 2278 / 2500 (91.12%)
20241105-18:45:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:45:28 wrote ae_*.pth
20241105-18:45:28 epoch_duration 2min46s next_finish 18:48:14
20241105-18:45:28 wrote state.pth
20241105-18:45:28 --- epoch 2187 ----------------------------------------
20241105-18:45:28 current_test_accuracies 0.9556 0.9548 0.9540 0.9112 0.9520
20241105-18:45:28 nb_c_quizzes 45067
20241105-18:45:28 weakest_accuracies [0.9112, 0.952]
20241105-18:45:29 dummy_rand tensor([0.9232])
20241105-18:45:29 dummy_rand tensor([0.0642])
20241105-18:45:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:45:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:48:00 train_loss 2187 model 3 0.03490090179443359
20241105-18:48:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:48:00 train_loss 2187 model 4 0.034128829956054686
20241105-18:48:00 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:48:03 test_loss 2187 model 3 0.03107795715332031
20241105-18:48:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:48:03 test_loss 2187 model 4 0.03161865234375
20241105-18:48:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:48:05 test_accuracy 2187 model 3 nb_correct 2269 / 2500 (90.76%)
20241105-18:48:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:48:05 test_accuracy 2187 model 4 nb_correct 2354 / 2500 (94.16%)
20241105-18:48:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:48:15 wrote ae_*.pth
20241105-18:48:15 epoch_duration 2min46s next_finish 18:51:01
20241105-18:48:15 wrote state.pth
20241105-18:48:15 --- epoch 2188 ----------------------------------------
20241105-18:48:15 current_test_accuracies 0.9556 0.9548 0.9540 0.9076 0.9416
20241105-18:48:15 nb_c_quizzes 45067
20241105-18:48:15 weakest_accuracies [0.9076, 0.9416]
20241105-18:48:15 dummy_rand tensor([0.5054])
20241105-18:48:15 dummy_rand tensor([0.8125])
20241105-18:48:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:48:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:50:46 train_loss 2188 model 4 0.03461861801147461
20241105-18:50:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:50:47 train_loss 2188 model 3 0.03499186897277832
20241105-18:50:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:50:49 test_loss 2188 model 4 0.029988861083984374
20241105-18:50:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:50:49 test_loss 2188 model 3 0.029097900390625
20241105-18:50:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:50:51 test_accuracy 2188 model 4 nb_correct 2379 / 2500 (95.16%)
20241105-18:50:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:50:51 test_accuracy 2188 model 3 nb_correct 2325 / 2500 (93.00%)
20241105-18:50:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:51:01 wrote ae_*.pth
20241105-18:51:01 epoch_duration 2min46s next_finish 18:53:47
20241105-18:51:01 wrote state.pth
20241105-18:51:01 --- epoch 2189 ----------------------------------------
20241105-18:51:01 current_test_accuracies 0.9556 0.9548 0.9540 0.9300 0.9516
20241105-18:51:01 nb_c_quizzes 45067
20241105-18:51:01 weakest_accuracies [0.93, 0.9516]
20241105-18:51:01 dummy_rand tensor([0.9574])
20241105-18:51:01 dummy_rand tensor([0.8663])
20241105-18:51:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:51:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:53:33 train_loss 2189 model 3 0.03530779266357422
20241105-18:53:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:53:33 train_loss 2189 model 4 0.03470853042602539
20241105-18:53:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:53:36 test_loss 2189 model 3 0.02814964294433594
20241105-18:53:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:53:36 test_loss 2189 model 4 0.0344805908203125
20241105-18:53:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:53:38 test_accuracy 2189 model 3 nb_correct 2305 / 2500 (92.20%)
20241105-18:53:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:53:38 test_accuracy 2189 model 4 nb_correct 2340 / 2500 (93.60%)
20241105-18:53:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:53:48 wrote ae_*.pth
20241105-18:53:48 epoch_duration 2min46s next_finish 18:56:34
20241105-18:53:48 wrote state.pth
20241105-18:53:48 --- epoch 2190 ----------------------------------------
20241105-18:53:48 current_test_accuracies 0.9556 0.9548 0.9540 0.9220 0.9360
20241105-18:53:48 nb_c_quizzes 45067
20241105-18:53:48 weakest_accuracies [0.922, 0.936]
20241105-18:53:48 dummy_rand tensor([0.3904])
20241105-18:53:48 dummy_rand tensor([0.5632])
20241105-18:53:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:53:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:56:20 train_loss 2190 model 3 0.03472823905944824
20241105-18:56:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:56:20 train_loss 2190 model 4 0.03438719177246094
20241105-18:56:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:56:22 test_loss 2190 model 3 0.03173332214355469
20241105-18:56:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:56:22 test_loss 2190 model 4 0.03257766723632813
20241105-18:56:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:56:24 test_accuracy 2190 model 3 nb_correct 2362 / 2500 (94.48%)
20241105-18:56:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:56:24 test_accuracy 2190 model 4 nb_correct 2293 / 2500 (91.72%)
20241105-18:56:24 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:56:34 wrote ae_*.pth
20241105-18:56:34 epoch_duration 2min46s next_finish 18:59:20
20241105-18:56:34 wrote state.pth
20241105-18:56:34 --- epoch 2191 ----------------------------------------
20241105-18:56:34 current_test_accuracies 0.9556 0.9548 0.9540 0.9448 0.9172
20241105-18:56:34 nb_c_quizzes 45067
20241105-18:56:34 weakest_accuracies [0.9172, 0.9448]
20241105-18:56:34 dummy_rand tensor([0.3733])
20241105-18:56:34 dummy_rand tensor([0.9958])
20241105-18:56:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:56:34 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:59:06 train_loss 2191 model 4 0.03529479026794433
20241105-18:59:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:59:06 train_loss 2191 model 3 0.03554188919067383
20241105-18:59:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:59:08 test_loss 2191 model 4 0.033327484130859376
20241105-18:59:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:59:08 test_loss 2191 model 3 0.0285302734375
20241105-18:59:08 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-18:59:10 test_accuracy 2191 model 4 nb_correct 2347 / 2500 (93.88%)
20241105-18:59:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:59:10 test_accuracy 2191 model 3 nb_correct 2348 / 2500 (93.92%)
20241105-18:59:10 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-18:59:20 wrote ae_*.pth
20241105-18:59:20 epoch_duration 2min46s next_finish 19:02:06
20241105-18:59:20 wrote state.pth
20241105-18:59:20 --- epoch 2192 ----------------------------------------
20241105-18:59:20 current_test_accuracies 0.9556 0.9548 0.9540 0.9392 0.9388
20241105-18:59:20 nb_c_quizzes 45067
20241105-18:59:20 weakest_accuracies [0.9388, 0.9392]
20241105-18:59:20 dummy_rand tensor([0.2077])
20241105-18:59:20 dummy_rand tensor([0.0890])
20241105-18:59:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-18:59:20 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:01:52 train_loss 2192 model 4 0.03479300308227539
20241105-19:01:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:01:52 train_loss 2192 model 3 0.03511802387237549
20241105-19:01:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:01:54 test_loss 2192 model 4 0.02904998779296875
20241105-19:01:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:01:54 test_loss 2192 model 3 0.028860549926757812
20241105-19:01:54 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:01:56 test_accuracy 2192 model 4 nb_correct 2323 / 2500 (92.92%)
20241105-19:01:56 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:01:57 test_accuracy 2192 model 3 nb_correct 2293 / 2500 (91.72%)
20241105-19:01:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:02:06 wrote ae_*.pth
20241105-19:02:06 epoch_duration 2min46s next_finish 19:04:53
20241105-19:02:07 wrote state.pth
20241105-19:02:07 --- epoch 2193 ----------------------------------------
20241105-19:02:07 current_test_accuracies 0.9556 0.9548 0.9540 0.9172 0.9292
20241105-19:02:07 nb_c_quizzes 45067
20241105-19:02:07 weakest_accuracies [0.9172, 0.9292]
20241105-19:02:07 dummy_rand tensor([0.9601])
20241105-19:02:07 dummy_rand tensor([0.6943])
20241105-19:02:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:02:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:04:39 train_loss 2193 model 3 0.03457083892822266
20241105-19:04:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:04:39 train_loss 2193 model 4 0.034715438842773436
20241105-19:04:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:04:41 test_loss 2193 model 3 0.0276483154296875
20241105-19:04:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:04:41 test_loss 2193 model 4 0.0299639892578125
20241105-19:04:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:04:43 test_accuracy 2193 model 3 nb_correct 2319 / 2500 (92.76%)
20241105-19:04:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:04:44 test_accuracy 2193 model 4 nb_correct 2314 / 2500 (92.56%)
20241105-19:04:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:04:53 wrote ae_*.pth
20241105-19:04:53 epoch_duration 2min47s next_finish 19:07:41
20241105-19:04:54 wrote state.pth
20241105-19:04:54 --- epoch 2194 ----------------------------------------
20241105-19:04:54 current_test_accuracies 0.9556 0.9548 0.9540 0.9276 0.9256
20241105-19:04:54 nb_c_quizzes 45067
20241105-19:04:54 weakest_accuracies [0.9256, 0.9276]
20241105-19:04:54 dummy_rand tensor([0.1860])
20241105-19:04:54 dummy_rand tensor([0.1589])
20241105-19:04:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:04:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:07:25 train_loss 2194 model 4 0.03483464241027832
20241105-19:07:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:07:25 train_loss 2194 model 3 0.03501701545715332
20241105-19:07:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:07:28 test_loss 2194 model 4 0.032384490966796874
20241105-19:07:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:07:28 test_loss 2194 model 3 0.02887847900390625
20241105-19:07:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:07:30 test_accuracy 2194 model 4 nb_correct 2318 / 2500 (92.72%)
20241105-19:07:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:07:30 test_accuracy 2194 model 3 nb_correct 2310 / 2500 (92.40%)
20241105-19:07:30 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:07:40 wrote ae_*.pth
20241105-19:07:40 epoch_duration 2min46s next_finish 19:10:26
20241105-19:07:40 wrote state.pth
20241105-19:07:40 --- epoch 2195 ----------------------------------------
20241105-19:07:40 current_test_accuracies 0.9556 0.9548 0.9540 0.9240 0.9272
20241105-19:07:40 nb_c_quizzes 45067
20241105-19:07:40 weakest_accuracies [0.924, 0.9272]
20241105-19:07:40 dummy_rand tensor([0.2517])
20241105-19:07:40 dummy_rand tensor([0.7637])
20241105-19:07:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:07:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:10:12 train_loss 2195 model 3 0.03466549873352051
20241105-19:10:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:10:12 train_loss 2195 model 4 0.03475536918640137
20241105-19:10:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:10:15 test_loss 2195 model 3 0.029576644897460938
20241105-19:10:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:10:15 test_loss 2195 model 4 0.026593055725097656
20241105-19:10:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:10:17 test_accuracy 2195 model 3 nb_correct 2322 / 2500 (92.88%)
20241105-19:10:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:10:17 test_accuracy 2195 model 4 nb_correct 2344 / 2500 (93.76%)
20241105-19:10:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:10:27 wrote ae_*.pth
20241105-19:10:27 epoch_duration 2min46s next_finish 19:13:14
20241105-19:10:27 wrote state.pth
20241105-19:10:27 --- epoch 2196 ----------------------------------------
20241105-19:10:27 current_test_accuracies 0.9556 0.9548 0.9540 0.9288 0.9376
20241105-19:10:27 nb_c_quizzes 45067
20241105-19:10:27 weakest_accuracies [0.9288, 0.9376]
20241105-19:10:27 dummy_rand tensor([0.8951])
20241105-19:10:27 dummy_rand tensor([0.2065])
20241105-19:10:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:10:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:12:59 train_loss 2196 model 3 0.035296619415283205
20241105-19:12:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:12:59 train_loss 2196 model 4 0.0349561710357666
20241105-19:12:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:13:01 test_loss 2196 model 3 0.03055854797363281
20241105-19:13:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:13:01 test_loss 2196 model 4 0.0340740966796875
20241105-19:13:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:13:03 test_accuracy 2196 model 3 nb_correct 2322 / 2500 (92.88%)
20241105-19:13:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:13:03 test_accuracy 2196 model 4 nb_correct 2339 / 2500 (93.56%)
20241105-19:13:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:13:13 wrote ae_*.pth
20241105-19:13:13 epoch_duration 2min46s next_finish 19:15:59
20241105-19:13:13 wrote state.pth
20241105-19:13:13 --- epoch 2197 ----------------------------------------
20241105-19:13:13 current_test_accuracies 0.9556 0.9548 0.9540 0.9288 0.9356
20241105-19:13:13 nb_c_quizzes 45067
20241105-19:13:13 weakest_accuracies [0.9288, 0.9356]
20241105-19:13:13 dummy_rand tensor([0.6571])
20241105-19:13:13 dummy_rand tensor([0.1867])
20241105-19:13:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:13:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:15:45 train_loss 2197 model 3 0.03503165817260742
20241105-19:15:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:15:45 train_loss 2197 model 4 0.035027910232543945
