20240919-16:42:51 argv ./main.py --nb_models=10
20240919-16:42:51 args.log_filename train.log
20240919-16:42:51 args.result_dir results_culture
20240919-16:42:51 args.seed 0
20240919-16:42:51 args.resume False
20240919-16:42:51 args.nb_epochs 10000
20240919-16:42:51 args.batch_size 25
20240919-16:42:51 args.train_batch_size None
20240919-16:42:51 args.eval_batch_size 25
20240919-16:42:51 args.nb_train_samples 50000
20240919-16:42:51 args.nb_test_samples 1000
20240919-16:42:51 args.nb_c_quizzes 5000
20240919-16:42:51 args.c_quiz_multiplier 1
20240919-16:42:51 args.learning_rate 0.0005
20240919-16:42:51 args.nb_have_to_be_correct 3
20240919-16:42:51 args.nb_have_to_be_wrong 1
20240919-16:42:51 args.nb_mistakes_to_be_wrong 5
20240919-16:42:51 args.model 37M
20240919-16:42:51 args.dim_model 512
20240919-16:42:51 args.dim_keys 64
20240919-16:42:51 args.dim_hidden 2048
20240919-16:42:51 args.nb_heads 8
20240919-16:42:51 args.nb_blocks 12
20240919-16:42:51 args.dropout 0.5
20240919-16:42:51 args.nb_threads 1
20240919-16:42:51 args.gpus all
20240919-16:42:51 args.nb_models 10
20240919-16:42:51 args.diffusion_nb_iterations 25
20240919-16:42:51 args.diffusion_proba_corruption 0.05
20240919-16:42:51 args.accuracy_to_make_c_quizzes 0.95
20240919-16:42:51 args.proba_prompt_noise 0.05
20240919-16:42:51 args.proba_hint 0.25
20240919-16:42:51 args.quizzes None
20240919-16:42:51 args.grids_world_tasks replace_color,translate,grow,frame
20240919-16:43:04 main_device cuda:0 gpus ['cuda:0', 'cuda:1']
20240919-16:43:04 vocabulary_size 15
20240919-16:43:06 nb_parameters 37850142 (37M)
20240919-16:43:06 wrote state.pth
20240919-16:43:06 --- epoch 0 ----------------------------------------
20240919-16:43:06 current_test_accuracies 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240919-16:43:06 no_c_quiz
20240919-16:43:06 weakest_accuracies [0.0, 0.0]
20240919-16:43:28 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:43:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:45:40 train_loss 0 model 0 0.55212353515625
20240919-16:45:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:45:41 test_loss 0 model 0 0.135888671875
20240919-16:45:41 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:45:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:45:44 test_accuracy 0 model 0 nb_correct 0 / 1000 (0.00%)
20240919-16:45:48 train_loss 0 model 1 0.5490712890625
20240919-16:45:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:45:49 test_loss 0 model 1 0.13548583984375
20240919-16:45:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:45:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:45:51 test_accuracy 0 model 1 nb_correct 0 / 1000 (0.00%)
20240919-16:45:58 wrote ae_*.pth
20240919-16:45:58 epoch_duration 2min52s next_finish 16:48:50
20240919-16:45:58 wrote state.pth
20240919-16:45:58 --- epoch 1 ----------------------------------------
20240919-16:45:58 current_test_accuracies 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240919-16:45:58 no_c_quiz
20240919-16:45:58 weakest_accuracies [0.0, 0.0]
20240919-16:45:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:45:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:48:16 train_loss 1 model 1 0.10188385009765626
20240919-16:48:16 train_loss 1 model 0 0.09760797119140625
20240919-16:48:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:48:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:48:17 test_loss 1 model 0 0.092120361328125
20240919-16:48:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:48:17 test_loss 1 model 1 0.075018310546875
20240919-16:48:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:48:17 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:48:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:48:20 test_accuracy 1 model 1 nb_correct 139 / 1000 (13.90%)
20240919-16:48:20 test_accuracy 1 model 0 nb_correct 161 / 1000 (16.10%)
20240919-16:48:29 wrote ae_*.pth
20240919-16:48:29 epoch_duration 2min30s next_finish 16:50:59
20240919-16:48:29 wrote state.pth
20240919-16:48:29 --- epoch 2 ----------------------------------------
20240919-16:48:29 current_test_accuracies 0.1610 0.1390 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240919-16:48:29 no_c_quiz
20240919-16:48:29 weakest_accuracies [0.0, 0.0]
20240919-16:48:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:48:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:50:39 train_loss 2 model 2 0.522026123046875
20240919-16:50:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:50:40 train_loss 2 model 3 0.549511474609375
20240919-16:50:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:50:40 test_loss 2 model 2 0.115576171875
20240919-16:50:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:50:40 test_loss 2 model 3 0.110638427734375
20240919-16:50:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:50:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:50:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:50:44 test_accuracy 2 model 2 nb_correct 9 / 1000 (0.90%)
20240919-16:50:44 test_accuracy 2 model 3 nb_correct 13 / 1000 (1.30%)
20240919-16:50:53 wrote ae_*.pth
20240919-16:50:53 epoch_duration 2min24s next_finish 16:53:18
20240919-16:50:53 wrote state.pth
20240919-16:50:53 --- epoch 3 ----------------------------------------
20240919-16:50:53 current_test_accuracies 0.1610 0.1390 0.0090 0.0130 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240919-16:50:53 no_c_quiz
20240919-16:50:53 weakest_accuracies [0.0, 0.0]
20240919-16:50:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:50:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:53:04 train_loss 3 model 5 0.56183349609375
20240919-16:53:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:53:04 train_loss 3 model 4 0.5520933837890625
20240919-16:53:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:53:05 test_loss 3 model 5 0.13065185546875
20240919-16:53:05 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:53:05 test_loss 3 model 4 0.11981201171875
20240919-16:53:05 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:53:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:53:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:53:08 test_accuracy 3 model 4 nb_correct 7 / 1000 (0.70%)
20240919-16:53:09 test_accuracy 3 model 5 nb_correct 0 / 1000 (0.00%)
20240919-16:53:19 wrote ae_*.pth
20240919-16:53:19 epoch_duration 2min25s next_finish 16:55:44
20240919-16:53:19 wrote state.pth
20240919-16:53:19 --- epoch 4 ----------------------------------------
20240919-16:53:19 current_test_accuracies 0.1610 0.1390 0.0090 0.0130 0.0070 0.0000 0.0000 0.0000 0.0000 0.0000
20240919-16:53:19 no_c_quiz
20240919-16:53:19 weakest_accuracies [0.0, 0.0]
20240919-16:53:19 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:53:19 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:55:30 train_loss 4 model 6 0.56084326171875
20240919-16:55:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:55:31 test_loss 4 model 6 0.12418212890625
20240919-16:55:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:55:31 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:55:33 test_accuracy 4 model 6 nb_correct 0 / 1000 (0.00%)
20240919-16:55:38 train_loss 4 model 5 0.102645751953125
20240919-16:55:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:55:39 test_loss 4 model 5 0.087042236328125
20240919-16:55:39 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:55:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:55:42 test_accuracy 4 model 5 nb_correct 65 / 1000 (6.50%)
20240919-16:55:52 wrote ae_*.pth
20240919-16:55:52 epoch_duration 2min33s next_finish 16:58:25
20240919-16:55:52 wrote state.pth
20240919-16:55:52 --- epoch 5 ----------------------------------------
20240919-16:55:52 current_test_accuracies 0.1610 0.1390 0.0090 0.0130 0.0070 0.0650 0.0000 0.0000 0.0000 0.0000
20240919-16:55:52 no_c_quiz
20240919-16:55:52 weakest_accuracies [0.0, 0.0]
20240919-16:55:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:55:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:58:03 train_loss 5 model 7 0.53400830078125
20240919-16:58:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:58:04 test_loss 5 model 7 0.1390380859375
20240919-16:58:04 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:58:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:58:07 test_accuracy 5 model 7 nb_correct 0 / 1000 (0.00%)
20240919-16:58:10 train_loss 5 model 6 0.1004876708984375
20240919-16:58:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:58:12 test_loss 5 model 6 0.085589599609375
20240919-16:58:12 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-16:58:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-16:58:14 test_accuracy 5 model 6 nb_correct 100 / 1000 (10.00%)
20240919-16:58:25 wrote ae_*.pth
20240919-16:58:25 epoch_duration 2min32s next_finish 17:00:58
20240919-16:58:25 wrote state.pth
20240919-16:58:25 --- epoch 6 ----------------------------------------
20240919-16:58:25 current_test_accuracies 0.1610 0.1390 0.0090 0.0130 0.0070 0.0650 0.1000 0.0000 0.0000 0.0000
20240919-16:58:25 no_c_quiz
20240919-16:58:25 weakest_accuracies [0.0, 0.0]
20240919-16:58:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-16:58:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:00:36 train_loss 6 model 8 0.5279722900390625
20240919-17:00:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:00:36 test_loss 6 model 8 0.113134765625
20240919-17:00:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:00:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:00:39 test_accuracy 6 model 8 nb_correct 13 / 1000 (1.30%)
20240919-17:00:43 train_loss 6 model 7 0.0998170166015625
20240919-17:00:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:00:44 test_loss 6 model 7 0.079766845703125
20240919-17:00:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:00:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:00:47 test_accuracy 6 model 7 nb_correct 139 / 1000 (13.90%)
20240919-17:00:58 wrote ae_*.pth
20240919-17:00:58 epoch_duration 2min33s next_finish 17:03:31
20240919-17:00:58 wrote state.pth
20240919-17:00:58 --- epoch 7 ----------------------------------------
20240919-17:00:58 current_test_accuracies 0.1610 0.1390 0.0090 0.0130 0.0070 0.0650 0.1000 0.1390 0.0130 0.0000
20240919-17:00:58 no_c_quiz
20240919-17:00:58 weakest_accuracies [0.0, 0.007]
20240919-17:00:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:00:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:03:09 train_loss 7 model 9 0.5664521484375
20240919-17:03:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:03:10 test_loss 7 model 9 0.14117431640625
20240919-17:03:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:03:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:03:12 test_accuracy 7 model 9 nb_correct 0 / 1000 (0.00%)
20240919-17:03:18 train_loss 7 model 4 0.09748321533203125
20240919-17:03:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:03:18 test_loss 7 model 4 0.081005859375
20240919-17:03:18 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:03:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:03:21 test_accuracy 7 model 4 nb_correct 101 / 1000 (10.10%)
20240919-17:03:33 wrote ae_*.pth
20240919-17:03:33 epoch_duration 2min34s next_finish 17:06:08
20240919-17:03:33 wrote state.pth
20240919-17:03:33 --- epoch 8 ----------------------------------------
20240919-17:03:33 current_test_accuracies 0.1610 0.1390 0.0090 0.0130 0.1010 0.0650 0.1000 0.1390 0.0130 0.0000
20240919-17:03:33 no_c_quiz
20240919-17:03:33 weakest_accuracies [0.0, 0.009]
20240919-17:03:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:03:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:05:50 train_loss 8 model 9 0.1032786865234375
20240919-17:05:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:05:51 train_loss 8 model 2 0.0959730224609375
20240919-17:05:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:05:51 test_loss 8 model 9 0.09130859375
20240919-17:05:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:05:52 test_loss 8 model 2 0.0862060546875
20240919-17:05:52 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:05:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:05:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:05:55 test_accuracy 8 model 9 nb_correct 110 / 1000 (11.00%)
20240919-17:05:55 test_accuracy 8 model 2 nb_correct 88 / 1000 (8.80%)
20240919-17:06:07 wrote ae_*.pth
20240919-17:06:07 epoch_duration 2min34s next_finish 17:08:41
20240919-17:06:07 wrote state.pth
20240919-17:06:07 --- epoch 9 ----------------------------------------
20240919-17:06:07 current_test_accuracies 0.1610 0.1390 0.0880 0.0130 0.1010 0.0650 0.1000 0.1390 0.0130 0.1100
20240919-17:06:07 no_c_quiz
20240919-17:06:07 weakest_accuracies [0.013, 0.013]
20240919-17:06:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:06:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:08:25 train_loss 9 model 8 0.09766278076171875
20240919-17:08:25 train_loss 9 model 3 0.09510394287109375
20240919-17:08:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:08:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:08:26 test_loss 9 model 8 0.08544921875
20240919-17:08:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:08:26 test_loss 9 model 3 0.089361572265625
20240919-17:08:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:08:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:08:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:08:30 test_accuracy 9 model 8 nb_correct 71 / 1000 (7.10%)
20240919-17:08:30 test_accuracy 9 model 3 nb_correct 118 / 1000 (11.80%)
20240919-17:08:42 wrote ae_*.pth
20240919-17:08:42 epoch_duration 2min35s next_finish 17:11:18
20240919-17:08:42 wrote state.pth
20240919-17:08:42 --- epoch 10 ----------------------------------------
20240919-17:08:42 current_test_accuracies 0.1610 0.1390 0.0880 0.1180 0.1010 0.0650 0.1000 0.1390 0.0710 0.1100
20240919-17:08:42 no_c_quiz
20240919-17:08:42 weakest_accuracies [0.065, 0.071]
20240919-17:08:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:08:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:11:00 train_loss 10 model 5 0.08206298828125
20240919-17:11:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:11:01 train_loss 10 model 8 0.0784864501953125
20240919-17:11:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:11:01 test_loss 10 model 5 0.0730224609375
20240919-17:11:01 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:11:02 test_loss 10 model 8 0.071734619140625
20240919-17:11:02 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:11:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:11:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:11:05 test_accuracy 10 model 8 nb_correct 249 / 1000 (24.90%)
20240919-17:11:05 test_accuracy 10 model 5 nb_correct 206 / 1000 (20.60%)
20240919-17:11:17 wrote ae_*.pth
20240919-17:11:17 epoch_duration 2min34s next_finish 17:13:52
20240919-17:11:17 wrote state.pth
20240919-17:11:17 --- epoch 11 ----------------------------------------
20240919-17:11:17 current_test_accuracies 0.1610 0.1390 0.0880 0.1180 0.1010 0.2060 0.1000 0.1390 0.2490 0.1100
20240919-17:11:17 no_c_quiz
20240919-17:11:17 weakest_accuracies [0.088, 0.1]
20240919-17:11:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:11:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:13:35 train_loss 11 model 2 0.078894287109375
20240919-17:13:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:13:35 train_loss 11 model 6 0.07842547607421875
20240919-17:13:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:13:36 test_loss 11 model 2 0.06949462890625
20240919-17:13:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:13:36 test_loss 11 model 6 0.072344970703125
20240919-17:13:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:13:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:13:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:13:40 test_accuracy 11 model 2 nb_correct 167 / 1000 (16.70%)
20240919-17:13:40 test_accuracy 11 model 6 nb_correct 219 / 1000 (21.90%)
20240919-17:13:52 wrote ae_*.pth
20240919-17:13:52 epoch_duration 2min34s next_finish 17:16:27
20240919-17:13:52 wrote state.pth
20240919-17:13:52 --- epoch 12 ----------------------------------------
20240919-17:13:52 current_test_accuracies 0.1610 0.1390 0.1670 0.1180 0.1010 0.2060 0.2190 0.1390 0.2490 0.1100
20240919-17:13:52 no_c_quiz
20240919-17:13:52 weakest_accuracies [0.101, 0.11]
20240919-17:13:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:13:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:16:10 train_loss 12 model 4 0.08005169677734375
20240919-17:16:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:16:10 train_loss 12 model 9 0.0797386474609375
20240919-17:16:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:16:11 test_loss 12 model 4 0.070654296875
20240919-17:16:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:16:11 test_loss 12 model 9 0.0712249755859375
20240919-17:16:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:16:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:16:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:16:15 test_accuracy 12 model 4 nb_correct 157 / 1000 (15.70%)
20240919-17:16:15 test_accuracy 12 model 9 nb_correct 207 / 1000 (20.70%)
20240919-17:16:27 wrote ae_*.pth
20240919-17:16:27 epoch_duration 2min35s next_finish 17:19:02
20240919-17:16:27 wrote state.pth
20240919-17:16:27 --- epoch 13 ----------------------------------------
20240919-17:16:27 current_test_accuracies 0.1610 0.1390 0.1670 0.1180 0.1570 0.2060 0.2190 0.1390 0.2490 0.2070
20240919-17:16:27 no_c_quiz
20240919-17:16:27 weakest_accuracies [0.118, 0.139]
20240919-17:16:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:16:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:18:45 train_loss 13 model 3 0.076551025390625
20240919-17:18:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:18:45 train_loss 13 model 1 0.07715631103515624
20240919-17:18:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:18:46 test_loss 13 model 3 0.08914794921875
20240919-17:18:46 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:18:46 test_loss 13 model 1 0.06231689453125
20240919-17:18:46 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:18:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:18:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:18:50 test_accuracy 13 model 3 nb_correct 184 / 1000 (18.40%)
20240919-17:18:50 test_accuracy 13 model 1 nb_correct 249 / 1000 (24.90%)
20240919-17:19:02 wrote ae_*.pth
20240919-17:19:02 epoch_duration 2min34s next_finish 17:21:37
20240919-17:19:02 wrote state.pth
20240919-17:19:02 --- epoch 14 ----------------------------------------
20240919-17:19:02 current_test_accuracies 0.1610 0.2490 0.1670 0.1840 0.1570 0.2060 0.2190 0.1390 0.2490 0.2070
20240919-17:19:02 no_c_quiz
20240919-17:19:02 weakest_accuracies [0.139, 0.157]
20240919-17:19:02 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:19:02 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:21:20 train_loss 14 model 4 0.06741717529296876
20240919-17:21:20 train_loss 14 model 7 0.0762120361328125
20240919-17:21:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:21:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:21:21 test_loss 14 model 7 0.082147216796875
20240919-17:21:21 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:21:21 test_loss 14 model 4 0.0673095703125
20240919-17:21:21 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:21:22 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:21:22 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:21:25 test_accuracy 14 model 7 nb_correct 166 / 1000 (16.60%)
20240919-17:21:25 test_accuracy 14 model 4 nb_correct 230 / 1000 (23.00%)
20240919-17:21:37 wrote ae_*.pth
20240919-17:21:37 epoch_duration 2min35s next_finish 17:24:12
20240919-17:21:37 wrote state.pth
20240919-17:21:37 --- epoch 15 ----------------------------------------
20240919-17:21:37 current_test_accuracies 0.1610 0.2490 0.1670 0.1840 0.2300 0.2060 0.2190 0.1660 0.2490 0.2070
20240919-17:21:37 no_c_quiz
20240919-17:21:37 weakest_accuracies [0.161, 0.166]
20240919-17:21:37 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:21:37 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:23:55 train_loss 15 model 0 0.07837484741210937
20240919-17:23:55 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:23:55 train_loss 15 model 7 0.0660504150390625
20240919-17:23:55 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:23:56 test_loss 15 model 0 0.0599884033203125
20240919-17:23:56 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:23:56 test_loss 15 model 7 0.0589691162109375
20240919-17:23:56 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:23:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:23:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:23:59 test_accuracy 15 model 7 nb_correct 295 / 1000 (29.50%)
20240919-17:24:00 test_accuracy 15 model 0 nb_correct 258 / 1000 (25.80%)
20240919-17:24:12 wrote ae_*.pth
20240919-17:24:12 epoch_duration 2min34s next_finish 17:26:47
20240919-17:24:12 wrote state.pth
20240919-17:24:12 --- epoch 16 ----------------------------------------
20240919-17:24:12 current_test_accuracies 0.2580 0.2490 0.1670 0.1840 0.2300 0.2060 0.2190 0.2950 0.2490 0.2070
20240919-17:24:12 no_c_quiz
20240919-17:24:12 weakest_accuracies [0.167, 0.184]
20240919-17:24:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:24:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:26:29 train_loss 16 model 2 0.06689236450195313
20240919-17:26:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:26:29 train_loss 16 model 3 0.06412356567382813
20240919-17:26:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:26:30 test_loss 16 model 2 0.059820556640625
20240919-17:26:30 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:26:30 test_loss 16 model 3 0.0635986328125
20240919-17:26:30 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:26:31 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:26:31 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:26:34 test_accuracy 16 model 2 nb_correct 320 / 1000 (32.00%)
20240919-17:26:34 test_accuracy 16 model 3 nb_correct 268 / 1000 (26.80%)
20240919-17:26:46 wrote ae_*.pth
20240919-17:26:46 epoch_duration 2min34s next_finish 17:29:20
20240919-17:26:46 wrote state.pth
20240919-17:26:46 --- epoch 17 ----------------------------------------
20240919-17:26:46 current_test_accuracies 0.2580 0.2490 0.3200 0.2680 0.2300 0.2060 0.2190 0.2950 0.2490 0.2070
20240919-17:26:46 no_c_quiz
20240919-17:26:46 weakest_accuracies [0.206, 0.207]
20240919-17:26:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:26:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:29:03 train_loss 17 model 9 0.06736630249023437
20240919-17:29:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:29:04 train_loss 17 model 5 0.067569580078125
20240919-17:29:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:29:04 test_loss 17 model 9 0.065673828125
20240919-17:29:04 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:29:04 test_loss 17 model 5 0.05843505859375
20240919-17:29:04 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:29:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:29:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:29:08 test_accuracy 17 model 9 nb_correct 305 / 1000 (30.50%)
20240919-17:29:08 test_accuracy 17 model 5 nb_correct 292 / 1000 (29.20%)
20240919-17:29:20 wrote ae_*.pth
20240919-17:29:20 epoch_duration 2min34s next_finish 17:31:55
20240919-17:29:20 wrote state.pth
20240919-17:29:20 --- epoch 18 ----------------------------------------
20240919-17:29:20 current_test_accuracies 0.2580 0.2490 0.3200 0.2680 0.2300 0.2920 0.2190 0.2950 0.2490 0.3050
20240919-17:29:20 no_c_quiz
20240919-17:29:20 weakest_accuracies [0.219, 0.23]
20240919-17:29:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:29:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:31:38 train_loss 18 model 4 0.058930877685546876
20240919-17:31:38 train_loss 18 model 6 0.06481961059570313
20240919-17:31:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:31:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:31:39 test_loss 18 model 6 0.0498291015625
20240919-17:31:39 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:31:39 test_loss 18 model 4 0.0505584716796875
20240919-17:31:39 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:31:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:31:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:31:43 test_accuracy 18 model 4 nb_correct 375 / 1000 (37.50%)
20240919-17:31:43 test_accuracy 18 model 6 nb_correct 370 / 1000 (37.00%)
20240919-17:31:55 wrote ae_*.pth
20240919-17:31:55 epoch_duration 2min34s next_finish 17:34:30
20240919-17:31:55 wrote state.pth
20240919-17:31:55 --- epoch 19 ----------------------------------------
20240919-17:31:55 current_test_accuracies 0.2580 0.2490 0.3200 0.2680 0.3750 0.2920 0.3700 0.2950 0.2490 0.3050
20240919-17:31:55 no_c_quiz
20240919-17:31:55 weakest_accuracies [0.249, 0.249]
20240919-17:31:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:31:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:34:13 train_loss 19 model 1 0.06448419189453125
20240919-17:34:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:34:13 train_loss 19 model 8 0.06748043823242188
20240919-17:34:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:34:14 test_loss 19 model 1 0.060205078125
20240919-17:34:14 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:34:14 test_loss 19 model 8 0.0579071044921875
20240919-17:34:14 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:34:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:34:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:34:18 test_accuracy 19 model 1 nb_correct 275 / 1000 (27.50%)
20240919-17:34:18 test_accuracy 19 model 8 nb_correct 287 / 1000 (28.70%)
20240919-17:34:30 wrote ae_*.pth
20240919-17:34:30 epoch_duration 2min35s next_finish 17:37:05
20240919-17:34:30 wrote state.pth
20240919-17:34:30 --- epoch 20 ----------------------------------------
20240919-17:34:30 current_test_accuracies 0.2580 0.2750 0.3200 0.2680 0.3750 0.2920 0.3700 0.2950 0.2870 0.3050
20240919-17:34:30 no_c_quiz
20240919-17:34:30 weakest_accuracies [0.258, 0.268]
20240919-17:34:30 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:34:30 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:36:48 train_loss 20 model 0 0.0650968017578125
20240919-17:36:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:36:48 train_loss 20 model 3 0.055607666015625
20240919-17:36:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:36:49 test_loss 20 model 0 0.0641448974609375
20240919-17:36:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:36:49 test_loss 20 model 3 0.045306396484375
20240919-17:36:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:36:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:36:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:36:52 test_accuracy 20 model 0 nb_correct 334 / 1000 (33.40%)
20240919-17:36:52 test_accuracy 20 model 3 nb_correct 396 / 1000 (39.60%)
20240919-17:37:04 wrote ae_*.pth
20240919-17:37:04 epoch_duration 2min34s next_finish 17:39:38
20240919-17:37:04 wrote state.pth
20240919-17:37:04 --- epoch 21 ----------------------------------------
20240919-17:37:04 current_test_accuracies 0.3340 0.2750 0.3200 0.3960 0.3750 0.2920 0.3700 0.2950 0.2870 0.3050
20240919-17:37:04 no_c_quiz
20240919-17:37:04 weakest_accuracies [0.275, 0.287]
20240919-17:37:04 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:37:04 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:39:22 train_loss 21 model 1 0.05762078857421875
20240919-17:39:22 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:39:22 train_loss 21 model 8 0.059474609375
20240919-17:39:22 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:39:23 test_loss 21 model 1 0.0632080078125
20240919-17:39:23 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:39:23 test_loss 21 model 8 0.06136474609375
20240919-17:39:23 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:39:24 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:39:24 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:39:27 test_accuracy 21 model 8 nb_correct 393 / 1000 (39.30%)
20240919-17:39:27 test_accuracy 21 model 1 nb_correct 316 / 1000 (31.60%)
20240919-17:39:39 wrote ae_*.pth
20240919-17:39:39 epoch_duration 2min34s next_finish 17:42:14
20240919-17:39:39 wrote state.pth
20240919-17:39:39 --- epoch 22 ----------------------------------------
20240919-17:39:39 current_test_accuracies 0.3340 0.3160 0.3200 0.3960 0.3750 0.2920 0.3700 0.2950 0.3930 0.3050
20240919-17:39:39 no_c_quiz
20240919-17:39:39 weakest_accuracies [0.292, 0.295]
20240919-17:39:39 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:39:39 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:41:57 train_loss 22 model 5 0.0587930908203125
20240919-17:41:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:41:57 train_loss 22 model 7 0.05620828247070313
20240919-17:41:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:41:58 test_loss 22 model 5 0.054766845703125
20240919-17:41:58 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:41:58 test_loss 22 model 7 0.05996246337890625
20240919-17:41:58 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:41:59 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:41:59 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:42:02 test_accuracy 22 model 5 nb_correct 341 / 1000 (34.10%)
20240919-17:42:02 test_accuracy 22 model 7 nb_correct 406 / 1000 (40.60%)
20240919-17:42:14 wrote ae_*.pth
20240919-17:42:14 epoch_duration 2min34s next_finish 17:44:49
20240919-17:42:14 wrote state.pth
20240919-17:42:14 --- epoch 23 ----------------------------------------
20240919-17:42:14 current_test_accuracies 0.3340 0.3160 0.3200 0.3960 0.3750 0.3410 0.3700 0.4060 0.3930 0.3050
20240919-17:42:14 no_c_quiz
20240919-17:42:14 weakest_accuracies [0.305, 0.316]
20240919-17:42:14 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:42:14 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:44:32 train_loss 23 model 9 0.05953546142578125
20240919-17:44:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:44:32 train_loss 23 model 1 0.05029129028320312
20240919-17:44:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:44:33 test_loss 23 model 9 0.053607177734375
20240919-17:44:33 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:44:33 test_loss 23 model 1 0.05098876953125
20240919-17:44:33 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:44:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:44:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:44:37 test_accuracy 23 model 9 nb_correct 420 / 1000 (42.00%)
20240919-17:44:37 test_accuracy 23 model 1 nb_correct 450 / 1000 (45.00%)
20240919-17:44:49 wrote ae_*.pth
20240919-17:44:49 epoch_duration 2min34s next_finish 17:47:24
20240919-17:44:49 wrote state.pth
20240919-17:44:49 --- epoch 24 ----------------------------------------
20240919-17:44:49 current_test_accuracies 0.3340 0.4500 0.3200 0.3960 0.3750 0.3410 0.3700 0.4060 0.3930 0.4200
20240919-17:44:49 no_c_quiz
20240919-17:44:49 weakest_accuracies [0.32, 0.334]
20240919-17:44:49 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:44:49 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:47:07 train_loss 24 model 2 0.056820831298828124
20240919-17:47:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:47:07 train_loss 24 model 0 0.057700439453125
20240919-17:47:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:47:08 test_loss 24 model 2 0.0501922607421875
20240919-17:47:08 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:47:08 test_loss 24 model 0 0.048663330078125
20240919-17:47:08 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:47:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:47:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:47:12 test_accuracy 24 model 2 nb_correct 289 / 1000 (28.90%)
20240919-17:47:12 test_accuracy 24 model 0 nb_correct 426 / 1000 (42.60%)
20240919-17:47:24 wrote ae_*.pth
20240919-17:47:24 epoch_duration 2min35s next_finish 17:49:59
20240919-17:47:24 wrote state.pth
20240919-17:47:24 --- epoch 25 ----------------------------------------
20240919-17:47:24 current_test_accuracies 0.4260 0.4500 0.2890 0.3960 0.3750 0.3410 0.3700 0.4060 0.3930 0.4200
20240919-17:47:24 no_c_quiz
20240919-17:47:24 weakest_accuracies [0.289, 0.341]
20240919-17:47:24 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:47:24 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:49:41 train_loss 25 model 2 0.051181884765625
20240919-17:49:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:49:41 train_loss 25 model 5 0.052727371215820315
20240919-17:49:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:49:42 test_loss 25 model 2 0.0484527587890625
20240919-17:49:42 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:49:42 test_loss 25 model 5 0.051220703125
20240919-17:49:42 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:49:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:49:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:49:46 test_accuracy 25 model 2 nb_correct 456 / 1000 (45.60%)
20240919-17:49:46 test_accuracy 25 model 5 nb_correct 422 / 1000 (42.20%)
20240919-17:49:58 wrote ae_*.pth
20240919-17:49:58 epoch_duration 2min34s next_finish 17:52:33
20240919-17:49:58 wrote state.pth
20240919-17:49:58 --- epoch 26 ----------------------------------------
20240919-17:49:58 current_test_accuracies 0.4260 0.4500 0.4560 0.3960 0.3750 0.4220 0.3700 0.4060 0.3930 0.4200
20240919-17:49:58 no_c_quiz
20240919-17:49:58 weakest_accuracies [0.37, 0.375]
20240919-17:49:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:49:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:52:16 train_loss 26 model 4 0.051725250244140625
20240919-17:52:16 train_loss 26 model 6 0.0560838623046875
20240919-17:52:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:52:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:52:17 test_loss 26 model 4 0.04923095703125
20240919-17:52:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:52:17 test_loss 26 model 6 0.058880615234375
20240919-17:52:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:52:17 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:52:17 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:52:20 test_accuracy 26 model 6 nb_correct 388 / 1000 (38.80%)
20240919-17:52:20 test_accuracy 26 model 4 nb_correct 433 / 1000 (43.30%)
20240919-17:52:32 wrote ae_*.pth
20240919-17:52:32 epoch_duration 2min34s next_finish 17:55:06
20240919-17:52:32 wrote state.pth
20240919-17:52:32 --- epoch 27 ----------------------------------------
20240919-17:52:32 current_test_accuracies 0.4260 0.4500 0.4560 0.3960 0.4330 0.4220 0.3880 0.4060 0.3930 0.4200
20240919-17:52:32 no_c_quiz
20240919-17:52:32 weakest_accuracies [0.388, 0.393]
20240919-17:52:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:52:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:54:50 train_loss 27 model 6 0.04863021850585938
20240919-17:54:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:54:50 train_loss 27 model 8 0.052029815673828125
20240919-17:54:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:54:51 test_loss 27 model 6 0.038238525390625
20240919-17:54:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:54:51 test_loss 27 model 8 0.04788970947265625
20240919-17:54:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:54:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:54:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:54:54 test_accuracy 27 model 6 nb_correct 527 / 1000 (52.70%)
20240919-17:54:55 test_accuracy 27 model 8 nb_correct 470 / 1000 (47.00%)
20240919-17:55:07 wrote ae_*.pth
20240919-17:55:07 epoch_duration 2min34s next_finish 17:57:41
20240919-17:55:07 wrote state.pth
20240919-17:55:07 --- epoch 28 ----------------------------------------
20240919-17:55:07 current_test_accuracies 0.4260 0.4500 0.4560 0.3960 0.4330 0.4220 0.5270 0.4060 0.4700 0.4200
20240919-17:55:07 no_c_quiz
20240919-17:55:07 weakest_accuracies [0.396, 0.406]
20240919-17:55:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:55:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:57:25 train_loss 28 model 3 0.050196701049804685
20240919-17:57:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:57:25 train_loss 28 model 7 0.0498758544921875
20240919-17:57:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:57:26 test_loss 28 model 3 0.0494415283203125
20240919-17:57:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:57:26 test_loss 28 model 7 0.04391632080078125
20240919-17:57:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-17:57:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:57:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-17:57:29 test_accuracy 28 model 7 nb_correct 472 / 1000 (47.20%)
20240919-17:57:30 test_accuracy 28 model 3 nb_correct 443 / 1000 (44.30%)
20240919-17:57:42 wrote ae_*.pth
20240919-17:57:42 epoch_duration 2min35s next_finish 18:00:17
20240919-17:57:42 wrote state.pth
20240919-17:57:42 --- epoch 29 ----------------------------------------
20240919-17:57:42 current_test_accuracies 0.4260 0.4500 0.4560 0.4430 0.4330 0.4220 0.5270 0.4720 0.4700 0.4200
20240919-17:57:42 no_c_quiz
20240919-17:57:42 weakest_accuracies [0.42, 0.422]
20240919-17:57:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-17:57:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:00:00 train_loss 29 model 9 0.054317779541015625
20240919-18:00:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:00:00 train_loss 29 model 5 0.04639776611328125
20240919-18:00:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:00:01 test_loss 29 model 9 0.0508880615234375
20240919-18:00:01 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:00:01 test_loss 29 model 5 0.03812713623046875
20240919-18:00:01 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:00:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:00:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:00:04 test_accuracy 29 model 9 nb_correct 470 / 1000 (47.00%)
20240919-18:00:04 test_accuracy 29 model 5 nb_correct 547 / 1000 (54.70%)
20240919-18:00:16 wrote ae_*.pth
20240919-18:00:16 epoch_duration 2min34s next_finish 18:02:51
20240919-18:00:16 wrote state.pth
20240919-18:00:16 --- epoch 30 ----------------------------------------
20240919-18:00:16 current_test_accuracies 0.4260 0.4500 0.4560 0.4430 0.4330 0.5470 0.5270 0.4720 0.4700 0.4700
20240919-18:00:16 no_c_quiz
20240919-18:00:16 weakest_accuracies [0.426, 0.433]
20240919-18:00:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:00:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:02:34 train_loss 30 model 4 0.04666168212890625
20240919-18:02:34 train_loss 30 model 0 0.05275927734375
20240919-18:02:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:02:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:02:35 test_loss 30 model 0 0.0537689208984375
20240919-18:02:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:02:35 test_loss 30 model 4 0.0438751220703125
20240919-18:02:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:02:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:02:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:02:39 test_accuracy 30 model 4 nb_correct 474 / 1000 (47.40%)
20240919-18:02:39 test_accuracy 30 model 0 nb_correct 438 / 1000 (43.80%)
20240919-18:02:51 wrote ae_*.pth
20240919-18:02:51 epoch_duration 2min34s next_finish 18:05:25
20240919-18:02:51 wrote state.pth
20240919-18:02:51 --- epoch 31 ----------------------------------------
20240919-18:02:51 current_test_accuracies 0.4380 0.4500 0.4560 0.4430 0.4740 0.5470 0.5270 0.4720 0.4700 0.4700
20240919-18:02:51 no_c_quiz
20240919-18:02:51 weakest_accuracies [0.438, 0.443]
20240919-18:02:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:02:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:05:09 train_loss 31 model 3 0.04615234375
20240919-18:05:09 train_loss 31 model 0 0.04772459411621094
20240919-18:05:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:05:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:05:10 test_loss 31 model 3 0.04042510986328125
20240919-18:05:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:05:10 test_loss 31 model 0 0.04386444091796875
20240919-18:05:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:05:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:05:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:05:14 test_accuracy 31 model 3 nb_correct 522 / 1000 (52.20%)
20240919-18:05:14 test_accuracy 31 model 0 nb_correct 561 / 1000 (56.10%)
20240919-18:05:26 wrote ae_*.pth
20240919-18:05:26 epoch_duration 2min34s next_finish 18:08:01
