20240907-09:22:50 argv ./main.py --result_dir=results_diffusion_v7_x10 --nb_models=10
20240907-09:22:50 args.log_filename train.log
20240907-09:22:50 args.result_dir results_diffusion_v7_x10
20240907-09:22:50 args.seed 0
20240907-09:22:50 args.resume False
20240907-09:22:50 args.max_percents_of_test_in_train -1
20240907-09:22:50 args.log_command None
20240907-09:22:50 args.nb_epochs 10000
20240907-09:22:50 args.batch_size 25
20240907-09:22:50 args.physical_batch_size None
20240907-09:22:50 args.inference_batch_size 25
20240907-09:22:50 args.nb_train_samples 25000
20240907-09:22:50 args.nb_test_samples 1000
20240907-09:22:50 args.nb_c_quizzes 2500
20240907-09:22:50 args.nb_new_c_quizzes_for_train None
20240907-09:22:50 args.nb_new_c_quizzes_for_test None
20240907-09:22:50 args.c_quiz_multiplier 1
20240907-09:22:50 args.learning_rate 0.0005
20240907-09:22:50 args.reboot False
20240907-09:22:50 args.model 37M
20240907-09:22:50 args.dim_model 512
20240907-09:22:50 args.dim_keys 64
20240907-09:22:50 args.dim_hidden 2048
20240907-09:22:50 args.nb_heads 8
20240907-09:22:50 args.nb_blocks 12
20240907-09:22:50 args.dropout 0.5
20240907-09:22:50 args.deterministic_synthesis False
20240907-09:22:50 args.problem grids
20240907-09:22:50 args.nb_threads 1
20240907-09:22:50 args.gpus all
20240907-09:22:50 args.nb_models 10
20240907-09:22:50 args.nb_diffusion_iterations 25
20240907-09:22:50 args.diffusion_delta 0.05
20240907-09:22:50 args.diffusion_epsilon 0.05
20240907-09:22:50 args.min_succeed_to_validate 2
20240907-09:22:50 args.max_fail_to_validate 3
20240907-09:22:50 args.accuracy_to_make_c_quizzes 0.95
20240907-09:22:50 args.proba_understands 0.95
20240907-09:22:50 args.proba_not_understands 0.1
20240907-09:22:50 args.temperature_hot 1.5
20240907-09:22:50 args.temperature_cold 1
20240907-09:22:50 args.prompt_noise 0.05
20240907-09:22:50 args.dirty_debug False
20240907-09:22:50 args.test None
20240907-09:22:50 args.grids_world_tasks replace_color,translate,grow,frame
20240907-09:22:50 args.sky_height 6
20240907-09:22:50 args.sky_width 8
20240907-09:22:50 args.sky_nb_birds 3
20240907-09:22:50 args.sky_nb_iterations 2
20240907-09:22:50 args.sky_speed 3
20240907-09:23:10 main_device cuda:0 gpus ['cuda:0', 'cuda:1']
20240907-09:23:10 vocabulary_size 15
20240907-09:23:12 nb_parameters 37820431 (37M)
20240907-09:23:12 wrote state.pth
20240907-09:23:12 --- epoch 0 ----------------------------------------
20240907-09:23:12 current_test_accuracies 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240907-09:23:12 time_train=0 time_c_quizzes=0
20240907-09:23:12 no_c_quiz
20240907-09:23:12 training model 0 (accuracy 0.0)
20240907-09:23:12 training model 1 (accuracy 0.0)
20240907-09:25:27 train_loss 0 model 0 0.5149795859754086
20240907-09:25:28 test_loss 0 model 0 0.0929550340399146
20240907-09:25:38 train_loss 0 model 1 0.5135654304549098
20240907-09:25:40 test_loss 0 model 1 0.1520535947754979
20240907-09:26:45 test_accuracy 0 model 0 nb_correct 0 / 808 (0.00%)
20240907-09:26:46 wrote culture_prediction_0000_00.png
20240907-09:26:47 wrote culture_generation_0000_00.png
20240907-09:26:57 test_accuracy 0 model 1 nb_correct 0 / 811 (0.00%)
20240907-09:26:58 wrote culture_prediction_0000_01.png
20240907-09:26:59 wrote culture_generation_0000_01.png
20240907-09:27:00 wrote ae_000.pth
20240907-09:27:00 wrote ae_001.pth
20240907-09:27:01 wrote ae_002.pth
20240907-09:27:01 wrote ae_003.pth
20240907-09:27:01 wrote ae_004.pth
20240907-09:27:01 wrote ae_005.pth
20240907-09:27:01 wrote ae_006.pth
20240907-09:27:01 wrote ae_007.pth
20240907-09:27:02 wrote ae_008.pth
20240907-09:27:02 wrote ae_009.pth
20240907-09:27:02 epoch_duration 3min49s next_finish 09:30:51
20240907-09:27:02 wrote state.pth
20240907-09:27:02 --- epoch 1 ----------------------------------------
20240907-09:27:02 current_test_accuracies 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240907-09:27:02 time_train=227 time_c_quizzes=0
20240907-09:27:02 no_c_quiz
20240907-09:27:02 training model 0 (accuracy 0.0)
20240907-09:27:02 training model 1 (accuracy 0.0)
20240907-09:29:06 train_loss 1 model 0 0.09169538347050547
20240907-09:29:06 train_loss 1 model 1 0.09941416910290718
20240907-09:29:07 test_loss 1 model 0 0.06870159832760692
20240907-09:29:08 test_loss 1 model 1 0.07090851282700897
20240907-09:30:24 test_accuracy 1 model 0 nb_correct 0 / 780 (0.00%)
20240907-09:30:25 test_accuracy 1 model 1 nb_correct 0 / 787 (0.00%)
20240907-09:30:26 wrote culture_prediction_0001_00.png
20240907-09:30:26 wrote culture_prediction_0001_01.png
20240907-09:30:27 wrote culture_generation_0001_00.png
20240907-09:30:28 wrote culture_generation_0001_01.png
20240907-09:30:28 wrote ae_000.pth
20240907-09:30:29 wrote ae_001.pth
20240907-09:30:29 wrote ae_002.pth
20240907-09:30:29 wrote ae_003.pth
20240907-09:30:30 wrote ae_004.pth
20240907-09:30:30 wrote ae_005.pth
20240907-09:30:30 wrote ae_006.pth
20240907-09:30:30 wrote ae_007.pth
20240907-09:30:31 wrote ae_008.pth
20240907-09:30:31 wrote ae_009.pth
20240907-09:30:31 epoch_duration 3min28s next_finish 09:34:00
20240907-09:30:31 wrote state.pth
20240907-09:30:31 --- epoch 2 ----------------------------------------
20240907-09:30:31 current_test_accuracies 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240907-09:30:31 time_train=432 time_c_quizzes=0
20240907-09:30:31 no_c_quiz
20240907-09:30:31 training model 0 (accuracy 0.0)
20240907-09:30:31 training model 1 (accuracy 0.0)
20240907-09:32:35 train_loss 2 model 0 0.0700900005325675
20240907-09:32:35 train_loss 2 model 1 0.06841035999916494
20240907-09:32:37 test_loss 2 model 0 0.05054705911315978
20240907-09:32:37 test_loss 2 model 1 0.04078773555811495
20240907-09:33:53 test_accuracy 2 model 0 nb_correct 31 / 812 (3.82%)
20240907-09:33:54 test_accuracy 2 model 1 nb_correct 16 / 823 (1.94%)
20240907-09:33:55 wrote culture_prediction_0002_00.png
20240907-09:33:55 wrote culture_prediction_0002_01.png
20240907-09:33:56 wrote culture_generation_0002_00.png
20240907-09:33:57 wrote culture_generation_0002_01.png
20240907-09:33:58 wrote ae_000.pth
20240907-09:33:58 wrote ae_001.pth
20240907-09:33:58 wrote ae_002.pth
20240907-09:33:59 wrote ae_003.pth
20240907-09:33:59 wrote ae_004.pth
20240907-09:33:59 wrote ae_005.pth
20240907-09:33:59 wrote ae_006.pth
20240907-09:33:59 wrote ae_007.pth
20240907-09:34:00 wrote ae_008.pth
20240907-09:34:00 wrote ae_009.pth
20240907-09:34:00 epoch_duration 3min29s next_finish 09:37:29
20240907-09:34:00 wrote state.pth
20240907-09:34:00 --- epoch 3 ----------------------------------------
20240907-09:34:00 current_test_accuracies 0.0382 0.0194 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240907-09:34:00 time_train=638 time_c_quizzes=0
20240907-09:34:00 no_c_quiz
20240907-09:34:00 training model 2 (accuracy 0.0)
20240907-09:34:00 training model 3 (accuracy 0.0)
20240907-09:36:02 train_loss 3 model 2 0.48540221946686507
20240907-09:36:02 train_loss 3 model 3 0.501503273319453
20240907-09:36:03 test_loss 3 model 2 0.11278488514944911
20240907-09:36:04 test_loss 3 model 3 0.11028153905645013
20240907-09:37:20 test_accuracy 3 model 2 nb_correct 0 / 798 (0.00%)
20240907-09:37:21 test_accuracy 3 model 3 nb_correct 0 / 780 (0.00%)
20240907-09:37:22 wrote culture_prediction_0003_02.png
20240907-09:37:22 wrote culture_prediction_0003_03.png
20240907-09:37:23 wrote culture_generation_0003_02.png
20240907-09:37:24 wrote culture_generation_0003_03.png
20240907-09:37:24 wrote ae_000.pth
20240907-09:37:25 wrote ae_001.pth
20240907-09:37:26 wrote ae_002.pth
20240907-09:37:26 wrote ae_003.pth
20240907-09:37:26 wrote ae_004.pth
20240907-09:37:27 wrote ae_005.pth
20240907-09:37:27 wrote ae_006.pth
20240907-09:37:27 wrote ae_007.pth
20240907-09:37:27 wrote ae_008.pth
20240907-09:37:27 wrote ae_009.pth
20240907-09:37:27 epoch_duration 3min27s next_finish 09:40:55
20240907-09:37:27 wrote state.pth
20240907-09:37:27 --- epoch 4 ----------------------------------------
20240907-09:37:27 current_test_accuracies 0.0382 0.0194 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240907-09:37:27 time_train=841 time_c_quizzes=0
20240907-09:37:27 no_c_quiz
20240907-09:37:27 training model 2 (accuracy 0.0)
20240907-09:37:27 training model 3 (accuracy 0.0)
20240907-09:39:32 train_loss 4 model 3 0.08953960352391005
20240907-09:39:32 train_loss 4 model 2 0.09429020779579877
20240907-09:39:33 test_loss 4 model 3 0.060719616385176776
20240907-09:39:34 test_loss 4 model 2 0.06605438655242324
20240907-09:40:51 test_accuracy 4 model 3 nb_correct 0 / 820 (0.00%)
20240907-09:40:51 test_accuracy 4 model 2 nb_correct 0 / 811 (0.00%)
20240907-09:40:52 wrote culture_prediction_0004_03.png
20240907-09:40:52 wrote culture_prediction_0004_02.png
20240907-09:40:54 wrote culture_generation_0004_03.png
20240907-09:40:54 wrote culture_generation_0004_02.png
20240907-09:40:55 wrote ae_000.pth
20240907-09:40:55 wrote ae_001.pth
20240907-09:40:56 wrote ae_002.pth
20240907-09:40:57 wrote ae_003.pth
20240907-09:40:57 wrote ae_004.pth
20240907-09:40:57 wrote ae_005.pth
20240907-09:40:57 wrote ae_006.pth
20240907-09:40:58 wrote ae_007.pth
20240907-09:40:58 wrote ae_008.pth
20240907-09:40:58 wrote ae_009.pth
20240907-09:40:58 epoch_duration 3min30s next_finish 09:44:29
20240907-09:40:58 wrote state.pth
20240907-09:40:58 --- epoch 5 ----------------------------------------
20240907-09:40:58 current_test_accuracies 0.0382 0.0194 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240907-09:40:58 time_train=1047 time_c_quizzes=0
20240907-09:40:58 no_c_quiz
20240907-09:40:58 training model 2 (accuracy 0.0)
20240907-09:40:58 training model 3 (accuracy 0.0)
20240907-09:43:03 train_loss 5 model 2 0.06985458566620946
20240907-09:43:03 train_loss 5 model 3 0.0668660761937499
20240907-09:43:04 test_loss 5 model 2 0.04281353894621134
20240907-09:43:04 test_loss 5 model 3 0.04351387121714652
20240907-09:44:21 test_accuracy 5 model 2 nb_correct 28 / 796 (3.52%)
20240907-09:44:22 test_accuracy 5 model 3 nb_correct 20 / 811 (2.47%)
20240907-09:44:23 wrote culture_prediction_0005_02.png
20240907-09:44:23 wrote culture_prediction_0005_03.png
20240907-09:44:24 wrote culture_generation_0005_02.png
20240907-09:44:25 wrote culture_generation_0005_03.png
20240907-09:44:25 wrote ae_000.pth
20240907-09:44:26 wrote ae_001.pth
20240907-09:44:27 wrote ae_002.pth
20240907-09:44:27 wrote ae_003.pth
20240907-09:44:27 wrote ae_004.pth
20240907-09:44:28 wrote ae_005.pth
20240907-09:44:28 wrote ae_006.pth
20240907-09:44:28 wrote ae_007.pth
20240907-09:44:28 wrote ae_008.pth
20240907-09:44:28 wrote ae_009.pth
20240907-09:44:28 epoch_duration 3min30s next_finish 09:47:59
20240907-09:44:28 wrote state.pth
20240907-09:44:29 --- epoch 6 ----------------------------------------
20240907-09:44:29 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240907-09:44:29 time_train=1253 time_c_quizzes=0
20240907-09:44:29 no_c_quiz
20240907-09:44:29 training model 4 (accuracy 0.0)
20240907-09:44:29 training model 5 (accuracy 0.0)
20240907-09:46:30 train_loss 6 model 4 0.4956115290224552
20240907-09:46:30 train_loss 6 model 5 0.5395453479513526
20240907-09:46:32 test_loss 6 model 4 0.09686623075976968
20240907-09:46:32 test_loss 6 model 5 0.12535499632358552
20240907-09:47:49 test_accuracy 6 model 4 nb_correct 0 / 801 (0.00%)
20240907-09:47:49 test_accuracy 6 model 5 nb_correct 0 / 807 (0.00%)
20240907-09:47:50 wrote culture_prediction_0006_04.png
20240907-09:47:51 wrote culture_prediction_0006_05.png
20240907-09:47:52 wrote culture_generation_0006_04.png
20240907-09:47:52 wrote culture_generation_0006_05.png
20240907-09:47:53 wrote ae_000.pth
20240907-09:47:54 wrote ae_001.pth
20240907-09:47:54 wrote ae_002.pth
20240907-09:47:55 wrote ae_003.pth
20240907-09:47:56 wrote ae_004.pth
20240907-09:47:57 wrote ae_005.pth
20240907-09:47:57 wrote ae_006.pth
20240907-09:47:57 wrote ae_007.pth
20240907-09:47:57 wrote ae_008.pth
20240907-09:47:58 wrote ae_009.pth
20240907-09:47:58 epoch_duration 3min29s next_finish 09:51:27
20240907-09:47:58 wrote state.pth
20240907-09:47:58 --- epoch 7 ----------------------------------------
20240907-09:47:58 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240907-09:47:58 time_train=1456 time_c_quizzes=0
20240907-09:47:58 no_c_quiz
20240907-09:47:58 training model 4 (accuracy 0.0)
20240907-09:47:58 training model 5 (accuracy 0.0)
20240907-09:50:03 train_loss 7 model 4 0.09251017171517015
20240907-09:50:03 train_loss 7 model 5 0.09569415170699358
20240907-09:50:04 test_loss 7 model 4 0.06776144294999539
20240907-09:50:04 test_loss 7 model 5 0.07286200253292918
20240907-09:51:21 test_accuracy 7 model 4 nb_correct 0 / 815 (0.00%)
20240907-09:51:22 test_accuracy 7 model 5 nb_correct 0 / 791 (0.00%)
20240907-09:51:23 wrote culture_prediction_0007_04.png
20240907-09:51:23 wrote culture_prediction_0007_05.png
20240907-09:51:25 wrote culture_generation_0007_04.png
20240907-09:51:25 wrote culture_generation_0007_05.png
20240907-09:51:25 wrote ae_000.pth
20240907-09:51:26 wrote ae_001.pth
20240907-09:51:27 wrote ae_002.pth
20240907-09:51:27 wrote ae_003.pth
20240907-09:51:28 wrote ae_004.pth
20240907-09:51:29 wrote ae_005.pth
20240907-09:51:29 wrote ae_006.pth
20240907-09:51:29 wrote ae_007.pth
20240907-09:51:30 wrote ae_008.pth
20240907-09:51:30 wrote ae_009.pth
20240907-09:51:30 epoch_duration 3min32s next_finish 09:55:02
20240907-09:51:30 wrote state.pth
20240907-09:51:30 --- epoch 8 ----------------------------------------
20240907-09:51:30 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20240907-09:51:30 time_train=1663 time_c_quizzes=0
20240907-09:51:30 no_c_quiz
20240907-09:51:30 training model 4 (accuracy 0.0)
20240907-09:51:30 training model 5 (accuracy 0.0)
20240907-09:53:34 train_loss 8 model 5 0.07438852360658348
20240907-09:53:34 train_loss 8 model 4 0.07418557235226035
20240907-09:53:36 test_loss 8 model 5 0.05669549209997058
20240907-09:53:36 test_loss 8 model 4 0.04281252345535904
20240907-09:54:53 test_accuracy 8 model 5 nb_correct 12 / 790 (1.52%)
20240907-09:54:53 test_accuracy 8 model 4 nb_correct 20 / 806 (2.48%)
20240907-09:54:55 wrote culture_prediction_0008_04.png
20240907-09:54:55 wrote culture_prediction_0008_05.png
20240907-09:54:56 wrote culture_generation_0008_04.png
20240907-09:54:56 wrote culture_generation_0008_05.png
20240907-09:54:57 wrote ae_000.pth
20240907-09:54:58 wrote ae_001.pth
20240907-09:54:59 wrote ae_002.pth
20240907-09:55:00 wrote ae_003.pth
20240907-09:55:00 wrote ae_004.pth
20240907-09:55:01 wrote ae_005.pth
20240907-09:55:01 wrote ae_006.pth
20240907-09:55:01 wrote ae_007.pth
20240907-09:55:02 wrote ae_008.pth
20240907-09:55:02 wrote ae_009.pth
20240907-09:55:02 epoch_duration 3min32s next_finish 09:58:34
20240907-09:55:02 wrote state.pth
20240907-09:55:02 --- epoch 9 ----------------------------------------
20240907-09:55:02 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0248 0.0152 0.0000 0.0000 0.0000 0.0000
20240907-09:55:02 time_train=1869 time_c_quizzes=0
20240907-09:55:02 no_c_quiz
20240907-09:55:02 training model 6 (accuracy 0.0)
20240907-09:55:02 training model 7 (accuracy 0.0)
20240907-09:57:03 train_loss 9 model 6 0.576651744633913
20240907-09:57:03 train_loss 9 model 7 0.5429400624930859
20240907-09:57:05 test_loss 9 model 6 0.10602188427001238
20240907-09:57:05 test_loss 9 model 7 0.09680660078302025
20240907-09:58:22 test_accuracy 9 model 6 nb_correct 0 / 805 (0.00%)
20240907-09:58:22 test_accuracy 9 model 7 nb_correct 0 / 791 (0.00%)
20240907-09:58:24 wrote culture_prediction_0009_06.png
20240907-09:58:24 wrote culture_prediction_0009_07.png
20240907-09:58:25 wrote culture_generation_0009_06.png
20240907-09:58:25 wrote culture_generation_0009_07.png
20240907-09:58:26 wrote ae_000.pth
20240907-09:58:27 wrote ae_001.pth
20240907-09:58:28 wrote ae_002.pth
20240907-09:58:28 wrote ae_003.pth
20240907-09:58:29 wrote ae_004.pth
20240907-09:58:30 wrote ae_005.pth
20240907-09:58:30 wrote ae_006.pth
20240907-09:58:31 wrote ae_007.pth
20240907-09:58:31 wrote ae_008.pth
20240907-09:58:31 wrote ae_009.pth
20240907-09:58:31 epoch_duration 3min29s next_finish 10:02:01
20240907-09:58:31 wrote state.pth
20240907-09:58:31 --- epoch 10 ----------------------------------------
20240907-09:58:31 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0248 0.0152 0.0000 0.0000 0.0000 0.0000
20240907-09:58:31 time_train=2072 time_c_quizzes=0
20240907-09:58:31 no_c_quiz
20240907-09:58:31 training model 6 (accuracy 0.0)
20240907-09:58:31 training model 7 (accuracy 0.0)
20240907-10:00:36 train_loss 10 model 6 0.08942948736995458
20240907-10:00:36 train_loss 10 model 7 0.09648289157450199
20240907-10:00:37 test_loss 10 model 6 0.06209081616252661
20240907-10:00:38 test_loss 10 model 7 0.06640079971402883
20240907-10:01:55 test_accuracy 10 model 6 nb_correct 0 / 820 (0.00%)
20240907-10:01:55 test_accuracy 10 model 7 nb_correct 0 / 807 (0.00%)
20240907-10:01:56 wrote culture_prediction_0010_06.png
20240907-10:01:56 wrote culture_prediction_0010_07.png
20240907-10:01:57 wrote culture_generation_0010_06.png
20240907-10:01:58 wrote culture_generation_0010_07.png
20240907-10:01:59 wrote ae_000.pth
20240907-10:01:59 wrote ae_001.pth
20240907-10:02:00 wrote ae_002.pth
20240907-10:02:01 wrote ae_003.pth
20240907-10:02:02 wrote ae_004.pth
20240907-10:02:02 wrote ae_005.pth
20240907-10:02:03 wrote ae_006.pth
20240907-10:02:04 wrote ae_007.pth
20240907-10:02:04 wrote ae_008.pth
20240907-10:02:04 wrote ae_009.pth
20240907-10:02:04 epoch_duration 3min32s next_finish 10:05:37
20240907-10:02:04 wrote state.pth
20240907-10:02:04 --- epoch 11 ----------------------------------------
20240907-10:02:04 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0248 0.0152 0.0000 0.0000 0.0000 0.0000
20240907-10:02:04 time_train=2278 time_c_quizzes=0
20240907-10:02:04 no_c_quiz
20240907-10:02:04 training model 6 (accuracy 0.0)
20240907-10:02:04 training model 7 (accuracy 0.0)
20240907-10:04:09 train_loss 11 model 7 0.0693256604038179
20240907-10:04:09 train_loss 11 model 6 0.06461438796296716
20240907-10:04:10 test_loss 11 model 7 0.056591388583183286
20240907-10:04:10 test_loss 11 model 6 0.04549691928550601
20240907-10:05:27 test_accuracy 11 model 7 nb_correct 22 / 796 (2.76%)
20240907-10:05:28 test_accuracy 11 model 6 nb_correct 50 / 796 (6.28%)
20240907-10:05:29 wrote culture_prediction_0011_07.png
20240907-10:05:29 wrote culture_prediction_0011_06.png
20240907-10:05:31 wrote culture_generation_0011_07.png
20240907-10:05:31 wrote culture_generation_0011_06.png
20240907-10:05:32 wrote ae_000.pth
20240907-10:05:32 wrote ae_001.pth
20240907-10:05:33 wrote ae_002.pth
20240907-10:05:34 wrote ae_003.pth
20240907-10:05:34 wrote ae_004.pth
20240907-10:05:35 wrote ae_005.pth
20240907-10:05:36 wrote ae_006.pth
20240907-10:05:36 wrote ae_007.pth
20240907-10:05:37 wrote ae_008.pth
20240907-10:05:37 wrote ae_009.pth
20240907-10:05:37 epoch_duration 3min32s next_finish 10:09:09
20240907-10:05:37 wrote state.pth
20240907-10:05:37 --- epoch 12 ----------------------------------------
20240907-10:05:37 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0248 0.0152 0.0628 0.0276 0.0000 0.0000
20240907-10:05:37 time_train=2484 time_c_quizzes=0
20240907-10:05:37 no_c_quiz
20240907-10:05:37 training model 8 (accuracy 0.0)
20240907-10:05:37 training model 9 (accuracy 0.0)
20240907-10:07:39 train_loss 12 model 8 0.5724221282973886
20240907-10:07:39 train_loss 12 model 9 0.5049623888395727
20240907-10:07:40 test_loss 12 model 8 0.11401739679276943
20240907-10:07:40 test_loss 12 model 9 0.1120534649118781
20240907-10:08:57 test_accuracy 12 model 8 nb_correct 0 / 815 (0.00%)
20240907-10:08:58 test_accuracy 12 model 9 nb_correct 0 / 807 (0.00%)
20240907-10:08:59 wrote culture_prediction_0012_08.png
20240907-10:08:59 wrote culture_prediction_0012_09.png
20240907-10:09:00 wrote culture_generation_0012_08.png
20240907-10:09:01 wrote culture_generation_0012_09.png
20240907-10:09:01 wrote ae_000.pth
20240907-10:09:02 wrote ae_001.pth
20240907-10:09:03 wrote ae_002.pth
20240907-10:09:04 wrote ae_003.pth
20240907-10:09:04 wrote ae_004.pth
20240907-10:09:05 wrote ae_005.pth
20240907-10:09:06 wrote ae_006.pth
20240907-10:09:06 wrote ae_007.pth
20240907-10:09:07 wrote ae_008.pth
20240907-10:09:07 wrote ae_009.pth
20240907-10:09:07 epoch_duration 3min30s next_finish 10:12:38
20240907-10:09:07 wrote state.pth
20240907-10:09:07 --- epoch 13 ----------------------------------------
20240907-10:09:07 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0248 0.0152 0.0628 0.0276 0.0000 0.0000
20240907-10:09:07 time_train=2687 time_c_quizzes=0
20240907-10:09:07 no_c_quiz
20240907-10:09:07 training model 8 (accuracy 0.0)
20240907-10:09:07 training model 9 (accuracy 0.0)
20240907-10:11:12 train_loss 13 model 8 0.10106519362702966
20240907-10:11:12 train_loss 13 model 9 0.0915928508117795
20240907-10:11:13 test_loss 13 model 8 0.06958348965272307
20240907-10:11:13 test_loss 13 model 9 0.05704427156597376
20240907-10:12:30 test_accuracy 13 model 8 nb_correct 0 / 783 (0.00%)
20240907-10:12:31 test_accuracy 13 model 9 nb_correct 0 / 804 (0.00%)
20240907-10:12:32 wrote culture_prediction_0013_08.png
20240907-10:12:32 wrote culture_prediction_0013_09.png
20240907-10:12:34 wrote culture_generation_0013_08.png
20240907-10:12:34 wrote culture_generation_0013_09.png
20240907-10:12:35 wrote ae_000.pth
20240907-10:12:35 wrote ae_001.pth
20240907-10:12:36 wrote ae_002.pth
20240907-10:12:37 wrote ae_003.pth
20240907-10:12:38 wrote ae_004.pth
20240907-10:12:38 wrote ae_005.pth
20240907-10:12:39 wrote ae_006.pth
20240907-10:12:40 wrote ae_007.pth
20240907-10:12:41 wrote ae_008.pth
20240907-10:12:41 wrote ae_009.pth
20240907-10:12:41 epoch_duration 3min33s next_finish 10:16:15
20240907-10:12:41 wrote state.pth
20240907-10:12:41 --- epoch 14 ----------------------------------------
20240907-10:12:41 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0248 0.0152 0.0628 0.0276 0.0000 0.0000
20240907-10:12:41 time_train=2893 time_c_quizzes=0
20240907-10:12:41 no_c_quiz
20240907-10:12:41 training model 8 (accuracy 0.0)
20240907-10:12:41 training model 9 (accuracy 0.0)
20240907-10:14:46 train_loss 14 model 9 0.06814406142011285
20240907-10:14:46 train_loss 14 model 8 0.0744179661013186
20240907-10:14:47 test_loss 14 model 9 0.0420427936129272
20240907-10:14:48 test_loss 14 model 8 0.04561579101718962
20240907-10:16:05 test_accuracy 14 model 9 nb_correct 19 / 809 (2.35%)
20240907-10:16:05 test_accuracy 14 model 8 nb_correct 28 / 806 (3.47%)
20240907-10:16:06 wrote culture_prediction_0014_09.png
20240907-10:16:07 wrote culture_prediction_0014_08.png
20240907-10:16:08 wrote culture_generation_0014_09.png
20240907-10:16:08 wrote culture_generation_0014_08.png
20240907-10:16:09 wrote ae_000.pth
20240907-10:16:10 wrote ae_001.pth
20240907-10:16:10 wrote ae_002.pth
20240907-10:16:11 wrote ae_003.pth
20240907-10:16:12 wrote ae_004.pth
20240907-10:16:12 wrote ae_005.pth
20240907-10:16:13 wrote ae_006.pth
20240907-10:16:14 wrote ae_007.pth
20240907-10:16:14 wrote ae_008.pth
20240907-10:16:15 wrote ae_009.pth
20240907-10:16:15 epoch_duration 3min33s next_finish 10:19:49
20240907-10:16:15 wrote state.pth
20240907-10:16:15 --- epoch 15 ----------------------------------------
20240907-10:16:15 current_test_accuracies 0.0382 0.0194 0.0352 0.0247 0.0248 0.0152 0.0628 0.0276 0.0347 0.0235
20240907-10:16:15 time_train=3100 time_c_quizzes=0
20240907-10:16:15 no_c_quiz
20240907-10:16:15 training model 5 (accuracy 0.015189873054623604)
20240907-10:16:15 training model 1 (accuracy 0.019441070035099983)
20240907-10:18:20 train_loss 15 model 1 0.05794527585618198
20240907-10:18:20 train_loss 15 model 5 0.06093880991823971
20240907-10:18:21 test_loss 15 model 1 0.03842460620217025
20240907-10:18:21 test_loss 15 model 5 0.04558644951321185
20240907-10:19:38 test_accuracy 15 model 1 nb_correct 179 / 803 (22.29%)
20240907-10:19:38 test_accuracy 15 model 5 nb_correct 99 / 790 (12.53%)
20240907-10:19:40 wrote culture_prediction_0015_01.png
20240907-10:19:40 wrote culture_prediction_0015_05.png
20240907-10:19:41 wrote culture_generation_0015_01.png
20240907-10:19:42 wrote culture_generation_0015_05.png
20240907-10:19:42 wrote ae_000.pth
20240907-10:19:43 wrote ae_001.pth
20240907-10:19:44 wrote ae_002.pth
20240907-10:19:44 wrote ae_003.pth
20240907-10:19:45 wrote ae_004.pth
20240907-10:19:46 wrote ae_005.pth
20240907-10:19:46 wrote ae_006.pth
20240907-10:19:47 wrote ae_007.pth
20240907-10:19:48 wrote ae_008.pth
20240907-10:19:48 wrote ae_009.pth
20240907-10:19:48 epoch_duration 3min33s next_finish 10:23:22
20240907-10:19:48 wrote state.pth
20240907-10:19:48 --- epoch 16 ----------------------------------------
20240907-10:19:48 current_test_accuracies 0.0382 0.2229 0.0352 0.0247 0.0248 0.1253 0.0628 0.0276 0.0347 0.0235
20240907-10:19:48 time_train=3306 time_c_quizzes=0
20240907-10:19:48 no_c_quiz
20240907-10:19:48 training model 9 (accuracy 0.023485785350203514)
20240907-10:19:48 training model 3 (accuracy 0.02466091327369213)
20240907-10:21:53 train_loss 16 model 3 0.05800250022299588
20240907-10:21:53 train_loss 16 model 9 0.05706141386833042
20240907-10:21:55 test_loss 16 model 3 0.04170880052261054
20240907-10:21:55 test_loss 16 model 9 0.04111107231583446
20240907-10:23:12 test_accuracy 16 model 3 nb_correct 97 / 793 (12.23%)
20240907-10:23:12 test_accuracy 16 model 9 nb_correct 70 / 793 (8.83%)
20240907-10:23:14 wrote culture_prediction_0016_03.png
20240907-10:23:14 wrote culture_prediction_0016_09.png
20240907-10:23:15 wrote culture_generation_0016_03.png
20240907-10:23:15 wrote culture_generation_0016_09.png
20240907-10:23:16 wrote ae_000.pth
20240907-10:23:17 wrote ae_001.pth
20240907-10:23:17 wrote ae_002.pth
20240907-10:23:18 wrote ae_003.pth
20240907-10:23:19 wrote ae_004.pth
20240907-10:23:19 wrote ae_005.pth
20240907-10:23:20 wrote ae_006.pth
20240907-10:23:21 wrote ae_007.pth
20240907-10:23:21 wrote ae_008.pth
20240907-10:23:22 wrote ae_009.pth
20240907-10:23:22 epoch_duration 3min33s next_finish 10:26:56
20240907-10:23:22 wrote state.pth
20240907-10:23:22 --- epoch 17 ----------------------------------------
20240907-10:23:22 current_test_accuracies 0.0382 0.2229 0.0352 0.1223 0.0248 0.1253 0.0628 0.0276 0.0347 0.0883
20240907-10:23:22 time_train=3513 time_c_quizzes=0
20240907-10:23:22 no_c_quiz
20240907-10:23:22 training model 4 (accuracy 0.024813896045088768)
20240907-10:23:22 training model 7 (accuracy 0.027638191357254982)
20240907-10:25:26 train_loss 17 model 4 0.05913834842480719
20240907-10:25:27 train_loss 17 model 7 0.05719583605788648
20240907-10:25:28 test_loss 17 model 4 0.03916521407663822
20240907-10:25:28 test_loss 17 model 7 0.06066756471991539
20240907-10:26:45 test_accuracy 17 model 4 nb_correct 110 / 794 (13.85%)
20240907-10:26:45 test_accuracy 17 model 7 nb_correct 16 / 823 (1.94%)
20240907-10:26:47 wrote culture_prediction_0017_04.png
20240907-10:26:47 wrote culture_prediction_0017_07.png
20240907-10:26:48 wrote culture_generation_0017_04.png
20240907-10:26:49 wrote culture_generation_0017_07.png
20240907-10:26:49 wrote ae_000.pth
20240907-10:26:50 wrote ae_001.pth
20240907-10:26:51 wrote ae_002.pth
20240907-10:26:52 wrote ae_003.pth
20240907-10:26:52 wrote ae_004.pth
20240907-10:26:53 wrote ae_005.pth
20240907-10:26:54 wrote ae_006.pth
20240907-10:26:55 wrote ae_007.pth
20240907-10:26:55 wrote ae_008.pth
20240907-10:26:56 wrote ae_009.pth
20240907-10:26:56 epoch_duration 3min33s next_finish 10:30:30
20240907-10:26:56 wrote state.pth
20240907-10:26:56 --- epoch 18 ----------------------------------------
20240907-10:26:56 current_test_accuracies 0.0382 0.2229 0.0352 0.1223 0.1385 0.1253 0.0628 0.0194 0.0347 0.0883
20240907-10:26:56 time_train=3719 time_c_quizzes=0
20240907-10:26:56 no_c_quiz
20240907-10:26:56 training model 7 (accuracy 0.019441070035099983)
20240907-10:26:56 training model 8 (accuracy 0.034739453345537186)
20240907-10:29:00 train_loss 18 model 8 0.06009635044075549
20240907-10:29:00 train_loss 18 model 7 0.05041085126902908
20240907-10:29:02 test_loss 18 model 8 0.04544809060171247
20240907-10:29:02 test_loss 18 model 7 0.03479992065113038
20240907-10:30:19 test_accuracy 18 model 8 nb_correct 60 / 804 (7.46%)
20240907-10:30:19 test_accuracy 18 model 7 nb_correct 166 / 824 (20.15%)
20240907-10:30:21 wrote culture_prediction_0018_08.png
20240907-10:30:21 wrote culture_prediction_0018_07.png
20240907-10:30:22 wrote culture_generation_0018_08.png
20240907-10:30:22 wrote culture_generation_0018_07.png
20240907-10:30:23 wrote ae_000.pth
20240907-10:30:24 wrote ae_001.pth
20240907-10:30:24 wrote ae_002.pth
20240907-10:30:25 wrote ae_003.pth
20240907-10:30:26 wrote ae_004.pth
20240907-10:30:26 wrote ae_005.pth
20240907-10:30:27 wrote ae_006.pth
20240907-10:30:28 wrote ae_007.pth
20240907-10:30:28 wrote ae_008.pth
20240907-10:30:29 wrote ae_009.pth
20240907-10:30:29 epoch_duration 3min33s next_finish 10:34:02
20240907-10:30:29 wrote state.pth
20240907-10:30:29 --- epoch 19 ----------------------------------------
20240907-10:30:29 current_test_accuracies 0.0382 0.2229 0.0352 0.1223 0.1385 0.1253 0.0628 0.2015 0.0746 0.0883
20240907-10:30:29 time_train=3925 time_c_quizzes=0
20240907-10:30:29 no_c_quiz
20240907-10:30:29 training model 2 (accuracy 0.035175878554582596)
20240907-10:30:29 training model 0 (accuracy 0.03817734122276306)
20240907-10:32:34 train_loss 19 model 2 0.057072437062859534
20240907-10:32:34 train_loss 19 model 0 0.05874611316435039
20240907-10:32:35 test_loss 19 model 2 0.042738252552226186
20240907-10:32:36 test_loss 19 model 0 0.04143331595696509
20240907-10:33:53 test_accuracy 19 model 2 nb_correct 93 / 796 (11.68%)
20240907-10:33:53 test_accuracy 19 model 0 nb_correct 118 / 807 (14.62%)
20240907-10:33:54 wrote culture_prediction_0019_02.png
20240907-10:33:54 wrote culture_prediction_0019_00.png
20240907-10:33:56 wrote culture_generation_0019_00.png
20240907-10:33:56 wrote culture_generation_0019_02.png
20240907-10:33:57 wrote ae_000.pth
20240907-10:33:58 wrote ae_001.pth
20240907-10:33:58 wrote ae_002.pth
20240907-10:33:59 wrote ae_003.pth
20240907-10:34:00 wrote ae_004.pth
20240907-10:34:01 wrote ae_005.pth
20240907-10:34:01 wrote ae_006.pth
20240907-10:34:02 wrote ae_007.pth
20240907-10:34:03 wrote ae_008.pth
20240907-10:34:03 wrote ae_009.pth
20240907-10:34:03 epoch_duration 3min34s next_finish 10:37:38
20240907-10:34:03 wrote state.pth
20240907-10:34:03 --- epoch 20 ----------------------------------------
20240907-10:34:03 current_test_accuracies 0.1462 0.2229 0.1168 0.1223 0.1385 0.1253 0.0628 0.2015 0.0746 0.0883
20240907-10:34:03 time_train=4132 time_c_quizzes=0
20240907-10:34:03 no_c_quiz
20240907-10:34:03 training model 6 (accuracy 0.06281407177448273)
20240907-10:34:03 training model 8 (accuracy 0.0746268630027771)
20240907-10:36:08 train_loss 20 model 8 0.05435677681677043
20240907-10:36:08 train_loss 20 model 6 0.05564546740613878
20240907-10:36:09 test_loss 20 model 8 0.03801146005280316
20240907-10:36:09 test_loss 20 model 6 0.041102112433873114
20240907-10:37:26 test_accuracy 20 model 8 nb_correct 144 / 798 (18.05%)
20240907-10:37:26 test_accuracy 20 model 6 nb_correct 123 / 797 (15.43%)
20240907-10:37:28 wrote culture_prediction_0020_06.png
20240907-10:37:28 wrote culture_prediction_0020_08.png
20240907-10:37:29 wrote culture_generation_0020_06.png
20240907-10:37:30 wrote culture_generation_0020_08.png
20240907-10:37:30 wrote ae_000.pth
20240907-10:37:31 wrote ae_001.pth
20240907-10:37:32 wrote ae_002.pth
20240907-10:37:33 wrote ae_003.pth
20240907-10:37:33 wrote ae_004.pth
20240907-10:37:34 wrote ae_005.pth
20240907-10:37:35 wrote ae_006.pth
20240907-10:37:35 wrote ae_007.pth
20240907-10:37:36 wrote ae_008.pth
20240907-10:37:37 wrote ae_009.pth
20240907-10:37:37 epoch_duration 3min33s next_finish 10:41:10
20240907-10:37:37 wrote state.pth
20240907-10:37:37 --- epoch 21 ----------------------------------------
20240907-10:37:37 current_test_accuracies 0.1462 0.2229 0.1168 0.1223 0.1385 0.1253 0.1543 0.2015 0.1805 0.0883
20240907-10:37:37 time_train=4338 time_c_quizzes=0
20240907-10:37:37 no_c_quiz
20240907-10:37:37 training model 9 (accuracy 0.08827238529920578)
20240907-10:37:37 training model 2 (accuracy 0.11683417111635208)
20240907-10:39:41 train_loss 21 model 9 0.05124132950138301
20240907-10:39:41 train_loss 21 model 2 0.05442486181948334
20240907-10:39:43 test_loss 21 model 9 0.03658580533228815
20240907-10:39:43 test_loss 21 model 2 0.03564913714071736
20240907-10:41:00 test_accuracy 21 model 9 nb_correct 86 / 806 (10.67%)
20240907-10:41:00 test_accuracy 21 model 2 nb_correct 162 / 813 (19.93%)
20240907-10:41:01 wrote culture_prediction_0021_09.png
20240907-10:41:01 wrote culture_prediction_0021_02.png
20240907-10:41:03 wrote culture_generation_0021_09.png
20240907-10:41:03 wrote culture_generation_0021_02.png
20240907-10:41:04 wrote ae_000.pth
20240907-10:41:04 wrote ae_001.pth
20240907-10:41:05 wrote ae_002.pth
20240907-10:41:06 wrote ae_003.pth
20240907-10:41:07 wrote ae_004.pth
20240907-10:41:08 wrote ae_005.pth
20240907-10:41:08 wrote ae_006.pth
20240907-10:41:09 wrote ae_007.pth
20240907-10:41:10 wrote ae_008.pth
20240907-10:41:10 wrote ae_009.pth
20240907-10:41:10 epoch_duration 3min33s next_finish 10:44:44
20240907-10:41:10 wrote state.pth
20240907-10:41:10 --- epoch 22 ----------------------------------------
20240907-10:41:10 current_test_accuracies 0.1462 0.2229 0.1993 0.1223 0.1385 0.1253 0.1543 0.2015 0.1805 0.1067
20240907-10:41:10 time_train=4544 time_c_quizzes=0
20240907-10:41:10 no_c_quiz
20240907-10:41:10 training model 9 (accuracy 0.10669974982738495)
20240907-10:41:10 training model 3 (accuracy 0.12232030183076859)
20240907-10:43:15 train_loss 22 model 3 0.05013322583213448
20240907-10:43:15 train_loss 22 model 9 0.046515854599885643
20240907-10:43:16 test_loss 22 model 3 0.035815870459191504
20240907-10:43:16 test_loss 22 model 9 0.03250120889861137
20240907-10:44:33 test_accuracy 22 model 3 nb_correct 137 / 802 (17.08%)
20240907-10:44:33 test_accuracy 22 model 9 nb_correct 194 / 806 (24.07%)
20240907-10:44:35 wrote culture_prediction_0022_03.png
20240907-10:44:35 wrote culture_prediction_0022_09.png
20240907-10:44:37 wrote culture_generation_0022_09.png
20240907-10:44:37 wrote culture_generation_0022_03.png
20240907-10:44:38 wrote ae_000.pth
20240907-10:44:38 wrote ae_001.pth
20240907-10:44:39 wrote ae_002.pth
20240907-10:44:40 wrote ae_003.pth
20240907-10:44:40 wrote ae_004.pth
20240907-10:44:41 wrote ae_005.pth
20240907-10:44:42 wrote ae_006.pth
20240907-10:44:42 wrote ae_007.pth
20240907-10:44:43 wrote ae_008.pth
20240907-10:44:44 wrote ae_009.pth
20240907-10:44:44 epoch_duration 3min33s next_finish 10:48:17
20240907-10:44:44 wrote state.pth
20240907-10:44:44 --- epoch 23 ----------------------------------------
20240907-10:44:44 current_test_accuracies 0.1462 0.2229 0.1993 0.1708 0.1385 0.1253 0.1543 0.2015 0.1805 0.2407
20240907-10:44:44 time_train=4750 time_c_quizzes=0
20240907-10:44:44 no_c_quiz
20240907-10:44:44 training model 5 (accuracy 0.12531645596027374)
20240907-10:44:44 training model 4 (accuracy 0.13853904604911804)
20240907-10:46:48 train_loss 23 model 5 0.05294189928658306
20240907-10:46:48 train_loss 23 model 4 0.05182601510733366
20240907-10:46:50 test_loss 23 model 5 0.04763299822807312
20240907-10:46:50 test_loss 23 model 4 0.037061482388526204
20240907-10:48:07 test_accuracy 23 model 5 nb_correct 82 / 789 (10.39%)
20240907-10:48:07 test_accuracy 23 model 4 nb_correct 148 / 815 (18.16%)
20240907-10:48:08 wrote culture_prediction_0023_05.png
20240907-10:48:09 wrote culture_prediction_0023_04.png
20240907-10:48:10 wrote culture_generation_0023_05.png
20240907-10:48:10 wrote culture_generation_0023_04.png
20240907-10:48:11 wrote ae_000.pth
20240907-10:48:11 wrote ae_001.pth
20240907-10:48:12 wrote ae_002.pth
20240907-10:48:13 wrote ae_003.pth
20240907-10:48:13 wrote ae_004.pth
20240907-10:48:14 wrote ae_005.pth
20240907-10:48:15 wrote ae_006.pth
20240907-10:48:15 wrote ae_007.pth