20241105-19:15:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:15:48 test_loss 2197 model 3 0.02758892059326172
20241105-19:15:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:15:48 test_loss 2197 model 4 0.03449775695800781
20241105-19:15:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:15:50 test_accuracy 2197 model 3 nb_correct 2295 / 2500 (91.80%)
20241105-19:15:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:15:50 test_accuracy 2197 model 4 nb_correct 2327 / 2500 (93.08%)
20241105-19:15:50 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:16:00 wrote ae_*.pth
20241105-19:16:00 epoch_duration 2min46s next_finish 19:18:46
20241105-19:16:00 wrote state.pth
20241105-19:16:00 --- epoch 2198 ----------------------------------------
20241105-19:16:00 current_test_accuracies 0.9556 0.9548 0.9540 0.9180 0.9308
20241105-19:16:00 nb_c_quizzes 45067
20241105-19:16:00 weakest_accuracies [0.918, 0.9308]
20241105-19:16:00 dummy_rand tensor([0.6696])
20241105-19:16:00 dummy_rand tensor([0.6457])
20241105-19:16:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:16:00 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:18:31 train_loss 2198 model 3 0.035411134719848636
20241105-19:18:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:18:32 train_loss 2198 model 4 0.03550411987304687
20241105-19:18:32 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:18:34 test_loss 2198 model 3 0.030560684204101563
20241105-19:18:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:18:34 test_loss 2198 model 4 0.029293975830078124
20241105-19:18:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:18:36 test_accuracy 2198 model 3 nb_correct 2290 / 2500 (91.60%)
20241105-19:18:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:18:36 test_accuracy 2198 model 4 nb_correct 2368 / 2500 (94.72%)
20241105-19:18:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:18:46 wrote ae_*.pth
20241105-19:18:46 epoch_duration 2min46s next_finish 19:21:32
20241105-19:18:46 wrote state.pth
20241105-19:18:46 --- epoch 2199 ----------------------------------------
20241105-19:18:46 current_test_accuracies 0.9556 0.9548 0.9540 0.9160 0.9472
20241105-19:18:46 nb_c_quizzes 45067
20241105-19:18:46 weakest_accuracies [0.916, 0.9472]
20241105-19:18:46 dummy_rand tensor([0.4778])
20241105-19:18:46 dummy_rand tensor([0.2926])
20241105-19:18:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:18:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:21:18 train_loss 2199 model 3 0.0351043872833252
20241105-19:21:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:21:18 train_loss 2199 model 4 0.03325973606109619
20241105-19:21:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:21:20 test_loss 2199 model 3 0.029873046875
20241105-19:21:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:21:20 test_loss 2199 model 4 0.03142715454101563
20241105-19:21:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:21:23 test_accuracy 2199 model 3 nb_correct 2337 / 2500 (93.48%)
20241105-19:21:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:21:23 test_accuracy 2199 model 4 nb_correct 2279 / 2500 (91.16%)
20241105-19:21:23 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:21:32 wrote ae_*.pth
20241105-19:21:32 epoch_duration 2min46s next_finish 19:24:19
20241105-19:21:33 wrote state.pth
20241105-19:21:33 --- epoch 2200 ----------------------------------------
20241105-19:21:33 current_test_accuracies 0.9556 0.9548 0.9540 0.9348 0.9116
20241105-19:21:33 nb_c_quizzes 45067
20241105-19:21:33 weakest_accuracies [0.9116, 0.9348]
20241105-19:21:33 dummy_rand tensor([0.4439])
20241105-19:21:33 dummy_rand tensor([0.6231])
20241105-19:21:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:21:33 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:24:04 train_loss 2200 model 4 0.03482374572753906
20241105-19:24:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:24:04 train_loss 2200 model 3 0.03469912338256836
20241105-19:24:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:24:07 test_loss 2200 model 4 0.025547027587890625
20241105-19:24:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:24:07 test_loss 2200 model 3 0.029426422119140625
20241105-19:24:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:24:09 test_accuracy 2200 model 4 nb_correct 2330 / 2500 (93.20%)
20241105-19:24:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:24:09 test_accuracy 2200 model 3 nb_correct 2355 / 2500 (94.20%)
20241105-19:24:09 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:24:19 wrote ae_*.pth
20241105-19:24:19 epoch_duration 2min46s next_finish 19:27:05
20241105-19:24:19 wrote state.pth
20241105-19:24:19 --- epoch 2201 ----------------------------------------
20241105-19:24:19 current_test_accuracies 0.9556 0.9548 0.9540 0.9420 0.9320
20241105-19:24:19 nb_c_quizzes 45067
20241105-19:24:19 weakest_accuracies [0.932, 0.942]
20241105-19:24:19 dummy_rand tensor([0.6240])
20241105-19:24:19 dummy_rand tensor([0.8819])
20241105-19:24:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:24:19 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:26:50 train_loss 2201 model 4 0.0349761962890625
20241105-19:26:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:26:50 train_loss 2201 model 3 0.03502750015258789
20241105-19:26:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:26:53 test_loss 2201 model 4 0.0306903076171875
20241105-19:26:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:26:53 test_loss 2201 model 3 0.03191192626953125
20241105-19:26:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:26:55 test_accuracy 2201 model 4 nb_correct 2366 / 2500 (94.64%)
20241105-19:26:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:26:55 test_accuracy 2201 model 3 nb_correct 2323 / 2500 (92.92%)
20241105-19:26:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:27:05 wrote ae_*.pth
20241105-19:27:05 epoch_duration 2min46s next_finish 19:29:51
20241105-19:27:05 wrote state.pth
20241105-19:27:05 --- epoch 2202 ----------------------------------------
20241105-19:27:05 current_test_accuracies 0.9556 0.9548 0.9540 0.9292 0.9464
20241105-19:27:05 nb_c_quizzes 45067
20241105-19:27:05 weakest_accuracies [0.9292, 0.9464]
20241105-19:27:05 dummy_rand tensor([0.4336])
20241105-19:27:05 dummy_rand tensor([0.2148])
20241105-19:27:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:27:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:29:37 train_loss 2202 model 4 0.033363832473754886
20241105-19:29:37 train_loss 2202 model 3 0.03487538146972656
20241105-19:29:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:29:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:29:39 test_loss 2202 model 4 0.029967498779296876
20241105-19:29:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:29:39 test_loss 2202 model 3 0.03110054016113281
20241105-19:29:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:29:41 test_accuracy 2202 model 4 nb_correct 2331 / 2500 (93.24%)
20241105-19:29:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:29:41 test_accuracy 2202 model 3 nb_correct 2342 / 2500 (93.68%)
20241105-19:29:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:29:51 wrote ae_*.pth
20241105-19:29:51 epoch_duration 2min46s next_finish 19:32:38
20241105-19:29:51 wrote state.pth
20241105-19:29:51 --- epoch 2203 ----------------------------------------
20241105-19:29:51 current_test_accuracies 0.9556 0.9548 0.9540 0.9368 0.9324
20241105-19:29:51 nb_c_quizzes 45067
20241105-19:29:51 weakest_accuracies [0.9324, 0.9368]
20241105-19:29:51 dummy_rand tensor([0.9564])
20241105-19:29:51 dummy_rand tensor([0.0904])
20241105-19:29:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:29:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:32:23 train_loss 2203 model 3 0.034392261505126955
20241105-19:32:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:32:23 train_loss 2203 model 4 0.0352166805267334
20241105-19:32:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:32:25 test_loss 2203 model 3 0.028536720275878905
20241105-19:32:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:32:25 test_loss 2203 model 4 0.031385040283203124
20241105-19:32:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:32:28 test_accuracy 2203 model 3 nb_correct 2339 / 2500 (93.56%)
20241105-19:32:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:32:28 test_accuracy 2203 model 4 nb_correct 2285 / 2500 (91.40%)
20241105-19:32:28 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:32:38 wrote ae_*.pth
20241105-19:32:38 epoch_duration 2min46s next_finish 19:35:24
20241105-19:32:38 wrote state.pth
20241105-19:32:38 --- epoch 2204 ----------------------------------------
20241105-19:32:38 current_test_accuracies 0.9556 0.9548 0.9540 0.9356 0.9140
20241105-19:32:38 nb_c_quizzes 45067
20241105-19:32:38 weakest_accuracies [0.914, 0.9356]
20241105-19:32:38 dummy_rand tensor([0.2516])
20241105-19:32:38 dummy_rand tensor([0.6361])
20241105-19:32:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:32:38 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:35:09 train_loss 2204 model 3 0.03440744781494141
20241105-19:35:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:35:10 train_loss 2204 model 4 0.03446963691711426
20241105-19:35:10 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:35:12 test_loss 2204 model 3 0.03047332763671875
20241105-19:35:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:35:12 test_loss 2204 model 4 0.03235595703125
20241105-19:35:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:35:14 test_accuracy 2204 model 3 nb_correct 2317 / 2500 (92.68%)
20241105-19:35:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:35:14 test_accuracy 2204 model 4 nb_correct 2257 / 2500 (90.28%)
20241105-19:35:14 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:35:24 wrote ae_*.pth
20241105-19:35:24 epoch_duration 2min46s next_finish 19:38:10
20241105-19:35:24 wrote state.pth
20241105-19:35:24 --- epoch 2205 ----------------------------------------
20241105-19:35:24 current_test_accuracies 0.9556 0.9548 0.9540 0.9268 0.9028
20241105-19:35:24 nb_c_quizzes 45067
20241105-19:35:24 weakest_accuracies [0.9028, 0.9268]
20241105-19:35:24 dummy_rand tensor([0.7675])
20241105-19:35:24 dummy_rand tensor([0.4877])
20241105-19:35:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:35:24 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:37:56 train_loss 2205 model 3 0.03457922744750976
20241105-19:37:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:37:56 train_loss 2205 model 4 0.03529415702819824
20241105-19:37:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:37:58 test_loss 2205 model 3 0.03495658874511719
20241105-19:37:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:37:58 test_loss 2205 model 4 0.03205120086669922
20241105-19:37:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:38:00 test_accuracy 2205 model 3 nb_correct 2304 / 2500 (92.16%)
20241105-19:38:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:38:00 test_accuracy 2205 model 4 nb_correct 2329 / 2500 (93.16%)
20241105-19:38:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:38:10 wrote ae_*.pth
20241105-19:38:10 epoch_duration 2min45s next_finish 19:40:56
20241105-19:38:10 wrote state.pth
20241105-19:38:10 --- epoch 2206 ----------------------------------------
20241105-19:38:10 current_test_accuracies 0.9556 0.9548 0.9540 0.9216 0.9316
20241105-19:38:10 nb_c_quizzes 45067
20241105-19:38:10 weakest_accuracies [0.9216, 0.9316]
20241105-19:38:10 dummy_rand tensor([0.5536])
20241105-19:38:10 dummy_rand tensor([0.0126])
20241105-19:38:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:38:10 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:40:42 train_loss 2206 model 3 0.036247793197631835
20241105-19:40:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:40:42 train_loss 2206 model 4 0.03453689384460449
20241105-19:40:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:40:44 test_loss 2206 model 3 0.029669418334960937
20241105-19:40:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:40:44 test_loss 2206 model 4 0.029477386474609374
20241105-19:40:44 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:40:46 test_accuracy 2206 model 3 nb_correct 2340 / 2500 (93.60%)
20241105-19:40:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:40:46 test_accuracy 2206 model 4 nb_correct 2376 / 2500 (95.04%)
20241105-19:40:46 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:40:56 wrote ae_*.pth
20241105-19:40:56 epoch_duration 2min46s next_finish 19:43:42
20241105-19:40:56 wrote state.pth
20241105-19:40:56 --- epoch 2207 ----------------------------------------
20241105-19:40:56 current_test_accuracies 0.9556 0.9548 0.9540 0.9360 0.9504
20241105-19:40:56 nb_c_quizzes 45067
20241105-19:40:56 weakest_accuracies [0.936, 0.9504]
20241105-19:40:56 dummy_rand tensor([0.1826])
20241105-19:40:56 dummy_rand tensor([0.0793])
20241105-19:40:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:40:56 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:43:28 train_loss 2207 model 3 0.03519243049621582
20241105-19:43:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:43:28 train_loss 2207 model 4 0.03482076644897461
20241105-19:43:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:43:31 test_loss 2207 model 3 0.03127555847167969
20241105-19:43:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:43:31 test_loss 2207 model 4 0.029725189208984374
20241105-19:43:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:43:33 test_accuracy 2207 model 3 nb_correct 2356 / 2500 (94.24%)
20241105-19:43:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:43:33 test_accuracy 2207 model 4 nb_correct 2308 / 2500 (92.32%)
20241105-19:43:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:43:42 wrote ae_*.pth
20241105-19:43:42 epoch_duration 2min46s next_finish 19:46:29
20241105-19:43:43 wrote state.pth