20240919-18:05:26 wrote state.pth
20240919-18:05:26 --- epoch 32 ----------------------------------------
20240919-18:05:26 current_test_accuracies 0.5610 0.4500 0.4560 0.5220 0.4740 0.5470 0.5270 0.4720 0.4700 0.4700
20240919-18:05:26 no_c_quiz
20240919-18:05:26 weakest_accuracies [0.45, 0.456]
20240919-18:05:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:05:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:07:44 train_loss 32 model 1 0.0450068359375
20240919-18:07:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:07:44 train_loss 32 model 2 0.045235595703125
20240919-18:07:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:07:45 test_loss 32 model 1 0.04579315185546875
20240919-18:07:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:07:45 test_loss 32 model 2 0.03871002197265625
20240919-18:07:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:07:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:07:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:07:48 test_accuracy 32 model 2 nb_correct 437 / 1000 (43.70%)
20240919-18:07:48 test_accuracy 32 model 1 nb_correct 543 / 1000 (54.30%)
20240919-18:08:00 wrote ae_*.pth
20240919-18:08:00 epoch_duration 2min34s next_finish 18:10:35
20240919-18:08:00 wrote state.pth
20240919-18:08:00 --- epoch 33 ----------------------------------------
20240919-18:08:00 current_test_accuracies 0.5610 0.5430 0.4370 0.5220 0.4740 0.5470 0.5270 0.4720 0.4700 0.4700
20240919-18:08:00 no_c_quiz
20240919-18:08:00 weakest_accuracies [0.437, 0.47]
20240919-18:08:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:08:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:10:18 train_loss 33 model 8 0.046150543212890624
20240919-18:10:18 train_loss 33 model 2 0.04147328186035156
20240919-18:10:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:10:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:10:19 test_loss 33 model 2 0.03634796142578125
20240919-18:10:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:10:19 test_loss 33 model 8 0.04388885498046875
20240919-18:10:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:10:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:10:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:10:23 test_accuracy 33 model 8 nb_correct 469 / 1000 (46.90%)
20240919-18:10:23 test_accuracy 33 model 2 nb_correct 521 / 1000 (52.10%)
20240919-18:10:35 wrote ae_*.pth
20240919-18:10:35 epoch_duration 2min34s next_finish 18:13:09
20240919-18:10:35 wrote state.pth
20240919-18:10:35 --- epoch 34 ----------------------------------------
20240919-18:10:35 current_test_accuracies 0.5610 0.5430 0.5210 0.5220 0.4740 0.5470 0.5270 0.4720 0.4690 0.4700
20240919-18:10:35 no_c_quiz
20240919-18:10:35 weakest_accuracies [0.469, 0.47]
20240919-18:10:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:10:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:12:52 train_loss 34 model 8 0.04187846374511719
20240919-18:12:53 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:12:53 train_loss 34 model 9 0.049237457275390625
20240919-18:12:53 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:12:53 test_loss 34 model 8 0.04274444580078125
20240919-18:12:53 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:12:54 test_loss 34 model 9 0.0497833251953125
20240919-18:12:54 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:12:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:12:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:12:57 test_accuracy 34 model 9 nb_correct 521 / 1000 (52.10%)
20240919-18:12:57 test_accuracy 34 model 8 nb_correct 497 / 1000 (49.70%)
20240919-18:13:09 wrote ae_*.pth
20240919-18:13:09 epoch_duration 2min34s next_finish 18:15:43
20240919-18:13:09 wrote state.pth
20240919-18:13:09 --- epoch 35 ----------------------------------------
20240919-18:13:09 current_test_accuracies 0.5610 0.5430 0.5210 0.5220 0.4740 0.5470 0.5270 0.4720 0.4970 0.5210
20240919-18:13:09 no_c_quiz
20240919-18:13:09 weakest_accuracies [0.472, 0.474]
20240919-18:13:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:13:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:15:27 train_loss 35 model 7 0.04514506530761719
20240919-18:15:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:15:27 train_loss 35 model 4 0.04362127685546875
20240919-18:15:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:15:28 test_loss 35 model 7 0.0418731689453125
20240919-18:15:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:15:28 test_loss 35 model 4 0.04206695556640625
20240919-18:15:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:15:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:15:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:15:32 test_accuracy 35 model 4 nb_correct 581 / 1000 (58.10%)
20240919-18:15:32 test_accuracy 35 model 7 nb_correct 540 / 1000 (54.00%)
20240919-18:15:44 wrote ae_*.pth
20240919-18:15:44 epoch_duration 2min35s next_finish 18:18:19
20240919-18:15:44 wrote state.pth
20240919-18:15:44 --- epoch 36 ----------------------------------------
20240919-18:15:44 current_test_accuracies 0.5610 0.5430 0.5210 0.5220 0.5810 0.5470 0.5270 0.5400 0.4970 0.5210
20240919-18:15:44 no_c_quiz
20240919-18:15:44 weakest_accuracies [0.497, 0.521]
20240919-18:15:44 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:15:44 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:18:02 train_loss 36 model 8 0.03870641326904297
20240919-18:18:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:18:02 train_loss 36 model 2 0.03882939147949219
20240919-18:18:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:18:03 test_loss 36 model 8 0.034935379028320314
20240919-18:18:03 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:18:03 test_loss 36 model 2 0.0387664794921875
20240919-18:18:03 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:18:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:18:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:18:07 test_accuracy 36 model 8 nb_correct 621 / 1000 (62.10%)
20240919-18:18:07 test_accuracy 36 model 2 nb_correct 624 / 1000 (62.40%)
20240919-18:18:19 wrote ae_*.pth
20240919-18:18:19 epoch_duration 2min34s next_finish 18:20:54
20240919-18:18:19 wrote state.pth
20240919-18:18:19 --- epoch 37 ----------------------------------------
20240919-18:18:19 current_test_accuracies 0.5610 0.5430 0.6240 0.5220 0.5810 0.5470 0.5270 0.5400 0.6210 0.5210
20240919-18:18:19 no_c_quiz
20240919-18:18:19 weakest_accuracies [0.521, 0.522]
20240919-18:18:19 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:18:19 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:20:37 train_loss 37 model 9 0.04601217651367188
20240919-18:20:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:20:37 train_loss 37 model 3 0.04278498077392578
20240919-18:20:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:20:38 test_loss 37 model 9 0.044451141357421876
20240919-18:20:38 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:20:38 test_loss 37 model 3 0.0438995361328125
20240919-18:20:38 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:20:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:20:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:20:41 test_accuracy 37 model 3 nb_correct 603 / 1000 (60.30%)
20240919-18:20:41 test_accuracy 37 model 9 nb_correct 571 / 1000 (57.10%)
20240919-18:20:54 wrote ae_*.pth
20240919-18:20:54 epoch_duration 2min34s next_finish 18:23:28
20240919-18:20:54 wrote state.pth
20240919-18:20:54 --- epoch 38 ----------------------------------------
20240919-18:20:54 current_test_accuracies 0.5610 0.5430 0.6240 0.6030 0.5810 0.5470 0.5270 0.5400 0.6210 0.5710
20240919-18:20:54 no_c_quiz
20240919-18:20:54 weakest_accuracies [0.527, 0.54]
20240919-18:20:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:20:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:23:11 train_loss 38 model 6 0.04428303527832031
20240919-18:23:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:23:12 train_loss 38 model 7 0.04304402160644531
20240919-18:23:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:23:12 test_loss 38 model 6 0.035888671875
20240919-18:23:12 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:23:12 test_loss 38 model 7 0.0397552490234375
20240919-18:23:12 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:23:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:23:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:23:16 test_accuracy 38 model 7 nb_correct 545 / 1000 (54.50%)
20240919-18:23:16 test_accuracy 38 model 6 nb_correct 508 / 1000 (50.80%)
20240919-18:23:29 wrote ae_*.pth
20240919-18:23:29 epoch_duration 2min34s next_finish 18:26:04
20240919-18:23:29 wrote state.pth
20240919-18:23:29 --- epoch 39 ----------------------------------------
20240919-18:23:29 current_test_accuracies 0.5610 0.5430 0.6240 0.6030 0.5810 0.5470 0.5080 0.5450 0.6210 0.5710
20240919-18:23:29 no_c_quiz
20240919-18:23:29 weakest_accuracies [0.508, 0.543]
20240919-18:23:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:23:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:25:47 train_loss 39 model 6 0.04069563293457031
20240919-18:25:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:25:47 train_loss 39 model 1 0.04085931396484375
20240919-18:25:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:25:48 test_loss 39 model 6 0.0483062744140625
20240919-18:25:48 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:25:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:25:49 test_loss 39 model 1 0.037139892578125
20240919-18:25:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:25:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:25:52 test_accuracy 39 model 6 nb_correct 588 / 1000 (58.80%)
20240919-18:25:52 test_accuracy 39 model 1 nb_correct 609 / 1000 (60.90%)
20240919-18:26:04 wrote ae_*.pth
20240919-18:26:04 epoch_duration 2min35s next_finish 18:28:39
20240919-18:26:04 wrote state.pth
20240919-18:26:04 --- epoch 40 ----------------------------------------
20240919-18:26:04 current_test_accuracies 0.5610 0.6090 0.6240 0.6030 0.5810 0.5470 0.5880 0.5450 0.6210 0.5710
20240919-18:26:04 no_c_quiz
20240919-18:26:04 weakest_accuracies [0.545, 0.547]
20240919-18:26:04 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:26:04 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:28:22 train_loss 40 model 5 0.042851608276367185
20240919-18:28:22 train_loss 40 model 7 0.03847914123535156
20240919-18:28:22 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:28:22 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:28:23 test_loss 40 model 5 0.0425323486328125
20240919-18:28:23 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:28:23 test_loss 40 model 7 0.037149810791015626
20240919-18:28:23 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:28:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:28:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:28:26 test_accuracy 40 model 5 nb_correct 610 / 1000 (61.00%)
20240919-18:28:26 test_accuracy 40 model 7 nb_correct 552 / 1000 (55.20%)
20240919-18:28:39 wrote ae_*.pth
20240919-18:28:39 epoch_duration 2min34s next_finish 18:31:13
20240919-18:28:39 wrote state.pth
20240919-18:28:39 --- epoch 41 ----------------------------------------
20240919-18:28:39 current_test_accuracies 0.5610 0.6090 0.6240 0.6030 0.5810 0.6100 0.5880 0.5520 0.6210 0.5710
20240919-18:28:39 no_c_quiz
20240919-18:28:39 weakest_accuracies [0.552, 0.561]
20240919-18:28:39 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:28:39 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:30:57 train_loss 41 model 7 0.038113189697265626
20240919-18:30:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:30:57 train_loss 41 model 0 0.044350753784179686
20240919-18:30:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:30:57 test_loss 41 model 7 0.03356475830078125
20240919-18:30:57 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:30:58 test_loss 41 model 0 0.04230499267578125
20240919-18:30:58 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:30:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:30:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:31:01 test_accuracy 41 model 0 nb_correct 592 / 1000 (59.20%)
20240919-18:31:01 test_accuracy 41 model 7 nb_correct 697 / 1000 (69.70%)
20240919-18:31:13 wrote ae_*.pth
20240919-18:31:13 epoch_duration 2min34s next_finish 18:33:47
20240919-18:31:13 wrote state.pth
20240919-18:31:13 --- epoch 42 ----------------------------------------
20240919-18:31:13 current_test_accuracies 0.5920 0.6090 0.6240 0.6030 0.5810 0.6100 0.5880 0.6970 0.6210 0.5710
20240919-18:31:13 no_c_quiz
20240919-18:31:13 weakest_accuracies [0.571, 0.581]
20240919-18:31:13 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:31:13 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:33:31 train_loss 42 model 4 0.0401390380859375
20240919-18:33:31 train_loss 42 model 9 0.04206097412109375
20240919-18:33:31 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:33:31 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:33:32 test_loss 42 model 4 0.0402984619140625
20240919-18:33:32 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:33:32 test_loss 42 model 9 0.04692230224609375
20240919-18:33:32 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:33:33 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:33:33 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:33:36 test_accuracy 42 model 4 nb_correct 651 / 1000 (65.10%)
20240919-18:33:36 test_accuracy 42 model 9 nb_correct 587 / 1000 (58.70%)
20240919-18:33:48 wrote ae_*.pth
20240919-18:33:48 epoch_duration 2min34s next_finish 18:36:22
20240919-18:33:48 wrote state.pth
20240919-18:33:48 --- epoch 43 ----------------------------------------
20240919-18:33:48 current_test_accuracies 0.5920 0.6090 0.6240 0.6030 0.6510 0.6100 0.5880 0.6970 0.6210 0.5870
20240919-18:33:48 no_c_quiz
20240919-18:33:48 weakest_accuracies [0.587, 0.588]
20240919-18:33:48 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:33:48 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:36:05 train_loss 43 model 9 0.04058454895019531
20240919-18:36:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:36:05 train_loss 43 model 6 0.03687299346923828
20240919-18:36:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:36:06 test_loss 43 model 9 0.0357421875
20240919-18:36:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:36:06 test_loss 43 model 6 0.03731231689453125
20240919-18:36:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:36:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:36:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:36:10 test_accuracy 43 model 6 nb_correct 697 / 1000 (69.70%)
20240919-18:36:10 test_accuracy 43 model 9 nb_correct 583 / 1000 (58.30%)
20240919-18:36:22 wrote ae_*.pth
20240919-18:36:22 epoch_duration 2min34s next_finish 18:38:56
20240919-18:36:22 wrote state.pth
20240919-18:36:22 --- epoch 44 ----------------------------------------
20240919-18:36:22 current_test_accuracies 0.5920 0.6090 0.6240 0.6030 0.6510 0.6100 0.6970 0.6970 0.6210 0.5830
20240919-18:36:22 no_c_quiz
20240919-18:36:22 weakest_accuracies [0.583, 0.592]
20240919-18:36:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:36:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:38:40 train_loss 44 model 0 0.04095988464355469
20240919-18:38:40 train_loss 44 model 9 0.03786402130126953
20240919-18:38:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:38:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:38:41 test_loss 44 model 9 0.0318572998046875
20240919-18:38:41 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:38:41 test_loss 44 model 0 0.04007568359375
20240919-18:38:41 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:38:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:38:42 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:38:44 test_accuracy 44 model 9 nb_correct 681 / 1000 (68.10%)
20240919-18:38:44 test_accuracy 44 model 0 nb_correct 607 / 1000 (60.70%)
20240919-18:38:56 wrote ae_*.pth
20240919-18:38:56 epoch_duration 2min34s next_finish 18:41:31
20240919-18:38:56 wrote state.pth
20240919-18:38:56 --- epoch 45 ----------------------------------------
20240919-18:38:56 current_test_accuracies 0.6070 0.6090 0.6240 0.6030 0.6510 0.6100 0.6970 0.6970 0.6210 0.6810
20240919-18:38:56 no_c_quiz
20240919-18:38:56 weakest_accuracies [0.603, 0.607]
20240919-18:38:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:38:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:41:14 train_loss 45 model 0 0.038682205200195316
20240919-18:41:14 train_loss 45 model 3 0.03961749267578125
20240919-18:41:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:41:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:41:15 test_loss 45 model 3 0.04200592041015625
20240919-18:41:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:41:15 test_loss 45 model 0 0.04019927978515625
20240919-18:41:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:41:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:41:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:41:19 test_accuracy 45 model 3 nb_correct 645 / 1000 (64.50%)
20240919-18:41:19 test_accuracy 45 model 0 nb_correct 615 / 1000 (61.50%)
20240919-18:41:31 wrote ae_*.pth
20240919-18:41:31 epoch_duration 2min34s next_finish 18:44:05
20240919-18:41:31 wrote state.pth
20240919-18:41:31 --- epoch 46 ----------------------------------------
20240919-18:41:31 current_test_accuracies 0.6150 0.6090 0.6240 0.6450 0.6510 0.6100 0.6970 0.6970 0.6210 0.6810
20240919-18:41:31 no_c_quiz
20240919-18:41:31 weakest_accuracies [0.609, 0.61]
20240919-18:41:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:41:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:43:49 train_loss 46 model 1 0.03904901123046875
20240919-18:43:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:43:49 train_loss 46 model 5 0.03828504180908203
20240919-18:43:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:43:50 test_loss 46 model 1 0.03594207763671875
20240919-18:43:50 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:43:50 test_loss 46 model 5 0.0372528076171875
20240919-18:43:50 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:43:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:43:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:43:53 test_accuracy 46 model 1 nb_correct 664 / 1000 (66.40%)
20240919-18:43:54 test_accuracy 46 model 5 nb_correct 632 / 1000 (63.20%)
20240919-18:44:06 wrote ae_*.pth
20240919-18:44:06 epoch_duration 2min34s next_finish 18:46:41
20240919-18:44:06 wrote state.pth
20240919-18:44:06 --- epoch 47 ----------------------------------------
20240919-18:44:06 current_test_accuracies 0.6150 0.6640 0.6240 0.6450 0.6510 0.6320 0.6970 0.6970 0.6210 0.6810
20240919-18:44:06 no_c_quiz
20240919-18:44:06 weakest_accuracies [0.615, 0.621]
20240919-18:44:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:44:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:46:24 train_loss 47 model 8 0.03635314178466797
20240919-18:46:24 train_loss 47 model 0 0.03639892578125
20240919-18:46:24 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:46:24 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:46:25 test_loss 47 model 8 0.03571243286132812
20240919-18:46:25 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:46:25 test_loss 47 model 0 0.0347503662109375
20240919-18:46:25 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:46:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:46:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:46:28 test_accuracy 47 model 0 nb_correct 680 / 1000 (68.00%)
20240919-18:46:28 test_accuracy 47 model 8 nb_correct 647 / 1000 (64.70%)
20240919-18:46:41 wrote ae_*.pth
20240919-18:46:41 epoch_duration 2min34s next_finish 18:49:15
20240919-18:46:41 wrote state.pth
20240919-18:46:41 --- epoch 48 ----------------------------------------
20240919-18:46:41 current_test_accuracies 0.6800 0.6640 0.6240 0.6450 0.6510 0.6320 0.6970 0.6970 0.6470 0.6810
20240919-18:46:41 no_c_quiz
20240919-18:46:41 weakest_accuracies [0.624, 0.632]
20240919-18:46:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:46:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:48:58 train_loss 48 model 5 0.03706482696533203
20240919-18:48:58 train_loss 48 model 2 0.03680633544921875
20240919-18:48:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:48:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:48:59 test_loss 48 model 2 0.0385711669921875
20240919-18:48:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:48:59 test_loss 48 model 5 0.03344802856445313
20240919-18:48:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:49:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:49:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:49:03 test_accuracy 48 model 5 nb_correct 643 / 1000 (64.30%)
20240919-18:49:03 test_accuracy 48 model 2 nb_correct 617 / 1000 (61.70%)
20240919-18:49:15 wrote ae_*.pth
20240919-18:49:15 epoch_duration 2min34s next_finish 18:51:50
20240919-18:49:15 wrote state.pth
20240919-18:49:15 --- epoch 49 ----------------------------------------
20240919-18:49:15 current_test_accuracies 0.6800 0.6640 0.6170 0.6450 0.6510 0.6430 0.6970 0.6970 0.6470 0.6810
20240919-18:49:15 no_c_quiz
20240919-18:49:15 weakest_accuracies [0.617, 0.643]
20240919-18:49:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:49:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:51:34 train_loss 49 model 5 0.03403079223632813
20240919-18:51:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:51:34 train_loss 49 model 2 0.03411302947998047
20240919-18:51:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:51:35 test_loss 49 model 5 0.03455810546875
20240919-18:51:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:51:35 test_loss 49 model 2 0.03301811218261719
20240919-18:51:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:51:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:51:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:51:38 test_accuracy 49 model 5 nb_correct 738 / 1000 (73.80%)
20240919-18:51:39 test_accuracy 49 model 2 nb_correct 653 / 1000 (65.30%)
20240919-18:51:51 wrote ae_*.pth
20240919-18:51:51 epoch_duration 2min35s next_finish 18:54:26
20240919-18:51:51 wrote state.pth
20240919-18:51:51 --- epoch 50 ----------------------------------------
20240919-18:51:51 current_test_accuracies 0.6800 0.6640 0.6530 0.6450 0.6510 0.7380 0.6970 0.6970 0.6470 0.6810
20240919-18:51:51 no_c_quiz
20240919-18:51:51 weakest_accuracies [0.645, 0.647]
20240919-18:51:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:51:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:54:09 train_loss 50 model 3 0.03676981353759766
20240919-18:54:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:54:09 train_loss 50 model 8 0.03464312744140625
20240919-18:54:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:54:10 test_loss 50 model 3 0.036127471923828126
20240919-18:54:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:54:10 test_loss 50 model 8 0.033941650390625
20240919-18:54:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:54:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:54:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:54:13 test_accuracy 50 model 8 nb_correct 680 / 1000 (68.00%)
20240919-18:54:14 test_accuracy 50 model 3 nb_correct 708 / 1000 (70.80%)
20240919-18:54:25 wrote ae_*.pth
20240919-18:54:25 epoch_duration 2min34s next_finish 18:57:00
20240919-18:54:25 wrote state.pth
20240919-18:54:25 --- epoch 51 ----------------------------------------
20240919-18:54:25 current_test_accuracies 0.6800 0.6640 0.6530 0.7080 0.6510 0.7380 0.6970 0.6970 0.6800 0.6810
20240919-18:54:25 no_c_quiz
20240919-18:54:25 weakest_accuracies [0.651, 0.653]
20240919-18:54:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:54:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:56:43 train_loss 51 model 4 0.0376456298828125
20240919-18:56:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:56:43 train_loss 51 model 2 0.03353776550292969
20240919-18:56:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:56:44 test_loss 51 model 4 0.03569793701171875
20240919-18:56:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:56:44 test_loss 51 model 2 0.026943206787109375
20240919-18:56:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:56:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:56:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:56:47 test_accuracy 51 model 4 nb_correct 633 / 1000 (63.30%)
20240919-18:56:48 test_accuracy 51 model 2 nb_correct 737 / 1000 (73.70%)
20240919-18:57:00 wrote ae_*.pth
20240919-18:57:00 epoch_duration 2min34s next_finish 18:59:34
20240919-18:57:00 wrote state.pth
20240919-18:57:00 --- epoch 52 ----------------------------------------
20240919-18:57:00 current_test_accuracies 0.6800 0.6640 0.7370 0.7080 0.6330 0.7380 0.6970 0.6970 0.6800 0.6810
20240919-18:57:00 no_c_quiz
20240919-18:57:00 weakest_accuracies [0.633, 0.664]
20240919-18:57:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:57:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:59:18 train_loss 52 model 4 0.03471125030517578
20240919-18:59:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:59:18 train_loss 52 model 1 0.03586614990234375
20240919-18:59:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:59:19 test_loss 52 model 4 0.0376922607421875
20240919-18:59:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:59:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:59:20 test_loss 52 model 1 0.03812484741210938
20240919-18:59:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-18:59:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-18:59:23 test_accuracy 52 model 4 nb_correct 622 / 1000 (62.20%)
20240919-18:59:23 test_accuracy 52 model 1 nb_correct 644 / 1000 (64.40%)
20240919-18:59:35 wrote ae_*.pth
20240919-18:59:35 epoch_duration 2min35s next_finish 19:02:10
20240919-18:59:35 wrote state.pth
20240919-18:59:35 --- epoch 53 ----------------------------------------
20240919-18:59:35 current_test_accuracies 0.6800 0.6440 0.7370 0.7080 0.6220 0.7380 0.6970 0.6970 0.6800 0.6810
20240919-18:59:35 no_c_quiz
20240919-18:59:35 weakest_accuracies [0.622, 0.644]
20240919-18:59:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-18:59:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:01:52 train_loss 53 model 4 0.03354340362548828
20240919-19:01:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:01:52 train_loss 53 model 1 0.03416131591796875
20240919-19:01:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:01:53 test_loss 53 model 4 0.024797821044921876
20240919-19:01:53 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:01:53 test_loss 53 model 1 0.028715133666992188
20240919-19:01:53 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:01:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:01:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:01:57 test_accuracy 53 model 4 nb_correct 755 / 1000 (75.50%)
20240919-19:01:57 test_accuracy 53 model 1 nb_correct 720 / 1000 (72.00%)
20240919-19:02:09 wrote ae_*.pth
20240919-19:02:09 epoch_duration 2min34s next_finish 19:04:43
20240919-19:02:09 wrote state.pth
20240919-19:02:09 --- epoch 54 ----------------------------------------
20240919-19:02:09 current_test_accuracies 0.6800 0.7200 0.7370 0.7080 0.7550 0.7380 0.6970 0.6970 0.6800 0.6810
20240919-19:02:09 no_c_quiz
20240919-19:02:09 weakest_accuracies [0.68, 0.68]
20240919-19:02:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:02:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:04:27 train_loss 54 model 0 0.03598197174072266
20240919-19:04:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:04:27 train_loss 54 model 8 0.032193359375
20240919-19:04:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:04:28 test_loss 54 model 0 0.03900299072265625
20240919-19:04:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:04:28 test_loss 54 model 8 0.025871658325195314
20240919-19:04:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:04:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:04:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:04:32 test_accuracy 54 model 8 nb_correct 687 / 1000 (68.70%)
20240919-19:04:32 test_accuracy 54 model 0 nb_correct 701 / 1000 (70.10%)
20240919-19:04:44 wrote ae_*.pth
20240919-19:04:44 epoch_duration 2min35s next_finish 19:07:19
20240919-19:04:44 wrote state.pth
20240919-19:04:44 --- epoch 55 ----------------------------------------
20240919-19:04:44 current_test_accuracies 0.7010 0.7200 0.7370 0.7080 0.7550 0.7380 0.6970 0.6970 0.6870 0.6810
20240919-19:04:44 no_c_quiz
20240919-19:04:44 weakest_accuracies [0.681, 0.687]
20240919-19:04:44 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:04:44 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:07:02 train_loss 55 model 9 0.03615102386474609
20240919-19:07:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:07:02 train_loss 55 model 8 0.03149845504760742
20240919-19:07:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:07:03 test_loss 55 model 9 0.03098907470703125
20240919-19:07:03 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:07:03 test_loss 55 model 8 0.031646728515625
20240919-19:07:03 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:07:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:07:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:07:07 test_accuracy 55 model 8 nb_correct 737 / 1000 (73.70%)
20240919-19:07:07 test_accuracy 55 model 9 nb_correct 733 / 1000 (73.30%)
20240919-19:07:19 wrote ae_*.pth
20240919-19:07:19 epoch_duration 2min35s next_finish 19:09:54
20240919-19:07:19 wrote state.pth
20240919-19:07:19 --- epoch 56 ----------------------------------------
20240919-19:07:19 current_test_accuracies 0.7010 0.7200 0.7370 0.7080 0.7550 0.7380 0.6970 0.6970 0.7370 0.7330
20240919-19:07:19 no_c_quiz
20240919-19:07:19 weakest_accuracies [0.697, 0.697]
20240919-19:07:19 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:07:19 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:09:37 train_loss 56 model 6 0.03588835906982422
20240919-19:09:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:09:37 train_loss 56 model 7 0.03416487121582031
20240919-19:09:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:09:38 test_loss 56 model 6 0.03391265869140625
20240919-19:09:38 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:09:38 test_loss 56 model 7 0.03646697998046875
20240919-19:09:38 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:09:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:09:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:09:42 test_accuracy 56 model 6 nb_correct 716 / 1000 (71.60%)
20240919-19:09:42 test_accuracy 56 model 7 nb_correct 680 / 1000 (68.00%)
20240919-19:09:54 wrote ae_*.pth
20240919-19:09:54 epoch_duration 2min34s next_finish 19:12:29
20240919-19:09:54 wrote state.pth
20240919-19:09:54 --- epoch 57 ----------------------------------------
20240919-19:09:54 current_test_accuracies 0.7010 0.7200 0.7370 0.7080 0.7550 0.7380 0.7160 0.6800 0.7370 0.7330
20240919-19:09:54 no_c_quiz
20240919-19:09:54 weakest_accuracies [0.68, 0.701]
20240919-19:09:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:09:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:12:11 train_loss 57 model 0 0.03403691101074219
20240919-19:12:11 train_loss 57 model 7 0.032776657104492186
20240919-19:12:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:12:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:12:12 test_loss 57 model 7 0.031061553955078126
20240919-19:12:12 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:12:12 test_loss 57 model 0 0.02794342041015625
20240919-19:12:12 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:12:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:12:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:12:16 test_accuracy 57 model 0 nb_correct 749 / 1000 (74.90%)
20240919-19:12:16 test_accuracy 57 model 7 nb_correct 742 / 1000 (74.20%)
20240919-19:12:28 wrote ae_*.pth
20240919-19:12:28 epoch_duration 2min34s next_finish 19:15:02
20240919-19:12:28 wrote state.pth
20240919-19:12:28 --- epoch 58 ----------------------------------------
20240919-19:12:28 current_test_accuracies 0.7490 0.7200 0.7370 0.7080 0.7550 0.7380 0.7160 0.7420 0.7370 0.7330
20240919-19:12:28 no_c_quiz
20240919-19:12:28 weakest_accuracies [0.708, 0.716]
20240919-19:12:28 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:12:28 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:14:46 train_loss 58 model 3 0.035807647705078126
20240919-19:14:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:14:46 train_loss 58 model 6 0.033711498260498046
20240919-19:14:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:14:47 test_loss 58 model 3 0.03166656494140625
20240919-19:14:47 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:14:47 test_loss 58 model 6 0.0346160888671875
20240919-19:14:47 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:14:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:14:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:14:51 test_accuracy 58 model 6 nb_correct 745 / 1000 (74.50%)
20240919-19:14:51 test_accuracy 58 model 3 nb_correct 763 / 1000 (76.30%)
20240919-19:15:03 wrote ae_*.pth
20240919-19:15:03 epoch_duration 2min34s next_finish 19:17:37
20240919-19:15:03 wrote state.pth
20240919-19:15:03 --- epoch 59 ----------------------------------------
20240919-19:15:03 current_test_accuracies 0.7490 0.7200 0.7370 0.7630 0.7550 0.7380 0.7450 0.7420 0.7370 0.7330
20240919-19:15:03 no_c_quiz
20240919-19:15:03 weakest_accuracies [0.72, 0.733]
20240919-19:15:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:15:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:17:20 train_loss 59 model 9 0.03400068664550781
20240919-19:17:20 train_loss 59 model 1 0.032163097381591794
20240919-19:17:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:17:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:17:21 test_loss 59 model 9 0.03349151611328125
20240919-19:17:21 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:17:21 test_loss 59 model 1 0.036676025390625
20240919-19:17:21 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:17:22 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:17:22 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:17:25 test_accuracy 59 model 1 nb_correct 711 / 1000 (71.10%)
20240919-19:17:25 test_accuracy 59 model 9 nb_correct 707 / 1000 (70.70%)
20240919-19:17:37 wrote ae_*.pth
20240919-19:17:37 epoch_duration 2min34s next_finish 19:20:12
20240919-19:17:37 wrote state.pth
20240919-19:17:37 --- epoch 60 ----------------------------------------
20240919-19:17:37 current_test_accuracies 0.7490 0.7110 0.7370 0.7630 0.7550 0.7380 0.7450 0.7420 0.7370 0.7070
20240919-19:17:37 no_c_quiz
20240919-19:17:37 weakest_accuracies [0.707, 0.711]
20240919-19:17:37 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:17:37 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:19:56 train_loss 60 model 1 0.03118013381958008
20240919-19:19:56 train_loss 60 model 9 0.033267318725585936
20240919-19:19:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:19:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:19:57 test_loss 60 model 1 0.029738616943359376
20240919-19:19:57 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:19:57 test_loss 60 model 9 0.03271636962890625
20240919-19:19:57 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:19:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:19:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:20:00 test_accuracy 60 model 9 nb_correct 773 / 1000 (77.30%)
20240919-19:20:00 test_accuracy 60 model 1 nb_correct 774 / 1000 (77.40%)
20240919-19:20:12 wrote ae_*.pth
20240919-19:20:12 epoch_duration 2min35s next_finish 19:22:47
20240919-19:20:12 wrote state.pth
20240919-19:20:12 --- epoch 61 ----------------------------------------
20240919-19:20:12 current_test_accuracies 0.7490 0.7740 0.7370 0.7630 0.7550 0.7380 0.7450 0.7420 0.7370 0.7730
20240919-19:20:12 no_c_quiz
20240919-19:20:12 weakest_accuracies [0.737, 0.737]
20240919-19:20:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:20:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:22:30 train_loss 61 model 8 0.030226009368896484
20240919-19:22:30 train_loss 61 model 2 0.03145913314819336
20240919-19:22:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:22:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:22:31 test_loss 61 model 2 0.027530670166015625
20240919-19:22:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:22:31 test_loss 61 model 8 0.031482696533203125
20240919-19:22:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:22:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:22:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:22:35 test_accuracy 61 model 8 nb_correct 746 / 1000 (74.60%)
20240919-19:22:35 test_accuracy 61 model 2 nb_correct 731 / 1000 (73.10%)
20240919-19:22:47 wrote ae_*.pth
20240919-19:22:47 epoch_duration 2min34s next_finish 19:25:22
20240919-19:22:47 wrote state.pth
20240919-19:22:47 --- epoch 62 ----------------------------------------
20240919-19:22:47 current_test_accuracies 0.7490 0.7740 0.7310 0.7630 0.7550 0.7380 0.7450 0.7420 0.7460 0.7730
20240919-19:22:47 no_c_quiz
20240919-19:22:47 weakest_accuracies [0.731, 0.738]
20240919-19:22:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:22:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:25:05 train_loss 62 model 2 0.031040973663330078
20240919-19:25:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:25:05 train_loss 62 model 5 0.03385083770751953
20240919-19:25:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:25:06 test_loss 62 model 2 0.033664703369140625
20240919-19:25:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:25:06 test_loss 62 model 5 0.03152275085449219
20240919-19:25:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:25:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:25:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:25:09 test_accuracy 62 model 2 nb_correct 773 / 1000 (77.30%)
20240919-19:25:09 test_accuracy 62 model 5 nb_correct 746 / 1000 (74.60%)
20240919-19:25:21 wrote ae_*.pth
20240919-19:25:21 epoch_duration 2min34s next_finish 19:27:56
20240919-19:25:21 wrote state.pth
20240919-19:25:21 --- epoch 63 ----------------------------------------
20240919-19:25:21 current_test_accuracies 0.7490 0.7740 0.7730 0.7630 0.7550 0.7460 0.7450 0.7420 0.7460 0.7730
20240919-19:25:21 no_c_quiz
20240919-19:25:21 weakest_accuracies [0.742, 0.745]
20240919-19:25:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:25:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:27:39 train_loss 63 model 7 0.0324766960144043
20240919-19:27:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:27:39 train_loss 63 model 6 0.03245307922363281
20240919-19:27:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:27:40 test_loss 63 model 7 0.029719734191894533
20240919-19:27:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:27:40 test_loss 63 model 6 0.035578346252441405
20240919-19:27:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:27:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:27:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:27:44 test_accuracy 63 model 6 nb_correct 761 / 1000 (76.10%)
20240919-19:27:44 test_accuracy 63 model 7 nb_correct 778 / 1000 (77.80%)
20240919-19:27:56 wrote ae_*.pth
20240919-19:27:56 epoch_duration 2min34s next_finish 19:30:30
20240919-19:27:56 wrote state.pth
20240919-19:27:56 --- epoch 64 ----------------------------------------
20240919-19:27:56 current_test_accuracies 0.7490 0.7740 0.7730 0.7630 0.7550 0.7460 0.7610 0.7780 0.7460 0.7730
20240919-19:27:56 no_c_quiz
20240919-19:27:56 weakest_accuracies [0.746, 0.746]
20240919-19:27:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:27:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:30:14 train_loss 64 model 8 0.029028404235839845
20240919-19:30:14 train_loss 64 model 5 0.032489906311035155
20240919-19:30:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:30:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:30:15 test_loss 64 model 5 0.030823516845703124
20240919-19:30:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:30:15 test_loss 64 model 8 0.028649139404296874
20240919-19:30:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:30:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:30:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:30:18 test_accuracy 64 model 8 nb_correct 790 / 1000 (79.00%)
20240919-19:30:18 test_accuracy 64 model 5 nb_correct 758 / 1000 (75.80%)
20240919-19:30:30 wrote ae_*.pth