20240907-10:48:16 wrote ae_008.pth
20240907-10:48:17 wrote ae_009.pth
20240907-10:48:17 epoch_duration 3min33s next_finish 10:51:50
20240907-10:48:17 wrote state.pth
20240907-10:48:17 --- epoch 24 ----------------------------------------
20240907-10:48:17 current_test_accuracies 0.1462 0.2229 0.1993 0.1708 0.1816 0.1039 0.1543 0.2015 0.1805 0.2407
20240907-10:48:17 time_train=4956 time_c_quizzes=0
20240907-10:48:17 no_c_quiz
20240907-10:48:17 training model 5 (accuracy 0.10392902046442032)
20240907-10:48:17 training model 0 (accuracy 0.14622056484222412)
20240907-10:50:21 train_loss 24 model 5 0.04822208025399596
20240907-10:50:21 train_loss 24 model 0 0.05212393321655691
20240907-10:50:23 test_loss 24 model 5 0.03549093825276941
20240907-10:50:23 test_loss 24 model 0 0.03542499544564635
20240907-10:51:40 test_accuracy 24 model 5 nb_correct 94 / 780 (12.05%)
20240907-10:51:40 test_accuracy 24 model 0 nb_correct 139 / 807 (17.22%)
20240907-10:51:41 wrote culture_prediction_0024_05.png
20240907-10:51:42 wrote culture_prediction_0024_00.png
20240907-10:51:43 wrote culture_generation_0024_05.png
20240907-10:51:43 wrote culture_generation_0024_00.png
20240907-10:51:44 wrote ae_000.pth
20240907-10:51:45 wrote ae_001.pth
20240907-10:51:46 wrote ae_002.pth
20240907-10:51:46 wrote ae_003.pth
20240907-10:51:47 wrote ae_004.pth
20240907-10:51:48 wrote ae_005.pth
20240907-10:51:48 wrote ae_006.pth
20240907-10:51:49 wrote ae_007.pth
20240907-10:51:50 wrote ae_008.pth
20240907-10:51:50 wrote ae_009.pth
20240907-10:51:50 epoch_duration 3min33s next_finish 10:55:24
20240907-10:51:50 wrote state.pth
20240907-10:51:50 --- epoch 25 ----------------------------------------
20240907-10:51:50 current_test_accuracies 0.1722 0.2229 0.1993 0.1708 0.1816 0.1205 0.1543 0.2015 0.1805 0.2407
20240907-10:51:50 time_train=5162 time_c_quizzes=0
20240907-10:51:50 no_c_quiz
20240907-10:51:50 training model 5 (accuracy 0.12051282078027725)
20240907-10:51:50 training model 6 (accuracy 0.15432873368263245)
20240907-10:53:55 train_loss 25 model 5 0.047478825867176055
20240907-10:53:55 train_loss 25 model 6 0.050311449381522835
20240907-10:53:57 test_loss 25 model 5 0.031404037994798274
20240907-10:53:57 test_loss 25 model 6 0.03829712981823832
20240907-10:55:14 test_accuracy 25 model 5 nb_correct 189 / 814 (23.22%)
20240907-10:55:14 test_accuracy 25 model 6 nb_correct 162 / 788 (20.56%)
20240907-10:55:16 wrote culture_prediction_0025_05.png
20240907-10:55:16 wrote culture_prediction_0025_06.png
20240907-10:55:17 wrote culture_generation_0025_05.png
20240907-10:55:17 wrote culture_generation_0025_06.png
20240907-10:55:18 wrote ae_000.pth
20240907-10:55:19 wrote ae_001.pth
20240907-10:55:19 wrote ae_002.pth
20240907-10:55:20 wrote ae_003.pth
20240907-10:55:21 wrote ae_004.pth
20240907-10:55:21 wrote ae_005.pth
20240907-10:55:22 wrote ae_006.pth
20240907-10:55:23 wrote ae_007.pth
20240907-10:55:23 wrote ae_008.pth
20240907-10:55:24 wrote ae_009.pth
20240907-10:55:24 epoch_duration 3min33s next_finish 10:58:58
20240907-10:55:24 wrote state.pth
20240907-10:55:24 --- epoch 26 ----------------------------------------
20240907-10:55:24 current_test_accuracies 0.1722 0.2229 0.1993 0.1708 0.1816 0.2322 0.2056 0.2015 0.1805 0.2407
20240907-10:55:24 time_train=5368 time_c_quizzes=0
20240907-10:55:24 no_c_quiz
20240907-10:55:24 training model 3 (accuracy 0.17082294821739197)
20240907-10:55:24 training model 0 (accuracy 0.1722428798675537)
20240907-10:57:28 train_loss 26 model 0 0.04703121082019061
20240907-10:57:29 train_loss 26 model 3 0.046636507950723174
20240907-10:57:30 test_loss 26 model 0 0.03321409341879189
20240907-10:57:30 test_loss 26 model 3 0.0318822376197204
20240907-10:58:47 test_accuracy 26 model 0 nb_correct 116 / 806 (14.39%)
20240907-10:58:47 test_accuracy 26 model 3 nb_correct 196 / 806 (24.32%)
20240907-10:58:49 wrote culture_prediction_0026_00.png
20240907-10:58:49 wrote culture_prediction_0026_03.png
20240907-10:58:50 wrote culture_generation_0026_00.png
20240907-10:58:50 wrote culture_generation_0026_03.png
20240907-10:58:51 wrote ae_000.pth
20240907-10:58:52 wrote ae_001.pth
20240907-10:58:52 wrote ae_002.pth
20240907-10:58:53 wrote ae_003.pth
20240907-10:58:54 wrote ae_004.pth
20240907-10:58:54 wrote ae_005.pth
20240907-10:58:55 wrote ae_006.pth
20240907-10:58:56 wrote ae_007.pth
20240907-10:58:56 wrote ae_008.pth
20240907-10:58:57 wrote ae_009.pth
20240907-10:58:57 epoch_duration 3min32s next_finish 11:02:30
20240907-10:58:57 wrote state.pth
20240907-10:58:57 --- epoch 27 ----------------------------------------
20240907-10:58:57 current_test_accuracies 0.1439 0.2229 0.1993 0.2432 0.1816 0.2322 0.2056 0.2015 0.1805 0.2407
20240907-10:58:57 time_train=5574 time_c_quizzes=0
20240907-10:58:57 no_c_quiz
20240907-10:58:57 training model 0 (accuracy 0.14392060041427612)
20240907-10:58:57 training model 8 (accuracy 0.18045112490653992)
20240907-11:01:02 train_loss 27 model 8 0.048260304898023604
20240907-11:01:02 train_loss 27 model 0 0.041482198858633634
20240907-11:01:03 test_loss 27 model 8 0.03627856632228941
20240907-11:01:03 test_loss 27 model 0 0.031327062845230104
20240907-11:02:20 test_accuracy 27 model 8 nb_correct 212 / 793 (26.73%)
20240907-11:02:20 test_accuracy 27 model 0 nb_correct 190 / 798 (23.81%)
20240907-11:02:22 wrote culture_prediction_0027_08.png
20240907-11:02:22 wrote culture_prediction_0027_00.png
20240907-11:02:24 wrote culture_generation_0027_08.png
20240907-11:02:24 wrote culture_generation_0027_00.png
20240907-11:02:25 wrote ae_000.pth
20240907-11:02:25 wrote ae_001.pth
20240907-11:02:26 wrote ae_002.pth
20240907-11:02:27 wrote ae_003.pth
20240907-11:02:27 wrote ae_004.pth
20240907-11:02:28 wrote ae_005.pth
20240907-11:02:29 wrote ae_006.pth
20240907-11:02:29 wrote ae_007.pth
20240907-11:02:30 wrote ae_008.pth
20240907-11:02:31 wrote ae_009.pth
20240907-11:02:31 epoch_duration 3min33s next_finish 11:06:04
20240907-11:02:31 wrote state.pth
20240907-11:02:31 --- epoch 28 ----------------------------------------
20240907-11:02:31 current_test_accuracies 0.2381 0.2229 0.1993 0.2432 0.1816 0.2322 0.2056 0.2015 0.2673 0.2407
20240907-11:02:31 time_train=5781 time_c_quizzes=0
20240907-11:02:31 no_c_quiz
20240907-11:02:31 training model 4 (accuracy 0.1815950870513916)
20240907-11:02:31 training model 2 (accuracy 0.19926199316978455)
20240907-11:04:35 train_loss 28 model 2 0.04452519021835178
20240907-11:04:35 train_loss 28 model 4 0.0483565664049238
20240907-11:04:37 test_loss 28 model 2 0.028214711626060308
20240907-11:04:37 test_loss 28 model 4 0.033561826893128456
20240907-11:05:54 test_accuracy 28 model 2 nb_correct 205 / 799 (25.66%)
20240907-11:05:54 test_accuracy 28 model 4 nb_correct 157 / 814 (19.29%)
20240907-11:05:56 wrote culture_prediction_0028_04.png
20240907-11:05:56 wrote culture_prediction_0028_02.png
20240907-11:05:58 wrote culture_generation_0028_04.png
20240907-11:05:58 wrote culture_generation_0028_02.png
20240907-11:05:59 wrote ae_000.pth
20240907-11:05:59 wrote ae_001.pth
20240907-11:06:00 wrote ae_002.pth
20240907-11:06:01 wrote ae_003.pth
20240907-11:06:01 wrote ae_004.pth
20240907-11:06:02 wrote ae_005.pth
20240907-11:06:03 wrote ae_006.pth
20240907-11:06:03 wrote ae_007.pth
20240907-11:06:04 wrote ae_008.pth
20240907-11:06:05 wrote ae_009.pth
20240907-11:06:05 epoch_duration 3min33s next_finish 11:09:39
20240907-11:06:05 wrote state.pth
20240907-11:06:05 --- epoch 29 ----------------------------------------
20240907-11:06:05 current_test_accuracies 0.2381 0.2229 0.2566 0.2432 0.1929 0.2322 0.2056 0.2015 0.2673 0.2407
20240907-11:06:05 time_train=5988 time_c_quizzes=0
20240907-11:06:05 no_c_quiz
20240907-11:06:05 training model 4 (accuracy 0.1928746998310089)
20240907-11:06:05 training model 7 (accuracy 0.20145630836486816)
20240907-11:08:09 train_loss 29 model 4 0.04666249583661556
20240907-11:08:09 train_loss 29 model 7 0.0467660620091483
20240907-11:08:11 test_loss 29 model 4 0.03349927482195199
20240907-11:08:11 test_loss 29 model 7 0.03936122111044824
20240907-11:09:27 test_accuracy 29 model 4 nb_correct 197 / 809 (24.35%)
20240907-11:09:28 wrote culture_prediction_0029_04.png
20240907-11:09:29 test_accuracy 29 model 7 nb_correct 162 / 801 (20.22%)
20240907-11:09:30 wrote culture_generation_0029_04.png
20240907-11:09:30 wrote culture_prediction_0029_07.png
20240907-11:09:31 wrote culture_generation_0029_07.png
20240907-11:09:32 wrote ae_000.pth
20240907-11:09:33 wrote ae_001.pth
20240907-11:09:33 wrote ae_002.pth
20240907-11:09:34 wrote ae_003.pth
20240907-11:09:35 wrote ae_004.pth
20240907-11:09:36 wrote ae_005.pth
20240907-11:09:36 wrote ae_006.pth
20240907-11:09:37 wrote ae_007.pth
20240907-11:09:38 wrote ae_008.pth
20240907-11:09:38 wrote ae_009.pth
20240907-11:09:38 epoch_duration 3min33s next_finish 11:13:12
20240907-11:09:38 wrote state.pth
20240907-11:09:38 --- epoch 30 ----------------------------------------
20240907-11:09:38 current_test_accuracies 0.2381 0.2229 0.2566 0.2432 0.2435 0.2322 0.2056 0.2022 0.2673 0.2407
20240907-11:09:38 time_train=6194 time_c_quizzes=0
20240907-11:09:38 no_c_quiz
20240907-11:09:38 training model 7 (accuracy 0.20224718749523163)
20240907-11:09:38 training model 6 (accuracy 0.20558375120162964)
20240907-11:11:43 train_loss 30 model 6 0.046615673401393
20240907-11:11:43 train_loss 30 model 7 0.04285862838104367
20240907-11:11:45 test_loss 30 model 6 0.03026949680643156
20240907-11:11:45 test_loss 30 model 7 0.03146064386237413
20240907-11:13:02 test_accuracy 30 model 7 nb_correct 234 / 809 (28.92%)
20240907-11:13:02 test_accuracy 30 model 6 nb_correct 196 / 784 (25.00%)
20240907-11:13:03 wrote culture_prediction_0030_07.png
20240907-11:13:03 wrote culture_prediction_0030_06.png
20240907-11:13:05 wrote culture_generation_0030_07.png
20240907-11:13:05 wrote culture_generation_0030_06.png
20240907-11:13:06 wrote ae_000.pth
20240907-11:13:06 wrote ae_001.pth
20240907-11:13:07 wrote ae_002.pth
20240907-11:13:08 wrote ae_003.pth
20240907-11:13:08 wrote ae_004.pth
20240907-11:13:09 wrote ae_005.pth
20240907-11:13:10 wrote ae_006.pth
20240907-11:13:10 wrote ae_007.pth
20240907-11:13:11 wrote ae_008.pth
20240907-11:13:12 wrote ae_009.pth
20240907-11:13:12 epoch_duration 3min33s next_finish 11:16:45
20240907-11:13:12 wrote state.pth
20240907-11:13:12 --- epoch 31 ----------------------------------------
20240907-11:13:12 current_test_accuracies 0.2381 0.2229 0.2566 0.2432 0.2435 0.2322 0.2500 0.2892 0.2673 0.2407
20240907-11:13:12 time_train=6400 time_c_quizzes=0
20240907-11:13:12 no_c_quiz
20240907-11:13:12 training model 1 (accuracy 0.22291406989097595)
20240907-11:13:12 training model 5 (accuracy 0.23218673467636108)
20240907-11:15:17 train_loss 31 model 5 0.04271423883456737
20240907-11:15:17 train_loss 31 model 1 0.051545517722144725
20240907-11:15:18 test_loss 31 model 5 0.029227091069333255
20240907-11:15:18 test_loss 31 model 1 0.041775623755529526
20240907-11:16:35 test_accuracy 31 model 5 nb_correct 169 / 800 (21.12%)
20240907-11:16:35 test_accuracy 31 model 1 nb_correct 115 / 792 (14.52%)
20240907-11:16:37 wrote culture_prediction_0031_05.png
20240907-11:16:37 wrote culture_prediction_0031_01.png
20240907-11:16:39 wrote culture_generation_0031_05.png
20240907-11:16:39 wrote culture_generation_0031_01.png
20240907-11:16:40 wrote ae_000.pth
20240907-11:16:41 wrote ae_001.pth
20240907-11:16:41 wrote ae_002.pth
20240907-11:16:42 wrote ae_003.pth
20240907-11:16:43 wrote ae_004.pth
20240907-11:16:44 wrote ae_005.pth
20240907-11:16:44 wrote ae_006.pth
20240907-11:16:45 wrote ae_007.pth
20240907-11:16:46 wrote ae_008.pth
20240907-11:16:46 wrote ae_009.pth
20240907-11:16:46 epoch_duration 3min34s next_finish 11:20:21
20240907-11:16:46 wrote state.pth
20240907-11:16:46 --- epoch 32 ----------------------------------------
20240907-11:16:46 current_test_accuracies 0.2381 0.1452 0.2566 0.2432 0.2435 0.2113 0.2500 0.2892 0.2673 0.2407
20240907-11:16:46 time_train=6607 time_c_quizzes=0
20240907-11:16:46 no_c_quiz
20240907-11:16:46 training model 1 (accuracy 0.14520202577114105)
20240907-11:16:46 training model 5 (accuracy 0.21125000715255737)
20240907-11:18:51 train_loss 32 model 5 0.0416071105110459
20240907-11:18:51 train_loss 32 model 1 0.04560621825419366
20240907-11:18:53 test_loss 32 model 5 0.029489478131290527
20240907-11:18:53 test_loss 32 model 1 0.031590388319455084
20240907-11:20:10 test_accuracy 32 model 5 nb_correct 225 / 809 (27.81%)
20240907-11:20:10 test_accuracy 32 model 1 nb_correct 136 / 809 (16.81%)
20240907-11:20:11 wrote culture_prediction_0032_05.png
20240907-11:20:12 wrote culture_prediction_0032_01.png
20240907-11:20:13 wrote culture_generation_0032_05.png
20240907-11:20:13 wrote culture_generation_0032_01.png
20240907-11:20:14 wrote ae_000.pth
20240907-11:20:15 wrote ae_001.pth
20240907-11:20:15 wrote ae_002.pth
20240907-11:20:16 wrote ae_003.pth
20240907-11:20:17 wrote ae_004.pth
20240907-11:20:17 wrote ae_005.pth
20240907-11:20:18 wrote ae_006.pth
20240907-11:20:19 wrote ae_007.pth
20240907-11:20:20 wrote ae_008.pth
20240907-11:20:20 wrote ae_009.pth
20240907-11:20:20 epoch_duration 3min34s next_finish 11:23:54
20240907-11:20:20 wrote state.pth
20240907-11:20:20 --- epoch 33 ----------------------------------------
20240907-11:20:20 current_test_accuracies 0.2381 0.1681 0.2566 0.2432 0.2435 0.2781 0.2500 0.2892 0.2673 0.2407
20240907-11:20:20 time_train=6813 time_c_quizzes=0
20240907-11:20:20 no_c_quiz
20240907-11:20:20 training model 1 (accuracy 0.1681087762117386)
20240907-11:20:20 training model 0 (accuracy 0.2380952388048172)
20240907-11:22:25 train_loss 33 model 1 0.043655942865647376
20240907-11:22:25 train_loss 33 model 0 0.038896987545304
20240907-11:22:27 test_loss 33 model 1 0.03269515302963555
20240907-11:22:27 test_loss 33 model 0 0.027594470197800546
20240907-11:23:43 test_accuracy 33 model 0 nb_correct 281 / 815 (34.48%)
20240907-11:23:44 wrote culture_prediction_0033_00.png
20240907-11:23:45 test_accuracy 33 model 1 nb_correct 177 / 798 (22.18%)
20240907-11:23:46 wrote culture_generation_0033_00.png
20240907-11:23:46 wrote culture_prediction_0033_01.png
20240907-11:23:47 wrote culture_generation_0033_01.png
20240907-11:23:48 wrote ae_000.pth
20240907-11:23:49 wrote ae_001.pth
20240907-11:23:49 wrote ae_002.pth
20240907-11:23:50 wrote ae_003.pth
20240907-11:23:51 wrote ae_004.pth
20240907-11:23:51 wrote ae_005.pth
20240907-11:23:52 wrote ae_006.pth
20240907-11:23:53 wrote ae_007.pth
20240907-11:23:53 wrote ae_008.pth
20240907-11:23:54 wrote ae_009.pth
20240907-11:23:54 epoch_duration 3min33s next_finish 11:27:28
20240907-11:23:54 wrote state.pth
20240907-11:23:54 --- epoch 34 ----------------------------------------
20240907-11:23:54 current_test_accuracies 0.3448 0.2218 0.2566 0.2432 0.2435 0.2781 0.2500 0.2892 0.2673 0.2407
20240907-11:23:54 time_train=7019 time_c_quizzes=0
20240907-11:23:54 no_c_quiz
20240907-11:23:54 training model 1 (accuracy 0.22180451452732086)
20240907-11:23:54 training model 9 (accuracy 0.2406947910785675)
20240907-11:25:59 train_loss 34 model 1 0.03993822636269033
20240907-11:25:59 train_loss 34 model 9 0.04134275493957102
20240907-11:26:00 test_loss 34 model 1 0.02644299282692373
20240907-11:26:00 test_loss 34 model 9 0.02666100434726104
20240907-11:27:17 test_accuracy 34 model 1 nb_correct 230 / 800 (28.75%)
20240907-11:27:18 test_accuracy 34 model 9 nb_correct 223 / 813 (27.43%)
20240907-11:27:19 wrote culture_prediction_0034_01.png
20240907-11:27:19 wrote culture_prediction_0034_09.png
20240907-11:27:20 wrote culture_generation_0034_01.png
20240907-11:27:21 wrote culture_generation_0034_09.png
20240907-11:27:21 wrote ae_000.pth
20240907-11:27:22 wrote ae_001.pth
20240907-11:27:23 wrote ae_002.pth
20240907-11:27:23 wrote ae_003.pth
20240907-11:27:24 wrote ae_004.pth
20240907-11:27:25 wrote ae_005.pth
20240907-11:27:26 wrote ae_006.pth
20240907-11:27:26 wrote ae_007.pth
20240907-11:27:27 wrote ae_008.pth
20240907-11:27:28 wrote ae_009.pth
20240907-11:27:28 epoch_duration 3min33s next_finish 11:31:01
20240907-11:27:28 wrote state.pth
20240907-11:27:28 --- epoch 35 ----------------------------------------
20240907-11:27:28 current_test_accuracies 0.3448 0.2875 0.2566 0.2432 0.2435 0.2781 0.2500 0.2892 0.2673 0.2743
20240907-11:27:28 time_train=7225 time_c_quizzes=0
20240907-11:27:28 no_c_quiz
20240907-11:27:28 training model 3 (accuracy 0.2431761771440506)
20240907-11:27:28 training model 4 (accuracy 0.24351049959659576)
20240907-11:29:33 train_loss 35 model 3 0.043124732412397865
20240907-11:29:33 train_loss 35 model 4 0.040785055002197625
20240907-11:29:34 test_loss 35 model 3 0.028730392316356303
20240907-11:29:34 test_loss 35 model 4 0.028023186535574496
20240907-11:30:51 test_accuracy 35 model 3 nb_correct 203 / 784 (25.89%)
20240907-11:30:52 test_accuracy 35 model 4 nb_correct 242 / 802 (30.17%)
20240907-11:30:53 wrote culture_prediction_0035_03.png
20240907-11:30:53 wrote culture_prediction_0035_04.png
20240907-11:30:54 wrote culture_generation_0035_03.png
20240907-11:30:55 wrote culture_generation_0035_04.png
20240907-11:30:55 wrote ae_000.pth
20240907-11:30:56 wrote ae_001.pth
20240907-11:30:57 wrote ae_002.pth
20240907-11:30:58 wrote ae_003.pth
20240907-11:30:58 wrote ae_004.pth
20240907-11:30:59 wrote ae_005.pth
20240907-11:31:00 wrote ae_006.pth
20240907-11:31:00 wrote ae_007.pth
20240907-11:31:01 wrote ae_008.pth
20240907-11:31:02 wrote ae_009.pth
20240907-11:31:02 epoch_duration 3min34s next_finish 11:34:36
20240907-11:31:02 wrote state.pth
20240907-11:31:02 --- epoch 36 ----------------------------------------
20240907-11:31:02 current_test_accuracies 0.3448 0.2875 0.2566 0.2589 0.3017 0.2781 0.2500 0.2892 0.2673 0.2743
20240907-11:31:02 time_train=7431 time_c_quizzes=0
20240907-11:31:02 no_c_quiz
20240907-11:31:02 training model 6 (accuracy 0.25)
20240907-11:31:02 training model 2 (accuracy 0.2565707266330719)
20240907-11:33:06 train_loss 36 model 2 0.0410415973989293
20240907-11:33:06 train_loss 36 model 6 0.04060792110487819
20240907-11:33:08 test_loss 36 model 2 0.036040803277865054
20240907-11:33:08 test_loss 36 model 6 0.026345526590012013
20240907-11:34:25 test_accuracy 36 model 2 nb_correct 190 / 797 (23.84%)
20240907-11:34:25 test_accuracy 36 model 6 nb_correct 225 / 793 (28.37%)
20240907-11:34:27 wrote culture_prediction_0036_02.png
20240907-11:34:27 wrote culture_prediction_0036_06.png
20240907-11:34:29 wrote culture_generation_0036_06.png
20240907-11:34:29 wrote culture_generation_0036_02.png
20240907-11:34:30 wrote ae_000.pth
20240907-11:34:30 wrote ae_001.pth
20240907-11:34:31 wrote ae_002.pth
20240907-11:34:32 wrote ae_003.pth
20240907-11:34:32 wrote ae_004.pth
20240907-11:34:33 wrote ae_005.pth
20240907-11:34:34 wrote ae_006.pth
20240907-11:34:34 wrote ae_007.pth
20240907-11:34:35 wrote ae_008.pth
20240907-11:34:36 wrote ae_009.pth
20240907-11:34:36 epoch_duration 3min33s next_finish 11:38:09
20240907-11:34:36 wrote state.pth
20240907-11:34:36 --- epoch 37 ----------------------------------------
20240907-11:34:36 current_test_accuracies 0.3448 0.2875 0.2384 0.2589 0.3017 0.2781 0.2837 0.2892 0.2673 0.2743
20240907-11:34:36 time_train=7638 time_c_quizzes=0
20240907-11:34:36 no_c_quiz
20240907-11:34:36 training model 2 (accuracy 0.23839397728443146)
20240907-11:34:36 training model 3 (accuracy 0.2589285671710968)
20240907-11:36:40 train_loss 37 model 3 0.03844884283700958
20240907-11:36:41 train_loss 37 model 2 0.03763879556953907
20240907-11:36:42 test_loss 37 model 3 0.026135696040000767
20240907-11:36:42 test_loss 37 model 2 0.02289256271906197
20240907-11:37:59 test_accuracy 37 model 3 nb_correct 266 / 801 (33.21%)
20240907-11:37:59 test_accuracy 37 model 2 nb_correct 238 / 805 (29.57%)
20240907-11:38:01 wrote culture_prediction_0037_03.png
20240907-11:38:01 wrote culture_prediction_0037_02.png
20240907-11:38:02 wrote culture_generation_0037_03.png
20240907-11:38:03 wrote culture_generation_0037_02.png
20240907-11:38:03 wrote ae_000.pth
20240907-11:38:04 wrote ae_001.pth
20240907-11:38:05 wrote ae_002.pth
20240907-11:38:05 wrote ae_003.pth
20240907-11:38:06 wrote ae_004.pth
20240907-11:38:07 wrote ae_005.pth
20240907-11:38:07 wrote ae_006.pth
20240907-11:38:08 wrote ae_007.pth
20240907-11:38:08 wrote ae_008.pth
20240907-11:38:09 wrote ae_009.pth
20240907-11:38:09 epoch_duration 3min33s next_finish 11:41:43
20240907-11:38:09 wrote state.pth
20240907-11:38:09 --- epoch 38 ----------------------------------------
20240907-11:38:09 current_test_accuracies 0.3448 0.2875 0.2957 0.3321 0.3017 0.2781 0.2837 0.2892 0.2673 0.2743
20240907-11:38:09 time_train=7844 time_c_quizzes=0
20240907-11:38:09 no_c_quiz
20240907-11:38:09 training model 8 (accuracy 0.26733922958374023)
20240907-11:38:09 training model 9 (accuracy 0.2742927372455597)
20240907-11:40:14 train_loss 38 model 9 0.03811515845824033
20240907-11:40:14 train_loss 38 model 8 0.04446001752000302
20240907-11:40:16 test_loss 38 model 9 0.02344573480077088
20240907-11:40:16 test_loss 38 model 8 0.03260970979463309
20240907-11:41:32 test_accuracy 38 model 9 nb_correct 283 / 825 (34.30%)
20240907-11:41:33 test_accuracy 38 model 8 nb_correct 186 / 789 (23.57%)
20240907-11:41:33 wrote culture_prediction_0038_09.png
20240907-11:41:35 wrote culture_prediction_0038_08.png
20240907-11:41:35 wrote culture_generation_0038_09.png
20240907-11:41:36 wrote culture_generation_0038_08.png
20240907-11:41:37 wrote ae_000.pth
20240907-11:41:37 wrote ae_001.pth
20240907-11:41:38 wrote ae_002.pth
20240907-11:41:39 wrote ae_003.pth
20240907-11:41:39 wrote ae_004.pth
20240907-11:41:40 wrote ae_005.pth
20240907-11:41:41 wrote ae_006.pth
20240907-11:41:41 wrote ae_007.pth
20240907-11:41:42 wrote ae_008.pth
20240907-11:41:43 wrote ae_009.pth
20240907-11:41:43 epoch_duration 3min33s next_finish 11:45:16
20240907-11:41:43 wrote state.pth
20240907-11:41:43 --- epoch 39 ----------------------------------------
20240907-11:41:43 current_test_accuracies 0.3448 0.2875 0.2957 0.3321 0.3017 0.2781 0.2837 0.2892 0.2357 0.3430
20240907-11:41:43 time_train=8050 time_c_quizzes=0
20240907-11:41:43 no_c_quiz
20240907-11:41:43 training model 8 (accuracy 0.23574145138263702)
20240907-11:41:43 training model 5 (accuracy 0.27812114357948303)
20240907-11:43:48 train_loss 39 model 8 0.041156739331781864
20240907-11:43:48 train_loss 39 model 5 0.03756575987115502
20240907-11:43:49 test_loss 39 model 8 0.031100157275795938
20240907-11:43:49 test_loss 39 model 5 0.026181598391849546
20240907-11:45:06 test_accuracy 39 model 8 nb_correct 209 / 792 (26.39%)
20240907-11:45:07 test_accuracy 39 model 5 nb_correct 257 / 788 (32.61%)
20240907-11:45:08 wrote culture_prediction_0039_08.png
20240907-11:45:08 wrote culture_prediction_0039_05.png
20240907-11:45:10 wrote culture_generation_0039_08.png
20240907-11:45:10 wrote culture_generation_0039_05.png
20240907-11:45:11 wrote ae_000.pth
20240907-11:45:11 wrote ae_001.pth
20240907-11:45:12 wrote ae_002.pth
20240907-11:45:13 wrote ae_003.pth
20240907-11:45:13 wrote ae_004.pth
20240907-11:45:14 wrote ae_005.pth
20240907-11:45:15 wrote ae_006.pth
20240907-11:45:15 wrote ae_007.pth
20240907-11:45:16 wrote ae_008.pth
20240907-11:45:17 wrote ae_009.pth
20240907-11:45:17 epoch_duration 3min34s next_finish 11:48:51
20240907-11:45:17 wrote state.pth
20240907-11:45:17 --- epoch 40 ----------------------------------------
20240907-11:45:17 current_test_accuracies 0.3448 0.2875 0.2957 0.3321 0.3017 0.3261 0.2837 0.2892 0.2639 0.3430
20240907-11:45:17 time_train=8257 time_c_quizzes=0
20240907-11:45:17 no_c_quiz
20240907-11:45:17 training model 8 (accuracy 0.2638888955116272)
20240907-11:45:17 training model 6 (accuracy 0.28373265266418457)
20240907-11:47:21 train_loss 40 model 8 0.03784255888545886
20240907-11:47:22 train_loss 40 model 6 0.039635381884872915
20240907-11:47:23 test_loss 40 model 8 0.0284713365836069
20240907-11:47:23 test_loss 40 model 6 0.029626513668335974
20240907-11:48:40 test_accuracy 40 model 8 nb_correct 232 / 777 (29.86%)
20240907-11:48:40 test_accuracy 40 model 6 nb_correct 274 / 786 (34.86%)
20240907-11:48:42 wrote culture_prediction_0040_08.png
20240907-11:48:42 wrote culture_prediction_0040_06.png
20240907-11:48:43 wrote culture_generation_0040_08.png
20240907-11:48:44 wrote culture_generation_0040_06.png
20240907-11:48:44 wrote ae_000.pth
20240907-11:48:45 wrote ae_001.pth
20240907-11:48:46 wrote ae_002.pth
20240907-11:48:46 wrote ae_003.pth
20240907-11:48:47 wrote ae_004.pth
20240907-11:48:48 wrote ae_005.pth
20240907-11:48:48 wrote ae_006.pth
20240907-11:48:49 wrote ae_007.pth
20240907-11:48:50 wrote ae_008.pth
20240907-11:48:51 wrote ae_009.pth
20240907-11:48:51 epoch_duration 3min34s next_finish 11:52:25
20240907-11:48:51 wrote state.pth
20240907-11:48:51 --- epoch 41 ----------------------------------------
20240907-11:48:51 current_test_accuracies 0.3448 0.2875 0.2957 0.3321 0.3017 0.3261 0.3486 0.2892 0.2986 0.3430
20240907-11:48:51 time_train=8463 time_c_quizzes=0
20240907-11:48:51 no_c_quiz
20240907-11:48:51 training model 1 (accuracy 0.2874999940395355)
20240907-11:48:51 training model 7 (accuracy 0.28924599289894104)
20240907-11:50:56 train_loss 41 model 1 0.036596951205749066
20240907-11:50:56 train_loss 41 model 7 0.03912603303650394
20240907-11:50:57 test_loss 41 model 1 0.028089780418667942
20240907-11:50:57 test_loss 41 model 7 0.02973596486262977
20240907-11:52:14 test_accuracy 41 model 1 nb_correct 230 / 796 (28.89%)
20240907-11:52:14 test_accuracy 41 model 7 nb_correct 251 / 797 (31.49%)
20240907-11:52:16 wrote culture_prediction_0041_01.png
20240907-11:52:16 wrote culture_prediction_0041_07.png
20240907-11:52:17 wrote culture_generation_0041_01.png
20240907-11:52:17 wrote culture_generation_0041_07.png
20240907-11:52:18 wrote ae_000.pth
20240907-11:52:19 wrote ae_001.pth
20240907-11:52:20 wrote ae_002.pth
20240907-11:52:20 wrote ae_003.pth
20240907-11:52:21 wrote ae_004.pth
20240907-11:52:22 wrote ae_005.pth
20240907-11:52:22 wrote ae_006.pth
20240907-11:52:23 wrote ae_007.pth
20240907-11:52:24 wrote ae_008.pth
20240907-11:52:24 wrote ae_009.pth
20240907-11:52:24 epoch_duration 3min33s next_finish 11:55:58
20240907-11:52:24 wrote state.pth
20240907-11:52:24 --- epoch 42 ----------------------------------------
20240907-11:52:24 current_test_accuracies 0.3448 0.2889 0.2957 0.3321 0.3017 0.3261 0.3486 0.3149 0.2986 0.3430
20240907-11:52:24 time_train=8669 time_c_quizzes=0
20240907-11:52:24 no_c_quiz
20240907-11:52:24 training model 1 (accuracy 0.28894472122192383)
20240907-11:52:24 training model 2 (accuracy 0.2956521809101105)
20240907-11:54:30 train_loss 42 model 1 0.03411539890849963
20240907-11:54:30 train_loss 42 model 2 0.0345017702030018
20240907-11:54:31 test_loss 42 model 1 0.027214915200602263
20240907-11:54:31 test_loss 42 model 2 0.02836453733034432
20240907-11:55:48 test_accuracy 42 model 1 nb_correct 228 / 797 (28.61%)
20240907-11:55:49 test_accuracy 42 model 2 nb_correct 206 / 790 (26.08%)
20240907-11:55:50 wrote culture_prediction_0042_01.png
20240907-11:55:50 wrote culture_prediction_0042_02.png
20240907-11:55:51 wrote culture_generation_0042_01.png
20240907-11:55:52 wrote culture_generation_0042_02.png
20240907-11:55:52 wrote ae_000.pth
20240907-11:55:53 wrote ae_001.pth
20240907-11:55:54 wrote ae_002.pth
20240907-11:55:54 wrote ae_003.pth
20240907-11:55:55 wrote ae_004.pth
20240907-11:55:56 wrote ae_005.pth
20240907-11:55:56 wrote ae_006.pth
20240907-11:55:57 wrote ae_007.pth
20240907-11:55:58 wrote ae_008.pth
20240907-11:55:58 wrote ae_009.pth
20240907-11:55:58 epoch_duration 3min33s next_finish 11:59:32
20240907-11:55:58 wrote state.pth
20240907-11:55:58 --- epoch 43 ----------------------------------------
20240907-11:55:58 current_test_accuracies 0.3448 0.2861 0.2608 0.3321 0.3017 0.3261 0.3486 0.3149 0.2986 0.3430
20240907-11:55:58 time_train=8876 time_c_quizzes=0
20240907-11:55:58 no_c_quiz
20240907-11:55:58 training model 2 (accuracy 0.26075950264930725)
20240907-11:55:58 training model 1 (accuracy 0.2860727608203888)
20240907-11:58:03 train_loss 43 model 2 0.03526165560260415
20240907-11:58:03 train_loss 43 model 1 0.033635069524869325
20240907-11:58:05 test_loss 43 model 2 0.02291059719864279
20240907-11:58:05 test_loss 43 model 1 0.022220943367574363
20240907-11:59:22 test_accuracy 43 model 1 nb_correct 297 / 797 (37.26%)
20240907-11:59:22 test_accuracy 43 model 2 nb_correct 254 / 778 (32.65%)
20240907-11:59:23 wrote culture_prediction_0043_01.png
20240907-11:59:23 wrote culture_prediction_0043_02.png
20240907-11:59:25 wrote culture_generation_0043_01.png
20240907-11:59:25 wrote culture_generation_0043_02.png
20240907-11:59:26 wrote ae_000.pth
20240907-11:59:26 wrote ae_001.pth
20240907-11:59:27 wrote ae_002.pth
20240907-11:59:28 wrote ae_003.pth
20240907-11:59:28 wrote ae_004.pth
20240907-11:59:29 wrote ae_005.pth
20240907-11:59:30 wrote ae_006.pth
20240907-11:59:30 wrote ae_007.pth
20240907-11:59:31 wrote ae_008.pth
20240907-11:59:32 wrote ae_009.pth
20240907-11:59:32 epoch_duration 3min33s next_finish 12:03:05
20240907-11:59:32 wrote state.pth
20240907-11:59:32 --- epoch 44 ----------------------------------------
20240907-11:59:32 current_test_accuracies 0.3448 0.3726 0.3265 0.3321 0.3017 0.3261 0.3486 0.3149 0.2986 0.3430
20240907-11:59:32 time_train=9082 time_c_quizzes=0
20240907-11:59:32 no_c_quiz
20240907-11:59:32 training model 8 (accuracy 0.29858431220054626)
20240907-11:59:32 training model 4 (accuracy 0.30174562335014343)
20240907-12:01:36 train_loss 44 model 4 0.038820022432133554
20240907-12:01:36 train_loss 44 model 8 0.03397311715548858
20240907-12:01:38 test_loss 44 model 4 0.025974448560737072
20240907-12:01:38 test_loss 44 model 8 0.02605205859290436
20240907-12:02:55 test_accuracy 44 model 4 nb_correct 255 / 784 (32.53%)
20240907-12:02:55 test_accuracy 44 model 8 nb_correct 250 / 815 (30.67%)
20240907-12:02:57 wrote culture_prediction_0044_04.png
20240907-12:02:57 wrote culture_prediction_0044_08.png
20240907-12:02:58 wrote culture_generation_0044_04.png
20240907-12:02:59 wrote culture_generation_0044_08.png
20240907-12:02:59 wrote ae_000.pth
20240907-12:03:00 wrote ae_001.pth
20240907-12:03:01 wrote ae_002.pth
20240907-12:03:01 wrote ae_003.pth
20240907-12:03:02 wrote ae_004.pth
20240907-12:03:03 wrote ae_005.pth
20240907-12:03:03 wrote ae_006.pth
20240907-12:03:04 wrote ae_007.pth
20240907-12:03:05 wrote ae_008.pth
20240907-12:03:05 wrote ae_009.pth
20240907-12:03:05 epoch_duration 3min33s next_finish 12:06:39
20240907-12:03:05 wrote state.pth
20240907-12:03:05 --- epoch 45 ----------------------------------------
20240907-12:03:05 current_test_accuracies 0.3448 0.3726 0.3265 0.3321 0.3253 0.3261 0.3486 0.3149 0.3067 0.3430
20240907-12:03:05 time_train=9288 time_c_quizzes=0
20240907-12:03:05 no_c_quiz
20240907-12:03:05 training model 8 (accuracy 0.30674847960472107)
20240907-12:03:05 training model 7 (accuracy 0.3149310052394867)
20240907-12:05:10 train_loss 45 model 8 0.03233394985785708
20240907-12:05:10 train_loss 45 model 7 0.036456935036927464
20240907-12:05:12 test_loss 45 model 8 0.018854696955531835
20240907-12:05:12 test_loss 45 model 7 0.027851958759129047
20240907-12:06:26 test_accuracy 45 model 8 nb_correct 309 / 804 (38.43%)
20240907-12:06:27 wrote culture_prediction_0045_08.png
20240907-12:06:28 wrote culture_generation_0045_08.png
20240907-12:06:29 test_accuracy 45 model 7 nb_correct 251 / 800 (31.38%)
20240907-12:06:30 wrote culture_prediction_0045_07.png
20240907-12:06:31 wrote culture_generation_0045_07.png
20240907-12:06:32 wrote ae_000.pth
20240907-12:06:33 wrote ae_001.pth
20240907-12:06:34 wrote ae_002.pth
20240907-12:06:34 wrote ae_003.pth
20240907-12:06:35 wrote ae_004.pth
20240907-12:06:36 wrote ae_005.pth
20240907-12:06:37 wrote ae_006.pth
20240907-12:06:37 wrote ae_007.pth
20240907-12:06:38 wrote ae_008.pth
20240907-12:06:39 wrote ae_009.pth
20240907-12:06:39 epoch_duration 3min33s next_finish 12:10:12
20240907-12:06:39 wrote state.pth
20240907-12:06:39 --- epoch 46 ----------------------------------------
20240907-12:06:39 current_test_accuracies 0.3448 0.3726 0.3265 0.3321 0.3253 0.3261 0.3486 0.3137 0.3843 0.3430
20240907-12:06:39 time_train=9493 time_c_quizzes=0
20240907-12:06:39 no_c_quiz
20240907-12:06:39 training model 7 (accuracy 0.3137499988079071)
20240907-12:06:39 training model 4 (accuracy 0.3252550959587097)
20240907-12:08:43 train_loss 46 model 4 0.03600764617603272
20240907-12:08:43 train_loss 46 model 7 0.03419098977698013
20240907-12:08:45 test_loss 46 model 4 0.029267840390093624
20240907-12:08:45 test_loss 46 model 7 0.020037431502714753
20240907-12:10:02 test_accuracy 46 model 7 nb_correct 244 / 779 (31.32%)
20240907-12:10:02 test_accuracy 46 model 4 nb_correct 239 / 791 (30.21%)
20240907-12:10:03 wrote culture_prediction_0046_07.png
20240907-12:10:04 wrote culture_prediction_0046_04.png
20240907-12:10:05 wrote culture_generation_0046_07.png
20240907-12:10:05 wrote culture_generation_0046_04.png
20240907-12:10:06 wrote ae_000.pth
20240907-12:10:06 wrote ae_001.pth
20240907-12:10:07 wrote ae_002.pth
20240907-12:10:08 wrote ae_003.pth
20240907-12:10:08 wrote ae_004.pth
20240907-12:10:09 wrote ae_005.pth
20240907-12:10:10 wrote ae_006.pth
20240907-12:10:10 wrote ae_007.pth
20240907-12:10:11 wrote ae_008.pth
20240907-12:10:12 wrote ae_009.pth
20240907-12:10:12 epoch_duration 3min33s next_finish 12:13:45
20240907-12:10:12 wrote state.pth
20240907-12:10:12 --- epoch 47 ----------------------------------------
20240907-12:10:12 current_test_accuracies 0.3448 0.3726 0.3265 0.3321 0.3021 0.3261 0.3486 0.3132 0.3843 0.3430
20240907-12:10:12 time_train=9699 time_c_quizzes=0
20240907-12:10:12 no_c_quiz
20240907-12:10:12 training model 4 (accuracy 0.3021491765975952)
20240907-12:10:12 training model 7 (accuracy 0.31322208046913147)
20240907-12:12:17 train_loss 47 model 7 0.03374126180913299
20240907-12:12:17 train_loss 47 model 4 0.0342609715051949
20240907-12:12:18 test_loss 47 model 7 0.024902335717342794
20240907-12:12:18 test_loss 47 model 4 0.023903497972059994
20240907-12:13:33 test_accuracy 47 model 7 nb_correct 257 / 801 (32.08%)
20240907-12:13:34 wrote culture_prediction_0047_07.png
20240907-12:13:35 wrote culture_generation_0047_07.png
20240907-12:13:36 test_accuracy 47 model 4 nb_correct 256 / 779 (32.86%)
20240907-12:13:37 wrote culture_prediction_0047_04.png
20240907-12:13:39 wrote culture_generation_0047_04.png
20240907-12:13:39 wrote ae_000.pth
20240907-12:13:40 wrote ae_001.pth
20240907-12:13:41 wrote ae_002.pth
20240907-12:13:41 wrote ae_003.pth
20240907-12:13:42 wrote ae_004.pth
20240907-12:13:43 wrote ae_005.pth
20240907-12:13:43 wrote ae_006.pth
20240907-12:13:44 wrote ae_007.pth
20240907-12:13:45 wrote ae_008.pth
20240907-12:13:45 wrote ae_009.pth
20240907-12:13:45 epoch_duration 3min33s next_finish 12:17:19
20240907-12:13:45 wrote state.pth
20240907-12:13:45 --- epoch 48 ----------------------------------------
20240907-12:13:45 current_test_accuracies 0.3448 0.3726 0.3265 0.3321 0.3286 0.3261 0.3486 0.3208 0.3843 0.3430
20240907-12:13:45 time_train=9905 time_c_quizzes=0
20240907-12:13:45 no_c_quiz
20240907-12:13:45 training model 7 (accuracy 0.3208489418029785)
20240907-12:13:45 training model 5 (accuracy 0.3261421322822571)
20240907-12:15:50 train_loss 48 model 5 0.035948114022612575
20240907-12:15:50 train_loss 48 model 7 0.03150419557676651
20240907-12:15:52 test_loss 48 model 5 0.03040333781391382
20240907-12:15:52 test_loss 48 model 7 0.023182405822444706
20240907-12:17:09 test_accuracy 48 model 5 nb_correct 245 / 809 (30.28%)
20240907-12:17:09 test_accuracy 48 model 7 nb_correct 282 / 796 (35.43%)
20240907-12:17:11 wrote culture_prediction_0048_05.png
20240907-12:17:11 wrote culture_prediction_0048_07.png
20240907-12:17:12 wrote culture_generation_0048_05.png
20240907-12:17:12 wrote culture_generation_0048_07.png
20240907-12:17:13 wrote ae_000.pth
20240907-12:17:14 wrote ae_001.pth
20240907-12:17:15 wrote ae_002.pth
20240907-12:17:15 wrote ae_003.pth
20240907-12:17:16 wrote ae_004.pth