20241105-19:43:43 --- epoch 2208 ----------------------------------------
20241105-19:43:43 current_test_accuracies 0.9556 0.9548 0.9540 0.9424 0.9232
20241105-19:43:43 nb_c_quizzes 45067
20241105-19:43:43 weakest_accuracies [0.9232, 0.9424]
20241105-19:43:43 dummy_rand tensor([0.6420])
20241105-19:43:43 dummy_rand tensor([0.8633])
20241105-19:43:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:43:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:46:14 train_loss 2208 model 4 0.034044034957885744
20241105-19:46:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:46:14 train_loss 2208 model 3 0.03490238761901855
20241105-19:46:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:46:17 test_loss 2208 model 4 0.03214157104492187
20241105-19:46:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:46:17 test_loss 2208 model 3 0.033878936767578124
20241105-19:46:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:46:19 test_accuracy 2208 model 4 nb_correct 2322 / 2500 (92.88%)
20241105-19:46:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:46:19 test_accuracy 2208 model 3 nb_correct 2333 / 2500 (93.32%)
20241105-19:46:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:46:28 wrote ae_*.pth
20241105-19:46:28 epoch_duration 2min46s next_finish 19:49:14
20241105-19:46:29 wrote state.pth
20241105-19:46:29 --- epoch 2209 ----------------------------------------
20241105-19:46:29 current_test_accuracies 0.9556 0.9548 0.9540 0.9332 0.9288
20241105-19:46:29 nb_c_quizzes 45067
20241105-19:46:29 weakest_accuracies [0.9288, 0.9332]
20241105-19:46:29 dummy_rand tensor([0.2531])
20241105-19:46:29 dummy_rand tensor([0.4840])
20241105-19:46:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:46:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:49:01 train_loss 2209 model 4 0.035708131790161135
20241105-19:49:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:49:01 train_loss 2209 model 3 0.0355256175994873
20241105-19:49:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:49:03 test_loss 2209 model 4 0.029091219902038574
20241105-19:49:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:49:03 test_loss 2209 model 3 0.03453216552734375
20241105-19:49:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:49:05 test_accuracy 2209 model 4 nb_correct 2338 / 2500 (93.52%)
20241105-19:49:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:49:06 test_accuracy 2209 model 3 nb_correct 2331 / 2500 (93.24%)
20241105-19:49:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:49:15 wrote ae_*.pth
20241105-19:49:15 epoch_duration 2min46s next_finish 19:52:02
20241105-19:49:15 wrote state.pth
20241105-19:49:15 --- epoch 2210 ----------------------------------------
20241105-19:49:15 current_test_accuracies 0.9556 0.9548 0.9540 0.9324 0.9352
20241105-19:49:15 nb_c_quizzes 45067
20241105-19:49:15 weakest_accuracies [0.9324, 0.9352]
20241105-19:49:15 dummy_rand tensor([0.7804])
20241105-19:49:15 dummy_rand tensor([0.4610])
20241105-19:49:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:49:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:51:47 train_loss 2210 model 3 0.034758872985839843
20241105-19:51:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:51:47 train_loss 2210 model 4 0.03471786689758301
20241105-19:51:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:51:49 test_loss 2210 model 3 0.029569168090820313
20241105-19:51:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:51:49 test_loss 2210 model 4 0.03537078857421875
20241105-19:51:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:51:52 test_accuracy 2210 model 3 nb_correct 2317 / 2500 (92.68%)
20241105-19:51:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:51:52 test_accuracy 2210 model 4 nb_correct 2328 / 2500 (93.12%)
20241105-19:51:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:52:01 wrote ae_*.pth
20241105-19:52:01 epoch_duration 2min46s next_finish 19:54:47
20241105-19:52:01 wrote state.pth
20241105-19:52:01 --- epoch 2211 ----------------------------------------
20241105-19:52:01 current_test_accuracies 0.9556 0.9548 0.9540 0.9268 0.9312
20241105-19:52:01 nb_c_quizzes 45067
20241105-19:52:01 weakest_accuracies [0.9268, 0.9312]
20241105-19:52:01 dummy_rand tensor([0.4208])
20241105-19:52:01 dummy_rand tensor([0.3820])
20241105-19:52:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:52:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:54:33 train_loss 2211 model 4 0.03425063610076904
20241105-19:54:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:54:33 train_loss 2211 model 3 0.03456732273101806
20241105-19:54:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:54:36 test_loss 2211 model 4 0.030844039916992187
20241105-19:54:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:54:36 test_loss 2211 model 3 0.028725433349609374
20241105-19:54:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:54:38 test_accuracy 2211 model 4 nb_correct 2305 / 2500 (92.20%)
20241105-19:54:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:54:38 test_accuracy 2211 model 3 nb_correct 2304 / 2500 (92.16%)
20241105-19:54:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:54:48 wrote ae_*.pth
20241105-19:54:48 epoch_duration 2min46s next_finish 19:57:34
20241105-19:54:48 wrote state.pth
20241105-19:54:48 --- epoch 2212 ----------------------------------------
20241105-19:54:48 current_test_accuracies 0.9556 0.9548 0.9540 0.9216 0.9220
20241105-19:54:48 nb_c_quizzes 45067
20241105-19:54:48 weakest_accuracies [0.9216, 0.922]
20241105-19:54:48 dummy_rand tensor([0.9849])
20241105-19:54:48 dummy_rand tensor([0.1767])
20241105-19:54:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:54:48 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:57:20 train_loss 2212 model 3 0.03504095458984375
20241105-19:57:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:57:20 train_loss 2212 model 4 0.034591670989990234
20241105-19:57:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:57:22 test_loss 2212 model 3 0.031490936279296874
20241105-19:57:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:57:22 test_loss 2212 model 4 0.032526397705078126
20241105-19:57:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-19:57:25 test_accuracy 2212 model 3 nb_correct 2348 / 2500 (93.92%)
20241105-19:57:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:57:25 test_accuracy 2212 model 4 nb_correct 2357 / 2500 (94.28%)
20241105-19:57:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-19:57:34 wrote ae_*.pth
20241105-19:57:34 epoch_duration 2min46s next_finish 20:00:21
20241105-19:57:35 wrote state.pth
20241105-19:57:35 --- epoch 2213 ----------------------------------------
20241105-19:57:35 current_test_accuracies 0.9556 0.9548 0.9540 0.9392 0.9428
20241105-19:57:35 nb_c_quizzes 45067
20241105-19:57:35 weakest_accuracies [0.9392, 0.9428]
20241105-19:57:35 dummy_rand tensor([0.0079])
20241105-19:57:35 dummy_rand tensor([0.0653])
20241105-19:57:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-19:57:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:00:06 train_loss 2213 model 3 0.03498431968688965
20241105-20:00:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:00:07 train_loss 2213 model 4 0.034496341705322266
20241105-20:00:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:00:09 test_loss 2213 model 3 0.030633087158203124
20241105-20:00:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:00:09 test_loss 2213 model 4 0.031960067749023435
20241105-20:00:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:00:11 test_accuracy 2213 model 3 nb_correct 2323 / 2500 (92.92%)
20241105-20:00:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:00:11 test_accuracy 2213 model 4 nb_correct 2383 / 2500 (95.32%)
20241105-20:00:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:00:21 wrote ae_*.pth
20241105-20:00:21 epoch_duration 2min46s next_finish 20:03:07
20241105-20:00:21 wrote state.pth
20241105-20:00:21 --- epoch 2214 ----------------------------------------
20241105-20:00:21 current_test_accuracies 0.9556 0.9548 0.9540 0.9292 0.9532
20241105-20:00:21 nb_c_quizzes 45067
20241105-20:00:21 weakest_accuracies [0.9292, 0.9532]
20241105-20:00:21 dummy_rand tensor([0.2033])
20241105-20:00:21 dummy_rand tensor([0.7102])
20241105-20:00:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:00:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:02:53 train_loss 2214 model 3 0.03458274459838867
20241105-20:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:02:53 train_loss 2214 model 4 0.03454036521911621
20241105-20:02:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:02:55 test_loss 2214 model 3 0.02862030029296875
20241105-20:02:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:02:55 test_loss 2214 model 4 0.03003318786621094
20241105-20:02:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:02:57 test_accuracy 2214 model 3 nb_correct 2321 / 2500 (92.84%)
20241105-20:02:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:02:57 test_accuracy 2214 model 4 nb_correct 2310 / 2500 (92.40%)
20241105-20:02:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:03:07 wrote ae_*.pth
20241105-20:03:07 epoch_duration 2min45s next_finish 20:05:52
20241105-20:03:07 wrote state.pth
20241105-20:03:07 --- epoch 2215 ----------------------------------------
20241105-20:03:07 current_test_accuracies 0.9556 0.9548 0.9540 0.9284 0.9240
20241105-20:03:07 nb_c_quizzes 45067
20241105-20:03:07 weakest_accuracies [0.924, 0.9284]
20241105-20:03:07 dummy_rand tensor([0.1344])
20241105-20:03:07 dummy_rand tensor([0.6111])
20241105-20:03:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:03:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:05:39 train_loss 2215 model 4 0.03494876480102539
20241105-20:05:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:05:39 train_loss 2215 model 3 0.034511945724487306
20241105-20:05:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:05:41 test_loss 2215 model 4 0.028872871398925783
20241105-20:05:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:05:41 test_loss 2215 model 3 0.03000804901123047
20241105-20:05:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:05:43 test_accuracy 2215 model 4 nb_correct 2365 / 2500 (94.60%)
20241105-20:05:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:05:43 test_accuracy 2215 model 3 nb_correct 2336 / 2500 (93.44%)
20241105-20:05:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:05:53 wrote ae_*.pth
20241105-20:05:53 epoch_duration 2min45s next_finish 20:08:39
20241105-20:05:53 wrote state.pth
20241105-20:05:53 --- epoch 2216 ----------------------------------------
20241105-20:05:53 current_test_accuracies 0.9556 0.9548 0.9540 0.9344 0.9460
20241105-20:05:53 nb_c_quizzes 45067
20241105-20:05:53 weakest_accuracies [0.9344, 0.946]
20241105-20:05:53 dummy_rand tensor([0.2519])
20241105-20:05:53 dummy_rand tensor([0.6643])
20241105-20:05:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:05:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:08:25 train_loss 2216 model 4 0.034588759422302245
20241105-20:08:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:08:25 train_loss 2216 model 3 0.03524702644348145
20241105-20:08:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:08:27 test_loss 2216 model 4 0.030885238647460938
20241105-20:08:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:08:27 test_loss 2216 model 3 0.027775306701660157
20241105-20:08:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:08:29 test_accuracy 2216 model 4 nb_correct 2334 / 2500 (93.36%)
20241105-20:08:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:08:29 test_accuracy 2216 model 3 nb_correct 2309 / 2500 (92.36%)
20241105-20:08:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:08:39 wrote ae_*.pth
20241105-20:08:39 epoch_duration 2min46s next_finish 20:11:25
20241105-20:08:39 wrote state.pth
20241105-20:08:39 --- epoch 2217 ----------------------------------------
20241105-20:08:39 current_test_accuracies 0.9556 0.9548 0.9540 0.9236 0.9336
20241105-20:08:39 nb_c_quizzes 45067
20241105-20:08:39 weakest_accuracies [0.9236, 0.9336]
20241105-20:08:39 dummy_rand tensor([0.4742])
20241105-20:08:39 dummy_rand tensor([0.0716])
20241105-20:08:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:08:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:11:11 train_loss 2217 model 4 0.034075340270996096
20241105-20:11:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:11:11 train_loss 2217 model 3 0.03506725978851318
20241105-20:11:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:11:13 test_loss 2217 model 4 0.030233001708984374
20241105-20:11:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:11:13 test_loss 2217 model 3 0.031459503173828125
20241105-20:11:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:11:15 test_accuracy 2217 model 4 nb_correct 2346 / 2500 (93.84%)
20241105-20:11:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:11:15 test_accuracy 2217 model 3 nb_correct 2364 / 2500 (94.56%)
20241105-20:11:16 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:11:25 wrote ae_*.pth
20241105-20:11:25 epoch_duration 2min45s next_finish 20:14:11
20241105-20:11:25 wrote state.pth
20241105-20:11:25 --- epoch 2218 ----------------------------------------
20241105-20:11:25 current_test_accuracies 0.9556 0.9548 0.9540 0.9456 0.9384
20241105-20:11:25 nb_c_quizzes 45067
20241105-20:11:25 weakest_accuracies [0.9384, 0.9456]
20241105-20:11:25 dummy_rand tensor([0.9916])
20241105-20:11:25 dummy_rand tensor([0.7422])
20241105-20:11:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:11:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:13:57 train_loss 2218 model 3 0.03467942237854004
20241105-20:13:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:13:57 train_loss 2218 model 4 0.034504931449890135
20241105-20:13:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:13:59 test_loss 2218 model 3 0.02896728515625