20240919-19:30:30 epoch_duration 2min34s next_finish 19:33:04
20240919-19:30:30 wrote state.pth
20240919-19:30:30 --- epoch 65 ----------------------------------------
20240919-19:30:30 current_test_accuracies 0.7490 0.7740 0.7730 0.7630 0.7550 0.7580 0.7610 0.7780 0.7900 0.7730
20240919-19:30:30 no_c_quiz
20240919-19:30:30 weakest_accuracies [0.749, 0.755]
20240919-19:30:30 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:30:30 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:32:48 train_loss 65 model 4 0.03168370819091797
20240919-19:32:48 train_loss 65 model 0 0.03213750457763672
20240919-19:32:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:32:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:32:49 test_loss 65 model 4 0.028470611572265624
20240919-19:32:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:32:49 test_loss 65 model 0 0.035250091552734376
20240919-19:32:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:32:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:32:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:32:52 test_accuracy 65 model 0 nb_correct 774 / 1000 (77.40%)
20240919-19:32:52 test_accuracy 65 model 4 nb_correct 680 / 1000 (68.00%)
20240919-19:33:04 wrote ae_*.pth
20240919-19:33:04 epoch_duration 2min34s next_finish 19:35:39
20240919-19:33:04 wrote state.pth
20240919-19:33:04 --- epoch 66 ----------------------------------------
20240919-19:33:04 current_test_accuracies 0.7740 0.7740 0.7730 0.7630 0.6800 0.7580 0.7610 0.7780 0.7900 0.7730
20240919-19:33:04 no_c_quiz
20240919-19:33:04 weakest_accuracies [0.68, 0.758]
20240919-19:33:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:33:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:35:23 train_loss 66 model 5 0.0305685920715332
20240919-19:35:23 train_loss 66 model 4 0.030781200408935547
20240919-19:35:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:35:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:35:24 test_loss 66 model 4 0.03167991638183594
20240919-19:35:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:35:24 test_loss 66 model 5 0.02548084259033203
20240919-19:35:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:35:24 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:35:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:35:28 test_accuracy 66 model 5 nb_correct 795 / 1000 (79.50%)
20240919-19:35:28 test_accuracy 66 model 4 nb_correct 802 / 1000 (80.20%)
20240919-19:35:40 wrote ae_*.pth
20240919-19:35:40 epoch_duration 2min35s next_finish 19:38:15
20240919-19:35:40 wrote state.pth
20240919-19:35:40 --- epoch 67 ----------------------------------------
20240919-19:35:40 current_test_accuracies 0.7740 0.7740 0.7730 0.7630 0.8020 0.7950 0.7610 0.7780 0.7900 0.7730
20240919-19:35:40 no_c_quiz
20240919-19:35:40 weakest_accuracies [0.761, 0.763]
20240919-19:35:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:35:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:37:58 train_loss 67 model 6 0.0314762077331543
20240919-19:37:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:37:58 train_loss 67 model 3 0.03451292419433594
20240919-19:37:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:37:59 test_loss 67 model 6 0.029364395141601562
20240919-19:37:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:37:59 test_loss 67 model 3 0.03599700927734375
20240919-19:37:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:38:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:38:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:38:03 test_accuracy 67 model 6 nb_correct 774 / 1000 (77.40%)
20240919-19:38:03 test_accuracy 67 model 3 nb_correct 714 / 1000 (71.40%)
20240919-19:38:15 wrote ae_*.pth
20240919-19:38:15 epoch_duration 2min35s next_finish 19:40:50
20240919-19:38:15 wrote state.pth
20240919-19:38:15 --- epoch 68 ----------------------------------------
20240919-19:38:15 current_test_accuracies 0.7740 0.7740 0.7730 0.7140 0.8020 0.7950 0.7740 0.7780 0.7900 0.7730
20240919-19:38:15 no_c_quiz
20240919-19:38:15 weakest_accuracies [0.714, 0.773]
20240919-19:38:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:38:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:40:33 train_loss 68 model 3 0.033340133666992185
20240919-19:40:33 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:40:33 train_loss 68 model 2 0.02967736053466797
20240919-19:40:33 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:40:34 test_loss 68 model 3 0.029981231689453124
20240919-19:40:34 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:40:34 test_loss 68 model 2 0.029370880126953124
20240919-19:40:34 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:40:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:40:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:40:38 test_accuracy 68 model 3 nb_correct 781 / 1000 (78.10%)
20240919-19:40:38 test_accuracy 68 model 2 nb_correct 758 / 1000 (75.80%)
20240919-19:40:50 wrote ae_*.pth
20240919-19:40:50 epoch_duration 2min35s next_finish 19:43:25
20240919-19:40:50 wrote state.pth
20240919-19:40:50 --- epoch 69 ----------------------------------------
20240919-19:40:50 current_test_accuracies 0.7740 0.7740 0.7580 0.7810 0.8020 0.7950 0.7740 0.7780 0.7900 0.7730
20240919-19:40:50 no_c_quiz
20240919-19:40:50 weakest_accuracies [0.758, 0.773]
20240919-19:40:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:40:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:43:08 train_loss 69 model 2 0.0290244197845459
20240919-19:43:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:43:08 train_loss 69 model 9 0.031350440979003906
20240919-19:43:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:43:09 test_loss 69 model 2 0.027254104614257812
20240919-19:43:09 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:43:09 test_loss 69 model 9 0.03389129638671875
20240919-19:43:09 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:43:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:43:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:43:13 test_accuracy 69 model 9 nb_correct 729 / 1000 (72.90%)
20240919-19:43:13 test_accuracy 69 model 2 nb_correct 802 / 1000 (80.20%)
20240919-19:43:25 wrote ae_*.pth
20240919-19:43:25 epoch_duration 2min34s next_finish 19:46:00
20240919-19:43:25 wrote state.pth
20240919-19:43:25 --- epoch 70 ----------------------------------------
20240919-19:43:25 current_test_accuracies 0.7740 0.7740 0.8020 0.7810 0.8020 0.7950 0.7740 0.7780 0.7900 0.7290
20240919-19:43:25 no_c_quiz
20240919-19:43:25 weakest_accuracies [0.729, 0.774]
20240919-19:43:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:43:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:45:43 train_loss 70 model 9 0.030028228759765626
20240919-19:45:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:45:43 train_loss 70 model 0 0.03101152038574219
20240919-19:45:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:45:44 test_loss 70 model 9 0.028916168212890624
20240919-19:45:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:45:44 test_loss 70 model 0 0.027486228942871095
20240919-19:45:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:45:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:45:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:45:48 test_accuracy 70 model 0 nb_correct 802 / 1000 (80.20%)
20240919-19:45:48 test_accuracy 70 model 9 nb_correct 789 / 1000 (78.90%)
20240919-19:46:00 wrote ae_*.pth
20240919-19:46:00 epoch_duration 2min35s next_finish 19:48:35
20240919-19:46:00 wrote state.pth
20240919-19:46:00 --- epoch 71 ----------------------------------------
20240919-19:46:00 current_test_accuracies 0.8020 0.7740 0.8020 0.7810 0.8020 0.7950 0.7740 0.7780 0.7900 0.7890
20240919-19:46:00 no_c_quiz
20240919-19:46:00 weakest_accuracies [0.774, 0.774]
20240919-19:46:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:46:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:48:18 train_loss 71 model 1 0.030097599029541015
20240919-19:48:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:48:18 train_loss 71 model 6 0.030443016052246093
20240919-19:48:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:48:19 test_loss 71 model 1 0.02979278564453125
20240919-19:48:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:48:19 test_loss 71 model 6 0.03366012573242187
20240919-19:48:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:48:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:48:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:48:22 test_accuracy 71 model 1 nb_correct 767 / 1000 (76.70%)
20240919-19:48:22 test_accuracy 71 model 6 nb_correct 655 / 1000 (65.50%)
20240919-19:48:34 wrote ae_*.pth
20240919-19:48:34 epoch_duration 2min34s next_finish 19:51:09
20240919-19:48:34 wrote state.pth
20240919-19:48:34 --- epoch 72 ----------------------------------------
20240919-19:48:34 current_test_accuracies 0.8020 0.7670 0.8020 0.7810 0.8020 0.7950 0.6550 0.7780 0.7900 0.7890
20240919-19:48:34 no_c_quiz
20240919-19:48:34 weakest_accuracies [0.655, 0.767]
20240919-19:48:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:48:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:50:52 train_loss 72 model 1 0.029478504180908204
20240919-19:50:52 train_loss 72 model 6 0.029730594635009766
20240919-19:50:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:50:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:50:53 test_loss 72 model 1 0.029535675048828126
20240919-19:50:53 test_loss 72 model 6 0.02888069152832031
20240919-19:50:53 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:50:53 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:50:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:50:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:50:57 test_accuracy 72 model 6 nb_correct 825 / 1000 (82.50%)
20240919-19:50:57 test_accuracy 72 model 1 nb_correct 820 / 1000 (82.00%)
20240919-19:51:09 wrote ae_*.pth
20240919-19:51:09 epoch_duration 2min34s next_finish 19:53:43
20240919-19:51:09 wrote state.pth
20240919-19:51:09 --- epoch 73 ----------------------------------------
20240919-19:51:09 current_test_accuracies 0.8020 0.8200 0.8020 0.7810 0.8020 0.7950 0.8250 0.7780 0.7900 0.7890
20240919-19:51:09 no_c_quiz
20240919-19:51:09 weakest_accuracies [0.778, 0.781]
20240919-19:51:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:51:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:53:27 train_loss 73 model 7 0.03056499481201172
20240919-19:53:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:53:27 train_loss 73 model 3 0.03159535980224609
20240919-19:53:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:53:28 test_loss 73 model 7 0.025902938842773438
20240919-19:53:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:53:28 test_loss 73 model 3 0.031397247314453126
20240919-19:53:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:53:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:53:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:53:31 test_accuracy 73 model 7 nb_correct 749 / 1000 (74.90%)
20240919-19:53:31 test_accuracy 73 model 3 nb_correct 783 / 1000 (78.30%)
20240919-19:53:43 wrote ae_*.pth
20240919-19:53:43 epoch_duration 2min34s next_finish 19:56:18
20240919-19:53:43 wrote state.pth
20240919-19:53:43 --- epoch 74 ----------------------------------------
20240919-19:53:43 current_test_accuracies 0.8020 0.8200 0.8020 0.7830 0.8020 0.7950 0.8250 0.7490 0.7900 0.7890
20240919-19:53:43 no_c_quiz
20240919-19:53:43 weakest_accuracies [0.749, 0.783]
20240919-19:53:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:53:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:56:01 train_loss 74 model 7 0.030090919494628908
20240919-19:56:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:56:01 train_loss 74 model 3 0.031244356155395506
20240919-19:56:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:56:02 test_loss 74 model 7 0.028980064392089843
20240919-19:56:02 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:56:02 test_loss 74 model 3 0.027788162231445312
20240919-19:56:02 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:56:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:56:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:56:05 test_accuracy 74 model 3 nb_correct 766 / 1000 (76.60%)
20240919-19:56:06 test_accuracy 74 model 7 nb_correct 812 / 1000 (81.20%)
20240919-19:56:17 wrote ae_*.pth
20240919-19:56:17 epoch_duration 2min34s next_finish 19:58:51
20240919-19:56:17 wrote state.pth
20240919-19:56:17 --- epoch 75 ----------------------------------------
20240919-19:56:17 current_test_accuracies 0.8020 0.8200 0.8020 0.7660 0.8020 0.7950 0.8250 0.8120 0.7900 0.7890
20240919-19:56:17 no_c_quiz
20240919-19:56:17 weakest_accuracies [0.766, 0.789]
20240919-19:56:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:56:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:58:35 train_loss 75 model 9 0.02961458969116211
20240919-19:58:35 train_loss 75 model 3 0.02914944267272949
20240919-19:58:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:58:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:58:36 test_loss 75 model 3 0.028783798217773438
20240919-19:58:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:58:36 test_loss 75 model 9 0.026628875732421876
20240919-19:58:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-19:58:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:58:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-19:58:40 test_accuracy 75 model 9 nb_correct 820 / 1000 (82.00%)
20240919-19:58:40 test_accuracy 75 model 3 nb_correct 718 / 1000 (71.80%)
20240919-19:58:52 wrote ae_*.pth
20240919-19:58:52 epoch_duration 2min34s next_finish 20:01:27
20240919-19:58:52 wrote state.pth
20240919-19:58:52 --- epoch 76 ----------------------------------------
20240919-19:58:52 current_test_accuracies 0.8020 0.8200 0.8020 0.7180 0.8020 0.7950 0.8250 0.8120 0.7900 0.8200
20240919-19:58:52 no_c_quiz
20240919-19:58:52 weakest_accuracies [0.718, 0.79]
20240919-19:58:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-19:58:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:01:10 train_loss 76 model 3 0.029504633903503417
20240919-20:01:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:01:10 train_loss 76 model 8 0.02868888473510742
20240919-20:01:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:01:11 test_loss 76 model 3 0.024106216430664063
20240919-20:01:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:01:11 test_loss 76 model 8 0.0251373291015625
20240919-20:01:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:01:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:01:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:01:14 test_accuracy 76 model 3 nb_correct 863 / 1000 (86.30%)
20240919-20:01:15 test_accuracy 76 model 8 nb_correct 760 / 1000 (76.00%)
20240919-20:01:26 wrote ae_*.pth
20240919-20:01:26 epoch_duration 2min34s next_finish 20:04:01
20240919-20:01:26 wrote state.pth
20240919-20:01:26 --- epoch 77 ----------------------------------------
20240919-20:01:26 current_test_accuracies 0.8020 0.8200 0.8020 0.8630 0.8020 0.7950 0.8250 0.8120 0.7600 0.8200
20240919-20:01:26 no_c_quiz
20240919-20:01:26 weakest_accuracies [0.76, 0.795]
20240919-20:01:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:01:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:03:44 train_loss 77 model 5 0.02993117141723633
20240919-20:03:44 train_loss 77 model 8 0.027885086059570314
20240919-20:03:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:03:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:03:45 test_loss 77 model 8 0.028366851806640624
20240919-20:03:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:03:45 test_loss 77 model 5 0.027743721008300783
20240919-20:03:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:03:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:03:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:03:49 test_accuracy 77 model 5 nb_correct 806 / 1000 (80.60%)
20240919-20:03:49 test_accuracy 77 model 8 nb_correct 775 / 1000 (77.50%)
20240919-20:04:01 wrote ae_*.pth
20240919-20:04:01 epoch_duration 2min34s next_finish 20:06:36
20240919-20:04:01 wrote state.pth
20240919-20:04:01 --- epoch 78 ----------------------------------------
20240919-20:04:01 current_test_accuracies 0.8020 0.8200 0.8020 0.8630 0.8020 0.8060 0.8250 0.8120 0.7750 0.8200
20240919-20:04:01 no_c_quiz
20240919-20:04:01 weakest_accuracies [0.775, 0.802]
20240919-20:04:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:04:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:06:19 train_loss 78 model 0 0.030905433654785156
20240919-20:06:19 train_loss 78 model 8 0.02765172290802002
20240919-20:06:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:06:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:06:20 test_loss 78 model 8 0.025512886047363282
20240919-20:06:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:06:20 test_loss 78 model 0 0.03390655517578125
20240919-20:06:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:06:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:06:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:06:24 test_accuracy 78 model 0 nb_correct 825 / 1000 (82.50%)
20240919-20:06:24 test_accuracy 78 model 8 nb_correct 832 / 1000 (83.20%)
20240919-20:06:36 wrote ae_*.pth
20240919-20:06:36 epoch_duration 2min34s next_finish 20:09:10
20240919-20:06:36 wrote state.pth
20240919-20:06:36 --- epoch 79 ----------------------------------------
20240919-20:06:36 current_test_accuracies 0.8250 0.8200 0.8020 0.8630 0.8020 0.8060 0.8250 0.8120 0.8320 0.8200
20240919-20:06:36 no_c_quiz
20240919-20:06:36 weakest_accuracies [0.802, 0.802]
20240919-20:06:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:06:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:08:54 train_loss 79 model 2 0.027674453735351563
20240919-20:08:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:08:54 train_loss 79 model 4 0.029443710327148438
20240919-20:08:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:08:55 test_loss 79 model 2 0.025445938110351562
20240919-20:08:55 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:08:55 test_loss 79 model 4 0.02762908935546875
20240919-20:08:55 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:08:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:08:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:08:58 test_accuracy 79 model 4 nb_correct 771 / 1000 (77.10%)
20240919-20:08:59 test_accuracy 79 model 2 nb_correct 807 / 1000 (80.70%)
20240919-20:09:10 wrote ae_*.pth
20240919-20:09:10 epoch_duration 2min34s next_finish 20:11:45
20240919-20:09:10 wrote state.pth
20240919-20:09:10 --- epoch 80 ----------------------------------------
20240919-20:09:10 current_test_accuracies 0.8250 0.8200 0.8070 0.8630 0.7710 0.8060 0.8250 0.8120 0.8320 0.8200
20240919-20:09:10 no_c_quiz
20240919-20:09:10 weakest_accuracies [0.771, 0.806]
20240919-20:09:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:09:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:11:28 train_loss 80 model 4 0.029497215270996094
20240919-20:11:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:11:28 train_loss 80 model 5 0.02936980438232422
20240919-20:11:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:11:29 test_loss 80 model 4 0.0309478759765625
20240919-20:11:29 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:11:29 test_loss 80 model 5 0.02815093994140625
20240919-20:11:29 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:11:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:11:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:11:33 test_accuracy 80 model 4 nb_correct 826 / 1000 (82.60%)
20240919-20:11:33 test_accuracy 80 model 5 nb_correct 840 / 1000 (84.00%)
20240919-20:11:45 wrote ae_*.pth
20240919-20:11:45 epoch_duration 2min34s next_finish 20:14:20
20240919-20:11:45 wrote state.pth
20240919-20:11:45 --- epoch 81 ----------------------------------------
20240919-20:11:45 current_test_accuracies 0.8250 0.8200 0.8070 0.8630 0.8260 0.8400 0.8250 0.8120 0.8320 0.8200
20240919-20:11:45 no_c_quiz
20240919-20:11:45 weakest_accuracies [0.807, 0.812]
20240919-20:11:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:11:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:14:03 train_loss 81 model 2 0.027478303909301758
20240919-20:14:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:14:03 train_loss 81 model 7 0.029521398544311524
20240919-20:14:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:14:04 test_loss 81 model 2 0.023900985717773438
20240919-20:14:04 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:14:04 test_loss 81 model 7 0.0287109375
20240919-20:14:04 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:14:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:14:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:14:08 test_accuracy 81 model 2 nb_correct 844 / 1000 (84.40%)
20240919-20:14:08 test_accuracy 81 model 7 nb_correct 832 / 1000 (83.20%)
20240919-20:14:20 wrote ae_*.pth
20240919-20:14:20 epoch_duration 2min34s next_finish 20:16:55
20240919-20:14:20 wrote state.pth
20240919-20:14:20 --- epoch 82 ----------------------------------------
20240919-20:14:20 current_test_accuracies 0.8250 0.8200 0.8440 0.8630 0.8260 0.8400 0.8250 0.8320 0.8320 0.8200
20240919-20:14:20 no_c_quiz
20240919-20:14:20 weakest_accuracies [0.82, 0.82]
20240919-20:14:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:14:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:16:38 train_loss 82 model 1 0.02815813636779785
20240919-20:16:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:16:38 train_loss 82 model 9 0.028626001358032227
20240919-20:16:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:16:39 test_loss 82 model 1 0.022796249389648436
20240919-20:16:39 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:16:39 test_loss 82 model 9 0.028253936767578126
20240919-20:16:39 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:16:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:16:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:16:42 test_accuracy 82 model 1 nb_correct 818 / 1000 (81.80%)
20240919-20:16:43 test_accuracy 82 model 9 nb_correct 795 / 1000 (79.50%)
20240919-20:16:54 wrote ae_*.pth
20240919-20:16:54 epoch_duration 2min34s next_finish 20:19:29
20240919-20:16:54 wrote state.pth
20240919-20:16:54 --- epoch 83 ----------------------------------------
20240919-20:16:54 current_test_accuracies 0.8250 0.8180 0.8440 0.8630 0.8260 0.8400 0.8250 0.8320 0.8320 0.7950
20240919-20:16:54 no_c_quiz
20240919-20:16:54 weakest_accuracies [0.795, 0.818]
20240919-20:16:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:16:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:19:12 train_loss 83 model 9 0.027548124313354492
20240919-20:19:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:19:13 train_loss 83 model 1 0.027827289581298827
20240919-20:19:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:19:13 test_loss 83 model 9 0.024379730224609375
20240919-20:19:13 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:19:14 test_loss 83 model 1 0.022262191772460936
20240919-20:19:14 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:19:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:19:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:19:17 test_accuracy 83 model 9 nb_correct 870 / 1000 (87.00%)
20240919-20:19:17 test_accuracy 83 model 1 nb_correct 842 / 1000 (84.20%)
20240919-20:19:29 wrote ae_*.pth
20240919-20:19:29 epoch_duration 2min34s next_finish 20:22:03
20240919-20:19:29 wrote state.pth
20240919-20:19:29 --- epoch 84 ----------------------------------------
20240919-20:19:29 current_test_accuracies 0.8250 0.8420 0.8440 0.8630 0.8260 0.8400 0.8250 0.8320 0.8320 0.8700
20240919-20:19:29 no_c_quiz
20240919-20:19:29 weakest_accuracies [0.825, 0.825]
20240919-20:19:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:19:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:21:47 train_loss 84 model 0 0.029166141510009767
20240919-20:21:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:21:47 train_loss 84 model 6 0.028014625549316406
20240919-20:21:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:21:48 test_loss 84 model 0 0.0304107666015625
20240919-20:21:48 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:21:48 test_loss 84 model 6 0.029676055908203124
20240919-20:21:48 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:21:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:21:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:21:51 test_accuracy 84 model 0 nb_correct 834 / 1000 (83.40%)
20240919-20:21:51 test_accuracy 84 model 6 nb_correct 820 / 1000 (82.00%)
20240919-20:22:03 wrote ae_*.pth
20240919-20:22:03 epoch_duration 2min34s next_finish 20:24:37
20240919-20:22:03 wrote state.pth
20240919-20:22:03 --- epoch 85 ----------------------------------------
20240919-20:22:03 current_test_accuracies 0.8340 0.8420 0.8440 0.8630 0.8260 0.8400 0.8200 0.8320 0.8320 0.8700
20240919-20:22:03 no_c_quiz
20240919-20:22:03 weakest_accuracies [0.82, 0.826]
20240919-20:22:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:22:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:24:21 train_loss 85 model 4 0.028566371917724608
20240919-20:24:21 train_loss 85 model 6 0.02782223892211914
20240919-20:24:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:24:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:24:22 test_loss 85 model 6 0.026849937438964844
20240919-20:24:22 test_loss 85 model 4 0.029531478881835938
20240919-20:24:22 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:24:22 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:24:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:24:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:24:26 test_accuracy 85 model 6 nb_correct 854 / 1000 (85.40%)
20240919-20:24:26 test_accuracy 85 model 4 nb_correct 825 / 1000 (82.50%)
20240919-20:24:38 wrote ae_*.pth
20240919-20:24:38 epoch_duration 2min34s next_finish 20:27:12
20240919-20:24:38 wrote state.pth
20240919-20:24:38 --- epoch 86 ----------------------------------------
20240919-20:24:38 current_test_accuracies 0.8340 0.8420 0.8440 0.8630 0.8250 0.8400 0.8540 0.8320 0.8320 0.8700
20240919-20:24:38 no_c_quiz
20240919-20:24:38 weakest_accuracies [0.825, 0.832]
20240919-20:24:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:24:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:26:55 train_loss 86 model 7 0.028454233169555664
20240919-20:26:55 train_loss 86 model 4 0.02781574821472168
20240919-20:26:55 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:26:55 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:26:56 test_loss 86 model 7 0.029385757446289063
20240919-20:26:56 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:26:56 test_loss 86 model 4 0.02299776077270508
20240919-20:26:56 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:26:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:26:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:27:00 test_accuracy 86 model 7 nb_correct 737 / 1000 (73.70%)
20240919-20:27:00 test_accuracy 86 model 4 nb_correct 801 / 1000 (80.10%)
20240919-20:27:12 wrote ae_*.pth
20240919-20:27:12 epoch_duration 2min34s next_finish 20:29:46
20240919-20:27:12 wrote state.pth
20240919-20:27:12 --- epoch 87 ----------------------------------------
20240919-20:27:12 current_test_accuracies 0.8340 0.8420 0.8440 0.8630 0.8010 0.8400 0.8540 0.7370 0.8320 0.8700
20240919-20:27:12 no_c_quiz
20240919-20:27:12 weakest_accuracies [0.737, 0.801]
20240919-20:27:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:27:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:29:30 train_loss 87 model 7 0.027379390716552734
20240919-20:29:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:29:30 train_loss 87 model 4 0.026799951553344727
20240919-20:29:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:29:31 test_loss 87 model 7 0.02321968078613281
20240919-20:29:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:29:31 test_loss 87 model 4 0.02765064239501953
20240919-20:29:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:29:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:29:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:29:35 test_accuracy 87 model 7 nb_correct 835 / 1000 (83.50%)
20240919-20:29:35 test_accuracy 87 model 4 nb_correct 857 / 1000 (85.70%)
20240919-20:29:46 wrote ae_*.pth
20240919-20:29:46 epoch_duration 2min34s next_finish 20:32:21
20240919-20:29:46 wrote state.pth
20240919-20:29:46 --- epoch 88 ----------------------------------------
20240919-20:29:46 current_test_accuracies 0.8340 0.8420 0.8440 0.8630 0.8570 0.8400 0.8540 0.8350 0.8320 0.8700
20240919-20:29:46 no_c_quiz
20240919-20:29:46 weakest_accuracies [0.832, 0.834]
20240919-20:29:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:29:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:32:05 train_loss 88 model 8 0.027012039184570312
20240919-20:32:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:32:05 train_loss 88 model 0 0.029074026107788087
20240919-20:32:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:32:06 test_loss 88 model 8 0.029119110107421874
20240919-20:32:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:32:06 test_loss 88 model 0 0.02888946533203125
20240919-20:32:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:32:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:32:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:32:09 test_accuracy 88 model 8 nb_correct 816 / 1000 (81.60%)
20240919-20:32:09 test_accuracy 88 model 0 nb_correct 835 / 1000 (83.50%)
20240919-20:32:21 wrote ae_*.pth
20240919-20:32:21 epoch_duration 2min34s next_finish 20:34:56
20240919-20:32:21 wrote state.pth
20240919-20:32:21 --- epoch 89 ----------------------------------------
20240919-20:32:21 current_test_accuracies 0.8350 0.8420 0.8440 0.8630 0.8570 0.8400 0.8540 0.8350 0.8160 0.8700
20240919-20:32:21 no_c_quiz
20240919-20:32:21 weakest_accuracies [0.816, 0.835]
20240919-20:32:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:32:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:34:39 train_loss 89 model 8 0.026428565979003907
20240919-20:34:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:34:39 train_loss 89 model 0 0.02808344268798828
20240919-20:34:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:34:40 test_loss 89 model 8 0.03052797317504883
20240919-20:34:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:34:40 test_loss 89 model 0 0.025760650634765625
20240919-20:34:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:34:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:34:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:34:44 test_accuracy 89 model 8 nb_correct 864 / 1000 (86.40%)
20240919-20:34:44 test_accuracy 89 model 0 nb_correct 842 / 1000 (84.20%)
20240919-20:34:56 wrote ae_*.pth
20240919-20:34:56 epoch_duration 2min35s next_finish 20:37:31
20240919-20:34:56 wrote state.pth
20240919-20:34:56 --- epoch 90 ----------------------------------------
20240919-20:34:56 current_test_accuracies 0.8420 0.8420 0.8440 0.8630 0.8570 0.8400 0.8540 0.8350 0.8640 0.8700
20240919-20:34:56 no_c_quiz
20240919-20:34:56 weakest_accuracies [0.835, 0.84]
20240919-20:34:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:34:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:37:14 train_loss 90 model 5 0.02810698890686035
20240919-20:37:14 train_loss 90 model 7 0.02672196578979492
20240919-20:37:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:37:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:37:15 test_loss 90 model 7 0.0336761474609375
20240919-20:37:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:37:15 test_loss 90 model 5 0.02894935607910156
20240919-20:37:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:37:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:37:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:37:19 test_accuracy 90 model 5 nb_correct 812 / 1000 (81.20%)
20240919-20:37:19 test_accuracy 90 model 7 nb_correct 821 / 1000 (82.10%)
20240919-20:37:31 wrote ae_*.pth
20240919-20:37:31 epoch_duration 2min34s next_finish 20:40:05
20240919-20:37:31 wrote state.pth
20240919-20:37:31 --- epoch 91 ----------------------------------------
20240919-20:37:31 current_test_accuracies 0.8420 0.8420 0.8440 0.8630 0.8570 0.8120 0.8540 0.8210 0.8640 0.8700
20240919-20:37:31 no_c_quiz
20240919-20:37:31 weakest_accuracies [0.812, 0.821]
20240919-20:37:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:37:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:39:49 train_loss 91 model 5 0.02790378189086914
20240919-20:39:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:39:49 train_loss 91 model 7 0.026081943511962892
20240919-20:39:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:39:50 test_loss 91 model 5 0.02521381378173828
20240919-20:39:50 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:39:50 test_loss 91 model 7 0.024148941040039062
20240919-20:39:50 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:39:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:39:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:39:53 test_accuracy 91 model 5 nb_correct 821 / 1000 (82.10%)
20240919-20:39:54 test_accuracy 91 model 7 nb_correct 844 / 1000 (84.40%)
20240919-20:40:05 wrote ae_*.pth
20240919-20:40:05 epoch_duration 2min34s next_finish 20:42:40
20240919-20:40:05 wrote state.pth
20240919-20:40:05 --- epoch 92 ----------------------------------------
20240919-20:40:05 current_test_accuracies 0.8420 0.8420 0.8440 0.8630 0.8570 0.8210 0.8540 0.8440 0.8640 0.8700
20240919-20:40:05 no_c_quiz
20240919-20:40:05 weakest_accuracies [0.821, 0.842]
20240919-20:40:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:40:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:42:23 train_loss 92 model 5 0.026880527496337892
20240919-20:42:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:42:23 train_loss 92 model 0 0.027187490463256837
20240919-20:42:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:42:24 test_loss 92 model 5 0.030970191955566405
20240919-20:42:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:42:24 test_loss 92 model 0 0.02527313232421875
20240919-20:42:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:42:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:42:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:42:28 test_accuracy 92 model 5 nb_correct 884 / 1000 (88.40%)
20240919-20:42:28 test_accuracy 92 model 0 nb_correct 871 / 1000 (87.10%)
20240919-20:42:40 wrote ae_*.pth
20240919-20:42:40 epoch_duration 2min34s next_finish 20:45:15
20240919-20:42:40 wrote state.pth
20240919-20:42:40 --- epoch 93 ----------------------------------------
20240919-20:42:40 current_test_accuracies 0.8710 0.8420 0.8440 0.8630 0.8570 0.8840 0.8540 0.8440 0.8640 0.8700
20240919-20:42:40 no_c_quiz
20240919-20:42:40 weakest_accuracies [0.842, 0.844]
20240919-20:42:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:42:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:44:58 train_loss 93 model 2 0.026689537048339845
20240919-20:44:58 train_loss 93 model 1 0.026857721328735353
20240919-20:44:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:44:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:44:59 test_loss 93 model 1 0.023477935791015626
20240919-20:44:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:44:59 test_loss 93 model 2 0.02841033935546875
20240919-20:44:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:45:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:45:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:45:03 test_accuracy 93 model 2 nb_correct 780 / 1000 (78.00%)
20240919-20:45:03 test_accuracy 93 model 1 nb_correct 864 / 1000 (86.40%)
20240919-20:45:15 wrote ae_*.pth
20240919-20:45:15 epoch_duration 2min34s next_finish 20:47:49
20240919-20:45:15 wrote state.pth
20240919-20:45:15 --- epoch 94 ----------------------------------------
20240919-20:45:15 current_test_accuracies 0.8710 0.8640 0.7800 0.8630 0.8570 0.8840 0.8540 0.8440 0.8640 0.8700
20240919-20:45:15 no_c_quiz
20240919-20:45:15 weakest_accuracies [0.78, 0.844]
20240919-20:45:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:45:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:47:32 train_loss 94 model 2 0.02559993553161621
20240919-20:47:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:47:32 train_loss 94 model 7 0.02590134811401367
20240919-20:47:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:47:33 test_loss 94 model 2 0.02635650634765625
20240919-20:47:33 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:47:33 test_loss 94 model 7 0.027883148193359374
20240919-20:47:33 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:47:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:47:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:47:37 test_accuracy 94 model 7 nb_correct 869 / 1000 (86.90%)
20240919-20:47:37 test_accuracy 94 model 2 nb_correct 836 / 1000 (83.60%)
20240919-20:47:49 wrote ae_*.pth
20240919-20:47:49 epoch_duration 2min34s next_finish 20:50:23
20240919-20:47:49 wrote state.pth
20240919-20:47:49 --- epoch 95 ----------------------------------------
20240919-20:47:49 current_test_accuracies 0.8710 0.8640 0.8360 0.8630 0.8570 0.8840 0.8540 0.8690 0.8640 0.8700
20240919-20:47:49 no_c_quiz
20240919-20:47:49 weakest_accuracies [0.836, 0.854]
20240919-20:47:49 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:47:49 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:50:07 train_loss 95 model 6 0.02717530632019043
20240919-20:50:07 train_loss 95 model 2 0.02659861946105957
20240919-20:50:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:50:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:50:08 test_loss 95 model 6 0.021877288818359375
20240919-20:50:08 test_loss 95 model 2 0.021381378173828125
20240919-20:50:08 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:50:08 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:50:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:50:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:50:12 test_accuracy 95 model 6 nb_correct 843 / 1000 (84.30%)
20240919-20:50:12 test_accuracy 95 model 2 nb_correct 845 / 1000 (84.50%)
20240919-20:50:24 wrote ae_*.pth
20240919-20:50:24 epoch_duration 2min34s next_finish 20:52:58
20240919-20:50:24 wrote state.pth
20240919-20:50:24 --- epoch 96 ----------------------------------------
20240919-20:50:24 current_test_accuracies 0.8710 0.8640 0.8450 0.8630 0.8570 0.8840 0.8430 0.8690 0.8640 0.8700
20240919-20:50:24 no_c_quiz
20240919-20:50:24 weakest_accuracies [0.843, 0.845]
20240919-20:50:24 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:50:24 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:52:42 train_loss 96 model 2 0.025819915771484375
20240919-20:52:42 train_loss 96 model 6 0.027038936614990235
20240919-20:52:42 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:52:42 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:52:43 test_loss 96 model 2 0.021521377563476562
20240919-20:52:43 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:52:43 test_loss 96 model 6 0.0266510009765625
20240919-20:52:43 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:52:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:52:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:52:47 test_accuracy 96 model 6 nb_correct 889 / 1000 (88.90%)
20240919-20:52:47 test_accuracy 96 model 2 nb_correct 882 / 1000 (88.20%)
20240919-20:52:59 wrote ae_*.pth
20240919-20:52:59 epoch_duration 2min34s next_finish 20:55:33
20240919-20:52:59 wrote state.pth
20240919-20:52:59 --- epoch 97 ----------------------------------------
20240919-20:52:59 current_test_accuracies 0.8710 0.8640 0.8820 0.8630 0.8570 0.8840 0.8890 0.8690 0.8640 0.8700
20240919-20:52:59 no_c_quiz
20240919-20:52:59 weakest_accuracies [0.857, 0.863]
20240919-20:52:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:52:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:55:16 train_loss 97 model 3 0.028943622589111328
20240919-20:55:16 train_loss 97 model 4 0.026320277214050294
20240919-20:55:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:55:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:55:17 test_loss 97 model 4 0.029091262817382814
20240919-20:55:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:55:17 test_loss 97 model 3 0.030466842651367187
20240919-20:55:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:55:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:55:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:55:21 test_accuracy 97 model 3 nb_correct 803 / 1000 (80.30%)
20240919-20:55:21 test_accuracy 97 model 4 nb_correct 849 / 1000 (84.90%)