20240907-12:17:17 wrote ae_005.pth
20240907-12:17:17 wrote ae_006.pth
20240907-12:17:18 wrote ae_007.pth
20240907-12:17:19 wrote ae_008.pth
20240907-12:17:19 wrote ae_009.pth
20240907-12:17:19 epoch_duration 3min33s next_finish 12:20:53
20240907-12:17:19 wrote state.pth
20240907-12:17:19 --- epoch 49 ----------------------------------------
20240907-12:17:19 current_test_accuracies 0.3448 0.3726 0.3265 0.3321 0.3286 0.3028 0.3486 0.3543 0.3843 0.3430
20240907-12:17:19 time_train=10111 time_c_quizzes=0
20240907-12:17:19 no_c_quiz
20240907-12:17:19 training model 5 (accuracy 0.30284300446510315)
20240907-12:17:19 training model 2 (accuracy 0.32647815346717834)
20240907-12:19:24 train_loss 49 model 2 0.032279106935719025
20240907-12:19:24 train_loss 49 model 5 0.03447393302991986
20240907-12:19:26 test_loss 49 model 2 0.021451600827276707
20240907-12:19:26 test_loss 49 model 5 0.024021588859613984
20240907-12:20:41 test_accuracy 49 model 2 nb_correct 310 / 804 (38.56%)
20240907-12:20:42 wrote culture_prediction_0049_02.png
20240907-12:20:44 wrote culture_generation_0049_02.png
20240907-12:20:44 test_accuracy 49 model 5 nb_correct 292 / 783 (37.29%)
20240907-12:20:45 wrote culture_prediction_0049_05.png
20240907-12:20:46 wrote culture_generation_0049_05.png
20240907-12:20:47 wrote ae_000.pth
20240907-12:20:47 wrote ae_001.pth
20240907-12:20:48 wrote ae_002.pth
20240907-12:20:49 wrote ae_003.pth
20240907-12:20:49 wrote ae_004.pth
20240907-12:20:50 wrote ae_005.pth
20240907-12:20:51 wrote ae_006.pth
20240907-12:20:51 wrote ae_007.pth
20240907-12:20:52 wrote ae_008.pth
20240907-12:20:53 wrote ae_009.pth
20240907-12:20:53 epoch_duration 3min33s next_finish 12:24:26
20240907-12:20:53 wrote state.pth
20240907-12:20:53 --- epoch 50 ----------------------------------------
20240907-12:20:53 current_test_accuracies 0.3448 0.3726 0.3856 0.3321 0.3286 0.3729 0.3486 0.3543 0.3843 0.3430
20240907-12:20:53 time_train=10317 time_c_quizzes=0
20240907-12:20:53 no_c_quiz
20240907-12:20:53 training model 4 (accuracy 0.32862645387649536)
20240907-12:20:53 training model 3 (accuracy 0.33208489418029785)
20240907-12:22:57 train_loss 50 model 4 0.03201195263164118
20240907-12:22:57 train_loss 50 model 3 0.0357575155608356
20240907-12:22:59 test_loss 50 model 4 0.020707996317651124
20240907-12:22:59 test_loss 50 model 3 0.03134121181210503
20240907-12:24:16 test_accuracy 50 model 4 nb_correct 269 / 791 (34.01%)
20240907-12:24:16 test_accuracy 50 model 3 nb_correct 247 / 798 (30.95%)
20240907-12:24:17 wrote ae_000.pth
20240907-12:24:17 wrote ae_001.pth
20240907-12:24:18 wrote ae_002.pth
20240907-12:24:19 wrote ae_003.pth
20240907-12:24:19 wrote ae_004.pth
20240907-12:24:20 wrote ae_005.pth
20240907-12:24:21 wrote ae_006.pth
20240907-12:24:21 wrote ae_007.pth
20240907-12:24:22 wrote ae_008.pth
20240907-12:24:23 wrote ae_009.pth
20240907-12:24:23 epoch_duration 3min30s next_finish 12:27:53
20240907-12:24:23 wrote state.pth
20240907-12:24:23 --- epoch 51 ----------------------------------------
20240907-12:24:23 current_test_accuracies 0.3448 0.3726 0.3856 0.3095 0.3401 0.3729 0.3486 0.3543 0.3843 0.3430
20240907-12:24:23 time_train=10520 time_c_quizzes=0
20240907-12:24:23 no_c_quiz
20240907-12:24:23 training model 3 (accuracy 0.3095238208770752)
20240907-12:24:23 training model 4 (accuracy 0.34007585048675537)
20240907-12:26:28 train_loss 51 model 3 0.03419580801646225
20240907-12:26:28 train_loss 51 model 4 0.031354773862753066
20240907-12:26:30 test_loss 51 model 3 0.0247964869835414
20240907-12:26:30 test_loss 51 model 4 0.022391490102745593
20240907-12:27:46 test_accuracy 51 model 3 nb_correct 256 / 799 (32.04%)
20240907-12:27:46 test_accuracy 51 model 4 nb_correct 282 / 818 (34.47%)
20240907-12:27:47 wrote ae_000.pth
20240907-12:27:48 wrote ae_001.pth
20240907-12:27:49 wrote ae_002.pth
20240907-12:27:49 wrote ae_003.pth
20240907-12:27:50 wrote ae_004.pth
20240907-12:27:51 wrote ae_005.pth
20240907-12:27:52 wrote ae_006.pth
20240907-12:27:52 wrote ae_007.pth
20240907-12:27:53 wrote ae_008.pth
20240907-12:27:54 wrote ae_009.pth
20240907-12:27:54 epoch_duration 3min30s next_finish 12:31:24
20240907-12:27:54 wrote state.pth
20240907-12:27:54 --- epoch 52 ----------------------------------------
20240907-12:27:54 current_test_accuracies 0.3448 0.3726 0.3856 0.3204 0.3447 0.3729 0.3486 0.3543 0.3843 0.3430
20240907-12:27:54 time_train=10723 time_c_quizzes=0
20240907-12:27:54 no_c_quiz
20240907-12:27:54 training model 3 (accuracy 0.32040050625801086)
20240907-12:27:54 training model 9 (accuracy 0.34303030371665955)
20240907-12:29:58 train_loss 52 model 3 0.03114810577314347
20240907-12:29:58 train_loss 52 model 9 0.0351810674960725
20240907-12:30:00 test_loss 52 model 3 0.024250786926131696
20240907-12:30:00 test_loss 52 model 9 0.022442644444527104
20240907-12:31:15 test_accuracy 52 model 9 nb_correct 302 / 790 (38.23%)
20240907-12:31:16 test_accuracy 52 model 3 nb_correct 256 / 809 (31.64%)
20240907-12:31:17 wrote ae_000.pth
20240907-12:31:18 wrote ae_001.pth
20240907-12:31:18 wrote ae_002.pth
20240907-12:31:19 wrote ae_003.pth
20240907-12:31:20 wrote ae_004.pth
20240907-12:31:20 wrote ae_005.pth
20240907-12:31:21 wrote ae_006.pth
20240907-12:31:22 wrote ae_007.pth
20240907-12:31:23 wrote ae_008.pth
20240907-12:31:23 wrote ae_009.pth
20240907-12:31:23 epoch_duration 3min29s next_finish 12:34:53
20240907-12:31:23 wrote state.pth
20240907-12:31:23 --- epoch 53 ----------------------------------------
20240907-12:31:23 current_test_accuracies 0.3448 0.3726 0.3856 0.3164 0.3447 0.3729 0.3486 0.3543 0.3843 0.3823
20240907-12:31:23 time_train=10925 time_c_quizzes=0
20240907-12:31:23 no_c_quiz
20240907-12:31:23 training model 3 (accuracy 0.31644004583358765)
20240907-12:31:23 training model 4 (accuracy 0.3447432816028595)
20240907-12:33:28 train_loss 53 model 4 0.030400094444397837
20240907-12:33:28 train_loss 53 model 3 0.030619834434706717
20240907-12:33:29 test_loss 53 model 4 0.021891456062439828
20240907-12:33:30 test_loss 53 model 3 0.02217206818750128
20240907-12:34:46 test_accuracy 53 model 4 nb_correct 283 / 804 (35.20%)
20240907-12:34:47 test_accuracy 53 model 3 nb_correct 281 / 788 (35.66%)
20240907-12:34:47 wrote ae_000.pth
20240907-12:34:48 wrote ae_001.pth
20240907-12:34:49 wrote ae_002.pth
20240907-12:34:50 wrote ae_003.pth
20240907-12:34:50 wrote ae_004.pth
20240907-12:34:51 wrote ae_005.pth
20240907-12:34:52 wrote ae_006.pth
20240907-12:34:52 wrote ae_007.pth
20240907-12:34:53 wrote ae_008.pth
20240907-12:34:54 wrote ae_009.pth
20240907-12:34:54 epoch_duration 3min30s next_finish 12:38:24
20240907-12:34:54 wrote state.pth
20240907-12:34:54 --- epoch 54 ----------------------------------------
20240907-12:34:54 current_test_accuracies 0.3448 0.3726 0.3856 0.3566 0.3520 0.3729 0.3486 0.3543 0.3843 0.3823
20240907-12:34:54 time_train=11128 time_c_quizzes=0
20240907-12:34:54 no_c_quiz
20240907-12:34:54 training model 0 (accuracy 0.34478527307510376)
20240907-12:34:54 training model 6 (accuracy 0.34860050678253174)
20240907-12:36:59 train_loss 54 model 6 0.03587203651992604
20240907-12:36:59 train_loss 54 model 0 0.035476612187922
20240907-12:37:00 test_loss 54 model 6 0.025390947086270897
20240907-12:37:00 test_loss 54 model 0 0.024591678963042797
20240907-12:38:17 test_accuracy 54 model 6 nb_correct 264 / 805 (32.80%)
20240907-12:38:18 test_accuracy 54 model 0 nb_correct 271 / 803 (33.75%)
20240907-12:38:18 wrote ae_000.pth
20240907-12:38:19 wrote ae_001.pth
20240907-12:38:20 wrote ae_002.pth
20240907-12:38:20 wrote ae_003.pth
20240907-12:38:21 wrote ae_004.pth
20240907-12:38:22 wrote ae_005.pth
20240907-12:38:22 wrote ae_006.pth
20240907-12:38:23 wrote ae_007.pth
20240907-12:38:24 wrote ae_008.pth
20240907-12:38:24 wrote ae_009.pth
20240907-12:38:24 epoch_duration 3min30s next_finish 12:41:55
20240907-12:38:24 wrote state.pth
20240907-12:38:24 --- epoch 55 ----------------------------------------
20240907-12:38:24 current_test_accuracies 0.3375 0.3726 0.3856 0.3566 0.3520 0.3729 0.3280 0.3543 0.3843 0.3823
20240907-12:38:24 time_train=11331 time_c_quizzes=0
20240907-12:38:24 no_c_quiz
20240907-12:38:24 training model 6 (accuracy 0.32795029878616333)
20240907-12:38:24 training model 0 (accuracy 0.3374844193458557)
20240907-12:40:29 train_loss 55 model 0 0.03483010265720077
20240907-12:40:29 train_loss 55 model 6 0.03407907331828028
20240907-12:40:31 test_loss 55 model 0 0.021523125795647503
20240907-12:40:31 test_loss 55 model 6 0.02234388473443687
20240907-12:41:48 test_accuracy 55 model 6 nb_correct 281 / 798 (35.21%)
20240907-12:41:48 test_accuracy 55 model 0 nb_correct 276 / 815 (33.87%)
20240907-12:41:49 wrote ae_000.pth
20240907-12:41:50 wrote ae_001.pth
20240907-12:41:50 wrote ae_002.pth
20240907-12:41:51 wrote ae_003.pth
20240907-12:41:52 wrote ae_004.pth
20240907-12:41:52 wrote ae_005.pth
20240907-12:41:53 wrote ae_006.pth
20240907-12:41:54 wrote ae_007.pth
20240907-12:41:54 wrote ae_008.pth
20240907-12:41:55 wrote ae_009.pth
20240907-12:41:55 epoch_duration 3min30s next_finish 12:45:26
20240907-12:41:55 wrote state.pth
20240907-12:41:55 --- epoch 56 ----------------------------------------
20240907-12:41:55 current_test_accuracies 0.3387 0.3726 0.3856 0.3566 0.3520 0.3729 0.3521 0.3543 0.3843 0.3823
20240907-12:41:55 time_train=11534 time_c_quizzes=0
20240907-12:41:55 no_c_quiz
20240907-12:41:55 training model 0 (accuracy 0.33865031599998474)
20240907-12:41:55 training model 4 (accuracy 0.3519900441169739)
20240907-12:44:00 train_loss 56 model 4 0.030280401122756304
20240907-12:44:00 train_loss 56 model 0 0.03222725490015
20240907-12:44:01 test_loss 56 model 4 0.0210731492144987
20240907-12:44:02 test_loss 56 model 0 0.023816055397037416
20240907-12:45:16 test_accuracy 56 model 4 nb_correct 320 / 796 (40.20%)
20240907-12:45:19 test_accuracy 56 model 0 nb_correct 274 / 806 (34.00%)
20240907-12:45:20 wrote ae_000.pth
20240907-12:45:20 wrote ae_001.pth
20240907-12:45:21 wrote ae_002.pth
20240907-12:45:22 wrote ae_003.pth
20240907-12:45:23 wrote ae_004.pth
20240907-12:45:23 wrote ae_005.pth
20240907-12:45:24 wrote ae_006.pth
20240907-12:45:25 wrote ae_007.pth
20240907-12:45:25 wrote ae_008.pth
20240907-12:45:26 wrote ae_009.pth
20240907-12:45:26 epoch_duration 3min30s next_finish 12:48:57
20240907-12:45:26 wrote state.pth
20240907-12:45:26 --- epoch 57 ----------------------------------------
20240907-12:45:26 current_test_accuracies 0.3400 0.3726 0.3856 0.3566 0.4020 0.3729 0.3521 0.3543 0.3843 0.3823
20240907-12:45:26 time_train=11737 time_c_quizzes=0
20240907-12:45:26 no_c_quiz
20240907-12:45:26 training model 0 (accuracy 0.3399503827095032)
20240907-12:45:26 training model 6 (accuracy 0.35213032364845276)
20240907-12:47:31 train_loss 57 model 0 0.030961168055888267
20240907-12:47:31 train_loss 57 model 6 0.031085577815771103
20240907-12:47:32 test_loss 57 model 0 0.02254257696913555
20240907-12:47:32 test_loss 57 model 6 0.024771978345233946
20240907-12:48:50 test_accuracy 57 model 0 nb_correct 269 / 776 (34.66%)
20240907-12:48:50 test_accuracy 57 model 6 nb_correct 254 / 813 (31.24%)
20240907-12:48:50 wrote ae_000.pth
20240907-12:48:51 wrote ae_001.pth
20240907-12:48:52 wrote ae_002.pth
20240907-12:48:52 wrote ae_003.pth
20240907-12:48:53 wrote ae_004.pth
20240907-12:48:54 wrote ae_005.pth
20240907-12:48:54 wrote ae_006.pth
20240907-12:48:55 wrote ae_007.pth
20240907-12:48:56 wrote ae_008.pth
20240907-12:48:56 wrote ae_009.pth
20240907-12:48:56 epoch_duration 3min30s next_finish 12:52:27
20240907-12:48:56 wrote state.pth
20240907-12:48:56 --- epoch 58 ----------------------------------------
20240907-12:48:56 current_test_accuracies 0.3466 0.3726 0.3856 0.3566 0.4020 0.3729 0.3124 0.3543 0.3843 0.3823
20240907-12:48:56 time_train=11940 time_c_quizzes=0
20240907-12:48:56 no_c_quiz
20240907-12:48:56 training model 6 (accuracy 0.31242311000823975)
20240907-12:48:56 training model 0 (accuracy 0.34664949774742126)
20240907-12:51:01 train_loss 58 model 0 0.02998456492321566
20240907-12:51:01 train_loss 58 model 6 0.030761419609189034
20240907-12:51:03 test_loss 58 model 0 0.021110520890215412
20240907-12:51:03 test_loss 58 model 6 0.02450846544234082
20240907-12:52:19 test_accuracy 58 model 0 nb_correct 271 / 804 (33.71%)
20240907-12:52:20 test_accuracy 58 model 6 nb_correct 260 / 800 (32.50%)
20240907-12:52:21 wrote ae_000.pth
20240907-12:52:22 wrote ae_001.pth
20240907-12:52:22 wrote ae_002.pth
20240907-12:52:23 wrote ae_003.pth
20240907-12:52:24 wrote ae_004.pth
20240907-12:52:25 wrote ae_005.pth
20240907-12:52:25 wrote ae_006.pth
20240907-12:52:26 wrote ae_007.pth
20240907-12:52:27 wrote ae_008.pth
20240907-12:52:27 wrote ae_009.pth
20240907-12:52:27 epoch_duration 3min30s next_finish 12:55:58
20240907-12:52:27 wrote state.pth
20240907-12:52:27 --- epoch 59 ----------------------------------------
20240907-12:52:27 current_test_accuracies 0.3371 0.3726 0.3856 0.3566 0.4020 0.3729 0.3250 0.3543 0.3843 0.3823
20240907-12:52:27 time_train=12143 time_c_quizzes=0
20240907-12:52:27 no_c_quiz
20240907-12:52:27 training model 6 (accuracy 0.32499998807907104)
20240907-12:52:27 training model 0 (accuracy 0.3370646834373474)
20240907-12:54:32 train_loss 59 model 6 0.029558989071287213
20240907-12:54:32 train_loss 59 model 0 0.029361988805234433
20240907-12:54:34 test_loss 59 model 6 0.022808722086483612
20240907-12:54:34 test_loss 59 model 0 0.02295864038169384
20240907-12:55:50 test_accuracy 59 model 6 nb_correct 264 / 799 (33.04%)
20240907-12:55:50 test_accuracy 59 model 0 nb_correct 302 / 790 (38.23%)
20240907-12:55:51 wrote ae_000.pth
20240907-12:55:51 wrote ae_001.pth
20240907-12:55:52 wrote ae_002.pth
20240907-12:55:52 wrote ae_003.pth
20240907-12:55:53 wrote ae_004.pth
20240907-12:55:54 wrote ae_005.pth
20240907-12:55:54 wrote ae_006.pth
20240907-12:55:55 wrote ae_007.pth
20240907-12:55:56 wrote ae_008.pth
20240907-12:55:57 wrote ae_009.pth
20240907-12:55:57 epoch_duration 3min29s next_finish 12:59:26
20240907-12:55:57 wrote state.pth
20240907-12:55:57 --- epoch 60 ----------------------------------------
20240907-12:55:57 current_test_accuracies 0.3823 0.3726 0.3856 0.3566 0.4020 0.3729 0.3304 0.3543 0.3843 0.3823
20240907-12:55:57 time_train=12345 time_c_quizzes=0
20240907-12:55:57 no_c_quiz
20240907-12:55:57 training model 6 (accuracy 0.33041301369667053)
20240907-12:55:57 training model 7 (accuracy 0.3542713522911072)
20240907-12:58:02 train_loss 60 model 6 0.027256876565981657
20240907-12:58:02 train_loss 60 model 7 0.029341196378692983
20240907-12:58:03 test_loss 60 model 6 0.026002736907685176
20240907-12:58:04 test_loss 60 model 7 0.028017884079599754
20240907-12:59:20 test_accuracy 60 model 7 nb_correct 285 / 778 (36.63%)
20240907-12:59:20 test_accuracy 60 model 6 nb_correct 308 / 814 (37.84%)
20240907-12:59:21 wrote ae_000.pth
20240907-12:59:22 wrote ae_001.pth
20240907-12:59:23 wrote ae_002.pth
20240907-12:59:24 wrote ae_003.pth
20240907-12:59:24 wrote ae_004.pth
20240907-12:59:25 wrote ae_005.pth
20240907-12:59:26 wrote ae_006.pth
20240907-12:59:26 wrote ae_007.pth
20240907-12:59:27 wrote ae_008.pth
20240907-12:59:28 wrote ae_009.pth
20240907-12:59:28 epoch_duration 3min30s next_finish 13:02:59
20240907-12:59:28 wrote state.pth
20240907-12:59:28 --- epoch 61 ----------------------------------------
20240907-12:59:28 current_test_accuracies 0.3823 0.3726 0.3856 0.3566 0.4020 0.3729 0.3784 0.3663 0.3843 0.3823
20240907-12:59:28 time_train=12548 time_c_quizzes=0
20240907-12:59:28 no_c_quiz
20240907-12:59:28 training model 3 (accuracy 0.35659897327423096)
20240907-12:59:28 training model 7 (accuracy 0.36632391810417175)
20240907-13:01:33 train_loss 61 model 3 0.030538317666389047
20240907-13:01:33 train_loss 61 model 7 0.030127499242080375
20240907-13:01:34 test_loss 61 model 3 0.02154217762872577
20240907-13:01:35 test_loss 61 model 7 0.02086650491692126
20240907-13:02:50 test_accuracy 61 model 3 nb_correct 290 / 764 (37.96%)
20240907-13:02:50 test_accuracy 61 model 7 nb_correct 280 / 802 (34.91%)
20240907-13:02:51 wrote ae_000.pth
20240907-13:02:52 wrote ae_001.pth
20240907-13:02:53 wrote ae_002.pth
20240907-13:02:53 wrote ae_003.pth
20240907-13:02:54 wrote ae_004.pth
20240907-13:02:55 wrote ae_005.pth
20240907-13:02:55 wrote ae_006.pth
20240907-13:02:56 wrote ae_007.pth
20240907-13:02:57 wrote ae_008.pth
20240907-13:02:57 wrote ae_009.pth
20240907-13:02:57 epoch_duration 3min29s next_finish 13:06:27
20240907-13:02:57 wrote state.pth
20240907-13:02:57 --- epoch 62 ----------------------------------------
20240907-13:02:57 current_test_accuracies 0.3823 0.3726 0.3856 0.3796 0.4020 0.3729 0.3784 0.3491 0.3843 0.3823
20240907-13:02:57 time_train=12750 time_c_quizzes=0
20240907-13:02:57 no_c_quiz
20240907-13:02:57 training model 7 (accuracy 0.3491271734237671)
20240907-13:02:57 training model 1 (accuracy 0.3726474344730377)
20240907-13:05:02 train_loss 62 model 1 0.029697644323110582
20240907-13:05:02 train_loss 62 model 7 0.027049787286669017
20240907-13:05:03 test_loss 62 model 1 0.020054563309531658
20240907-13:05:03 test_loss 62 model 7 0.018944626586744562
20240907-13:06:19 test_accuracy 62 model 7 nb_correct 348 / 780 (44.62%)
20240907-13:06:20 test_accuracy 62 model 1 nb_correct 284 / 782 (36.32%)
20240907-13:06:21 wrote ae_000.pth
20240907-13:06:21 wrote ae_001.pth
20240907-13:06:22 wrote ae_002.pth
20240907-13:06:23 wrote ae_003.pth
20240907-13:06:23 wrote ae_004.pth
20240907-13:06:24 wrote ae_005.pth
20240907-13:06:25 wrote ae_006.pth
20240907-13:06:25 wrote ae_007.pth
20240907-13:06:26 wrote ae_008.pth
20240907-13:06:27 wrote ae_009.pth
20240907-13:06:27 epoch_duration 3min29s next_finish 13:09:56
20240907-13:06:27 wrote state.pth
20240907-13:06:27 --- epoch 63 ----------------------------------------
20240907-13:06:27 current_test_accuracies 0.3823 0.3632 0.3856 0.3796 0.4020 0.3729 0.3784 0.4462 0.3843 0.3823
20240907-13:06:27 time_train=12952 time_c_quizzes=0
20240907-13:06:27 no_c_quiz
20240907-13:06:27 training model 1 (accuracy 0.36317136883735657)
20240907-13:06:27 training model 5 (accuracy 0.37292465567588806)
20240907-13:08:31 train_loss 63 model 5 0.03358667494682595
20240907-13:08:31 train_loss 63 model 1 0.028793513706419617
20240907-13:08:33 test_loss 63 model 5 0.02060667266487144
20240907-13:08:33 test_loss 63 model 1 0.028014558483846486
20240907-13:09:50 test_accuracy 63 model 5 nb_correct 297 / 820 (36.22%)
20240907-13:09:50 test_accuracy 63 model 1 nb_correct 297 / 778 (38.17%)
20240907-13:09:51 wrote ae_000.pth
20240907-13:09:52 wrote ae_001.pth
20240907-13:09:52 wrote ae_002.pth
20240907-13:09:53 wrote ae_003.pth
20240907-13:09:53 wrote ae_004.pth
20240907-13:09:54 wrote ae_005.pth
20240907-13:09:55 wrote ae_006.pth
20240907-13:09:55 wrote ae_007.pth
20240907-13:09:56 wrote ae_008.pth
20240907-13:09:57 wrote ae_009.pth
20240907-13:09:57 epoch_duration 3min30s next_finish 13:13:27
20240907-13:09:57 wrote state.pth
20240907-13:09:57 --- epoch 64 ----------------------------------------
20240907-13:09:57 current_test_accuracies 0.3823 0.3817 0.3856 0.3796 0.4020 0.3622 0.3784 0.4462 0.3843 0.3823
20240907-13:09:57 time_train=13155 time_c_quizzes=0
20240907-13:09:57 no_c_quiz
20240907-13:09:57 training model 5 (accuracy 0.36219513416290283)
20240907-13:09:57 training model 6 (accuracy 0.37837839126586914)
20240907-13:12:02 train_loss 64 model 5 0.03273408795008436
20240907-13:12:02 train_loss 64 model 6 0.02883437734236941
20240907-13:12:04 test_loss 64 model 5 0.016917153383838014
20240907-13:12:04 test_loss 64 model 6 0.026975837381905877
20240907-13:13:18 test_accuracy 64 model 6 nb_correct 279 / 788 (35.41%)
20240907-13:13:19 test_accuracy 64 model 5 nb_correct 299 / 796 (37.56%)
20240907-13:13:20 wrote ae_000.pth
20240907-13:13:21 wrote ae_001.pth
20240907-13:13:21 wrote ae_002.pth
20240907-13:13:22 wrote ae_003.pth
20240907-13:13:23 wrote ae_004.pth
20240907-13:13:24 wrote ae_005.pth
20240907-13:13:24 wrote ae_006.pth
20240907-13:13:25 wrote ae_007.pth
20240907-13:13:26 wrote ae_008.pth
20240907-13:13:26 wrote ae_009.pth
20240907-13:13:26 epoch_duration 3min29s next_finish 13:16:56
20240907-13:13:26 wrote state.pth
20240907-13:13:26 --- epoch 65 ----------------------------------------
20240907-13:13:26 current_test_accuracies 0.3823 0.3817 0.3856 0.3796 0.4020 0.3756 0.3541 0.4462 0.3843 0.3823
20240907-13:13:26 time_train=13357 time_c_quizzes=0
20240907-13:13:26 no_c_quiz
20240907-13:13:26 training model 6 (accuracy 0.35406091809272766)
20240907-13:13:26 training model 5 (accuracy 0.37562814354896545)
20240907-13:15:31 train_loss 65 model 6 0.026099344237940386
20240907-13:15:32 train_loss 65 model 5 0.03058174799499102
20240907-13:15:33 test_loss 65 model 6 0.021278640697710217
20240907-13:15:33 test_loss 65 model 5 0.022775094571989028
20240907-13:16:49 test_accuracy 65 model 5 nb_correct 321 / 809 (39.68%)
20240907-13:16:50 test_accuracy 65 model 6 nb_correct 324 / 795 (40.75%)
20240907-13:16:51 wrote ae_000.pth
20240907-13:16:51 wrote ae_001.pth
20240907-13:16:52 wrote ae_002.pth
20240907-13:16:53 wrote ae_003.pth
20240907-13:16:54 wrote ae_004.pth
20240907-13:16:54 wrote ae_005.pth
20240907-13:16:55 wrote ae_006.pth
20240907-13:16:56 wrote ae_007.pth
20240907-13:16:56 wrote ae_008.pth
20240907-13:16:57 wrote ae_009.pth
20240907-13:16:57 epoch_duration 3min30s next_finish 13:20:28
20240907-13:16:57 wrote state.pth
20240907-13:16:57 --- epoch 66 ----------------------------------------
20240907-13:16:57 current_test_accuracies 0.3823 0.3817 0.3856 0.3796 0.4020 0.3968 0.4075 0.4462 0.3843 0.3823
20240907-13:16:57 time_train=13560 time_c_quizzes=0
20240907-13:16:57 no_c_quiz
20240907-13:16:57 training model 3 (accuracy 0.37958115339279175)
20240907-13:16:57 training model 1 (accuracy 0.3817480802536011)
20240907-13:19:02 train_loss 66 model 3 0.03027400650875643
20240907-13:19:02 train_loss 66 model 1 0.02866414300748147
20240907-13:19:03 test_loss 66 model 3 0.01941505495342426
20240907-13:19:03 test_loss 66 model 1 0.02149048517458141
20240907-13:20:15 test_accuracy 66 model 3 nb_correct 313 / 794 (39.42%)
20240907-13:20:16 test_accuracy 66 model 1 nb_correct 272 / 806 (33.75%)
20240907-13:20:17 wrote ae_000.pth
20240907-13:20:17 wrote ae_001.pth
20240907-13:20:18 wrote ae_002.pth
20240907-13:20:19 wrote ae_003.pth
20240907-13:20:20 wrote ae_004.pth
20240907-13:20:20 wrote ae_005.pth
20240907-13:20:21 wrote ae_006.pth
20240907-13:20:22 wrote ae_007.pth
20240907-13:20:22 wrote ae_008.pth
20240907-13:20:23 wrote ae_009.pth
20240907-13:20:23 epoch_duration 3min26s next_finish 13:23:49
20240907-13:20:23 wrote state.pth
20240907-13:20:23 --- epoch 67 ----------------------------------------
20240907-13:20:23 current_test_accuracies 0.3823 0.3375 0.3856 0.3942 0.4020 0.3968 0.4075 0.4462 0.3843 0.3823
20240907-13:20:23 time_train=13758 time_c_quizzes=0
20240907-13:20:23 no_c_quiz
20240907-13:20:23 training model 1 (accuracy 0.3374689817428589)
20240907-13:20:23 training model 0 (accuracy 0.3822784721851349)
20240907-13:22:28 train_loss 67 model 0 0.028090184785425663
20240907-13:22:28 train_loss 67 model 1 0.026342523600673302
20240907-13:22:30 test_loss 67 model 0 0.01898355931043625
20240907-13:22:30 test_loss 67 model 1 0.022110055515076964
20240907-13:23:44 test_accuracy 67 model 1 nb_correct 280 / 792 (35.35%)
20240907-13:23:45 test_accuracy 67 model 0 nb_correct 329 / 810 (40.62%)
20240907-13:23:46 wrote ae_000.pth
20240907-13:23:47 wrote ae_001.pth
20240907-13:23:47 wrote ae_002.pth
20240907-13:23:48 wrote ae_003.pth
20240907-13:23:49 wrote ae_004.pth
20240907-13:23:50 wrote ae_005.pth
20240907-13:23:50 wrote ae_006.pth
20240907-13:23:51 wrote ae_007.pth
20240907-13:23:51 wrote ae_008.pth
20240907-13:23:52 wrote ae_009.pth
20240907-13:23:52 epoch_duration 3min29s next_finish 13:27:21
20240907-13:23:52 wrote state.pth
20240907-13:23:52 --- epoch 68 ----------------------------------------
20240907-13:23:52 current_test_accuracies 0.4062 0.3535 0.3856 0.3942 0.4020 0.3968 0.4075 0.4462 0.3843 0.3823
20240907-13:23:52 time_train=13960 time_c_quizzes=0
20240907-13:23:52 no_c_quiz
20240907-13:23:52 training model 1 (accuracy 0.35353535413742065)
20240907-13:23:52 training model 9 (accuracy 0.3822784721851349)
20240907-13:25:57 train_loss 68 model 9 0.03486372190294787
20240907-13:25:57 train_loss 68 model 1 0.026752527114236726
20240907-13:25:59 test_loss 68 model 9 0.021036490495316685
20240907-13:25:59 test_loss 68 model 1 0.015263323322869837
20240907-13:27:12 test_accuracy 68 model 1 nb_correct 373 / 809 (46.11%)
20240907-13:27:16 test_accuracy 68 model 9 nb_correct 273 / 814 (33.54%)
20240907-13:27:17 wrote ae_000.pth
20240907-13:27:17 wrote ae_001.pth
20240907-13:27:18 wrote ae_002.pth
20240907-13:27:19 wrote ae_003.pth
20240907-13:27:19 wrote ae_004.pth
20240907-13:27:20 wrote ae_005.pth
20240907-13:27:21 wrote ae_006.pth
20240907-13:27:21 wrote ae_007.pth
20240907-13:27:22 wrote ae_008.pth
20240907-13:27:23 wrote ae_009.pth
20240907-13:27:23 epoch_duration 3min30s next_finish 13:30:53
20240907-13:27:23 wrote state.pth
20240907-13:27:23 --- epoch 69 ----------------------------------------
20240907-13:27:23 current_test_accuracies 0.4062 0.4611 0.3856 0.3942 0.4020 0.3968 0.4075 0.4462 0.3843 0.3354
20240907-13:27:23 time_train=14163 time_c_quizzes=0
20240907-13:27:23 no_c_quiz
20240907-13:27:23 training model 9 (accuracy 0.33538082242012024)
20240907-13:27:23 training model 8 (accuracy 0.38432836532592773)
20240907-13:29:28 train_loss 69 model 8 0.03178884383523837
20240907-13:29:28 train_loss 69 model 9 0.03277584129711613
20240907-13:29:29 test_loss 69 model 8 0.0229462934541516
20240907-13:29:29 test_loss 69 model 9 0.02679775789147243
20240907-13:30:46 test_accuracy 69 model 8 nb_correct 294 / 789 (37.26%)
20240907-13:30:46 test_accuracy 69 model 9 nb_correct 290 / 795 (36.48%)
20240907-13:30:47 wrote ae_000.pth
20240907-13:30:48 wrote ae_001.pth
20240907-13:30:49 wrote ae_002.pth
20240907-13:30:49 wrote ae_003.pth
20240907-13:30:50 wrote ae_004.pth
20240907-13:30:51 wrote ae_005.pth
20240907-13:30:51 wrote ae_006.pth
20240907-13:30:52 wrote ae_007.pth
20240907-13:30:53 wrote ae_008.pth
20240907-13:30:53 wrote ae_009.pth
20240907-13:30:53 epoch_duration 3min30s next_finish 13:34:24
20240907-13:30:53 wrote state.pth
20240907-13:30:53 --- epoch 70 ----------------------------------------
20240907-13:30:53 current_test_accuracies 0.4062 0.4611 0.3856 0.3942 0.4020 0.3968 0.4075 0.4462 0.3726 0.3648
20240907-13:30:53 time_train=14366 time_c_quizzes=0
20240907-13:30:53 no_c_quiz
20240907-13:30:53 training model 9 (accuracy 0.36477985978126526)
20240907-13:30:53 training model 8 (accuracy 0.3726235628128052)
20240907-13:32:58 train_loss 70 model 9 0.030309155814815313
20240907-13:32:58 train_loss 70 model 8 0.03021108610648662
20240907-13:33:00 test_loss 70 model 9 0.02510440970072523
20240907-13:33:00 test_loss 70 model 8 0.01824793139239773
20240907-13:34:15 test_accuracy 70 model 8 nb_correct 311 / 804 (38.68%)
20240907-13:34:16 test_accuracy 70 model 9 nb_correct 292 / 807 (36.18%)
20240907-13:34:17 wrote ae_000.pth
20240907-13:34:17 wrote ae_001.pth
20240907-13:34:18 wrote ae_002.pth
20240907-13:34:19 wrote ae_003.pth
20240907-13:34:20 wrote ae_004.pth
20240907-13:34:20 wrote ae_005.pth
20240907-13:34:21 wrote ae_006.pth
20240907-13:34:22 wrote ae_007.pth
20240907-13:34:22 wrote ae_008.pth
20240907-13:34:23 wrote ae_009.pth
20240907-13:34:23 epoch_duration 3min29s next_finish 13:37:53
20240907-13:34:23 wrote state.pth
20240907-13:34:23 --- epoch 71 ----------------------------------------
20240907-13:34:23 current_test_accuracies 0.4062 0.4611 0.3856 0.3942 0.4020 0.3968 0.4075 0.4462 0.3868 0.3618
20240907-13:34:23 time_train=14568 time_c_quizzes=0
20240907-13:34:23 no_c_quiz
20240907-13:34:23 training model 9 (accuracy 0.36183395981788635)
20240907-13:34:23 training model 2 (accuracy 0.3855721354484558)
20240907-13:36:28 train_loss 71 model 9 0.030876026074867696
20240907-13:36:28 train_loss 71 model 2 0.030800634175539018
20240907-13:36:29 test_loss 71 model 9 0.02522269404726103
20240907-13:36:29 test_loss 71 model 2 0.03549818131141365
20240907-13:37:45 test_accuracy 71 model 9 nb_correct 304 / 791 (38.43%)
20240907-13:37:46 test_accuracy 71 model 2 nb_correct 206 / 792 (26.01%)
20240907-13:37:47 wrote ae_000.pth
20240907-13:37:47 wrote ae_001.pth
20240907-13:37:48 wrote ae_002.pth
20240907-13:37:49 wrote ae_003.pth
20240907-13:37:49 wrote ae_004.pth
20240907-13:37:50 wrote ae_005.pth
20240907-13:37:51 wrote ae_006.pth
20240907-13:37:51 wrote ae_007.pth
20240907-13:37:52 wrote ae_008.pth
20240907-13:37:53 wrote ae_009.pth
20240907-13:37:53 epoch_duration 3min29s next_finish 13:41:23
20240907-13:37:53 wrote state.pth
20240907-13:37:53 --- epoch 72 ----------------------------------------
20240907-13:37:53 current_test_accuracies 0.4062 0.4611 0.2601 0.3942 0.4020 0.3968 0.4075 0.4462 0.3868 0.3843
20240907-13:37:53 time_train=14771 time_c_quizzes=0
20240907-13:37:53 no_c_quiz
20240907-13:37:53 training model 2 (accuracy 0.2601010203361511)
20240907-13:37:53 training model 9 (accuracy 0.3843236267566681)
20240907-13:39:58 train_loss 72 model 9 0.02765848542144522
20240907-13:39:58 train_loss 72 model 2 0.02946800121013075
20240907-13:39:59 test_loss 72 model 9 0.02199867502786219
20240907-13:39:59 test_loss 72 model 2 0.022485415975097567
20240907-13:41:10 test_accuracy 72 model 9 nb_correct 315 / 793 (39.72%)
20240907-13:41:16 test_accuracy 72 model 2 nb_correct 317 / 821 (38.61%)
20240907-13:41:17 wrote ae_000.pth
20240907-13:41:18 wrote ae_001.pth
20240907-13:41:18 wrote ae_002.pth
20240907-13:41:19 wrote ae_003.pth
20240907-13:41:20 wrote ae_004.pth
20240907-13:41:20 wrote ae_005.pth
20240907-13:41:21 wrote ae_006.pth
20240907-13:41:22 wrote ae_007.pth
20240907-13:41:22 wrote ae_008.pth
20240907-13:41:23 wrote ae_009.pth
20240907-13:41:23 epoch_duration 3min30s next_finish 13:44:53
20240907-13:41:23 wrote state.pth
20240907-13:41:23 --- epoch 73 ----------------------------------------
20240907-13:41:23 current_test_accuracies 0.4062 0.4611 0.3861 0.3942 0.4020 0.3968 0.4075 0.4462 0.3868 0.3972
20240907-13:41:23 time_train=14974 time_c_quizzes=0
20240907-13:41:23 no_c_quiz
20240907-13:41:23 training model 2 (accuracy 0.3861145079135895)
20240907-13:41:23 training model 8 (accuracy 0.3868159055709839)
20240907-13:43:28 train_loss 73 model 2 0.02826743381447159
20240907-13:43:28 train_loss 73 model 8 0.028347145966021343
20240907-13:43:29 test_loss 73 model 2 0.018817740702070297
20240907-13:43:30 test_loss 73 model 8 0.018117621541023254
20240907-13:44:45 test_accuracy 73 model 2 nb_correct 354 / 813 (43.54%)
20240907-13:44:45 test_accuracy 73 model 8 nb_correct 293 / 815 (35.95%)
20240907-13:44:46 wrote ae_000.pth
20240907-13:44:47 wrote ae_001.pth
20240907-13:44:48 wrote ae_002.pth
20240907-13:44:48 wrote ae_003.pth
20240907-13:44:49 wrote ae_004.pth
20240907-13:44:50 wrote ae_005.pth
20240907-13:44:50 wrote ae_006.pth
20240907-13:44:51 wrote ae_007.pth
20240907-13:44:52 wrote ae_008.pth
20240907-13:44:52 wrote ae_009.pth
20240907-13:44:52 epoch_duration 3min29s next_finish 13:48:22
20240907-13:44:52 wrote state.pth
20240907-13:44:52 --- epoch 74 ----------------------------------------
20240907-13:44:52 current_test_accuracies 0.4062 0.4611 0.4354 0.3942 0.4020 0.3968 0.4075 0.4462 0.3595 0.3972
20240907-13:44:52 time_train=15176 time_c_quizzes=0
20240907-13:44:52 no_c_quiz
20240907-13:44:52 training model 8 (accuracy 0.3595091998577118)
20240907-13:44:52 training model 3 (accuracy 0.39420655369758606)
20240907-13:46:57 train_loss 74 model 8 0.028874992395285518
20240907-13:46:57 train_loss 74 model 3 0.028234109948389232
20240907-13:46:59 test_loss 74 model 8 0.02048933966434561
20240907-13:46:59 test_loss 74 model 3 0.019075981253990903
20240907-13:48:14 test_accuracy 74 model 8 nb_correct 308 / 802 (38.40%)
20240907-13:48:15 test_accuracy 74 model 3 nb_correct 303 / 772 (39.25%)
20240907-13:48:16 wrote ae_000.pth
20240907-13:48:17 wrote ae_001.pth
20240907-13:48:18 wrote ae_002.pth
20240907-13:48:18 wrote ae_003.pth
20240907-13:48:19 wrote ae_004.pth
20240907-13:48:20 wrote ae_005.pth
20240907-13:48:20 wrote ae_006.pth
20240907-13:48:21 wrote ae_007.pth
20240907-13:48:22 wrote ae_008.pth
20240907-13:48:22 wrote ae_009.pth
20240907-13:48:22 epoch_duration 3min30s next_finish 13:51:52
20240907-13:48:22 wrote state.pth
20240907-13:48:22 --- epoch 75 ----------------------------------------
20240907-13:48:22 current_test_accuracies 0.4062 0.4611 0.4354 0.3925 0.4020 0.3968 0.4075 0.4462 0.3840 0.3972
20240907-13:48:22 time_train=15379 time_c_quizzes=0
20240907-13:48:22 no_c_quiz
20240907-13:48:22 training model 8 (accuracy 0.38403990864753723)
20240907-13:48:22 training model 3 (accuracy 0.3924870491027832)
20240907-13:50:27 train_loss 75 model 8 0.02709811007953249
20240907-13:50:27 train_loss 75 model 3 0.027640697557013483
20240907-13:50:29 test_loss 75 model 8 0.021314864821033553
20240907-13:50:29 test_loss 75 model 3 0.021050130476942285
20240907-13:51:44 test_accuracy 75 model 3 nb_correct 358 / 798 (44.86%)
20240907-13:51:45 test_accuracy 75 model 8 nb_correct 316 / 805 (39.25%)
20240907-13:51:46 wrote ae_000.pth
20240907-13:51:46 wrote ae_001.pth
20240907-13:51:47 wrote ae_002.pth
20240907-13:51:48 wrote ae_003.pth
20240907-13:51:48 wrote ae_004.pth
20240907-13:51:49 wrote ae_005.pth
20240907-13:51:50 wrote ae_006.pth
20240907-13:51:50 wrote ae_007.pth
20240907-13:51:51 wrote ae_008.pth
20240907-13:51:52 wrote ae_009.pth
20240907-13:51:52 epoch_duration 3min29s next_finish 13:55:21
20240907-13:51:52 wrote state.pth
20240907-13:51:52 --- epoch 76 ----------------------------------------
20240907-13:51:52 current_test_accuracies 0.4062 0.4611 0.4354 0.4486 0.4020 0.3968 0.4075 0.4462 0.3925 0.3972
20240907-13:51:52 time_train=15581 time_c_quizzes=0
20240907-13:51:52 no_c_quiz
20240907-13:51:52 training model 8 (accuracy 0.3925465941429138)
20240907-13:51:52 training model 5 (accuracy 0.3967861533164978)
20240907-13:53:56 train_loss 76 model 5 0.029017003437969834
20240907-13:53:56 train_loss 76 model 8 0.02552940157428384
20240907-13:53:58 test_loss 76 model 5 0.02514723394997418
20240907-13:53:58 test_loss 76 model 8 0.01962990836473182
20240907-13:55:11 test_accuracy 76 model 8 nb_correct 345 / 801 (43.07%)
20240907-13:55:14 test_accuracy 76 model 5 nb_correct 285 / 789 (36.12%)
20240907-13:55:14 wrote ae_000.pth
20240907-13:55:15 wrote ae_001.pth
20240907-13:55:16 wrote ae_002.pth
20240907-13:55:16 wrote ae_003.pth
20240907-13:55:17 wrote ae_004.pth
20240907-13:55:18 wrote ae_005.pth
20240907-13:55:18 wrote ae_006.pth
20240907-13:55:19 wrote ae_007.pth
20240907-13:55:20 wrote ae_008.pth
20240907-13:55:20 wrote ae_009.pth
20240907-13:55:20 epoch_duration 3min28s next_finish 13:58:49
20240907-13:55:20 wrote state.pth
20240907-13:55:20 --- epoch 77 ----------------------------------------
20240907-13:55:20 current_test_accuracies 0.4062 0.4611 0.4354 0.4486 0.4020 0.3612 0.4075 0.4462 0.4307 0.3972
20240907-13:55:20 time_train=15783 time_c_quizzes=0
20240907-13:55:20 no_c_quiz
20240907-13:55:20 training model 5 (accuracy 0.3612167239189148)
20240907-13:55:20 training model 9 (accuracy 0.3972257375717163)
20240907-13:57:25 train_loss 77 model 9 0.02932691988069564
20240907-13:57:25 train_loss 77 model 5 0.02765804229909554
20240907-13:57:27 test_loss 77 model 9 0.02020047608821187
20240907-13:57:27 test_loss 77 model 5 0.017851075637736358
20240907-13:58:43 test_accuracy 77 model 9 nb_correct 303 / 806 (37.59%)
20240907-13:58:44 test_accuracy 77 model 5 nb_correct 326 / 798 (40.85%)
20240907-13:58:45 wrote ae_000.pth
20240907-13:58:45 wrote ae_001.pth
20240907-13:58:46 wrote ae_002.pth
20240907-13:58:47 wrote ae_003.pth
20240907-13:58:47 wrote ae_004.pth
20240907-13:58:48 wrote ae_005.pth
20240907-13:58:49 wrote ae_006.pth
20240907-13:58:49 wrote ae_007.pth
20240907-13:58:50 wrote ae_008.pth
20240907-13:58:51 wrote ae_009.pth
20240907-13:58:51 epoch_duration 3min30s next_finish 14:02:21