20241105-20:13:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:13:59 test_loss 2218 model 4 0.030940284729003908
20241105-20:13:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:14:02 test_accuracy 2218 model 3 nb_correct 2334 / 2500 (93.36%)
20241105-20:14:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:14:02 test_accuracy 2218 model 4 nb_correct 2348 / 2500 (93.92%)
20241105-20:14:02 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:14:11 wrote ae_*.pth
20241105-20:14:11 epoch_duration 2min46s next_finish 20:16:57
20241105-20:14:11 wrote state.pth
20241105-20:14:11 --- epoch 2219 ----------------------------------------
20241105-20:14:11 current_test_accuracies 0.9556 0.9548 0.9540 0.9336 0.9392
20241105-20:14:11 nb_c_quizzes 45067
20241105-20:14:11 weakest_accuracies [0.9336, 0.9392]
20241105-20:14:11 dummy_rand tensor([0.1451])
20241105-20:14:11 dummy_rand tensor([0.4870])
20241105-20:14:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:14:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:16:43 train_loss 2219 model 3 0.035256656646728515
20241105-20:16:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:16:43 train_loss 2219 model 4 0.03452882766723633
20241105-20:16:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:16:45 test_loss 2219 model 3 0.027228575944900513
20241105-20:16:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:16:45 test_loss 2219 model 4 0.0305693244934082
20241105-20:16:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:16:48 test_accuracy 2219 model 3 nb_correct 2349 / 2500 (93.96%)
20241105-20:16:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:16:48 test_accuracy 2219 model 4 nb_correct 2322 / 2500 (92.88%)
20241105-20:16:48 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:16:57 wrote ae_*.pth
20241105-20:16:57 epoch_duration 2min46s next_finish 20:19:43
20241105-20:16:57 wrote state.pth
20241105-20:16:57 --- epoch 2220 ----------------------------------------
20241105-20:16:57 current_test_accuracies 0.9556 0.9548 0.9540 0.9396 0.9288
20241105-20:16:57 nb_c_quizzes 45067
20241105-20:16:57 weakest_accuracies [0.9288, 0.9396]
20241105-20:16:57 dummy_rand tensor([0.3043])
20241105-20:16:57 dummy_rand tensor([0.1278])
20241105-20:16:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:16:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:19:29 train_loss 2220 model 4 0.034838170051574704
20241105-20:19:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:19:29 train_loss 2220 model 3 0.03459101676940918
20241105-20:19:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:19:31 test_loss 2220 model 4 0.031229095458984377
20241105-20:19:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:19:31 test_loss 2220 model 3 0.03329833984375
20241105-20:19:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:19:34 test_accuracy 2220 model 4 nb_correct 2300 / 2500 (92.00%)
20241105-20:19:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:19:34 test_accuracy 2220 model 3 nb_correct 2328 / 2500 (93.12%)
20241105-20:19:34 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:19:43 wrote ae_*.pth
20241105-20:19:43 epoch_duration 2min46s next_finish 20:22:29
20241105-20:19:44 wrote state.pth
20241105-20:19:44 --- epoch 2221 ----------------------------------------
20241105-20:19:44 current_test_accuracies 0.9556 0.9548 0.9540 0.9312 0.9200
20241105-20:19:44 nb_c_quizzes 45067
20241105-20:19:44 weakest_accuracies [0.92, 0.9312]
20241105-20:19:44 dummy_rand tensor([0.9513])
20241105-20:19:44 dummy_rand tensor([0.4334])
20241105-20:19:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:19:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:22:16 train_loss 2221 model 3 0.03502126312255859
20241105-20:22:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:22:16 train_loss 2221 model 4 0.03465386772155762
20241105-20:22:16 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:22:18 test_loss 2221 model 3 0.026082916259765623
20241105-20:22:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:22:19 test_loss 2221 model 4 0.03008293151855469
20241105-20:22:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:22:21 test_accuracy 2221 model 3 nb_correct 2341 / 2500 (93.64%)
20241105-20:22:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:22:21 test_accuracy 2221 model 4 nb_correct 2351 / 2500 (94.04%)
20241105-20:22:21 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:22:30 wrote ae_*.pth
20241105-20:22:30 epoch_duration 2min47s next_finish 20:25:18
20241105-20:22:31 wrote state.pth
20241105-20:22:31 --- epoch 2222 ----------------------------------------
20241105-20:22:31 current_test_accuracies 0.9556 0.9548 0.9540 0.9364 0.9404
20241105-20:22:31 nb_c_quizzes 45067
20241105-20:22:31 weakest_accuracies [0.9364, 0.9404]
20241105-20:22:31 dummy_rand tensor([0.0469])
20241105-20:22:31 dummy_rand tensor([0.6355])
20241105-20:22:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:22:31 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:25:02 train_loss 2222 model 3 0.03548205757141113
20241105-20:25:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:25:03 train_loss 2222 model 4 0.035083351135253904
20241105-20:25:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:25:05 test_loss 2222 model 3 0.028314971923828126
20241105-20:25:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:25:05 test_loss 2222 model 4 0.030804977416992188
20241105-20:25:05 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:25:07 test_accuracy 2222 model 3 nb_correct 2307 / 2500 (92.28%)
20241105-20:25:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:25:07 test_accuracy 2222 model 4 nb_correct 2358 / 2500 (94.32%)
20241105-20:25:07 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:25:17 wrote ae_*.pth
20241105-20:25:17 epoch_duration 2min46s next_finish 20:28:03
20241105-20:25:17 wrote state.pth
20241105-20:25:17 --- epoch 2223 ----------------------------------------
20241105-20:25:17 current_test_accuracies 0.9556 0.9548 0.9540 0.9228 0.9432
20241105-20:25:17 nb_c_quizzes 45067
20241105-20:25:17 weakest_accuracies [0.9228, 0.9432]
20241105-20:25:17 dummy_rand tensor([0.7512])
20241105-20:25:17 dummy_rand tensor([0.8791])
20241105-20:25:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:25:17 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:27:48 train_loss 2223 model 4 0.0344007625579834
20241105-20:27:48 train_loss 2223 model 3 0.03462588882446289
20241105-20:27:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:27:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:27:51 test_loss 2223 model 4 0.027731246948242187
20241105-20:27:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:27:51 test_loss 2223 model 3 0.0289501953125
20241105-20:27:51 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:27:53 test_accuracy 2223 model 4 nb_correct 2344 / 2500 (93.76%)
20241105-20:27:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:27:53 test_accuracy 2223 model 3 nb_correct 2311 / 2500 (92.44%)
20241105-20:27:53 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:28:03 wrote ae_*.pth
20241105-20:28:03 epoch_duration 2min46s next_finish 20:30:49
20241105-20:28:03 wrote state.pth
20241105-20:28:03 --- epoch 2224 ----------------------------------------
20241105-20:28:03 current_test_accuracies 0.9556 0.9548 0.9540 0.9244 0.9376
20241105-20:28:03 nb_c_quizzes 45067
20241105-20:28:03 weakest_accuracies [0.9244, 0.9376]
20241105-20:28:03 dummy_rand tensor([0.4367])
20241105-20:28:03 dummy_rand tensor([0.1938])
20241105-20:28:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:28:03 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:30:35 train_loss 2224 model 3 0.034620441436767575
20241105-20:30:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:30:35 train_loss 2224 model 4 0.03484695816040039
20241105-20:30:35 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:30:37 test_loss 2224 model 3 0.0300250244140625
20241105-20:30:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:30:37 test_loss 2224 model 4 0.029129962921142578
20241105-20:30:37 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:30:39 test_accuracy 2224 model 3 nb_correct 2314 / 2500 (92.56%)
20241105-20:30:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:30:39 test_accuracy 2224 model 4 nb_correct 2389 / 2500 (95.56%)
20241105-20:30:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:30:49 wrote ae_*.pth
20241105-20:30:49 epoch_duration 2min45s next_finish 20:33:35
20241105-20:30:49 wrote state.pth
20241105-20:30:49 --- epoch 2225 ----------------------------------------
20241105-20:30:49 current_test_accuracies 0.9556 0.9548 0.9540 0.9256 0.9556
20241105-20:30:49 nb_c_quizzes 45067
20241105-20:30:49 weakest_accuracies [0.9256, 0.954]
20241105-20:30:49 dummy_rand tensor([0.9048])
20241105-20:30:49 dummy_rand tensor([0.3018])
20241105-20:30:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:30:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:33:21 train_loss 2225 model 3 0.034895004272460936
20241105-20:33:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:33:21 train_loss 2225 model 2 0.03484964179992676
20241105-20:33:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:33:23 test_loss 2225 model 3 0.032873306274414066
20241105-20:33:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:33:23 test_loss 2225 model 2 0.0291546630859375
20241105-20:33:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:33:25 test_accuracy 2225 model 3 nb_correct 2257 / 2500 (90.28%)
20241105-20:33:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:33:25 test_accuracy 2225 model 2 nb_correct 2293 / 2500 (91.72%)
20241105-20:33:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:33:35 wrote ae_*.pth
20241105-20:33:35 epoch_duration 2min46s next_finish 20:36:21
20241105-20:33:35 wrote state.pth
20241105-20:33:35 --- epoch 2226 ----------------------------------------
20241105-20:33:35 current_test_accuracies 0.9556 0.9548 0.9172 0.9028 0.9556
20241105-20:33:35 nb_c_quizzes 45067
20241105-20:33:35 weakest_accuracies [0.9028, 0.9172]
20241105-20:33:35 dummy_rand tensor([0.8544])
20241105-20:33:35 dummy_rand tensor([0.0170])
20241105-20:33:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:33:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:36:07 train_loss 2226 model 2 0.034923247337341305
20241105-20:36:07 train_loss 2226 model 3 0.03493391036987305
20241105-20:36:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:36:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:36:09 test_loss 2226 model 2 0.031941680908203124
20241105-20:36:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:36:09 test_loss 2226 model 3 0.03131175994873047
20241105-20:36:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:36:11 test_accuracy 2226 model 2 nb_correct 2345 / 2500 (93.80%)
20241105-20:36:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:36:11 test_accuracy 2226 model 3 nb_correct 2333 / 2500 (93.32%)
20241105-20:36:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:36:21 wrote ae_*.pth
20241105-20:36:21 epoch_duration 2min46s next_finish 20:39:07
20241105-20:36:21 wrote state.pth
20241105-20:36:21 --- epoch 2227 ----------------------------------------
20241105-20:36:21 current_test_accuracies 0.9556 0.9548 0.9380 0.9332 0.9556
20241105-20:36:21 nb_c_quizzes 45067
20241105-20:36:21 weakest_accuracies [0.9332, 0.938]
20241105-20:36:21 dummy_rand tensor([0.5415])
20241105-20:36:21 dummy_rand tensor([0.1112])
20241105-20:36:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:36:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:38:53 train_loss 2227 model 3 0.03529528045654297
20241105-20:38:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:38:53 train_loss 2227 model 2 0.03363851737976074
20241105-20:38:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:38:55 test_loss 2227 model 3 0.030490875244140625
20241105-20:38:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:38:55 test_loss 2227 model 2 0.032115325927734376
20241105-20:38:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:38:57 test_accuracy 2227 model 3 nb_correct 2367 / 2500 (94.68%)
20241105-20:38:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:38:58 test_accuracy 2227 model 2 nb_correct 2297 / 2500 (91.88%)
20241105-20:38:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:39:07 wrote ae_*.pth
20241105-20:39:07 epoch_duration 2min46s next_finish 20:41:53
20241105-20:39:07 wrote state.pth
20241105-20:39:07 --- epoch 2228 ----------------------------------------
20241105-20:39:07 current_test_accuracies 0.9556 0.9548 0.9188 0.9468 0.9556
20241105-20:39:07 nb_c_quizzes 45067
20241105-20:39:07 weakest_accuracies [0.9188, 0.9468]
20241105-20:39:07 dummy_rand tensor([0.7545])
20241105-20:39:07 dummy_rand tensor([0.8985])
20241105-20:39:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:39:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:41:39 train_loss 2228 model 3 0.03522047996520996
20241105-20:41:39 train_loss 2228 model 2 0.03507381439208984
20241105-20:41:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:41:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:41:42 test_loss 2228 model 3 0.030977401733398437
20241105-20:41:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:41:42 test_loss 2228 model 2 0.030691757202148437
20241105-20:41:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:41:44 test_accuracy 2228 model 3 nb_correct 2335 / 2500 (93.40%)
20241105-20:41:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:41:44 test_accuracy 2228 model 2 nb_correct 2345 / 2500 (93.80%)
20241105-20:41:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:41:54 wrote ae_*.pth
20241105-20:41:54 epoch_duration 2min46s next_finish 20:44:41
20241105-20:41:54 wrote state.pth
20241105-20:41:54 --- epoch 2229 ----------------------------------------
20241105-20:41:54 current_test_accuracies 0.9556 0.9548 0.9380 0.9340 0.9556
20241105-20:41:54 nb_c_quizzes 45067
20241105-20:41:54 weakest_accuracies [0.934, 0.938]