20240919-20:55:33 wrote ae_*.pth
20240919-20:55:33 epoch_duration 2min34s next_finish 20:58:07
20240919-20:55:33 wrote state.pth
20240919-20:55:33 --- epoch 98 ----------------------------------------
20240919-20:55:33 current_test_accuracies 0.8710 0.8640 0.8820 0.8030 0.8490 0.8840 0.8890 0.8690 0.8640 0.8700
20240919-20:55:33 no_c_quiz
20240919-20:55:33 weakest_accuracies [0.803, 0.849]
20240919-20:55:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:55:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:57:50 train_loss 98 model 3 0.02797547721862793
20240919-20:57:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:57:51 train_loss 98 model 4 0.026385498046875
20240919-20:57:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:57:51 test_loss 98 model 3 0.02872467041015625
20240919-20:57:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:57:52 test_loss 98 model 4 0.02032747268676758
20240919-20:57:52 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-20:57:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:57:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-20:57:55 test_accuracy 98 model 3 nb_correct 842 / 1000 (84.20%)
20240919-20:57:55 test_accuracy 98 model 4 nb_correct 842 / 1000 (84.20%)
20240919-20:58:07 wrote ae_*.pth
20240919-20:58:07 epoch_duration 2min34s next_finish 21:00:41
20240919-20:58:07 wrote state.pth
20240919-20:58:07 --- epoch 99 ----------------------------------------
20240919-20:58:07 current_test_accuracies 0.8710 0.8640 0.8820 0.8420 0.8420 0.8840 0.8890 0.8690 0.8640 0.8700
20240919-20:58:07 no_c_quiz
20240919-20:58:07 weakest_accuracies [0.842, 0.842]
20240919-20:58:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-20:58:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:00:25 train_loss 99 model 4 0.025513507843017577
20240919-21:00:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:00:25 train_loss 99 model 3 0.027303115844726562
20240919-21:00:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:00:26 test_loss 99 model 4 0.02582893371582031
20240919-21:00:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:00:26 test_loss 99 model 3 0.0240203857421875
20240919-21:00:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:00:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:00:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:00:29 test_accuracy 99 model 4 nb_correct 880 / 1000 (88.00%)
20240919-21:00:29 test_accuracy 99 model 3 nb_correct 870 / 1000 (87.00%)
20240919-21:00:41 wrote ae_*.pth
20240919-21:00:41 epoch_duration 2min34s next_finish 21:03:16
20240919-21:00:41 wrote state.pth
20240919-21:00:41 --- epoch 100 ----------------------------------------
20240919-21:00:41 current_test_accuracies 0.8710 0.8640 0.8820 0.8700 0.8800 0.8840 0.8890 0.8690 0.8640 0.8700
20240919-21:00:41 no_c_quiz
20240919-21:00:41 weakest_accuracies [0.864, 0.864]
20240919-21:00:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:00:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:02:59 train_loss 100 model 1 0.026985512256622313
20240919-21:02:59 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:02:59 train_loss 100 model 8 0.025624584197998047
20240919-21:02:59 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:03:00 test_loss 100 model 1 0.026491546630859376
20240919-21:03:00 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:03:00 test_loss 100 model 8 0.0259002685546875
20240919-21:03:00 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:03:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:03:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:03:04 test_accuracy 100 model 8 nb_correct 844 / 1000 (84.40%)
20240919-21:03:04 test_accuracy 100 model 1 nb_correct 846 / 1000 (84.60%)
20240919-21:03:16 wrote ae_*.pth
20240919-21:03:16 epoch_duration 2min34s next_finish 21:05:51
20240919-21:03:16 wrote state.pth
20240919-21:03:16 --- epoch 101 ----------------------------------------
20240919-21:03:16 current_test_accuracies 0.8710 0.8460 0.8820 0.8700 0.8800 0.8840 0.8890 0.8690 0.8440 0.8700
20240919-21:03:16 no_c_quiz
20240919-21:03:16 weakest_accuracies [0.844, 0.846]
20240919-21:03:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:03:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:05:34 train_loss 101 model 1 0.026807090759277345
20240919-21:05:34 train_loss 101 model 8 0.025228296279907227
20240919-21:05:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:05:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:05:35 test_loss 101 model 8 0.024002838134765624
20240919-21:05:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:05:35 test_loss 101 model 1 0.028396987915039064
20240919-21:05:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:05:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:05:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:05:38 test_accuracy 101 model 1 nb_correct 852 / 1000 (85.20%)
20240919-21:05:38 test_accuracy 101 model 8 nb_correct 881 / 1000 (88.10%)
20240919-21:05:50 wrote ae_*.pth
20240919-21:05:50 epoch_duration 2min34s next_finish 21:08:24
20240919-21:05:50 wrote state.pth
20240919-21:05:50 --- epoch 102 ----------------------------------------
20240919-21:05:50 current_test_accuracies 0.8710 0.8520 0.8820 0.8700 0.8800 0.8840 0.8890 0.8690 0.8810 0.8700
20240919-21:05:50 no_c_quiz
20240919-21:05:50 weakest_accuracies [0.852, 0.869]
20240919-21:05:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:05:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:08:08 train_loss 102 model 7 0.02563978099822998
20240919-21:08:08 train_loss 102 model 1 0.02577243995666504
20240919-21:08:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:08:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:08:09 test_loss 102 model 1 0.02631721496582031
20240919-21:08:09 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:08:09 test_loss 102 model 7 0.028783416748046874
20240919-21:08:09 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:08:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:08:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:08:13 test_accuracy 102 model 1 nb_correct 856 / 1000 (85.60%)
20240919-21:08:13 test_accuracy 102 model 7 nb_correct 908 / 1000 (90.80%)
20240919-21:08:25 wrote ae_*.pth
20240919-21:08:25 epoch_duration 2min34s next_finish 21:10:59
20240919-21:08:25 wrote state.pth
20240919-21:08:25 --- epoch 103 ----------------------------------------
20240919-21:08:25 current_test_accuracies 0.8710 0.8560 0.8820 0.8700 0.8800 0.8840 0.8890 0.9080 0.8810 0.8700
20240919-21:08:25 no_c_quiz
20240919-21:08:25 weakest_accuracies [0.856, 0.87]
20240919-21:08:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:08:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:10:42 train_loss 103 model 3 0.02778900623321533
20240919-21:10:42 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:10:42 train_loss 103 model 1 0.0254371395111084
20240919-21:10:42 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:10:43 test_loss 103 model 3 0.026451873779296874
20240919-21:10:43 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:10:43 test_loss 103 model 1 0.024522781372070312
20240919-21:10:43 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:10:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:10:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:10:47 test_accuracy 103 model 1 nb_correct 873 / 1000 (87.30%)
20240919-21:10:47 test_accuracy 103 model 3 nb_correct 875 / 1000 (87.50%)
20240919-21:10:59 wrote ae_*.pth
20240919-21:10:59 epoch_duration 2min34s next_finish 21:13:33
20240919-21:10:59 wrote state.pth
20240919-21:10:59 --- epoch 104 ----------------------------------------
20240919-21:10:59 current_test_accuracies 0.8710 0.8730 0.8820 0.8750 0.8800 0.8840 0.8890 0.9080 0.8810 0.8700
20240919-21:10:59 no_c_quiz
20240919-21:10:59 weakest_accuracies [0.87, 0.871]
20240919-21:10:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:10:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:13:16 train_loss 104 model 0 0.026013607025146483
20240919-21:13:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:13:16 train_loss 104 model 9 0.027435611724853516
20240919-21:13:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:13:17 test_loss 104 model 0 0.03299102783203125
20240919-21:13:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:13:17 test_loss 104 model 9 0.026450347900390626
20240919-21:13:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:13:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:13:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:13:20 test_accuracy 104 model 9 nb_correct 880 / 1000 (88.00%)
20240919-21:13:21 test_accuracy 104 model 0 nb_correct 787 / 1000 (78.70%)
20240919-21:13:32 wrote ae_*.pth
20240919-21:13:32 epoch_duration 2min33s next_finish 21:16:06
20240919-21:13:32 wrote state.pth
20240919-21:13:32 --- epoch 105 ----------------------------------------
20240919-21:13:32 current_test_accuracies 0.7870 0.8730 0.8820 0.8750 0.8800 0.8840 0.8890 0.9080 0.8810 0.8800
20240919-21:13:32 no_c_quiz
20240919-21:13:32 weakest_accuracies [0.787, 0.873]
20240919-21:13:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:13:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:15:50 train_loss 105 model 0 0.026946932792663573
20240919-21:15:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:15:50 train_loss 105 model 1 0.02483107852935791
20240919-21:15:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:15:51 test_loss 105 model 0 0.024820470809936525
20240919-21:15:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:15:51 test_loss 105 model 1 0.02759246826171875
20240919-21:15:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:15:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:15:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:15:55 test_accuracy 105 model 0 nb_correct 890 / 1000 (89.00%)
20240919-21:15:55 test_accuracy 105 model 1 nb_correct 873 / 1000 (87.30%)
20240919-21:16:07 wrote ae_*.pth
20240919-21:16:07 epoch_duration 2min34s next_finish 21:18:41
20240919-21:16:07 wrote state.pth
20240919-21:16:07 --- epoch 106 ----------------------------------------
20240919-21:16:07 current_test_accuracies 0.8900 0.8730 0.8820 0.8750 0.8800 0.8840 0.8890 0.9080 0.8810 0.8800
20240919-21:16:07 no_c_quiz
20240919-21:16:07 weakest_accuracies [0.873, 0.875]
20240919-21:16:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:16:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:18:25 train_loss 106 model 1 0.024129746437072754
20240919-21:18:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:18:25 train_loss 106 model 3 0.026339590072631838
20240919-21:18:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:18:26 test_loss 106 model 1 0.0289031982421875
20240919-21:18:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:18:26 test_loss 106 model 3 0.02808685302734375
20240919-21:18:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:18:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:18:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:18:30 test_accuracy 106 model 1 nb_correct 897 / 1000 (89.70%)
20240919-21:18:30 test_accuracy 106 model 3 nb_correct 854 / 1000 (85.40%)
20240919-21:18:42 wrote ae_*.pth
20240919-21:18:42 epoch_duration 2min34s next_finish 21:21:16
20240919-21:18:42 wrote state.pth
20240919-21:18:42 --- epoch 107 ----------------------------------------
20240919-21:18:42 current_test_accuracies 0.8900 0.8970 0.8820 0.8540 0.8800 0.8840 0.8890 0.9080 0.8810 0.8800
20240919-21:18:42 no_c_quiz
20240919-21:18:42 weakest_accuracies [0.854, 0.88]
20240919-21:18:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:18:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:21:00 train_loss 107 model 4 0.024504489421844484
20240919-21:21:00 train_loss 107 model 3 0.026098350048065187
20240919-21:21:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:21:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:21:01 test_loss 107 model 4 0.0236480712890625
20240919-21:21:01 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:21:01 test_loss 107 model 3 0.02750053405761719
20240919-21:21:01 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:21:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:21:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:21:04 test_accuracy 107 model 3 nb_correct 865 / 1000 (86.50%)
20240919-21:21:04 test_accuracy 107 model 4 nb_correct 891 / 1000 (89.10%)
20240919-21:21:16 wrote ae_*.pth
20240919-21:21:16 epoch_duration 2min34s next_finish 21:23:50
20240919-21:21:16 wrote state.pth
20240919-21:21:16 --- epoch 108 ----------------------------------------
20240919-21:21:16 current_test_accuracies 0.8900 0.8970 0.8820 0.8650 0.8910 0.8840 0.8890 0.9080 0.8810 0.8800
20240919-21:21:16 no_c_quiz
20240919-21:21:16 weakest_accuracies [0.865, 0.88]
20240919-21:21:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:21:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:23:34 train_loss 108 model 9 0.026511853694915773
20240919-21:23:34 train_loss 108 model 3 0.02548711585998535
20240919-21:23:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:23:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:23:35 test_loss 108 model 9 0.02588958740234375
20240919-21:23:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:23:35 test_loss 108 model 3 0.024002838134765624
20240919-21:23:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:23:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:23:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:23:39 test_accuracy 108 model 3 nb_correct 853 / 1000 (85.30%)
20240919-21:23:39 test_accuracy 108 model 9 nb_correct 852 / 1000 (85.20%)
20240919-21:23:51 wrote ae_*.pth
20240919-21:23:51 epoch_duration 2min34s next_finish 21:26:25
20240919-21:23:51 wrote state.pth
20240919-21:23:51 --- epoch 109 ----------------------------------------
20240919-21:23:51 current_test_accuracies 0.8900 0.8970 0.8820 0.8530 0.8910 0.8840 0.8890 0.9080 0.8810 0.8520
20240919-21:23:51 no_c_quiz
20240919-21:23:51 weakest_accuracies [0.852, 0.853]
20240919-21:23:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:23:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:26:10 train_loss 109 model 9 0.026504104614257812
20240919-21:26:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:26:10 train_loss 109 model 3 0.02539655303955078
20240919-21:26:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:26:11 test_loss 109 model 9 0.020676803588867188
20240919-21:26:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:26:11 test_loss 109 model 3 0.03183670043945312
20240919-21:26:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:26:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:26:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:26:14 test_accuracy 109 model 9 nb_correct 878 / 1000 (87.80%)
20240919-21:26:15 test_accuracy 109 model 3 nb_correct 834 / 1000 (83.40%)
20240919-21:26:26 wrote ae_*.pth
20240919-21:26:26 epoch_duration 2min35s next_finish 21:29:02
20240919-21:26:26 wrote state.pth
20240919-21:26:26 --- epoch 110 ----------------------------------------
20240919-21:26:26 current_test_accuracies 0.8900 0.8970 0.8820 0.8340 0.8910 0.8840 0.8890 0.9080 0.8810 0.8780
20240919-21:26:26 no_c_quiz
20240919-21:26:26 weakest_accuracies [0.834, 0.878]
20240919-21:26:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:26:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:28:45 train_loss 110 model 9 0.026000914573669435
20240919-21:28:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:28:45 train_loss 110 model 3 0.025246284484863282
20240919-21:28:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:28:46 test_loss 110 model 9 0.019419479370117187
20240919-21:28:46 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:28:46 test_loss 110 model 3 0.021900177001953125
20240919-21:28:46 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:28:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:28:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:28:50 test_accuracy 110 model 9 nb_correct 907 / 1000 (90.70%)
20240919-21:28:50 test_accuracy 110 model 3 nb_correct 913 / 1000 (91.30%)
20240919-21:29:01 wrote ae_*.pth
20240919-21:29:01 epoch_duration 2min34s next_finish 21:31:36
20240919-21:29:01 wrote state.pth
20240919-21:29:01 --- epoch 111 ----------------------------------------
20240919-21:29:01 current_test_accuracies 0.8900 0.8970 0.8820 0.9130 0.8910 0.8840 0.8890 0.9080 0.8810 0.9070
20240919-21:29:01 no_c_quiz
20240919-21:29:01 weakest_accuracies [0.881, 0.882]
20240919-21:29:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:29:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:31:20 train_loss 111 model 8 0.02494194507598877
20240919-21:31:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:31:20 train_loss 111 model 2 0.02497792625427246
20240919-21:31:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:31:20 test_loss 111 model 8 0.0251190185546875
20240919-21:31:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:31:21 test_loss 111 model 2 0.022768211364746094
20240919-21:31:21 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:31:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:31:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:31:24 test_accuracy 111 model 2 nb_correct 841 / 1000 (84.10%)
20240919-21:31:25 test_accuracy 111 model 8 nb_correct 859 / 1000 (85.90%)
20240919-21:31:36 wrote ae_*.pth
20240919-21:31:36 epoch_duration 2min35s next_finish 21:34:11
20240919-21:31:36 wrote state.pth
20240919-21:31:36 --- epoch 112 ----------------------------------------
20240919-21:31:36 current_test_accuracies 0.8900 0.8970 0.8410 0.9130 0.8910 0.8840 0.8890 0.9080 0.8590 0.9070
20240919-21:31:36 no_c_quiz
20240919-21:31:36 weakest_accuracies [0.841, 0.859]
20240919-21:31:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:31:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:33:56 train_loss 112 model 2 0.024856149673461916
20240919-21:33:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:33:56 train_loss 112 model 8 0.024478633880615233
20240919-21:33:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:33:57 test_loss 112 model 2 0.022995424270629884
20240919-21:33:57 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:33:57 test_loss 112 model 8 0.031383514404296875
20240919-21:33:57 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:33:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:33:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:34:00 test_accuracy 112 model 2 nb_correct 820 / 1000 (82.00%)
20240919-21:34:00 test_accuracy 112 model 8 nb_correct 858 / 1000 (85.80%)
20240919-21:34:12 wrote ae_*.pth
20240919-21:34:12 epoch_duration 2min35s next_finish 21:36:48
20240919-21:34:12 wrote state.pth
20240919-21:34:12 --- epoch 113 ----------------------------------------
20240919-21:34:12 current_test_accuracies 0.8900 0.8970 0.8200 0.9130 0.8910 0.8840 0.8890 0.9080 0.8580 0.9070
20240919-21:34:12 no_c_quiz
20240919-21:34:12 weakest_accuracies [0.82, 0.858]
20240919-21:34:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:34:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:36:30 train_loss 113 model 2 0.023778752326965334
20240919-21:36:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:36:30 train_loss 113 model 8 0.024747209548950197
20240919-21:36:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:36:31 test_loss 113 model 2 0.02273902893066406
20240919-21:36:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:36:31 test_loss 113 model 8 0.026275062561035158
20240919-21:36:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:36:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:36:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:36:35 test_accuracy 113 model 2 nb_correct 851 / 1000 (85.10%)
20240919-21:36:35 test_accuracy 113 model 8 nb_correct 900 / 1000 (90.00%)
20240919-21:36:47 wrote ae_*.pth
20240919-21:36:47 epoch_duration 2min34s next_finish 21:39:21
20240919-21:36:47 wrote state.pth
20240919-21:36:47 --- epoch 114 ----------------------------------------
20240919-21:36:47 current_test_accuracies 0.8900 0.8970 0.8510 0.9130 0.8910 0.8840 0.8890 0.9080 0.9000 0.9070
20240919-21:36:47 no_c_quiz
20240919-21:36:47 weakest_accuracies [0.851, 0.884]
20240919-21:36:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:36:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:39:04 train_loss 114 model 2 0.02367239284515381
20240919-21:39:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:39:04 train_loss 114 model 5 0.02625900650024414
20240919-21:39:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:39:05 test_loss 114 model 2 0.025704193115234374
20240919-21:39:05 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:39:05 test_loss 114 model 5 0.028223609924316405
20240919-21:39:05 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:39:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:39:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:39:09 test_accuracy 114 model 2 nb_correct 893 / 1000 (89.30%)
20240919-21:39:09 test_accuracy 114 model 5 nb_correct 891 / 1000 (89.10%)
20240919-21:39:21 wrote ae_*.pth
20240919-21:39:21 epoch_duration 2min34s next_finish 21:41:55
20240919-21:39:21 wrote state.pth
20240919-21:39:21 --- epoch 115 ----------------------------------------
20240919-21:39:21 current_test_accuracies 0.8900 0.8970 0.8930 0.9130 0.8910 0.8910 0.8890 0.9080 0.9000 0.9070
20240919-21:39:21 no_c_quiz
20240919-21:39:21 weakest_accuracies [0.889, 0.89]
20240919-21:39:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:39:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:41:39 train_loss 115 model 0 0.025471914291381837
20240919-21:41:39 train_loss 115 model 6 0.02639272212982178
20240919-21:41:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:41:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:41:40 test_loss 115 model 6 0.02324333190917969
20240919-21:41:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:41:40 test_loss 115 model 0 0.024506759643554688
20240919-21:41:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:41:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:41:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:41:43 test_accuracy 115 model 0 nb_correct 865 / 1000 (86.50%)
20240919-21:41:43 test_accuracy 115 model 6 nb_correct 899 / 1000 (89.90%)
20240919-21:41:55 wrote ae_*.pth
20240919-21:41:55 epoch_duration 2min34s next_finish 21:44:30
20240919-21:41:55 wrote state.pth
20240919-21:41:55 --- epoch 116 ----------------------------------------
20240919-21:41:55 current_test_accuracies 0.8650 0.8970 0.8930 0.9130 0.8910 0.8910 0.8990 0.9080 0.9000 0.9070
20240919-21:41:55 no_c_quiz
20240919-21:41:55 weakest_accuracies [0.865, 0.891]
20240919-21:41:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:41:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:44:14 train_loss 116 model 4 0.025101701736450197
20240919-21:44:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:44:14 train_loss 116 model 0 0.025329601287841796
20240919-21:44:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:44:15 test_loss 116 model 4 0.024553680419921876
20240919-21:44:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:44:15 test_loss 116 model 0 0.027469921112060546
20240919-21:44:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:44:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:44:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:44:19 test_accuracy 116 model 4 nb_correct 879 / 1000 (87.90%)
20240919-21:44:19 test_accuracy 116 model 0 nb_correct 870 / 1000 (87.00%)
20240919-21:44:31 wrote ae_*.pth
20240919-21:44:31 epoch_duration 2min35s next_finish 21:47:06
20240919-21:44:31 wrote state.pth
20240919-21:44:31 --- epoch 117 ----------------------------------------
20240919-21:44:31 current_test_accuracies 0.8700 0.8970 0.8930 0.9130 0.8790 0.8910 0.8990 0.9080 0.9000 0.9070
20240919-21:44:31 no_c_quiz
20240919-21:44:31 weakest_accuracies [0.87, 0.879]
20240919-21:44:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:44:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:46:48 train_loss 117 model 0 0.02463388156890869
20240919-21:46:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:46:48 train_loss 117 model 4 0.024256839752197265
20240919-21:46:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:46:49 test_loss 117 model 0 0.02073249816894531
20240919-21:46:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:46:49 test_loss 117 model 4 0.02182769775390625
20240919-21:46:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:46:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:46:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:46:53 test_accuracy 117 model 4 nb_correct 907 / 1000 (90.70%)
20240919-21:46:53 test_accuracy 117 model 0 nb_correct 848 / 1000 (84.80%)
20240919-21:47:05 wrote ae_*.pth
20240919-21:47:05 epoch_duration 2min34s next_finish 21:49:40
20240919-21:47:05 wrote state.pth
20240919-21:47:05 --- epoch 118 ----------------------------------------
20240919-21:47:05 current_test_accuracies 0.8480 0.8970 0.8930 0.9130 0.9070 0.8910 0.8990 0.9080 0.9000 0.9070
20240919-21:47:05 no_c_quiz
20240919-21:47:05 weakest_accuracies [0.848, 0.891]
20240919-21:47:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:47:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:49:23 train_loss 118 model 0 0.024470946311950684
20240919-21:49:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:49:23 train_loss 118 model 5 0.026158206939697264
20240919-21:49:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:49:24 test_loss 118 model 0 0.02657451629638672
20240919-21:49:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:49:24 test_loss 118 model 5 0.02808074951171875
20240919-21:49:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:49:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:49:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:49:28 test_accuracy 118 model 5 nb_correct 858 / 1000 (85.80%)
20240919-21:49:28 test_accuracy 118 model 0 nb_correct 905 / 1000 (90.50%)
20240919-21:49:40 wrote ae_*.pth
20240919-21:49:40 epoch_duration 2min34s next_finish 21:52:14
20240919-21:49:40 wrote state.pth
20240919-21:49:40 --- epoch 119 ----------------------------------------
20240919-21:49:40 current_test_accuracies 0.9050 0.8970 0.8930 0.9130 0.9070 0.8580 0.8990 0.9080 0.9000 0.9070
20240919-21:49:40 no_c_quiz
20240919-21:49:40 weakest_accuracies [0.858, 0.893]
20240919-21:49:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:49:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:51:57 train_loss 119 model 2 0.024295808792114258
20240919-21:51:57 train_loss 119 model 5 0.025930956840515138
20240919-21:51:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:51:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:51:58 test_loss 119 model 2 0.028131484985351562
20240919-21:51:58 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:51:58 test_loss 119 model 5 0.02703857421875
20240919-21:51:58 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:51:59 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:51:59 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:52:02 test_accuracy 119 model 5 nb_correct 865 / 1000 (86.50%)
20240919-21:52:02 test_accuracy 119 model 2 nb_correct 892 / 1000 (89.20%)
20240919-21:52:14 wrote ae_*.pth
20240919-21:52:14 epoch_duration 2min34s next_finish 21:54:49
20240919-21:52:14 wrote state.pth
20240919-21:52:14 --- epoch 120 ----------------------------------------
20240919-21:52:14 current_test_accuracies 0.9050 0.8970 0.8920 0.9130 0.9070 0.8650 0.8990 0.9080 0.9000 0.9070
20240919-21:52:14 no_c_quiz
20240919-21:52:14 weakest_accuracies [0.865, 0.892]
20240919-21:52:14 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:52:14 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:54:32 train_loss 120 model 5 0.024997142791748046
20240919-21:54:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:54:32 train_loss 120 model 2 0.02355805253982544
20240919-21:54:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:54:33 test_loss 120 model 5 0.02518749237060547
20240919-21:54:33 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:54:33 test_loss 120 model 2 0.0199493408203125
20240919-21:54:33 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:54:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:54:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:54:37 test_accuracy 120 model 5 nb_correct 886 / 1000 (88.60%)
20240919-21:54:37 test_accuracy 120 model 2 nb_correct 925 / 1000 (92.50%)
20240919-21:54:49 wrote ae_*.pth
20240919-21:54:49 epoch_duration 2min34s next_finish 21:57:23
20240919-21:54:49 wrote state.pth
20240919-21:54:49 --- epoch 121 ----------------------------------------
20240919-21:54:49 current_test_accuracies 0.9050 0.8970 0.9250 0.9130 0.9070 0.8860 0.8990 0.9080 0.9000 0.9070
20240919-21:54:49 no_c_quiz
20240919-21:54:49 weakest_accuracies [0.886, 0.897]
20240919-21:54:49 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:54:49 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:57:06 train_loss 121 model 5 0.025394707679748534
20240919-21:57:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:57:06 train_loss 121 model 1 0.02415394115447998
20240919-21:57:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:57:07 test_loss 121 model 5 0.02116050720214844
20240919-21:57:07 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:57:07 test_loss 121 model 1 0.02413330078125
20240919-21:57:07 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:57:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:57:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:57:11 test_accuracy 121 model 5 nb_correct 905 / 1000 (90.50%)
20240919-21:57:11 test_accuracy 121 model 1 nb_correct 919 / 1000 (91.90%)
20240919-21:57:23 wrote ae_*.pth
20240919-21:57:23 epoch_duration 2min34s next_finish 21:59:57
20240919-21:57:23 wrote state.pth
20240919-21:57:23 --- epoch 122 ----------------------------------------
20240919-21:57:23 current_test_accuracies 0.9050 0.9190 0.9250 0.9130 0.9070 0.9050 0.8990 0.9080 0.9000 0.9070
20240919-21:57:23 no_c_quiz
20240919-21:57:23 weakest_accuracies [0.899, 0.9]
20240919-21:57:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:57:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:59:41 train_loss 122 model 6 0.0260087947845459
20240919-21:59:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:59:41 train_loss 122 model 8 0.023242077827453612
20240919-21:59:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:59:42 test_loss 122 model 6 0.024759674072265626
20240919-21:59:42 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:59:42 test_loss 122 model 8 0.02453899383544922
20240919-21:59:42 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-21:59:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:59:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-21:59:45 test_accuracy 122 model 6 nb_correct 875 / 1000 (87.50%)
20240919-21:59:46 test_accuracy 122 model 8 nb_correct 881 / 1000 (88.10%)
20240919-21:59:57 wrote ae_*.pth
20240919-21:59:57 epoch_duration 2min34s next_finish 22:02:32
20240919-21:59:57 wrote state.pth
20240919-21:59:57 --- epoch 123 ----------------------------------------
20240919-21:59:57 current_test_accuracies 0.9050 0.9190 0.9250 0.9130 0.9070 0.9050 0.8750 0.9080 0.8810 0.9070
20240919-21:59:57 no_c_quiz
20240919-21:59:57 weakest_accuracies [0.875, 0.881]
20240919-21:59:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-21:59:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:02:15 train_loss 123 model 6 0.026042160987854005
20240919-22:02:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:02:15 train_loss 123 model 8 0.023281387329101563
20240919-22:02:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:02:16 test_loss 123 model 6 0.02705078125
20240919-22:02:16 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:02:16 test_loss 123 model 8 0.02131724953651428
20240919-22:02:16 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:02:17 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:02:17 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:02:20 test_accuracy 123 model 8 nb_correct 912 / 1000 (91.20%)
20240919-22:02:20 test_accuracy 123 model 6 nb_correct 871 / 1000 (87.10%)
20240919-22:02:32 wrote ae_*.pth
20240919-22:02:32 epoch_duration 2min34s next_finish 22:05:06
20240919-22:02:32 wrote state.pth
20240919-22:02:32 --- epoch 124 ----------------------------------------
20240919-22:02:32 current_test_accuracies 0.9050 0.9190 0.9250 0.9130 0.9070 0.9050 0.8710 0.9080 0.9120 0.9070
20240919-22:02:32 no_c_quiz
20240919-22:02:32 weakest_accuracies [0.871, 0.905]
20240919-22:02:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:02:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:04:50 train_loss 124 model 6 0.02519514274597168
20240919-22:04:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:04:50 train_loss 124 model 0 0.024325878143310546
20240919-22:04:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:04:51 test_loss 124 model 6 0.021889305114746092
20240919-22:04:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:04:51 test_loss 124 model 0 0.02488994598388672
20240919-22:04:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:04:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:04:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:04:55 test_accuracy 124 model 6 nb_correct 884 / 1000 (88.40%)
20240919-22:04:55 test_accuracy 124 model 0 nb_correct 865 / 1000 (86.50%)
20240919-22:05:07 wrote ae_*.pth
20240919-22:05:07 epoch_duration 2min34s next_finish 22:07:42
20240919-22:05:07 wrote state.pth
20240919-22:05:07 --- epoch 125 ----------------------------------------
20240919-22:05:07 current_test_accuracies 0.8650 0.9190 0.9250 0.9130 0.9070 0.9050 0.8840 0.9080 0.9120 0.9070
20240919-22:05:07 no_c_quiz
20240919-22:05:07 weakest_accuracies [0.865, 0.884]
20240919-22:05:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:05:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:07:25 train_loss 125 model 6 0.024637645721435546
20240919-22:07:25 train_loss 125 model 0 0.024199835777282713
20240919-22:07:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:07:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:07:26 test_loss 125 model 6 0.027949142456054687
20240919-22:07:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:07:26 test_loss 125 model 0 0.021976470947265625
20240919-22:07:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:07:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:07:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:07:29 test_accuracy 125 model 0 nb_correct 918 / 1000 (91.80%)
20240919-22:07:29 test_accuracy 125 model 6 nb_correct 899 / 1000 (89.90%)
20240919-22:07:41 wrote ae_*.pth
20240919-22:07:41 epoch_duration 2min34s next_finish 22:10:15
20240919-22:07:41 wrote state.pth
20240919-22:07:41 --- epoch 126 ----------------------------------------
20240919-22:07:41 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.9070 0.9050 0.8990 0.9080 0.9120 0.9070
20240919-22:07:41 no_c_quiz
20240919-22:07:41 weakest_accuracies [0.899, 0.905]
20240919-22:07:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:07:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:09:58 train_loss 126 model 6 0.02499921798706055
20240919-22:09:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:09:58 train_loss 126 model 5 0.024548238277435304
20240919-22:09:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:09:59 test_loss 126 model 6 0.021944427490234376
20240919-22:09:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:09:59 test_loss 126 model 5 0.02596702575683594
20240919-22:09:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:10:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:10:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:10:03 test_accuracy 126 model 5 nb_correct 854 / 1000 (85.40%)
20240919-22:10:03 test_accuracy 126 model 6 nb_correct 893 / 1000 (89.30%)
20240919-22:10:15 wrote ae_*.pth
20240919-22:10:15 epoch_duration 2min34s next_finish 22:12:49
20240919-22:10:15 wrote state.pth
20240919-22:10:15 --- epoch 127 ----------------------------------------
20240919-22:10:15 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.9070 0.8540 0.8930 0.9080 0.9120 0.9070
20240919-22:10:15 no_c_quiz
20240919-22:10:15 weakest_accuracies [0.854, 0.893]
20240919-22:10:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:10:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:12:33 train_loss 127 model 6 0.024393936157226563
20240919-22:12:33 train_loss 127 model 5 0.024823694229125975
20240919-22:12:33 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:12:33 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:12:34 test_loss 127 model 5 0.023622345924377442
20240919-22:12:34 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:12:34 test_loss 127 model 6 0.01769428253173828
20240919-22:12:34 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:12:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:12:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:12:38 test_accuracy 127 model 6 nb_correct 900 / 1000 (90.00%)
20240919-22:12:38 test_accuracy 127 model 5 nb_correct 920 / 1000 (92.00%)
20240919-22:12:50 wrote ae_*.pth
20240919-22:12:50 epoch_duration 2min34s next_finish 22:15:25
20240919-22:12:50 wrote state.pth
20240919-22:12:50 --- epoch 128 ----------------------------------------
20240919-22:12:50 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.9070 0.9200 0.9000 0.9080 0.9120 0.9070
20240919-22:12:50 no_c_quiz
20240919-22:12:50 weakest_accuracies [0.9, 0.907]
20240919-22:12:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:12:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:15:08 train_loss 128 model 4 0.024560670852661132
20240919-22:15:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:15:08 train_loss 128 model 6 0.024489749908447267
20240919-22:15:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:15:09 test_loss 128 model 4 0.027544784545898437
20240919-22:15:09 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:15:09 test_loss 128 model 6 0.020158004760742188
20240919-22:15:09 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:15:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:15:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:15:13 test_accuracy 128 model 6 nb_correct 918 / 1000 (91.80%)
20240919-22:15:13 test_accuracy 128 model 4 nb_correct 887 / 1000 (88.70%)
20240919-22:15:25 wrote ae_*.pth
20240919-22:15:25 epoch_duration 2min34s next_finish 22:18:00
20240919-22:15:25 wrote state.pth
20240919-22:15:25 --- epoch 129 ----------------------------------------
20240919-22:15:25 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.8870 0.9200 0.9180 0.9080 0.9120 0.9070
20240919-22:15:25 no_c_quiz
20240919-22:15:25 weakest_accuracies [0.887, 0.907]
20240919-22:15:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:15:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:17:43 train_loss 129 model 4 0.023164779663085937
20240919-22:17:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:17:43 train_loss 129 model 9 0.025672964096069336
20240919-22:17:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:17:44 test_loss 129 model 4 0.023292160034179686
20240919-22:17:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:17:44 test_loss 129 model 9 0.028216743469238283
20240919-22:17:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:17:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:17:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:17:48 test_accuracy 129 model 9 nb_correct 880 / 1000 (88.00%)
20240919-22:17:48 test_accuracy 129 model 4 nb_correct 885 / 1000 (88.50%)
20240919-22:18:00 wrote ae_*.pth
20240919-22:18:00 epoch_duration 2min35s next_finish 22:20:35
20240919-22:18:00 wrote state.pth
20240919-22:18:00 --- epoch 130 ----------------------------------------
20240919-22:18:00 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.8850 0.9200 0.9180 0.9080 0.9120 0.8800
20240919-22:18:00 no_c_quiz
20240919-22:18:00 weakest_accuracies [0.88, 0.885]
20240919-22:18:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:18:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:20:18 train_loss 130 model 9 0.02485955333709717
20240919-22:20:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:20:18 train_loss 130 model 4 0.023782000541687012
20240919-22:20:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:20:19 test_loss 130 model 9 0.020876502990722655
20240919-22:20:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:20:19 test_loss 130 model 4 0.022673797607421876