20240907-13:58:51 wrote state.pth
20240907-13:58:51 --- epoch 78 ----------------------------------------
20240907-13:58:51 current_test_accuracies 0.4062 0.4611 0.4354 0.4486 0.4020 0.4085 0.4075 0.4462 0.4307 0.3759
20240907-13:58:51 time_train=15986 time_c_quizzes=0
20240907-13:58:51 no_c_quiz
20240907-13:58:51 training model 9 (accuracy 0.375930517911911)
20240907-13:58:51 training model 4 (accuracy 0.402010053396225)
20240907-14:00:55 train_loss 78 model 4 0.026976865674834698
20240907-14:00:56 train_loss 78 model 9 0.027093372533796355
20240907-14:00:57 test_loss 78 model 4 0.01916614454239607
20240907-14:00:57 test_loss 78 model 9 0.01672773766622413
20240907-14:02:10 test_accuracy 78 model 4 nb_correct 355 / 794 (44.71%)
20240907-14:02:14 test_accuracy 78 model 9 nb_correct 334 / 796 (41.96%)
20240907-14:02:15 wrote ae_000.pth
20240907-14:02:15 wrote ae_001.pth
20240907-14:02:16 wrote ae_002.pth
20240907-14:02:17 wrote ae_003.pth
20240907-14:02:18 wrote ae_004.pth
20240907-14:02:18 wrote ae_005.pth
20240907-14:02:19 wrote ae_006.pth
20240907-14:02:20 wrote ae_007.pth
20240907-14:02:20 wrote ae_008.pth
20240907-14:02:21 wrote ae_009.pth
20240907-14:02:21 epoch_duration 3min30s next_finish 14:05:51
20240907-14:02:21 wrote state.pth
20240907-14:02:21 --- epoch 79 ----------------------------------------
20240907-14:02:21 current_test_accuracies 0.4062 0.4611 0.4354 0.4486 0.4471 0.4085 0.4075 0.4462 0.4307 0.4196
20240907-14:02:21 time_train=16189 time_c_quizzes=0
20240907-14:02:21 no_c_quiz
20240907-14:02:21 training model 0 (accuracy 0.40617284178733826)
20240907-14:02:21 training model 6 (accuracy 0.4075471758842468)
20240907-14:04:26 train_loss 79 model 0 0.026384922920027747
20240907-14:04:26 train_loss 79 model 6 0.027899612652137876
20240907-14:04:28 test_loss 79 model 0 0.014557973964838312
20240907-14:04:28 test_loss 79 model 6 0.015069691199460066
20240907-14:05:42 test_accuracy 79 model 6 nb_correct 334 / 786 (42.49%)
20240907-14:05:44 test_accuracy 79 model 0 nb_correct 338 / 799 (42.30%)
20240907-14:05:44 wrote ae_000.pth
20240907-14:05:45 wrote ae_001.pth
20240907-14:05:46 wrote ae_002.pth
20240907-14:05:46 wrote ae_003.pth
20240907-14:05:47 wrote ae_004.pth
20240907-14:05:48 wrote ae_005.pth
20240907-14:05:48 wrote ae_006.pth
20240907-14:05:49 wrote ae_007.pth
20240907-14:05:50 wrote ae_008.pth
20240907-14:05:50 wrote ae_009.pth
20240907-14:05:50 epoch_duration 3min29s next_finish 14:09:20
20240907-14:05:50 wrote state.pth
20240907-14:05:50 --- epoch 80 ----------------------------------------
20240907-14:05:50 current_test_accuracies 0.4230 0.4611 0.4354 0.4486 0.4471 0.4085 0.4249 0.4462 0.4307 0.4196
20240907-14:05:50 time_train=16391 time_c_quizzes=0
20240907-14:05:50 no_c_quiz
20240907-14:05:50 training model 5 (accuracy 0.40852129459381104)
20240907-14:05:50 training model 9 (accuracy 0.4195979833602905)
20240907-14:07:55 train_loss 80 model 5 0.027032205063384027
20240907-14:07:55 train_loss 80 model 9 0.025601685683475806
20240907-14:07:57 test_loss 80 model 5 0.022443123627454042
20240907-14:07:57 test_loss 80 model 9 0.019615441397763788
20240907-14:09:13 test_accuracy 80 model 9 nb_correct 350 / 794 (44.08%)
20240907-14:09:13 test_accuracy 80 model 5 nb_correct 289 / 787 (36.72%)
20240907-14:09:14 wrote ae_000.pth
20240907-14:09:14 wrote ae_001.pth
20240907-14:09:15 wrote ae_002.pth
20240907-14:09:16 wrote ae_003.pth
20240907-14:09:17 wrote ae_004.pth
20240907-14:09:17 wrote ae_005.pth
20240907-14:09:18 wrote ae_006.pth
20240907-14:09:19 wrote ae_007.pth
20240907-14:09:19 wrote ae_008.pth
20240907-14:09:20 wrote ae_009.pth
20240907-14:09:20 epoch_duration 3min29s next_finish 14:12:49
20240907-14:09:20 wrote state.pth
20240907-14:09:20 --- epoch 81 ----------------------------------------
20240907-14:09:20 current_test_accuracies 0.4230 0.4611 0.4354 0.4486 0.4471 0.3672 0.4249 0.4462 0.4307 0.4408
20240907-14:09:20 time_train=16593 time_c_quizzes=0
20240907-14:09:20 no_c_quiz
20240907-14:09:20 training model 5 (accuracy 0.3672172725200653)
20240907-14:09:20 training model 0 (accuracy 0.4230287969112396)
20240907-14:11:25 train_loss 81 model 5 0.025878105506068096
20240907-14:11:25 train_loss 81 model 0 0.026643558704294263
20240907-14:11:26 test_loss 81 model 5 0.018499861587770283
20240907-14:11:26 test_loss 81 model 0 0.022871386969927698
20240907-14:12:40 test_accuracy 81 model 5 nb_correct 351 / 833 (42.14%)
20240907-14:12:42 test_accuracy 81 model 0 nb_correct 349 / 811 (43.03%)
20240907-14:12:43 wrote ae_000.pth
20240907-14:12:44 wrote ae_001.pth
20240907-14:12:45 wrote ae_002.pth
20240907-14:12:45 wrote ae_003.pth
20240907-14:12:46 wrote ae_004.pth
20240907-14:12:47 wrote ae_005.pth
20240907-14:12:47 wrote ae_006.pth
20240907-14:12:48 wrote ae_007.pth
20240907-14:12:49 wrote ae_008.pth
20240907-14:12:49 wrote ae_009.pth
20240907-14:12:49 epoch_duration 3min29s next_finish 14:16:19
20240907-14:12:49 wrote state.pth
20240907-14:12:49 --- epoch 82 ----------------------------------------
20240907-14:12:49 current_test_accuracies 0.4303 0.4611 0.4354 0.4486 0.4471 0.4214 0.4249 0.4462 0.4307 0.4408
20240907-14:12:49 time_train=16795 time_c_quizzes=0
20240907-14:12:49 no_c_quiz
20240907-14:12:49 training model 5 (accuracy 0.4213685393333435)
20240907-14:12:49 training model 6 (accuracy 0.4249363839626312)
20240907-14:14:54 train_loss 82 model 6 0.025254794419859537
20240907-14:14:54 train_loss 82 model 5 0.024661131223198025
20240907-14:14:56 test_loss 82 model 6 0.02030778644839302
20240907-14:14:56 test_loss 82 model 5 0.020282679609954356
20240907-14:16:11 test_accuracy 82 model 6 nb_correct 348 / 801 (43.45%)
20240907-14:16:11 test_accuracy 82 model 5 nb_correct 376 / 795 (47.30%)
20240907-14:16:12 wrote ae_000.pth
20240907-14:16:13 wrote ae_001.pth
20240907-14:16:13 wrote ae_002.pth
20240907-14:16:14 wrote ae_003.pth
20240907-14:16:15 wrote ae_004.pth
20240907-14:16:15 wrote ae_005.pth
20240907-14:16:16 wrote ae_006.pth
20240907-14:16:17 wrote ae_007.pth
20240907-14:16:17 wrote ae_008.pth
20240907-14:16:18 wrote ae_009.pth
20240907-14:16:18 epoch_duration 3min28s next_finish 14:19:47
20240907-14:16:18 wrote state.pth
20240907-14:16:18 --- epoch 83 ----------------------------------------
20240907-14:16:18 current_test_accuracies 0.4303 0.4611 0.4354 0.4486 0.4471 0.4730 0.4345 0.4462 0.4307 0.4408
20240907-14:16:18 time_train=16996 time_c_quizzes=0
20240907-14:16:18 no_c_quiz
20240907-14:16:18 training model 0 (accuracy 0.4303329288959503)
20240907-14:16:18 training model 8 (accuracy 0.4307115972042084)
20240907-14:18:23 train_loss 83 model 0 0.02590316116134636
20240907-14:18:23 train_loss 83 model 8 0.025914948662044482
20240907-14:18:25 test_loss 83 model 0 0.01901502982364036
20240907-14:18:25 test_loss 83 model 8 0.01588486599503085
20240907-14:19:37 test_accuracy 83 model 8 nb_correct 379 / 787 (48.16%)
20240907-14:19:40 test_accuracy 83 model 0 nb_correct 353 / 791 (44.63%)
20240907-14:19:41 wrote ae_000.pth
20240907-14:19:41 wrote ae_001.pth
20240907-14:19:42 wrote ae_002.pth
20240907-14:19:43 wrote ae_003.pth
20240907-14:19:43 wrote ae_004.pth
20240907-14:19:44 wrote ae_005.pth
20240907-14:19:45 wrote ae_006.pth
20240907-14:19:45 wrote ae_007.pth
20240907-14:19:46 wrote ae_008.pth
20240907-14:19:47 wrote ae_009.pth
20240907-14:19:47 epoch_duration 3min28s next_finish 14:23:15
20240907-14:19:47 wrote state.pth
20240907-14:19:47 --- epoch 84 ----------------------------------------
20240907-14:19:47 current_test_accuracies 0.4463 0.4611 0.4354 0.4486 0.4471 0.4730 0.4345 0.4462 0.4816 0.4408
20240907-14:19:47 time_train=17197 time_c_quizzes=0
20240907-14:19:47 no_c_quiz
20240907-14:19:47 training model 6 (accuracy 0.4344569146633148)
20240907-14:19:47 training model 2 (accuracy 0.4354243576526642)
20240907-14:21:51 train_loss 84 model 2 0.02590807593241334
20240907-14:21:51 train_loss 84 model 6 0.02420055373152718
20240907-14:21:53 test_loss 84 model 2 0.018863137729931624
20240907-14:21:53 test_loss 84 model 6 0.021177853358676658
20240907-14:23:08 test_accuracy 84 model 6 nb_correct 372 / 800 (46.50%)
20240907-14:23:09 test_accuracy 84 model 2 nb_correct 316 / 793 (39.85%)
20240907-14:23:10 wrote ae_000.pth
20240907-14:23:11 wrote ae_001.pth
20240907-14:23:11 wrote ae_002.pth
20240907-14:23:12 wrote ae_003.pth
20240907-14:23:13 wrote ae_004.pth
20240907-14:23:13 wrote ae_005.pth
20240907-14:23:14 wrote ae_006.pth
20240907-14:23:14 wrote ae_007.pth
20240907-14:23:15 wrote ae_008.pth
20240907-14:23:16 wrote ae_009.pth
20240907-14:23:16 epoch_duration 3min29s next_finish 14:26:45
20240907-14:23:16 wrote state.pth
20240907-14:23:16 --- epoch 85 ----------------------------------------
20240907-14:23:16 current_test_accuracies 0.4463 0.4611 0.3985 0.4486 0.4471 0.4730 0.4650 0.4462 0.4816 0.4408
20240907-14:23:16 time_train=17399 time_c_quizzes=0
20240907-14:23:16 no_c_quiz
20240907-14:23:16 training model 2 (accuracy 0.39848676323890686)
20240907-14:23:16 training model 9 (accuracy 0.4408060312271118)
20240907-14:25:21 train_loss 85 model 9 0.025107426641043276
20240907-14:25:21 train_loss 85 model 2 0.026863013096386567
20240907-14:25:22 test_loss 85 model 9 0.0233216653810814
20240907-14:25:22 test_loss 85 model 2 0.01936173781286925
20240907-14:26:36 test_accuracy 85 model 2 nb_correct 378 / 817 (46.27%)
20240907-14:26:37 test_accuracy 85 model 9 nb_correct 364 / 816 (44.61%)
20240907-14:26:38 wrote ae_000.pth
20240907-14:26:39 wrote ae_001.pth
20240907-14:26:39 wrote ae_002.pth
20240907-14:26:40 wrote ae_003.pth
20240907-14:26:41 wrote ae_004.pth
20240907-14:26:41 wrote ae_005.pth
20240907-14:26:42 wrote ae_006.pth
20240907-14:26:43 wrote ae_007.pth
20240907-14:26:43 wrote ae_008.pth
20240907-14:26:44 wrote ae_009.pth
20240907-14:26:44 epoch_duration 3min28s next_finish 14:30:12
20240907-14:26:44 wrote state.pth
20240907-14:26:44 --- epoch 86 ----------------------------------------
20240907-14:26:44 current_test_accuracies 0.4463 0.4611 0.4627 0.4486 0.4471 0.4730 0.4650 0.4462 0.4816 0.4461
20240907-14:26:44 time_train=17600 time_c_quizzes=0
20240907-14:26:44 no_c_quiz
20240907-14:26:44 training model 9 (accuracy 0.44607841968536377)
20240907-14:26:44 training model 7 (accuracy 0.446153849363327)
20240907-14:28:49 train_loss 86 model 7 0.028513024849817156
20240907-14:28:49 train_loss 86 model 9 0.02489745836914517
20240907-14:28:51 test_loss 86 model 7 0.020130030100699515
20240907-14:28:51 test_loss 86 model 9 0.0165708041342441
20240907-14:30:05 test_accuracy 86 model 7 nb_correct 329 / 782 (42.07%)
20240907-14:30:05 test_accuracy 86 model 9 nb_correct 345 / 805 (42.86%)
20240907-14:30:06 wrote ae_000.pth
20240907-14:30:06 wrote ae_001.pth
20240907-14:30:07 wrote ae_002.pth
20240907-14:30:08 wrote ae_003.pth
20240907-14:30:08 wrote ae_004.pth
20240907-14:30:09 wrote ae_005.pth
20240907-14:30:10 wrote ae_006.pth
20240907-14:30:10 wrote ae_007.pth
20240907-14:30:11 wrote ae_008.pth
20240907-14:30:12 wrote ae_009.pth
20240907-14:30:12 epoch_duration 3min27s next_finish 14:33:39
20240907-14:30:12 wrote state.pth
20240907-14:30:12 --- epoch 87 ----------------------------------------
20240907-14:30:12 current_test_accuracies 0.4463 0.4611 0.4627 0.4486 0.4471 0.4730 0.4650 0.4207 0.4816 0.4286
20240907-14:30:12 time_train=17800 time_c_quizzes=0
20240907-14:30:12 no_c_quiz
20240907-14:30:12 training model 7 (accuracy 0.4207161068916321)
20240907-14:30:12 training model 9 (accuracy 0.4285714328289032)
20240907-14:32:17 train_loss 87 model 9 0.0236295811496675
20240907-14:32:17 train_loss 87 model 7 0.025501238832483068
20240907-14:32:18 test_loss 87 model 9 0.017734296433627606
20240907-14:32:18 test_loss 87 model 7 0.02056693893391639
20240907-14:33:30 test_accuracy 87 model 9 nb_correct 369 / 822 (44.89%)
20240907-14:33:34 test_accuracy 87 model 7 nb_correct 355 / 809 (43.88%)
20240907-14:33:34 wrote ae_000.pth
20240907-14:33:35 wrote ae_001.pth
20240907-14:33:36 wrote ae_002.pth
20240907-14:33:36 wrote ae_003.pth
20240907-14:33:37 wrote ae_004.pth
20240907-14:33:38 wrote ae_005.pth
20240907-14:33:38 wrote ae_006.pth
20240907-14:33:39 wrote ae_007.pth
20240907-14:33:40 wrote ae_008.pth
20240907-14:33:40 wrote ae_009.pth
20240907-14:33:40 epoch_duration 3min28s next_finish 14:37:09
20240907-14:33:40 wrote state.pth
20240907-14:33:40 --- epoch 88 ----------------------------------------
20240907-14:33:40 current_test_accuracies 0.4463 0.4611 0.4627 0.4486 0.4471 0.4730 0.4650 0.4388 0.4816 0.4489
20240907-14:33:40 time_train=18001 time_c_quizzes=0
20240907-14:33:40 no_c_quiz
20240907-14:33:40 training model 7 (accuracy 0.43881335854530334)
20240907-14:33:40 training model 0 (accuracy 0.44627055525779724)
20240907-14:35:45 train_loss 88 model 7 0.024779815598623828
20240907-14:35:45 train_loss 88 model 0 0.02431434735574294
20240907-14:35:47 test_loss 88 model 7 0.018226566386874764
20240907-14:35:47 test_loss 88 model 0 0.01863699277746491
20240907-14:36:59 test_accuracy 88 model 7 nb_correct 401 / 820 (48.90%)
20240907-14:37:03 test_accuracy 88 model 0 nb_correct 355 / 807 (43.99%)
20240907-14:37:04 wrote ae_000.pth
20240907-14:37:05 wrote ae_001.pth
20240907-14:37:05 wrote ae_002.pth
20240907-14:37:06 wrote ae_003.pth
20240907-14:37:07 wrote ae_004.pth
20240907-14:37:07 wrote ae_005.pth
20240907-14:37:08 wrote ae_006.pth
20240907-14:37:09 wrote ae_007.pth
20240907-14:37:09 wrote ae_008.pth
20240907-14:37:10 wrote ae_009.pth
20240907-14:37:10 epoch_duration 3min29s next_finish 14:40:40
20240907-14:37:10 wrote state.pth
20240907-14:37:10 --- epoch 89 ----------------------------------------
20240907-14:37:10 current_test_accuracies 0.4399 0.4611 0.4627 0.4486 0.4471 0.4730 0.4650 0.4890 0.4816 0.4489
20240907-14:37:10 time_train=18204 time_c_quizzes=0
20240907-14:37:10 no_c_quiz
20240907-14:37:10 training model 0 (accuracy 0.43990087509155273)
20240907-14:37:10 training model 4 (accuracy 0.44710326194763184)
20240907-14:39:15 train_loss 89 model 4 0.027099174318369477
20240907-14:39:15 train_loss 89 model 0 0.025060242540203035
20240907-14:39:16 test_loss 89 model 4 0.014269614341901615
20240907-14:39:16 test_loss 89 model 0 0.017200906050857157
20240907-14:40:31 test_accuracy 89 model 4 nb_correct 328 / 801 (40.95%)
20240907-14:40:32 test_accuracy 89 model 0 nb_correct 336 / 783 (42.91%)
20240907-14:40:33 wrote ae_000.pth
20240907-14:40:33 wrote ae_001.pth
20240907-14:40:34 wrote ae_002.pth
20240907-14:40:35 wrote ae_003.pth
20240907-14:40:35 wrote ae_004.pth
20240907-14:40:36 wrote ae_005.pth
20240907-14:40:37 wrote ae_006.pth
20240907-14:40:37 wrote ae_007.pth
20240907-14:40:38 wrote ae_008.pth
20240907-14:40:39 wrote ae_009.pth
20240907-14:40:39 epoch_duration 3min28s next_finish 14:44:08
20240907-14:40:39 wrote state.pth
20240907-14:40:39 --- epoch 90 ----------------------------------------
20240907-14:40:39 current_test_accuracies 0.4291 0.4611 0.4627 0.4486 0.4095 0.4730 0.4650 0.4890 0.4816 0.4489
20240907-14:40:39 time_train=18405 time_c_quizzes=0
20240907-14:40:39 no_c_quiz
20240907-14:40:39 training model 4 (accuracy 0.40948814153671265)
20240907-14:40:39 training model 0 (accuracy 0.4291187822818756)
20240907-14:42:44 train_loss 90 model 0 0.0231771623599343
20240907-14:42:44 train_loss 90 model 4 0.026812438389984893
20240907-14:42:45 test_loss 90 model 0 0.019292107288492844
20240907-14:42:45 test_loss 90 model 4 0.018310330199892633
20240907-14:43:58 test_accuracy 90 model 0 nb_correct 383 / 773 (49.55%)
20240907-14:43:59 test_accuracy 90 model 4 nb_correct 322 / 812 (39.66%)
20240907-14:44:00 wrote ae_000.pth
20240907-14:44:01 wrote ae_001.pth
20240907-14:44:01 wrote ae_002.pth
20240907-14:44:02 wrote ae_003.pth
20240907-14:44:03 wrote ae_004.pth
20240907-14:44:03 wrote ae_005.pth
20240907-14:44:04 wrote ae_006.pth
20240907-14:44:05 wrote ae_007.pth
20240907-14:44:05 wrote ae_008.pth
20240907-14:44:06 wrote ae_009.pth
20240907-14:44:06 epoch_duration 3min27s next_finish 14:47:34
20240907-14:44:06 wrote state.pth
20240907-14:44:06 --- epoch 91 ----------------------------------------
20240907-14:44:06 current_test_accuracies 0.4955 0.4611 0.4627 0.4486 0.3966 0.4730 0.4650 0.4890 0.4816 0.4489
20240907-14:44:06 time_train=18605 time_c_quizzes=0
20240907-14:44:06 no_c_quiz
20240907-14:44:06 training model 4 (accuracy 0.3965517282485962)
20240907-14:44:06 training model 3 (accuracy 0.448621541261673)
20240907-14:46:11 train_loss 91 model 4 0.025526428860379383
20240907-14:46:11 train_loss 91 model 3 0.026459357575280593
20240907-14:46:13 test_loss 91 model 4 0.01830361385946162
20240907-14:46:13 test_loss 91 model 3 0.02514684644411318
20240907-14:47:27 test_accuracy 91 model 4 nb_correct 368 / 806 (45.66%)
20240907-14:47:28 test_accuracy 91 model 3 nb_correct 324 / 816 (39.71%)
20240907-14:47:29 wrote ae_000.pth
20240907-14:47:29 wrote ae_001.pth
20240907-14:47:30 wrote ae_002.pth
20240907-14:47:31 wrote ae_003.pth
20240907-14:47:31 wrote ae_004.pth
20240907-14:47:32 wrote ae_005.pth
20240907-14:47:33 wrote ae_006.pth
20240907-14:47:33 wrote ae_007.pth
20240907-14:47:34 wrote ae_008.pth
20240907-14:47:35 wrote ae_009.pth
20240907-14:47:35 epoch_duration 3min28s next_finish 14:51:03
20240907-14:47:35 wrote state.pth
20240907-14:47:35 --- epoch 92 ----------------------------------------
20240907-14:47:35 current_test_accuracies 0.4955 0.4611 0.4627 0.3971 0.4566 0.4730 0.4650 0.4890 0.4816 0.4489
20240907-14:47:35 time_train=18806 time_c_quizzes=0
20240907-14:47:35 no_c_quiz
20240907-14:47:35 training model 3 (accuracy 0.3970588147640228)
20240907-14:47:35 training model 9 (accuracy 0.4489051103591919)
20240907-14:49:40 train_loss 92 model 9 0.02298430248745717
20240907-14:49:40 train_loss 92 model 3 0.025101456351578236
20240907-14:49:41 test_loss 92 model 9 0.017589046567445622
20240907-14:49:41 test_loss 92 model 3 0.017459123162552714
20240907-14:50:52 test_accuracy 92 model 9 nb_correct 387 / 794 (48.74%)
20240907-14:50:55 test_accuracy 92 model 3 nb_correct 359 / 810 (44.32%)
20240907-14:50:56 wrote ae_000.pth
20240907-14:50:56 wrote ae_001.pth
20240907-14:50:57 wrote ae_002.pth
20240907-14:50:58 wrote ae_003.pth
20240907-14:50:58 wrote ae_004.pth
20240907-14:50:59 wrote ae_005.pth
20240907-14:51:00 wrote ae_006.pth
20240907-14:51:00 wrote ae_007.pth
20240907-14:51:01 wrote ae_008.pth
20240907-14:51:02 wrote ae_009.pth
20240907-14:51:02 epoch_duration 3min26s next_finish 14:54:28
20240907-14:51:02 wrote state.pth
20240907-14:51:02 --- epoch 93 ----------------------------------------
20240907-14:51:02 current_test_accuracies 0.4955 0.4611 0.4627 0.4432 0.4566 0.4730 0.4650 0.4890 0.4816 0.4874
20240907-14:51:02 time_train=19006 time_c_quizzes=0
20240907-14:51:02 no_c_quiz
20240907-14:51:02 training model 3 (accuracy 0.4432098865509033)
20240907-14:51:02 training model 4 (accuracy 0.4565756916999817)
20240907-14:53:06 train_loss 93 model 3 0.025791238287696614
20240907-14:53:06 train_loss 93 model 4 0.02553734862804413
20240907-14:53:08 test_loss 93 model 3 0.018974780035205186
20240907-14:53:08 test_loss 93 model 4 0.016305054497206584
20240907-14:54:19 test_accuracy 93 model 4 nb_correct 357 / 796 (44.85%)
20240907-14:54:22 test_accuracy 93 model 3 nb_correct 331 / 807 (41.02%)
20240907-14:54:23 wrote ae_000.pth
20240907-14:54:24 wrote ae_001.pth
20240907-14:54:24 wrote ae_002.pth
20240907-14:54:25 wrote ae_003.pth
20240907-14:54:26 wrote ae_004.pth
20240907-14:54:26 wrote ae_005.pth
20240907-14:54:27 wrote ae_006.pth
20240907-14:54:28 wrote ae_007.pth
20240907-14:54:28 wrote ae_008.pth
20240907-14:54:29 wrote ae_009.pth
20240907-14:54:29 epoch_duration 3min27s next_finish 14:57:56
20240907-14:54:29 wrote state.pth
20240907-14:54:29 --- epoch 94 ----------------------------------------
20240907-14:54:29 current_test_accuracies 0.4955 0.4611 0.4627 0.4102 0.4485 0.4730 0.4650 0.4890 0.4816 0.4874
20240907-14:54:29 time_train=19206 time_c_quizzes=0
20240907-14:54:29 no_c_quiz
20240907-14:54:29 training model 3 (accuracy 0.4101610779762268)
20240907-14:54:29 training model 4 (accuracy 0.44849246740341187)
20240907-14:56:34 train_loss 94 model 3 0.02478692809212953
20240907-14:56:34 train_loss 94 model 4 0.023745299795642494
20240907-14:56:36 test_loss 94 model 3 0.017666205338900908
20240907-14:56:36 test_loss 94 model 4 0.016667394002433868
20240907-14:57:51 test_accuracy 94 model 3 nb_correct 376 / 784 (47.96%)
20240907-14:57:52 test_accuracy 94 model 4 nb_correct 398 / 795 (50.06%)
20240907-14:57:53 wrote ae_000.pth
20240907-14:57:54 wrote ae_001.pth
20240907-14:57:54 wrote ae_002.pth
20240907-14:57:55 wrote ae_003.pth
20240907-14:57:56 wrote ae_004.pth
20240907-14:57:56 wrote ae_005.pth
20240907-14:57:57 wrote ae_006.pth
20240907-14:57:58 wrote ae_007.pth
20240907-14:57:58 wrote ae_008.pth
20240907-14:57:59 wrote ae_009.pth
20240907-14:57:59 epoch_duration 3min29s next_finish 15:01:29
20240907-14:57:59 wrote state.pth
20240907-14:57:59 --- epoch 95 ----------------------------------------
20240907-14:57:59 current_test_accuracies 0.4955 0.4611 0.4627 0.4796 0.5006 0.4730 0.4650 0.4890 0.4816 0.4874
20240907-14:57:59 time_train=19408 time_c_quizzes=0
20240907-14:57:59 no_c_quiz
20240907-14:57:59 training model 1 (accuracy 0.461063027381897)
20240907-14:57:59 training model 2 (accuracy 0.4626682996749878)
20240907-15:00:04 train_loss 95 model 1 0.026095568791031837
20240907-15:00:04 train_loss 95 model 2 0.026615968254161997
20240907-15:00:05 test_loss 95 model 1 0.014238801744068042
20240907-15:00:06 test_loss 95 model 2 0.017274871928384526
20240907-15:01:15 test_accuracy 95 model 1 nb_correct 348 / 803 (43.34%)
20240907-15:01:18 test_accuracy 95 model 2 nb_correct 373 / 815 (45.77%)
20240907-15:01:19 wrote ae_000.pth
20240907-15:01:20 wrote ae_001.pth
20240907-15:01:20 wrote ae_002.pth
20240907-15:01:21 wrote ae_003.pth
20240907-15:01:22 wrote ae_004.pth
20240907-15:01:22 wrote ae_005.pth
20240907-15:01:23 wrote ae_006.pth
20240907-15:01:24 wrote ae_007.pth
20240907-15:01:24 wrote ae_008.pth
20240907-15:01:25 wrote ae_009.pth
20240907-15:01:25 epoch_duration 3min25s next_finish 15:04:51
20240907-15:01:25 wrote state.pth
20240907-15:01:25 --- epoch 96 ----------------------------------------
20240907-15:01:25 current_test_accuracies 0.4955 0.4334 0.4577 0.4796 0.5006 0.4730 0.4650 0.4890 0.4816 0.4874
20240907-15:01:25 time_train=19607 time_c_quizzes=0
20240907-15:01:25 no_c_quiz
20240907-15:01:25 training model 1 (accuracy 0.4333748519420624)
20240907-15:01:25 training model 2 (accuracy 0.4576687216758728)
20240907-15:03:30 train_loss 96 model 1 0.02399127204483375
20240907-15:03:30 train_loss 96 model 2 0.024371085213962942
20240907-15:03:31 test_loss 96 model 1 0.016366513213142753
20240907-15:03:31 test_loss 96 model 2 0.02015941360150464
20240907-15:04:42 test_accuracy 96 model 2 nb_correct 400 / 825 (48.48%)
20240907-15:04:46 test_accuracy 96 model 1 nb_correct 342 / 808 (42.33%)
20240907-15:04:47 wrote ae_000.pth
20240907-15:04:48 wrote ae_001.pth
20240907-15:04:48 wrote ae_002.pth
20240907-15:04:49 wrote ae_003.pth
20240907-15:04:50 wrote ae_004.pth
20240907-15:04:51 wrote ae_005.pth
20240907-15:04:51 wrote ae_006.pth
20240907-15:04:52 wrote ae_007.pth
20240907-15:04:53 wrote ae_008.pth
20240907-15:04:53 wrote ae_009.pth
20240907-15:04:53 epoch_duration 3min28s next_finish 15:08:21
20240907-15:04:53 wrote state.pth
20240907-15:04:53 --- epoch 97 ----------------------------------------
20240907-15:04:53 current_test_accuracies 0.4955 0.4233 0.4848 0.4796 0.5006 0.4730 0.4650 0.4890 0.4816 0.4874
20240907-15:04:53 time_train=19808 time_c_quizzes=0
20240907-15:04:53 no_c_quiz
20240907-15:04:53 training model 1 (accuracy 0.42326733469963074)
20240907-15:04:53 training model 6 (accuracy 0.4650000035762787)
20240907-15:06:58 train_loss 97 model 1 0.023839382509933785
20240907-15:06:58 train_loss 97 model 6 0.02410615105018951
20240907-15:06:59 test_loss 97 model 1 0.016644819703651594
20240907-15:07:00 test_loss 97 model 6 0.026653128385078162
20240907-15:08:11 test_accuracy 97 model 1 nb_correct 410 / 811 (50.55%)
20240907-15:08:15 test_accuracy 97 model 6 nb_correct 289 / 802 (36.03%)
20240907-15:08:16 wrote ae_000.pth
20240907-15:08:16 wrote ae_001.pth
20240907-15:08:17 wrote ae_002.pth
20240907-15:08:18 wrote ae_003.pth
20240907-15:08:19 wrote ae_004.pth
20240907-15:08:19 wrote ae_005.pth
20240907-15:08:20 wrote ae_006.pth
20240907-15:08:21 wrote ae_007.pth
20240907-15:08:21 wrote ae_008.pth
20240907-15:08:22 wrote ae_009.pth
20240907-15:08:22 epoch_duration 3min28s next_finish 15:11:51
20240907-15:08:22 wrote state.pth
20240907-15:08:22 --- epoch 98 ----------------------------------------
20240907-15:08:22 current_test_accuracies 0.4955 0.5055 0.4848 0.4796 0.5006 0.4730 0.3603 0.4890 0.4816 0.4874
20240907-15:08:22 time_train=20009 time_c_quizzes=0
20240907-15:08:22 no_c_quiz
20240907-15:08:22 training model 6 (accuracy 0.3603491187095642)
20240907-15:08:22 training model 5 (accuracy 0.47295597195625305)
20240907-15:10:27 train_loss 98 model 5 0.024861502604326232
20240907-15:10:27 train_loss 98 model 6 0.022422288953326642
20240907-15:10:28 test_loss 98 model 5 0.02120587143290322
20240907-15:10:28 test_loss 98 model 6 0.019020595477195458
20240907-15:11:37 test_accuracy 98 model 6 nb_correct 411 / 790 (52.03%)
20240907-15:11:43 test_accuracy 98 model 5 nb_correct 374 / 813 (46.00%)
20240907-15:11:43 wrote ae_000.pth
20240907-15:11:44 wrote ae_001.pth
20240907-15:11:45 wrote ae_002.pth
20240907-15:11:45 wrote ae_003.pth
20240907-15:11:46 wrote ae_004.pth
20240907-15:11:47 wrote ae_005.pth
20240907-15:11:47 wrote ae_006.pth
20240907-15:11:48 wrote ae_007.pth
20240907-15:11:49 wrote ae_008.pth
20240907-15:11:49 wrote ae_009.pth
20240907-15:11:49 epoch_duration 3min27s next_finish 15:15:17
20240907-15:11:49 wrote state.pth
20240907-15:11:49 --- epoch 99 ----------------------------------------
20240907-15:11:49 current_test_accuracies 0.4955 0.5055 0.4848 0.4796 0.5006 0.4600 0.5203 0.4890 0.4816 0.4874
20240907-15:11:49 time_train=20209 time_c_quizzes=0
20240907-15:11:49 no_c_quiz
20240907-15:11:49 training model 5 (accuracy 0.4600245952606201)
20240907-15:11:49 training model 3 (accuracy 0.47959184646606445)
20240907-15:13:54 train_loss 99 model 3 0.023542920300504193
20240907-15:13:54 train_loss 99 model 5 0.025236328550148755
20240907-15:13:56 test_loss 99 model 3 0.016881042922614144
20240907-15:13:56 test_loss 99 model 5 0.018401499174069615
20240907-15:15:06 test_accuracy 99 model 3 nb_correct 375 / 792 (47.35%)
20240907-15:15:09 test_accuracy 99 model 5 nb_correct 400 / 791 (50.57%)
20240907-15:15:10 wrote ae_000.pth
20240907-15:15:10 wrote ae_001.pth
20240907-15:15:11 wrote ae_002.pth
20240907-15:15:12 wrote ae_003.pth
20240907-15:15:12 wrote ae_004.pth
20240907-15:15:13 wrote ae_005.pth
20240907-15:15:14 wrote ae_006.pth
20240907-15:15:15 wrote ae_007.pth
20240907-15:15:15 wrote ae_008.pth
20240907-15:15:16 wrote ae_009.pth
20240907-15:15:16 epoch_duration 3min26s next_finish 15:18:42
20240907-15:15:16 wrote state.pth
20240907-15:15:16 --- epoch 100 ----------------------------------------
20240907-15:15:16 current_test_accuracies 0.4955 0.5055 0.4848 0.4735 0.5006 0.5057 0.5203 0.4890 0.4816 0.4874
20240907-15:15:16 time_train=20408 time_c_quizzes=0
20240907-15:15:16 no_c_quiz
20240907-15:15:16 training model 3 (accuracy 0.4734848439693451)
20240907-15:15:16 training model 8 (accuracy 0.481575608253479)
20240907-15:17:21 train_loss 100 model 8 0.025327401190530507
20240907-15:17:21 train_loss 100 model 3 0.02316634869761765
20240907-15:17:22 test_loss 100 model 8 0.019556887724320404
20240907-15:17:22 test_loss 100 model 3 0.01810894258087501
20240907-15:18:35 test_accuracy 100 model 8 nb_correct 378 / 804 (47.01%)
20240907-15:18:38 test_accuracy 100 model 3 nb_correct 395 / 802 (49.25%)
20240907-15:18:39 wrote ae_000.pth
20240907-15:18:40 wrote ae_001.pth
20240907-15:18:40 wrote ae_002.pth
20240907-15:18:41 wrote ae_003.pth
20240907-15:18:42 wrote ae_004.pth
20240907-15:18:42 wrote ae_005.pth
20240907-15:18:43 wrote ae_006.pth
20240907-15:18:44 wrote ae_007.pth
20240907-15:18:44 wrote ae_008.pth
20240907-15:18:45 wrote ae_009.pth
20240907-15:18:45 epoch_duration 3min29s next_finish 15:22:14
20240907-15:18:45 wrote state.pth
20240907-15:18:45 --- epoch 101 ----------------------------------------
20240907-15:18:45 current_test_accuracies 0.4955 0.5055 0.4848 0.4925 0.5006 0.5057 0.5203 0.4890 0.4701 0.4874
20240907-15:18:45 time_train=20610 time_c_quizzes=0
20240907-15:18:45 no_c_quiz
20240907-15:18:45 training model 8 (accuracy 0.4701492488384247)
20240907-15:18:45 training model 2 (accuracy 0.4848484992980957)
20240907-15:20:50 train_loss 101 model 2 0.024734966585878284
20240907-15:20:50 train_loss 101 model 8 0.023902114985277875
20240907-15:20:52 test_loss 101 model 2 0.019246872948133386
20240907-15:20:52 test_loss 101 model 8 0.015754165354883297
20240907-15:22:06 test_accuracy 101 model 8 nb_correct 399 / 815 (48.96%)
20240907-15:22:08 test_accuracy 101 model 2 nb_correct 385 / 813 (47.36%)
20240907-15:22:09 wrote ae_000.pth
20240907-15:22:09 wrote ae_001.pth
20240907-15:22:10 wrote ae_002.pth
20240907-15:22:11 wrote ae_003.pth
20240907-15:22:11 wrote ae_004.pth
20240907-15:22:12 wrote ae_005.pth
20240907-15:22:13 wrote ae_006.pth
20240907-15:22:13 wrote ae_007.pth
20240907-15:22:14 wrote ae_008.pth
20240907-15:22:15 wrote ae_009.pth
20240907-15:22:15 epoch_duration 3min29s next_finish 15:25:44
20240907-15:22:15 wrote state.pth
20240907-15:22:15 --- epoch 102 ----------------------------------------
20240907-15:22:15 current_test_accuracies 0.4955 0.5055 0.4736 0.4925 0.5006 0.5057 0.5203 0.4890 0.4896 0.4874
20240907-15:22:15 time_train=20812 time_c_quizzes=0
20240907-15:22:15 no_c_quiz
20240907-15:22:15 training model 2 (accuracy 0.47355473041534424)
20240907-15:22:15 training model 9 (accuracy 0.48740553855895996)
20240907-15:24:20 train_loss 102 model 2 0.022706509834271856
20240907-15:24:20 train_loss 102 model 9 0.02308044222998433
20240907-15:24:22 test_loss 102 model 2 0.01971744780894369
20240907-15:24:22 test_loss 102 model 9 0.018248124784440732
20240907-15:25:36 test_accuracy 102 model 2 nb_correct 411 / 796 (51.63%)
20240907-15:25:36 test_accuracy 102 model 9 nb_correct 419 / 811 (51.66%)
20240907-15:25:37 wrote ae_000.pth
20240907-15:25:37 wrote ae_001.pth
20240907-15:25:38 wrote ae_002.pth
20240907-15:25:39 wrote ae_003.pth
20240907-15:25:39 wrote ae_004.pth
20240907-15:25:40 wrote ae_005.pth
20240907-15:25:41 wrote ae_006.pth
20240907-15:25:41 wrote ae_007.pth
20240907-15:25:42 wrote ae_008.pth
20240907-15:25:43 wrote ae_009.pth
20240907-15:25:43 epoch_duration 3min28s next_finish 15:29:11
20240907-15:25:43 wrote state.pth
20240907-15:25:43 --- epoch 103 ----------------------------------------
20240907-15:25:43 current_test_accuracies 0.4955 0.5055 0.5163 0.4925 0.5006 0.5057 0.5203 0.4890 0.4896 0.5166
20240907-15:25:43 time_train=21013 time_c_quizzes=0
20240907-15:25:43 no_c_quiz
20240907-15:25:43 training model 7 (accuracy 0.48902440071105957)
20240907-15:25:43 training model 8 (accuracy 0.4895705580711365)
20240907-15:27:48 train_loss 103 model 7 0.024975727047072724
20240907-15:27:48 train_loss 103 model 8 0.022722366507863627
20240907-15:27:50 test_loss 103 model 7 0.016762304931762628
20240907-15:27:50 test_loss 103 model 8 0.01175462662940845
20240907-15:28:57 test_accuracy 103 model 7 nb_correct 405 / 809 (50.06%)
20240907-15:28:58 test_accuracy 103 model 8 nb_correct 410 / 803 (51.06%)
20240907-15:28:59 wrote ae_000.pth
20240907-15:29:00 wrote ae_001.pth
20240907-15:29:00 wrote ae_002.pth
20240907-15:29:01 wrote ae_003.pth
20240907-15:29:02 wrote ae_004.pth
20240907-15:29:02 wrote ae_005.pth
20240907-15:29:03 wrote ae_006.pth
20240907-15:29:04 wrote ae_007.pth
20240907-15:29:04 wrote ae_008.pth
20240907-15:29:05 wrote ae_009.pth
20240907-15:29:05 epoch_duration 3min22s next_finish 15:32:27
20240907-15:29:05 wrote state.pth
20240907-15:29:05 --- epoch 104 ----------------------------------------
20240907-15:29:05 current_test_accuracies 0.4955 0.5055 0.5163 0.4925 0.5006 0.5057 0.5203 0.5006 0.5106 0.5166
20240907-15:29:05 time_train=21208 time_c_quizzes=0
20240907-15:29:05 no_c_quiz
20240907-15:29:05 training model 3 (accuracy 0.49251869320869446)
20240907-15:29:05 training model 0 (accuracy 0.4954721927642822)
20240907-15:31:10 train_loss 104 model 3 0.022352287367219104
20240907-15:31:10 train_loss 104 model 0 0.022305427205050365
20240907-15:31:11 test_loss 104 model 3 0.019551374221919104
20240907-15:31:12 test_loss 104 model 0 0.016326960478909313
20240907-15:32:19 test_accuracy 104 model 0 nb_correct 406 / 815 (49.82%)
20240907-15:32:27 test_accuracy 104 model 3 nb_correct 366 / 811 (45.13%)
20240907-15:32:28 wrote ae_000.pth
20240907-15:32:29 wrote ae_001.pth
20240907-15:32:30 wrote ae_002.pth
20240907-15:32:30 wrote ae_003.pth
20240907-15:32:31 wrote ae_004.pth
20240907-15:32:32 wrote ae_005.pth
20240907-15:32:32 wrote ae_006.pth
20240907-15:32:33 wrote ae_007.pth
20240907-15:32:34 wrote ae_008.pth
20240907-15:32:34 wrote ae_009.pth
20240907-15:32:34 epoch_duration 3min29s next_finish 15:36:04
20240907-15:32:34 wrote state.pth
20240907-15:32:34 --- epoch 105 ----------------------------------------
20240907-15:32:34 current_test_accuracies 0.4982 0.5055 0.5163 0.4513 0.5006 0.5057 0.5203 0.5006 0.5106 0.5166
20240907-15:32:34 time_train=21410 time_c_quizzes=0
20240907-15:32:34 no_c_quiz
20240907-15:32:34 training model 3 (accuracy 0.4512946903705597)
20240907-15:32:34 training model 0 (accuracy 0.4981594979763031)
20240907-15:34:39 train_loss 105 model 0 0.021928284323541446
20240907-15:34:39 train_loss 105 model 3 0.021689495174214243
20240907-15:34:41 test_loss 105 model 0 0.017174611664086115
20240907-15:34:41 test_loss 105 model 3 0.013364326214650646
20240907-15:35:51 test_accuracy 105 model 3 nb_correct 453 / 806 (56.20%)
20240907-15:35:54 test_accuracy 105 model 0 nb_correct 433 / 798 (54.26%)
20240907-15:35:54 wrote ae_000.pth
20240907-15:35:55 wrote ae_001.pth
20240907-15:35:56 wrote ae_002.pth
20240907-15:35:56 wrote ae_003.pth
20240907-15:35:57 wrote ae_004.pth
20240907-15:35:58 wrote ae_005.pth
20240907-15:35:59 wrote ae_006.pth
20240907-15:35:59 wrote ae_007.pth
20240907-15:36:00 wrote ae_008.pth
20240907-15:36:01 wrote ae_009.pth
20240907-15:36:01 epoch_duration 3min26s next_finish 15:39:27
20240907-15:36:01 wrote state.pth
20240907-15:36:01 --- epoch 106 ----------------------------------------
20240907-15:36:01 current_test_accuracies 0.5426 0.5055 0.5163 0.5620 0.5006 0.5057 0.5203 0.5006 0.5106 0.5166
20240907-15:36:01 time_train=21609 time_c_quizzes=0
20240907-15:36:01 no_c_quiz
20240907-15:36:01 training model 7 (accuracy 0.500618040561676)
20240907-15:36:01 training model 4 (accuracy 0.5006289482116699)
20240907-15:38:06 train_loss 106 model 7 0.023970203378004953
20240907-15:38:06 train_loss 106 model 4 0.024504707608837634
20240907-15:38:07 test_loss 106 model 7 0.018646586046088487
20240907-15:38:07 test_loss 106 model 4 0.01812521122628823
20240907-15:39:20 test_accuracy 106 model 4 nb_correct 363 / 799 (45.43%)
20240907-15:39:21 test_accuracy 106 model 7 nb_correct 362 / 791 (45.76%)
20240907-15:39:22 wrote ae_000.pth
20240907-15:39:22 wrote ae_001.pth
20240907-15:39:23 wrote ae_002.pth
20240907-15:39:24 wrote ae_003.pth
20240907-15:39:24 wrote ae_004.pth
20240907-15:39:25 wrote ae_005.pth
20240907-15:39:26 wrote ae_006.pth
20240907-15:39:26 wrote ae_007.pth
20240907-15:39:27 wrote ae_008.pth
20240907-15:39:28 wrote ae_009.pth
20240907-15:39:28 epoch_duration 3min27s next_finish 15:42:55
20240907-15:39:28 wrote state.pth
20240907-15:39:28 --- epoch 107 ----------------------------------------
20240907-15:39:28 current_test_accuracies 0.5426 0.5055 0.5163 0.5620 0.4543 0.5057 0.5203 0.4576 0.5106 0.5166
20240907-15:39:28 time_train=21809 time_c_quizzes=0
20240907-15:39:28 no_c_quiz
20240907-15:39:28 training model 4 (accuracy 0.4543178975582123)