20241105-20:41:54 dummy_rand tensor([0.1339])
20241105-20:41:54 dummy_rand tensor([0.1712])
20241105-20:41:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:41:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:44:26 train_loss 2229 model 3 0.03478441047668457
20241105-20:44:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:44:26 train_loss 2229 model 2 0.03442570972442627
20241105-20:44:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:44:28 test_loss 2229 model 3 0.027973403930664064
20241105-20:44:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:44:28 test_loss 2229 model 2 0.030747528076171874
20241105-20:44:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:44:31 test_accuracy 2229 model 3 nb_correct 2343 / 2500 (93.72%)
20241105-20:44:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:44:31 test_accuracy 2229 model 2 nb_correct 2332 / 2500 (93.28%)
20241105-20:44:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:44:40 wrote ae_*.pth
20241105-20:44:40 epoch_duration 2min46s next_finish 20:47:26
20241105-20:44:40 wrote state.pth
20241105-20:44:40 --- epoch 2230 ----------------------------------------
20241105-20:44:40 current_test_accuracies 0.9556 0.9548 0.9328 0.9372 0.9556
20241105-20:44:40 nb_c_quizzes 45067
20241105-20:44:40 weakest_accuracies [0.9328, 0.9372]
20241105-20:44:40 dummy_rand tensor([0.5289])
20241105-20:44:40 dummy_rand tensor([0.8025])
20241105-20:44:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:44:40 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:47:12 train_loss 2230 model 3 0.03411165523529053
20241105-20:47:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:47:12 train_loss 2230 model 2 0.03441615295410156
20241105-20:47:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:47:14 test_loss 2230 model 3 0.028973960876464845
20241105-20:47:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:47:14 test_loss 2230 model 2 0.02828269958496094
20241105-20:47:14 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:47:17 test_accuracy 2230 model 3 nb_correct 2331 / 2500 (93.24%)
20241105-20:47:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:47:17 test_accuracy 2230 model 2 nb_correct 2308 / 2500 (92.32%)
20241105-20:47:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:47:26 wrote ae_*.pth
20241105-20:47:26 epoch_duration 2min46s next_finish 20:50:13
20241105-20:47:27 wrote state.pth
20241105-20:47:27 --- epoch 2231 ----------------------------------------
20241105-20:47:27 current_test_accuracies 0.9556 0.9548 0.9232 0.9324 0.9556
20241105-20:47:27 nb_c_quizzes 45067
20241105-20:47:27 weakest_accuracies [0.9232, 0.9324]
20241105-20:47:27 dummy_rand tensor([0.6481])
20241105-20:47:27 dummy_rand tensor([0.5646])
20241105-20:47:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:47:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:49:58 train_loss 2231 model 3 0.03564698028564453
20241105-20:49:58 train_loss 2231 model 2 0.03473883056640625
20241105-20:49:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:49:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:50:01 test_loss 2231 model 3 0.028131027221679688
20241105-20:50:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:50:01 test_loss 2231 model 2 0.027444238662719726
20241105-20:50:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:50:03 test_accuracy 2231 model 3 nb_correct 2239 / 2500 (89.56%)
20241105-20:50:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:50:03 test_accuracy 2231 model 2 nb_correct 2341 / 2500 (93.64%)
20241105-20:50:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:50:13 wrote ae_*.pth
20241105-20:50:13 epoch_duration 2min46s next_finish 20:52:59
20241105-20:50:13 wrote state.pth
20241105-20:50:13 --- epoch 2232 ----------------------------------------
20241105-20:50:13 current_test_accuracies 0.9556 0.9548 0.9364 0.8956 0.9556
20241105-20:50:13 nb_c_quizzes 45067
20241105-20:50:13 weakest_accuracies [0.8956, 0.9364]
20241105-20:50:13 dummy_rand tensor([0.4146])
20241105-20:50:13 dummy_rand tensor([0.3579])
20241105-20:50:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:50:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:52:45 train_loss 2232 model 3 0.03540537834167481
20241105-20:52:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:52:45 train_loss 2232 model 2 0.03511891746520996
20241105-20:52:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:52:47 test_loss 2232 model 3 0.03436248779296875
20241105-20:52:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:52:47 test_loss 2232 model 2 0.02796905517578125
20241105-20:52:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:52:49 test_accuracy 2232 model 3 nb_correct 2336 / 2500 (93.44%)
20241105-20:52:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:52:49 test_accuracy 2232 model 2 nb_correct 2321 / 2500 (92.84%)
20241105-20:52:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:52:59 wrote ae_*.pth
20241105-20:52:59 epoch_duration 2min46s next_finish 20:55:45
20241105-20:52:59 wrote state.pth
20241105-20:52:59 --- epoch 2233 ----------------------------------------
20241105-20:52:59 current_test_accuracies 0.9556 0.9548 0.9284 0.9344 0.9556
20241105-20:52:59 nb_c_quizzes 45067
20241105-20:52:59 weakest_accuracies [0.9284, 0.9344]
20241105-20:52:59 dummy_rand tensor([0.0214])
20241105-20:52:59 dummy_rand tensor([0.5946])
20241105-20:52:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:52:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:55:31 train_loss 2233 model 3 0.03378774452209472
20241105-20:55:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:55:31 train_loss 2233 model 2 0.03450447845458984
20241105-20:55:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:55:33 test_loss 2233 model 3 0.028018646240234375
20241105-20:55:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:55:33 test_loss 2233 model 2 0.027699432373046874
20241105-20:55:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:55:36 test_accuracy 2233 model 3 nb_correct 2344 / 2500 (93.76%)
20241105-20:55:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:55:36 test_accuracy 2233 model 2 nb_correct 2319 / 2500 (92.76%)
20241105-20:55:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:55:45 wrote ae_*.pth
20241105-20:55:45 epoch_duration 2min46s next_finish 20:58:32
20241105-20:55:46 wrote state.pth
20241105-20:55:46 --- epoch 2234 ----------------------------------------
20241105-20:55:46 current_test_accuracies 0.9556 0.9548 0.9276 0.9376 0.9556
20241105-20:55:46 nb_c_quizzes 45067
20241105-20:55:46 weakest_accuracies [0.9276, 0.9376]
20241105-20:55:46 dummy_rand tensor([0.9316])
20241105-20:55:46 dummy_rand tensor([0.4076])
20241105-20:55:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:55:46 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:58:18 train_loss 2234 model 3 0.03587372970581055
20241105-20:58:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:58:18 train_loss 2234 model 2 0.034255786895751955
20241105-20:58:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:58:20 test_loss 2234 model 3 0.02930427551269531
20241105-20:58:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:58:20 test_loss 2234 model 2 0.029990081787109376
20241105-20:58:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-20:58:22 test_accuracy 2234 model 3 nb_correct 2353 / 2500 (94.12%)
20241105-20:58:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:58:22 test_accuracy 2234 model 2 nb_correct 2271 / 2500 (90.84%)
20241105-20:58:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-20:58:32 wrote ae_*.pth
20241105-20:58:32 epoch_duration 2min46s next_finish 21:01:18
20241105-20:58:32 wrote state.pth
20241105-20:58:32 --- epoch 2235 ----------------------------------------
20241105-20:58:32 current_test_accuracies 0.9556 0.9548 0.9084 0.9412 0.9556
20241105-20:58:32 nb_c_quizzes 45067
20241105-20:58:32 weakest_accuracies [0.9084, 0.9412]
20241105-20:58:32 dummy_rand tensor([0.4277])
20241105-20:58:32 dummy_rand tensor([0.9905])
20241105-20:58:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-20:58:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:01:04 train_loss 2235 model 2 0.034236291885375976
20241105-21:01:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:01:04 train_loss 2235 model 3 0.03378860092163086
20241105-21:01:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:01:06 test_loss 2235 model 2 0.029063873291015625
20241105-21:01:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:01:06 test_loss 2235 model 3 0.034788894653320315
20241105-21:01:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:01:08 test_accuracy 2235 model 2 nb_correct 2321 / 2500 (92.84%)
20241105-21:01:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:01:08 test_accuracy 2235 model 3 nb_correct 2327 / 2500 (93.08%)
20241105-21:01:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:01:18 wrote ae_*.pth
20241105-21:01:18 epoch_duration 2min46s next_finish 21:04:04
20241105-21:01:18 wrote state.pth
20241105-21:01:18 --- epoch 2236 ----------------------------------------
20241105-21:01:18 current_test_accuracies 0.9556 0.9548 0.9284 0.9308 0.9556
20241105-21:01:18 nb_c_quizzes 45067
20241105-21:01:18 weakest_accuracies [0.9284, 0.9308]
20241105-21:01:18 dummy_rand tensor([0.8505])
20241105-21:01:18 dummy_rand tensor([0.8707])
20241105-21:01:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:01:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:03:50 train_loss 2236 model 2 0.035228242874145506
20241105-21:03:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:03:50 train_loss 2236 model 3 0.03531107902526855
20241105-21:03:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:03:52 test_loss 2236 model 2 0.027804031372070312
20241105-21:03:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:03:53 test_loss 2236 model 3 0.029029178619384765
20241105-21:03:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:03:55 test_accuracy 2236 model 2 nb_correct 2290 / 2500 (91.60%)
20241105-21:03:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:03:55 test_accuracy 2236 model 3 nb_correct 2327 / 2500 (93.08%)
20241105-21:03:55 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:04:05 wrote ae_*.pth
20241105-21:04:05 epoch_duration 2min46s next_finish 21:06:51
20241105-21:04:05 wrote state.pth
20241105-21:04:05 --- epoch 2237 ----------------------------------------
20241105-21:04:05 current_test_accuracies 0.9556 0.9548 0.9160 0.9308 0.9556
20241105-21:04:05 nb_c_quizzes 45067
20241105-21:04:05 weakest_accuracies [0.916, 0.9308]
20241105-21:04:05 dummy_rand tensor([0.2407])
20241105-21:04:05 dummy_rand tensor([0.7139])
20241105-21:04:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:04:05 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:06:36 train_loss 2237 model 2 0.03483067321777344
20241105-21:06:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:06:36 train_loss 2237 model 3 0.0341614990234375
20241105-21:06:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:06:39 test_loss 2237 model 2 0.02583587646484375
20241105-21:06:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:06:39 test_loss 2237 model 3 0.032977447509765626
20241105-21:06:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:06:41 test_accuracy 2237 model 2 nb_correct 2329 / 2500 (93.16%)
20241105-21:06:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:06:41 test_accuracy 2237 model 3 nb_correct 2351 / 2500 (94.04%)
20241105-21:06:41 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:06:51 wrote ae_*.pth
20241105-21:06:51 epoch_duration 2min46s next_finish 21:09:37
20241105-21:06:51 wrote state.pth
20241105-21:06:51 --- epoch 2238 ----------------------------------------
20241105-21:06:51 current_test_accuracies 0.9556 0.9548 0.9316 0.9404 0.9556
20241105-21:06:51 nb_c_quizzes 45067
20241105-21:06:51 weakest_accuracies [0.9316, 0.9404]
20241105-21:06:51 dummy_rand tensor([0.7618])
20241105-21:06:51 dummy_rand tensor([0.2038])
20241105-21:06:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:06:51 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:09:23 train_loss 2238 model 3 0.03460412788391113
20241105-21:09:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:09:23 train_loss 2238 model 2 0.034550132751464846
20241105-21:09:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:09:25 test_loss 2238 model 3 0.0290704345703125
20241105-21:09:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:09:25 test_loss 2238 model 2 0.029497756958007812
20241105-21:09:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:09:27 test_accuracy 2238 model 3 nb_correct 2314 / 2500 (92.56%)
20241105-21:09:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:09:27 test_accuracy 2238 model 2 nb_correct 2319 / 2500 (92.76%)
20241105-21:09:27 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:09:37 wrote ae_*.pth
20241105-21:09:37 epoch_duration 2min46s next_finish 21:12:23
20241105-21:09:37 wrote state.pth
20241105-21:09:37 --- epoch 2239 ----------------------------------------
20241105-21:09:37 current_test_accuracies 0.9556 0.9548 0.9276 0.9256 0.9556
20241105-21:09:37 nb_c_quizzes 45067
20241105-21:09:37 weakest_accuracies [0.9256, 0.9276]
20241105-21:09:37 dummy_rand tensor([0.7964])
20241105-21:09:37 dummy_rand tensor([0.0105])
20241105-21:09:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:09:37 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:12:09 train_loss 2239 model 3 0.03440130233764648
20241105-21:12:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:12:09 train_loss 2239 model 2 0.03389391708374023
20241105-21:12:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:12:11 test_loss 2239 model 3 0.029353179931640626
20241105-21:12:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:12:11 test_loss 2239 model 2 0.027679367065429686
20241105-21:12:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:12:13 test_accuracy 2239 model 3 nb_correct 2386 / 2500 (95.44%)