20240919-22:20:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:20:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:20:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:20:23 test_accuracy 130 model 9 nb_correct 905 / 1000 (90.50%)
20240919-22:20:23 test_accuracy 130 model 4 nb_correct 896 / 1000 (89.60%)
20240919-22:20:35 wrote ae_*.pth
20240919-22:20:35 epoch_duration 2min34s next_finish 22:23:09
20240919-22:20:35 wrote state.pth
20240919-22:20:35 --- epoch 131 ----------------------------------------
20240919-22:20:35 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.8960 0.9200 0.9180 0.9080 0.9120 0.9050
20240919-22:20:35 no_c_quiz
20240919-22:20:35 weakest_accuracies [0.896, 0.905]
20240919-22:20:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:20:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:22:53 train_loss 131 model 4 0.022398659706115723
20240919-22:22:53 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:22:53 train_loss 131 model 9 0.024714014530181884
20240919-22:22:53 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:22:54 test_loss 131 model 4 0.02326202392578125
20240919-22:22:54 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:22:54 test_loss 131 model 9 0.023767852783203126
20240919-22:22:54 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:22:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:22:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:22:57 test_accuracy 131 model 4 nb_correct 882 / 1000 (88.20%)
20240919-22:22:57 test_accuracy 131 model 9 nb_correct 884 / 1000 (88.40%)
20240919-22:23:09 wrote ae_*.pth
20240919-22:23:09 epoch_duration 2min34s next_finish 22:25:44
20240919-22:23:09 wrote state.pth
20240919-22:23:09 --- epoch 132 ----------------------------------------
20240919-22:23:09 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.8820 0.9200 0.9180 0.9080 0.9120 0.8840
20240919-22:23:09 no_c_quiz
20240919-22:23:09 weakest_accuracies [0.882, 0.884]
20240919-22:23:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:23:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:25:27 train_loss 132 model 4 0.02326392698287964
20240919-22:25:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:25:27 train_loss 132 model 9 0.024826107025146486
20240919-22:25:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:25:28 test_loss 132 model 4 0.018080520629882812
20240919-22:25:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:25:28 test_loss 132 model 9 0.024066162109375
20240919-22:25:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:25:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:25:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:25:31 test_accuracy 132 model 9 nb_correct 867 / 1000 (86.70%)
20240919-22:25:31 test_accuracy 132 model 4 nb_correct 926 / 1000 (92.60%)
20240919-22:25:43 wrote ae_*.pth
20240919-22:25:43 epoch_duration 2min34s next_finish 22:28:17
20240919-22:25:43 wrote state.pth
20240919-22:25:43 --- epoch 133 ----------------------------------------
20240919-22:25:43 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.9260 0.9200 0.9180 0.9080 0.9120 0.8670
20240919-22:25:43 no_c_quiz
20240919-22:25:43 weakest_accuracies [0.867, 0.908]
20240919-22:25:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:25:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:28:01 train_loss 133 model 9 0.023739914894104003
20240919-22:28:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:28:01 train_loss 133 model 7 0.02505487823486328
20240919-22:28:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:28:02 test_loss 133 model 9 0.021043014526367188
20240919-22:28:02 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:28:02 test_loss 133 model 7 0.0240203857421875
20240919-22:28:02 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:28:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:28:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:28:05 test_accuracy 133 model 9 nb_correct 897 / 1000 (89.70%)
20240919-22:28:06 test_accuracy 133 model 7 nb_correct 864 / 1000 (86.40%)
20240919-22:28:17 wrote ae_*.pth
20240919-22:28:17 epoch_duration 2min34s next_finish 22:30:52
20240919-22:28:17 wrote state.pth
20240919-22:28:17 --- epoch 134 ----------------------------------------
20240919-22:28:17 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.9260 0.9200 0.9180 0.8640 0.9120 0.8970
20240919-22:28:17 no_c_quiz
20240919-22:28:17 weakest_accuracies [0.864, 0.897]
20240919-22:28:18 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:28:18 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:30:36 train_loss 134 model 9 0.024009373664855956
20240919-22:30:36 train_loss 134 model 7 0.024918063163757324
20240919-22:30:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:30:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:30:37 test_loss 134 model 9 0.02361288070678711
20240919-22:30:37 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:30:37 test_loss 134 model 7 0.02272186279296875
20240919-22:30:37 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:30:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:30:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:30:40 test_accuracy 134 model 7 nb_correct 881 / 1000 (88.10%)
20240919-22:30:40 test_accuracy 134 model 9 nb_correct 923 / 1000 (92.30%)
20240919-22:30:53 wrote ae_*.pth
20240919-22:30:53 epoch_duration 2min35s next_finish 22:33:28
20240919-22:30:53 wrote state.pth
20240919-22:30:53 --- epoch 135 ----------------------------------------
20240919-22:30:53 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.9260 0.9200 0.9180 0.8810 0.9120 0.9230
20240919-22:30:53 no_c_quiz
20240919-22:30:53 weakest_accuracies [0.881, 0.912]
20240919-22:30:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:30:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:33:10 train_loss 135 model 8 0.02295750606060028
20240919-22:33:10 train_loss 135 model 7 0.02482968330383301
20240919-22:33:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:33:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:33:11 test_loss 135 model 8 0.025810623168945314
20240919-22:33:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:33:11 test_loss 135 model 7 0.02664337158203125
20240919-22:33:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:33:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:33:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:33:15 test_accuracy 135 model 7 nb_correct 862 / 1000 (86.20%)
20240919-22:33:15 test_accuracy 135 model 8 nb_correct 874 / 1000 (87.40%)
20240919-22:33:29 wrote ae_*.pth
20240919-22:33:29 epoch_duration 2min36s next_finish 22:36:05
20240919-22:33:29 wrote state.pth
20240919-22:33:29 --- epoch 136 ----------------------------------------
20240919-22:33:29 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.9260 0.9200 0.9180 0.8620 0.8740 0.9230
20240919-22:33:29 no_c_quiz
20240919-22:33:29 weakest_accuracies [0.862, 0.874]
20240919-22:33:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:33:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:35:46 train_loss 136 model 7 0.02409257698059082
20240919-22:35:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:35:46 train_loss 136 model 8 0.023563114643096923
20240919-22:35:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:35:47 test_loss 136 model 7 0.020459365844726563
20240919-22:35:47 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:35:47 test_loss 136 model 8 0.02185649871826172
20240919-22:35:47 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:35:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:35:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:35:51 test_accuracy 136 model 7 nb_correct 924 / 1000 (92.40%)
20240919-22:35:51 test_accuracy 136 model 8 nb_correct 915 / 1000 (91.50%)
20240919-22:36:05 wrote ae_*.pth
20240919-22:36:05 epoch_duration 2min35s next_finish 22:38:40
20240919-22:36:05 wrote state.pth
20240919-22:36:05 --- epoch 137 ----------------------------------------
20240919-22:36:05 current_test_accuracies 0.9180 0.9190 0.9250 0.9130 0.9260 0.9200 0.9180 0.9240 0.9150 0.9230
20240919-22:36:05 no_c_quiz
20240919-22:36:05 weakest_accuracies [0.913, 0.915]
20240919-22:36:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:36:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:38:23 train_loss 137 model 8 0.022846343994140626
20240919-22:38:23 train_loss 137 model 3 0.025018989086151123
20240919-22:38:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:38:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:38:24 test_loss 137 model 3 0.01887092590332031
20240919-22:38:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:38:24 test_loss 137 model 8 0.02563624382019043
20240919-22:38:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:38:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:38:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:38:28 test_accuracy 137 model 3 nb_correct 899 / 1000 (89.90%)
20240919-22:38:28 test_accuracy 137 model 8 nb_correct 883 / 1000 (88.30%)
20240919-22:38:41 wrote ae_*.pth
20240919-22:38:41 epoch_duration 2min36s next_finish 22:41:18
20240919-22:38:41 wrote state.pth
20240919-22:38:41 --- epoch 138 ----------------------------------------
20240919-22:38:41 current_test_accuracies 0.9180 0.9190 0.9250 0.8990 0.9260 0.9200 0.9180 0.9240 0.8830 0.9230
20240919-22:38:41 no_c_quiz
20240919-22:38:41 weakest_accuracies [0.883, 0.899]
20240919-22:38:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:38:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:40:59 train_loss 138 model 3 0.024552166938781737
20240919-22:40:59 train_loss 138 model 8 0.02255356788635254
20240919-22:40:59 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:40:59 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:41:00 test_loss 138 model 3 0.02648582458496094
20240919-22:41:00 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:41:00 test_loss 138 model 8 0.022030735015869142
20240919-22:41:00 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:41:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:41:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:41:05 test_accuracy 138 model 8 nb_correct 898 / 1000 (89.80%)
20240919-22:41:05 test_accuracy 138 model 3 nb_correct 930 / 1000 (93.00%)
20240919-22:41:16 wrote ae_*.pth
20240919-22:41:16 epoch_duration 2min35s next_finish 22:43:52
20240919-22:41:16 wrote state.pth
20240919-22:41:16 --- epoch 139 ----------------------------------------
20240919-22:41:16 current_test_accuracies 0.9180 0.9190 0.9250 0.9300 0.9260 0.9200 0.9180 0.9240 0.8980 0.9230
20240919-22:41:16 no_c_quiz
20240919-22:41:16 weakest_accuracies [0.898, 0.918]
20240919-22:41:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:41:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:43:35 train_loss 139 model 8 0.02227941036224365
20240919-22:43:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:43:35 train_loss 139 model 0 0.023208847522735596
20240919-22:43:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:43:36 test_loss 139 model 8 0.0329620361328125
20240919-22:43:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:43:36 test_loss 139 model 0 0.02379264831542969
20240919-22:43:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:43:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:43:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:43:39 test_accuracy 139 model 8 nb_correct 884 / 1000 (88.40%)
20240919-22:43:39 test_accuracy 139 model 0 nb_correct 916 / 1000 (91.60%)
20240919-22:43:51 wrote ae_*.pth
20240919-22:43:51 epoch_duration 2min34s next_finish 22:46:25
20240919-22:43:51 wrote state.pth
20240919-22:43:51 --- epoch 140 ----------------------------------------
20240919-22:43:51 current_test_accuracies 0.9160 0.9190 0.9250 0.9300 0.9260 0.9200 0.9180 0.9240 0.8840 0.9230
20240919-22:43:51 no_c_quiz
20240919-22:43:51 weakest_accuracies [0.884, 0.916]
20240919-22:43:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:43:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:46:09 train_loss 140 model 8 0.021948115348815918
20240919-22:46:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:46:09 train_loss 140 model 0 0.02345819664001465
20240919-22:46:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:46:10 test_loss 140 model 8 0.025539398193359375
20240919-22:46:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:46:10 test_loss 140 model 0 0.02314910888671875
20240919-22:46:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:46:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:46:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:46:13 test_accuracy 140 model 8 nb_correct 916 / 1000 (91.60%)
20240919-22:46:13 test_accuracy 140 model 0 nb_correct 929 / 1000 (92.90%)
20240919-22:46:25 wrote ae_*.pth
20240919-22:46:25 epoch_duration 2min34s next_finish 22:48:59
20240919-22:46:25 wrote state.pth
20240919-22:46:25 --- epoch 141 ----------------------------------------
20240919-22:46:25 current_test_accuracies 0.9290 0.9190 0.9250 0.9300 0.9260 0.9200 0.9180 0.9240 0.9160 0.9230
20240919-22:46:25 no_c_quiz
20240919-22:46:25 weakest_accuracies [0.916, 0.918]
20240919-22:46:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:46:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:48:43 train_loss 141 model 6 0.023935075759887695
20240919-22:48:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:48:43 train_loss 141 model 8 0.022292171478271484
20240919-22:48:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:48:44 test_loss 141 model 6 0.02077484130859375
20240919-22:48:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:48:44 test_loss 141 model 8 0.022985458374023438
20240919-22:48:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:48:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:48:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:48:47 test_accuracy 141 model 6 nb_correct 907 / 1000 (90.70%)
20240919-22:48:48 test_accuracy 141 model 8 nb_correct 946 / 1000 (94.60%)
20240919-22:49:00 wrote ae_*.pth
20240919-22:49:00 epoch_duration 2min34s next_finish 22:51:34
20240919-22:49:00 wrote state.pth
20240919-22:49:00 --- epoch 142 ----------------------------------------
20240919-22:49:00 current_test_accuracies 0.9290 0.9190 0.9250 0.9300 0.9260 0.9200 0.9070 0.9240 0.9460 0.9230
20240919-22:49:00 no_c_quiz
20240919-22:49:00 weakest_accuracies [0.907, 0.919]
20240919-22:49:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:49:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:51:17 train_loss 142 model 6 0.022823143005371093
20240919-22:51:17 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:51:17 train_loss 142 model 1 0.02358085584640503
20240919-22:51:17 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:51:18 test_loss 142 model 6 0.022432708740234376
20240919-22:51:18 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:51:18 test_loss 142 model 1 0.021066665649414062
20240919-22:51:18 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:51:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:51:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:51:22 test_accuracy 142 model 6 nb_correct 912 / 1000 (91.20%)
20240919-22:51:22 test_accuracy 142 model 1 nb_correct 879 / 1000 (87.90%)
20240919-22:51:33 wrote ae_*.pth
20240919-22:51:33 epoch_duration 2min33s next_finish 22:54:07
20240919-22:51:33 wrote state.pth
20240919-22:51:33 --- epoch 143 ----------------------------------------
20240919-22:51:33 current_test_accuracies 0.9290 0.8790 0.9250 0.9300 0.9260 0.9200 0.9120 0.9240 0.9460 0.9230
20240919-22:51:33 no_c_quiz
20240919-22:51:33 weakest_accuracies [0.879, 0.912]
20240919-22:51:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:51:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:53:51 train_loss 143 model 1 0.02404448699951172
20240919-22:53:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:53:51 train_loss 143 model 6 0.023270956039428713
20240919-22:53:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:53:52 test_loss 143 model 1 0.01926078796386719
20240919-22:53:52 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:53:52 test_loss 143 model 6 0.022266578674316407
20240919-22:53:52 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:53:53 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:53:53 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:53:56 test_accuracy 143 model 1 nb_correct 887 / 1000 (88.70%)
20240919-22:53:56 test_accuracy 143 model 6 nb_correct 915 / 1000 (91.50%)
20240919-22:54:07 wrote ae_*.pth
20240919-22:54:07 epoch_duration 2min34s next_finish 22:56:41
20240919-22:54:07 wrote state.pth
20240919-22:54:07 --- epoch 144 ----------------------------------------
20240919-22:54:07 current_test_accuracies 0.9290 0.8870 0.9250 0.9300 0.9260 0.9200 0.9150 0.9240 0.9460 0.9230
20240919-22:54:07 no_c_quiz
20240919-22:54:07 weakest_accuracies [0.887, 0.915]
20240919-22:54:08 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:54:08 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:56:26 train_loss 144 model 1 0.023477575302124024
20240919-22:56:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:56:26 train_loss 144 model 6 0.023464335918426515
20240919-22:56:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:56:27 test_loss 144 model 1 0.019828271865844727
20240919-22:56:27 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:56:27 test_loss 144 model 6 0.019750213623046874
20240919-22:56:27 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:56:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:56:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:56:30 test_accuracy 144 model 1 nb_correct 915 / 1000 (91.50%)
20240919-22:56:30 test_accuracy 144 model 6 nb_correct 931 / 1000 (93.10%)
20240919-22:56:42 wrote ae_*.pth
20240919-22:56:42 epoch_duration 2min34s next_finish 22:59:16
20240919-22:56:42 wrote state.pth
20240919-22:56:42 --- epoch 145 ----------------------------------------
20240919-22:56:42 current_test_accuracies 0.9290 0.9150 0.9250 0.9300 0.9260 0.9200 0.9310 0.9240 0.9460 0.9230
20240919-22:56:42 no_c_quiz
20240919-22:56:42 weakest_accuracies [0.915, 0.92]
20240919-22:56:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:56:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:59:00 train_loss 145 model 1 0.02297894763946533
20240919-22:59:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:59:00 train_loss 145 model 5 0.023659775733947754
20240919-22:59:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:59:01 test_loss 145 model 1 0.023223161697387695
20240919-22:59:01 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:59:01 test_loss 145 model 5 0.023330879211425782
20240919-22:59:01 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-22:59:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:59:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-22:59:05 test_accuracy 145 model 5 nb_correct 924 / 1000 (92.40%)
20240919-22:59:05 test_accuracy 145 model 1 nb_correct 918 / 1000 (91.80%)
20240919-22:59:16 wrote ae_*.pth
20240919-22:59:16 epoch_duration 2min34s next_finish 23:01:51
20240919-22:59:16 wrote state.pth
20240919-22:59:16 --- epoch 146 ----------------------------------------
20240919-22:59:16 current_test_accuracies 0.9290 0.9180 0.9250 0.9300 0.9260 0.9240 0.9310 0.9240 0.9460 0.9230
20240919-22:59:16 no_c_quiz
20240919-22:59:16 weakest_accuracies [0.918, 0.923]
20240919-22:59:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-22:59:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:01:35 train_loss 146 model 9 0.023420653343200683
20240919-23:01:35 train_loss 146 model 1 0.023218668460845946
20240919-23:01:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:01:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:01:36 test_loss 146 model 1 0.026714324951171875
20240919-23:01:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:01:36 test_loss 146 model 9 0.02188243865966797
20240919-23:01:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:01:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:01:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:01:39 test_accuracy 146 model 9 nb_correct 899 / 1000 (89.90%)
20240919-23:01:39 test_accuracy 146 model 1 nb_correct 922 / 1000 (92.20%)
20240919-23:01:51 wrote ae_*.pth
20240919-23:01:51 epoch_duration 2min34s next_finish 23:04:25
20240919-23:01:51 wrote state.pth
20240919-23:01:51 --- epoch 147 ----------------------------------------
20240919-23:01:51 current_test_accuracies 0.9290 0.9220 0.9250 0.9300 0.9260 0.9240 0.9310 0.9240 0.9460 0.8990
20240919-23:01:51 no_c_quiz
20240919-23:01:51 weakest_accuracies [0.899, 0.922]
20240919-23:01:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:01:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:04:10 train_loss 147 model 1 0.022493159294128418
20240919-23:04:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:04:10 train_loss 147 model 9 0.02240464448928833
20240919-23:04:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:04:11 test_loss 147 model 1 0.020987701416015626
20240919-23:04:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:04:11 test_loss 147 model 9 0.0225738525390625
20240919-23:04:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:04:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:04:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:04:14 test_accuracy 147 model 1 nb_correct 890 / 1000 (89.00%)
20240919-23:04:15 test_accuracy 147 model 9 nb_correct 914 / 1000 (91.40%)
20240919-23:04:26 wrote ae_*.pth
20240919-23:04:26 epoch_duration 2min35s next_finish 23:07:01
20240919-23:04:26 wrote state.pth
20240919-23:04:26 --- epoch 148 ----------------------------------------
20240919-23:04:26 current_test_accuracies 0.9290 0.8900 0.9250 0.9300 0.9260 0.9240 0.9310 0.9240 0.9460 0.9140
20240919-23:04:26 no_c_quiz
20240919-23:04:26 weakest_accuracies [0.89, 0.914]
20240919-23:04:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:04:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:06:44 train_loss 148 model 1 0.022625757217407227
20240919-23:06:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:06:44 train_loss 148 model 9 0.022970446586608885
20240919-23:06:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:06:45 test_loss 148 model 1 0.019548416137695312
20240919-23:06:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:06:45 test_loss 148 model 9 0.019810295104980467
20240919-23:06:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:06:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:06:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:06:49 test_accuracy 148 model 9 nb_correct 957 / 1000 (95.70%)
20240919-23:06:49 test_accuracy 148 model 1 nb_correct 949 / 1000 (94.90%)
20240919-23:07:00 wrote ae_*.pth
20240919-23:07:00 epoch_duration 2min34s next_finish 23:09:34
20240919-23:07:00 wrote state.pth
20240919-23:07:00 --- epoch 149 ----------------------------------------
20240919-23:07:00 current_test_accuracies 0.9290 0.9490 0.9250 0.9300 0.9260 0.9240 0.9310 0.9240 0.9460 0.9570
20240919-23:07:00 no_c_quiz
20240919-23:07:00 weakest_accuracies [0.924, 0.924]
20240919-23:07:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:07:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:09:18 train_loss 149 model 7 0.023808728694915772
20240919-23:09:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:09:18 train_loss 149 model 5 0.023638223648071287
20240919-23:09:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:09:19 test_loss 149 model 7 0.026156044006347655
20240919-23:09:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:09:19 test_loss 149 model 5 0.02171359062194824
20240919-23:09:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:09:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:09:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:09:23 test_accuracy 149 model 5 nb_correct 911 / 1000 (91.10%)
20240919-23:09:23 test_accuracy 149 model 7 nb_correct 930 / 1000 (93.00%)
20240919-23:09:35 wrote ae_*.pth
20240919-23:09:35 epoch_duration 2min34s next_finish 23:12:09
20240919-23:09:35 wrote state.pth
20240919-23:09:35 --- epoch 150 ----------------------------------------
20240919-23:09:35 current_test_accuracies 0.9290 0.9490 0.9250 0.9300 0.9260 0.9110 0.9310 0.9300 0.9460 0.9570
20240919-23:09:35 no_c_quiz
20240919-23:09:35 weakest_accuracies [0.911, 0.925]
20240919-23:09:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:09:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:11:53 train_loss 150 model 2 0.023687599658966066
20240919-23:11:53 train_loss 150 model 5 0.023778657913208007
20240919-23:11:53 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:11:53 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:11:53 test_loss 150 model 2 0.021486854553222655
20240919-23:11:53 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:11:54 test_loss 150 model 5 0.024658775329589842
20240919-23:11:54 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:11:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:11:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:11:57 test_accuracy 150 model 2 nb_correct 929 / 1000 (92.90%)
20240919-23:11:57 test_accuracy 150 model 5 nb_correct 923 / 1000 (92.30%)
20240919-23:12:09 wrote ae_*.pth
20240919-23:12:09 epoch_duration 2min34s next_finish 23:14:43
20240919-23:12:09 wrote state.pth
20240919-23:12:09 --- epoch 151 ----------------------------------------
20240919-23:12:09 current_test_accuracies 0.9290 0.9490 0.9290 0.9300 0.9260 0.9230 0.9310 0.9300 0.9460 0.9570
20240919-23:12:09 no_c_quiz
20240919-23:12:09 weakest_accuracies [0.923, 0.926]
20240919-23:12:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:12:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:14:26 train_loss 151 model 5 0.02374960994720459
20240919-23:14:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:14:27 train_loss 151 model 4 0.023007617473602294
20240919-23:14:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:14:27 test_loss 151 model 5 0.023831558227539063
20240919-23:14:27 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:14:28 test_loss 151 model 4 0.02049403190612793
20240919-23:14:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:14:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:14:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:14:31 test_accuracy 151 model 4 nb_correct 925 / 1000 (92.50%)
20240919-23:14:31 test_accuracy 151 model 5 nb_correct 908 / 1000 (90.80%)
20240919-23:14:43 wrote ae_*.pth
20240919-23:14:43 epoch_duration 2min34s next_finish 23:17:17
20240919-23:14:43 wrote state.pth
20240919-23:14:43 --- epoch 152 ----------------------------------------
20240919-23:14:43 current_test_accuracies 0.9290 0.9490 0.9290 0.9300 0.9250 0.9080 0.9310 0.9300 0.9460 0.9570
20240919-23:14:43 no_c_quiz
20240919-23:14:43 weakest_accuracies [0.908, 0.925]
20240919-23:14:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:14:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:17:01 train_loss 152 model 5 0.023184920310974123
20240919-23:17:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:17:01 train_loss 152 model 4 0.021814932823181154
20240919-23:17:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:17:02 test_loss 152 model 5 0.02635650634765625
20240919-23:17:02 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:17:02 test_loss 152 model 4 0.021973705291748045
20240919-23:17:02 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:17:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:17:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:17:05 test_accuracy 152 model 4 nb_correct 920 / 1000 (92.00%)
20240919-23:17:05 test_accuracy 152 model 5 nb_correct 930 / 1000 (93.00%)
20240919-23:17:17 wrote ae_*.pth
20240919-23:17:17 epoch_duration 2min34s next_finish 23:19:51
20240919-23:17:17 wrote state.pth
20240919-23:17:17 --- epoch 153 ----------------------------------------
20240919-23:17:17 current_test_accuracies 0.9290 0.9490 0.9290 0.9300 0.9200 0.9300 0.9310 0.9300 0.9460 0.9570
20240919-23:17:17 no_c_quiz
20240919-23:17:17 weakest_accuracies [0.92, 0.929]
20240919-23:17:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:17:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:19:35 train_loss 153 model 0 0.023024560928344727
20240919-23:19:35 train_loss 153 model 4 0.021842844009399415
20240919-23:19:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:19:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:19:36 test_loss 153 model 4 0.024397659301757812
20240919-23:19:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:19:36 test_loss 153 model 0 0.027691650390625
20240919-23:19:36 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:19:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:19:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:19:40 test_accuracy 153 model 4 nb_correct 930 / 1000 (93.00%)
20240919-23:19:40 test_accuracy 153 model 0 nb_correct 905 / 1000 (90.50%)
20240919-23:19:52 wrote ae_*.pth
20240919-23:19:52 epoch_duration 2min34s next_finish 23:22:27
20240919-23:19:52 wrote state.pth
20240919-23:19:52 --- epoch 154 ----------------------------------------
20240919-23:19:52 current_test_accuracies 0.9050 0.9490 0.9290 0.9300 0.9300 0.9300 0.9310 0.9300 0.9460 0.9570
20240919-23:19:52 no_c_quiz
20240919-23:19:52 weakest_accuracies [0.905, 0.929]
20240919-23:19:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:19:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:22:10 train_loss 154 model 2 0.02322425365447998
20240919-23:22:10 train_loss 154 model 0 0.02314083194732666
20240919-23:22:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:22:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:22:11 test_loss 154 model 2 0.019519805908203125
20240919-23:22:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:22:11 test_loss 154 model 0 0.019791793823242188
20240919-23:22:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:22:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:22:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:22:14 test_accuracy 154 model 0 nb_correct 914 / 1000 (91.40%)
20240919-23:22:15 test_accuracy 154 model 2 nb_correct 920 / 1000 (92.00%)
20240919-23:22:27 wrote ae_*.pth
20240919-23:22:27 epoch_duration 2min34s next_finish 23:25:01
20240919-23:22:27 wrote state.pth
20240919-23:22:27 --- epoch 155 ----------------------------------------
20240919-23:22:27 current_test_accuracies 0.9140 0.9490 0.9200 0.9300 0.9300 0.9300 0.9310 0.9300 0.9460 0.9570
20240919-23:22:27 no_c_quiz
20240919-23:22:27 weakest_accuracies [0.914, 0.92]
20240919-23:22:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:22:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:24:45 train_loss 155 model 0 0.022408899784088134
20240919-23:24:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:24:45 train_loss 155 model 2 0.022259215354919433
20240919-23:24:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:24:46 test_loss 155 model 0 0.022648334503173828
20240919-23:24:46 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:24:46 test_loss 155 model 2 0.022731781005859375
20240919-23:24:46 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:24:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:24:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:24:50 test_accuracy 155 model 0 nb_correct 927 / 1000 (92.70%)
20240919-23:24:50 test_accuracy 155 model 2 nb_correct 935 / 1000 (93.50%)
20240919-23:25:01 wrote ae_*.pth
20240919-23:25:01 epoch_duration 2min34s next_finish 23:27:36
20240919-23:25:01 wrote state.pth
20240919-23:25:01 --- epoch 156 ----------------------------------------
20240919-23:25:01 current_test_accuracies 0.9270 0.9490 0.9350 0.9300 0.9300 0.9300 0.9310 0.9300 0.9460 0.9570
20240919-23:25:01 no_c_quiz
20240919-23:25:01 weakest_accuracies [0.927, 0.93]
20240919-23:25:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:25:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:27:19 train_loss 156 model 3 0.024048110961914063
20240919-23:27:19 train_loss 156 model 0 0.022493829727172853
20240919-23:27:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:27:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:27:20 test_loss 156 model 3 0.02316761016845703
20240919-23:27:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:27:20 test_loss 156 model 0 0.021531963348388673
20240919-23:27:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:27:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:27:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:27:24 test_accuracy 156 model 0 nb_correct 893 / 1000 (89.30%)
20240919-23:27:24 test_accuracy 156 model 3 nb_correct 921 / 1000 (92.10%)
20240919-23:27:36 wrote ae_*.pth
20240919-23:27:36 epoch_duration 2min34s next_finish 23:30:11
20240919-23:27:36 wrote state.pth
20240919-23:27:36 --- epoch 157 ----------------------------------------
20240919-23:27:36 current_test_accuracies 0.8930 0.9490 0.9350 0.9210 0.9300 0.9300 0.9310 0.9300 0.9460 0.9570
20240919-23:27:36 no_c_quiz
20240919-23:27:36 weakest_accuracies [0.893, 0.921]
20240919-23:27:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:27:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:29:54 train_loss 157 model 0 0.02239467430114746
20240919-23:29:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:29:54 train_loss 157 model 3 0.02396821880340576
20240919-23:29:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:29:55 test_loss 157 model 0 0.022437667846679686
20240919-23:29:55 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:29:55 test_loss 157 model 3 0.02967071533203125
20240919-23:29:55 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:29:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:29:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:29:59 test_accuracy 157 model 0 nb_correct 940 / 1000 (94.00%)
20240919-23:29:59 test_accuracy 157 model 3 nb_correct 887 / 1000 (88.70%)
20240919-23:30:11 wrote ae_*.pth
20240919-23:30:11 epoch_duration 2min35s next_finish 23:32:46
20240919-23:30:11 wrote state.pth
20240919-23:30:11 --- epoch 158 ----------------------------------------
20240919-23:30:11 current_test_accuracies 0.9400 0.9490 0.9350 0.8870 0.9300 0.9300 0.9310 0.9300 0.9460 0.9570
20240919-23:30:11 no_c_quiz
20240919-23:30:11 weakest_accuracies [0.887, 0.93]
20240919-23:30:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:30:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:32:29 train_loss 158 model 4 0.021834892749786377
20240919-23:32:29 train_loss 158 model 3 0.023606691360473633
20240919-23:32:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:32:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:32:30 test_loss 158 model 3 0.024535751342773436
20240919-23:32:30 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:32:30 test_loss 158 model 4 0.019350433349609376
20240919-23:32:30 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:32:31 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:32:31 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:32:34 test_accuracy 158 model 4 nb_correct 915 / 1000 (91.50%)
20240919-23:32:34 test_accuracy 158 model 3 nb_correct 931 / 1000 (93.10%)
20240919-23:32:46 wrote ae_*.pth
20240919-23:32:46 epoch_duration 2min34s next_finish 23:35:21
20240919-23:32:46 wrote state.pth
20240919-23:32:46 --- epoch 159 ----------------------------------------
20240919-23:32:46 current_test_accuracies 0.9400 0.9490 0.9350 0.9310 0.9150 0.9300 0.9310 0.9300 0.9460 0.9570
20240919-23:32:46 no_c_quiz
20240919-23:32:46 weakest_accuracies [0.915, 0.93]
20240919-23:32:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:32:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:35:04 train_loss 159 model 5 0.022345217227935792
20240919-23:35:04 train_loss 159 model 4 0.020939138889312744
20240919-23:35:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:35:04 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:35:05 test_loss 159 model 4 0.023984146118164063
20240919-23:35:05 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:35:05 test_loss 159 model 5 0.027725601196289064
20240919-23:35:05 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:35:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:35:06 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:35:09 test_accuracy 159 model 5 nb_correct 696 / 1000 (69.60%)
20240919-23:35:09 test_accuracy 159 model 4 nb_correct 930 / 1000 (93.00%)
20240919-23:35:21 wrote ae_*.pth
20240919-23:35:21 epoch_duration 2min34s next_finish 23:37:55
20240919-23:35:21 wrote state.pth
20240919-23:35:21 --- epoch 160 ----------------------------------------
20240919-23:35:21 current_test_accuracies 0.9400 0.9490 0.9350 0.9310 0.9300 0.6960 0.9310 0.9300 0.9460 0.9570
20240919-23:35:21 no_c_quiz
20240919-23:35:21 weakest_accuracies [0.696, 0.93]
20240919-23:35:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:35:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:37:39 train_loss 160 model 4 0.021557771682739257
20240919-23:37:39 train_loss 160 model 5 0.022088893890380858
20240919-23:37:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:37:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:37:40 test_loss 160 model 4 0.023656463623046874
20240919-23:37:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:37:40 test_loss 160 model 5 0.020435333251953125
20240919-23:37:40 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:37:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:37:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:37:44 test_accuracy 160 model 5 nb_correct 940 / 1000 (94.00%)
20240919-23:37:44 test_accuracy 160 model 4 nb_correct 910 / 1000 (91.00%)
20240919-23:37:56 wrote ae_*.pth
20240919-23:37:56 epoch_duration 2min34s next_finish 23:40:31
20240919-23:37:56 wrote state.pth
20240919-23:37:56 --- epoch 161 ----------------------------------------
20240919-23:37:56 current_test_accuracies 0.9400 0.9490 0.9350 0.9310 0.9100 0.9400 0.9310 0.9300 0.9460 0.9570
20240919-23:37:56 no_c_quiz
20240919-23:37:56 weakest_accuracies [0.91, 0.93]
20240919-23:37:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:37:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:40:13 train_loss 161 model 4 0.0215820631980896
20240919-23:40:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:40:13 train_loss 161 model 7 0.023310674667358398
20240919-23:40:13 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:40:14 test_loss 161 model 4 0.02177400588989258
20240919-23:40:14 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:40:14 test_loss 161 model 7 0.023064422607421874
20240919-23:40:14 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:40:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:40:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:40:18 test_accuracy 161 model 4 nb_correct 924 / 1000 (92.40%)
20240919-23:40:18 test_accuracy 161 model 7 nb_correct 872 / 1000 (87.20%)
20240919-23:40:30 wrote ae_*.pth
20240919-23:40:30 epoch_duration 2min34s next_finish 23:43:04
20240919-23:40:30 wrote state.pth
20240919-23:40:30 --- epoch 162 ----------------------------------------
20240919-23:40:30 current_test_accuracies 0.9400 0.9490 0.9350 0.9310 0.9240 0.9400 0.9310 0.8720 0.9460 0.9570
20240919-23:40:30 no_c_quiz
20240919-23:40:30 weakest_accuracies [0.872, 0.924]
20240919-23:40:30 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:40:30 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:42:48 train_loss 162 model 7 0.022279937744140624
20240919-23:42:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:42:48 train_loss 162 model 4 0.021286457538604735
20240919-23:42:48 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:42:49 test_loss 162 model 7 0.02272830009460449
20240919-23:42:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:42:49 test_loss 162 model 4 0.020146942138671874
20240919-23:42:49 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:42:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:42:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:42:53 test_accuracy 162 model 7 nb_correct 899 / 1000 (89.90%)
20240919-23:42:53 test_accuracy 162 model 4 nb_correct 915 / 1000 (91.50%)
20240919-23:43:05 wrote ae_*.pth
20240919-23:43:05 epoch_duration 2min34s next_finish 23:45:39
20240919-23:43:05 wrote state.pth
20240919-23:43:05 --- epoch 163 ----------------------------------------
20240919-23:43:05 current_test_accuracies 0.9400 0.9490 0.9350 0.9310 0.9150 0.9400 0.9310 0.8990 0.9460 0.9570
20240919-23:43:05 no_c_quiz
20240919-23:43:05 weakest_accuracies [0.899, 0.915]
20240919-23:43:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:43:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:45:23 train_loss 163 model 7 0.023458545684814452
20240919-23:45:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:45:23 train_loss 163 model 4 0.021164581298828124