20240907-15:39:28 training model 7 (accuracy 0.45764854550361633)
20240907-15:41:33 train_loss 107 model 4 0.02297143684513867
20240907-15:41:33 train_loss 107 model 7 0.022784764148760586
20240907-15:41:34 test_loss 107 model 4 0.016818860414787196
20240907-15:41:35 test_loss 107 model 7 0.020886994927423075
20240907-15:42:46 test_accuracy 107 model 7 nb_correct 403 / 801 (50.31%)
20240907-15:42:49 test_accuracy 107 model 4 nb_correct 386 / 801 (48.19%)
20240907-15:42:50 wrote ae_000.pth
20240907-15:42:50 wrote ae_001.pth
20240907-15:42:51 wrote ae_002.pth
20240907-15:42:52 wrote ae_003.pth
20240907-15:42:52 wrote ae_004.pth
20240907-15:42:53 wrote ae_005.pth
20240907-15:42:54 wrote ae_006.pth
20240907-15:42:54 wrote ae_007.pth
20240907-15:42:55 wrote ae_008.pth
20240907-15:42:56 wrote ae_009.pth
20240907-15:42:56 epoch_duration 3min28s next_finish 15:46:24
20240907-15:42:56 wrote state.pth
20240907-15:42:56 --- epoch 108 ----------------------------------------
20240907-15:42:56 current_test_accuracies 0.5426 0.5055 0.5163 0.5620 0.4819 0.5057 0.5203 0.5031 0.5106 0.5166
20240907-15:42:56 time_train=22010 time_c_quizzes=0
20240907-15:42:56 no_c_quiz
20240907-15:42:56 training model 4 (accuracy 0.48189762234687805)
20240907-15:42:56 training model 7 (accuracy 0.5031210780143738)
20240907-15:45:01 train_loss 108 model 4 0.022793546656612308
20240907-15:45:01 train_loss 108 model 7 0.02309543136623688
20240907-15:45:02 test_loss 108 model 4 0.012673200960853137
20240907-15:45:02 test_loss 108 model 7 0.016043478707433678
20240907-15:46:11 test_accuracy 108 model 7 nb_correct 409 / 796 (51.38%)
20240907-15:46:13 test_accuracy 108 model 4 nb_correct 462 / 788 (58.63%)
20240907-15:46:14 wrote ae_000.pth
20240907-15:46:14 wrote ae_001.pth
20240907-15:46:15 wrote ae_002.pth
20240907-15:46:16 wrote ae_003.pth
20240907-15:46:17 wrote ae_004.pth
20240907-15:46:17 wrote ae_005.pth
20240907-15:46:18 wrote ae_006.pth
20240907-15:46:19 wrote ae_007.pth
20240907-15:46:19 wrote ae_008.pth
20240907-15:46:20 wrote ae_009.pth
20240907-15:46:20 epoch_duration 3min24s next_finish 15:49:44
20240907-15:46:20 wrote state.pth
20240907-15:46:20 --- epoch 109 ----------------------------------------
20240907-15:46:20 current_test_accuracies 0.5426 0.5055 0.5163 0.5620 0.5863 0.5057 0.5203 0.5138 0.5106 0.5166
20240907-15:46:20 time_train=22207 time_c_quizzes=0
20240907-15:46:20 no_c_quiz
20240907-15:46:20 training model 1 (accuracy 0.5055487155914307)
20240907-15:46:20 training model 5 (accuracy 0.5056890249252319)
20240907-15:48:25 train_loss 109 model 1 0.02312528759567067
20240907-15:48:25 train_loss 109 model 5 0.023351332396734505
20240907-15:48:26 test_loss 109 model 1 0.01624941805494018
20240907-15:48:26 test_loss 109 model 5 0.018969638727139682
20240907-15:49:40 test_accuracy 109 model 1 nb_correct 367 / 783 (46.87%)
20240907-15:49:42 test_accuracy 109 model 5 nb_correct 408 / 807 (50.56%)
20240907-15:49:43 wrote ae_000.pth
20240907-15:49:44 wrote ae_001.pth
20240907-15:49:44 wrote ae_002.pth
20240907-15:49:45 wrote ae_003.pth
20240907-15:49:46 wrote ae_004.pth
20240907-15:49:46 wrote ae_005.pth
20240907-15:49:47 wrote ae_006.pth
20240907-15:49:48 wrote ae_007.pth
20240907-15:49:49 wrote ae_008.pth
20240907-15:49:49 wrote ae_009.pth
20240907-15:49:49 epoch_duration 3min29s next_finish 15:53:18
20240907-15:49:49 wrote state.pth
20240907-15:49:49 --- epoch 110 ----------------------------------------
20240907-15:49:49 current_test_accuracies 0.5426 0.4687 0.5163 0.5620 0.5863 0.5056 0.5203 0.5138 0.5106 0.5166
20240907-15:49:49 time_train=22409 time_c_quizzes=0
20240907-15:49:49 no_c_quiz
20240907-15:49:49 training model 1 (accuracy 0.4687100946903229)
20240907-15:49:49 training model 5 (accuracy 0.5055761933326721)
20240907-15:51:54 train_loss 110 model 5 0.023141745867673306
20240907-15:51:54 train_loss 110 model 1 0.022666066287085413
20240907-15:51:56 test_loss 110 model 5 0.012920059110911097
20240907-15:51:56 test_loss 110 model 1 0.016099489273619837
20240907-15:53:04 test_accuracy 110 model 1 nb_correct 436 / 790 (55.19%)
20240907-15:53:09 test_accuracy 110 model 5 nb_correct 425 / 788 (53.93%)
20240907-15:53:10 wrote ae_000.pth
20240907-15:53:10 wrote ae_001.pth
20240907-15:53:11 wrote ae_002.pth
20240907-15:53:12 wrote ae_003.pth
20240907-15:53:12 wrote ae_004.pth
20240907-15:53:13 wrote ae_005.pth
20240907-15:53:14 wrote ae_006.pth
20240907-15:53:14 wrote ae_007.pth
20240907-15:53:15 wrote ae_008.pth
20240907-15:53:16 wrote ae_009.pth
20240907-15:53:16 epoch_duration 3min26s next_finish 15:56:42
20240907-15:53:16 wrote state.pth
20240907-15:53:16 --- epoch 111 ----------------------------------------
20240907-15:53:16 current_test_accuracies 0.5426 0.5519 0.5163 0.5620 0.5863 0.5393 0.5203 0.5138 0.5106 0.5166
20240907-15:53:16 time_train=22608 time_c_quizzes=0
20240907-15:53:16 no_c_quiz
20240907-15:53:16 training model 8 (accuracy 0.5105853080749512)
20240907-15:53:16 training model 7 (accuracy 0.5138190984725952)
20240907-15:55:21 train_loss 111 model 7 0.022870413279742933
20240907-15:55:21 train_loss 111 model 8 0.023744018969591708
20240907-15:55:22 test_loss 111 model 7 0.01397054314147681
20240907-15:55:22 test_loss 111 model 8 0.02201877344632521
20240907-15:56:27 test_accuracy 111 model 7 nb_correct 430 / 784 (54.85%)
20240907-15:56:32 test_accuracy 111 model 8 nb_correct 374 / 796 (46.98%)
20240907-15:56:32 wrote ae_000.pth
20240907-15:56:33 wrote ae_001.pth
20240907-15:56:34 wrote ae_002.pth
20240907-15:56:34 wrote ae_003.pth
20240907-15:56:35 wrote ae_004.pth
20240907-15:56:36 wrote ae_005.pth
20240907-15:56:36 wrote ae_006.pth
20240907-15:56:37 wrote ae_007.pth
20240907-15:56:38 wrote ae_008.pth
20240907-15:56:38 wrote ae_009.pth
20240907-15:56:38 epoch_duration 3min22s next_finish 16:00:01
20240907-15:56:38 wrote state.pth
20240907-15:56:38 --- epoch 112 ----------------------------------------
20240907-15:56:38 current_test_accuracies 0.5426 0.5519 0.5163 0.5620 0.5863 0.5393 0.5203 0.5485 0.4698 0.5166
20240907-15:56:38 time_train=22803 time_c_quizzes=0
20240907-15:56:38 no_c_quiz
20240907-15:56:38 training model 8 (accuracy 0.46984925866127014)
20240907-15:56:38 training model 2 (accuracy 0.516331672668457)
20240907-15:58:43 train_loss 112 model 8 0.02387023831519764
20240907-15:58:43 train_loss 112 model 2 0.022999618127010762
20240907-15:58:45 test_loss 112 model 8 0.016008100128965454
20240907-15:58:45 test_loss 112 model 2 0.014669504335324745
20240907-15:59:58 test_accuracy 112 model 8 nb_correct 381 / 808 (47.15%)
20240907-16:00:01 test_accuracy 112 model 2 nb_correct 406 / 798 (50.88%)
20240907-16:00:01 wrote ae_000.pth
20240907-16:00:02 wrote ae_001.pth
20240907-16:00:03 wrote ae_002.pth
20240907-16:00:03 wrote ae_003.pth
20240907-16:00:04 wrote ae_004.pth
20240907-16:00:05 wrote ae_005.pth
20240907-16:00:05 wrote ae_006.pth
20240907-16:00:06 wrote ae_007.pth
20240907-16:00:07 wrote ae_008.pth
20240907-16:00:07 wrote ae_009.pth
20240907-16:00:07 epoch_duration 3min29s next_finish 16:03:36
20240907-16:00:07 wrote state.pth
20240907-16:00:07 --- epoch 113 ----------------------------------------
20240907-16:00:07 current_test_accuracies 0.5426 0.5519 0.5088 0.5620 0.5863 0.5393 0.5203 0.5485 0.4715 0.5166
20240907-16:00:07 time_train=23005 time_c_quizzes=0
20240907-16:00:07 no_c_quiz
20240907-16:00:07 training model 8 (accuracy 0.4715346395969391)
20240907-16:00:07 training model 2 (accuracy 0.5087719559669495)
20240907-16:02:12 train_loss 113 model 8 0.022127980404766278
20240907-16:02:12 train_loss 113 model 2 0.021940338874119333
20240907-16:02:14 test_loss 113 model 8 0.013181198565871455
20240907-16:02:14 test_loss 113 model 2 0.013924712152220308
20240907-16:03:19 test_accuracy 113 model 2 nb_correct 438 / 821 (53.35%)
20240907-16:03:21 test_accuracy 113 model 8 nb_correct 443 / 782 (56.65%)
20240907-16:03:22 wrote ae_000.pth
20240907-16:03:22 wrote ae_001.pth
20240907-16:03:23 wrote ae_002.pth
20240907-16:03:24 wrote ae_003.pth
20240907-16:03:24 wrote ae_004.pth
20240907-16:03:25 wrote ae_005.pth
20240907-16:03:26 wrote ae_006.pth
20240907-16:03:26 wrote ae_007.pth
20240907-16:03:27 wrote ae_008.pth
20240907-16:03:28 wrote ae_009.pth
20240907-16:03:28 epoch_duration 3min20s next_finish 16:06:48
20240907-16:03:28 wrote state.pth
20240907-16:03:28 --- epoch 114 ----------------------------------------
20240907-16:03:28 current_test_accuracies 0.5426 0.5519 0.5335 0.5620 0.5863 0.5393 0.5203 0.5485 0.5665 0.5166
20240907-16:03:28 time_train=23198 time_c_quizzes=0
20240907-16:03:28 no_c_quiz
20240907-16:03:28 training model 9 (accuracy 0.5166460871696472)
20240907-16:03:28 training model 6 (accuracy 0.5202531814575195)
20240907-16:05:32 train_loss 114 model 9 0.022215027930215
20240907-16:05:32 train_loss 114 model 6 0.023765103270998223
20240907-16:05:34 test_loss 114 model 9 0.01904466962441802
20240907-16:05:34 test_loss 114 model 6 0.02187355005298741
20240907-16:06:49 test_accuracy 114 model 9 nb_correct 426 / 802 (53.12%)
20240907-16:06:51 test_accuracy 114 model 6 nb_correct 288 / 785 (36.69%)
20240907-16:06:52 wrote ae_000.pth
20240907-16:06:53 wrote ae_001.pth
20240907-16:06:53 wrote ae_002.pth
20240907-16:06:54 wrote ae_003.pth
20240907-16:06:55 wrote ae_004.pth
20240907-16:06:55 wrote ae_005.pth
20240907-16:06:56 wrote ae_006.pth
20240907-16:06:57 wrote ae_007.pth
20240907-16:06:57 wrote ae_008.pth
20240907-16:06:58 wrote ae_009.pth
20240907-16:06:58 epoch_duration 3min30s next_finish 16:10:28
20240907-16:06:58 wrote state.pth
20240907-16:06:58 --- epoch 115 ----------------------------------------
20240907-16:06:58 current_test_accuracies 0.5426 0.5519 0.5335 0.5620 0.5863 0.5393 0.3669 0.5485 0.5665 0.5312
20240907-16:06:58 time_train=23401 time_c_quizzes=0
20240907-16:06:58 no_c_quiz
20240907-16:06:58 training model 6 (accuracy 0.3668789863586426)
20240907-16:06:58 training model 9 (accuracy 0.5311720967292786)
20240907-16:09:03 train_loss 115 model 9 0.02266544692288153
20240907-16:09:03 train_loss 115 model 6 0.021010180233977736
20240907-16:09:04 test_loss 115 model 9 0.012544710017391481
20240907-16:09:04 test_loss 115 model 6 0.015951344405766576
20240907-16:10:15 test_accuracy 115 model 9 nb_correct 442 / 820 (53.90%)
20240907-16:10:18 test_accuracy 115 model 6 nb_correct 419 / 789 (53.11%)
20240907-16:10:19 wrote ae_000.pth
20240907-16:10:19 wrote ae_001.pth
20240907-16:10:20 wrote ae_002.pth
20240907-16:10:21 wrote ae_003.pth
20240907-16:10:21 wrote ae_004.pth
20240907-16:10:22 wrote ae_005.pth
20240907-16:10:23 wrote ae_006.pth
20240907-16:10:23 wrote ae_007.pth
20240907-16:10:24 wrote ae_008.pth
20240907-16:10:25 wrote ae_009.pth
20240907-16:10:25 epoch_duration 3min26s next_finish 16:13:51
20240907-16:10:25 wrote state.pth
20240907-16:10:25 --- epoch 116 ----------------------------------------
20240907-16:10:25 current_test_accuracies 0.5426 0.5519 0.5335 0.5620 0.5863 0.5393 0.5311 0.5485 0.5665 0.5390
20240907-16:10:25 time_train=23601 time_c_quizzes=0
20240907-16:10:25 no_c_quiz
20240907-16:10:25 training model 6 (accuracy 0.5310519933700562)
20240907-16:10:25 training model 2 (accuracy 0.5334957242012024)
20240907-16:12:29 train_loss 116 model 6 0.022822749748826025
20240907-16:12:29 train_loss 116 model 2 0.02098059372440912
20240907-16:12:31 test_loss 116 model 6 0.017483401467325167
20240907-16:12:31 test_loss 116 model 2 0.012140798270411323
20240907-16:13:33 test_accuracy 116 model 6 nb_correct 458 / 809 (56.61%)
20240907-16:13:40 test_accuracy 116 model 2 nb_correct 453 / 788 (57.49%)
20240907-16:13:40 wrote ae_000.pth
20240907-16:13:41 wrote ae_001.pth
20240907-16:13:42 wrote ae_002.pth
20240907-16:13:42 wrote ae_003.pth
20240907-16:13:43 wrote ae_004.pth
20240907-16:13:44 wrote ae_005.pth
20240907-16:13:44 wrote ae_006.pth
20240907-16:13:45 wrote ae_007.pth
20240907-16:13:46 wrote ae_008.pth
20240907-16:13:46 wrote ae_009.pth
20240907-16:13:46 epoch_duration 3min21s next_finish 16:17:08
20240907-16:13:46 wrote state.pth
20240907-16:13:46 --- epoch 117 ----------------------------------------
20240907-16:13:46 current_test_accuracies 0.5426 0.5519 0.5749 0.5620 0.5863 0.5393 0.5661 0.5485 0.5665 0.5390
20240907-16:13:46 time_train=23796 time_c_quizzes=0
20240907-16:13:46 no_c_quiz
20240907-16:13:46 training model 9 (accuracy 0.5390244126319885)
20240907-16:13:46 training model 5 (accuracy 0.539340078830719)
20240907-16:15:51 train_loss 117 model 5 0.023983932290691883
20240907-16:15:51 train_loss 117 model 9 0.0211646763329627
20240907-16:15:53 test_loss 117 model 5 0.013531494155176915
20240907-16:15:53 test_loss 117 model 9 0.016236374521395192
20240907-16:17:01 test_accuracy 117 model 9 nb_correct 439 / 801 (54.81%)
20240907-16:17:03 test_accuracy 117 model 5 nb_correct 444 / 782 (56.78%)
20240907-16:17:04 wrote ae_000.pth
20240907-16:17:04 wrote ae_001.pth
20240907-16:17:05 wrote ae_002.pth
20240907-16:17:06 wrote ae_003.pth
20240907-16:17:06 wrote ae_004.pth
20240907-16:17:07 wrote ae_005.pth
20240907-16:17:08 wrote ae_006.pth
20240907-16:17:08 wrote ae_007.pth
20240907-16:17:09 wrote ae_008.pth
20240907-16:17:10 wrote ae_009.pth
20240907-16:17:10 epoch_duration 3min23s next_finish 16:20:33
20240907-16:17:10 wrote state.pth
20240907-16:17:10 --- epoch 118 ----------------------------------------
20240907-16:17:10 current_test_accuracies 0.5426 0.5519 0.5749 0.5620 0.5863 0.5678 0.5661 0.5485 0.5665 0.5481
20240907-16:17:10 time_train=23992 time_c_quizzes=0
20240907-16:17:10 no_c_quiz
20240907-16:17:10 training model 0 (accuracy 0.5426065325737)
20240907-16:17:10 training model 9 (accuracy 0.5480649471282959)
20240907-16:19:15 train_loss 118 model 9 0.021230892596184277
20240907-16:19:15 train_loss 118 model 0 0.022647405428928322
20240907-16:19:16 test_loss 118 model 9 0.013436797610484063
20240907-16:19:16 test_loss 118 model 0 0.015037558588664979
20240907-16:20:26 test_accuracy 118 model 0 nb_correct 449 / 785 (57.20%)
20240907-16:20:28 test_accuracy 118 model 9 nb_correct 447 / 798 (56.02%)
20240907-16:20:29 wrote ae_000.pth
20240907-16:20:29 wrote ae_001.pth
20240907-16:20:30 wrote ae_002.pth
20240907-16:20:31 wrote ae_003.pth
20240907-16:20:31 wrote ae_004.pth
20240907-16:20:32 wrote ae_005.pth
20240907-16:20:33 wrote ae_006.pth
20240907-16:20:33 wrote ae_007.pth
20240907-16:20:34 wrote ae_008.pth
20240907-16:20:35 wrote ae_009.pth
20240907-16:20:35 epoch_duration 3min25s next_finish 16:24:00
20240907-16:20:35 wrote state.pth
20240907-16:20:35 --- epoch 119 ----------------------------------------
20240907-16:20:35 current_test_accuracies 0.5720 0.5519 0.5749 0.5620 0.5863 0.5678 0.5661 0.5485 0.5665 0.5602
20240907-16:20:35 time_train=24190 time_c_quizzes=0
20240907-16:20:35 no_c_quiz
20240907-16:20:35 training model 7 (accuracy 0.5484693646430969)
20240907-16:20:35 training model 1 (accuracy 0.551898717880249)
20240907-16:22:40 train_loss 119 model 1 0.021857848979299887
20240907-16:22:40 train_loss 119 model 7 0.02133455377072096
20240907-16:22:42 test_loss 119 model 1 0.0161237229447579
20240907-16:22:42 test_loss 119 model 7 0.016941171168582514
20240907-16:23:47 test_accuracy 119 model 1 nb_correct 466 / 820 (56.83%)
20240907-16:23:51 test_accuracy 119 model 7 nb_correct 412 / 810 (50.86%)
20240907-16:23:51 wrote ae_000.pth
20240907-16:23:52 wrote ae_001.pth
20240907-16:23:53 wrote ae_002.pth
20240907-16:23:53 wrote ae_003.pth
20240907-16:23:54 wrote ae_004.pth
20240907-16:23:55 wrote ae_005.pth
20240907-16:23:55 wrote ae_006.pth
20240907-16:23:56 wrote ae_007.pth
20240907-16:23:57 wrote ae_008.pth
20240907-16:23:57 wrote ae_009.pth
20240907-16:23:57 epoch_duration 3min22s next_finish 16:27:20
20240907-16:23:57 wrote state.pth
20240907-16:23:57 --- epoch 120 ----------------------------------------
20240907-16:23:57 current_test_accuracies 0.5720 0.5683 0.5749 0.5620 0.5863 0.5678 0.5661 0.5086 0.5665 0.5602
20240907-16:23:57 time_train=24385 time_c_quizzes=0
20240907-16:23:57 no_c_quiz
20240907-16:23:57 training model 7 (accuracy 0.5086419582366943)
20240907-16:23:57 training model 9 (accuracy 0.5601503849029541)
20240907-16:26:02 train_loss 120 model 7 0.021764176320517435
20240907-16:26:02 train_loss 120 model 9 0.020598023901227863
20240907-16:26:04 test_loss 120 model 7 0.015831067590625025
20240907-16:26:04 test_loss 120 model 9 0.0157416310874396
20240907-16:27:12 test_accuracy 120 model 9 nb_correct 488 / 796 (61.31%)
20240907-16:27:14 test_accuracy 120 model 7 nb_correct 411 / 785 (52.36%)
20240907-16:27:15 wrote ae_000.pth
20240907-16:27:15 wrote ae_001.pth
20240907-16:27:16 wrote ae_002.pth
20240907-16:27:17 wrote ae_003.pth
20240907-16:27:17 wrote ae_004.pth
20240907-16:27:18 wrote ae_005.pth
20240907-16:27:19 wrote ae_006.pth
20240907-16:27:19 wrote ae_007.pth
20240907-16:27:20 wrote ae_008.pth
20240907-16:27:21 wrote ae_009.pth
20240907-16:27:21 epoch_duration 3min23s next_finish 16:30:44
20240907-16:27:21 wrote state.pth
20240907-16:27:21 --- epoch 121 ----------------------------------------
20240907-16:27:21 current_test_accuracies 0.5720 0.5683 0.5749 0.5620 0.5863 0.5678 0.5661 0.5236 0.5665 0.6131
20240907-16:27:21 time_train=24581 time_c_quizzes=0
20240907-16:27:21 no_c_quiz
20240907-16:27:21 training model 7 (accuracy 0.5235669016838074)
20240907-16:27:21 training model 3 (accuracy 0.5620347261428833)
20240907-16:29:26 train_loss 121 model 7 0.020846470425254664
20240907-16:29:26 train_loss 121 model 3 0.022679348064935767
20240907-16:29:27 test_loss 121 model 7 0.011121572394040413
20240907-16:29:27 test_loss 121 model 3 0.017571631717146374
20240907-16:30:32 test_accuracy 121 model 7 nb_correct 518 / 802 (64.59%)
20240907-16:30:38 test_accuracy 121 model 3 nb_correct 412 / 797 (51.69%)
20240907-16:30:39 wrote ae_000.pth
20240907-16:30:40 wrote ae_001.pth
20240907-16:30:40 wrote ae_002.pth
20240907-16:30:41 wrote ae_003.pth
20240907-16:30:42 wrote ae_004.pth
20240907-16:30:42 wrote ae_005.pth
20240907-16:30:43 wrote ae_006.pth
20240907-16:30:44 wrote ae_007.pth
20240907-16:30:44 wrote ae_008.pth
20240907-16:30:45 wrote ae_009.pth
20240907-16:30:45 epoch_duration 3min24s next_finish 16:34:09
20240907-16:30:45 wrote state.pth
20240907-16:30:45 --- epoch 122 ----------------------------------------
20240907-16:30:45 current_test_accuracies 0.5720 0.5683 0.5749 0.5169 0.5863 0.5678 0.5661 0.6459 0.5665 0.6131
20240907-16:30:45 time_train=24778 time_c_quizzes=0
20240907-16:30:45 no_c_quiz
20240907-16:30:45 training model 3 (accuracy 0.5169385075569153)
20240907-16:30:45 training model 6 (accuracy 0.566131055355072)
20240907-16:32:50 train_loss 122 model 6 0.02137107623135671
20240907-16:32:50 train_loss 122 model 3 0.020111582154175266
20240907-16:32:51 test_loss 122 model 6 0.01049275533441687
20240907-16:32:51 test_loss 122 model 3 0.014501051686238497
20240907-16:34:00 test_accuracy 122 model 3 nb_correct 448 / 801 (55.93%)
20240907-16:34:03 test_accuracy 122 model 6 nb_correct 467 / 814 (57.37%)
20240907-16:34:03 wrote ae_000.pth
20240907-16:34:04 wrote ae_001.pth
20240907-16:34:05 wrote ae_002.pth
20240907-16:34:05 wrote ae_003.pth
20240907-16:34:06 wrote ae_004.pth
20240907-16:34:07 wrote ae_005.pth
20240907-16:34:07 wrote ae_006.pth
20240907-16:34:08 wrote ae_007.pth
20240907-16:34:09 wrote ae_008.pth
20240907-16:34:09 wrote ae_009.pth
20240907-16:34:09 epoch_duration 3min24s next_finish 16:37:34
20240907-16:34:09 wrote state.pth
20240907-16:34:09 --- epoch 123 ----------------------------------------
20240907-16:34:09 current_test_accuracies 0.5720 0.5683 0.5749 0.5593 0.5863 0.5678 0.5737 0.6459 0.5665 0.6131
20240907-16:34:09 time_train=24975 time_c_quizzes=0
20240907-16:34:09 no_c_quiz
20240907-16:34:09 training model 3 (accuracy 0.5593008995056152)
20240907-16:34:09 training model 8 (accuracy 0.5664961934089661)
20240907-16:36:14 train_loss 123 model 3 0.021308295504772104
20240907-16:36:14 train_loss 123 model 8 0.02099048260669224
20240907-16:36:16 test_loss 123 model 3 0.018067143639200367
20240907-16:36:16 test_loss 123 model 8 0.016741533324238844
20240907-16:37:28 test_accuracy 123 model 3 nb_correct 431 / 788 (54.70%)
20240907-16:37:29 test_accuracy 123 model 8 nb_correct 424 / 824 (51.46%)
20240907-16:37:30 wrote ae_000.pth
20240907-16:37:30 wrote ae_001.pth
20240907-16:37:31 wrote ae_002.pth
20240907-16:37:32 wrote ae_003.pth
20240907-16:37:32 wrote ae_004.pth
20240907-16:37:33 wrote ae_005.pth
20240907-16:37:34 wrote ae_006.pth
20240907-16:37:34 wrote ae_007.pth
20240907-16:37:35 wrote ae_008.pth
20240907-16:37:36 wrote ae_009.pth
20240907-16:37:36 epoch_duration 3min26s next_finish 16:41:02
20240907-16:37:36 wrote state.pth
20240907-16:37:36 --- epoch 124 ----------------------------------------
20240907-16:37:36 current_test_accuracies 0.5720 0.5683 0.5749 0.5470 0.5863 0.5678 0.5737 0.6459 0.5146 0.6131
20240907-16:37:36 time_train=25174 time_c_quizzes=0
20240907-16:37:36 no_c_quiz
20240907-16:37:36 training model 8 (accuracy 0.5145630836486816)
20240907-16:37:36 training model 3 (accuracy 0.546954333782196)
20240907-16:39:41 train_loss 124 model 3 0.021050097837112845
20240907-16:39:41 train_loss 124 model 8 0.021896254655788653
20240907-16:39:42 test_loss 124 model 3 0.014787220663856715
20240907-16:39:42 test_loss 124 model 8 0.015186398322111928
20240907-16:40:52 test_accuracy 124 model 3 nb_correct 468 / 787 (59.47%)
20240907-16:40:52 test_accuracy 124 model 8 nb_correct 420 / 792 (53.03%)
20240907-16:40:53 wrote ae_000.pth
20240907-16:40:53 wrote ae_001.pth
20240907-16:40:54 wrote ae_002.pth
20240907-16:40:55 wrote ae_003.pth
20240907-16:40:55 wrote ae_004.pth
20240907-16:40:56 wrote ae_005.pth
20240907-16:40:57 wrote ae_006.pth
20240907-16:40:57 wrote ae_007.pth
20240907-16:40:58 wrote ae_008.pth
20240907-16:40:59 wrote ae_009.pth
20240907-16:40:59 epoch_duration 3min22s next_finish 16:44:22
20240907-16:40:59 wrote state.pth
20240907-16:40:59 --- epoch 125 ----------------------------------------
20240907-16:40:59 current_test_accuracies 0.5720 0.5683 0.5749 0.5947 0.5863 0.5678 0.5737 0.6459 0.5303 0.6131
20240907-16:40:59 time_train=25370 time_c_quizzes=0
20240907-16:40:59 no_c_quiz
20240907-16:40:59 training model 8 (accuracy 0.5303030014038086)
20240907-16:40:59 training model 5 (accuracy 0.5677749514579773)
20240907-16:43:04 train_loss 125 model 5 0.02089941250742413
20240907-16:43:04 train_loss 125 model 8 0.020505045081255956
20240907-16:43:05 test_loss 125 model 5 0.017459188966313377
20240907-16:43:05 test_loss 125 model 8 0.016358429775573315
20240907-16:44:17 test_accuracy 125 model 5 nb_correct 474 / 807 (58.74%)
20240907-16:44:19 test_accuracy 125 model 8 nb_correct 459 / 804 (57.09%)
20240907-16:44:20 wrote ae_000.pth
20240907-16:44:20 wrote ae_001.pth
20240907-16:44:21 wrote ae_002.pth
20240907-16:44:22 wrote ae_003.pth
20240907-16:44:22 wrote ae_004.pth
20240907-16:44:23 wrote ae_005.pth
20240907-16:44:24 wrote ae_006.pth
20240907-16:44:25 wrote ae_007.pth
20240907-16:44:25 wrote ae_008.pth
20240907-16:44:26 wrote ae_009.pth
20240907-16:44:26 epoch_duration 3min27s next_finish 16:47:53
20240907-16:44:26 wrote state.pth
20240907-16:44:26 --- epoch 126 ----------------------------------------
20240907-16:44:26 current_test_accuracies 0.5720 0.5683 0.5749 0.5947 0.5863 0.5874 0.5737 0.6459 0.5709 0.6131
20240907-16:44:26 time_train=25570 time_c_quizzes=0
20240907-16:44:26 no_c_quiz
20240907-16:44:26 training model 1 (accuracy 0.5682926774024963)
20240907-16:44:26 training model 8 (accuracy 0.5708954930305481)
20240907-16:46:31 train_loss 126 model 8 0.019250721422838978
20240907-16:46:31 train_loss 126 model 1 0.02136327718233224
20240907-16:46:33 test_loss 126 model 8 0.012655592007649829
20240907-16:46:33 test_loss 126 model 1 0.0178707585320808
20240907-16:47:36 test_accuracy 126 model 1 nb_correct 442 / 789 (56.02%)
20240907-16:47:39 test_accuracy 126 model 8 nb_correct 504 / 801 (62.92%)
20240907-16:47:39 wrote ae_000.pth
20240907-16:47:40 wrote ae_001.pth
20240907-16:47:41 wrote ae_002.pth
20240907-16:47:42 wrote ae_003.pth
20240907-16:47:42 wrote ae_004.pth
20240907-16:47:43 wrote ae_005.pth
20240907-16:47:44 wrote ae_006.pth
20240907-16:47:44 wrote ae_007.pth
20240907-16:47:45 wrote ae_008.pth
20240907-16:47:46 wrote ae_009.pth
20240907-16:47:46 epoch_duration 3min19s next_finish 16:51:05
20240907-16:47:46 wrote state.pth
20240907-16:47:46 --- epoch 127 ----------------------------------------
20240907-16:47:46 current_test_accuracies 0.5720 0.5602 0.5749 0.5947 0.5863 0.5874 0.5737 0.6459 0.6292 0.6131
20240907-16:47:46 time_train=25762 time_c_quizzes=0
20240907-16:47:46 no_c_quiz
20240907-16:47:46 training model 1 (accuracy 0.5602027773857117)
20240907-16:47:46 training model 0 (accuracy 0.571974515914917)
20240907-16:49:51 train_loss 127 model 1 0.02095999580039643
20240907-16:49:51 train_loss 127 model 0 0.022126699046115392
20240907-16:49:52 test_loss 127 model 1 0.018545479692693333
20240907-16:49:52 test_loss 127 model 0 0.01564268609508872
20240907-16:50:56 test_accuracy 127 model 0 nb_correct 434 / 785 (55.29%)
20240907-16:51:05 test_accuracy 127 model 1 nb_correct 440 / 802 (54.86%)
20240907-16:51:06 wrote ae_000.pth
20240907-16:51:06 wrote ae_001.pth
20240907-16:51:07 wrote ae_002.pth
20240907-16:51:08 wrote ae_003.pth
20240907-16:51:08 wrote ae_004.pth
20240907-16:51:09 wrote ae_005.pth
20240907-16:51:10 wrote ae_006.pth
20240907-16:51:10 wrote ae_007.pth
20240907-16:51:11 wrote ae_008.pth
20240907-16:51:12 wrote ae_009.pth
20240907-16:51:12 epoch_duration 3min26s next_finish 16:54:38
20240907-16:51:12 wrote state.pth
20240907-16:51:12 --- epoch 128 ----------------------------------------
20240907-16:51:12 current_test_accuracies 0.5529 0.5486 0.5749 0.5947 0.5863 0.5874 0.5737 0.6459 0.6292 0.6131
20240907-16:51:12 time_train=25961 time_c_quizzes=0
20240907-16:51:12 no_c_quiz
20240907-16:51:12 training model 1 (accuracy 0.5486284494400024)
20240907-16:51:12 training model 0 (accuracy 0.5528662204742432)
20240907-16:53:17 train_loss 128 model 1 0.020785298817558213
20240907-16:53:17 train_loss 128 model 0 0.02094113147747703
20240907-16:53:18 test_loss 128 model 1 0.01522978188295383
20240907-16:53:18 test_loss 128 model 0 0.01531891215563519
20240907-16:54:23 test_accuracy 128 model 0 nb_correct 496 / 805 (61.61%)
20240907-16:54:27 test_accuracy 128 model 1 nb_correct 460 / 782 (58.82%)
20240907-16:54:28 wrote ae_000.pth
20240907-16:54:28 wrote ae_001.pth
20240907-16:54:29 wrote ae_002.pth
20240907-16:54:30 wrote ae_003.pth
20240907-16:54:30 wrote ae_004.pth
20240907-16:54:31 wrote ae_005.pth
20240907-16:54:32 wrote ae_006.pth
20240907-16:54:33 wrote ae_007.pth
20240907-16:54:33 wrote ae_008.pth
20240907-16:54:34 wrote ae_009.pth
20240907-16:54:34 epoch_duration 3min22s next_finish 16:57:56
20240907-16:54:34 wrote state.pth
20240907-16:54:34 --- epoch 129 ----------------------------------------
20240907-16:54:34 current_test_accuracies 0.6161 0.5882 0.5749 0.5947 0.5863 0.5874 0.5737 0.6459 0.6292 0.6131
20240907-16:54:34 time_train=26156 time_c_quizzes=0
20240907-16:54:34 no_c_quiz
20240907-16:54:34 training model 6 (accuracy 0.5737100839614868)
20240907-16:54:34 training model 2 (accuracy 0.5748730897903442)
20240907-16:56:39 train_loss 129 model 2 0.02098653877375182
20240907-16:56:39 train_loss 129 model 6 0.021100454999832437
20240907-16:56:40 test_loss 129 model 2 0.019349981157574803
20240907-16:56:40 test_loss 129 model 6 0.01659150874183979
20240907-16:57:49 test_accuracy 129 model 2 nb_correct 446 / 818 (54.52%)
20240907-16:57:54 test_accuracy 129 model 6 nb_correct 426 / 805 (52.92%)
20240907-16:57:55 wrote ae_000.pth
20240907-16:57:55 wrote ae_001.pth
20240907-16:57:56 wrote ae_002.pth
20240907-16:57:57 wrote ae_003.pth
20240907-16:57:57 wrote ae_004.pth
20240907-16:57:58 wrote ae_005.pth
20240907-16:57:59 wrote ae_006.pth
20240907-16:57:59 wrote ae_007.pth
20240907-16:58:00 wrote ae_008.pth
20240907-16:58:01 wrote ae_009.pth
20240907-16:58:01 epoch_duration 3min26s next_finish 17:01:27
20240907-16:58:01 wrote state.pth
20240907-16:58:01 --- epoch 130 ----------------------------------------
20240907-16:58:01 current_test_accuracies 0.6161 0.5882 0.5452 0.5947 0.5863 0.5874 0.5292 0.6459 0.6292 0.6131
20240907-16:58:01 time_train=26356 time_c_quizzes=0
20240907-16:58:01 no_c_quiz
20240907-16:58:01 training model 6 (accuracy 0.5291925668716431)
20240907-16:58:01 training model 2 (accuracy 0.5452322959899902)
20240907-17:00:05 train_loss 130 model 6 0.021538867802824824
20240907-17:00:05 train_loss 130 model 2 0.021409838982624933
20240907-17:00:07 test_loss 130 model 6 0.021838309755548835
20240907-17:00:07 test_loss 130 model 2 0.014722970384173095
20240907-17:01:18 test_accuracy 130 model 2 nb_correct 462 / 817 (56.55%)
20240907-17:01:19 test_accuracy 130 model 6 nb_correct 414 / 792 (52.27%)
20240907-17:01:19 wrote ae_000.pth
20240907-17:01:20 wrote ae_001.pth
20240907-17:01:21 wrote ae_002.pth
20240907-17:01:21 wrote ae_003.pth
20240907-17:01:22 wrote ae_004.pth
20240907-17:01:22 wrote ae_005.pth
20240907-17:01:23 wrote ae_006.pth
20240907-17:01:24 wrote ae_007.pth
20240907-17:01:24 wrote ae_008.pth
20240907-17:01:25 wrote ae_009.pth
20240907-17:01:25 epoch_duration 3min24s next_finish 17:04:50
20240907-17:01:25 wrote state.pth
20240907-17:01:25 --- epoch 131 ----------------------------------------
20240907-17:01:25 current_test_accuracies 0.6161 0.5882 0.5655 0.5947 0.5863 0.5874 0.5227 0.6459 0.6292 0.6131
20240907-17:01:25 time_train=26553 time_c_quizzes=0
20240907-17:01:25 no_c_quiz
20240907-17:01:25 training model 6 (accuracy 0.5227272510528564)
20240907-17:01:25 training model 2 (accuracy 0.5654834508895874)
20240907-17:03:30 train_loss 131 model 6 0.020691881703911348
20240907-17:03:30 train_loss 131 model 2 0.02025291903933976
20240907-17:03:31 test_loss 131 model 6 0.013186772627523168
20240907-17:03:32 test_loss 131 model 2 0.025555102358339354
20240907-17:04:43 test_accuracy 131 model 6 nb_correct 470 / 795 (59.12%)
20240907-17:04:46 test_accuracy 131 model 2 nb_correct 426 / 804 (52.99%)
20240907-17:04:46 wrote ae_000.pth
20240907-17:04:47 wrote ae_001.pth
20240907-17:04:48 wrote ae_002.pth
20240907-17:04:48 wrote ae_003.pth
20240907-17:04:49 wrote ae_004.pth
20240907-17:04:50 wrote ae_005.pth
20240907-17:04:50 wrote ae_006.pth
20240907-17:04:51 wrote ae_007.pth
20240907-17:04:52 wrote ae_008.pth
20240907-17:04:52 wrote ae_009.pth
20240907-17:04:52 epoch_duration 3min27s next_finish 17:08:20
20240907-17:04:52 wrote state.pth
20240907-17:04:52 --- epoch 132 ----------------------------------------
20240907-17:04:52 current_test_accuracies 0.6161 0.5882 0.5299 0.5947 0.5863 0.5874 0.5912 0.6459 0.6292 0.6131
20240907-17:04:52 time_train=26753 time_c_quizzes=0
20240907-17:04:52 no_c_quiz
20240907-17:04:52 training model 2 (accuracy 0.5298507213592529)
20240907-17:04:52 training model 4 (accuracy 0.586294412612915)
20240907-17:06:58 train_loss 132 model 2 0.02060375231108628
20240907-17:06:58 train_loss 132 model 4 0.022115469802403823
20240907-17:06:59 test_loss 132 model 2 0.014305023563792929
20240907-17:06:59 test_loss 132 model 4 0.014881121899816208
20240907-17:08:05 test_accuracy 132 model 4 nb_correct 483 / 795 (60.75%)
20240907-17:08:10 test_accuracy 132 model 2 nb_correct 452 / 804 (56.22%)
20240907-17:08:11 wrote ae_000.pth
20240907-17:08:11 wrote ae_001.pth
20240907-17:08:12 wrote ae_002.pth
20240907-17:08:13 wrote ae_003.pth
20240907-17:08:13 wrote ae_004.pth
20240907-17:08:14 wrote ae_005.pth
20240907-17:08:15 wrote ae_006.pth
20240907-17:08:15 wrote ae_007.pth
20240907-17:08:16 wrote ae_008.pth
20240907-17:08:17 wrote ae_009.pth
20240907-17:08:17 epoch_duration 3min24s next_finish 17:11:41
20240907-17:08:17 wrote state.pth
20240907-17:08:17 --- epoch 133 ----------------------------------------
20240907-17:08:17 current_test_accuracies 0.6161 0.5882 0.5622 0.5947 0.6075 0.5874 0.5912 0.6459 0.6292 0.6131
20240907-17:08:17 time_train=26950 time_c_quizzes=0
20240907-17:08:17 no_c_quiz
20240907-17:08:17 training model 2 (accuracy 0.5621890425682068)
20240907-17:08:17 training model 5 (accuracy 0.5873606204986572)
20240907-17:10:22 train_loss 133 model 2 0.020172931273002178
20240907-17:10:22 train_loss 133 model 5 0.021712205578165594
20240907-17:10:23 test_loss 133 model 2 0.014031793683898286
20240907-17:10:23 test_loss 133 model 5 0.01444387457886478
20240907-17:11:31 test_accuracy 133 model 2 nb_correct 526 / 814 (64.62%)
20240907-17:11:32 test_accuracy 133 model 5 nb_correct 444 / 802 (55.36%)
20240907-17:11:33 wrote ae_000.pth
20240907-17:11:34 wrote ae_001.pth
20240907-17:11:34 wrote ae_002.pth
20240907-17:11:35 wrote ae_003.pth
20240907-17:11:36 wrote ae_004.pth
20240907-17:11:36 wrote ae_005.pth
20240907-17:11:37 wrote ae_006.pth
20240907-17:11:38 wrote ae_007.pth
20240907-17:11:39 wrote ae_008.pth
20240907-17:11:39 wrote ae_009.pth
20240907-17:11:39 epoch_duration 3min22s next_finish 17:15:02
20240907-17:11:39 wrote state.pth
20240907-17:11:39 --- epoch 134 ----------------------------------------
20240907-17:11:39 current_test_accuracies 0.6161 0.5882 0.6462 0.5947 0.6075 0.5536 0.5912 0.6459 0.6292 0.6131
20240907-17:11:39 time_train=27145 time_c_quizzes=0
20240907-17:11:39 no_c_quiz
20240907-17:11:39 training model 5 (accuracy 0.5536159873008728)
20240907-17:11:39 training model 1 (accuracy 0.5882353186607361)
20240907-17:13:44 train_loss 134 model 1 0.019936353477591182
20240907-17:13:44 train_loss 134 model 5 0.020782183939940295
20240907-17:13:46 test_loss 134 model 1 0.021197792718885465
20240907-17:13:46 test_loss 134 model 5 0.012649800305371172
20240907-17:14:58 test_accuracy 134 model 5 nb_correct 488 / 803 (60.77%)
20240907-17:14:59 test_accuracy 134 model 1 nb_correct 431 / 786 (54.83%)
20240907-17:14:59 wrote ae_000.pth
20240907-17:15:00 wrote ae_001.pth
20240907-17:15:01 wrote ae_002.pth
20240907-17:15:01 wrote ae_003.pth
20240907-17:15:02 wrote ae_004.pth
20240907-17:15:03 wrote ae_005.pth
20240907-17:15:03 wrote ae_006.pth
20240907-17:15:04 wrote ae_007.pth
20240907-17:15:04 wrote ae_008.pth
20240907-17:15:05 wrote ae_009.pth
20240907-17:15:05 epoch_duration 3min25s next_finish 17:18:31
20240907-17:15:05 wrote state.pth
20240907-17:15:05 --- epoch 135 ----------------------------------------
20240907-17:15:05 current_test_accuracies 0.6161 0.5483 0.6462 0.5947 0.6075 0.6077 0.5912 0.6459 0.6292 0.6131
20240907-17:15:05 time_train=27344 time_c_quizzes=0
20240907-17:15:05 no_c_quiz
20240907-17:15:05 training model 1 (accuracy 0.5483460426330566)
20240907-17:15:05 training model 6 (accuracy 0.5911949872970581)
20240907-17:17:10 train_loss 135 model 6 0.020235085415188224
20240907-17:17:10 train_loss 135 model 1 0.01987265891302377
20240907-17:17:12 test_loss 135 model 6 0.013654855635832065
20240907-17:17:12 test_loss 135 model 1 0.013517427546321414
20240907-17:18:14 test_accuracy 135 model 6 nb_correct 496 / 777 (63.84%)
20240907-17:18:15 test_accuracy 135 model 1 nb_correct 468 / 783 (59.77%)
20240907-17:18:16 wrote ae_000.pth
20240907-17:18:16 wrote ae_001.pth
20240907-17:18:17 wrote ae_002.pth
20240907-17:18:18 wrote ae_003.pth
20240907-17:18:18 wrote ae_004.pth
20240907-17:18:19 wrote ae_005.pth
20240907-17:18:20 wrote ae_006.pth
20240907-17:18:20 wrote ae_007.pth
20240907-17:18:21 wrote ae_008.pth
20240907-17:18:22 wrote ae_009.pth
20240907-17:18:22 epoch_duration 3min16s next_finish 17:21:38
20240907-17:18:22 wrote state.pth
20240907-17:18:22 --- epoch 136 ----------------------------------------
20240907-17:18:22 current_test_accuracies 0.6161 0.5977 0.6462 0.5947 0.6075 0.6077 0.6384 0.6459 0.6292 0.6131
20240907-17:18:22 time_train=27533 time_c_quizzes=0
20240907-17:18:22 no_c_quiz
20240907-17:18:22 training model 3 (accuracy 0.5946632623672485)
20240907-17:18:22 training model 1 (accuracy 0.5977011322975159)
20240907-17:20:27 train_loss 136 model 3 0.0198202616640483
20240907-17:20:27 train_loss 136 model 1 0.018872134557401297
20240907-17:20:28 test_loss 136 model 3 0.01388944265054306
20240907-17:20:28 test_loss 136 model 1 0.01569613930187188