20241105-21:12:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:12:13 test_accuracy 2239 model 2 nb_correct 2319 / 2500 (92.76%)
20241105-21:12:13 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:12:23 wrote ae_*.pth
20241105-21:12:23 epoch_duration 2min46s next_finish 21:15:09
20241105-21:12:23 wrote state.pth
20241105-21:12:23 --- epoch 2240 ----------------------------------------
20241105-21:12:23 current_test_accuracies 0.9556 0.9548 0.9276 0.9544 0.9556
20241105-21:12:23 nb_c_quizzes 45067
20241105-21:12:23 weakest_accuracies [0.9276, 0.9544]
20241105-21:12:23 dummy_rand tensor([0.1812])
20241105-21:12:23 dummy_rand tensor([0.9222])
20241105-21:12:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:12:23 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:14:56 train_loss 2240 model 2 0.034583109855651856
20241105-21:14:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:14:56 train_loss 2240 model 3 0.035340465545654294
20241105-21:14:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:14:58 test_loss 2240 model 2 0.03240768432617187
20241105-21:14:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:14:58 test_loss 2240 model 3 0.03264251708984375
20241105-21:14:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:15:00 test_accuracy 2240 model 2 nb_correct 2280 / 2500 (91.20%)
20241105-21:15:00 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:15:01 test_accuracy 2240 model 3 nb_correct 2285 / 2500 (91.40%)
20241105-21:15:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:15:10 wrote ae_*.pth
20241105-21:15:10 epoch_duration 2min47s next_finish 21:17:57
20241105-21:15:10 wrote state.pth
20241105-21:15:10 --- epoch 2241 ----------------------------------------
20241105-21:15:10 current_test_accuracies 0.9556 0.9548 0.9120 0.9140 0.9556
20241105-21:15:10 nb_c_quizzes 45067
20241105-21:15:10 weakest_accuracies [0.912, 0.914]
20241105-21:15:10 dummy_rand tensor([0.0083])
20241105-21:15:10 dummy_rand tensor([0.7089])
20241105-21:15:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:15:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:17:42 train_loss 2241 model 3 0.034163753509521486
20241105-21:17:42 train_loss 2241 model 2 0.03363567733764648
20241105-21:17:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:17:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:17:45 test_loss 2241 model 3 0.029025115966796876
20241105-21:17:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:17:45 test_loss 2241 model 2 0.03289627075195312
20241105-21:17:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:17:47 test_accuracy 2241 model 3 nb_correct 2360 / 2500 (94.40%)
20241105-21:17:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:17:47 test_accuracy 2241 model 2 nb_correct 2351 / 2500 (94.04%)
20241105-21:17:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:17:57 wrote ae_*.pth
20241105-21:17:57 epoch_duration 2min46s next_finish 21:20:43
20241105-21:17:57 wrote state.pth
20241105-21:17:57 --- epoch 2242 ----------------------------------------
20241105-21:17:57 current_test_accuracies 0.9556 0.9548 0.9404 0.9440 0.9556
20241105-21:17:57 nb_c_quizzes 45067
20241105-21:17:57 weakest_accuracies [0.9404, 0.944]
20241105-21:17:57 dummy_rand tensor([0.4854])
20241105-21:17:57 dummy_rand tensor([0.2508])
20241105-21:17:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:17:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:20:29 train_loss 2242 model 2 0.03446164321899414
20241105-21:20:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:20:29 train_loss 2242 model 3 0.034887035369873046
20241105-21:20:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:20:31 test_loss 2242 model 2 0.03359390258789063
20241105-21:20:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:20:31 test_loss 2242 model 3 0.02825073719024658
20241105-21:20:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:20:33 test_accuracy 2242 model 2 nb_correct 2268 / 2500 (90.72%)
20241105-21:20:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:20:33 test_accuracy 2242 model 3 nb_correct 2363 / 2500 (94.52%)
20241105-21:20:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:20:43 wrote ae_*.pth
20241105-21:20:43 epoch_duration 2min46s next_finish 21:23:29
20241105-21:20:43 wrote state.pth
20241105-21:20:43 --- epoch 2243 ----------------------------------------
20241105-21:20:43 current_test_accuracies 0.9556 0.9548 0.9072 0.9452 0.9556
20241105-21:20:43 nb_c_quizzes 45067
20241105-21:20:43 weakest_accuracies [0.9072, 0.9452]
20241105-21:20:43 dummy_rand tensor([0.9754])
20241105-21:20:43 dummy_rand tensor([0.0524])
20241105-21:20:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:20:43 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:23:15 train_loss 2243 model 2 0.03564872360229492
20241105-21:23:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:23:15 train_loss 2243 model 3 0.034763404846191406
20241105-21:23:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:23:17 test_loss 2243 model 2 0.027603912353515624
20241105-21:23:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:23:17 test_loss 2243 model 3 0.02811614990234375
20241105-21:23:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:23:19 test_accuracy 2243 model 2 nb_correct 2332 / 2500 (93.28%)
20241105-21:23:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:23:19 test_accuracy 2243 model 3 nb_correct 2323 / 2500 (92.92%)
20241105-21:23:19 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:23:29 wrote ae_*.pth
20241105-21:23:29 epoch_duration 2min46s next_finish 21:26:15
20241105-21:23:29 wrote state.pth
20241105-21:23:29 --- epoch 2244 ----------------------------------------
20241105-21:23:29 current_test_accuracies 0.9556 0.9548 0.9328 0.9292 0.9556
20241105-21:23:29 nb_c_quizzes 45067
20241105-21:23:29 weakest_accuracies [0.9292, 0.9328]
20241105-21:23:29 dummy_rand tensor([0.5737])
20241105-21:23:29 dummy_rand tensor([0.6781])
20241105-21:23:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:23:29 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:26:01 train_loss 2244 model 3 0.03426484775543213
20241105-21:26:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:26:01 train_loss 2244 model 2 0.03561305046081543
20241105-21:26:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:26:03 test_loss 2244 model 3 0.0313385009765625
20241105-21:26:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:26:03 test_loss 2244 model 2 0.029067611694335936
20241105-21:26:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:26:05 test_accuracy 2244 model 3 nb_correct 2335 / 2500 (93.40%)
20241105-21:26:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:26:05 test_accuracy 2244 model 2 nb_correct 2341 / 2500 (93.64%)
20241105-21:26:05 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:26:15 wrote ae_*.pth
20241105-21:26:15 epoch_duration 2min46s next_finish 21:29:01
20241105-21:26:15 wrote state.pth
20241105-21:26:15 --- epoch 2245 ----------------------------------------
20241105-21:26:15 current_test_accuracies 0.9556 0.9548 0.9364 0.9340 0.9556
20241105-21:26:15 nb_c_quizzes 45067
20241105-21:26:15 weakest_accuracies [0.934, 0.9364]
20241105-21:26:15 dummy_rand tensor([0.1847])
20241105-21:26:15 dummy_rand tensor([0.0794])
20241105-21:26:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:26:15 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:28:47 train_loss 2245 model 2 0.03455162811279297
20241105-21:28:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:28:47 train_loss 2245 model 3 0.03436883544921875
20241105-21:28:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:28:49 test_loss 2245 model 2 0.029164886474609374
20241105-21:28:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:28:49 test_loss 2245 model 3 0.029362573623657226
20241105-21:28:49 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:28:51 test_accuracy 2245 model 2 nb_correct 2282 / 2500 (91.28%)
20241105-21:28:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:28:51 test_accuracy 2245 model 3 nb_correct 2332 / 2500 (93.28%)
20241105-21:28:51 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:29:01 wrote ae_*.pth
20241105-21:29:01 epoch_duration 2min46s next_finish 21:31:47
20241105-21:29:01 wrote state.pth
20241105-21:29:01 --- epoch 2246 ----------------------------------------
20241105-21:29:01 current_test_accuracies 0.9556 0.9548 0.9128 0.9328 0.9556
20241105-21:29:01 nb_c_quizzes 45067
20241105-21:29:01 weakest_accuracies [0.9128, 0.9328]
20241105-21:29:01 dummy_rand tensor([0.6085])
20241105-21:29:01 dummy_rand tensor([0.1816])
20241105-21:29:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:29:01 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:31:33 train_loss 2246 model 2 0.034247711181640626
20241105-21:31:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:31:34 train_loss 2246 model 3 0.03402156829833984
20241105-21:31:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:31:36 test_loss 2246 model 2 0.0282098388671875
20241105-21:31:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:31:36 test_loss 2246 model 3 0.031608200073242186
20241105-21:31:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:31:38 test_accuracy 2246 model 2 nb_correct 2312 / 2500 (92.48%)
20241105-21:31:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:31:39 test_accuracy 2246 model 3 nb_correct 2368 / 2500 (94.72%)
20241105-21:31:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:31:48 wrote ae_*.pth
20241105-21:31:48 epoch_duration 2min47s next_finish 21:34:35
20241105-21:31:48 wrote state.pth
20241105-21:31:48 --- epoch 2247 ----------------------------------------
20241105-21:31:48 current_test_accuracies 0.9556 0.9548 0.9248 0.9472 0.9556
20241105-21:31:48 nb_c_quizzes 45067
20241105-21:31:48 weakest_accuracies [0.9248, 0.9472]
20241105-21:31:48 dummy_rand tensor([0.6310])
20241105-21:31:48 dummy_rand tensor([0.5196])
20241105-21:31:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:31:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:34:20 train_loss 2247 model 3 0.035319337844848635
20241105-21:34:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:34:20 train_loss 2247 model 2 0.03487212562561035
20241105-21:34:20 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:34:22 test_loss 2247 model 3 0.028048324584960937
20241105-21:34:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:34:22 test_loss 2247 model 2 0.03173797607421875
20241105-21:34:22 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:34:25 test_accuracy 2247 model 3 nb_correct 2367 / 2500 (94.68%)
20241105-21:34:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:34:25 test_accuracy 2247 model 2 nb_correct 2327 / 2500 (93.08%)
20241105-21:34:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:34:34 wrote ae_*.pth
20241105-21:34:34 epoch_duration 2min46s next_finish 21:37:20
20241105-21:34:35 wrote state.pth
20241105-21:34:35 --- epoch 2248 ----------------------------------------
20241105-21:34:35 current_test_accuracies 0.9556 0.9548 0.9308 0.9468 0.9556
20241105-21:34:35 nb_c_quizzes 45067
20241105-21:34:35 weakest_accuracies [0.9308, 0.9468]
20241105-21:34:35 dummy_rand tensor([0.4334])
20241105-21:34:35 dummy_rand tensor([0.6755])
20241105-21:34:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:34:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:37:06 train_loss 2248 model 3 0.03518094635009766
20241105-21:37:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:37:06 train_loss 2248 model 2 0.034477157592773436
20241105-21:37:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:37:09 test_loss 2248 model 3 0.0279803466796875
20241105-21:37:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:37:09 test_loss 2248 model 2 0.03275131225585937
20241105-21:37:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:37:11 test_accuracy 2248 model 3 nb_correct 2345 / 2500 (93.80%)
20241105-21:37:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:37:11 test_accuracy 2248 model 2 nb_correct 2350 / 2500 (94.00%)
20241105-21:37:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:37:21 wrote ae_*.pth
20241105-21:37:21 epoch_duration 2min46s next_finish 21:40:07
20241105-21:37:21 wrote state.pth
20241105-21:37:21 --- epoch 2249 ----------------------------------------
20241105-21:37:21 current_test_accuracies 0.9556 0.9548 0.9400 0.9380 0.9556
20241105-21:37:21 nb_c_quizzes 45067
20241105-21:37:21 weakest_accuracies [0.938, 0.94]
20241105-21:37:21 dummy_rand tensor([0.5643])
20241105-21:37:21 dummy_rand tensor([0.0205])
20241105-21:37:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:37:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:39:52 train_loss 2249 model 3 0.034923688888549805
20241105-21:39:52 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:39:53 train_loss 2249 model 2 0.03452156639099121
20241105-21:39:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:39:55 test_loss 2249 model 3 0.029792938232421875
20241105-21:39:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:39:55 test_loss 2249 model 2 0.026205215454101562
20241105-21:39:55 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:39:57 test_accuracy 2249 model 3 nb_correct 2338 / 2500 (93.52%)
20241105-21:39:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:39:57 test_accuracy 2249 model 2 nb_correct 2374 / 2500 (94.96%)
20241105-21:39:57 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:40:07 wrote ae_*.pth
20241105-21:40:07 epoch_duration 2min46s next_finish 21:42:53
20241105-21:40:07 wrote state.pth
20241105-21:40:07 --- epoch 2250 ----------------------------------------
20241105-21:40:07 current_test_accuracies 0.9556 0.9548 0.9496 0.9352 0.9556
20241105-21:40:07 nb_c_quizzes 45067
20241105-21:40:07 weakest_accuracies [0.9352, 0.9496]
20241105-21:40:07 dummy_rand tensor([0.6739])
20241105-21:40:07 dummy_rand tensor([0.9020])
20241105-21:40:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:40:07 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:42:39 train_loss 2250 model 3 0.03505915355682373