20240919-23:45:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:45:24 test_loss 163 model 7 0.0251220703125
20240919-23:45:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:45:24 test_loss 163 model 4 0.02034754753112793
20240919-23:45:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:45:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:45:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:45:28 test_accuracy 163 model 4 nb_correct 931 / 1000 (93.10%)
20240919-23:45:28 test_accuracy 163 model 7 nb_correct 932 / 1000 (93.20%)
20240919-23:45:40 wrote ae_*.pth
20240919-23:45:40 epoch_duration 2min35s next_finish 23:48:16
20240919-23:45:40 wrote state.pth
20240919-23:45:40 --- epoch 164 ----------------------------------------
20240919-23:45:40 current_test_accuracies 0.9400 0.9490 0.9350 0.9310 0.9310 0.9400 0.9310 0.9320 0.9460 0.9570
20240919-23:45:40 no_c_quiz
20240919-23:45:40 weakest_accuracies [0.931, 0.931]
20240919-23:45:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:45:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:47:58 train_loss 164 model 4 0.02162503445148468
20240919-23:47:58 train_loss 164 model 3 0.022579476356506346
20240919-23:47:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:47:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:47:59 test_loss 164 model 3 0.020726394653320313
20240919-23:47:59 test_loss 164 model 4 0.0190521240234375
20240919-23:47:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:47:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:48:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:48:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:48:03 test_accuracy 164 model 4 nb_correct 939 / 1000 (93.90%)
20240919-23:48:03 test_accuracy 164 model 3 nb_correct 932 / 1000 (93.20%)
20240919-23:48:15 wrote ae_*.pth
20240919-23:48:15 epoch_duration 2min35s next_finish 23:50:50
20240919-23:48:15 wrote state.pth
20240919-23:48:15 --- epoch 165 ----------------------------------------
20240919-23:48:15 current_test_accuracies 0.9400 0.9490 0.9350 0.9320 0.9390 0.9400 0.9310 0.9320 0.9460 0.9570
20240919-23:48:15 no_c_quiz
20240919-23:48:15 weakest_accuracies [0.931, 0.932]
20240919-23:48:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:48:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:50:34 train_loss 165 model 3 0.023216750144958494
20240919-23:50:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:50:34 train_loss 165 model 6 0.02232573127746582
20240919-23:50:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:50:35 test_loss 165 model 3 0.021328544616699217
20240919-23:50:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:50:35 test_loss 165 model 6 0.022545242309570314
20240919-23:50:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:50:35 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:50:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:50:38 test_accuracy 165 model 3 nb_correct 907 / 1000 (90.70%)
20240919-23:50:39 test_accuracy 165 model 6 nb_correct 896 / 1000 (89.60%)
20240919-23:50:50 wrote ae_*.pth
20240919-23:50:50 epoch_duration 2min35s next_finish 23:53:25
20240919-23:50:50 wrote state.pth
20240919-23:50:50 --- epoch 166 ----------------------------------------
20240919-23:50:50 current_test_accuracies 0.9400 0.9490 0.9350 0.9070 0.9390 0.9400 0.8960 0.9320 0.9460 0.9570
20240919-23:50:50 no_c_quiz
20240919-23:50:50 weakest_accuracies [0.896, 0.907]
20240919-23:50:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:50:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:53:09 train_loss 166 model 3 0.02305894899368286
20240919-23:53:09 train_loss 166 model 6 0.0217882981300354
20240919-23:53:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:53:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:53:10 test_loss 166 model 6 0.02218170166015625
20240919-23:53:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:53:10 test_loss 166 model 3 0.026190948486328126
20240919-23:53:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:53:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:53:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:53:13 test_accuracy 166 model 3 nb_correct 921 / 1000 (92.10%)
20240919-23:53:14 test_accuracy 166 model 6 nb_correct 926 / 1000 (92.60%)
20240919-23:53:25 wrote ae_*.pth
20240919-23:53:25 epoch_duration 2min35s next_finish 23:56:00
20240919-23:53:25 wrote state.pth
20240919-23:53:25 --- epoch 167 ----------------------------------------
20240919-23:53:25 current_test_accuracies 0.9400 0.9490 0.9350 0.9210 0.9390 0.9400 0.9260 0.9320 0.9460 0.9570
20240919-23:53:25 no_c_quiz
20240919-23:53:25 weakest_accuracies [0.921, 0.926]
20240919-23:53:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:53:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:55:44 train_loss 167 model 6 0.02239018201828003
20240919-23:55:44 train_loss 167 model 3 0.02288454008102417
20240919-23:55:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:55:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:55:45 test_loss 167 model 3 0.019875526428222656
20240919-23:55:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:55:45 test_loss 167 model 6 0.019737625122070314
20240919-23:55:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:55:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:55:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:55:49 test_accuracy 167 model 6 nb_correct 923 / 1000 (92.30%)
20240919-23:55:49 test_accuracy 167 model 3 nb_correct 927 / 1000 (92.70%)
20240919-23:56:01 wrote ae_*.pth
20240919-23:56:01 epoch_duration 2min35s next_finish 23:58:36
20240919-23:56:01 wrote state.pth
20240919-23:56:01 --- epoch 168 ----------------------------------------
20240919-23:56:01 current_test_accuracies 0.9400 0.9490 0.9350 0.9270 0.9390 0.9400 0.9230 0.9320 0.9460 0.9570
20240919-23:56:01 no_c_quiz
20240919-23:56:01 weakest_accuracies [0.923, 0.927]
20240919-23:56:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:56:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:58:19 train_loss 168 model 3 0.02217593002319336
20240919-23:58:19 train_loss 168 model 6 0.02214784288406372
20240919-23:58:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:58:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:58:20 test_loss 168 model 6 0.021761083602905275
20240919-23:58:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:58:20 test_loss 168 model 3 0.024244755506515503
20240919-23:58:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240919-23:58:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:58:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240919-23:58:24 test_accuracy 168 model 6 nb_correct 939 / 1000 (93.90%)
20240919-23:58:24 test_accuracy 168 model 3 nb_correct 925 / 1000 (92.50%)
20240919-23:58:36 wrote ae_*.pth
20240919-23:58:36 epoch_duration 2min35s next_finish 00:01:11
20240919-23:58:36 wrote state.pth
20240919-23:58:36 --- epoch 169 ----------------------------------------
20240919-23:58:36 current_test_accuracies 0.9400 0.9490 0.9350 0.9250 0.9390 0.9400 0.9390 0.9320 0.9460 0.9570
20240919-23:58:36 no_c_quiz
20240919-23:58:36 weakest_accuracies [0.925, 0.932]
20240919-23:58:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240919-23:58:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:00:54 train_loss 169 model 3 0.02166377878189087
20240920-00:00:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:00:54 train_loss 169 model 7 0.022545937538146973
20240920-00:00:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:00:55 test_loss 169 model 3 0.02406024932861328
20240920-00:00:55 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:00:55 test_loss 169 model 7 0.026932525634765624
20240920-00:00:55 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:00:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:00:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:00:59 test_accuracy 169 model 3 nb_correct 911 / 1000 (91.10%)
20240920-00:00:59 test_accuracy 169 model 7 nb_correct 903 / 1000 (90.30%)
20240920-00:01:11 wrote ae_*.pth
20240920-00:01:11 epoch_duration 2min34s next_finish 00:03:45
20240920-00:01:11 wrote state.pth
20240920-00:01:11 --- epoch 170 ----------------------------------------
20240920-00:01:11 current_test_accuracies 0.9400 0.9490 0.9350 0.9110 0.9390 0.9400 0.9390 0.9030 0.9460 0.9570
20240920-00:01:11 no_c_quiz
20240920-00:01:11 weakest_accuracies [0.903, 0.911]
20240920-00:01:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:01:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:03:30 train_loss 170 model 7 0.022365097999572755
20240920-00:03:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:03:30 train_loss 170 model 3 0.021830636978149413
20240920-00:03:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:03:31 test_loss 170 model 7 0.02019786834716797
20240920-00:03:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:03:31 test_loss 170 model 3 0.020300674438476562
20240920-00:03:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:03:31 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:03:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:03:34 test_accuracy 170 model 7 nb_correct 901 / 1000 (90.10%)
20240920-00:03:35 test_accuracy 170 model 3 nb_correct 934 / 1000 (93.40%)
20240920-00:03:47 wrote ae_*.pth
20240920-00:03:47 epoch_duration 2min36s next_finish 00:06:24
20240920-00:03:47 wrote state.pth
20240920-00:03:47 --- epoch 171 ----------------------------------------
20240920-00:03:47 current_test_accuracies 0.9400 0.9490 0.9350 0.9340 0.9390 0.9400 0.9390 0.9010 0.9460 0.9570
20240920-00:03:47 no_c_quiz
20240920-00:03:47 weakest_accuracies [0.901, 0.934]
20240920-00:03:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:03:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:06:05 train_loss 171 model 3 0.021430626392364503
20240920-00:06:05 train_loss 171 model 7 0.02250128173828125
20240920-00:06:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:06:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:06:06 test_loss 171 model 7 0.022100067138671874
20240920-00:06:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:06:06 test_loss 171 model 3 0.02226986885070801
20240920-00:06:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:06:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:06:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:06:10 test_accuracy 171 model 3 nb_correct 953 / 1000 (95.30%)
20240920-00:06:10 test_accuracy 171 model 7 nb_correct 932 / 1000 (93.20%)
20240920-00:06:22 wrote ae_*.pth
20240920-00:06:22 epoch_duration 2min34s next_finish 00:08:57
20240920-00:06:22 wrote state.pth
20240920-00:06:22 --- epoch 172 ----------------------------------------
20240920-00:06:22 current_test_accuracies 0.9400 0.9490 0.9350 0.9530 0.9390 0.9400 0.9390 0.9320 0.9460 0.9570
20240920-00:06:22 no_c_quiz
20240920-00:06:22 weakest_accuracies [0.932, 0.935]
20240920-00:06:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:06:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:08:40 train_loss 172 model 2 0.022593831062316893
20240920-00:08:40 train_loss 172 model 7 0.02178473496437073
20240920-00:08:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:08:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:08:41 test_loss 172 model 2 0.021976280212402343
20240920-00:08:41 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:08:41 test_loss 172 model 7 0.017387008666992186
20240920-00:08:41 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:08:42 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:08:42 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:08:45 test_accuracy 172 model 7 nb_correct 928 / 1000 (92.80%)
20240920-00:08:45 test_accuracy 172 model 2 nb_correct 935 / 1000 (93.50%)
20240920-00:08:57 wrote ae_*.pth
20240920-00:08:57 epoch_duration 2min34s next_finish 00:11:31
20240920-00:08:57 wrote state.pth
20240920-00:08:57 --- epoch 173 ----------------------------------------
20240920-00:08:57 current_test_accuracies 0.9400 0.9490 0.9350 0.9530 0.9390 0.9400 0.9390 0.9280 0.9460 0.9570
20240920-00:08:57 no_c_quiz
20240920-00:08:57 weakest_accuracies [0.928, 0.935]
20240920-00:08:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:08:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:11:15 train_loss 173 model 7 0.021711959600448607
20240920-00:11:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:11:15 train_loss 173 model 2 0.02219430446624756
20240920-00:11:15 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:11:16 test_loss 173 model 7 0.020273208618164062
20240920-00:11:16 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:11:16 test_loss 173 model 2 0.01953468322753906
20240920-00:11:16 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:11:17 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:11:17 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:11:20 test_accuracy 173 model 2 nb_correct 933 / 1000 (93.30%)
20240920-00:11:20 test_accuracy 173 model 7 nb_correct 931 / 1000 (93.10%)
20240920-00:11:32 wrote ae_*.pth
20240920-00:11:32 epoch_duration 2min35s next_finish 00:14:07
20240920-00:11:32 wrote state.pth
20240920-00:11:32 --- epoch 174 ----------------------------------------
20240920-00:11:32 current_test_accuracies 0.9400 0.9490 0.9330 0.9530 0.9390 0.9400 0.9390 0.9310 0.9460 0.9570
20240920-00:11:32 no_c_quiz
20240920-00:11:32 weakest_accuracies [0.931, 0.933]
20240920-00:11:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:11:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:13:50 train_loss 174 model 7 0.02192829418182373
20240920-00:13:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:13:50 train_loss 174 model 2 0.02164005184173584
20240920-00:13:50 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:13:51 test_loss 174 model 7 0.021933937072753908
20240920-00:13:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:13:51 test_loss 174 model 2 0.020070815086364747
20240920-00:13:51 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:13:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:13:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:13:55 test_accuracy 174 model 2 nb_correct 949 / 1000 (94.90%)
20240920-00:13:55 test_accuracy 174 model 7 nb_correct 938 / 1000 (93.80%)
20240920-00:14:07 wrote ae_*.pth
20240920-00:14:07 epoch_duration 2min34s next_finish 00:16:42
20240920-00:14:07 wrote state.pth
20240920-00:14:07 --- epoch 175 ----------------------------------------
20240920-00:14:07 current_test_accuracies 0.9400 0.9490 0.9490 0.9530 0.9390 0.9400 0.9390 0.9380 0.9460 0.9570
20240920-00:14:07 no_c_quiz
20240920-00:14:07 weakest_accuracies [0.938, 0.939]
20240920-00:14:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:14:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:16:25 train_loss 175 model 4 0.020734278678894043
20240920-00:16:25 train_loss 175 model 7 0.02079781126976013
20240920-00:16:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:16:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:16:26 test_loss 175 model 4 0.020607519149780273
20240920-00:16:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:16:26 test_loss 175 model 7 0.026412200927734376
20240920-00:16:26 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:16:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:16:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:16:30 test_accuracy 175 model 4 nb_correct 941 / 1000 (94.10%)
20240920-00:16:30 test_accuracy 175 model 7 nb_correct 932 / 1000 (93.20%)
20240920-00:16:42 wrote ae_*.pth
20240920-00:16:42 epoch_duration 2min35s next_finish 00:19:17
20240920-00:16:42 wrote state.pth
20240920-00:16:42 --- epoch 176 ----------------------------------------
20240920-00:16:42 current_test_accuracies 0.9400 0.9490 0.9490 0.9530 0.9410 0.9400 0.9390 0.9320 0.9460 0.9570
20240920-00:16:42 no_c_quiz
20240920-00:16:42 weakest_accuracies [0.932, 0.939]
20240920-00:16:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:16:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:19:00 train_loss 176 model 7 0.021062933206558228
20240920-00:19:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:19:00 train_loss 176 model 6 0.021853896737098692
20240920-00:19:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:19:01 test_loss 176 model 7 0.01964912414550781
20240920-00:19:01 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:19:01 test_loss 176 model 6 0.018549346923828126
20240920-00:19:01 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:19:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:19:02 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:19:05 test_accuracy 176 model 6 nb_correct 944 / 1000 (94.40%)
20240920-00:19:05 test_accuracy 176 model 7 nb_correct 943 / 1000 (94.30%)
20240920-00:19:16 wrote ae_*.pth
20240920-00:19:16 epoch_duration 2min34s next_finish 00:21:51
20240920-00:19:16 wrote state.pth
20240920-00:19:16 --- epoch 177 ----------------------------------------
20240920-00:19:16 current_test_accuracies 0.9400 0.9490 0.9490 0.9530 0.9410 0.9400 0.9440 0.9430 0.9460 0.9570
20240920-00:19:16 no_c_quiz
20240920-00:19:16 weakest_accuracies [0.94, 0.94]
20240920-00:19:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:19:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:21:34 train_loss 177 model 0 0.022233777046203614
20240920-00:21:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:21:34 train_loss 177 model 5 0.022107148170471193
20240920-00:21:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:21:35 test_loss 177 model 0 0.019544553756713868
20240920-00:21:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:21:35 test_loss 177 model 5 0.021559524536132812
20240920-00:21:35 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:21:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:21:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:21:39 test_accuracy 177 model 0 nb_correct 916 / 1000 (91.60%)
20240920-00:21:39 test_accuracy 177 model 5 nb_correct 935 / 1000 (93.50%)
20240920-00:21:50 wrote ae_*.pth
20240920-00:21:50 epoch_duration 2min33s next_finish 00:24:24
20240920-00:21:50 wrote state.pth
20240920-00:21:50 --- epoch 178 ----------------------------------------
20240920-00:21:50 current_test_accuracies 0.9160 0.9490 0.9490 0.9530 0.9410 0.9350 0.9440 0.9430 0.9460 0.9570
20240920-00:21:50 no_c_quiz
20240920-00:21:50 weakest_accuracies [0.916, 0.935]
20240920-00:21:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:21:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:24:08 train_loss 178 model 0 0.021803752183914185
20240920-00:24:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:24:08 train_loss 178 model 5 0.021873409271240235
20240920-00:24:08 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:24:09 test_loss 178 model 0 0.018329620361328125
20240920-00:24:09 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:24:09 test_loss 178 model 5 0.022020721435546876
20240920-00:24:09 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:24:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:24:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:24:12 test_accuracy 178 model 0 nb_correct 925 / 1000 (92.50%)
20240920-00:24:12 test_accuracy 178 model 5 nb_correct 912 / 1000 (91.20%)
20240920-00:24:25 wrote ae_*.pth
20240920-00:24:25 epoch_duration 2min34s next_finish 00:26:59
20240920-00:24:25 wrote state.pth
20240920-00:24:25 --- epoch 179 ----------------------------------------
20240920-00:24:25 current_test_accuracies 0.9250 0.9490 0.9490 0.9530 0.9410 0.9120 0.9440 0.9430 0.9460 0.9570
20240920-00:24:25 no_c_quiz
20240920-00:24:25 weakest_accuracies [0.912, 0.925]
20240920-00:24:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:24:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:26:43 train_loss 179 model 0 0.021881619930267333
20240920-00:26:43 train_loss 179 model 5 0.02182088851928711
20240920-00:26:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:26:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:26:44 test_loss 179 model 0 0.02170116901397705
20240920-00:26:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:26:44 test_loss 179 model 5 0.022281932830810546
20240920-00:26:44 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:26:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:26:45 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:26:48 test_accuracy 179 model 0 nb_correct 930 / 1000 (93.00%)
20240920-00:26:48 test_accuracy 179 model 5 nb_correct 946 / 1000 (94.60%)
20240920-00:27:00 wrote ae_*.pth
20240920-00:27:00 epoch_duration 2min35s next_finish 00:29:35
20240920-00:27:00 wrote state.pth
20240920-00:27:00 --- epoch 180 ----------------------------------------
20240920-00:27:00 current_test_accuracies 0.9300 0.9490 0.9490 0.9530 0.9410 0.9460 0.9440 0.9430 0.9460 0.9570
20240920-00:27:00 no_c_quiz
20240920-00:27:00 weakest_accuracies [0.93, 0.941]
20240920-00:27:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:27:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:29:18 train_loss 180 model 0 0.021333318710327148
20240920-00:29:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:29:18 train_loss 180 model 4 0.02098088264465332
20240920-00:29:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:29:19 test_loss 180 model 0 0.018527984619140625
20240920-00:29:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:29:19 test_loss 180 model 4 0.018074417114257814
20240920-00:29:19 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:29:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:29:20 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:29:22 test_accuracy 180 model 0 nb_correct 930 / 1000 (93.00%)
20240920-00:29:23 test_accuracy 180 model 4 nb_correct 952 / 1000 (95.20%)
20240920-00:29:35 wrote ae_*.pth
20240920-00:29:35 epoch_duration 2min34s next_finish 00:32:09
20240920-00:29:35 wrote state.pth
20240920-00:29:35 --- epoch 181 ----------------------------------------
20240920-00:29:35 current_test_accuracies 0.9300 0.9490 0.9490 0.9530 0.9520 0.9460 0.9440 0.9430 0.9460 0.9570
20240920-00:29:35 no_c_quiz
20240920-00:29:35 weakest_accuracies [0.93, 0.943]
20240920-00:29:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:29:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:31:52 train_loss 181 model 0 0.02123616552352905
20240920-00:31:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:31:52 train_loss 181 model 7 0.021265623569488527
20240920-00:31:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:31:53 test_loss 181 model 0 0.017437744140625
20240920-00:31:53 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:31:53 test_loss 181 model 7 0.0242218017578125
20240920-00:31:53 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:31:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:31:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:31:57 test_accuracy 181 model 7 nb_correct 927 / 1000 (92.70%)
20240920-00:31:57 test_accuracy 181 model 0 nb_correct 941 / 1000 (94.10%)
20240920-00:32:09 wrote ae_*.pth
20240920-00:32:09 epoch_duration 2min34s next_finish 00:34:44
20240920-00:32:09 wrote state.pth
20240920-00:32:09 --- epoch 182 ----------------------------------------
20240920-00:32:09 current_test_accuracies 0.9410 0.9490 0.9490 0.9530 0.9520 0.9460 0.9440 0.9270 0.9460 0.9570
20240920-00:32:09 no_c_quiz
20240920-00:32:09 weakest_accuracies [0.927, 0.941]
20240920-00:32:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:32:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:34:28 train_loss 182 model 0 0.02098469161987305
20240920-00:34:28 train_loss 182 model 7 0.021014411807060242
20240920-00:34:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:34:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:34:29 test_loss 182 model 7 0.019703483581542967
20240920-00:34:29 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:34:29 test_loss 182 model 0 0.02144622802734375
20240920-00:34:29 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:34:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:34:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:34:32 test_accuracy 182 model 0 nb_correct 954 / 1000 (95.40%)
20240920-00:34:32 test_accuracy 182 model 7 nb_correct 945 / 1000 (94.50%)
20240920-00:34:45 wrote ae_*.pth
20240920-00:34:45 epoch_duration 2min35s next_finish 00:37:20
20240920-00:34:45 wrote state.pth
20240920-00:34:45 --- epoch 183 ----------------------------------------
20240920-00:34:45 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9460 0.9440 0.9450 0.9460 0.9570
20240920-00:34:45 no_c_quiz
20240920-00:34:45 weakest_accuracies [0.944, 0.945]
20240920-00:34:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:34:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:37:03 train_loss 183 model 6 0.021391528129577637
20240920-00:37:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:37:03 train_loss 183 model 7 0.020753292322158813
20240920-00:37:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:37:04 test_loss 183 model 6 0.018779182434082033
20240920-00:37:04 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:37:04 test_loss 183 model 7 0.017773866653442383
20240920-00:37:04 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:37:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:37:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:37:07 test_accuracy 183 model 6 nb_correct 940 / 1000 (94.00%)
20240920-00:37:08 test_accuracy 183 model 7 nb_correct 927 / 1000 (92.70%)
20240920-00:37:20 wrote ae_*.pth
20240920-00:37:20 epoch_duration 2min34s next_finish 00:39:54
20240920-00:37:20 wrote state.pth
20240920-00:37:20 --- epoch 184 ----------------------------------------
20240920-00:37:20 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9460 0.9400 0.9270 0.9460 0.9570
20240920-00:37:20 no_c_quiz
20240920-00:37:20 weakest_accuracies [0.927, 0.94]
20240920-00:37:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:37:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:39:38 train_loss 184 model 6 0.021562479972839357
20240920-00:39:38 train_loss 184 model 7 0.020649684429168702
20240920-00:39:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:39:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:39:39 test_loss 184 model 6 0.020325660705566406
20240920-00:39:39 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:39:39 test_loss 184 model 7 0.02337493896484375
20240920-00:39:39 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:39:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:39:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:39:42 test_accuracy 184 model 7 nb_correct 955 / 1000 (95.50%)
20240920-00:39:42 test_accuracy 184 model 6 nb_correct 937 / 1000 (93.70%)
20240920-00:39:54 wrote ae_*.pth
20240920-00:39:54 epoch_duration 2min34s next_finish 00:42:29
20240920-00:39:54 wrote state.pth
20240920-00:39:54 --- epoch 185 ----------------------------------------
20240920-00:39:54 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9460 0.9370 0.9550 0.9460 0.9570
20240920-00:39:54 no_c_quiz
20240920-00:39:54 weakest_accuracies [0.937, 0.946]
20240920-00:39:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:39:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:42:12 train_loss 185 model 5 0.022041507720947266
20240920-00:42:12 train_loss 185 model 6 0.02075727415084839
20240920-00:42:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:42:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:42:13 test_loss 185 model 5 0.020300769805908205
20240920-00:42:13 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:42:13 test_loss 185 model 6 0.019235992431640626
20240920-00:42:13 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:42:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:42:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:42:17 test_accuracy 185 model 5 nb_correct 942 / 1000 (94.20%)
20240920-00:42:17 test_accuracy 185 model 6 nb_correct 941 / 1000 (94.10%)
20240920-00:42:29 wrote ae_*.pth
20240920-00:42:29 epoch_duration 2min34s next_finish 00:45:04
20240920-00:42:29 wrote state.pth
20240920-00:42:29 --- epoch 186 ----------------------------------------
20240920-00:42:29 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9420 0.9410 0.9550 0.9460 0.9570
20240920-00:42:29 no_c_quiz
20240920-00:42:29 weakest_accuracies [0.941, 0.942]
20240920-00:42:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:42:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:44:47 train_loss 186 model 6 0.02086504578590393
20240920-00:44:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:44:47 train_loss 186 model 5 0.021183202743530274
20240920-00:44:47 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:44:48 test_loss 186 model 6 0.022016143798828124
20240920-00:44:48 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:44:48 test_loss 186 model 5 0.024374055862426757
20240920-00:44:48 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:44:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:44:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:44:52 test_accuracy 186 model 6 nb_correct 954 / 1000 (95.40%)
20240920-00:44:52 test_accuracy 186 model 5 nb_correct 905 / 1000 (90.50%)
20240920-00:45:03 wrote ae_*.pth
20240920-00:45:03 epoch_duration 2min34s next_finish 00:47:38
20240920-00:45:03 wrote state.pth
20240920-00:45:03 --- epoch 187 ----------------------------------------
20240920-00:45:03 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9050 0.9540 0.9550 0.9460 0.9570
20240920-00:45:03 no_c_quiz
20240920-00:45:03 weakest_accuracies [0.905, 0.946]
20240920-00:45:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:45:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:47:21 train_loss 187 model 8 0.022159655570983885
20240920-00:47:21 train_loss 187 model 5 0.021147462844848634
20240920-00:47:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:47:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:47:22 test_loss 187 model 5 0.02206878662109375
20240920-00:47:22 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:47:22 test_loss 187 model 8 0.02345428466796875
20240920-00:47:22 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:47:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:47:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:47:26 test_accuracy 187 model 8 nb_correct 925 / 1000 (92.50%)
20240920-00:47:26 test_accuracy 187 model 5 nb_correct 936 / 1000 (93.60%)
20240920-00:47:38 wrote ae_*.pth
20240920-00:47:38 epoch_duration 2min34s next_finish 00:50:13
20240920-00:47:38 wrote state.pth
20240920-00:47:38 --- epoch 188 ----------------------------------------
20240920-00:47:38 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9360 0.9540 0.9550 0.9250 0.9570
20240920-00:47:38 no_c_quiz
20240920-00:47:38 weakest_accuracies [0.925, 0.936]
20240920-00:47:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:47:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:49:56 train_loss 188 model 5 0.02124032163619995
20240920-00:49:56 train_loss 188 model 8 0.021951860427856445
20240920-00:49:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:49:56 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:49:57 test_loss 188 model 5 0.019033002853393554
20240920-00:49:57 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:49:57 test_loss 188 model 8 0.020081758499145508
20240920-00:49:57 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:49:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:49:57 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:50:00 test_accuracy 188 model 8 nb_correct 936 / 1000 (93.60%)
20240920-00:50:00 test_accuracy 188 model 5 nb_correct 943 / 1000 (94.30%)
20240920-00:50:13 wrote ae_*.pth
20240920-00:50:13 epoch_duration 2min34s next_finish 00:52:47
20240920-00:50:13 wrote state.pth
20240920-00:50:13 --- epoch 189 ----------------------------------------
20240920-00:50:13 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9430 0.9540 0.9550 0.9360 0.9570
20240920-00:50:13 no_c_quiz
20240920-00:50:13 weakest_accuracies [0.936, 0.943]
20240920-00:50:13 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:50:13 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:52:30 train_loss 189 model 8 0.021398643493652343
20240920-00:52:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:52:30 train_loss 189 model 5 0.021298705101013185
20240920-00:52:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:52:31 test_loss 189 model 8 0.019085693359375
20240920-00:52:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:52:31 test_loss 189 model 5 0.021008682250976563
20240920-00:52:31 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:52:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:52:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:52:35 test_accuracy 189 model 5 nb_correct 947 / 1000 (94.70%)
20240920-00:52:35 test_accuracy 189 model 8 nb_correct 916 / 1000 (91.60%)
20240920-00:52:47 wrote ae_*.pth
20240920-00:52:47 epoch_duration 2min34s next_finish 00:55:21
20240920-00:52:47 wrote state.pth
20240920-00:52:47 --- epoch 190 ----------------------------------------
20240920-00:52:47 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9470 0.9540 0.9550 0.9160 0.9570
20240920-00:52:47 no_c_quiz
20240920-00:52:47 weakest_accuracies [0.916, 0.947]
20240920-00:52:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:52:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:55:05 train_loss 190 model 5 0.021214321970939636
20240920-00:55:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:55:05 train_loss 190 model 8 0.02155285596847534
20240920-00:55:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:55:06 test_loss 190 model 5 0.02105741500854492
20240920-00:55:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:55:06 test_loss 190 model 8 0.020505905151367188
20240920-00:55:06 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:55:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:55:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:55:09 test_accuracy 190 model 5 nb_correct 942 / 1000 (94.20%)
20240920-00:55:10 test_accuracy 190 model 8 nb_correct 925 / 1000 (92.50%)
20240920-00:55:22 wrote ae_*.pth
20240920-00:55:22 epoch_duration 2min34s next_finish 00:57:56
20240920-00:55:22 wrote state.pth
20240920-00:55:22 --- epoch 191 ----------------------------------------
20240920-00:55:22 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9420 0.9540 0.9550 0.9250 0.9570
20240920-00:55:22 no_c_quiz
20240920-00:55:22 weakest_accuracies [0.925, 0.942]
20240920-00:55:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:55:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:57:40 train_loss 191 model 8 0.021467581748962402
20240920-00:57:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:57:40 train_loss 191 model 5 0.020553015947341918
20240920-00:57:40 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:57:41 test_loss 191 model 8 0.014443588256835938
20240920-00:57:41 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:57:41 test_loss 191 model 5 0.02156515121459961
20240920-00:57:41 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-00:57:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:57:42 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-00:57:44 test_accuracy 191 model 8 nb_correct 939 / 1000 (93.90%)
20240920-00:57:44 test_accuracy 191 model 5 nb_correct 954 / 1000 (95.40%)
20240920-00:57:57 wrote ae_*.pth
20240920-00:57:57 epoch_duration 2min34s next_finish 01:00:32
20240920-00:57:57 wrote state.pth
20240920-00:57:57 --- epoch 192 ----------------------------------------
20240920-00:57:57 current_test_accuracies 0.9540 0.9490 0.9490 0.9530 0.9520 0.9540 0.9540 0.9550 0.9390 0.9570
20240920-00:57:57 no_c_quiz
20240920-00:57:57 weakest_accuracies [0.939, 0.949]
20240920-00:57:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-00:57:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:00:14 train_loss 192 model 8 0.02151082134246826
20240920-01:00:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:00:14 train_loss 192 model 1 0.021873321056365965
20240920-01:00:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:00:15 test_loss 192 model 8 0.018379783630371092
20240920-01:00:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:00:15 test_loss 192 model 1 0.01661653518676758
20240920-01:00:15 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:00:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:00:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:00:19 test_accuracy 192 model 8 nb_correct 939 / 1000 (93.90%)
20240920-01:00:19 test_accuracy 192 model 1 nb_correct 916 / 1000 (91.60%)
20240920-01:00:31 wrote ae_*.pth
20240920-01:00:31 epoch_duration 2min34s next_finish 01:03:05
20240920-01:00:31 wrote state.pth
20240920-01:00:31 --- epoch 193 ----------------------------------------
20240920-01:00:31 current_test_accuracies 0.9540 0.9160 0.9490 0.9530 0.9520 0.9540 0.9540 0.9550 0.9390 0.9570
20240920-01:00:31 no_c_quiz
20240920-01:00:31 weakest_accuracies [0.916, 0.939]
20240920-01:00:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:00:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:02:49 train_loss 193 model 1 0.022639056205749512
20240920-01:02:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:02:49 train_loss 193 model 8 0.021487089157104493
20240920-01:02:49 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:02:50 test_loss 193 model 1 0.019469642639160158
20240920-01:02:50 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:02:50 test_loss 193 model 8 0.020135879516601562
20240920-01:02:50 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:02:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:02:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:02:54 test_accuracy 193 model 1 nb_correct 917 / 1000 (91.70%)
20240920-01:02:54 test_accuracy 193 model 8 nb_correct 935 / 1000 (93.50%)
20240920-01:03:06 wrote ae_*.pth
20240920-01:03:06 epoch_duration 2min34s next_finish 01:05:41
20240920-01:03:06 wrote state.pth
20240920-01:03:06 --- epoch 194 ----------------------------------------
20240920-01:03:06 current_test_accuracies 0.9540 0.9170 0.9490 0.9530 0.9520 0.9540 0.9540 0.9550 0.9350 0.9570
20240920-01:03:06 no_c_quiz
20240920-01:03:06 weakest_accuracies [0.917, 0.935]
20240920-01:03:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:03:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:05:23 train_loss 194 model 8 0.020871472358703614
20240920-01:05:23 train_loss 194 model 1 0.02186841297149658
20240920-01:05:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:05:23 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:05:24 test_loss 194 model 8 0.02127494812011719
20240920-01:05:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:05:24 test_loss 194 model 1 0.023838043212890625
20240920-01:05:24 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:05:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:05:25 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:05:28 test_accuracy 194 model 1 nb_correct 934 / 1000 (93.40%)
20240920-01:05:28 test_accuracy 194 model 8 nb_correct 945 / 1000 (94.50%)
20240920-01:05:40 wrote ae_*.pth
20240920-01:05:40 epoch_duration 2min33s next_finish 01:08:14
20240920-01:05:40 wrote state.pth
20240920-01:05:40 --- epoch 195 ----------------------------------------
20240920-01:05:40 current_test_accuracies 0.9540 0.9340 0.9490 0.9530 0.9520 0.9540 0.9540 0.9550 0.9450 0.9570
20240920-01:05:40 no_c_quiz
20240920-01:05:40 weakest_accuracies [0.934, 0.945]
20240920-01:05:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:05:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:07:58 train_loss 195 model 8 0.020266840457916258
20240920-01:07:58 train_loss 195 model 1 0.021866616249084474
20240920-01:07:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:07:58 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:07:59 test_loss 195 model 1 0.02456512451171875
20240920-01:07:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:07:59 test_loss 195 model 8 0.020843505859375
20240920-01:07:59 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:08:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:08:00 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:08:03 test_accuracy 195 model 1 nb_correct 905 / 1000 (90.50%)
20240920-01:08:03 test_accuracy 195 model 8 nb_correct 928 / 1000 (92.80%)
20240920-01:08:15 wrote ae_*.pth
20240920-01:08:15 epoch_duration 2min34s next_finish 01:10:50
20240920-01:08:15 wrote state.pth
20240920-01:08:15 --- epoch 196 ----------------------------------------
20240920-01:08:15 current_test_accuracies 0.9540 0.9050 0.9490 0.9530 0.9520 0.9540 0.9540 0.9550 0.9280 0.9570
20240920-01:08:15 no_c_quiz
20240920-01:08:15 weakest_accuracies [0.905, 0.928]