20240907-17:21:31 test_accuracy 136 model 1 nb_correct 500 / 795 (62.89%)
20240907-17:21:34 test_accuracy 136 model 3 nb_correct 513 / 833 (61.58%)
20240907-17:21:34 wrote ae_000.pth
20240907-17:21:35 wrote ae_001.pth
20240907-17:21:36 wrote ae_002.pth
20240907-17:21:36 wrote ae_003.pth
20240907-17:21:37 wrote ae_004.pth
20240907-17:21:38 wrote ae_005.pth
20240907-17:21:38 wrote ae_006.pth
20240907-17:21:39 wrote ae_007.pth
20240907-17:21:40 wrote ae_008.pth
20240907-17:21:40 wrote ae_009.pth
20240907-17:21:40 epoch_duration 3min18s next_finish 17:24:59
20240907-17:21:40 wrote state.pth
20240907-17:21:40 --- epoch 137 ----------------------------------------
20240907-17:21:40 current_test_accuracies 0.6161 0.6289 0.6462 0.6158 0.6075 0.6077 0.6384 0.6459 0.6292 0.6131
20240907-17:21:40 time_train=27724 time_c_quizzes=0
20240907-17:21:40 no_c_quiz
20240907-17:21:40 training model 4 (accuracy 0.6075471639633179)
20240907-17:21:40 training model 5 (accuracy 0.6077210307121277)
20240907-17:23:45 train_loss 137 model 4 0.0215497510144487
20240907-17:23:45 train_loss 137 model 5 0.02089701798732858
20240907-17:23:47 test_loss 137 model 4 0.017597309019765816
20240907-17:23:47 test_loss 137 model 5 0.018174040627491193
20240907-17:24:59 test_accuracy 137 model 5 nb_correct 469 / 810 (57.90%)
20240907-17:25:02 test_accuracy 137 model 4 nb_correct 406 / 778 (52.19%)
20240907-17:25:03 wrote ae_000.pth
20240907-17:25:03 wrote ae_001.pth
20240907-17:25:04 wrote ae_002.pth
20240907-17:25:05 wrote ae_003.pth
20240907-17:25:05 wrote ae_004.pth
20240907-17:25:06 wrote ae_005.pth
20240907-17:25:07 wrote ae_006.pth
20240907-17:25:07 wrote ae_007.pth
20240907-17:25:08 wrote ae_008.pth
20240907-17:25:09 wrote ae_009.pth
20240907-17:25:09 epoch_duration 3min28s next_finish 17:28:37
20240907-17:25:09 wrote state.pth
20240907-17:25:09 --- epoch 138 ----------------------------------------
20240907-17:25:09 current_test_accuracies 0.6161 0.6289 0.6462 0.6158 0.5219 0.5790 0.6384 0.6459 0.6292 0.6131
20240907-17:25:09 time_train=27925 time_c_quizzes=0
20240907-17:25:09 no_c_quiz
20240907-17:25:09 training model 4 (accuracy 0.5218508839607239)
20240907-17:25:09 training model 5 (accuracy 0.5790123343467712)
20240907-17:27:14 train_loss 138 model 5 0.020736162126762794
20240907-17:27:14 train_loss 138 model 4 0.02131213727290742
20240907-17:27:15 test_loss 138 model 5 0.017146695783594623
20240907-17:27:15 test_loss 138 model 4 0.014709218067582696
20240907-17:28:27 test_accuracy 138 model 4 nb_correct 470 / 820 (57.32%)
20240907-17:28:27 test_accuracy 138 model 5 nb_correct 482 / 825 (58.42%)
20240907-17:28:28 wrote ae_000.pth
20240907-17:28:29 wrote ae_001.pth
20240907-17:28:30 wrote ae_002.pth
20240907-17:28:30 wrote ae_003.pth
20240907-17:28:31 wrote ae_004.pth
20240907-17:28:32 wrote ae_005.pth
20240907-17:28:32 wrote ae_006.pth
20240907-17:28:33 wrote ae_007.pth
20240907-17:28:34 wrote ae_008.pth
20240907-17:28:34 wrote ae_009.pth
20240907-17:28:34 epoch_duration 3min25s next_finish 17:32:00
20240907-17:28:34 wrote state.pth
20240907-17:28:34 --- epoch 139 ----------------------------------------
20240907-17:28:34 current_test_accuracies 0.6161 0.6289 0.6462 0.6158 0.5732 0.5842 0.6384 0.6459 0.6292 0.6131
20240907-17:28:34 time_train=28123 time_c_quizzes=0
20240907-17:28:34 no_c_quiz
20240907-17:28:34 training model 4 (accuracy 0.5731707215309143)
20240907-17:28:34 training model 5 (accuracy 0.5842424035072327)
20240907-17:30:39 train_loss 139 model 4 0.020866903982532676
20240907-17:30:39 train_loss 139 model 5 0.020372665229951962
20240907-17:30:41 test_loss 139 model 4 0.01320261751752696
20240907-17:30:41 test_loss 139 model 5 0.012498949005384929
20240907-17:31:44 test_accuracy 139 model 4 nb_correct 487 / 815 (59.75%)
20240907-17:31:54 test_accuracy 139 model 5 nb_correct 490 / 800 (61.25%)
20240907-17:31:55 wrote ae_000.pth
20240907-17:31:56 wrote ae_001.pth
20240907-17:31:56 wrote ae_002.pth
20240907-17:31:57 wrote ae_003.pth
20240907-17:31:58 wrote ae_004.pth
20240907-17:31:58 wrote ae_005.pth
20240907-17:31:59 wrote ae_006.pth
20240907-17:32:00 wrote ae_007.pth
20240907-17:32:00 wrote ae_008.pth
20240907-17:32:01 wrote ae_009.pth
20240907-17:32:01 epoch_duration 3min26s next_finish 17:35:28
20240907-17:32:01 wrote state.pth
20240907-17:32:01 --- epoch 140 ----------------------------------------
20240907-17:32:01 current_test_accuracies 0.6161 0.6289 0.6462 0.6158 0.5975 0.6125 0.6384 0.6459 0.6292 0.6131
20240907-17:32:01 time_train=28322 time_c_quizzes=0
20240907-17:32:01 no_c_quiz
20240907-17:32:01 training model 4 (accuracy 0.5975460410118103)
20240907-17:32:01 training model 5 (accuracy 0.612500011920929)
20240907-17:34:06 train_loss 140 model 4 0.019973793782643044
20240907-17:34:06 train_loss 140 model 5 0.020568025975604542
20240907-17:34:08 test_loss 140 model 4 0.016302194379386493
20240907-17:34:08 test_loss 140 model 5 0.01710430426901439
20240907-17:35:15 test_accuracy 140 model 4 nb_correct 458 / 786 (58.27%)
20240907-17:35:19 test_accuracy 140 model 5 nb_correct 494 / 817 (60.47%)
20240907-17:35:19 wrote ae_000.pth
20240907-17:35:20 wrote ae_001.pth
20240907-17:35:21 wrote ae_002.pth
20240907-17:35:21 wrote ae_003.pth
20240907-17:35:22 wrote ae_004.pth
20240907-17:35:23 wrote ae_005.pth
20240907-17:35:24 wrote ae_006.pth
20240907-17:35:24 wrote ae_007.pth
20240907-17:35:25 wrote ae_008.pth
20240907-17:35:26 wrote ae_009.pth
20240907-17:35:26 epoch_duration 3min24s next_finish 17:38:50
20240907-17:35:26 wrote state.pth
20240907-17:35:26 --- epoch 141 ----------------------------------------
20240907-17:35:26 current_test_accuracies 0.6161 0.6289 0.6462 0.6158 0.5827 0.6047 0.6384 0.6459 0.6292 0.6131
20240907-17:35:26 time_train=28519 time_c_quizzes=0
20240907-17:35:26 no_c_quiz
20240907-17:35:26 training model 4 (accuracy 0.5826972126960754)
20240907-17:35:26 training model 5 (accuracy 0.604651153087616)
20240907-17:37:31 train_loss 141 model 4 0.020500505981151947
20240907-17:37:31 train_loss 141 model 5 0.02033119559515035
20240907-17:37:32 test_loss 141 model 4 0.01480252961628139
20240907-17:37:32 test_loss 141 model 5 0.014293069294944871
20240907-17:38:40 test_accuracy 141 model 5 nb_correct 520 / 792 (65.66%)
20240907-17:38:45 test_accuracy 141 model 4 nb_correct 393 / 784 (50.13%)
20240907-17:38:46 wrote ae_000.pth
20240907-17:38:47 wrote ae_001.pth
20240907-17:38:47 wrote ae_002.pth
20240907-17:38:48 wrote ae_003.pth
20240907-17:38:49 wrote ae_004.pth
20240907-17:38:49 wrote ae_005.pth
20240907-17:38:50 wrote ae_006.pth
20240907-17:38:51 wrote ae_007.pth
20240907-17:38:52 wrote ae_008.pth
20240907-17:38:52 wrote ae_009.pth
20240907-17:38:52 epoch_duration 3min26s next_finish 17:42:19
20240907-17:38:52 wrote state.pth
20240907-17:38:52 --- epoch 142 ----------------------------------------
20240907-17:38:52 current_test_accuracies 0.6161 0.6289 0.6462 0.6158 0.5013 0.6566 0.6384 0.6459 0.6292 0.6131
20240907-17:38:52 time_train=28718 time_c_quizzes=0
20240907-17:38:52 no_c_quiz
20240907-17:38:52 training model 4 (accuracy 0.5012755393981934)
20240907-17:38:52 training model 9 (accuracy 0.6130653023719788)
20240907-17:40:57 train_loss 142 model 4 0.019380509145383258
20240907-17:40:57 train_loss 142 model 9 0.020448073857231065
20240907-17:40:58 test_loss 142 model 4 0.0182568263997382
20240907-17:40:59 test_loss 142 model 9 0.01470363271801034
20240907-17:42:07 test_accuracy 142 model 4 nb_correct 516 / 808 (63.86%)
20240907-17:42:08 test_accuracy 142 model 9 nb_correct 495 / 800 (61.88%)
20240907-17:42:08 wrote ae_000.pth
20240907-17:42:09 wrote ae_001.pth
20240907-17:42:10 wrote ae_002.pth
20240907-17:42:11 wrote ae_003.pth
20240907-17:42:11 wrote ae_004.pth
20240907-17:42:12 wrote ae_005.pth
20240907-17:42:13 wrote ae_006.pth
20240907-17:42:13 wrote ae_007.pth
20240907-17:42:14 wrote ae_008.pth
20240907-17:42:15 wrote ae_009.pth
20240907-17:42:15 epoch_duration 3min22s next_finish 17:45:37
20240907-17:42:15 wrote state.pth
20240907-17:42:15 --- epoch 143 ----------------------------------------
20240907-17:42:15 current_test_accuracies 0.6161 0.6289 0.6462 0.6158 0.6386 0.6566 0.6384 0.6459 0.6292 0.6187
20240907-17:42:15 time_train=28913 time_c_quizzes=0
20240907-17:42:15 no_c_quiz
20240907-17:42:15 training model 3 (accuracy 0.6158463358879089)
20240907-17:42:15 training model 0 (accuracy 0.6161490678787231)
20240907-17:44:19 train_loss 143 model 0 0.021169302138732745
20240907-17:44:19 train_loss 143 model 3 0.01972269897616934
20240907-17:44:21 test_loss 143 model 0 0.01594873155700043
20240907-17:44:21 test_loss 143 model 3 0.01312441540067084
20240907-17:45:22 test_accuracy 143 model 3 nb_correct 504 / 793 (63.56%)
20240907-17:45:28 test_accuracy 143 model 0 nb_correct 472 / 809 (58.34%)
20240907-17:45:29 wrote ae_000.pth
20240907-17:45:30 wrote ae_001.pth
20240907-17:45:30 wrote ae_002.pth
20240907-17:45:31 wrote ae_003.pth
20240907-17:45:32 wrote ae_004.pth
20240907-17:45:32 wrote ae_005.pth
20240907-17:45:33 wrote ae_006.pth
20240907-17:45:34 wrote ae_007.pth
20240907-17:45:34 wrote ae_008.pth
20240907-17:45:35 wrote ae_009.pth
20240907-17:45:35 epoch_duration 3min20s next_finish 17:48:55
20240907-17:45:35 wrote state.pth
20240907-17:45:35 --- epoch 144 ----------------------------------------
20240907-17:45:35 current_test_accuracies 0.5834 0.6289 0.6462 0.6356 0.6386 0.6566 0.6384 0.6459 0.6292 0.6187
20240907-17:45:35 time_train=29106 time_c_quizzes=0
20240907-17:45:35 no_c_quiz
20240907-17:45:35 training model 0 (accuracy 0.5834363698959351)
20240907-17:45:35 training model 9 (accuracy 0.6187499761581421)
20240907-17:47:40 train_loss 144 model 0 0.01977710687299259
20240907-17:47:40 train_loss 144 model 9 0.020340350670507178
20240907-17:47:42 test_loss 144 model 0 0.015398189710685984
20240907-17:47:42 test_loss 144 model 9 0.01396467249142006
20240907-17:48:46 test_accuracy 144 model 9 nb_correct 532 / 805 (66.09%)
20240907-17:48:47 test_accuracy 144 model 0 nb_correct 504 / 810 (62.22%)
20240907-17:48:48 wrote ae_000.pth
20240907-17:48:48 wrote ae_001.pth
20240907-17:48:49 wrote ae_002.pth
20240907-17:48:50 wrote ae_003.pth
20240907-17:48:50 wrote ae_004.pth
20240907-17:48:51 wrote ae_005.pth
20240907-17:48:52 wrote ae_006.pth
20240907-17:48:52 wrote ae_007.pth
20240907-17:48:53 wrote ae_008.pth
20240907-17:48:54 wrote ae_009.pth
20240907-17:48:54 epoch_duration 3min18s next_finish 17:52:12
20240907-17:48:54 wrote state.pth
20240907-17:48:54 --- epoch 145 ----------------------------------------
20240907-17:48:54 current_test_accuracies 0.6222 0.6289 0.6462 0.6356 0.6386 0.6566 0.6384 0.6459 0.6292 0.6609
20240907-17:48:54 time_train=29297 time_c_quizzes=0
20240907-17:48:54 no_c_quiz
20240907-17:48:54 training model 0 (accuracy 0.6222222447395325)
20240907-17:48:54 training model 1 (accuracy 0.6289308071136475)
20240907-17:50:59 train_loss 145 model 1 0.019323030735715292
20240907-17:50:59 train_loss 145 model 0 0.019935927139245906
20240907-17:51:00 test_loss 145 model 1 0.011898315166763495
20240907-17:51:00 test_loss 145 model 0 0.01613297328876797
20240907-17:51:53 test_accuracy 145 model 1 nb_correct 556 / 803 (69.24%)
20240907-17:52:09 test_accuracy 145 model 0 nb_correct 501 / 832 (60.22%)
20240907-17:52:10 wrote ae_000.pth
20240907-17:52:11 wrote ae_001.pth
20240907-17:52:12 wrote ae_002.pth
20240907-17:52:12 wrote ae_003.pth
20240907-17:52:13 wrote ae_004.pth
20240907-17:52:14 wrote ae_005.pth
20240907-17:52:14 wrote ae_006.pth
20240907-17:52:15 wrote ae_007.pth
20240907-17:52:16 wrote ae_008.pth
20240907-17:52:16 wrote ae_009.pth
20240907-17:52:16 epoch_duration 3min22s next_finish 17:55:39
20240907-17:52:16 wrote state.pth
20240907-17:52:16 --- epoch 146 ----------------------------------------
20240907-17:52:16 current_test_accuracies 0.6022 0.6924 0.6462 0.6356 0.6386 0.6566 0.6384 0.6459 0.6292 0.6609
20240907-17:52:16 time_train=29492 time_c_quizzes=0
20240907-17:52:16 no_c_quiz
20240907-17:52:16 training model 0 (accuracy 0.6021634340286255)
20240907-17:52:16 training model 8 (accuracy 0.6292135119438171)
20240907-17:54:21 train_loss 146 model 0 0.02042651093180757
20240907-17:54:21 train_loss 146 model 8 0.019411843227338976
20240907-17:54:23 test_loss 146 model 0 0.019943146176228766
20240907-17:54:23 test_loss 146 model 8 0.01016345169628039
20240907-17:55:29 test_accuracy 146 model 8 nb_correct 499 / 810 (61.60%)
20240907-17:55:35 test_accuracy 146 model 0 nb_correct 443 / 799 (55.44%)
20240907-17:55:35 wrote ae_000.pth
20240907-17:55:36 wrote ae_001.pth
20240907-17:55:37 wrote ae_002.pth
20240907-17:55:37 wrote ae_003.pth
20240907-17:55:38 wrote ae_004.pth
20240907-17:55:39 wrote ae_005.pth
20240907-17:55:39 wrote ae_006.pth
20240907-17:55:40 wrote ae_007.pth
20240907-17:55:40 wrote ae_008.pth
20240907-17:55:41 wrote ae_009.pth
20240907-17:55:41 epoch_duration 3min24s next_finish 17:59:06
20240907-17:55:41 wrote state.pth
20240907-17:55:41 --- epoch 147 ----------------------------------------
20240907-17:55:41 current_test_accuracies 0.5544 0.6924 0.6462 0.6356 0.6386 0.6566 0.6384 0.6459 0.6160 0.6609
20240907-17:55:41 time_train=29690 time_c_quizzes=0
20240907-17:55:41 no_c_quiz
20240907-17:55:41 training model 0 (accuracy 0.5544430613517761)
20240907-17:55:41 training model 8 (accuracy 0.6160494089126587)
20240907-17:57:46 train_loss 147 model 0 0.01869200443162117
20240907-17:57:46 train_loss 147 model 8 0.01932998439273797
20240907-17:57:48 test_loss 147 model 0 0.018848817133402918
20240907-17:57:48 test_loss 147 model 8 0.012679741900137742
20240907-17:58:53 test_accuracy 147 model 8 nb_correct 523 / 798 (65.54%)
20240907-17:59:00 test_accuracy 147 model 0 nb_correct 484 / 790 (61.27%)
20240907-17:59:01 wrote ae_000.pth
20240907-17:59:01 wrote ae_001.pth
20240907-17:59:02 wrote ae_002.pth
20240907-17:59:03 wrote ae_003.pth
20240907-17:59:03 wrote ae_004.pth
20240907-17:59:04 wrote ae_005.pth
20240907-17:59:05 wrote ae_006.pth
20240907-17:59:05 wrote ae_007.pth
20240907-17:59:06 wrote ae_008.pth
20240907-17:59:07 wrote ae_009.pth
20240907-17:59:07 epoch_duration 3min25s next_finish 18:02:33
20240907-17:59:07 wrote state.pth
20240907-17:59:07 --- epoch 148 ----------------------------------------
20240907-17:59:07 current_test_accuracies 0.6127 0.6924 0.6462 0.6356 0.6386 0.6566 0.6384 0.6459 0.6554 0.6609
20240907-17:59:07 time_train=29888 time_c_quizzes=0
20240907-17:59:07 no_c_quiz
20240907-17:59:07 training model 0 (accuracy 0.6126582026481628)
20240907-17:59:07 training model 3 (accuracy 0.6355611681938171)
20240907-18:01:12 train_loss 148 model 0 0.018847042100969703
20240907-18:01:12 train_loss 148 model 3 0.01843552375980653
20240907-18:01:14 test_loss 148 model 0 0.01031283071351936
20240907-18:01:14 test_loss 148 model 3 0.016235327505273744
20240907-18:02:17 test_accuracy 148 model 0 nb_correct 553 / 803 (68.87%)
20240907-18:02:18 test_accuracy 148 model 3 nb_correct 524 / 798 (65.66%)
20240907-18:02:19 wrote ae_000.pth
20240907-18:02:19 wrote ae_001.pth
20240907-18:02:20 wrote ae_002.pth
20240907-18:02:21 wrote ae_003.pth
20240907-18:02:22 wrote ae_004.pth
20240907-18:02:23 wrote ae_005.pth
20240907-18:02:24 wrote ae_006.pth
20240907-18:02:24 wrote ae_007.pth
20240907-18:02:25 wrote ae_008.pth
20240907-18:02:26 wrote ae_009.pth
20240907-18:02:26 epoch_duration 3min19s next_finish 18:05:45
20240907-18:02:26 wrote state.pth
20240907-18:02:26 --- epoch 149 ----------------------------------------
20240907-18:02:26 current_test_accuracies 0.6887 0.6924 0.6462 0.6566 0.6386 0.6566 0.6384 0.6459 0.6554 0.6609
20240907-18:02:26 time_train=30078 time_c_quizzes=0
20240907-18:02:26 no_c_quiz
20240907-18:02:26 training model 6 (accuracy 0.638352632522583)
20240907-18:02:26 training model 4 (accuracy 0.6386138796806335)
20240907-18:04:31 train_loss 149 model 6 0.02035044232173823
20240907-18:04:31 train_loss 149 model 4 0.019217221655126196
20240907-18:04:33 test_loss 149 model 6 0.011430091073270887
20240907-18:04:33 test_loss 149 model 4 0.013003056411980652
20240907-18:05:36 test_accuracy 149 model 4 nb_correct 522 / 811 (64.36%)
20240907-18:05:44 test_accuracy 149 model 6 nb_correct 455 / 796 (57.16%)
20240907-18:05:45 wrote ae_000.pth
20240907-18:05:46 wrote ae_001.pth
20240907-18:05:46 wrote ae_002.pth
20240907-18:05:47 wrote ae_003.pth
20240907-18:05:48 wrote ae_004.pth
20240907-18:05:49 wrote ae_005.pth
20240907-18:05:50 wrote ae_006.pth
20240907-18:05:51 wrote ae_007.pth
20240907-18:05:51 wrote ae_008.pth
20240907-18:05:52 wrote ae_009.pth
20240907-18:05:52 epoch_duration 3min26s next_finish 18:09:18
20240907-18:05:52 wrote state.pth
20240907-18:05:52 --- epoch 150 ----------------------------------------
20240907-18:05:52 current_test_accuracies 0.6887 0.6924 0.6462 0.6566 0.6436 0.6566 0.5716 0.6459 0.6554 0.6609
20240907-18:05:52 time_train=30275 time_c_quizzes=0
20240907-18:05:52 no_c_quiz
20240907-18:05:52 training model 6 (accuracy 0.5716080665588379)
20240907-18:05:52 training model 4 (accuracy 0.6436498165130615)
20240907-18:07:57 train_loss 150 model 6 0.019088934427709318
20240907-18:07:57 train_loss 150 model 4 0.019278737668588293
20240907-18:07:59 test_loss 150 model 6 0.014179729312309064
20240907-18:07:59 test_loss 150 model 4 0.011707924494112376
20240907-18:09:02 test_accuracy 150 model 6 nb_correct 485 / 798 (60.78%)
20240907-18:09:07 test_accuracy 150 model 4 nb_correct 514 / 816 (62.99%)
20240907-18:09:07 wrote ae_000.pth
20240907-18:09:08 wrote ae_001.pth
20240907-18:09:09 wrote ae_002.pth
20240907-18:09:10 wrote ae_003.pth
20240907-18:09:11 wrote ae_004.pth
20240907-18:09:12 wrote ae_005.pth
20240907-18:09:12 wrote ae_006.pth
20240907-18:09:13 wrote ae_007.pth
20240907-18:09:14 wrote ae_008.pth
20240907-18:09:15 wrote ae_009.pth
20240907-18:09:15 epoch_duration 3min22s next_finish 18:12:38
20240907-18:09:15 wrote state.pth
20240907-18:09:15 --- epoch 151 ----------------------------------------
20240907-18:09:15 current_test_accuracies 0.6887 0.6924 0.6462 0.6566 0.6299 0.6566 0.6078 0.6459 0.6554 0.6609
20240907-18:09:15 time_train=30469 time_c_quizzes=0
20240907-18:09:15 no_c_quiz
20240907-18:09:15 training model 6 (accuracy 0.6077694296836853)
20240907-18:09:15 training model 4 (accuracy 0.6299019455909729)
20240907-18:11:20 train_loss 151 model 4 0.01883585164230317
20240907-18:11:20 train_loss 151 model 6 0.01853271193325054
20240907-18:11:21 test_loss 151 model 4 0.012250591238262132
20240907-18:11:21 test_loss 151 model 6 0.014461422633030453
20240907-18:12:22 test_accuracy 151 model 4 nb_correct 542 / 809 (67.00%)
20240907-18:12:24 test_accuracy 151 model 6 nb_correct 531 / 816 (65.07%)
20240907-18:12:25 wrote ae_000.pth
20240907-18:12:26 wrote ae_001.pth
20240907-18:12:27 wrote ae_002.pth
20240907-18:12:27 wrote ae_003.pth
20240907-18:12:28 wrote ae_004.pth
20240907-18:12:29 wrote ae_005.pth
20240907-18:12:30 wrote ae_006.pth
20240907-18:12:31 wrote ae_007.pth
20240907-18:12:32 wrote ae_008.pth
20240907-18:12:32 wrote ae_009.pth
20240907-18:12:32 epoch_duration 3min17s next_finish 18:15:50
20240907-18:12:32 wrote state.pth
20240907-18:12:32 --- epoch 152 ----------------------------------------
20240907-18:12:32 current_test_accuracies 0.6887 0.6924 0.6462 0.6566 0.6700 0.6566 0.6507 0.6459 0.6554 0.6609
20240907-18:12:32 time_train=30658 time_c_quizzes=0
20240907-18:12:32 no_c_quiz
20240907-18:12:32 training model 7 (accuracy 0.6458852887153625)
20240907-18:12:32 training model 2 (accuracy 0.6461916565895081)
20240907-18:14:37 train_loss 152 model 7 0.021182718725409357
20240907-18:14:37 train_loss 152 model 2 0.020395905852899885
20240907-18:14:39 test_loss 152 model 7 0.01537942664581351
20240907-18:14:39 test_loss 152 model 2 0.016839365958003328
20240907-18:15:48 test_accuracy 152 model 7 nb_correct 417 / 770 (54.16%)
20240907-18:15:50 test_accuracy 152 model 2 nb_correct 435 / 814 (53.44%)
20240907-18:15:51 wrote ae_000.pth
20240907-18:15:52 wrote ae_001.pth
20240907-18:15:52 wrote ae_002.pth
20240907-18:15:53 wrote ae_003.pth
20240907-18:15:54 wrote ae_004.pth
20240907-18:15:54 wrote ae_005.pth
20240907-18:15:55 wrote ae_006.pth
20240907-18:15:56 wrote ae_007.pth
20240907-18:15:56 wrote ae_008.pth
20240907-18:15:57 wrote ae_009.pth
20240907-18:15:57 epoch_duration 3min24s next_finish 18:19:22
20240907-18:15:57 wrote state.pth
20240907-18:15:57 --- epoch 153 ----------------------------------------
20240907-18:15:57 current_test_accuracies 0.6887 0.6924 0.5344 0.6566 0.6700 0.6566 0.6507 0.5416 0.6554 0.6609
20240907-18:15:57 time_train=30855 time_c_quizzes=0
20240907-18:15:57 no_c_quiz
20240907-18:15:57 training model 2 (accuracy 0.5343980193138123)
20240907-18:15:57 training model 7 (accuracy 0.5415584444999695)
20240907-18:18:02 train_loss 153 model 7 0.020210981392825487
20240907-18:18:02 train_loss 153 model 2 0.018862571658217347
20240907-18:18:04 test_loss 153 model 7 0.019126862057601102
20240907-18:18:04 test_loss 153 model 2 0.013639186788350344
20240907-18:19:05 test_accuracy 153 model 2 nb_correct 528 / 799 (66.08%)
20240907-18:19:09 test_accuracy 153 model 7 nb_correct 490 / 782 (62.66%)
20240907-18:19:10 wrote ae_000.pth
20240907-18:19:11 wrote ae_001.pth
20240907-18:19:12 wrote ae_002.pth
20240907-18:19:13 wrote ae_003.pth
20240907-18:19:13 wrote ae_004.pth
20240907-18:19:14 wrote ae_005.pth
20240907-18:19:15 wrote ae_006.pth
20240907-18:19:16 wrote ae_007.pth
20240907-18:19:17 wrote ae_008.pth
20240907-18:19:18 wrote ae_009.pth
20240907-18:19:18 epoch_duration 3min20s next_finish 18:22:38
20240907-18:19:18 wrote state.pth
20240907-18:19:18 --- epoch 154 ----------------------------------------
20240907-18:19:18 current_test_accuracies 0.6887 0.6924 0.6608 0.6566 0.6700 0.6566 0.6507 0.6266 0.6554 0.6609
20240907-18:19:18 time_train=31047 time_c_quizzes=0
20240907-18:19:18 no_c_quiz
20240907-18:19:18 training model 7 (accuracy 0.6265984773635864)
20240907-18:19:18 training model 6 (accuracy 0.6507353186607361)
20240907-18:21:22 train_loss 154 model 7 0.019847741136618424
20240907-18:21:23 train_loss 154 model 6 0.01906149252108298
20240907-18:21:24 test_loss 154 model 7 0.014422737059067003
20240907-18:21:24 test_loss 154 model 6 0.011853039000561694
20240907-18:22:26 test_accuracy 154 model 7 nb_correct 484 / 816 (59.31%)
20240907-18:22:26 test_accuracy 154 model 6 nb_correct 533 / 792 (67.30%)
20240907-18:22:27 wrote ae_000.pth
20240907-18:22:28 wrote ae_001.pth
20240907-18:22:29 wrote ae_002.pth
20240907-18:22:30 wrote ae_003.pth
20240907-18:22:30 wrote ae_004.pth
20240907-18:22:31 wrote ae_005.pth
20240907-18:22:32 wrote ae_006.pth
20240907-18:22:33 wrote ae_007.pth
20240907-18:22:34 wrote ae_008.pth
20240907-18:22:34 wrote ae_009.pth
20240907-18:22:34 epoch_duration 3min16s next_finish 18:25:51
20240907-18:22:34 wrote state.pth
20240907-18:22:34 --- epoch 155 ----------------------------------------
20240907-18:22:34 current_test_accuracies 0.6887 0.6924 0.6608 0.6566 0.6700 0.6566 0.6730 0.5931 0.6554 0.6609
20240907-18:22:34 time_train=31235 time_c_quizzes=0
20240907-18:22:34 no_c_quiz
20240907-18:22:34 training model 7 (accuracy 0.593137264251709)
20240907-18:22:34 training model 8 (accuracy 0.6553884744644165)
20240907-18:24:40 train_loss 155 model 8 0.018285623024450616
20240907-18:24:40 train_loss 155 model 7 0.018971882402780464
20240907-18:24:41 test_loss 155 model 8 0.012313897216517943
20240907-18:24:41 test_loss 155 model 7 0.015170883673999925
20240907-18:25:38 test_accuracy 155 model 7 nb_correct 568 / 808 (70.30%)
20240907-18:25:44 test_accuracy 155 model 8 nb_correct 523 / 794 (65.87%)
20240907-18:25:45 wrote ae_000.pth
20240907-18:25:46 wrote ae_001.pth
20240907-18:25:46 wrote ae_002.pth
20240907-18:25:47 wrote ae_003.pth
20240907-18:25:48 wrote ae_004.pth
20240907-18:25:48 wrote ae_005.pth
20240907-18:25:49 wrote ae_006.pth
20240907-18:25:50 wrote ae_007.pth
20240907-18:25:50 wrote ae_008.pth
20240907-18:25:51 wrote ae_009.pth
20240907-18:25:51 epoch_duration 3min16s next_finish 18:29:08
20240907-18:25:51 wrote state.pth
20240907-18:25:51 --- epoch 156 ----------------------------------------
20240907-18:25:51 current_test_accuracies 0.6887 0.6924 0.6608 0.6566 0.6700 0.6566 0.6730 0.7030 0.6587 0.6609
20240907-18:25:51 time_train=31424 time_c_quizzes=0
20240907-18:25:51 no_c_quiz
20240907-18:25:51 training model 5 (accuracy 0.6565656661987305)
20240907-18:25:51 training model 3 (accuracy 0.6566416025161743)
20240907-18:27:56 train_loss 156 model 3 0.018809578525833787
20240907-18:27:56 train_loss 156 model 5 0.019056108366814442
20240907-18:27:58 test_loss 156 model 3 0.012290133560600224
20240907-18:27:58 test_loss 156 model 5 0.012065526364312972
20240907-18:28:54 test_accuracy 156 model 3 nb_correct 534 / 804 (66.42%)
20240907-18:29:08 test_accuracy 156 model 5 nb_correct 475 / 802 (59.23%)
20240907-18:29:09 wrote ae_000.pth
20240907-18:29:09 wrote ae_001.pth
20240907-18:29:10 wrote ae_002.pth
20240907-18:29:11 wrote ae_003.pth
20240907-18:29:11 wrote ae_004.pth
20240907-18:29:12 wrote ae_005.pth
20240907-18:29:13 wrote ae_006.pth
20240907-18:29:14 wrote ae_007.pth
20240907-18:29:14 wrote ae_008.pth
20240907-18:29:15 wrote ae_009.pth
20240907-18:29:15 epoch_duration 3min23s next_finish 18:32:39
20240907-18:29:15 wrote state.pth
20240907-18:29:15 --- epoch 157 ----------------------------------------
20240907-18:29:15 current_test_accuracies 0.6887 0.6924 0.6608 0.6642 0.6700 0.5923 0.6730 0.7030 0.6587 0.6609
20240907-18:29:15 time_train=31620 time_c_quizzes=0
20240907-18:29:15 no_c_quiz
20240907-18:29:15 training model 5 (accuracy 0.5922693014144897)
20240907-18:29:15 training model 8 (accuracy 0.6586901545524597)
20240907-18:31:20 train_loss 157 model 8 0.019741637954022735
20240907-18:31:20 train_loss 157 model 5 0.01920909473428037
20240907-18:31:22 test_loss 157 model 8 0.014331066695740446
20240907-18:31:22 test_loss 157 model 5 0.015760536791640335
20240907-18:32:23 test_accuracy 157 model 8 nb_correct 533 / 809 (65.88%)
20240907-18:32:29 test_accuracy 157 model 5 nb_correct 498 / 812 (61.33%)
20240907-18:32:30 wrote ae_000.pth
20240907-18:32:31 wrote ae_001.pth
20240907-18:32:31 wrote ae_002.pth
20240907-18:32:32 wrote ae_003.pth
20240907-18:32:33 wrote ae_004.pth
20240907-18:32:33 wrote ae_005.pth
20240907-18:32:34 wrote ae_006.pth
20240907-18:32:34 wrote ae_007.pth
20240907-18:32:35 wrote ae_008.pth
20240907-18:32:36 wrote ae_009.pth
20240907-18:32:36 epoch_duration 3min20s next_finish 18:35:57
20240907-18:32:36 wrote state.pth
20240907-18:32:36 --- epoch 158 ----------------------------------------
20240907-18:32:36 current_test_accuracies 0.6887 0.6924 0.6608 0.6642 0.6700 0.6133 0.6730 0.7030 0.6588 0.6609
20240907-18:32:36 time_train=31814 time_c_quizzes=0
20240907-18:32:36 no_c_quiz
20240907-18:32:36 training model 5 (accuracy 0.6133005023002625)
20240907-18:32:36 training model 8 (accuracy 0.6588380932807922)
20240907-18:34:41 train_loss 158 model 5 0.019571332076971884
20240907-18:34:41 train_loss 158 model 8 0.018095218316360843
20240907-18:34:42 test_loss 158 model 5 0.014079023721569684
20240907-18:34:42 test_loss 158 model 8 0.01096736826984852
20240907-18:35:38 test_accuracy 158 model 8 nb_correct 566 / 804 (70.40%)
20240907-18:35:47 test_accuracy 158 model 5 nb_correct 549 / 799 (68.71%)
20240907-18:35:48 wrote ae_000.pth
20240907-18:35:48 wrote ae_001.pth
20240907-18:35:49 wrote ae_002.pth
20240907-18:35:50 wrote ae_003.pth
20240907-18:35:50 wrote ae_004.pth
20240907-18:35:51 wrote ae_005.pth
20240907-18:35:52 wrote ae_006.pth
20240907-18:35:52 wrote ae_007.pth
20240907-18:35:53 wrote ae_008.pth
20240907-18:35:54 wrote ae_009.pth
20240907-18:35:54 epoch_duration 3min17s next_finish 18:39:11
20240907-18:35:54 wrote state.pth
20240907-18:35:54 --- epoch 159 ----------------------------------------
20240907-18:35:54 current_test_accuracies 0.6887 0.6924 0.6608 0.6642 0.6700 0.6871 0.6730 0.7030 0.7040 0.6609
20240907-18:35:54 time_train=32005 time_c_quizzes=0
20240907-18:35:54 no_c_quiz
20240907-18:35:54 training model 2 (accuracy 0.6608260273933411)
20240907-18:35:54 training model 9 (accuracy 0.6608695387840271)
20240907-18:37:58 train_loss 159 model 2 0.01957808409864083
20240907-18:37:58 train_loss 159 model 9 0.01939177919307258
20240907-18:38:00 test_loss 159 model 2 0.014512732965522445
20240907-18:38:00 test_loss 159 model 9 0.011258912808261811
20240907-18:39:03 test_accuracy 159 model 2 nb_correct 534 / 813 (65.68%)
20240907-18:39:12 test_accuracy 159 model 9 nb_correct 486 / 793 (61.29%)
20240907-18:39:13 wrote ae_000.pth
20240907-18:39:14 wrote ae_001.pth
20240907-18:39:14 wrote ae_002.pth
20240907-18:39:15 wrote ae_003.pth
20240907-18:39:16 wrote ae_004.pth
20240907-18:39:16 wrote ae_005.pth
20240907-18:39:17 wrote ae_006.pth
20240907-18:39:18 wrote ae_007.pth
20240907-18:39:18 wrote ae_008.pth
20240907-18:39:19 wrote ae_009.pth
20240907-18:39:19 epoch_duration 3min25s next_finish 18:42:45
20240907-18:39:19 wrote state.pth
20240907-18:39:19 --- epoch 160 ----------------------------------------
20240907-18:39:19 current_test_accuracies 0.6887 0.6924 0.6568 0.6642 0.6700 0.6871 0.6730 0.7030 0.7040 0.6129
20240907-18:39:19 time_train=32203 time_c_quizzes=0
20240907-18:39:19 no_c_quiz
20240907-18:39:19 training model 9 (accuracy 0.6128625273704529)
20240907-18:39:19 training model 2 (accuracy 0.6568265557289124)
20240907-18:41:24 train_loss 160 model 2 0.018903926482016685
20240907-18:41:24 train_loss 160 model 9 0.01948701335134683
20240907-18:41:26 test_loss 160 model 2 0.009504715599177871
20240907-18:41:26 test_loss 160 model 9 0.01109948941739276
20240907-18:42:24 test_accuracy 160 model 2 nb_correct 565 / 824 (68.57%)
20240907-18:42:34 test_accuracy 160 model 9 nb_correct 529 / 792 (66.79%)
20240907-18:42:35 wrote ae_000.pth
20240907-18:42:35 wrote ae_001.pth
20240907-18:42:36 wrote ae_002.pth
20240907-18:42:37 wrote ae_003.pth
20240907-18:42:37 wrote ae_004.pth
20240907-18:42:38 wrote ae_005.pth
20240907-18:42:39 wrote ae_006.pth
20240907-18:42:39 wrote ae_007.pth
20240907-18:42:40 wrote ae_008.pth
20240907-18:42:41 wrote ae_009.pth
20240907-18:42:41 epoch_duration 3min21s next_finish 18:46:03
20240907-18:42:41 wrote state.pth
20240907-18:42:41 --- epoch 161 ----------------------------------------
20240907-18:42:41 current_test_accuracies 0.6887 0.6924 0.6857 0.6642 0.6700 0.6871 0.6730 0.7030 0.7040 0.6679
20240907-18:42:41 time_train=32397 time_c_quizzes=0
20240907-18:42:41 no_c_quiz
20240907-18:42:41 training model 3 (accuracy 0.6641790866851807)
20240907-18:42:41 training model 9 (accuracy 0.6679292917251587)
20240907-18:44:46 train_loss 161 model 3 0.019265769890742378
20240907-18:44:46 train_loss 161 model 9 0.019186596269195434
20240907-18:44:47 test_loss 161 model 3 0.012630601265118457
20240907-18:44:47 test_loss 161 model 9 0.01061686112807365
20240907-18:45:50 test_accuracy 161 model 9 nb_correct 532 / 794 (67.00%)
20240907-18:45:51 test_accuracy 161 model 3 nb_correct 552 / 798 (69.17%)
20240907-18:45:52 wrote ae_000.pth
20240907-18:45:52 wrote ae_001.pth
20240907-18:45:53 wrote ae_002.pth
20240907-18:45:54 wrote ae_003.pth
20240907-18:45:54 wrote ae_004.pth
20240907-18:45:55 wrote ae_005.pth
20240907-18:45:56 wrote ae_006.pth
20240907-18:45:56 wrote ae_007.pth
20240907-18:45:57 wrote ae_008.pth
20240907-18:45:58 wrote ae_009.pth
20240907-18:45:58 epoch_duration 3min16s next_finish 18:49:15
20240907-18:45:58 wrote state.pth
20240907-18:45:58 --- epoch 162 ----------------------------------------
20240907-18:45:58 current_test_accuracies 0.6887 0.6924 0.6857 0.6917 0.6700 0.6871 0.6730 0.7030 0.7040 0.6700
20240907-18:45:58 time_train=32587 time_c_quizzes=0
20240907-18:45:58 no_c_quiz
20240907-18:45:58 training model 4 (accuracy 0.6699629426002502)
20240907-18:45:58 training model 9 (accuracy 0.6700251698493958)
20240907-18:48:03 train_loss 162 model 9 0.019190482546342535
20240907-18:48:03 train_loss 162 model 4 0.018714894682285377
20240907-18:48:04 test_loss 162 model 9 0.014183035891619511
20240907-18:48:04 test_loss 162 model 4 0.013124112065997905
20240907-18:49:10 test_accuracy 162 model 4 nb_correct 489 / 784 (62.37%)
20240907-18:49:11 test_accuracy 162 model 9 nb_correct 489 / 795 (61.51%)
20240907-18:49:12 wrote ae_000.pth
20240907-18:49:12 wrote ae_001.pth
20240907-18:49:13 wrote ae_002.pth
20240907-18:49:14 wrote ae_003.pth
20240907-18:49:15 wrote ae_004.pth
20240907-18:49:15 wrote ae_005.pth
20240907-18:49:16 wrote ae_006.pth
20240907-18:49:17 wrote ae_007.pth
20240907-18:49:17 wrote ae_008.pth
20240907-18:49:18 wrote ae_009.pth
20240907-18:49:18 epoch_duration 3min20s next_finish 18:52:38
20240907-18:49:18 wrote state.pth
20240907-18:49:18 --- epoch 163 ----------------------------------------
20240907-18:49:18 current_test_accuracies 0.6887 0.6924 0.6857 0.6917 0.6237 0.6871 0.6730 0.7030 0.7040 0.6151
20240907-18:49:18 time_train=32780 time_c_quizzes=0
20240907-18:49:18 no_c_quiz
20240907-18:49:18 training model 9 (accuracy 0.6150943636894226)
20240907-18:49:18 training model 4 (accuracy 0.6237244606018066)
20240907-18:51:23 train_loss 163 model 9 0.018293546767672524
20240907-18:51:23 train_loss 163 model 4 0.017565888407756573
20240907-18:51:25 test_loss 163 model 9 0.016590439210995102
20240907-18:51:25 test_loss 163 model 4 0.016679433593526482
20240907-18:52:29 test_accuracy 163 model 9 nb_correct 480 / 789 (60.84%)
20240907-18:52:32 test_accuracy 163 model 4 nb_correct 499 / 792 (63.01%)
20240907-18:52:32 wrote ae_000.pth
20240907-18:52:33 wrote ae_001.pth
20240907-18:52:34 wrote ae_002.pth
20240907-18:52:34 wrote ae_003.pth
20240907-18:52:35 wrote ae_004.pth
20240907-18:52:36 wrote ae_005.pth
20240907-18:52:37 wrote ae_006.pth
20240907-18:52:37 wrote ae_007.pth
20240907-18:52:38 wrote ae_008.pth
20240907-18:52:39 wrote ae_009.pth
20240907-18:52:39 epoch_duration 3min20s next_finish 18:55:59
20240907-18:52:39 wrote state.pth
20240907-18:52:39 --- epoch 164 ----------------------------------------
20240907-18:52:39 current_test_accuracies 0.6887 0.6924 0.6857 0.6917 0.6301 0.6871 0.6730 0.7030 0.7040 0.6084
20240907-18:52:39 time_train=32973 time_c_quizzes=0
20240907-18:52:39 no_c_quiz
20240907-18:52:39 training model 9 (accuracy 0.608364999294281)
20240907-18:52:39 training model 4 (accuracy 0.6300504803657532)
20240907-18:54:43 train_loss 164 model 4 0.018993201273784507
20240907-18:54:43 train_loss 164 model 9 0.019231785607407802
20240907-18:54:45 test_loss 164 model 4 0.01565381859400077
20240907-18:54:45 test_loss 164 model 9 0.0155647895851871
20240907-18:55:46 test_accuracy 164 model 4 nb_correct 582 / 807 (72.12%)
20240907-18:55:53 test_accuracy 164 model 9 nb_correct 450 / 791 (56.89%)
20240907-18:55:54 wrote ae_000.pth
20240907-18:55:55 wrote ae_001.pth
20240907-18:55:55 wrote ae_002.pth
20240907-18:55:56 wrote ae_003.pth
20240907-18:55:57 wrote ae_004.pth
20240907-18:55:57 wrote ae_005.pth
20240907-18:55:58 wrote ae_006.pth
20240907-18:55:59 wrote ae_007.pth
20240907-18:55:59 wrote ae_008.pth
20240907-18:56:00 wrote ae_009.pth
20240907-18:56:00 epoch_duration 3min21s next_finish 18:59:21
20240907-18:56:00 wrote state.pth
20240907-18:56:00 --- epoch 165 ----------------------------------------
20240907-18:56:00 current_test_accuracies 0.6887 0.6924 0.6857 0.6917 0.7212 0.6871 0.6730 0.7030 0.7040 0.5689
20240907-18:56:00 time_train=33167 time_c_quizzes=0
20240907-18:56:00 no_c_quiz
20240907-18:56:00 training model 9 (accuracy 0.5689001083374023)
20240907-18:56:00 training model 6 (accuracy 0.6729797720909119)
20240907-18:58:05 train_loss 165 model 9 0.01779396934551187
20240907-18:58:05 train_loss 165 model 6 0.018860226349643197
20240907-18:58:06 test_loss 165 model 9 0.013321382549838745
20240907-18:58:07 test_loss 165 model 6 0.014113687553617638
20240907-18:59:09 test_accuracy 165 model 9 nb_correct 544 / 794 (68.51%)
20240907-18:59:10 test_accuracy 165 model 6 nb_correct 503 / 786 (63.99%)
20240907-18:59:11 wrote ae_000.pth
20240907-18:59:12 wrote ae_001.pth