20241105-21:42:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:42:39 train_loss 2250 model 2 0.03428098487854004
20241105-21:42:39 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:42:41 test_loss 2250 model 3 0.028546142578125
20241105-21:42:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:42:41 test_loss 2250 model 2 0.032439041137695315
20241105-21:42:41 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:42:43 test_accuracy 2250 model 3 nb_correct 2318 / 2500 (92.72%)
20241105-21:42:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:42:43 test_accuracy 2250 model 2 nb_correct 2337 / 2500 (93.48%)
20241105-21:42:43 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:42:53 wrote ae_*.pth
20241105-21:42:53 epoch_duration 2min46s next_finish 21:45:39
20241105-21:42:53 wrote state.pth
20241105-21:42:53 --- epoch 2251 ----------------------------------------
20241105-21:42:53 current_test_accuracies 0.9556 0.9548 0.9348 0.9272 0.9556
20241105-21:42:53 nb_c_quizzes 45067
20241105-21:42:53 weakest_accuracies [0.9272, 0.9348]
20241105-21:42:53 dummy_rand tensor([0.2567])
20241105-21:42:53 dummy_rand tensor([0.1658])
20241105-21:42:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:42:53 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:45:24 train_loss 2251 model 3 0.035333030700683596
20241105-21:45:24 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:45:25 train_loss 2251 model 2 0.03462291622161865
20241105-21:45:25 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:45:27 test_loss 2251 model 3 0.027810134887695313
20241105-21:45:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:45:27 test_loss 2251 model 2 0.027809295654296875
20241105-21:45:27 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:45:29 test_accuracy 2251 model 3 nb_correct 2370 / 2500 (94.80%)
20241105-21:45:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:45:29 test_accuracy 2251 model 2 nb_correct 2336 / 2500 (93.44%)
20241105-21:45:29 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:45:39 wrote ae_*.pth
20241105-21:45:39 epoch_duration 2min46s next_finish 21:48:25
20241105-21:45:39 wrote state.pth
20241105-21:45:39 --- epoch 2252 ----------------------------------------
20241105-21:45:39 current_test_accuracies 0.9556 0.9548 0.9344 0.9480 0.9556
20241105-21:45:39 nb_c_quizzes 45067
20241105-21:45:39 weakest_accuracies [0.9344, 0.948]
20241105-21:45:39 dummy_rand tensor([0.5358])
20241105-21:45:39 dummy_rand tensor([0.1567])
20241105-21:45:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:45:39 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:48:11 train_loss 2252 model 2 0.03475814628601074
20241105-21:48:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:48:11 train_loss 2252 model 3 0.03515823364257813
20241105-21:48:11 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:48:13 test_loss 2252 model 2 0.030586929321289064
20241105-21:48:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:48:13 test_loss 2252 model 3 0.03055511474609375
20241105-21:48:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:48:15 test_accuracy 2252 model 2 nb_correct 2350 / 2500 (94.00%)
20241105-21:48:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:48:15 test_accuracy 2252 model 3 nb_correct 2352 / 2500 (94.08%)
20241105-21:48:15 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:48:25 wrote ae_*.pth
20241105-21:48:25 epoch_duration 2min45s next_finish 21:51:11
20241105-21:48:25 wrote state.pth
20241105-21:48:25 --- epoch 2253 ----------------------------------------
20241105-21:48:25 current_test_accuracies 0.9556 0.9548 0.9400 0.9408 0.9556
20241105-21:48:25 nb_c_quizzes 45067
20241105-21:48:25 weakest_accuracies [0.94, 0.9408]
20241105-21:48:25 dummy_rand tensor([0.5458])
20241105-21:48:25 dummy_rand tensor([0.8327])
20241105-21:48:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:48:25 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:50:57 train_loss 2253 model 2 0.03423800277709961
20241105-21:50:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:50:57 train_loss 2253 model 3 0.035382465362548826
20241105-21:50:57 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:50:59 test_loss 2253 model 2 0.02817657470703125
20241105-21:50:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:50:59 test_loss 2253 model 3 0.03171340942382812
20241105-21:50:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:51:01 test_accuracy 2253 model 2 nb_correct 2341 / 2500 (93.64%)
20241105-21:51:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:51:01 test_accuracy 2253 model 3 nb_correct 2367 / 2500 (94.68%)
20241105-21:51:01 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:51:11 wrote ae_*.pth
20241105-21:51:11 epoch_duration 2min46s next_finish 21:53:57
20241105-21:51:11 wrote state.pth
20241105-21:51:11 --- epoch 2254 ----------------------------------------
20241105-21:51:11 current_test_accuracies 0.9556 0.9548 0.9364 0.9468 0.9556
20241105-21:51:11 nb_c_quizzes 45067
20241105-21:51:11 weakest_accuracies [0.9364, 0.9468]
20241105-21:51:11 dummy_rand tensor([0.1795])
20241105-21:51:11 dummy_rand tensor([0.4469])
20241105-21:51:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:51:11 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:53:43 train_loss 2254 model 3 0.034572307586669924
20241105-21:53:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:53:43 train_loss 2254 model 2 0.03451088333129883
20241105-21:53:43 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:53:45 test_loss 2254 model 3 0.026547088623046874
20241105-21:53:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:53:45 test_loss 2254 model 2 0.028920974731445313
20241105-21:53:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:53:47 test_accuracy 2254 model 3 nb_correct 2324 / 2500 (92.96%)
20241105-21:53:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:53:47 test_accuracy 2254 model 2 nb_correct 2346 / 2500 (93.84%)
20241105-21:53:47 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:53:57 wrote ae_*.pth
20241105-21:53:57 epoch_duration 2min46s next_finish 21:56:43
20241105-21:53:57 wrote state.pth
20241105-21:53:57 --- epoch 2255 ----------------------------------------
20241105-21:53:57 current_test_accuracies 0.9556 0.9548 0.9384 0.9296 0.9556
20241105-21:53:57 nb_c_quizzes 45067
20241105-21:53:57 weakest_accuracies [0.9296, 0.9384]
20241105-21:53:57 dummy_rand tensor([0.2582])
20241105-21:53:57 dummy_rand tensor([0.4276])
20241105-21:53:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:53:57 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:56:29 train_loss 2255 model 3 0.0353193130493164
20241105-21:56:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:56:29 train_loss 2255 model 2 0.03397008514404297
20241105-21:56:29 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:56:31 test_loss 2255 model 3 0.02803985595703125
20241105-21:56:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:56:31 test_loss 2255 model 2 0.031182403564453124
20241105-21:56:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:56:33 test_accuracy 2255 model 3 nb_correct 2358 / 2500 (94.32%)
20241105-21:56:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:56:33 test_accuracy 2255 model 2 nb_correct 2351 / 2500 (94.04%)
20241105-21:56:33 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:56:43 wrote ae_*.pth
20241105-21:56:43 epoch_duration 2min46s next_finish 21:59:30
20241105-21:56:43 wrote state.pth
20241105-21:56:43 --- epoch 2256 ----------------------------------------
20241105-21:56:43 current_test_accuracies 0.9556 0.9548 0.9404 0.9432 0.9556
20241105-21:56:43 nb_c_quizzes 45067
20241105-21:56:43 weakest_accuracies [0.9404, 0.9432]
20241105-21:56:43 dummy_rand tensor([0.4620])
20241105-21:56:43 dummy_rand tensor([0.4615])
20241105-21:56:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:56:44 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:59:15 train_loss 2256 model 2 0.03486393356323242
20241105-21:59:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:59:15 train_loss 2256 model 3 0.035401931762695314
20241105-21:59:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:59:18 test_loss 2256 model 2 0.03268211364746094
20241105-21:59:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:59:18 test_loss 2256 model 3 0.0295989990234375
20241105-21:59:18 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-21:59:20 test_accuracy 2256 model 2 nb_correct 2383 / 2500 (95.32%)
20241105-21:59:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:59:20 test_accuracy 2256 model 3 nb_correct 2325 / 2500 (93.00%)
20241105-21:59:20 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-21:59:30 wrote ae_*.pth
20241105-21:59:30 epoch_duration 2min46s next_finish 22:02:16
20241105-21:59:30 wrote state.pth
20241105-21:59:30 --- epoch 2257 ----------------------------------------
20241105-21:59:30 current_test_accuracies 0.9556 0.9548 0.9532 0.9300 0.9556
20241105-21:59:30 nb_c_quizzes 45067
20241105-21:59:30 weakest_accuracies [0.93, 0.9532]
20241105-21:59:30 dummy_rand tensor([0.0582])
20241105-21:59:30 dummy_rand tensor([0.1014])
20241105-21:59:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-21:59:30 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:02:02 train_loss 2257 model 3 0.03413979721069336
20241105-22:02:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:02:02 train_loss 2257 model 2 0.03464133071899414
20241105-22:02:02 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:02:04 test_loss 2257 model 3 0.02953399658203125
20241105-22:02:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:02:04 test_loss 2257 model 2 0.03158287048339844
20241105-22:02:04 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:02:06 test_accuracy 2257 model 3 nb_correct 2343 / 2500 (93.72%)
20241105-22:02:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:02:06 test_accuracy 2257 model 2 nb_correct 2288 / 2500 (91.52%)
20241105-22:02:06 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:02:16 wrote ae_*.pth
20241105-22:02:16 epoch_duration 2min46s next_finish 22:05:02
20241105-22:02:16 wrote state.pth
20241105-22:02:16 --- epoch 2258 ----------------------------------------
20241105-22:02:16 current_test_accuracies 0.9556 0.9548 0.9152 0.9372 0.9556
20241105-22:02:16 nb_c_quizzes 45067
20241105-22:02:16 weakest_accuracies [0.9152, 0.9372]
20241105-22:02:16 dummy_rand tensor([0.7810])
20241105-22:02:16 dummy_rand tensor([0.9480])
20241105-22:02:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:02:16 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:04:47 train_loss 2258 model 2 0.03505830574035645
20241105-22:04:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:04:48 train_loss 2258 model 3 0.03475784301757812
20241105-22:04:48 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:04:50 test_loss 2258 model 2 0.028694400787353514
20241105-22:04:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:04:50 test_loss 2258 model 3 0.030228729248046874
20241105-22:04:50 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:04:52 test_accuracy 2258 model 2 nb_correct 2359 / 2500 (94.36%)
20241105-22:04:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:04:52 test_accuracy 2258 model 3 nb_correct 2268 / 2500 (90.72%)
20241105-22:04:52 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:05:02 wrote ae_*.pth
20241105-22:05:02 epoch_duration 2min45s next_finish 22:07:48
20241105-22:05:02 wrote state.pth
20241105-22:05:02 --- epoch 2259 ----------------------------------------
20241105-22:05:02 current_test_accuracies 0.9556 0.9548 0.9436 0.9072 0.9556
20241105-22:05:02 nb_c_quizzes 45067
20241105-22:05:02 weakest_accuracies [0.9072, 0.9436]
20241105-22:05:02 dummy_rand tensor([0.8864])
20241105-22:05:02 dummy_rand tensor([0.3334])
20241105-22:05:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:05:02 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:07:34 train_loss 2259 model 3 0.03491119766235352
20241105-22:07:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:07:34 train_loss 2259 model 2 0.034733558654785154
20241105-22:07:34 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:07:36 test_loss 2259 model 3 0.0293377685546875
20241105-22:07:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:07:36 test_loss 2259 model 2 0.031407680511474606
20241105-22:07:36 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:07:38 test_accuracy 2259 model 3 nb_correct 2330 / 2500 (93.20%)
20241105-22:07:38 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:07:39 test_accuracy 2259 model 2 nb_correct 2373 / 2500 (94.92%)
20241105-22:07:39 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:07:48 wrote ae_*.pth
20241105-22:07:48 epoch_duration 2min46s next_finish 22:10:35
20241105-22:07:49 wrote state.pth
20241105-22:07:49 --- epoch 2260 ----------------------------------------
20241105-22:07:49 current_test_accuracies 0.9556 0.9548 0.9492 0.9320 0.9556
20241105-22:07:49 nb_c_quizzes 45067
20241105-22:07:49 weakest_accuracies [0.932, 0.9492]
20241105-22:07:49 dummy_rand tensor([0.5461])
20241105-22:07:49 dummy_rand tensor([0.3436])
20241105-22:07:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:07:49 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:10:21 train_loss 2260 model 3 0.03435395431518555
20241105-22:10:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:10:21 train_loss 2260 model 2 0.034417613983154294
20241105-22:10:21 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:10:23 test_loss 2260 model 3 0.029824066162109374
20241105-22:10:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:10:23 test_loss 2260 model 2 0.03165328979492187
20241105-22:10:23 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:10:25 test_accuracy 2260 model 3 nb_correct 2320 / 2500 (92.80%)
20241105-22:10:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:10:25 test_accuracy 2260 model 2 nb_correct 2369 / 2500 (94.76%)