20240920-01:08:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:08:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:10:32 train_loss 196 model 8 0.020924163341522216
20240920-01:10:32 train_loss 196 model 1 0.021648817539215087
20240920-01:10:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:10:32 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:10:33 test_loss 196 model 8 0.02389945983886719
20240920-01:10:33 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:10:33 test_loss 196 model 1 0.02023773193359375
20240920-01:10:33 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:10:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:10:34 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:10:37 test_accuracy 196 model 1 nb_correct 931 / 1000 (93.10%)
20240920-01:10:37 test_accuracy 196 model 8 nb_correct 952 / 1000 (95.20%)
20240920-01:10:49 wrote ae_*.pth
20240920-01:10:49 epoch_duration 2min34s next_finish 01:13:24
20240920-01:10:49 wrote state.pth
20240920-01:10:49 --- epoch 197 ----------------------------------------
20240920-01:10:49 current_test_accuracies 0.9540 0.9310 0.9490 0.9530 0.9520 0.9540 0.9540 0.9550 0.9520 0.9570
20240920-01:10:49 no_c_quiz
20240920-01:10:49 weakest_accuracies [0.931, 0.949]
20240920-01:10:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:10:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:13:07 train_loss 197 model 2 0.02190376091003418
20240920-01:13:07 train_loss 197 model 1 0.021004972457885743
20240920-01:13:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:13:07 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:13:08 test_loss 197 model 2 0.019342041015625
20240920-01:13:08 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:13:08 test_loss 197 model 1 0.022661781311035155
20240920-01:13:08 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:13:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:13:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:13:12 test_accuracy 197 model 1 nb_correct 957 / 1000 (95.70%)
20240920-01:13:12 test_accuracy 197 model 2 nb_correct 930 / 1000 (93.00%)
20240920-01:13:23 wrote ae_*.pth
20240920-01:13:23 epoch_duration 2min33s next_finish 01:15:57
20240920-01:13:23 wrote state.pth
20240920-01:13:23 --- epoch 198 ----------------------------------------
20240920-01:13:23 current_test_accuracies 0.9540 0.9570 0.9300 0.9530 0.9520 0.9540 0.9540 0.9550 0.9520 0.9570
20240920-01:13:23 no_c_quiz
20240920-01:13:23 weakest_accuracies [0.93, 0.952]
20240920-01:13:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:13:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:15:41 train_loss 198 model 4 0.020603867530822755
20240920-01:15:41 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:15:42 train_loss 198 model 2 0.021686275482177733
20240920-01:15:42 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:15:42 test_loss 198 model 4 0.017583656311035156
20240920-01:15:42 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:15:42 test_loss 198 model 2 0.018146514892578125
20240920-01:15:42 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:15:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:15:43 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:15:46 test_accuracy 198 model 4 nb_correct 949 / 1000 (94.90%)
20240920-01:15:46 test_accuracy 198 model 2 nb_correct 935 / 1000 (93.50%)
20240920-01:15:58 wrote ae_*.pth
20240920-01:15:58 epoch_duration 2min34s next_finish 01:18:32
20240920-01:15:58 wrote state.pth
20240920-01:15:58 --- epoch 199 ----------------------------------------
20240920-01:15:58 current_test_accuracies 0.9540 0.9570 0.9350 0.9530 0.9490 0.9540 0.9540 0.9550 0.9520 0.9570
20240920-01:15:58 no_c_quiz
20240920-01:15:58 weakest_accuracies [0.935, 0.949]
20240920-01:15:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:15:58 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:18:16 train_loss 199 model 4 0.02030070209503174
20240920-01:18:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:18:16 train_loss 199 model 2 0.02161503839492798
20240920-01:18:16 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:18:17 test_loss 199 model 4 0.015829086303710938
20240920-01:18:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:18:17 test_loss 199 model 2 0.026921463012695313
20240920-01:18:17 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:18:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:18:18 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:18:21 test_accuracy 199 model 2 nb_correct 925 / 1000 (92.50%)
20240920-01:18:21 test_accuracy 199 model 4 nb_correct 949 / 1000 (94.90%)
20240920-01:18:33 wrote ae_*.pth
20240920-01:18:33 epoch_duration 2min34s next_finish 01:21:08
20240920-01:18:33 wrote state.pth
20240920-01:18:33 --- epoch 200 ----------------------------------------
20240920-01:18:33 current_test_accuracies 0.9540 0.9570 0.9250 0.9530 0.9490 0.9540 0.9540 0.9550 0.9520 0.9570
20240920-01:18:33 no_c_quiz
20240920-01:18:33 weakest_accuracies [0.925, 0.949]
20240920-01:18:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:18:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:20:51 train_loss 200 model 2 0.0218794002532959
20240920-01:20:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:20:51 train_loss 200 model 4 0.020591711282730102
20240920-01:20:51 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:20:52 test_loss 200 model 2 0.020121192932128905
20240920-01:20:52 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:20:52 test_loss 200 model 4 0.01726698875427246
20240920-01:20:52 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:20:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:20:52 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:20:55 test_accuracy 200 model 2 nb_correct 955 / 1000 (95.50%)
20240920-01:20:55 test_accuracy 200 model 4 nb_correct 940 / 1000 (94.00%)
20240920-01:21:07 wrote ae_*.pth
20240920-01:21:07 epoch_duration 2min34s next_finish 01:23:41
20240920-01:21:07 wrote state.pth
20240920-01:21:07 --- epoch 201 ----------------------------------------
20240920-01:21:07 current_test_accuracies 0.9540 0.9570 0.9550 0.9530 0.9400 0.9540 0.9540 0.9550 0.9520 0.9570
20240920-01:21:07 no_c_quiz
20240920-01:21:07 weakest_accuracies [0.94, 0.952]
20240920-01:21:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:21:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:23:26 train_loss 201 model 4 0.01989941066503525
20240920-01:23:26 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:23:27 train_loss 201 model 8 0.02042981243133545
20240920-01:23:27 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:23:27 test_loss 201 model 4 0.020796680450439455
20240920-01:23:27 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:23:28 test_loss 201 model 8 0.018738937377929688
20240920-01:23:28 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:23:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:23:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:23:31 test_accuracy 201 model 4 nb_correct 942 / 1000 (94.20%)
20240920-01:23:31 test_accuracy 201 model 8 nb_correct 938 / 1000 (93.80%)
20240920-01:23:43 wrote ae_*.pth
20240920-01:23:43 epoch_duration 2min35s next_finish 01:26:19
20240920-01:23:43 wrote state.pth
20240920-01:23:43 --- epoch 202 ----------------------------------------
20240920-01:23:43 current_test_accuracies 0.9540 0.9570 0.9550 0.9530 0.9420 0.9540 0.9540 0.9550 0.9380 0.9570
20240920-01:23:43 no_c_quiz
20240920-01:23:43 weakest_accuracies [0.938, 0.942]
20240920-01:23:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:23:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:26:01 train_loss 202 model 4 0.020429474115371705
20240920-01:26:01 train_loss 202 model 8 0.020794297456741332
20240920-01:26:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:26:01 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:26:02 test_loss 202 model 4 0.02403564453125
20240920-01:26:02 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:26:02 test_loss 202 model 8 0.018757438659667967
20240920-01:26:02 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:26:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:26:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:26:06 test_accuracy 202 model 8 nb_correct 944 / 1000 (94.40%)
20240920-01:26:06 test_accuracy 202 model 4 nb_correct 944 / 1000 (94.40%)
20240920-01:26:17 wrote ae_*.pth
20240920-01:26:17 epoch_duration 2min34s next_finish 01:28:52
20240920-01:26:17 wrote state.pth
20240920-01:26:17 --- epoch 203 ----------------------------------------
20240920-01:26:17 current_test_accuracies 0.9540 0.9570 0.9550 0.9530 0.9440 0.9540 0.9540 0.9550 0.9440 0.9570
20240920-01:26:17 no_c_quiz
20240920-01:26:17 weakest_accuracies [0.944, 0.944]
20240920-01:26:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:26:18 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:28:36 train_loss 203 model 8 0.02003293514251709
20240920-01:28:36 train_loss 203 model 4 0.019854560375213624
20240920-01:28:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:28:36 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:28:37 test_loss 203 model 8 0.014587974548339844
20240920-01:28:37 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:28:37 test_loss 203 model 4 0.019652557373046876
20240920-01:28:37 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:28:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:28:37 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:28:40 test_accuracy 203 model 4 nb_correct 956 / 1000 (95.60%)
20240920-01:28:40 test_accuracy 203 model 8 nb_correct 945 / 1000 (94.50%)
20240920-01:28:52 wrote ae_*.pth
20240920-01:28:52 epoch_duration 2min34s next_finish 01:31:27
20240920-01:28:52 wrote state.pth
20240920-01:28:52 --- epoch 204 ----------------------------------------
20240920-01:28:52 current_test_accuracies 0.9540 0.9570 0.9550 0.9530 0.9560 0.9540 0.9540 0.9550 0.9450 0.9570
20240920-01:28:52 no_c_quiz
20240920-01:28:52 weakest_accuracies [0.945, 0.953]
20240920-01:28:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:28:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:31:09 train_loss 204 model 8 0.019873931407928466
20240920-01:31:09 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:31:10 train_loss 204 model 3 0.022564229011535646
20240920-01:31:10 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:31:10 test_loss 204 model 8 0.019653129577636718
20240920-01:31:10 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:31:11 test_loss 204 model 3 0.021566009521484374
20240920-01:31:11 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:31:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:31:11 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:31:14 test_accuracy 204 model 8 nb_correct 923 / 1000 (92.30%)
20240920-01:31:14 test_accuracy 204 model 3 nb_correct 962 / 1000 (96.20%)
20240920-01:31:26 wrote ae_*.pth
20240920-01:31:26 epoch_duration 2min34s next_finish 01:34:00
20240920-01:31:26 wrote state.pth
20240920-01:31:26 --- epoch 205 ----------------------------------------
20240920-01:31:26 current_test_accuracies 0.9540 0.9570 0.9550 0.9620 0.9560 0.9540 0.9540 0.9550 0.9230 0.9570
20240920-01:31:26 no_c_quiz
20240920-01:31:26 weakest_accuracies [0.923, 0.954]
20240920-01:31:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:31:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:33:44 train_loss 205 model 8 0.01955742406845093
20240920-01:33:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:33:44 train_loss 205 model 0 0.020919711589813234
20240920-01:33:44 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:33:45 test_loss 205 model 8 0.01857128143310547
20240920-01:33:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:33:45 test_loss 205 model 0 0.018803501129150392
20240920-01:33:45 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:33:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:33:46 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:33:48 test_accuracy 205 model 8 nb_correct 957 / 1000 (95.70%)
20240920-01:33:49 test_accuracy 205 model 0 nb_correct 944 / 1000 (94.40%)
20240920-01:34:01 wrote ae_*.pth
20240920-01:34:01 epoch_duration 2min34s next_finish 01:36:35
20240920-01:34:01 wrote state.pth
20240920-01:34:01 --- epoch 206 ----------------------------------------
20240920-01:34:01 current_test_accuracies 0.9440 0.9570 0.9550 0.9620 0.9560 0.9540 0.9540 0.9550 0.9570 0.9570
20240920-01:34:01 no_c_quiz
20240920-01:34:01 weakest_accuracies [0.944, 0.954]
20240920-01:34:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:34:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:36:19 train_loss 206 model 5 0.020970038414001465
20240920-01:36:19 train_loss 206 model 0 0.020599048614501955
20240920-01:36:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:36:19 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:36:20 test_loss 206 model 0 0.021170425415039062
20240920-01:36:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:36:20 test_loss 206 model 5 0.018663406372070312
20240920-01:36:20 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:36:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:36:21 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:36:24 test_accuracy 206 model 0 nb_correct 945 / 1000 (94.50%)
20240920-01:36:24 test_accuracy 206 model 5 nb_correct 944 / 1000 (94.40%)
20240920-01:36:36 wrote ae_*.pth
20240920-01:36:36 epoch_duration 2min35s next_finish 01:39:11
20240920-01:36:36 wrote state.pth
20240920-01:36:36 --- epoch 207 ----------------------------------------
20240920-01:36:36 current_test_accuracies 0.9450 0.9570 0.9550 0.9620 0.9560 0.9440 0.9540 0.9550 0.9570 0.9570
20240920-01:36:36 no_c_quiz
20240920-01:36:36 weakest_accuracies [0.944, 0.945]
20240920-01:36:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:36:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:38:54 train_loss 207 model 0 0.02080651617050171
20240920-01:38:54 train_loss 207 model 5 0.020492077350616453
20240920-01:38:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:38:54 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:38:55 test_loss 207 model 5 0.022938346862792967
20240920-01:38:55 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:38:55 test_loss 207 model 0 0.01693592071533203
20240920-01:38:55 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:38:55 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:38:55 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:38:58 test_accuracy 207 model 0 nb_correct 948 / 1000 (94.80%)
20240920-01:38:58 test_accuracy 207 model 5 nb_correct 920 / 1000 (92.00%)
20240920-01:39:10 wrote ae_*.pth
20240920-01:39:10 epoch_duration 2min34s next_finish 01:41:44
20240920-01:39:10 wrote state.pth
20240920-01:39:10 --- epoch 208 ----------------------------------------
20240920-01:39:10 current_test_accuracies 0.9480 0.9570 0.9550 0.9620 0.9560 0.9200 0.9540 0.9550 0.9570 0.9570
20240920-01:39:10 no_c_quiz
20240920-01:39:10 weakest_accuracies [0.92, 0.948]
20240920-01:39:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:39:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:41:28 train_loss 208 model 5 0.02047713828086853
20240920-01:41:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:41:28 train_loss 208 model 0 0.020731882572174072
20240920-01:41:28 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:41:29 test_loss 208 model 5 0.020232009887695312
20240920-01:41:29 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:41:29 test_loss 208 model 0 0.024939727783203126
20240920-01:41:29 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:41:29 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:41:30 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:41:33 test_accuracy 208 model 5 nb_correct 906 / 1000 (90.60%)
20240920-01:41:33 test_accuracy 208 model 0 nb_correct 961 / 1000 (96.10%)
20240920-01:41:45 wrote ae_*.pth
20240920-01:41:45 epoch_duration 2min34s next_finish 01:44:19
20240920-01:41:45 wrote state.pth
20240920-01:41:45 --- epoch 209 ----------------------------------------
20240920-01:41:45 current_test_accuracies 0.9610 0.9570 0.9550 0.9620 0.9560 0.9060 0.9540 0.9550 0.9570 0.9570
20240920-01:41:45 no_c_quiz
20240920-01:41:45 weakest_accuracies [0.906, 0.954]
20240920-01:41:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:41:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:44:03 train_loss 209 model 5 0.02014139986038208
20240920-01:44:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:44:03 train_loss 209 model 6 0.02108497142791748
20240920-01:44:03 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:44:04 test_loss 209 model 5 0.019737625122070314
20240920-01:44:04 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:44:04 test_loss 209 model 6 0.022386550903320312
20240920-01:44:04 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:44:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:44:05 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:44:07 test_accuracy 209 model 6 nb_correct 922 / 1000 (92.20%)
20240920-01:44:08 test_accuracy 209 model 5 nb_correct 955 / 1000 (95.50%)
20240920-01:44:20 wrote ae_*.pth
20240920-01:44:20 epoch_duration 2min35s next_finish 01:46:55
20240920-01:44:20 wrote state.pth
20240920-01:44:20 --- epoch 210 ----------------------------------------
20240920-01:44:20 current_test_accuracies 0.9610 0.9570 0.9550 0.9620 0.9560 0.9550 0.9220 0.9550 0.9570 0.9570
20240920-01:44:20 no_c_quiz
20240920-01:44:20 weakest_accuracies [0.922, 0.955]
20240920-01:44:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:44:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:46:38 train_loss 210 model 6 0.0211444787979126
20240920-01:46:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:46:38 train_loss 210 model 2 0.02111056637763977
20240920-01:46:38 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:46:38 test_loss 210 model 6 0.022002220153808594
20240920-01:46:39 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:46:39 test_loss 210 model 2 0.02233543395996094
20240920-01:46:39 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:46:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:46:39 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:46:42 test_accuracy 210 model 6 nb_correct 942 / 1000 (94.20%)
20240920-01:46:42 test_accuracy 210 model 2 nb_correct 943 / 1000 (94.30%)
20240920-01:46:54 wrote ae_*.pth
20240920-01:46:54 epoch_duration 2min33s next_finish 01:49:28
20240920-01:46:54 wrote state.pth
20240920-01:46:54 --- epoch 211 ----------------------------------------
20240920-01:46:54 current_test_accuracies 0.9610 0.9570 0.9430 0.9620 0.9560 0.9550 0.9420 0.9550 0.9570 0.9570
20240920-01:46:54 no_c_quiz
20240920-01:46:54 weakest_accuracies [0.942, 0.943]
20240920-01:46:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:46:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20240920-01:49:12 train_loss 211 model 6 0.02097517204284668
20240920-01:49:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:49:12 train_loss 211 model 2 0.020821638107299804
20240920-01:49:12 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:49:13 test_loss 211 model 6 0.020745086669921874
20240920-01:49:13 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:49:13 test_loss 211 model 2 0.017905807495117186
20240920-01:49:13 quiz_set nb_w_quizzes 25 nb_c_quizzes 0
20240920-01:49:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:49:14 quiz_set nb_w_quizzes 1000 nb_c_quizzes 0
20240920-01:49:17 test_accuracy 211 model 2 nb_correct 956 / 1000 (95.60%)
20240920-01:49:17 test_accuracy 211 model 6 nb_correct 952 / 1000 (95.20%)
20240920-01:49:29 wrote ae_*.pth
20240920-01:49:29 epoch_duration 2min34s next_finish 01:52:03
20240920-01:49:29 wrote state.pth
20240920-01:49:29 --- epoch 212 ----------------------------------------
20240920-01:49:29 current_test_accuracies 0.9610 0.9570 0.9560 0.9620 0.9560 0.9550 0.9520 0.9550 0.9570 0.9570
20240920-01:49:33 wrote ae_*_naive.pth
20240920-01:49:58 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:49:58 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:50:22 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-01:50:23 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:50:46 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-01:50:47 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-01:51:11 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-01:51:11 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-01:51:32 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-01:51:36 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-01:51:54 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-01:52:00 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-01:52:18 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-01:52:24 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:52:43 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-01:52:48 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-01:53:07 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-01:53:13 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-01:53:31 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:53:37 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-01:53:56 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:54:01 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-01:54:20 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-01:54:25 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-01:54:45 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:54:50 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:55:09 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-01:55:14 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-01:55:33 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-01:55:39 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-01:55:58 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:56:03 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-01:56:21 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-01:56:25 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-01:56:45 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-01:56:50 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-01:57:07 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-01:57:14 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:57:31 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-01:57:38 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-01:57:56 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-01:58:03 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-01:58:20 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-01:58:24 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-01:58:45 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-01:58:47 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-01:59:09 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-01:59:12 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-01:59:33 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-01:59:36 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-01:59:55 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-01:59:58 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:00:19 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:00:22 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:00:43 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:00:46 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:01:08 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:01:11 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:01:32 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:01:35 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:01:56 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:02:00 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:02:21 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:02:24 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:02:45 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:02:48 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:03:09 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:03:12 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:03:34 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:03:37 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:03:58 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:03:58 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:04:21 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:04:23 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:04:45 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:04:47 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:05:10 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:05:11 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:05:34 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:05:36 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:05:56 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:06:00 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:06:20 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:06:24 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:06:45 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:06:49 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:07:10 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:07:13 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:07:32 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:07:38 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:07:57 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:08:02 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:08:20 nb_validated 1 model 8 (finishes Tue 16:24 -- 3/h)
20240920-02:08:26 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:08:44 nb_validated 1 model 1 (finishes Wed 08:57 -- 3/h)
20240920-02:08:51 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:09:09 nb_validated 1 model 4 (finishes Thu 01:54 -- 3/h)
20240920-02:09:15 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:09:32 nb_validated 1 model 8 (finishes Thu 18:04 -- 3/h)
20240920-02:09:40 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:09:56 nb_validated 1 model 9 (finishes Fri 11:01 -- 2/h)
20240920-02:10:04 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:10:21 nb_validated 1 model 6 (finishes Sat 04:03 -- 2/h)
20240920-02:10:28 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:10:45 nb_validated 1 model 1 (finishes Sat 20:54 -- 2/h)
20240920-02:10:52 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:11:10 nb_validated 1 model 6 (finishes Sun 13:59 -- 2/h)
20240920-02:11:16 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:11:34 nb_validated 1 model 1 (finishes Mon 06:32 -- 2/h)
20240920-02:11:41 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:11:58 nb_validated 1 model 3 (finishes Mon 23:25 -- 2/h)
20240920-02:12:05 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:12:22 nb_validated 1 model 4 (finishes Tue 16:20 -- 2/h)
20240920-02:12:29 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:12:47 nb_validated 1 model 2 (finishes Wed 09:12 -- 2/h)
20240920-02:12:51 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:13:11 nb_validated 1 model 7 (finishes Thu 01:58 -- 2/h)
20240920-02:13:15 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:13:35 nb_validated 1 model 7 (finishes Thu 18:50 -- 2/h)
20240920-02:13:40 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:13:59 nb_validated 1 model 4 (finishes Fri 11:48 -- 2/h)
20240920-02:14:04 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:14:24 nb_validated 1 model 6 (finishes Sat 04:52 -- 2/h)
20240920-02:14:29 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:14:48 nb_validated 1 model 2 (finishes Sat 21:23 -- 2/h)
20240920-02:14:53 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:15:12 nb_validated 1 model 4 (finishes Sun 14:23 -- 2/h)
20240920-02:15:18 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:15:36 nb_validated 1 model 2 (finishes Mon 06:36 -- 2/h)
20240920-02:15:42 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:16:00 nb_validated 1 model 4 (finishes Mon 23:36 -- 2/h)
20240920-02:16:06 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:16:23 nb_validated 1 model 8 (finishes Tue 15:33 -- 2/h)
20240920-02:16:30 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:16:47 nb_validated 1 model 8 (finishes Wed 07:58 -- 2/h)
20240920-02:16:55 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:17:11 nb_validated 1 model 7 (finishes Thu 00:52 -- 2/h)
20240920-02:17:19 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:17:35 nb_validated 1 model 2 (finishes Thu 17:46 -- 2/h)
20240920-02:17:43 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:18:00 nb_validated 1 model 6 (finishes Fri 10:46 -- 2/h)
20240920-02:18:06 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:18:24 nb_validated 1 model 9 (finishes Sat 03:34 -- 2/h)
20240920-02:18:30 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:18:47 nb_validated 1 model 8 (finishes Sat 19:48 -- 2/h)
20240920-02:18:54 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:19:11 nb_validated 1 model 8 (finishes Sun 12:01 -- 2/h)
20240920-02:19:18 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:19:32 nb_validated 1 model 5 (finishes Mon 02:32 -- 2/h)
20240920-02:19:42 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:19:56 nb_validated 1 model 4 (finishes Mon 19:29 -- 1/h)
20240920-02:20:07 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:20:20 nb_validated 1 model 7 (finishes Tue 12:23 -- 1/h)
20240920-02:20:31 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:20:45 nb_validated 1 model 4 (finishes Wed 05:20 -- 1/h)
20240920-02:20:56 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:21:09 nb_validated 1 model 0 (finishes Wed 22:21 -- 1/h)
20240920-02:21:20 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:21:33 nb_validated 1 model 1 (finishes Thu 14:51 -- 1/h)
20240920-02:21:44 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:21:57 nb_validated 1 model 2 (finishes Fri 07:27 -- 1/h)
20240920-02:22:09 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:22:20 nb_validated 1 model 8 (finishes Fri 23:35 -- 1/h)
20240920-02:22:30 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:22:45 nb_validated 1 model 0 (finishes Sat 16:34 -- 1/h)
20240920-02:22:55 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:23:09 nb_validated 1 model 3 (finishes Sun 09:31 -- 1/h)
20240920-02:23:19 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:23:33 nb_validated 1 model 0 (finishes Mon 02:28 -- 1/h)
20240920-02:23:44 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:23:58 nb_validated 1 model 9 (finishes Mon 19:18 -- 1/h)
20240920-02:24:08 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:24:21 nb_validated 1 model 8 (finishes Tue 11:42 -- 1/h)
20240920-02:24:33 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:24:45 nb_validated 1 model 8 (finishes Wed 03:48 -- 1/h)
20240920-02:24:57 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:25:08 nb_validated 1 model 1 (finishes Wed 20:11 -- 1/h)
20240920-02:25:22 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:25:32 nb_validated 1 model 3 (finishes Thu 13:06 -- 1/h)
20240920-02:25:44 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:25:57 nb_validated 1 model 1 (finishes Fri 05:55 -- 1/h)
20240920-02:26:08 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:26:20 nb_validated 1 model 8 (finishes Fri 22:00 -- 1/h)
20240920-02:26:31 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:26:44 nb_validated 1 model 0 (finishes Sat 15:04 -- 1/h)
20240920-02:26:56 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:27:06 nb_validated 1 model 5 (finishes Sun 05:54 -- 1/h)
20240920-02:27:20 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:27:30 nb_validated 1 model 0 (finishes Sun 22:42 -- 1/h)
20240920-02:27:44 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:27:54 nb_validated 1 model 9 (finishes Mon 15:40 -- 1/h)
20240920-02:28:08 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:28:19 nb_validated 1 model 4 (finishes Tue 08:36 -- 1/h)
20240920-02:28:32 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:28:43 nb_validated 1 model 4 (finishes Wed 01:37 -- 1/h)
20240920-02:28:54 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:29:07 nb_validated 1 model 0 (finishes Wed 18:21 -- 1/h)
20240920-02:29:19 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:29:31 nb_validated 1 model 8 (finishes Thu 10:48 -- 1/h)
20240920-02:29:43 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:29:55 nb_validated 1 model 1 (finishes Fri 03:21 -- 1/h)
20240920-02:30:08 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:30:19 nb_validated 1 model 9 (finishes Fri 20:16 -- 1/h)
20240920-02:30:32 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:30:43 nb_validated 1 model 2 (finishes Sat 12:55 -- 1/h)
20240920-02:30:54 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:31:08 nb_validated 1 model 7 (finishes Sun 05:53 -- 1/h)
20240920-02:31:19 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:31:31 nb_validated 1 model 8 (finishes Sun 21:59 -- 1/h)
20240920-02:31:43 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:31:55 nb_validated 1 model 3 (finishes Mon 14:51 -- 1/h)
20240920-02:32:08 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:32:20 nb_validated 1 model 9 (finishes Tue 07:50 -- 1/h)
20240920-02:32:32 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:32:42 nb_validated 1 model 5 (finishes Tue 23:18 -- 1/h)
20240920-02:32:56 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:33:06 nb_validated 1 model 6 (finishes Wed 16:19 -- 1/h)
20240920-02:33:21 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:33:31 nb_validated 1 model 1 (finishes Thu 09:09 -- 1/h)
20240920-02:33:46 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:33:55 nb_validated 1 model 0 (finishes Fri 02:08 -- 1/h)
20240920-02:34:09 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:34:19 nb_validated 1 model 1 (finishes Fri 18:51 -- 1/h)
20240920-02:34:33 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:34:43 nb_validated 1 model 7 (finishes Sat 11:39 -- 1/h)
20240920-02:34:57 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:35:08 nb_validated 1 model 4 (finishes Sun 04:36 -- 1/h)
20240920-02:35:22 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:35:32 nb_validated 1 model 2 (finishes Sun 21:11 -- 1/h)
20240920-02:35:46 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:35:55 nb_validated 1 model 8 (finishes Mon 13:36 -- 1/h)
20240920-02:36:10 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:36:19 nb_validated 1 model 1 (finishes Tue 06:24 -- 1/h)
20240920-02:36:35 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:36:44 nb_validated 1 model 0 (finishes Tue 23:31 -- 1/h)
20240920-02:36:59 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:37:09 nb_validated 1 model 9 (finishes Wed 16:30 -- 1/h)
20240920-02:37:24 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:37:32 nb_validated 1 model 2 (finishes Thu 09:03 -- 1/h)
20240920-02:37:48 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:37:57 nb_validated 1 model 2 (finishes Fri 01:56 -- 1/h)
20240920-02:38:10 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:38:21 nb_validated 1 model 7 (finishes Fri 18:44 -- 1/h)
20240920-02:38:35 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:38:45 nb_validated 1 model 6 (finishes Sat 11:46 -- 1/h)
20240920-02:38:56 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:39:10 nb_validated 1 model 4 (finishes Sun 04:47 -- 1/h)
20240920-02:39:20 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:39:35 nb_validated 1 model 6 (finishes Sun 21:52 -- 1/h)
20240920-02:39:44 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:39:58 nb_validated 1 model 8 (finishes Mon 14:02 -- 1/h)
20240920-02:40:09 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:40:22 nb_validated 1 model 7 (finishes Tue 06:58 -- 1/h)
20240920-02:40:33 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:40:46 nb_validated 1 model 1 (finishes Tue 23:45 -- 1/h)
20240920-02:40:57 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:41:11 nb_validated 1 model 7 (finishes Wed 16:44 -- 1/h)
20240920-02:41:21 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:41:35 nb_validated 1 model 6 (finishes Thu 09:44 -- 1/h)
20240920-02:41:45 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:42:00 nb_validated 1 model 7 (finishes Fri 02:34 -- 1/h)
20240920-02:42:10 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:42:24 nb_validated 1 model 4 (finishes Fri 19:34 -- 1/h)
20240920-02:42:33 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:42:47 nb_validated 1 model 8 (finishes Sat 11:43 -- 1/h)
20240920-02:42:58 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:43:12 nb_validated 1 model 7 (finishes Sun 04:39 -- 1/h)
20240920-02:43:22 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:43:36 nb_validated 1 model 4 (finishes Sun 21:35 -- 1/h)
20240920-02:43:46 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:44:00 nb_validated 1 model 0 (finishes Mon 14:15 -- 1/h)
20240920-02:44:11 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:44:24 nb_validated 1 model 9 (finishes Tue 07:10 -- 1/h)
20240920-02:44:33 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:44:49 nb_validated 1 model 0 (finishes Wed 00:03 -- 1/h)
20240920-02:44:57 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:45:13 nb_validated 1 model 0 (finishes Wed 17:04 -- 1/h)
20240920-02:45:22 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:45:38 nb_validated 1 model 6 (finishes Thu 10:04 -- 1/h)
20240920-02:45:46 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:46:02 nb_validated 1 model 1 (finishes Fri 02:53 -- 1/h)
20240920-02:46:11 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:46:25 nb_validated 1 model 8 (finishes Fri 18:56 -- 1/h)
20240920-02:46:35 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:46:49 nb_validated 1 model 1 (finishes Sat 11:42 -- 1/h)
20240920-02:46:59 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:47:13 nb_validated 1 model 1 (finishes Sun 04:21 -- 1/h)
20240920-02:47:24 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:47:38 nb_validated 1 model 7 (finishes Sun 21:18 -- 1/h)
20240920-02:47:47 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:48:02 nb_validated 1 model 7 (finishes Mon 14:12 -- 1/h)
20240920-02:48:08 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:48:24 nb_validated 1 model 5 (finishes Tue 05:23 -- 1/h)
20240920-02:48:33 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:48:48 nb_validated 1 model 2 (finishes Tue 21:53 -- 1/h)
20240920-02:48:57 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:49:09 nb_validated 1 model 5 (finishes Wed 13:03 -- 1/h)
20240920-02:49:22 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:49:33 nb_validated 1 model 8 (finishes Thu 05:17 -- 1/h)
20240920-02:49:46 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:49:57 nb_validated 1 model 2 (finishes Thu 21:53 -- 0/h)
20240920-02:50:11 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:50:21 nb_validated 1 model 1 (finishes Fri 14:36 -- 0/h)
20240920-02:50:34 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:50:45 nb_validated 1 model 2 (finishes Sat 07:11 -- 0/h)
20240920-02:50:58 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:51:08 nb_validated 1 model 8 (finishes Sat 23:25 -- 0/h)
20240920-02:51:23 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:51:32 nb_validated 1 model 4 (finishes Sun 16:24 -- 0/h)
20240920-02:51:47 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:51:56 nb_validated 1 model 1 (finishes Mon 09:07 -- 0/h)
20240920-02:52:11 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:52:21 nb_validated 1 model 4 (finishes Tue 02:03 -- 0/h)
20240920-02:52:36 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-02:52:45 nb_validated 1 model 2 (finishes Tue 18:54 -- 0/h)
20240920-02:53:00 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:53:09 nb_validated 1 model 2 (finishes Wed 11:43 -- 0/h)
20240920-02:53:24 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:53:34 nb_validated 1 model 7 (finishes Thu 04:32 -- 0/h)
20240920-02:53:48 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:53:56 nb_validated 1 model 5 (finishes Thu 19:51 -- 0/h)
20240920-02:54:12 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:54:20 nb_validated 1 model 6 (finishes Fri 12:55 -- 0/h)
20240920-02:54:37 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-02:54:45 nb_validated 1 model 7 (finishes Sat 05:55 -- 0/h)
20240920-02:55:01 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-02:55:09 nb_validated 1 model 3 (finishes Sat 22:44 -- 0/h)