20240907-18:59:12 wrote ae_002.pth
20240907-18:59:13 wrote ae_003.pth
20240907-18:59:14 wrote ae_004.pth
20240907-18:59:14 wrote ae_005.pth
20240907-18:59:15 wrote ae_006.pth
20240907-18:59:16 wrote ae_007.pth
20240907-18:59:16 wrote ae_008.pth
20240907-18:59:17 wrote ae_009.pth
20240907-18:59:17 epoch_duration 3min17s next_finish 19:02:34
20240907-18:59:17 wrote state.pth
20240907-18:59:17 --- epoch 166 ----------------------------------------
20240907-18:59:17 current_test_accuracies 0.6887 0.6924 0.6857 0.6917 0.7212 0.6871 0.6399 0.7030 0.7040 0.6851
20240907-18:59:17 time_train=33357 time_c_quizzes=0
20240907-18:59:17 no_c_quiz
20240907-18:59:17 training model 6 (accuracy 0.6399490833282471)
20240907-18:59:17 training model 9 (accuracy 0.6851385235786438)
20240907-19:01:22 train_loss 166 model 9 0.01739563220605487
20240907-19:01:22 train_loss 166 model 6 0.017388452456623783
20240907-19:01:24 test_loss 166 model 9 0.012707913684425875
20240907-19:01:24 test_loss 166 model 6 0.014926478257984854
20240907-19:02:21 test_accuracy 166 model 9 nb_correct 567 / 799 (70.96%)
20240907-19:02:26 test_accuracy 166 model 6 nb_correct 559 / 788 (70.94%)
20240907-19:02:27 wrote ae_000.pth
20240907-19:02:28 wrote ae_001.pth
20240907-19:02:28 wrote ae_002.pth
20240907-19:02:29 wrote ae_003.pth
20240907-19:02:29 wrote ae_004.pth
20240907-19:02:30 wrote ae_005.pth
20240907-19:02:31 wrote ae_006.pth
20240907-19:02:31 wrote ae_007.pth
20240907-19:02:32 wrote ae_008.pth
20240907-19:02:33 wrote ae_009.pth
20240907-19:02:33 epoch_duration 3min15s next_finish 19:05:48
20240907-19:02:33 wrote state.pth
20240907-19:02:33 --- epoch 167 ----------------------------------------
20240907-19:02:33 current_test_accuracies 0.6887 0.6924 0.6857 0.6917 0.7212 0.6871 0.7094 0.7030 0.7040 0.7096
20240907-19:02:33 time_train=33546 time_c_quizzes=0
20240907-19:02:33 no_c_quiz
20240907-19:02:33 training model 2 (accuracy 0.6856796145439148)
20240907-19:02:33 training model 5 (accuracy 0.6871088743209839)
20240907-19:04:38 train_loss 167 model 5 0.018373942056146918
20240907-19:04:38 train_loss 167 model 2 0.019454433267994318
20240907-19:04:39 test_loss 167 model 5 0.010922722558461828
20240907-19:04:39 test_loss 167 model 2 0.017528972261061426
20240907-19:05:41 test_accuracy 167 model 5 nb_correct 579 / 819 (70.70%)
20240907-19:05:43 test_accuracy 167 model 2 nb_correct 515 / 795 (64.78%)
20240907-19:05:44 wrote ae_000.pth
20240907-19:05:44 wrote ae_001.pth
20240907-19:05:45 wrote ae_002.pth
20240907-19:05:46 wrote ae_003.pth
20240907-19:05:46 wrote ae_004.pth
20240907-19:05:47 wrote ae_005.pth
20240907-19:05:48 wrote ae_006.pth
20240907-19:05:48 wrote ae_007.pth
20240907-19:05:49 wrote ae_008.pth
20240907-19:05:50 wrote ae_009.pth
20240907-19:05:50 epoch_duration 3min16s next_finish 19:09:07
20240907-19:05:50 wrote state.pth
20240907-19:05:50 --- epoch 168 ----------------------------------------
20240907-19:05:50 current_test_accuracies 0.6887 0.6924 0.6478 0.6917 0.7212 0.7070 0.7094 0.7030 0.7040 0.7096
20240907-19:05:50 time_train=33736 time_c_quizzes=0
20240907-19:05:50 no_c_quiz
20240907-19:05:50 training model 2 (accuracy 0.6477987170219421)
20240907-19:05:50 training model 0 (accuracy 0.6886674761772156)
20240907-19:07:55 train_loss 168 model 2 0.01711150800861651
20240907-19:07:55 train_loss 168 model 0 0.01913937958702445
20240907-19:07:56 test_loss 168 model 2 0.012268558944924735
20240907-19:07:56 test_loss 168 model 0 0.014403630204105866
20240907-19:08:54 test_accuracy 168 model 0 nb_correct 572 / 802 (71.32%)
20240907-19:09:01 test_accuracy 168 model 2 nb_correct 578 / 818 (70.66%)
20240907-19:09:01 wrote ae_000.pth
20240907-19:09:02 wrote ae_001.pth
20240907-19:09:03 wrote ae_002.pth
20240907-19:09:03 wrote ae_003.pth
20240907-19:09:04 wrote ae_004.pth
20240907-19:09:05 wrote ae_005.pth
20240907-19:09:05 wrote ae_006.pth
20240907-19:09:06 wrote ae_007.pth
20240907-19:09:07 wrote ae_008.pth
20240907-19:09:07 wrote ae_009.pth
20240907-19:09:07 epoch_duration 3min17s next_finish 19:12:25
20240907-19:09:07 wrote state.pth
20240907-19:09:07 --- epoch 169 ----------------------------------------
20240907-19:09:07 current_test_accuracies 0.7132 0.6924 0.7066 0.6917 0.7212 0.7070 0.7094 0.7030 0.7040 0.7096
20240907-19:09:07 time_train=33926 time_c_quizzes=0
20240907-19:09:07 no_c_quiz
20240907-19:09:07 training model 3 (accuracy 0.6917293071746826)
20240907-19:09:07 training model 1 (accuracy 0.6924034953117371)
20240907-19:11:12 train_loss 169 model 1 0.01947082323144423
20240907-19:11:12 train_loss 169 model 3 0.018454732363461516
20240907-19:11:14 test_loss 169 model 1 0.0169910959986737
20240907-19:11:14 test_loss 169 model 3 0.012214513577055186
20240907-19:12:19 test_accuracy 169 model 3 nb_correct 571 / 801 (71.29%)
20240907-19:12:25 test_accuracy 169 model 1 nb_correct 484 / 785 (61.66%)
20240907-19:12:26 wrote ae_000.pth
20240907-19:12:27 wrote ae_001.pth
20240907-19:12:27 wrote ae_002.pth
20240907-19:12:28 wrote ae_003.pth
20240907-19:12:29 wrote ae_004.pth
20240907-19:12:29 wrote ae_005.pth
20240907-19:12:30 wrote ae_006.pth
20240907-19:12:31 wrote ae_007.pth
20240907-19:12:31 wrote ae_008.pth
20240907-19:12:32 wrote ae_009.pth
20240907-19:12:32 epoch_duration 3min24s next_finish 19:15:56
20240907-19:12:32 wrote state.pth
20240907-19:12:32 --- epoch 170 ----------------------------------------
20240907-19:12:32 current_test_accuracies 0.7132 0.6166 0.7066 0.7129 0.7212 0.7070 0.7094 0.7030 0.7040 0.7096
20240907-19:12:32 time_train=34123 time_c_quizzes=0
20240907-19:12:32 no_c_quiz
20240907-19:12:32 training model 1 (accuracy 0.6165605187416077)
20240907-19:12:32 training model 7 (accuracy 0.7029703259468079)
20240907-19:14:37 train_loss 170 model 1 0.018285074141516817
20240907-19:14:37 train_loss 170 model 7 0.01854567422356922
20240907-19:14:38 test_loss 170 model 1 0.014475483396381605
20240907-19:14:38 test_loss 170 model 7 0.01358860899345018
20240907-19:15:38 test_accuracy 170 model 7 nb_correct 520 / 807 (64.44%)
20240907-19:15:41 test_accuracy 170 model 1 nb_correct 534 / 804 (66.42%)
20240907-19:15:41 wrote ae_000.pth
20240907-19:15:42 wrote ae_001.pth
20240907-19:15:43 wrote ae_002.pth
20240907-19:15:44 wrote ae_003.pth
20240907-19:15:44 wrote ae_004.pth
20240907-19:15:45 wrote ae_005.pth
20240907-19:15:46 wrote ae_006.pth
20240907-19:15:46 wrote ae_007.pth
20240907-19:15:47 wrote ae_008.pth
20240907-19:15:48 wrote ae_009.pth
20240907-19:15:48 epoch_duration 3min15s next_finish 19:19:03
20240907-19:15:48 wrote state.pth
20240907-19:15:48 --- epoch 171 ----------------------------------------
20240907-19:15:48 current_test_accuracies 0.7132 0.6642 0.7066 0.7129 0.7212 0.7070 0.7094 0.6444 0.7040 0.7096
20240907-19:15:48 time_train=34311 time_c_quizzes=0
20240907-19:15:48 no_c_quiz
20240907-19:15:48 training model 7 (accuracy 0.6443618535995483)
20240907-19:15:48 training model 1 (accuracy 0.6641790866851807)
20240907-19:17:52 train_loss 171 model 1 0.018526291371672415
20240907-19:17:53 train_loss 171 model 7 0.01965937784279231
20240907-19:17:54 test_loss 171 model 1 0.013817235910391901
20240907-19:17:54 test_loss 171 model 7 0.012730121090135072
20240907-19:18:52 test_accuracy 171 model 7 nb_correct 555 / 802 (69.20%)
20240907-19:18:55 test_accuracy 171 model 1 nb_correct 492 / 785 (62.68%)
20240907-19:18:56 wrote ae_000.pth
20240907-19:18:57 wrote ae_001.pth
20240907-19:18:57 wrote ae_002.pth
20240907-19:18:58 wrote ae_003.pth
20240907-19:18:59 wrote ae_004.pth
20240907-19:18:59 wrote ae_005.pth
20240907-19:19:00 wrote ae_006.pth
20240907-19:19:01 wrote ae_007.pth
20240907-19:19:01 wrote ae_008.pth
20240907-19:19:02 wrote ae_009.pth
20240907-19:19:02 epoch_duration 3min14s next_finish 19:22:16
20240907-19:19:02 wrote state.pth
20240907-19:19:02 --- epoch 172 ----------------------------------------
20240907-19:19:02 current_test_accuracies 0.7132 0.6268 0.7066 0.7129 0.7212 0.7070 0.7094 0.6920 0.7040 0.7096
20240907-19:19:02 time_train=34498 time_c_quizzes=0
20240907-19:19:02 no_c_quiz
20240907-19:19:02 training model 1 (accuracy 0.6267516016960144)
20240907-19:19:02 training model 7 (accuracy 0.6920199394226074)
20240907-19:21:07 train_loss 172 model 1 0.018303358319506514
20240907-19:21:07 train_loss 172 model 7 0.018236571850138716
20240907-19:21:09 test_loss 172 model 1 0.014236808716668747
20240907-19:21:09 test_loss 172 model 7 0.013203540656832047
20240907-19:22:10 test_accuracy 172 model 1 nb_correct 530 / 802 (66.08%)
20240907-19:22:11 test_accuracy 172 model 7 nb_correct 582 / 817 (71.24%)
20240907-19:22:11 wrote ae_000.pth
20240907-19:22:12 wrote ae_001.pth
20240907-19:22:13 wrote ae_002.pth
20240907-19:22:13 wrote ae_003.pth
20240907-19:22:14 wrote ae_004.pth
20240907-19:22:14 wrote ae_005.pth
20240907-19:22:15 wrote ae_006.pth
20240907-19:22:16 wrote ae_007.pth
20240907-19:22:16 wrote ae_008.pth
20240907-19:22:17 wrote ae_009.pth
20240907-19:22:17 epoch_duration 3min15s next_finish 19:25:32
20240907-19:22:17 wrote state.pth
20240907-19:22:17 --- epoch 173 ----------------------------------------
20240907-19:22:17 current_test_accuracies 0.7132 0.6608 0.7066 0.7129 0.7212 0.7070 0.7094 0.7124 0.7040 0.7096
20240907-19:22:17 time_train=34686 time_c_quizzes=0
20240907-19:22:17 no_c_quiz
20240907-19:22:17 training model 1 (accuracy 0.6608479022979736)
20240907-19:22:17 training model 8 (accuracy 0.7039800882339478)
20240907-19:24:22 train_loss 173 model 8 0.01835213961044792
20240907-19:24:22 train_loss 173 model 1 0.018036093500326388
20240907-19:24:24 test_loss 173 model 8 0.012891919991670876
20240907-19:24:24 test_loss 173 model 1 0.013445740842144005
20240907-19:25:20 test_accuracy 173 model 8 nb_correct 521 / 799 (65.21%)
20240907-19:25:21 test_accuracy 173 model 1 nb_correct 596 / 811 (73.49%)
20240907-19:25:22 wrote ae_000.pth
20240907-19:25:23 wrote ae_001.pth
20240907-19:25:24 wrote ae_002.pth
20240907-19:25:24 wrote ae_003.pth
20240907-19:25:25 wrote ae_004.pth
20240907-19:25:26 wrote ae_005.pth
20240907-19:25:26 wrote ae_006.pth
20240907-19:25:27 wrote ae_007.pth
20240907-19:25:28 wrote ae_008.pth
20240907-19:25:28 wrote ae_009.pth
20240907-19:25:28 epoch_duration 3min11s next_finish 19:28:39
20240907-19:25:28 wrote state.pth
20240907-19:25:28 --- epoch 174 ----------------------------------------
20240907-19:25:28 current_test_accuracies 0.7132 0.7349 0.7066 0.7129 0.7212 0.7070 0.7094 0.7124 0.6521 0.7096
20240907-19:25:28 time_train=34870 time_c_quizzes=0
20240907-19:25:28 no_c_quiz
20240907-19:25:28 training model 8 (accuracy 0.652065098285675)
20240907-19:25:28 training model 2 (accuracy 0.7066014409065247)
20240907-19:27:33 train_loss 174 model 2 0.017710537840903273
20240907-19:27:33 train_loss 174 model 8 0.01780497053451836
20240907-19:27:34 test_loss 174 model 2 0.014122467012202832
20240907-19:27:34 test_loss 174 model 8 0.011840267284605943
20240907-19:28:29 test_accuracy 174 model 8 nb_correct 539 / 783 (68.84%)
20240907-19:28:34 test_accuracy 174 model 2 nb_correct 560 / 813 (68.88%)
20240907-19:28:35 wrote ae_000.pth
20240907-19:28:35 wrote ae_001.pth
20240907-19:28:36 wrote ae_002.pth
20240907-19:28:37 wrote ae_003.pth
20240907-19:28:37 wrote ae_004.pth
20240907-19:28:38 wrote ae_005.pth
20240907-19:28:39 wrote ae_006.pth
20240907-19:28:39 wrote ae_007.pth
20240907-19:28:40 wrote ae_008.pth
20240907-19:28:41 wrote ae_009.pth
20240907-19:28:41 epoch_duration 3min12s next_finish 19:31:53
20240907-19:28:41 wrote state.pth
20240907-19:28:41 --- epoch 175 ----------------------------------------
20240907-19:28:41 current_test_accuracies 0.7132 0.7349 0.6888 0.7129 0.7212 0.7070 0.7094 0.7124 0.6884 0.7096
20240907-19:28:41 time_train=35055 time_c_quizzes=0
20240907-19:28:41 no_c_quiz
20240907-19:28:41 training model 8 (accuracy 0.6883780360221863)
20240907-19:28:41 training model 2 (accuracy 0.6888068914413452)
20240907-19:30:45 train_loss 175 model 8 0.017960122267424595
20240907-19:30:46 train_loss 175 model 2 0.018397247732267714
20240907-19:30:47 test_loss 175 model 8 0.015453726905980148
20240907-19:30:47 test_loss 175 model 2 0.012771364652144257
20240907-19:31:46 test_accuracy 175 model 2 nb_correct 589 / 795 (74.09%)
20240907-19:31:51 test_accuracy 175 model 8 nb_correct 481 / 791 (60.81%)
20240907-19:31:51 wrote ae_000.pth
20240907-19:31:52 wrote ae_001.pth
20240907-19:31:53 wrote ae_002.pth
20240907-19:31:53 wrote ae_003.pth
20240907-19:31:54 wrote ae_004.pth
20240907-19:31:55 wrote ae_005.pth
20240907-19:31:55 wrote ae_006.pth
20240907-19:31:56 wrote ae_007.pth
20240907-19:31:57 wrote ae_008.pth
20240907-19:31:57 wrote ae_009.pth
20240907-19:31:57 epoch_duration 3min16s next_finish 19:35:14
20240907-19:31:57 wrote state.pth
20240907-19:31:57 --- epoch 176 ----------------------------------------
20240907-19:31:57 current_test_accuracies 0.7132 0.7349 0.7409 0.7129 0.7212 0.7070 0.7094 0.7124 0.6081 0.7096
20240907-19:31:57 time_train=35244 time_c_quizzes=0
20240907-19:31:57 no_c_quiz
20240907-19:31:57 training model 8 (accuracy 0.6080909967422485)
20240907-19:31:57 training model 5 (accuracy 0.7069597244262695)
20240907-19:34:02 train_loss 176 model 5 0.018334113195538522
20240907-19:34:02 train_loss 176 model 8 0.01730574221620918
20240907-19:34:04 test_loss 176 model 5 0.013409869476163294
20240907-19:34:04 test_loss 176 model 8 0.010547927291190718
20240907-19:34:55 test_accuracy 176 model 8 nb_correct 561 / 794 (70.65%)
20240907-19:35:13 test_accuracy 176 model 5 nb_correct 492 / 814 (60.44%)
20240907-19:35:13 wrote ae_000.pth
20240907-19:35:14 wrote ae_001.pth
20240907-19:35:15 wrote ae_002.pth
20240907-19:35:15 wrote ae_003.pth
20240907-19:35:16 wrote ae_004.pth
20240907-19:35:17 wrote ae_005.pth
20240907-19:35:17 wrote ae_006.pth
20240907-19:35:18 wrote ae_007.pth
20240907-19:35:19 wrote ae_008.pth
20240907-19:35:19 wrote ae_009.pth
20240907-19:35:19 epoch_duration 3min22s next_finish 19:38:42
20240907-19:35:19 wrote state.pth
20240907-19:35:19 --- epoch 177 ----------------------------------------
20240907-19:35:19 current_test_accuracies 0.7132 0.7349 0.7409 0.7129 0.7212 0.6044 0.7094 0.7124 0.7065 0.7096
20240907-19:35:19 time_train=35439 time_c_quizzes=0
20240907-19:35:19 no_c_quiz
20240907-19:35:19 training model 5 (accuracy 0.6044226288795471)
20240907-19:35:19 training model 8 (accuracy 0.7065491080284119)
20240907-19:37:25 train_loss 177 model 8 0.017095692548085937
20240907-19:37:25 train_loss 177 model 5 0.018054028339567593
20240907-19:37:26 test_loss 177 model 8 0.011272155024926178
20240907-19:37:26 test_loss 177 model 5 0.0176785190073133
20240907-19:38:28 test_accuracy 177 model 8 nb_correct 549 / 795 (69.06%)
20240907-19:38:33 test_accuracy 177 model 5 nb_correct 539 / 798 (67.54%)
20240907-19:38:33 wrote ae_000.pth
20240907-19:38:34 wrote ae_001.pth
20240907-19:38:35 wrote ae_002.pth
20240907-19:38:35 wrote ae_003.pth
20240907-19:38:36 wrote ae_004.pth
20240907-19:38:37 wrote ae_005.pth
20240907-19:38:37 wrote ae_006.pth
20240907-19:38:38 wrote ae_007.pth
20240907-19:38:39 wrote ae_008.pth
20240907-19:38:39 wrote ae_009.pth
20240907-19:38:39 epoch_duration 3min19s next_finish 19:41:59
20240907-19:38:39 wrote state.pth
20240907-19:38:39 --- epoch 178 ----------------------------------------
20240907-19:38:39 current_test_accuracies 0.7132 0.7349 0.7409 0.7129 0.7212 0.6754 0.7094 0.7124 0.6906 0.7096
20240907-19:38:39 time_train=35632 time_c_quizzes=0
20240907-19:38:39 no_c_quiz
20240907-19:38:39 training model 5 (accuracy 0.6754385828971863)
20240907-19:38:39 training model 8 (accuracy 0.6905660629272461)
20240907-19:40:44 train_loss 178 model 8 0.017476510739244985
20240907-19:40:44 train_loss 178 model 5 0.018148847580800067
20240907-19:40:46 test_loss 178 model 8 0.011866062961962598
20240907-19:40:46 test_loss 178 model 5 0.012638406449696049
20240907-19:41:45 test_accuracy 178 model 5 nb_correct 567 / 800 (70.88%)
20240907-19:41:50 test_accuracy 178 model 8 nb_correct 576 / 804 (71.64%)
20240907-19:41:51 wrote ae_000.pth
20240907-19:41:51 wrote ae_001.pth
20240907-19:41:52 wrote ae_002.pth
20240907-19:41:53 wrote ae_003.pth
20240907-19:41:53 wrote ae_004.pth
20240907-19:41:54 wrote ae_005.pth
20240907-19:41:55 wrote ae_006.pth
20240907-19:41:55 wrote ae_007.pth
20240907-19:41:56 wrote ae_008.pth
20240907-19:41:57 wrote ae_009.pth
20240907-19:41:57 epoch_duration 3min17s next_finish 19:45:14
20240907-19:41:57 wrote state.pth
20240907-19:41:57 --- epoch 179 ----------------------------------------
20240907-19:41:57 current_test_accuracies 0.7132 0.7349 0.7409 0.7129 0.7212 0.7088 0.7094 0.7124 0.7164 0.7096
20240907-19:41:57 time_train=35822 time_c_quizzes=0
20240907-19:41:57 no_c_quiz
20240907-19:41:57 training model 5 (accuracy 0.7087500095367432)
20240907-19:41:57 training model 6 (accuracy 0.7093908786773682)
20240907-19:44:02 train_loss 179 model 5 0.017758975981443655
20240907-19:44:02 train_loss 179 model 6 0.01871068670877139
20240907-19:44:03 test_loss 179 model 5 0.01444437730788195
20240907-19:44:03 test_loss 179 model 6 0.01377476828347426
20240907-19:45:00 test_accuracy 179 model 5 nb_correct 598 / 820 (72.93%)
20240907-19:45:11 test_accuracy 179 model 6 nb_correct 530 / 792 (66.92%)
20240907-19:45:12 wrote ae_000.pth
20240907-19:45:13 wrote ae_001.pth
20240907-19:45:13 wrote ae_002.pth
20240907-19:45:14 wrote ae_003.pth
20240907-19:45:15 wrote ae_004.pth
20240907-19:45:15 wrote ae_005.pth
20240907-19:45:16 wrote ae_006.pth
20240907-19:45:17 wrote ae_007.pth
20240907-19:45:17 wrote ae_008.pth
20240907-19:45:18 wrote ae_009.pth
20240907-19:45:18 epoch_duration 3min21s next_finish 19:48:39
20240907-19:45:18 wrote state.pth
20240907-19:45:18 --- epoch 180 ----------------------------------------
20240907-19:45:18 current_test_accuracies 0.7132 0.7349 0.7409 0.7129 0.7212 0.7293 0.6692 0.7124 0.7164 0.7096
20240907-19:45:18 time_train=36016 time_c_quizzes=0
20240907-19:45:18 no_c_quiz
20240907-19:45:18 training model 6 (accuracy 0.6691918969154358)
20240907-19:45:18 training model 9 (accuracy 0.7096370458602905)
20240907-19:47:22 train_loss 180 model 9 0.017306387320393697
20240907-19:47:22 train_loss 180 model 6 0.017465278646413937
20240907-19:47:24 test_loss 180 model 9 0.01449746185389813
20240907-19:47:24 test_loss 180 model 6 0.01271679458732251
20240907-19:48:26 test_accuracy 180 model 6 nb_correct 507 / 794 (63.85%)
20240907-19:48:30 test_accuracy 180 model 9 nb_correct 510 / 801 (63.67%)
20240907-19:48:31 wrote ae_000.pth
20240907-19:48:31 wrote ae_001.pth
20240907-19:48:32 wrote ae_002.pth
20240907-19:48:33 wrote ae_003.pth
20240907-19:48:33 wrote ae_004.pth
20240907-19:48:34 wrote ae_005.pth
20240907-19:48:35 wrote ae_006.pth
20240907-19:48:36 wrote ae_007.pth
20240907-19:48:36 wrote ae_008.pth
20240907-19:48:37 wrote ae_009.pth
20240907-19:48:37 epoch_duration 3min18s next_finish 19:51:56
20240907-19:48:37 wrote state.pth
20240907-19:48:37 --- epoch 181 ----------------------------------------
20240907-19:48:37 current_test_accuracies 0.7132 0.7349 0.7409 0.7129 0.7212 0.7293 0.6385 0.7124 0.7164 0.6367
20240907-19:48:37 time_train=36208 time_c_quizzes=0
20240907-19:48:37 no_c_quiz
20240907-19:48:37 training model 9 (accuracy 0.63670414686203)
20240907-19:48:37 training model 6 (accuracy 0.6385390162467957)
20240907-19:50:41 train_loss 181 model 6 0.017593659451173152
20240907-19:50:42 train_loss 181 model 9 0.01776410964294337
20240907-19:50:43 test_loss 181 model 6 0.013378826830012258
20240907-19:50:43 test_loss 181 model 9 0.013487933267606422
20240907-19:51:46 test_accuracy 181 model 9 nb_correct 581 / 803 (72.35%)
20240907-19:51:50 test_accuracy 181 model 6 nb_correct 534 / 778 (68.64%)
20240907-19:51:51 wrote ae_000.pth
20240907-19:51:52 wrote ae_001.pth
20240907-19:51:53 wrote ae_002.pth
20240907-19:51:53 wrote ae_003.pth
20240907-19:51:54 wrote ae_004.pth
20240907-19:51:55 wrote ae_005.pth
20240907-19:51:55 wrote ae_006.pth
20240907-19:51:56 wrote ae_007.pth
20240907-19:51:57 wrote ae_008.pth
20240907-19:51:57 wrote ae_009.pth
20240907-19:51:57 epoch_duration 3min20s next_finish 19:55:18
20240907-19:51:57 wrote state.pth
20240907-19:51:57 --- epoch 182 ----------------------------------------
20240907-19:51:57 current_test_accuracies 0.7132 0.7349 0.7409 0.7129 0.7212 0.7293 0.6864 0.7124 0.7164 0.7235
20240907-19:51:57 time_train=36401 time_c_quizzes=0
20240907-19:51:57 no_c_quiz
20240907-19:51:57 training model 6 (accuracy 0.6863753199577332)
20240907-19:51:57 training model 7 (accuracy 0.7123622894287109)
20240907-19:54:02 train_loss 182 model 7 0.018615628063096665
20240907-19:54:02 train_loss 182 model 6 0.017949848459044005
20240907-19:54:04 test_loss 182 model 7 0.012108783943403978
20240907-19:54:04 test_loss 182 model 6 0.019454476194368908
20240907-19:55:01 test_accuracy 182 model 6 nb_correct 516 / 790 (65.32%)
20240907-19:55:05 test_accuracy 182 model 7 nb_correct 567 / 797 (71.14%)
20240907-19:55:06 wrote ae_000.pth
20240907-19:55:07 wrote ae_001.pth
20240907-19:55:07 wrote ae_002.pth
20240907-19:55:08 wrote ae_003.pth
20240907-19:55:09 wrote ae_004.pth
20240907-19:55:09 wrote ae_005.pth
20240907-19:55:10 wrote ae_006.pth
20240907-19:55:11 wrote ae_007.pth
20240907-19:55:11 wrote ae_008.pth
20240907-19:55:12 wrote ae_009.pth
20240907-19:55:12 epoch_duration 3min14s next_finish 19:58:27
20240907-19:55:12 wrote state.pth
20240907-19:55:12 --- epoch 183 ----------------------------------------
20240907-19:55:12 current_test_accuracies 0.7132 0.7349 0.7409 0.7129 0.7212 0.7293 0.6532 0.7114 0.7164 0.7235
20240907-19:55:12 time_train=36588 time_c_quizzes=0
20240907-19:55:12 no_c_quiz
20240907-19:55:12 training model 6 (accuracy 0.6531645655632019)
20240907-19:55:12 training model 7 (accuracy 0.7114177942276001)
20240907-19:57:17 train_loss 183 model 7 0.018512645244598388
20240907-19:57:17 train_loss 183 model 6 0.016638708157464863
20240907-19:57:19 test_loss 183 model 7 0.011641424148547231
20240907-19:57:19 test_loss 183 model 6 0.013562452781843603
20240907-19:58:13 test_accuracy 183 model 6 nb_correct 582 / 812 (71.67%)
20240907-19:58:16 test_accuracy 183 model 7 nb_correct 545 / 811 (67.20%)
20240907-19:58:17 wrote ae_000.pth
20240907-19:58:17 wrote ae_001.pth
20240907-19:58:18 wrote ae_002.pth
20240907-19:58:19 wrote ae_003.pth
20240907-19:58:19 wrote ae_004.pth
20240907-19:58:20 wrote ae_005.pth
20240907-19:58:21 wrote ae_006.pth
20240907-19:58:21 wrote ae_007.pth
20240907-19:58:22 wrote ae_008.pth
20240907-19:58:23 wrote ae_009.pth
20240907-19:58:23 epoch_duration 3min10s next_finish 20:01:34
20240907-19:58:23 wrote state.pth
20240907-19:58:23 --- epoch 184 ----------------------------------------
20240907-19:58:23 current_test_accuracies 0.7132 0.7349 0.7409 0.7129 0.7212 0.7293 0.7167 0.6720 0.7164 0.7235
20240907-19:58:23 time_train=36771 time_c_quizzes=0
20240907-19:58:23 no_c_quiz
20240907-19:58:23 training model 7 (accuracy 0.6720098853111267)
20240907-19:58:23 training model 3 (accuracy 0.7128589153289795)
20240907-20:00:28 train_loss 184 model 3 0.018126899107941425
20240907-20:00:28 train_loss 184 model 7 0.017719812144408934
20240907-20:00:29 test_loss 184 model 3 0.01596277675416786
20240907-20:00:29 test_loss 184 model 7 0.013132074852910592
20240907-20:01:29 test_accuracy 184 model 7 nb_correct 608 / 801 (75.91%)
20240907-20:01:31 test_accuracy 184 model 3 nb_correct 543 / 796 (68.22%)
20240907-20:01:32 wrote ae_000.pth
20240907-20:01:32 wrote ae_001.pth
20240907-20:01:33 wrote ae_002.pth
20240907-20:01:34 wrote ae_003.pth
20240907-20:01:34 wrote ae_004.pth
20240907-20:01:35 wrote ae_005.pth
20240907-20:01:36 wrote ae_006.pth
20240907-20:01:36 wrote ae_007.pth
20240907-20:01:37 wrote ae_008.pth
20240907-20:01:38 wrote ae_009.pth
20240907-20:01:38 epoch_duration 3min15s next_finish 20:04:53
20240907-20:01:38 wrote state.pth
20240907-20:01:38 --- epoch 185 ----------------------------------------
20240907-20:01:38 current_test_accuracies 0.7132 0.7349 0.7409 0.6822 0.7212 0.7293 0.7167 0.7591 0.7164 0.7235
20240907-20:01:38 time_train=36959 time_c_quizzes=0
20240907-20:01:38 no_c_quiz
20240907-20:01:38 training model 3 (accuracy 0.6821607947349548)
20240907-20:01:38 training model 0 (accuracy 0.7132169604301453)
20240907-20:03:43 train_loss 185 model 0 0.019216041375533677
20240907-20:03:43 train_loss 185 model 3 0.018187668053316883
20240907-20:03:44 test_loss 185 model 0 0.010909784040268277
20240907-20:03:44 test_loss 185 model 3 0.016189627985295375
20240907-20:04:42 test_accuracy 185 model 0 nb_correct 588 / 802 (73.32%)
20240907-20:04:51 test_accuracy 185 model 3 nb_correct 544 / 788 (69.04%)
20240907-20:04:52 wrote ae_000.pth
20240907-20:04:53 wrote ae_001.pth
20240907-20:04:54 wrote ae_002.pth
20240907-20:04:54 wrote ae_003.pth
20240907-20:04:55 wrote ae_004.pth
20240907-20:04:56 wrote ae_005.pth
20240907-20:04:56 wrote ae_006.pth
20240907-20:04:57 wrote ae_007.pth
20240907-20:04:58 wrote ae_008.pth
20240907-20:04:58 wrote ae_009.pth
20240907-20:04:58 epoch_duration 3min20s next_finish 20:08:19
20240907-20:04:58 wrote state.pth
20240907-20:04:58 --- epoch 186 ----------------------------------------
20240907-20:04:58 current_test_accuracies 0.7332 0.7349 0.7409 0.6904 0.7212 0.7293 0.7167 0.7591 0.7164 0.7235
20240907-20:04:58 time_train=37152 time_c_quizzes=0
20240907-20:04:58 no_c_quiz
20240907-20:04:58 training model 3 (accuracy 0.6903553009033203)
20240907-20:04:58 training model 8 (accuracy 0.7164179086685181)
20240907-20:07:04 train_loss 186 model 3 0.01753714939049678
20240907-20:07:04 train_loss 186 model 8 0.016794229630962946
20240907-20:07:05 test_loss 186 model 3 0.011945965081395116
20240907-20:07:05 test_loss 186 model 8 0.01559198214308708
20240907-20:08:03 test_accuracy 186 model 8 nb_correct 604 / 805 (75.03%)
20240907-20:08:04 test_accuracy 186 model 3 nb_correct 551 / 778 (70.82%)
20240907-20:08:05 wrote ae_000.pth
20240907-20:08:06 wrote ae_001.pth
20240907-20:08:06 wrote ae_002.pth
20240907-20:08:07 wrote ae_003.pth
20240907-20:08:08 wrote ae_004.pth
20240907-20:08:08 wrote ae_005.pth
20240907-20:08:09 wrote ae_006.pth
20240907-20:08:10 wrote ae_007.pth
20240907-20:08:10 wrote ae_008.pth
20240907-20:08:11 wrote ae_009.pth
20240907-20:08:11 epoch_duration 3min12s next_finish 20:11:24
20240907-20:08:11 wrote state.pth
20240907-20:08:11 --- epoch 187 ----------------------------------------
20240907-20:08:11 current_test_accuracies 0.7332 0.7349 0.7409 0.7082 0.7212 0.7293 0.7167 0.7591 0.7503 0.7235
20240907-20:08:11 time_train=37337 time_c_quizzes=0
20240907-20:08:11 no_c_quiz
20240907-20:08:11 training model 3 (accuracy 0.708226203918457)
20240907-20:08:11 training model 6 (accuracy 0.7167487740516663)
20240907-20:10:16 train_loss 187 model 3 0.017773756749753376
20240907-20:10:16 train_loss 187 model 6 0.017960755137610248
20240907-20:10:18 test_loss 187 model 3 0.012893561178498204
20240907-20:10:18 test_loss 187 model 6 0.01076029426039895
20240907-20:11:17 test_accuracy 187 model 6 nb_correct 572 / 807 (70.88%)
20240907-20:11:22 test_accuracy 187 model 3 nb_correct 550 / 799 (68.84%)
20240907-20:11:23 wrote ae_000.pth
20240907-20:11:23 wrote ae_001.pth
20240907-20:11:24 wrote ae_002.pth
20240907-20:11:25 wrote ae_003.pth
20240907-20:11:25 wrote ae_004.pth
20240907-20:11:26 wrote ae_005.pth
20240907-20:11:27 wrote ae_006.pth
20240907-20:11:27 wrote ae_007.pth
20240907-20:11:28 wrote ae_008.pth
20240907-20:11:29 wrote ae_009.pth
20240907-20:11:29 epoch_duration 3min17s next_finish 20:14:46
20240907-20:11:29 wrote state.pth
20240907-20:11:29 --- epoch 188 ----------------------------------------
20240907-20:11:29 current_test_accuracies 0.7332 0.7349 0.7409 0.6884 0.7212 0.7293 0.7088 0.7591 0.7503 0.7235
20240907-20:11:29 time_train=37527 time_c_quizzes=0
20240907-20:11:29 no_c_quiz
20240907-20:11:29 training model 3 (accuracy 0.6883604526519775)
20240907-20:11:29 training model 6 (accuracy 0.7087979912757874)
20240907-20:13:34 train_loss 188 model 3 0.01801700562570477
20240907-20:13:34 train_loss 188 model 6 0.017622104478185064
20240907-20:13:35 test_loss 188 model 3 0.013394932371738832
20240907-20:13:35 test_loss 188 model 6 0.01089861072396161
20240907-20:14:32 test_accuracy 188 model 3 nb_correct 586 / 804 (72.89%)
20240907-20:14:37 test_accuracy 188 model 6 nb_correct 571 / 795 (71.82%)
20240907-20:14:38 wrote ae_000.pth
20240907-20:14:38 wrote ae_001.pth
20240907-20:14:39 wrote ae_002.pth
20240907-20:14:40 wrote ae_003.pth
20240907-20:14:40 wrote ae_004.pth
20240907-20:14:41 wrote ae_005.pth
20240907-20:14:42 wrote ae_006.pth
20240907-20:14:42 wrote ae_007.pth
20240907-20:14:43 wrote ae_008.pth
20240907-20:14:44 wrote ae_009.pth
20240907-20:14:44 epoch_duration 3min14s next_finish 20:17:58
20240907-20:14:44 wrote state.pth
20240907-20:14:44 --- epoch 189 ----------------------------------------
20240907-20:14:44 current_test_accuracies 0.7332 0.7349 0.7409 0.7289 0.7212 0.7293 0.7182 0.7591 0.7503 0.7235
20240907-20:14:44 time_train=37715 time_c_quizzes=0
20240907-20:14:44 no_c_quiz
20240907-20:14:44 training model 6 (accuracy 0.7182390093803406)
20240907-20:14:44 training model 4 (accuracy 0.7211896181106567)
20240907-20:16:48 train_loss 189 model 4 0.01739806762995431
20240907-20:16:48 train_loss 189 model 6 0.01679755863250466
20240907-20:16:50 test_loss 189 model 4 0.011849064407579135
20240907-20:16:50 test_loss 189 model 6 0.006611142646943335
20240907-20:17:42 test_accuracy 189 model 6 nb_correct 601 / 793 (75.79%)
20240907-20:17:53 test_accuracy 189 model 4 nb_correct 552 / 781 (70.68%)
20240907-20:17:54 wrote ae_000.pth
20240907-20:17:54 wrote ae_001.pth
20240907-20:17:55 wrote ae_002.pth
20240907-20:17:56 wrote ae_003.pth
20240907-20:17:56 wrote ae_004.pth
20240907-20:17:57 wrote ae_005.pth
20240907-20:17:58 wrote ae_006.pth
20240907-20:17:58 wrote ae_007.pth
20240907-20:17:59 wrote ae_008.pth
20240907-20:17:59 wrote ae_009.pth
20240907-20:17:59 epoch_duration 3min15s next_finish 20:21:15
20240907-20:17:59 wrote state.pth
20240907-20:17:59 --- epoch 190 ----------------------------------------
20240907-20:17:59 current_test_accuracies 0.7332 0.7349 0.7409 0.7289 0.7068 0.7293 0.7579 0.7591 0.7503 0.7235
20240907-20:17:59 time_train=37904 time_c_quizzes=0
20240907-20:17:59 no_c_quiz
20240907-20:17:59 training model 4 (accuracy 0.7067861557006836)
20240907-20:17:59 training model 9 (accuracy 0.7235367298126221)
20240907-20:20:04 train_loss 190 model 4 0.01738531585264718
20240907-20:20:05 train_loss 190 model 9 0.017270235667412634
20240907-20:20:06 test_loss 190 model 4 0.013469122542301194
20240907-20:20:06 test_loss 190 model 9 0.011243574479885865
20240907-20:21:05 test_accuracy 190 model 4 nb_correct 562 / 787 (71.41%)
20240907-20:21:05 test_accuracy 190 model 9 nb_correct 571 / 822 (69.46%)
20240907-20:21:06 wrote ae_000.pth
20240907-20:21:07 wrote ae_001.pth
20240907-20:21:07 wrote ae_002.pth
20240907-20:21:08 wrote ae_003.pth
20240907-20:21:09 wrote ae_004.pth
20240907-20:21:09 wrote ae_005.pth
20240907-20:21:10 wrote ae_006.pth
20240907-20:21:11 wrote ae_007.pth
20240907-20:21:11 wrote ae_008.pth
20240907-20:21:12 wrote ae_009.pth
20240907-20:21:12 epoch_duration 3min12s next_finish 20:24:24
20240907-20:21:12 wrote state.pth
20240907-20:21:12 --- epoch 191 ----------------------------------------
20240907-20:21:12 current_test_accuracies 0.7332 0.7349 0.7409 0.7289 0.7141 0.7293 0.7579 0.7591 0.7503 0.6946
20240907-20:21:12 time_train=38089 time_c_quizzes=0
20240907-20:21:12 no_c_quiz
20240907-20:21:12 training model 9 (accuracy 0.6946471929550171)
20240907-20:21:12 training model 4 (accuracy 0.714104175567627)
20240907-20:23:17 train_loss 191 model 4 0.017730422109889333
20240907-20:23:17 train_loss 191 model 9 0.017524051857413726
20240907-20:23:18 test_loss 191 model 4 0.01385998798359651
20240907-20:23:18 test_loss 191 model 9 0.01088377757332637
20240907-20:24:18 test_accuracy 191 model 9 nb_correct 587 / 795 (73.84%)
20240907-20:24:21 test_accuracy 191 model 4 nb_correct 600 / 794 (75.57%)
20240907-20:24:22 wrote ae_000.pth
20240907-20:24:23 wrote ae_001.pth
20240907-20:24:23 wrote ae_002.pth
20240907-20:24:24 wrote ae_003.pth
20240907-20:24:25 wrote ae_004.pth
20240907-20:24:25 wrote ae_005.pth
20240907-20:24:26 wrote ae_006.pth
20240907-20:24:27 wrote ae_007.pth
20240907-20:24:27 wrote ae_008.pth
20240907-20:24:28 wrote ae_009.pth
20240907-20:24:28 epoch_duration 3min16s next_finish 20:27:44
20240907-20:24:28 wrote state.pth
20240907-20:24:28 --- epoch 192 ----------------------------------------
20240907-20:24:28 current_test_accuracies 0.7332 0.7349 0.7409 0.7289 0.7557 0.7293 0.7579 0.7591 0.7503 0.7384
20240907-20:24:28 time_train=38278 time_c_quizzes=0
20240907-20:24:28 no_c_quiz
20240907-20:24:28 training model 3 (accuracy 0.7288557291030884)
20240907-20:24:28 training model 5 (accuracy 0.7292683124542236)
20240907-20:26:33 train_loss 192 model 3 0.016653983490832615
20240907-20:26:33 train_loss 192 model 5 0.016695436403446364
20240907-20:26:35 test_loss 192 model 3 0.01264851507221465
20240907-20:26:35 test_loss 192 model 5 0.014008654217468575
20240907-20:27:24 test_accuracy 192 model 3 nb_correct 629 / 815 (77.18%)
20240907-20:27:34 test_accuracy 192 model 5 nb_correct 576 / 794 (72.54%)
20240907-20:27:34 wrote ae_000.pth
20240907-20:27:35 wrote ae_001.pth
20240907-20:27:36 wrote ae_002.pth
20240907-20:27:36 wrote ae_003.pth
20240907-20:27:37 wrote ae_004.pth
20240907-20:27:38 wrote ae_005.pth
20240907-20:27:38 wrote ae_006.pth
20240907-20:27:39 wrote ae_007.pth
20240907-20:27:40 wrote ae_008.pth
20240907-20:27:40 wrote ae_009.pth
20240907-20:27:40 epoch_duration 3min12s next_finish 20:30:53
20240907-20:27:40 wrote state.pth
20240907-20:27:40 --- epoch 193 ----------------------------------------
20240907-20:27:40 current_test_accuracies 0.7332 0.7349 0.7409 0.7718 0.7557 0.7254 0.7579 0.7591 0.7503 0.7384
20240907-20:27:40 time_train=38463 time_c_quizzes=0
20240907-20:27:40 no_c_quiz
20240907-20:27:40 training model 5 (accuracy 0.7254408001899719)
20240907-20:27:40 training model 0 (accuracy 0.7331671118736267)
20240907-20:29:46 train_loss 193 model 0 0.01856852117337985
20240907-20:29:46 train_loss 193 model 5 0.017385046737152153
20240907-20:29:47 test_loss 193 model 0 0.013641614212247077
20240907-20:29:47 test_loss 193 model 5 0.013852067635889398
20240907-20:30:48 test_accuracy 193 model 0 nb_correct 570 / 806 (70.72%)
20240907-20:30:51 test_accuracy 193 model 5 nb_correct 586 / 796 (73.62%)
20240907-20:30:51 wrote ae_000.pth
20240907-20:30:52 wrote ae_001.pth
20240907-20:30:53 wrote ae_002.pth
20240907-20:30:53 wrote ae_003.pth
20240907-20:30:54 wrote ae_004.pth
20240907-20:30:55 wrote ae_005.pth
20240907-20:30:55 wrote ae_006.pth
20240907-20:30:56 wrote ae_007.pth
20240907-20:30:56 wrote ae_008.pth
20240907-20:30:57 wrote ae_009.pth
20240907-20:30:57 epoch_duration 3min16s next_finish 20:34:14
20240907-20:30:57 wrote state.pth
20240907-20:30:57 --- epoch 194 ----------------------------------------
20240907-20:30:57 current_test_accuracies 0.7072 0.7349 0.7409 0.7718 0.7557 0.7362 0.7579 0.7591 0.7503 0.7384
20240907-20:30:57 time_train=38653 time_c_quizzes=0
20240907-20:30:57 no_c_quiz
20240907-20:30:57 training model 0 (accuracy 0.707196056842804)
20240907-20:30:57 training model 1 (accuracy 0.7348951697349548)
20240907-20:33:02 train_loss 194 model 1 0.018105924841947854
20240907-20:33:02 train_loss 194 model 0 0.017810433190199548
20240907-20:33:04 test_loss 194 model 1 0.012079446176358033
20240907-20:33:04 test_loss 194 model 0 0.013764538543182426
20240907-20:33:55 test_accuracy 194 model 1 nb_correct 613 / 811 (75.59%)
20240907-20:34:01 test_accuracy 194 model 0 nb_correct 553 / 786 (70.36%)
20240907-20:34:01 wrote ae_000.pth
20240907-20:34:02 wrote ae_001.pth
20240907-20:34:03 wrote ae_002.pth
20240907-20:34:03 wrote ae_003.pth
20240907-20:34:04 wrote ae_004.pth
20240907-20:34:05 wrote ae_005.pth
20240907-20:34:05 wrote ae_006.pth
20240907-20:34:06 wrote ae_007.pth
20240907-20:34:07 wrote ae_008.pth