20241105-22:10:25 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:10:35 wrote ae_*.pth
20241105-22:10:35 epoch_duration 2min46s next_finish 22:13:22
20241105-22:10:35 wrote state.pth
20241105-22:10:35 --- epoch 2261 ----------------------------------------
20241105-22:10:35 current_test_accuracies 0.9556 0.9548 0.9476 0.9280 0.9556
20241105-22:10:35 nb_c_quizzes 45067
20241105-22:10:35 weakest_accuracies [0.928, 0.9476]
20241105-22:10:35 dummy_rand tensor([0.2097])
20241105-22:10:35 dummy_rand tensor([0.6230])
20241105-22:10:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:10:35 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:13:07 train_loss 2261 model 3 0.03534680938720703
20241105-22:13:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:13:07 train_loss 2261 model 2 0.03467498302459717
20241105-22:13:07 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:13:09 test_loss 2261 model 3 0.03182426452636719
20241105-22:13:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:13:09 test_loss 2261 model 2 0.031067352294921875
20241105-22:13:09 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:13:11 test_accuracy 2261 model 3 nb_correct 2322 / 2500 (92.88%)
20241105-22:13:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:13:11 test_accuracy 2261 model 2 nb_correct 2321 / 2500 (92.84%)
20241105-22:13:11 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:13:21 wrote ae_*.pth
20241105-22:13:21 epoch_duration 2min46s next_finish 22:16:07
20241105-22:13:21 wrote state.pth
20241105-22:13:21 --- epoch 2262 ----------------------------------------
20241105-22:13:21 current_test_accuracies 0.9556 0.9548 0.9284 0.9288 0.9556
20241105-22:13:21 nb_c_quizzes 45067
20241105-22:13:21 weakest_accuracies [0.9284, 0.9288]
20241105-22:13:21 dummy_rand tensor([0.4012])
20241105-22:13:21 dummy_rand tensor([0.9811])
20241105-22:13:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:13:21 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:15:53 train_loss 2262 model 3 0.03400983715057373
20241105-22:15:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:15:53 train_loss 2262 model 2 0.03489814615249634
20241105-22:15:53 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:15:56 test_loss 2262 model 3 0.028352584838867188
20241105-22:15:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:15:56 test_loss 2262 model 2 0.030469207763671874
20241105-22:15:56 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:15:58 test_accuracy 2262 model 3 nb_correct 2308 / 2500 (92.32%)
20241105-22:15:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:15:58 test_accuracy 2262 model 2 nb_correct 2312 / 2500 (92.48%)
20241105-22:15:58 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:16:08 wrote ae_*.pth
20241105-22:16:08 epoch_duration 2min46s next_finish 22:18:54
20241105-22:16:08 wrote state.pth
20241105-22:16:08 --- epoch 2263 ----------------------------------------
20241105-22:16:08 current_test_accuracies 0.9556 0.9548 0.9248 0.9232 0.9556
20241105-22:16:08 nb_c_quizzes 45067
20241105-22:16:08 weakest_accuracies [0.9232, 0.9248]
20241105-22:16:08 dummy_rand tensor([0.5546])
20241105-22:16:08 dummy_rand tensor([0.5555])
20241105-22:16:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:16:08 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:18:40 train_loss 2263 model 2 0.034385847091674804
20241105-22:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:18:40 train_loss 2263 model 3 0.03437256050109863
20241105-22:18:40 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:18:42 test_loss 2263 model 2 0.028747100830078125
20241105-22:18:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:18:42 test_loss 2263 model 3 0.028057098388671875
20241105-22:18:42 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:18:44 test_accuracy 2263 model 2 nb_correct 2383 / 2500 (95.32%)
20241105-22:18:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:18:44 test_accuracy 2263 model 3 nb_correct 2342 / 2500 (93.68%)
20241105-22:18:44 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:18:54 wrote ae_*.pth
20241105-22:18:54 epoch_duration 2min46s next_finish 22:21:40
20241105-22:18:54 wrote state.pth
20241105-22:18:54 --- epoch 2264 ----------------------------------------
20241105-22:18:54 current_test_accuracies 0.9556 0.9548 0.9532 0.9368 0.9556
20241105-22:18:54 nb_c_quizzes 45067
20241105-22:18:54 weakest_accuracies [0.9368, 0.9532]
20241105-22:18:54 dummy_rand tensor([0.8713])
20241105-22:18:54 dummy_rand tensor([0.4598])
20241105-22:18:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:18:54 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:21:26 train_loss 2264 model 3 0.034539764404296874
20241105-22:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:21:26 train_loss 2264 model 2 0.03457789421081543
20241105-22:21:26 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:21:28 test_loss 2264 model 3 0.033063011169433595
20241105-22:21:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:21:28 test_loss 2264 model 2 0.027046356201171875
20241105-22:21:28 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:21:31 test_accuracy 2264 model 3 nb_correct 2356 / 2500 (94.24%)
20241105-22:21:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:21:31 test_accuracy 2264 model 2 nb_correct 2299 / 2500 (91.96%)
20241105-22:21:31 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:21:40 wrote ae_*.pth
20241105-22:21:40 epoch_duration 2min46s next_finish 22:24:27
20241105-22:21:41 wrote state.pth
20241105-22:21:41 --- epoch 2265 ----------------------------------------
20241105-22:21:41 current_test_accuracies 0.9556 0.9548 0.9196 0.9424 0.9556
20241105-22:21:41 nb_c_quizzes 45067
20241105-22:21:41 weakest_accuracies [0.9196, 0.9424]
20241105-22:21:41 dummy_rand tensor([0.8593])
20241105-22:21:41 dummy_rand tensor([0.0871])
20241105-22:21:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:21:41 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:24:12 train_loss 2265 model 2 0.034408000946044924
20241105-22:24:12 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:24:12 train_loss 2265 model 3 0.034411163330078126
20241105-22:24:13 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:24:15 test_loss 2265 model 2 0.030802764892578126
20241105-22:24:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:24:15 test_loss 2265 model 3 0.02728302001953125
20241105-22:24:15 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:24:17 test_accuracy 2265 model 2 nb_correct 2344 / 2500 (93.76%)
20241105-22:24:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:24:17 test_accuracy 2265 model 3 nb_correct 2371 / 2500 (94.84%)
20241105-22:24:17 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:24:27 wrote ae_*.pth
20241105-22:24:27 epoch_duration 2min46s next_finish 22:27:13
20241105-22:24:27 wrote state.pth
20241105-22:24:27 --- epoch 2266 ----------------------------------------
20241105-22:24:27 current_test_accuracies 0.9556 0.9548 0.9376 0.9484 0.9556
20241105-22:24:27 nb_c_quizzes 45067
20241105-22:24:27 weakest_accuracies [0.9376, 0.9484]
20241105-22:24:27 dummy_rand tensor([0.2033])
20241105-22:24:27 dummy_rand tensor([0.8527])
20241105-22:24:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:24:27 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:26:58 train_loss 2266 model 3 0.03463936233520508
20241105-22:26:58 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:26:59 train_loss 2266 model 2 0.034883365631103516
20241105-22:26:59 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:27:01 test_loss 2266 model 3 0.029528045654296876
20241105-22:27:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:27:01 test_loss 2266 model 2 0.03156768798828125
20241105-22:27:01 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:27:03 test_accuracy 2266 model 3 nb_correct 2377 / 2500 (95.08%)
20241105-22:27:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:27:03 test_accuracy 2266 model 2 nb_correct 2327 / 2500 (93.08%)
20241105-22:27:03 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:27:13 wrote ae_*.pth
20241105-22:27:13 epoch_duration 2min46s next_finish 22:29:59
20241105-22:27:13 wrote state.pth
20241105-22:27:13 --- epoch 2267 ----------------------------------------
20241105-22:27:13 current_test_accuracies 0.9556 0.9548 0.9308 0.9508 0.9556
20241105-22:27:13 nb_c_quizzes 45067
20241105-22:27:13 weakest_accuracies [0.9308, 0.9508]
20241105-22:27:13 dummy_rand tensor([0.6660])
20241105-22:27:13 dummy_rand tensor([0.0596])
20241105-22:27:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:27:13 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:29:45 train_loss 2267 model 3 0.03524381446838379
20241105-22:29:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:29:45 train_loss 2267 model 2 0.03511566543579102
20241105-22:29:45 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:29:47 test_loss 2267 model 3 0.03118607521057129
20241105-22:29:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:29:47 test_loss 2267 model 2 0.02715019226074219
20241105-22:29:47 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:29:49 test_accuracy 2267 model 3 nb_correct 2332 / 2500 (93.28%)
20241105-22:29:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:29:49 test_accuracy 2267 model 2 nb_correct 2348 / 2500 (93.92%)
20241105-22:29:49 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:29:59 wrote ae_*.pth
20241105-22:29:59 epoch_duration 2min46s next_finish 22:32:45
20241105-22:29:59 wrote state.pth
20241105-22:29:59 --- epoch 2268 ----------------------------------------
20241105-22:29:59 current_test_accuracies 0.9556 0.9548 0.9392 0.9328 0.9556
20241105-22:29:59 nb_c_quizzes 45067
20241105-22:29:59 weakest_accuracies [0.9328, 0.9392]
20241105-22:29:59 dummy_rand tensor([0.5143])
20241105-22:29:59 dummy_rand tensor([0.1091])
20241105-22:29:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:29:59 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:32:31 train_loss 2268 model 3 0.03461437225341797
20241105-22:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:32:31 train_loss 2268 model 2 0.03470956039428711
20241105-22:32:31 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:32:33 test_loss 2268 model 3 0.0288897705078125
20241105-22:32:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:32:33 test_loss 2268 model 2 0.03368179321289062
20241105-22:32:33 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:32:35 test_accuracy 2268 model 3 nb_correct 2328 / 2500 (93.12%)
20241105-22:32:35 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:32:36 test_accuracy 2268 model 2 nb_correct 2323 / 2500 (92.92%)
20241105-22:32:36 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:32:45 wrote ae_*.pth
20241105-22:32:45 epoch_duration 2min46s next_finish 22:35:31
20241105-22:32:45 wrote state.pth
20241105-22:32:45 --- epoch 2269 ----------------------------------------
20241105-22:32:45 current_test_accuracies 0.9556 0.9548 0.9292 0.9312 0.9556
20241105-22:32:45 nb_c_quizzes 45067
20241105-22:32:45 weakest_accuracies [0.9292, 0.9312]
20241105-22:32:45 dummy_rand tensor([0.0079])
20241105-22:32:45 dummy_rand tensor([0.0640])
20241105-22:32:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:32:45 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:35:17 train_loss 2269 model 3 0.03425318717956543
20241105-22:35:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:35:17 train_loss 2269 model 2 0.03497933578491211
20241105-22:35:17 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:35:19 test_loss 2269 model 3 0.026981239318847657
20241105-22:35:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:35:19 test_loss 2269 model 2 0.03035572052001953
20241105-22:35:19 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:35:22 test_accuracy 2269 model 3 nb_correct 2337 / 2500 (93.48%)
20241105-22:35:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:35:22 test_accuracy 2269 model 2 nb_correct 2261 / 2500 (90.44%)
20241105-22:35:22 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:35:31 wrote ae_*.pth
20241105-22:35:31 epoch_duration 2min46s next_finish 22:38:18
20241105-22:35:32 wrote state.pth
20241105-22:35:32 --- epoch 2270 ----------------------------------------
20241105-22:35:32 current_test_accuracies 0.9556 0.9548 0.9044 0.9348 0.9556
20241105-22:35:32 nb_c_quizzes 45067
20241105-22:35:32 weakest_accuracies [0.9044, 0.9348]
20241105-22:35:32 dummy_rand tensor([0.4499])
20241105-22:35:32 dummy_rand tensor([0.8007])
20241105-22:35:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:35:32 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:38:03 train_loss 2270 model 2 0.033767749786376956
20241105-22:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:38:03 train_loss 2270 model 3 0.03444969367980957
20241105-22:38:03 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:38:06 test_loss 2270 model 2 0.03007986068725586
20241105-22:38:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:38:06 test_loss 2270 model 3 0.02910858154296875
20241105-22:38:06 quiz_set nb_w_quizzes 1250 nb_c_quizzes 1250
20241105-22:38:08 test_accuracy 2270 model 2 nb_correct 2349 / 2500 (93.96%)
20241105-22:38:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:38:08 test_accuracy 2270 model 3 nb_correct 2384 / 2500 (95.36%)
20241105-22:38:08 quiz_set nb_w_quizzes 75 nb_c_quizzes 75
20241105-22:38:18 wrote ae_*.pth
20241105-22:38:18 epoch_duration 2min46s next_finish 22:41:04
20241105-22:38:18 wrote state.pth
20241105-22:38:18 --- epoch 2271 ----------------------------------------
20241105-22:38:18 current_test_accuracies 0.9556 0.9548 0.9396 0.9536 0.9556
20241105-22:38:18 nb_c_quizzes 45067
20241105-22:38:18 weakest_accuracies [0.9396, 0.9536]
20241105-22:38:18 dummy_rand tensor([0.7388])
20241105-22:38:18 dummy_rand tensor([0.3036])
20241105-22:38:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000
20241105-22:38:18 quiz_set nb_w_quizzes 25000 nb_c_quizzes 25000