20240920-02:55:23 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:55:33 nb_validated 1 model 2 (finishes Sun 15:18 -- 0/h)
20240920-02:55:47 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:55:57 nb_validated 1 model 6 (finishes Mon 08:21 -- 0/h)
20240920-02:56:11 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-02:56:22 nb_validated 1 model 7 (finishes Tue 01:18 -- 0/h)
20240920-02:56:35 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:56:46 nb_validated 1 model 4 (finishes Tue 18:17 -- 0/h)
20240920-02:56:57 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-02:57:10 nb_validated 1 model 1 (finishes Wed 11:05 -- 0/h)
20240920-02:57:21 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-02:57:35 nb_validated 1 model 6 (finishes Thu 04:06 -- 0/h)
20240920-02:57:45 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-02:57:59 nb_validated 1 model 9 (finishes Thu 20:41 -- 0/h)
20240920-02:58:09 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-02:58:23 nb_validated 1 model 1 (finishes Fri 13:26 -- 0/h)
20240920-02:58:32 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-02:58:47 nb_validated 1 model 0 (finishes Sat 06:24 -- 0/h)
20240920-02:58:57 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:59:11 nb_validated 1 model 8 (finishes Sat 23:01 -- 0/h)
20240920-02:59:21 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:59:35 nb_validated 1 model 8 (finishes Sun 15:27 -- 0/h)
20240920-02:59:46 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-02:59:59 nb_validated 1 model 0 (finishes Mon 08:31 -- 0/h)
20240920-03:00:11 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:00:24 nb_validated 1 model 1 (finishes Tue 01:15 -- 0/h)
20240920-03:00:35 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:00:48 nb_validated 1 model 0 (finishes Tue 18:19 -- 0/h)
20240920-03:00:58 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:01:10 nb_validated 1 model 5 (finishes Wed 09:36 -- 0/h)
20240920-03:01:22 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:01:34 nb_validated 1 model 9 (finishes Thu 02:31 -- 0/h)
20240920-03:01:46 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:01:59 nb_validated 1 model 0 (finishes Thu 19:30 -- 0/h)
20240920-03:02:11 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:02:23 nb_validated 1 model 9 (finishes Fri 12:15 -- 0/h)
20240920-03:02:33 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:02:47 nb_validated 1 model 7 (finishes Sat 05:02 -- 0/h)
20240920-03:02:58 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:03:12 nb_validated 1 model 9 (finishes Sat 21:58 -- 0/h)
20240920-03:03:21 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:03:36 nb_validated 1 model 4 (finishes Sun 15:00 -- 0/h)
20240920-03:03:46 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:04:01 nb_validated 1 model 0 (finishes Mon 08:10 -- 0/h)
20240920-03:04:10 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:04:25 nb_validated 1 model 4 (finishes Tue 01:13 -- 0/h)
20240920-03:04:32 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:04:49 nb_validated 1 model 8 (finishes Tue 17:39 -- 0/h)
20240920-03:04:57 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:05:10 nb_validated 1 model 5 (finishes Wed 08:24 -- 0/h)
20240920-03:05:21 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:05:34 nb_validated 1 model 8 (finishes Thu 00:32 -- 0/h)
20240920-03:05:46 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:05:58 nb_validated 1 model 9 (finishes Thu 17:27 -- 0/h)
20240920-03:06:10 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:06:22 nb_validated 1 model 2 (finishes Fri 10:07 -- 0/h)
20240920-03:06:34 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:06:46 nb_validated 1 model 9 (finishes Sat 03:00 -- 0/h)
20240920-03:06:59 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:07:10 nb_validated 1 model 8 (finishes Sat 19:13 -- 0/h)
20240920-03:07:21 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:07:34 nb_validated 1 model 7 (finishes Sun 12:17 -- 0/h)
20240920-03:07:45 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:07:58 nb_validated 1 model 1 (finishes Mon 05:04 -- 0/h)
20240920-03:08:07 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:08:23 nb_validated 1 model 9 (finishes Mon 21:53 -- 0/h)
20240920-03:08:32 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:08:46 nb_validated 1 model 8 (finishes Tue 14:02 -- 0/h)
20240920-03:08:55 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:09:10 nb_validated 1 model 6 (finishes Wed 07:06 -- 0/h)
20240920-03:09:20 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:09:35 nb_validated 1 model 9 (finishes Wed 23:54 -- 0/h)
20240920-03:09:44 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:09:59 nb_validated 1 model 1 (finishes Thu 16:40 -- 0/h)
20240920-03:10:09 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:10:23 nb_validated 1 model 6 (finishes Fri 09:44 -- 0/h)
20240920-03:10:33 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:10:48 nb_validated 1 model 7 (finishes Sat 02:40 -- 0/h)
20240920-03:10:58 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:11:12 nb_validated 1 model 4 (finishes Sat 19:37 -- 0/h)
20240920-03:11:22 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:11:37 nb_validated 1 model 4 (finishes Sun 12:36 -- 0/h)
20240920-03:11:46 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:12:01 nb_validated 1 model 9 (finishes Mon 05:32 -- 0/h)
20240920-03:12:10 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:12:25 nb_validated 1 model 1 (finishes Mon 22:10 -- 0/h)
20240920-03:12:33 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:12:49 nb_validated 1 model 9 (finishes Tue 14:59 -- 0/h)
20240920-03:12:56 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:13:13 nb_validated 1 model 8 (finishes Wed 07:26 -- 0/h)
20240920-03:13:20 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:13:37 nb_validated 1 model 9 (finishes Thu 00:28 -- 0/h)
20240920-03:13:45 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:14:01 nb_validated 1 model 1 (finishes Thu 16:57 -- 0/h)
20240920-03:14:09 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:14:26 nb_validated 1 model 3 (finishes Fri 09:57 -- 0/h)
20240920-03:14:31 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:14:50 nb_validated 1 model 1 (finishes Sat 02:54 -- 0/h)
20240920-03:14:55 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:15:14 nb_validated 1 model 4 (finishes Sat 19:52 -- 0/h)
20240920-03:15:19 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:15:39 nb_validated 1 model 4 (finishes Sun 12:52 -- 0/h)
20240920-03:15:41 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:16:03 nb_validated 1 model 1 (finishes Mon 05:48 -- 0/h)
20240920-03:16:06 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:16:27 nb_validated 1 model 9 (finishes Mon 22:39 -- 0/h)
20240920-03:16:30 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:16:50 nb_validated 1 model 5 (finishes Tue 13:57 -- 0/h)
20240920-03:16:54 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:17:14 nb_validated 1 model 7 (finishes Wed 06:46 -- 0/h)
20240920-03:17:18 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:17:36 nb_validated 1 model 5 (finishes Wed 22:32 -- 0/h)
20240920-03:17:43 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:17:59 nb_validated 1 model 5 (finishes Thu 14:00 -- 0/h)
20240920-03:18:07 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:18:23 nb_validated 1 model 0 (finishes Fri 07:03 -- 0/h)
20240920-03:18:32 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:18:48 nb_validated 1 model 9 (finishes Sat 00:01 -- 0/h)
20240920-03:18:56 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:19:12 nb_validated 1 model 3 (finishes Sat 16:59 -- 0/h)
20240920-03:19:20 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:19:37 nb_validated 1 model 7 (finishes Sun 09:55 -- 0/h)
20240920-03:19:45 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:20:01 nb_validated 1 model 9 (finishes Mon 02:51 -- 0/h)
20240920-03:20:09 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:20:25 nb_validated 1 model 0 (finishes Mon 19:53 -- 0/h)
20240920-03:20:34 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:20:47 nb_validated 1 model 5 (finishes Tue 11:00 -- 0/h)
20240920-03:20:56 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:21:12 nb_validated 1 model 4 (finishes Wed 04:04 -- 0/h)
20240920-03:21:20 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:21:36 nb_validated 1 model 3 (finishes Wed 21:02 -- 0/h)
20240920-03:21:44 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:22:00 nb_validated 1 model 0 (finishes Thu 13:47 -- 0/h)
20240920-03:22:09 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:22:25 nb_validated 1 model 1 (finishes Fri 06:40 -- 0/h)
20240920-03:22:33 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:22:49 nb_validated 1 model 6 (finishes Fri 23:46 -- 0/h)
20240920-03:22:56 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:23:11 nb_validated 1 model 5 (finishes Sat 14:44 -- 0/h)
20240920-03:23:20 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:23:33 nb_validated 1 model 5 (finishes Sun 05:55 -- 0/h)
20240920-03:23:45 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:23:56 nb_validated 1 model 8 (finishes Sun 22:21 -- 0/h)
20240920-03:24:09 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:24:20 nb_validated 1 model 2 (finishes Mon 14:54 -- 0/h)
20240920-03:24:33 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:24:45 nb_validated 1 model 0 (finishes Tue 08:06 -- 0/h)
20240920-03:24:55 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:25:09 nb_validated 1 model 3 (finishes Wed 01:01 -- 0/h)
20240920-03:25:19 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:25:34 nb_validated 1 model 3 (finishes Wed 18:02 -- 0/h)
20240920-03:25:43 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:25:56 nb_validated 1 model 5 (finishes Thu 09:19 -- 0/h)
20240920-03:26:08 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:26:20 nb_validated 1 model 2 (finishes Fri 02:04 -- 0/h)
20240920-03:26:32 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:26:43 nb_validated 1 model 8 (finishes Fri 18:15 -- 0/h)
20240920-03:26:56 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:27:08 nb_validated 1 model 7 (finishes Sat 11:11 -- 0/h)
20240920-03:27:20 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:27:31 nb_validated 1 model 1 (finishes Sun 03:46 -- 0/h)
20240920-03:27:42 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:27:56 nb_validated 1 model 2 (finishes Sun 20:28 -- 0/h)
20240920-03:28:07 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:28:20 nb_validated 1 model 6 (finishes Mon 13:27 -- 0/h)
20240920-03:28:31 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:28:44 nb_validated 1 model 7 (finishes Tue 06:20 -- 0/h)
20240920-03:28:56 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:29:08 nb_validated 1 model 2 (finishes Tue 23:03 -- 0/h)
20240920-03:29:20 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:29:32 nb_validated 1 model 8 (finishes Wed 15:13 -- 0/h)
20240920-03:29:43 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:29:56 nb_validated 1 model 6 (finishes Thu 08:14 -- 0/h)
20240920-03:30:08 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:30:20 nb_validated 1 model 7 (finishes Fri 00:58 -- 0/h)
20240920-03:30:32 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:30:42 nb_validated 1 model 5 (finishes Fri 15:57 -- 0/h)
20240920-03:30:57 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:31:03 nb_validated 1 model 5 (finishes Sat 06:59 -- 0/h)
20240920-03:31:21 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:31:28 nb_validated 1 model 2 (finishes Sat 23:49 -- 0/h)
20240920-03:31:46 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:31:52 nb_validated 1 model 2 (finishes Sun 16:43 -- 0/h)
20240920-03:32:10 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:32:16 nb_validated 1 model 0 (finishes Mon 09:38 -- 0/h)
20240920-03:32:35 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:32:40 nb_validated 1 model 8 (finishes Tue 01:56 -- 0/h)
20240920-03:32:59 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:33:05 nb_validated 1 model 0 (finishes Tue 19:09 -- 0/h)
20240920-03:33:23 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:33:29 nb_validated 1 model 3 (finishes Wed 12:06 -- 0/h)
20240920-03:33:48 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:33:54 nb_validated 1 model 4 (finishes Thu 05:05 -- 0/h)
20240920-03:34:12 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:34:16 nb_validated 1 model 8 (finishes Thu 20:56 -- 0/h)
20240920-03:34:37 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:34:38 nb_validated 1 model 5 (finishes Fri 12:08 -- 0/h)
20240920-03:35:00 nb_validated 1 model 5 (finishes Sat 03:05 -- 0/h)
20240920-03:35:01 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:35:23 nb_validated 1 model 8 (finishes Sat 19:21 -- 0/h)
20240920-03:35:25 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:35:46 nb_validated 1 model 8 (finishes Sun 11:31 -- 0/h)
20240920-03:35:49 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:36:11 nb_validated 1 model 0 (finishes Mon 04:20 -- 0/h)
20240920-03:36:14 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:36:35 nb_validated 1 model 9 (finishes Mon 21:11 -- 0/h)
20240920-03:36:38 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:36:59 nb_validated 1 model 4 (finishes Tue 14:13 -- 0/h)
20240920-03:37:02 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:37:24 nb_validated 1 model 3 (finishes Wed 07:06 -- 0/h)
20240920-03:37:27 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:37:48 nb_validated 1 model 1 (finishes Wed 23:59 -- 0/h)
20240920-03:37:51 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:38:13 nb_validated 1 model 4 (finishes Thu 17:00 -- 0/h)
20240920-03:38:16 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:38:37 nb_validated 1 model 2 (finishes Fri 09:42 -- 0/h)
20240920-03:38:38 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:39:01 nb_validated 1 model 3 (finishes Sat 02:34 -- 0/h)
20240920-03:39:02 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:39:25 nb_validated 1 model 7 (finishes Sat 19:28 -- 0/h)
20240920-03:39:26 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:39:50 nb_validated 1 model 6 (finishes Sun 12:30 -- 0/h)
20240920-03:39:50 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:40:12 nb_validated 1 model 5 (finishes Mon 03:57 -- 0/h)
20240920-03:40:15 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:40:36 nb_validated 1 model 8 (finishes Mon 20:26 -- 0/h)
20240920-03:40:37 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:41:00 nb_validated 1 model 4 (finishes Tue 13:26 -- 0/h)
20240920-03:41:02 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:41:24 nb_validated 1 model 1 (finishes Wed 06:09 -- 0/h)
20240920-03:41:26 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:41:49 nb_validated 1 model 0 (finishes Wed 23:08 -- 0/h)
20240920-03:41:50 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:42:13 nb_validated 1 model 1 (finishes Thu 15:50 -- 0/h)
20240920-03:42:15 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:42:37 nb_validated 1 model 9 (finishes Fri 08:43 -- 0/h)
20240920-03:42:39 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:43:02 nb_validated 1 model 0 (finishes Sat 01:45 -- 0/h)
20240920-03:43:04 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:43:26 nb_validated 1 model 2 (finishes Sat 18:37 -- 0/h)
20240920-03:43:28 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:43:50 nb_validated 1 model 8 (finishes Sun 11:07 -- 0/h)
20240920-03:43:52 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:44:14 nb_validated 1 model 0 (finishes Mon 04:07 -- 0/h)
20240920-03:44:16 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:44:38 nb_validated 1 model 1 (finishes Mon 20:54 -- 0/h)
20240920-03:44:41 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:45:03 nb_validated 1 model 7 (finishes Tue 13:53 -- 0/h)
20240920-03:45:05 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:45:27 nb_validated 1 model 3 (finishes Wed 06:51 -- 0/h)
20240920-03:45:29 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:45:51 nb_validated 1 model 8 (finishes Wed 23:25 -- 0/h)
20240920-03:45:54 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:46:16 nb_validated 1 model 0 (finishes Thu 16:26 -- 0/h)
20240920-03:46:18 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:46:39 nb_validated 1 model 8 (finishes Fri 08:28 -- 0/h)
20240920-03:46:42 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:47:00 nb_validated 1 model 5 (finishes Fri 23:35 -- 0/h)
20240920-03:47:06 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:47:24 nb_validated 1 model 8 (finishes Sat 16:02 -- 0/h)
20240920-03:47:31 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:47:49 nb_validated 1 model 0 (finishes Sun 09:07 -- 0/h)
20240920-03:47:55 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:48:13 nb_validated 1 model 6 (finishes Mon 02:10 -- 0/h)
20240920-03:48:20 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:48:38 nb_validated 1 model 9 (finishes Mon 19:10 -- 0/h)
20240920-03:48:44 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:49:02 nb_validated 1 model 3 (finishes Tue 12:08 -- 0/h)
20240920-03:49:08 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:49:27 nb_validated 1 model 4 (finishes Wed 05:08 -- 0/h)
20240920-03:49:32 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:49:51 nb_validated 1 model 6 (finishes Wed 22:10 -- 0/h)
20240920-03:49:56 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:50:15 nb_validated 1 model 2 (finishes Thu 14:39 -- 0/h)
20240920-03:50:20 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:50:37 nb_validated 1 model 5 (finishes Fri 05:57 -- 0/h)
20240920-03:50:45 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:51:02 nb_validated 1 model 3 (finishes Fri 22:58 -- 0/h)
20240920-03:51:09 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:51:24 nb_validated 1 model 5 (finishes Sat 14:40 -- 0/h)
20240920-03:51:33 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:51:49 nb_validated 1 model 0 (finishes Sun 07:51 -- 0/h)
20240920-03:51:55 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:52:13 nb_validated 1 model 4 (finishes Mon 00:50 -- 0/h)
20240920-03:52:19 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:52:38 nb_validated 1 model 7 (finishes Mon 17:47 -- 0/h)
20240920-03:52:43 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:53:02 nb_validated 1 model 2 (finishes Tue 10:31 -- 0/h)
20240920-03:53:05 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:53:26 nb_validated 1 model 3 (finishes Wed 03:26 -- 0/h)
20240920-03:53:30 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-03:53:51 nb_validated 1 model 3 (finishes Wed 20:22 -- 0/h)
20240920-03:53:54 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:54:15 nb_validated 1 model 6 (finishes Thu 13:23 -- 0/h)
20240920-03:54:18 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-03:54:38 nb_validated 1 model 5 (finishes Fri 04:57 -- 0/h)
20240920-03:54:43 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:54:59 nb_validated 1 model 5 (finishes Fri 19:38 -- 0/h)
20240920-03:55:07 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:55:23 nb_validated 1 model 0 (finishes Sat 12:41 -- 0/h)
20240920-03:55:31 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:55:48 nb_validated 1 model 7 (finishes Sun 05:35 -- 0/h)
20240920-03:55:56 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:56:09 nb_validated 1 model 5 (finishes Sun 20:36 -- 0/h)
20240920-03:56:20 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-03:56:32 nb_validated 1 model 5 (finishes Mon 12:07 -- 0/h)
20240920-03:56:44 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-03:56:56 nb_validated 1 model 4 (finishes Tue 05:06 -- 0/h)
20240920-03:57:08 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-03:57:20 nb_validated 1 model 6 (finishes Tue 22:05 -- 0/h)
20240920-03:57:33 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-03:57:45 nb_validated 1 model 0 (finishes Wed 15:02 -- 0/h)
20240920-03:57:57 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-03:58:09 nb_validated 1 model 4 (finishes Thu 08:00 -- 0/h)
20240920-03:58:22 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-03:58:33 nb_validated 1 model 1 (finishes Fri 00:42 -- 0/h)
20240920-03:58:46 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-03:58:57 nb_validated 1 model 8 (finishes Fri 16:58 -- 0/h)
20240920-03:59:08 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:59:21 nb_validated 1 model 4 (finishes Sat 09:59 -- 0/h)
20240920-03:59:30 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-03:59:43 nb_validated 1 model 5 (finishes Sun 01:09 -- 0/h)
20240920-03:59:54 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:00:07 nb_validated 1 model 7 (finishes Sun 18:03 -- 0/h)
20240920-04:00:18 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:00:30 nb_validated 1 model 5 (finishes Mon 09:35 -- 0/h)
20240920-04:00:43 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:00:53 nb_validated 1 model 8 (finishes Tue 01:45 -- 0/h)
20240920-04:01:04 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:01:17 nb_validated 1 model 2 (finishes Tue 18:31 -- 0/h)
20240920-04:01:26 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:01:41 nb_validated 1 model 9 (finishes Wed 11:22 -- 0/h)
20240920-04:01:50 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:02:06 nb_validated 1 model 1 (finishes Thu 04:15 -- 0/h)
20240920-04:02:15 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:02:28 nb_validated 1 model 5 (finishes Thu 19:35 -- 0/h)
20240920-04:02:39 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:02:52 nb_validated 1 model 6 (finishes Fri 12:40 -- 0/h)
20240920-04:03:03 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:03:17 nb_validated 1 model 0 (finishes Sat 05:36 -- 0/h)
20240920-04:03:27 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:03:40 nb_validated 1 model 8 (finishes Sat 21:30 -- 0/h)
20240920-04:03:51 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:04:04 nb_validated 1 model 9 (finishes Sun 14:21 -- 0/h)
20240920-04:04:12 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:04:27 nb_validated 1 model 8 (finishes Mon 06:39 -- 0/h)
20240920-04:04:36 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:04:52 nb_validated 1 model 2 (finishes Mon 23:29 -- 0/h)
20240920-04:05:00 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:05:16 nb_validated 1 model 3 (finishes Tue 16:22 -- 0/h)
20240920-04:05:25 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:05:41 nb_validated 1 model 0 (finishes Wed 09:26 -- 0/h)
20240920-04:05:47 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:06:05 nb_validated 1 model 1 (finishes Thu 02:16 -- 0/h)
20240920-04:06:09 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:06:26 nb_validated 1 model 5 (finishes Thu 16:57 -- 0/h)
20240920-04:06:33 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:06:50 nb_validated 1 model 3 (finishes Fri 09:55 -- 0/h)
20240920-04:06:57 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:07:15 nb_validated 1 model 9 (finishes Sat 02:55 -- 0/h)
20240920-04:07:20 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:07:39 nb_validated 1 model 0 (finishes Sat 19:57 -- 0/h)
20240920-04:07:42 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:08:03 nb_validated 1 model 8 (finishes Sun 12:05 -- 0/h)
20240920-04:08:06 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:08:27 nb_validated 1 model 0 (finishes Mon 05:05 -- 0/h)
20240920-04:08:29 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:08:51 nb_validated 1 model 3 (finishes Mon 21:59 -- 0/h)
20240920-04:08:54 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:09:16 nb_validated 1 model 1 (finishes Tue 14:56 -- 0/h)
20240920-04:09:18 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:09:39 nb_validated 1 model 8 (finishes Wed 07:14 -- 0/h)
20240920-04:09:40 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:10:03 nb_validated 1 model 1 (finishes Wed 23:56 -- 0/h)
20240920-04:10:04 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:10:28 nb_validated 1 model 1 (finishes Thu 16:42 -- 0/h)
20240920-04:10:28 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:10:52 nb_validated 1 model 4 (finishes Fri 09:39 -- 0/h)
20240920-04:10:53 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:11:14 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:11:16 nb_validated 1 model 8 (finishes Sat 02:06 -- 0/h)
20240920-04:11:39 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:11:40 nb_validated 1 model 0 (finishes Sat 19:04 -- 0/h)
20240920-04:12:04 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:12:04 nb_validated 1 model 9 (finishes Sun 11:50 -- 0/h)
20240920-04:12:28 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:12:29 nb_validated 1 model 0 (finishes Mon 04:50 -- 0/h)
20240920-04:12:52 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:12:53 nb_validated 1 model 1 (finishes Mon 21:36 -- 0/h)
20240920-04:13:14 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:13:16 nb_validated 1 model 8 (finishes Tue 13:58 -- 0/h)
20240920-04:13:39 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:13:41 nb_validated 1 model 1 (finishes Wed 06:52 -- 0/h)
20240920-04:14:03 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:14:05 nb_validated 1 model 1 (finishes Wed 23:33 -- 0/h)
20240920-04:14:28 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:14:29 nb_validated 1 model 3 (finishes Thu 16:26 -- 0/h)
20240920-04:14:51 nb_validated 1 model 5 (finishes Fri 07:42 -- 0/h)
20240920-04:14:52 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:15:14 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:15:15 nb_validated 1 model 1 (finishes Sat 00:29 -- 0/h)
20240920-04:15:39 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:15:39 nb_validated 1 model 1 (finishes Sat 17:17 -- 0/h)
20240920-04:16:03 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:16:03 nb_validated 1 model 2 (finishes Sun 09:49 -- 0/h)
20240920-04:16:28 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:16:28 nb_validated 1 model 6 (finishes Mon 02:53 -- 0/h)
20240920-04:16:52 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:16:52 nb_validated 1 model 9 (finishes Mon 19:46 -- 0/h)
20240920-04:17:16 nb_validated 1 model 1 (finishes Tue 12:16 -- 0/h)
20240920-04:17:16 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:17:40 nb_validated 1 model 4 (finishes Wed 05:14 -- 0/h)
20240920-04:17:41 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:18:05 nb_validated 1 model 9 (finishes Wed 22:08 -- 0/h)
20240920-04:18:06 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:18:29 nb_validated 1 model 3 (finishes Thu 15:00 -- 0/h)
20240920-04:18:30 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:18:53 nb_validated 1 model 1 (finishes Fri 07:46 -- 0/h)
20240920-04:18:54 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:19:17 nb_validated 1 model 7 (finishes Sat 00:38 -- 0/h)
20240920-04:19:19 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:19:42 nb_validated 1 model 9 (finishes Sat 17:29 -- 0/h)
20240920-04:19:43 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:20:05 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:20:06 nb_validated 1 model 7 (finishes Sun 10:20 -- 0/h)
20240920-04:20:30 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:20:30 nb_validated 1 model 3 (finishes Mon 03:11 -- 0/h)
20240920-04:20:54 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:20:54 nb_validated 1 model 9 (finishes Mon 20:00 -- 0/h)
20240920-04:21:16 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:21:19 nb_validated 1 model 3 (finishes Tue 12:58 -- 0/h)
20240920-04:21:41 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:21:43 nb_validated 1 model 1 (finishes Wed 05:32 -- 0/h)
20240920-04:22:06 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:22:07 nb_validated 1 model 3 (finishes Wed 22:20 -- 0/h)
20240920-04:22:29 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:22:31 nb_validated 1 model 2 (finishes Thu 14:47 -- 0/h)
20240920-04:22:51 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:22:53 nb_validated 1 model 5 (finishes Fri 06:20 -- 0/h)
20240920-04:23:16 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:23:17 nb_validated 1 model 2 (finishes Fri 22:56 -- 0/h)
20240920-04:23:41 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:23:41 nb_validated 1 model 1 (finishes Sat 15:34 -- 0/h)
20240920-04:24:05 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:24:05 nb_validated 1 model 2 (finishes Sun 08:26 -- 0/h)
20240920-04:24:27 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:24:30 nb_validated 1 model 0 (finishes Mon 01:28 -- 0/h)
20240920-04:24:52 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:24:54 nb_validated 1 model 6 (finishes Mon 18:33 -- 0/h)
20240920-04:25:16 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:25:18 nb_validated 1 model 1 (finishes Tue 11:21 -- 0/h)
20240920-04:25:40 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:25:43 nb_validated 1 model 4 (finishes Wed 04:16 -- 0/h)
20240920-04:26:03 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:26:07 nb_validated 1 model 4 (finishes Wed 21:15 -- 0/h)
20240920-04:26:28 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:26:32 nb_validated 1 model 0 (finishes Thu 14:12 -- 0/h)
20240920-04:26:51 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:26:56 nb_validated 1 model 9 (finishes Fri 07:07 -- 0/h)
20240920-04:27:16 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:27:17 nb_validated 1 model 5 (finishes Fri 21:59 -- 0/h)
20240920-04:27:39 nb_validated 1 model 5 (finishes Sat 12:58 -- 0/h)
20240920-04:27:40 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:28:03 nb_validated 1 model 4 (finishes Sun 05:57 -- 0/h)
20240920-04:28:04 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:28:28 nb_validated 1 model 0 (finishes Sun 23:05 -- 0/h)
20240920-04:28:29 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:28:53 nb_validated 1 model 7 (finishes Mon 16:02 -- 0/h)
20240920-04:28:53 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:29:16 nb_validated 1 model 2 (finishes Tue 08:39 -- 0/h)
20240920-04:29:17 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:29:41 nb_validated 1 model 0 (finishes Wed 01:44 -- 0/h)
20240920-04:29:42 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:30:03 nb_validated 1 model 5 (finishes Wed 16:41 -- 0/h)
20240920-04:30:06 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:30:27 nb_validated 1 model 2 (finishes Thu 09:31 -- 0/h)
20240920-04:30:30 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:30:51 nb_validated 1 model 9 (finishes Fri 02:26 -- 0/h)
20240920-04:30:54 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:31:15 nb_validated 1 model 8 (finishes Fri 18:56 -- 0/h)
20240920-04:31:18 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:31:37 nb_validated 1 model 5 (finishes Sat 10:06 -- 0/h)
20240920-04:31:43 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:32:01 nb_validated 1 model 4 (finishes Sun 03:05 -- 0/h)
20240920-04:32:07 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:32:25 nb_validated 1 model 8 (finishes Sun 19:18 -- 0/h)
20240920-04:32:32 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:32:49 nb_validated 1 model 9 (finishes Mon 12:11 -- 0/h)
20240920-04:32:56 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:33:13 nb_validated 1 model 3 (finishes Tue 05:11 -- 0/h)
20240920-04:33:21 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:33:38 nb_validated 1 model 3 (finishes Tue 22:05 -- 0/h)
20240920-04:33:45 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:34:02 nb_validated 1 model 7 (finishes Wed 15:00 -- 0/h)
20240920-04:34:10 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:34:26 nb_validated 1 model 4 (finishes Thu 07:57 -- 0/h)
20240920-04:34:34 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:34:51 nb_validated 1 model 7 (finishes Fri 00:45 -- 0/h)
20240920-04:34:59 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:35:15 nb_validated 1 model 0 (finishes Fri 17:45 -- 0/h)
20240920-04:35:22 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:35:39 nb_validated 1 model 9 (finishes Sat 10:32 -- 0/h)
20240920-04:35:46 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:36:04 nb_validated 1 model 2 (finishes Sun 03:24 -- 0/h)
20240920-04:36:11 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:36:28 nb_validated 1 model 9 (finishes Sun 20:24 -- 0/h)
20240920-04:36:35 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:36:52 nb_validated 1 model 2 (finishes Mon 13:02 -- 0/h)
20240920-04:36:59 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:37:14 nb_validated 1 model 5 (finishes Tue 04:02 -- 0/h)
20240920-04:37:23 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:37:37 nb_validated 1 model 8 (finishes Tue 20:22 -- 0/h)
20240920-04:37:45 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:38:01 nb_validated 1 model 1 (finishes Wed 13:08 -- 0/h)
20240920-04:38:09 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:38:25 nb_validated 1 model 1 (finishes Thu 05:50 -- 0/h)
20240920-04:38:33 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:38:50 nb_validated 1 model 3 (finishes Thu 22:44 -- 0/h)
20240920-04:38:58 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:39:14 nb_validated 1 model 4 (finishes Fri 15:44 -- 0/h)
20240920-04:39:21 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:39:38 nb_validated 1 model 8 (finishes Sat 08:08 -- 0/h)
20240920-04:39:46 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:40:02 nb_validated 1 model 4 (finishes Sun 01:09 -- 0/h)
20240920-04:40:08 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:40:27 nb_validated 1 model 7 (finishes Sun 18:04 -- 0/h)
20240920-04:40:33 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:40:51 nb_validated 1 model 4 (finishes Mon 10:59 -- 0/h)
20240920-04:40:57 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:41:15 nb_validated 1 model 2 (finishes Tue 03:32 -- 0/h)
20240920-04:41:22 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:41:39 nb_validated 1 model 3 (finishes Tue 20:27 -- 0/h)
20240920-04:41:45 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:42:03 nb_validated 1 model 2 (finishes Wed 12:52 -- 0/h)
20240920-04:42:07 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:42:27 nb_validated 1 model 9 (finishes Thu 05:42 -- 0/h)
20240920-04:42:31 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:42:51 nb_validated 1 model 2 (finishes Thu 22:21 -- 0/h)
20240920-04:42:55 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:43:14 nb_validated 1 model 5 (finishes Fri 14:01 -- 0/h)
20240920-04:43:17 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:43:38 nb_validated 1 model 9 (finishes Sat 07:00 -- 0/h)
20240920-04:43:42 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:44:02 nb_validated 1 model 1 (finishes Sat 23:53 -- 0/h)
20240920-04:44:04 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:44:27 nb_validated 1 model 6 (finishes Sun 17:00 -- 0/h)
20240920-04:44:28 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:44:51 nb_validated 1 model 2 (finishes Mon 09:54 -- 0/h)
20240920-04:44:52 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:45:14 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:45:16 nb_validated 1 model 7 (finishes Tue 02:47 -- 0/h)
20240920-04:45:39 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:45:40 nb_validated 1 model 2 (finishes Tue 19:23 -- 0/h)
20240920-04:46:04 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:46:04 nb_validated 1 model 6 (finishes Wed 12:26 -- 0/h)
20240920-04:46:26 nb_validated 1 model 5 (finishes Thu 03:41 -- 0/h)
20240920-04:46:27 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:46:51 nb_validated 1 model 4 (finishes Thu 20:40 -- 0/h)
20240920-04:46:51 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:47:14 nb_validated 1 model 2 (finishes Fri 13:15 -- 0/h)
20240920-04:47:16 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:47:38 nb_validated 1 model 9 (finishes Sat 05:50 -- 0/h)
20240920-04:47:40 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:48:03 nb_validated 1 model 0 (finishes Sat 22:49 -- 0/h)
20240920-04:48:05 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:48:27 nb_validated 1 model 7 (finishes Sun 15:38 -- 0/h)
20240920-04:48:29 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:48:49 nb_validated 1 model 5 (finishes Mon 06:50 -- 0/h)
20240920-04:48:54 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:49:10 nb_validated 1 model 5 (finishes Mon 21:45 -- 0/h)
20240920-04:49:19 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:49:35 nb_validated 1 model 6 (finishes Tue 14:47 -- 0/h)
20240920-04:49:43 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:49:59 nb_validated 1 model 4 (finishes Wed 07:46 -- 0/h)
20240920-04:50:05 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:50:24 nb_validated 1 model 4 (finishes Thu 00:46 -- 0/h)
20240920-04:50:29 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:50:48 nb_validated 1 model 2 (finishes Thu 17:37 -- 0/h)
20240920-04:50:54 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:51:11 nb_validated 1 model 8 (finishes Fri 09:33 -- 0/h)
20240920-04:51:18 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:51:35 nb_validated 1 model 3 (finishes Sat 02:24 -- 0/h)
20240920-04:51:43 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-04:52:00 nb_validated 1 model 9 (finishes Sat 19:16 -- 0/h)
20240920-04:52:07 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:52:23 nb_validated 1 model 8 (finishes Sun 11:14 -- 0/h)
20240920-04:52:30 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:52:47 nb_validated 1 model 0 (finishes Mon 04:21 -- 0/h)
20240920-04:52:55 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-04:53:11 nb_validated 1 model 3 (finishes Mon 21:12 -- 0/h)
20240920-04:53:18 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:53:36 nb_validated 1 model 6 (finishes Tue 14:19 -- 0/h)
20240920-04:53:40 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:54:01 nb_validated 1 model 9 (finishes Wed 07:19 -- 0/h)
20240920-04:54:04 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:54:25 nb_validated 1 model 3 (finishes Thu 00:12 -- 0/h)
20240920-04:54:29 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:54:49 nb_validated 1 model 2 (finishes Thu 16:44 -- 0/h)
20240920-04:54:52 nb_validated 0 model 8 (finishes ??? -- 0/h)
20240920-04:55:13 nb_validated 1 model 3 (finishes Fri 09:43 -- 0/h)
20240920-04:55:17 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:55:37 nb_validated 1 model 9 (finishes Sat 02:30 -- 0/h)
20240920-04:55:41 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:56:02 nb_validated 1 model 3 (finishes Sat 19:29 -- 0/h)
20240920-04:56:06 nb_validated 0 model 2 (finishes ??? -- 0/h)
20240920-04:56:24 nb_validated 1 model 5 (finishes Sun 10:59 -- 0/h)
20240920-04:56:30 nb_validated 0 model 0 (finishes ??? -- 0/h)
20240920-04:56:46 nb_validated 1 model 5 (finishes Mon 01:51 -- 0/h)
20240920-04:56:52 nb_validated 0 model 5 (finishes ??? -- 0/h)
20240920-04:57:09 nb_validated 1 model 2 (finishes Mon 18:26 -- 0/h)
20240920-04:57:17 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:57:34 nb_validated 1 model 1 (finishes Tue 11:11 -- 0/h)
20240920-04:57:41 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:57:58 nb_validated 1 model 0 (finishes Wed 04:11 -- 0/h)
20240920-04:58:06 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-04:58:22 nb_validated 1 model 9 (finishes Wed 20:47 -- 0/h)
20240920-04:58:30 nb_validated 0 model 3 (finishes ??? -- 0/h)
20240920-04:58:46 nb_validated 1 model 0 (finishes Thu 13:42 -- 0/h)
20240920-04:58:54 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:59:11 nb_validated 1 model 6 (finishes Fri 06:48 -- 0/h)
20240920-04:59:19 nb_validated 0 model 4 (finishes ??? -- 0/h)
20240920-04:59:35 nb_validated 1 model 2 (finishes Fri 23:36 -- 0/h)
20240920-04:59:43 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-04:59:59 nb_validated 1 model 6 (finishes Sat 16:30 -- 0/h)
20240920-05:00:08 nb_validated 0 model 6 (finishes ??? -- 0/h)
20240920-05:00:23 nb_validated 1 model 2 (finishes Sun 09:06 -- 0/h)
20240920-05:00:32 nb_validated 0 model 1 (finishes ??? -- 0/h)
20240920-05:00:48 nb_validated 1 model 9 (finishes Mon 02:05 -- 0/h)
20240920-05:00:56 nb_validated 0 model 9 (finishes ??? -- 0/h)
20240920-05:01:10 nb_validated 1 model 5 (finishes Mon 17:45 -- 0/h)
20240920-05:01:21 nb_validated 0 model 7 (finishes ??? -- 0/h)
20240920-05:01:35 nb_validated 1 model 0 (finishes Tue 10:46 -- 0/h)