20240907-20:34:07 wrote ae_009.pth
20240907-20:34:07 epoch_duration 3min10s next_finish 20:37:18
20240907-20:34:07 wrote state.pth
20240907-20:34:07 --- epoch 195 ----------------------------------------
20240907-20:34:07 current_test_accuracies 0.7036 0.7559 0.7409 0.7718 0.7557 0.7362 0.7579 0.7591 0.7503 0.7384
20240907-20:34:07 time_train=38836 time_c_quizzes=0
20240907-20:34:07 no_c_quiz
20240907-20:34:07 training model 0 (accuracy 0.703562319278717)
20240907-20:34:07 training model 5 (accuracy 0.7361809015274048)
20240907-20:36:12 train_loss 195 model 0 0.017883024405280595
20240907-20:36:13 train_loss 195 model 5 0.01718537003477104
20240907-20:36:14 test_loss 195 model 0 0.014578599159722216
20240907-20:36:14 test_loss 195 model 5 0.012571385139199264
20240907-20:37:11 test_accuracy 195 model 5 nb_correct 613 / 820 (74.76%)
20240907-20:37:18 test_accuracy 195 model 0 nb_correct 535 / 794 (67.38%)
20240907-20:37:19 wrote ae_000.pth
20240907-20:37:20 wrote ae_001.pth
20240907-20:37:20 wrote ae_002.pth
20240907-20:37:21 wrote ae_003.pth
20240907-20:37:22 wrote ae_004.pth
20240907-20:37:22 wrote ae_005.pth
20240907-20:37:23 wrote ae_006.pth
20240907-20:37:24 wrote ae_007.pth
20240907-20:37:24 wrote ae_008.pth
20240907-20:37:25 wrote ae_009.pth
20240907-20:37:25 epoch_duration 3min17s next_finish 20:40:43
20240907-20:37:25 wrote state.pth
20240907-20:37:25 --- epoch 196 ----------------------------------------
20240907-20:37:25 current_test_accuracies 0.6738 0.7559 0.7409 0.7718 0.7557 0.7476 0.7579 0.7591 0.7503 0.7384
20240907-20:37:25 time_train=39026 time_c_quizzes=0
20240907-20:37:25 no_c_quiz
20240907-20:37:25 training model 0 (accuracy 0.6738035082817078)
20240907-20:37:25 training model 9 (accuracy 0.7383647561073303)
20240907-20:39:30 train_loss 196 model 0 0.01779943954269402
20240907-20:39:30 train_loss 196 model 9 0.017480052104103378
20240907-20:39:31 test_loss 196 model 0 0.010987156631745165
20240907-20:39:31 test_loss 196 model 9 0.010338052237784723
20240907-20:40:27 test_accuracy 196 model 9 nb_correct 584 / 807 (72.37%)
20240907-20:40:42 test_accuracy 196 model 0 nb_correct 530 / 803 (66.00%)
20240907-20:40:43 wrote ae_000.pth
20240907-20:40:44 wrote ae_001.pth
20240907-20:40:44 wrote ae_002.pth
20240907-20:40:45 wrote ae_003.pth
20240907-20:40:46 wrote ae_004.pth
20240907-20:40:46 wrote ae_005.pth
20240907-20:40:47 wrote ae_006.pth
20240907-20:40:48 wrote ae_007.pth
20240907-20:40:48 wrote ae_008.pth
20240907-20:40:49 wrote ae_009.pth
20240907-20:40:49 epoch_duration 3min24s next_finish 20:44:13
20240907-20:40:49 wrote state.pth
20240907-20:40:49 --- epoch 197 ----------------------------------------
20240907-20:40:49 current_test_accuracies 0.6600 0.7559 0.7409 0.7718 0.7557 0.7476 0.7579 0.7591 0.7503 0.7237
20240907-20:40:49 time_train=39223 time_c_quizzes=0
20240907-20:40:49 no_c_quiz
20240907-20:40:49 training model 0 (accuracy 0.660024881362915)
20240907-20:40:49 training model 9 (accuracy 0.7236679196357727)
20240907-20:42:54 train_loss 197 model 0 0.018591110215551453
20240907-20:42:54 train_loss 197 model 9 0.016551658460928594
20240907-20:42:55 test_loss 197 model 0 0.012742280573002062
20240907-20:42:55 test_loss 197 model 9 0.008008039595733863
20240907-20:43:51 test_accuracy 197 model 9 nb_correct 606 / 821 (73.81%)
20240907-20:44:01 test_accuracy 197 model 0 nb_correct 531 / 795 (66.79%)
20240907-20:44:02 wrote ae_000.pth
20240907-20:44:03 wrote ae_001.pth
20240907-20:44:03 wrote ae_002.pth
20240907-20:44:04 wrote ae_003.pth
20240907-20:44:05 wrote ae_004.pth
20240907-20:44:05 wrote ae_005.pth
20240907-20:44:06 wrote ae_006.pth
20240907-20:44:07 wrote ae_007.pth
20240907-20:44:08 wrote ae_008.pth
20240907-20:44:08 wrote ae_009.pth
20240907-20:44:08 epoch_duration 3min19s next_finish 20:47:27
20240907-20:44:08 wrote state.pth
20240907-20:44:08 --- epoch 198 ----------------------------------------
20240907-20:44:08 current_test_accuracies 0.6679 0.7559 0.7409 0.7718 0.7557 0.7476 0.7579 0.7591 0.7503 0.7381
20240907-20:44:08 time_train=39415 time_c_quizzes=0
20240907-20:44:08 no_c_quiz
20240907-20:44:08 training model 0 (accuracy 0.6679245233535767)
20240907-20:44:08 training model 9 (accuracy 0.7381242513656616)
20240907-20:46:13 train_loss 198 model 0 0.017805137750925498
20240907-20:46:13 train_loss 198 model 9 0.01654813838969858
20240907-20:46:15 test_loss 198 model 0 0.013497946046845755
20240907-20:46:15 test_loss 198 model 9 0.011689044097147416
20240907-20:47:09 test_accuracy 198 model 9 nb_correct 587 / 793 (74.02%)
20240907-20:47:10 test_accuracy 198 model 0 nb_correct 606 / 818 (74.08%)
20240907-20:47:10 wrote ae_000.pth
20240907-20:47:11 wrote ae_001.pth
20240907-20:47:12 wrote ae_002.pth
20240907-20:47:12 wrote ae_003.pth
20240907-20:47:13 wrote ae_004.pth
20240907-20:47:14 wrote ae_005.pth
20240907-20:47:15 wrote ae_006.pth
20240907-20:47:15 wrote ae_007.pth
20240907-20:47:16 wrote ae_008.pth
20240907-20:47:17 wrote ae_009.pth
20240907-20:47:17 epoch_duration 3min8s next_finish 20:50:25
20240907-20:47:17 wrote state.pth
20240907-20:47:17 --- epoch 199 ----------------------------------------
20240907-20:47:17 current_test_accuracies 0.7408 0.7559 0.7409 0.7718 0.7557 0.7476 0.7579 0.7591 0.7503 0.7402
20240907-20:47:17 time_train=39596 time_c_quizzes=0
20240907-20:47:17 no_c_quiz
20240907-20:47:17 training model 9 (accuracy 0.7402269840240479)
20240907-20:47:17 training model 0 (accuracy 0.7408313155174255)
20240907-20:49:22 train_loss 199 model 0 0.01727016190683935
20240907-20:49:22 train_loss 199 model 9 0.016740303864324232
20240907-20:49:23 test_loss 199 model 0 0.009356323228712427
20240907-20:49:23 test_loss 199 model 9 0.012769723919336683
20240907-20:50:21 test_accuracy 199 model 0 nb_correct 559 / 797 (70.14%)
20240907-20:50:22 test_accuracy 199 model 9 nb_correct 571 / 770 (74.16%)
20240907-20:50:23 wrote ae_000.pth
20240907-20:50:23 wrote ae_001.pth
20240907-20:50:24 wrote ae_002.pth
20240907-20:50:25 wrote ae_003.pth
20240907-20:50:25 wrote ae_004.pth
20240907-20:50:26 wrote ae_005.pth
20240907-20:50:27 wrote ae_006.pth
20240907-20:50:28 wrote ae_007.pth
20240907-20:50:28 wrote ae_008.pth
20240907-20:50:29 wrote ae_009.pth
20240907-20:50:29 epoch_duration 3min12s next_finish 20:53:41
20240907-20:50:29 wrote state.pth
20240907-20:50:29 --- epoch 200 ----------------------------------------
20240907-20:50:29 current_test_accuracies 0.7014 0.7559 0.7409 0.7718 0.7557 0.7476 0.7579 0.7591 0.7503 0.7416
20240907-20:50:29 time_train=39781 time_c_quizzes=0
20240907-20:50:29 no_c_quiz
20240907-20:50:29 training model 0 (accuracy 0.70138019323349)
20240907-20:50:29 training model 2 (accuracy 0.7408804893493652)
20240907-20:52:33 train_loss 200 model 2 0.016961802327190526
20240907-20:52:33 train_loss 200 model 0 0.016680901405750775
20240907-20:52:35 test_loss 200 model 2 0.011677479656282231
20240907-20:52:35 test_loss 200 model 0 0.012623360856377986
20240907-20:53:32 test_accuracy 200 model 2 nb_correct 587 / 798 (73.56%)
20240907-20:53:32 test_accuracy 200 model 0 nb_correct 571 / 787 (72.55%)
20240907-20:53:33 wrote ae_000.pth
20240907-20:53:34 wrote ae_001.pth
20240907-20:53:34 wrote ae_002.pth
20240907-20:53:35 wrote ae_003.pth
20240907-20:53:36 wrote ae_004.pth
20240907-20:53:36 wrote ae_005.pth
20240907-20:53:37 wrote ae_006.pth
20240907-20:53:38 wrote ae_007.pth
20240907-20:53:38 wrote ae_008.pth
20240907-20:53:39 wrote ae_009.pth
20240907-20:53:39 epoch_duration 3min10s next_finish 20:56:49
20240907-20:53:39 wrote state.pth
20240907-20:53:39 --- epoch 201 ----------------------------------------
20240907-20:53:39 current_test_accuracies 0.7255 0.7559 0.7356 0.7718 0.7557 0.7476 0.7579 0.7591 0.7503 0.7416
20240907-20:53:39 time_train=39964 time_c_quizzes=0
20240907-20:53:39 no_c_quiz
20240907-20:53:39 training model 0 (accuracy 0.725540041923523)
20240907-20:53:39 training model 2 (accuracy 0.7355889678001404)
20240907-20:55:44 train_loss 201 model 0 0.016752381606871494
20240907-20:55:44 train_loss 201 model 2 0.017341437774535735
20240907-20:55:45 test_loss 201 model 0 0.014388234740908955
20240907-20:55:46 test_loss 201 model 2 0.011440745668733144
20240907-20:56:43 test_accuracy 201 model 2 nb_correct 593 / 798 (74.31%)
20240907-20:56:45 test_accuracy 201 model 0 nb_correct 600 / 802 (74.81%)
20240907-20:56:45 wrote ae_000.pth
20240907-20:56:46 wrote ae_001.pth
20240907-20:56:47 wrote ae_002.pth
20240907-20:56:47 wrote ae_003.pth
20240907-20:56:48 wrote ae_004.pth
20240907-20:56:49 wrote ae_005.pth
20240907-20:56:49 wrote ae_006.pth
20240907-20:56:50 wrote ae_007.pth
20240907-20:56:51 wrote ae_008.pth
20240907-20:56:52 wrote ae_009.pth
20240907-20:56:52 epoch_duration 3min12s next_finish 21:00:04
20240907-20:56:52 wrote state.pth
20240907-20:56:52 --- epoch 202 ----------------------------------------
20240907-20:56:52 current_test_accuracies 0.7481 0.7559 0.7431 0.7718 0.7557 0.7476 0.7579 0.7591 0.7503 0.7416
20240907-20:56:52 time_train=40149 time_c_quizzes=0
20240907-20:56:52 no_c_quiz
20240907-20:56:52 training model 9 (accuracy 0.7415584325790405)
20240907-20:56:52 training model 2 (accuracy 0.743107795715332)
20240907-20:58:56 train_loss 202 model 9 0.016781005899771117
20240907-20:58:56 train_loss 202 model 2 0.0173002954677213
20240907-20:58:58 test_loss 202 model 9 0.01608482009905856
20240907-20:58:58 test_loss 202 model 2 0.011841917251877021
20240907-20:59:59 test_accuracy 202 model 2 nb_correct 591 / 811 (72.87%)
20240907-21:00:01 test_accuracy 202 model 9 nb_correct 565 / 794 (71.16%)
20240907-21:00:01 wrote ae_000.pth
20240907-21:00:02 wrote ae_001.pth
20240907-21:00:03 wrote ae_002.pth
20240907-21:00:03 wrote ae_003.pth
20240907-21:00:04 wrote ae_004.pth
20240907-21:00:05 wrote ae_005.pth
20240907-21:00:05 wrote ae_006.pth
20240907-21:00:06 wrote ae_007.pth
20240907-21:00:07 wrote ae_008.pth
20240907-21:00:07 wrote ae_009.pth
20240907-21:00:07 epoch_duration 3min15s next_finish 21:03:23
20240907-21:00:07 wrote state.pth
20240907-21:00:07 --- epoch 203 ----------------------------------------
20240907-21:00:07 current_test_accuracies 0.7481 0.7559 0.7287 0.7718 0.7557 0.7476 0.7579 0.7591 0.7503 0.7116
20240907-21:00:07 time_train=40337 time_c_quizzes=0
20240907-21:00:07 no_c_quiz
20240907-21:00:07 training model 9 (accuracy 0.7115868926048279)
20240907-21:00:07 training model 2 (accuracy 0.7287299633026123)
20240907-21:02:12 train_loss 203 model 2 0.016202626609563595
20240907-21:02:12 train_loss 203 model 9 0.016430508836056106
20240907-21:02:14 test_loss 203 model 2 0.011238362407311797
20240907-21:02:14 test_loss 203 model 9 0.011859171267133206
20240907-21:03:09 test_accuracy 203 model 9 nb_correct 623 / 776 (80.28%)
20240907-21:03:14 test_accuracy 203 model 2 nb_correct 615 / 818 (75.18%)
20240907-21:03:15 wrote ae_000.pth
20240907-21:03:15 wrote ae_001.pth
20240907-21:03:16 wrote ae_002.pth
20240907-21:03:17 wrote ae_003.pth
20240907-21:03:17 wrote ae_004.pth
20240907-21:03:18 wrote ae_005.pth
20240907-21:03:19 wrote ae_006.pth
20240907-21:03:19 wrote ae_007.pth
20240907-21:03:20 wrote ae_008.pth
20240907-21:03:21 wrote ae_009.pth
20240907-21:03:21 epoch_duration 3min13s next_finish 21:06:34
20240907-21:03:21 wrote state.pth
20240907-21:03:21 --- epoch 204 ----------------------------------------
20240907-21:03:21 current_test_accuracies 0.7481 0.7559 0.7518 0.7718 0.7557 0.7476 0.7579 0.7591 0.7503 0.8028
20240907-21:03:21 time_train=40523 time_c_quizzes=0
20240907-21:03:21 no_c_quiz
20240907-21:03:21 training model 5 (accuracy 0.747560977935791)
20240907-21:03:21 training model 0 (accuracy 0.748129665851593)
20240907-21:05:26 train_loss 204 model 0 0.01691897231663461
20240907-21:05:26 train_loss 204 model 5 0.017292041905457155
20240907-21:05:27 test_loss 204 model 0 0.010077386351622409
20240907-21:05:27 test_loss 204 model 5 0.009901760112552439
20240907-21:06:16 test_accuracy 204 model 0 nb_correct 608 / 781 (77.85%)
20240907-21:06:20 test_accuracy 204 model 5 nb_correct 627 / 804 (77.99%)
20240907-21:06:20 wrote ae_000.pth
20240907-21:06:21 wrote ae_001.pth
20240907-21:06:22 wrote ae_002.pth
20240907-21:06:22 wrote ae_003.pth
20240907-21:06:23 wrote ae_004.pth
20240907-21:06:24 wrote ae_005.pth
20240907-21:06:24 wrote ae_006.pth
20240907-21:06:25 wrote ae_007.pth
20240907-21:06:26 wrote ae_008.pth
20240907-21:06:26 wrote ae_009.pth
20240907-21:06:26 epoch_duration 3min5s next_finish 21:09:32
20240907-21:06:26 wrote state.pth
20240907-21:06:26 --- epoch 205 ----------------------------------------
20240907-21:06:26 current_test_accuracies 0.7785 0.7559 0.7518 0.7718 0.7557 0.7799 0.7579 0.7591 0.7503 0.8028
20240907-21:06:26 time_train=40701 time_c_quizzes=0
20240907-21:06:26 no_c_quiz
20240907-21:06:26 training model 8 (accuracy 0.7503105401992798)
20240907-21:06:26 training model 2 (accuracy 0.7518337368965149)
20240907-21:08:31 train_loss 205 model 2 0.017196897147776325
20240907-21:08:31 train_loss 205 model 8 0.015862746250320924
20240907-21:08:33 test_loss 205 model 2 0.012986557091062422
20240907-21:08:33 test_loss 205 model 8 0.01940117124322569
20240907-21:09:30 test_accuracy 205 model 2 nb_correct 650 / 834 (77.94%)
20240907-21:09:38 test_accuracy 205 model 8 nb_correct 532 / 793 (67.09%)
20240907-21:09:39 wrote ae_000.pth
20240907-21:09:40 wrote ae_001.pth
20240907-21:09:40 wrote ae_002.pth
20240907-21:09:41 wrote ae_003.pth
20240907-21:09:42 wrote ae_004.pth
20240907-21:09:42 wrote ae_005.pth
20240907-21:09:43 wrote ae_006.pth
20240907-21:09:43 wrote ae_007.pth
20240907-21:09:44 wrote ae_008.pth
20240907-21:09:45 wrote ae_009.pth
20240907-21:09:45 epoch_duration 3min18s next_finish 21:13:03
20240907-21:09:45 wrote state.pth
20240907-21:09:45 --- epoch 206 ----------------------------------------
20240907-21:09:45 current_test_accuracies 0.7785 0.7559 0.7794 0.7718 0.7557 0.7799 0.7579 0.7591 0.6709 0.8028
20240907-21:09:45 time_train=40892 time_c_quizzes=0
20240907-21:09:45 no_c_quiz
20240907-21:09:45 training model 8 (accuracy 0.6708701252937317)
20240907-21:09:45 training model 4 (accuracy 0.755667507648468)
20240907-21:11:50 train_loss 206 model 8 0.017191269209084568
20240907-21:11:50 train_loss 206 model 4 0.016924179629655554
20240907-21:11:51 test_loss 206 model 8 0.013581272265582811
20240907-21:11:51 test_loss 206 model 4 0.011392066223925213
20240907-21:12:35 test_accuracy 206 model 8 nb_correct 609 / 785 (77.58%)
20240907-21:12:47 test_accuracy 206 model 4 nb_correct 588 / 812 (72.41%)
20240907-21:12:48 wrote ae_000.pth
20240907-21:12:48 wrote ae_001.pth
20240907-21:12:49 wrote ae_002.pth
20240907-21:12:50 wrote ae_003.pth
20240907-21:12:50 wrote ae_004.pth
20240907-21:12:51 wrote ae_005.pth
20240907-21:12:52 wrote ae_006.pth
20240907-21:12:52 wrote ae_007.pth
20240907-21:12:53 wrote ae_008.pth
20240907-21:12:54 wrote ae_009.pth
20240907-21:12:54 epoch_duration 3min8s next_finish 21:16:03
20240907-21:12:54 wrote state.pth
20240907-21:12:54 --- epoch 207 ----------------------------------------
20240907-21:12:54 current_test_accuracies 0.7785 0.7559 0.7794 0.7718 0.7241 0.7799 0.7579 0.7591 0.7758 0.8028
20240907-21:12:54 time_train=41074 time_c_quizzes=0
20240907-21:12:54 no_c_quiz
20240907-21:12:54 training model 4 (accuracy 0.7241379022598267)
20240907-21:12:54 training model 1 (accuracy 0.755856990814209)
20240907-21:14:59 train_loss 207 model 1 0.017678933702816722
20240907-21:14:59 train_loss 207 model 4 0.016777558589761613
20240907-21:15:00 test_loss 207 model 1 0.014604929953929969
20240907-21:15:00 test_loss 207 model 4 0.014187158879940398
20240907-21:16:00 test_accuracy 207 model 4 nb_correct 582 / 793 (73.39%)
20240907-21:16:08 test_accuracy 207 model 1 nb_correct 514 / 798 (64.41%)
20240907-21:16:09 wrote ae_000.pth
20240907-21:16:10 wrote ae_001.pth
20240907-21:16:10 wrote ae_002.pth
20240907-21:16:11 wrote ae_003.pth
20240907-21:16:12 wrote ae_004.pth
20240907-21:16:12 wrote ae_005.pth
20240907-21:16:13 wrote ae_006.pth
20240907-21:16:14 wrote ae_007.pth
20240907-21:16:14 wrote ae_008.pth
20240907-21:16:15 wrote ae_009.pth
20240907-21:16:15 epoch_duration 3min21s next_finish 21:19:36
20240907-21:16:15 wrote state.pth
20240907-21:16:15 --- epoch 208 ----------------------------------------
20240907-21:16:15 current_test_accuracies 0.7785 0.6441 0.7794 0.7718 0.7339 0.7799 0.7579 0.7591 0.7758 0.8028
20240907-21:16:15 time_train=41268 time_c_quizzes=0
20240907-21:16:15 no_c_quiz
20240907-21:16:15 training model 1 (accuracy 0.6441102623939514)
20240907-21:16:15 training model 4 (accuracy 0.7339218258857727)
20240907-21:18:20 train_loss 208 model 1 0.01737224552105181
20240907-21:18:20 train_loss 208 model 4 0.01678774387303565
20240907-21:18:21 test_loss 208 model 1 0.014926135202404111
20240907-21:18:22 test_loss 208 model 4 0.008271961753780487
20240907-21:19:13 test_accuracy 208 model 4 nb_correct 648 / 798 (81.20%)
20240907-21:19:28 test_accuracy 208 model 1 nb_correct 487 / 800 (60.88%)
20240907-21:19:28 wrote ae_000.pth
20240907-21:19:29 wrote ae_001.pth
20240907-21:19:30 wrote ae_002.pth
20240907-21:19:30 wrote ae_003.pth
20240907-21:19:31 wrote ae_004.pth
20240907-21:19:32 wrote ae_005.pth
20240907-21:19:32 wrote ae_006.pth
20240907-21:19:33 wrote ae_007.pth
20240907-21:19:34 wrote ae_008.pth
20240907-21:19:34 wrote ae_009.pth
20240907-21:19:34 epoch_duration 3min19s next_finish 21:22:54
20240907-21:19:34 wrote state.pth
20240907-21:19:34 --- epoch 209 ----------------------------------------
20240907-21:19:34 current_test_accuracies 0.7785 0.6087 0.7794 0.7718 0.8120 0.7799 0.7579 0.7591 0.7758 0.8028
20240907-21:19:34 time_train=41460 time_c_quizzes=0
20240907-21:19:34 no_c_quiz
20240907-21:19:34 training model 1 (accuracy 0.6087499856948853)
20240907-21:19:34 training model 6 (accuracy 0.7578814625740051)
20240907-21:21:39 train_loss 209 model 1 0.016690052409656347
20240907-21:21:39 train_loss 209 model 6 0.017233581131498796
20240907-21:21:41 test_loss 209 model 1 0.013083512838784372
20240907-21:21:41 test_loss 209 model 6 0.01405847676214762
20240907-21:22:36 test_accuracy 209 model 6 nb_correct 591 / 803 (73.60%)
20240907-21:22:40 test_accuracy 209 model 1 nb_correct 597 / 815 (73.25%)
20240907-21:22:40 wrote ae_000.pth
20240907-21:22:41 wrote ae_001.pth
20240907-21:22:42 wrote ae_002.pth
20240907-21:22:42 wrote ae_003.pth
20240907-21:22:43 wrote ae_004.pth
20240907-21:22:44 wrote ae_005.pth
20240907-21:22:44 wrote ae_006.pth
20240907-21:22:45 wrote ae_007.pth
20240907-21:22:46 wrote ae_008.pth
20240907-21:22:47 wrote ae_009.pth
20240907-21:22:47 epoch_duration 3min12s next_finish 21:25:59
20240907-21:22:47 wrote state.pth
20240907-21:22:47 --- epoch 210 ----------------------------------------
20240907-21:22:47 current_test_accuracies 0.7785 0.7325 0.7794 0.7718 0.8120 0.7799 0.7360 0.7591 0.7758 0.8028
20240907-21:22:47 time_train=41645 time_c_quizzes=0
20240907-21:22:47 no_c_quiz
20240907-21:22:47 training model 1 (accuracy 0.7325153350830078)
20240907-21:22:47 training model 6 (accuracy 0.735990047454834)
20240907-21:24:51 train_loss 210 model 6 0.016442502318968762
20240907-21:24:51 train_loss 210 model 1 0.01757006768428255
20240907-21:24:53 test_loss 210 model 6 0.012917852978807787
20240907-21:24:53 test_loss 210 model 1 0.013090838196512777
20240907-21:25:42 test_accuracy 210 model 1 nb_correct 586 / 791 (74.08%)
20240907-21:25:48 test_accuracy 210 model 6 nb_correct 610 / 819 (74.48%)
20240907-21:25:49 wrote ae_000.pth
20240907-21:25:50 wrote ae_001.pth
20240907-21:25:50 wrote ae_002.pth
20240907-21:25:51 wrote ae_003.pth
20240907-21:25:52 wrote ae_004.pth
20240907-21:25:52 wrote ae_005.pth
20240907-21:25:53 wrote ae_006.pth
20240907-21:25:54 wrote ae_007.pth
20240907-21:25:54 wrote ae_008.pth
20240907-21:25:55 wrote ae_009.pth
20240907-21:25:55 epoch_duration 3min8s next_finish 21:29:04
20240907-21:25:55 wrote state.pth
20240907-21:25:55 --- epoch 211 ----------------------------------------
20240907-21:25:55 current_test_accuracies 0.7785 0.7408 0.7794 0.7718 0.8120 0.7799 0.7448 0.7591 0.7758 0.8028
20240907-21:25:55 time_train=41826 time_c_quizzes=0
20240907-21:25:55 no_c_quiz
20240907-21:25:55 training model 1 (accuracy 0.7408344149589539)
20240907-21:25:55 training model 6 (accuracy 0.7448107600212097)
20240907-21:28:00 train_loss 211 model 1 0.01613214375253301
20240907-21:28:00 train_loss 211 model 6 0.017063670233095764
20240907-21:28:02 test_loss 211 model 1 0.013987703934799357
20240907-21:28:02 test_loss 211 model 6 0.012545906492141512
20240907-21:28:54 test_accuracy 211 model 6 nb_correct 613 / 787 (77.89%)
20240907-21:29:02 test_accuracy 211 model 1 nb_correct 557 / 787 (70.78%)
20240907-21:29:03 wrote ae_000.pth
20240907-21:29:03 wrote ae_001.pth
20240907-21:29:04 wrote ae_002.pth
20240907-21:29:05 wrote ae_003.pth
20240907-21:29:05 wrote ae_004.pth
20240907-21:29:06 wrote ae_005.pth
20240907-21:29:07 wrote ae_006.pth
20240907-21:29:07 wrote ae_007.pth
20240907-21:29:08 wrote ae_008.pth
20240907-21:29:09 wrote ae_009.pth
20240907-21:29:09 epoch_duration 3min13s next_finish 21:32:22
20240907-21:29:09 wrote state.pth
20240907-21:29:09 --- epoch 212 ----------------------------------------
20240907-21:29:09 current_test_accuracies 0.7785 0.7078 0.7794 0.7718 0.8120 0.7799 0.7789 0.7591 0.7758 0.8028
20240907-21:29:09 time_train=42012 time_c_quizzes=0
20240907-21:29:09 no_c_quiz
20240907-21:29:09 training model 1 (accuracy 0.7077509760856628)
20240907-21:29:09 training model 7 (accuracy 0.7590512037277222)
20240907-21:31:13 train_loss 212 model 1 0.016195704807149013
20240907-21:31:14 train_loss 212 model 7 0.017238191550888588
20240907-21:31:15 test_loss 212 model 1 0.011317663557019842
20240907-21:31:15 test_loss 212 model 7 0.015451349472277798
20240907-21:32:09 test_accuracy 212 model 7 nb_correct 602 / 822 (73.24%)
20240907-21:32:19 test_accuracy 212 model 1 nb_correct 567 / 803 (70.61%)
20240907-21:32:20 wrote ae_000.pth
20240907-21:32:20 wrote ae_001.pth
20240907-21:32:21 wrote ae_002.pth
20240907-21:32:22 wrote ae_003.pth
20240907-21:32:22 wrote ae_004.pth
20240907-21:32:23 wrote ae_005.pth
20240907-21:32:24 wrote ae_006.pth
20240907-21:32:25 wrote ae_007.pth
20240907-21:32:25 wrote ae_008.pth
20240907-21:32:26 wrote ae_009.pth
20240907-21:32:26 epoch_duration 3min17s next_finish 21:35:43
20240907-21:32:26 wrote state.pth
20240907-21:32:26 --- epoch 213 ----------------------------------------
20240907-21:32:26 current_test_accuracies 0.7785 0.7061 0.7794 0.7718 0.8120 0.7799 0.7789 0.7324 0.7758 0.8028
20240907-21:32:26 time_train=42202 time_c_quizzes=0
20240907-21:32:26 no_c_quiz
20240907-21:32:26 training model 1 (accuracy 0.7061021327972412)
20240907-21:32:26 training model 7 (accuracy 0.7323601245880127)
20240907-21:34:30 train_loss 213 model 1 0.016642036217759597
20240907-21:34:31 train_loss 213 model 7 0.017337553946417755
20240907-21:34:32 test_loss 213 model 1 0.011999757470039184
20240907-21:34:32 test_loss 213 model 7 0.010985243534378242
20240907-21:35:24 test_accuracy 213 model 1 nb_correct 612 / 796 (76.88%)
20240907-21:35:34 test_accuracy 213 model 7 nb_correct 560 / 797 (70.26%)
20240907-21:35:34 wrote ae_000.pth
20240907-21:35:35 wrote ae_001.pth
20240907-21:35:36 wrote ae_002.pth
20240907-21:35:36 wrote ae_003.pth
20240907-21:35:37 wrote ae_004.pth
20240907-21:35:38 wrote ae_005.pth
20240907-21:35:38 wrote ae_006.pth
20240907-21:35:39 wrote ae_007.pth
20240907-21:35:40 wrote ae_008.pth
20240907-21:35:41 wrote ae_009.pth
20240907-21:35:41 epoch_duration 3min14s next_finish 21:38:55
20240907-21:35:41 wrote state.pth
20240907-21:35:41 --- epoch 214 ----------------------------------------
20240907-21:35:41 current_test_accuracies 0.7785 0.7688 0.7794 0.7718 0.8120 0.7799 0.7789 0.7026 0.7758 0.8028
20240907-21:35:41 time_train=42389 time_c_quizzes=0
20240907-21:35:41 no_c_quiz
20240907-21:35:41 training model 7 (accuracy 0.702634871006012)
20240907-21:35:41 training model 1 (accuracy 0.7688442468643188)
20240907-21:37:45 train_loss 214 model 1 0.016299490830599096
20240907-21:37:46 train_loss 214 model 7 0.017984254368915573
20240907-21:37:47 test_loss 214 model 1 0.01330532451684121
20240907-21:37:47 test_loss 214 model 7 0.013623577876569471
20240907-21:38:40 test_accuracy 214 model 1 nb_correct 597 / 797 (74.91%)
20240907-21:38:42 test_accuracy 214 model 7 nb_correct 546 / 804 (67.91%)
20240907-21:38:43 wrote ae_000.pth
20240907-21:38:44 wrote ae_001.pth
20240907-21:38:44 wrote ae_002.pth
20240907-21:38:45 wrote ae_003.pth
20240907-21:38:46 wrote ae_004.pth
20240907-21:38:46 wrote ae_005.pth
20240907-21:38:47 wrote ae_006.pth
20240907-21:38:48 wrote ae_007.pth
20240907-21:38:48 wrote ae_008.pth
20240907-21:38:49 wrote ae_009.pth
20240907-21:38:49 epoch_duration 3min8s next_finish 21:41:58
20240907-21:38:49 wrote state.pth
20240907-21:38:49 --- epoch 215 ----------------------------------------
20240907-21:38:49 current_test_accuracies 0.7785 0.7491 0.7794 0.7718 0.8120 0.7799 0.7789 0.6791 0.7758 0.8028
20240907-21:38:49 time_train=42570 time_c_quizzes=0
20240907-21:38:49 no_c_quiz
20240907-21:38:49 training model 7 (accuracy 0.6791045069694519)
20240907-21:38:49 training model 1 (accuracy 0.7490589618682861)
20240907-21:40:54 train_loss 215 model 7 0.016640572317002805
20240907-21:40:54 train_loss 215 model 1 0.015087906466796995
20240907-21:40:56 test_loss 215 model 7 0.015642256203864235
20240907-21:40:56 test_loss 215 model 1 0.008652869390789419
20240907-21:41:53 test_accuracy 215 model 7 nb_correct 574 / 802 (71.57%)
20240907-21:41:53 test_accuracy 215 model 1 nb_correct 581 / 805 (72.17%)
20240907-21:41:54 wrote ae_000.pth
20240907-21:41:55 wrote ae_001.pth
20240907-21:41:56 wrote ae_002.pth
20240907-21:41:56 wrote ae_003.pth
20240907-21:41:57 wrote ae_004.pth
20240907-21:41:58 wrote ae_005.pth
20240907-21:41:58 wrote ae_006.pth
20240907-21:41:59 wrote ae_007.pth
20240907-21:42:00 wrote ae_008.pth
20240907-21:42:00 wrote ae_009.pth
20240907-21:42:00 epoch_duration 3min11s next_finish 21:45:12
20240907-21:42:00 wrote state.pth
20240907-21:42:00 --- epoch 216 ----------------------------------------
20240907-21:42:00 current_test_accuracies 0.7785 0.7217 0.7794 0.7718 0.8120 0.7799 0.7789 0.7157 0.7758 0.8028
20240907-21:42:00 time_train=42754 time_c_quizzes=0
20240907-21:42:00 no_c_quiz
20240907-21:42:00 training model 7 (accuracy 0.7157106995582581)
20240907-21:42:00 training model 1 (accuracy 0.7217391133308411)
20240907-21:44:05 train_loss 216 model 7 0.016629607136303095
20240907-21:44:05 train_loss 216 model 1 0.016759179749758914
20240907-21:44:07 test_loss 216 model 7 0.010033577131980564
20240907-21:44:07 test_loss 216 model 1 0.013668791827512905
20240907-21:45:00 test_accuracy 216 model 1 nb_correct 607 / 791 (76.74%)
20240907-21:45:04 test_accuracy 216 model 7 nb_correct 612 / 790 (77.47%)
20240907-21:45:05 wrote ae_000.pth
20240907-21:45:06 wrote ae_001.pth
20240907-21:45:06 wrote ae_002.pth
20240907-21:45:07 wrote ae_003.pth
20240907-21:45:08 wrote ae_004.pth
20240907-21:45:08 wrote ae_005.pth
20240907-21:45:09 wrote ae_006.pth
20240907-21:45:10 wrote ae_007.pth
20240907-21:45:10 wrote ae_008.pth
20240907-21:45:11 wrote ae_009.pth
20240907-21:45:11 epoch_duration 3min10s next_finish 21:48:22
20240907-21:45:11 wrote state.pth
20240907-21:45:11 --- epoch 217 ----------------------------------------
20240907-21:45:11 current_test_accuracies 0.7785 0.7674 0.7794 0.7718 0.8120 0.7799 0.7789 0.7747 0.7758 0.8028
20240907-21:45:11 time_train=42938 time_c_quizzes=0
20240907-21:45:11 no_c_quiz
20240907-21:45:11 training model 1 (accuracy 0.7673830389976501)
20240907-21:45:11 training model 3 (accuracy 0.7717791199684143)
20240907-21:47:16 train_loss 217 model 3 0.017276356057991507
20240907-21:47:16 train_loss 217 model 1 0.01599343669239897
20240907-21:47:18 test_loss 217 model 3 0.01471176332779578
20240907-21:47:18 test_loss 217 model 1 0.014069539740739856
20240907-21:48:09 test_accuracy 217 model 3 nb_correct 556 / 784 (70.92%)
20240907-21:48:11 test_accuracy 217 model 1 nb_correct 617 / 786 (78.50%)
20240907-21:48:11 wrote ae_000.pth
20240907-21:48:12 wrote ae_001.pth
20240907-21:48:13 wrote ae_002.pth
20240907-21:48:13 wrote ae_003.pth
20240907-21:48:14 wrote ae_004.pth
20240907-21:48:15 wrote ae_005.pth
20240907-21:48:15 wrote ae_006.pth
20240907-21:48:16 wrote ae_007.pth
20240907-21:48:17 wrote ae_008.pth
20240907-21:48:18 wrote ae_009.pth
20240907-21:48:18 epoch_duration 3min6s next_finish 21:51:24
20240907-21:48:18 wrote state.pth
20240907-21:48:18 --- epoch 218 ----------------------------------------
20240907-21:48:18 current_test_accuracies 0.7785 0.7850 0.7794 0.7092 0.8120 0.7799 0.7789 0.7747 0.7758 0.8028
20240907-21:48:18 time_train=43117 time_c_quizzes=0
20240907-21:48:18 no_c_quiz
20240907-21:48:18 training model 3 (accuracy 0.7091836929321289)
20240907-21:48:18 training model 7 (accuracy 0.7746835350990295)
20240907-21:50:23 train_loss 218 model 7 0.01633711630234029
20240907-21:50:23 train_loss 218 model 3 0.01596960173328989
20240907-21:50:24 test_loss 218 model 7 0.01081727199270972
20240907-21:50:24 test_loss 218 model 3 0.013598547055153176
20240907-21:51:09 test_accuracy 218 model 7 nb_correct 629 / 812 (77.46%)
20240907-21:51:23 test_accuracy 218 model 3 nb_correct 551 / 795 (69.31%)
20240907-21:51:24 wrote ae_000.pth
20240907-21:51:25 wrote ae_001.pth
20240907-21:51:26 wrote ae_002.pth
20240907-21:51:26 wrote ae_003.pth
20240907-21:51:27 wrote ae_004.pth
20240907-21:51:28 wrote ae_005.pth
20240907-21:51:28 wrote ae_006.pth
20240907-21:51:29 wrote ae_007.pth
20240907-21:51:30 wrote ae_008.pth
20240907-21:51:30 wrote ae_009.pth
20240907-21:51:30 epoch_duration 3min12s next_finish 21:54:43
20240907-21:51:30 wrote state.pth
20240907-21:51:30 --- epoch 219 ----------------------------------------
20240907-21:51:30 current_test_accuracies 0.7785 0.7850 0.7794 0.6931 0.8120 0.7799 0.7789 0.7746 0.7758 0.8028
20240907-21:51:30 time_train=43302 time_c_quizzes=0
20240907-21:51:30 no_c_quiz
20240907-21:51:30 training model 3 (accuracy 0.6930817365646362)
20240907-21:51:30 training model 7 (accuracy 0.7746305465698242)
20240907-21:53:35 train_loss 219 model 3 0.016675440170365617
20240907-21:53:36 train_loss 219 model 7 0.016834035560896153
20240907-21:53:37 test_loss 219 model 3 0.010612777760252356
20240907-21:53:37 test_loss 219 model 7 0.013447910451213829
20240907-21:54:25 test_accuracy 219 model 3 nb_correct 621 / 798 (77.82%)
20240907-21:54:33 test_accuracy 219 model 7 nb_correct 585 / 775 (75.48%)
20240907-21:54:33 wrote ae_000.pth
20240907-21:54:34 wrote ae_001.pth
20240907-21:54:35 wrote ae_002.pth
20240907-21:54:35 wrote ae_003.pth
20240907-21:54:36 wrote ae_004.pth
20240907-21:54:37 wrote ae_005.pth
20240907-21:54:37 wrote ae_006.pth
20240907-21:54:38 wrote ae_007.pth
20240907-21:54:39 wrote ae_008.pth
20240907-21:54:39 wrote ae_009.pth
20240907-21:54:39 epoch_duration 3min9s next_finish 21:57:48
20240907-21:54:39 wrote state.pth
20240907-21:54:39 --- epoch 220 ----------------------------------------
20240907-21:54:39 current_test_accuracies 0.7785 0.7850 0.7794 0.7782 0.8120 0.7799 0.7789 0.7548 0.7758 0.8028
20240907-21:54:39 time_train=43484 time_c_quizzes=0
20240907-21:54:39 no_c_quiz
20240907-21:54:39 training model 7 (accuracy 0.7548387050628662)
20240907-21:54:39 training model 8 (accuracy 0.7757961750030518)
20240907-21:56:44 train_loss 220 model 8 0.01669191541839973
20240907-21:56:44 train_loss 220 model 7 0.01668684199958807
20240907-21:56:46 test_loss 220 model 8 0.01055492303930805
20240907-21:56:46 test_loss 220 model 7 0.010065807684986794
20240907-21:57:34 test_accuracy 220 model 8 nb_correct 608 / 799 (76.10%)
20240907-21:57:38 test_accuracy 220 model 7 nb_correct 646 / 822 (78.59%)
20240907-21:57:39 wrote ae_000.pth
20240907-21:57:39 wrote ae_001.pth
20240907-21:57:40 wrote ae_002.pth
20240907-21:57:40 wrote ae_003.pth
20240907-21:57:41 wrote ae_004.pth
20240907-21:57:42 wrote ae_005.pth
20240907-21:57:42 wrote ae_006.pth
20240907-21:57:43 wrote ae_007.pth
20240907-21:57:44 wrote ae_008.pth
20240907-21:57:45 wrote ae_009.pth
20240907-21:57:45 epoch_duration 3min5s next_finish 22:00:50
20240907-21:57:45 wrote state.pth
20240907-21:57:45 --- epoch 221 ----------------------------------------
20240907-21:57:45 current_test_accuracies 0.7785 0.7850 0.7794 0.7782 0.8120 0.7799 0.7789 0.7859 0.7610 0.8028
20240907-21:57:45 time_train=43662 time_c_quizzes=0
20240907-21:57:45 no_c_quiz
20240907-21:57:45 training model 8 (accuracy 0.7609511613845825)
20240907-21:57:45 training model 3 (accuracy 0.7781955003738403)
20240907-21:59:49 train_loss 221 model 3 0.017112713969429025
20240907-21:59:49 train_loss 221 model 8 0.015792779710842298
20240907-21:59:51 test_loss 221 model 3 0.013254099055484404
20240907-21:59:51 test_loss 221 model 8 0.009981417902417888
20240907-22:00:41 test_accuracy 221 model 3 nb_correct 624 / 804 (77.61%)
20240907-22:00:43 test_accuracy 221 model 8 nb_correct 653 / 827 (78.96%)
20240907-22:00:44 wrote ae_000.pth
20240907-22:00:44 wrote ae_001.pth
20240907-22:00:45 wrote ae_002.pth
20240907-22:00:46 wrote ae_003.pth
20240907-22:00:46 wrote ae_004.pth
20240907-22:00:47 wrote ae_005.pth
20240907-22:00:48 wrote ae_006.pth
20240907-22:00:48 wrote ae_007.pth
20240907-22:00:49 wrote ae_008.pth
20240907-22:00:50 wrote ae_009.pth
20240907-22:00:50 epoch_duration 3min5s next_finish 22:03:55
20240907-22:00:50 wrote state.pth
20240907-22:00:50 --- epoch 222 ----------------------------------------
20240907-22:00:50 current_test_accuracies 0.7785 0.7850 0.7794 0.7761 0.8120 0.7799 0.7789 0.7859 0.7896 0.8028
20240907-22:00:50 time_train=43840 time_c_quizzes=0
20240907-22:00:50 no_c_quiz
20240907-22:00:50 training model 3 (accuracy 0.7761194109916687)
20240907-22:00:50 training model 0 (accuracy 0.7784891128540039)
20240907-22:02:55 train_loss 222 model 0 0.01678385273151798
20240907-22:02:55 train_loss 222 model 3 0.015233745702804299
20240907-22:02:56 test_loss 222 model 0 0.013340074329607886
20240907-22:02:56 test_loss 222 model 3 0.013520193269505399
20240907-22:03:49 test_accuracy 222 model 3 nb_correct 607 / 791 (76.74%)
20240907-22:03:52 test_accuracy 222 model 0 nb_correct 569 / 775 (73.42%)
20240907-22:03:53 wrote ae_000.pth
20240907-22:03:53 wrote ae_001.pth
20240907-22:03:54 wrote ae_002.pth
20240907-22:03:55 wrote ae_003.pth
20240907-22:03:55 wrote ae_004.pth
20240907-22:03:56 wrote ae_005.pth
20240907-22:03:57 wrote ae_006.pth
20240907-22:03:57 wrote ae_007.pth
20240907-22:03:58 wrote ae_008.pth
20240907-22:03:59 wrote ae_009.pth
20240907-22:03:59 epoch_duration 3min9s next_finish 22:07:08
20240907-22:03:59 wrote state.pth
20240907-22:03:59 --- epoch 223 ----------------------------------------
20240907-22:03:59 current_test_accuracies 0.7342 0.7850 0.7794 0.7674 0.8120 0.7799 0.7789 0.7859 0.7896 0.8028
20240907-22:03:59 time_train=44022 time_c_quizzes=0
20240907-22:03:59 no_c_quiz
20240907-22:03:59 training model 0 (accuracy 0.7341935634613037)
20240907-22:03:59 training model 3 (accuracy 0.7673830389976501)
20240907-22:06:04 train_loss 223 model 3 0.01605711683392292
20240907-22:06:04 train_loss 223 model 0 0.016365697061555693
20240907-22:06:05 test_loss 223 model 3 0.011545895263589045
20240907-22:06:05 test_loss 223 model 0 0.012937917005183408
20240907-22:06:54 test_accuracy 223 model 3 nb_correct 624 / 805 (77.52%)
20240907-22:06:56 test_accuracy 223 model 0 nb_correct 583 / 789 (73.89%)
20240907-22:06:56 wrote ae_000.pth
20240907-22:06:57 wrote ae_001.pth
20240907-22:06:58 wrote ae_002.pth
20240907-22:06:59 wrote ae_003.pth
20240907-22:06:59 wrote ae_004.pth
20240907-22:07:00 wrote ae_005.pth
20240907-22:07:01 wrote ae_006.pth
20240907-22:07:01 wrote ae_007.pth
20240907-22:07:02 wrote ae_008.pth
20240907-22:07:03 wrote ae_009.pth
20240907-22:07:03 epoch_duration 3min3s next_finish 22:10:07
20240907-22:07:03 wrote state.pth
20240907-22:07:03 --- epoch 224 ----------------------------------------
20240907-22:07:03 current_test_accuracies 0.7389 0.7850 0.7794 0.7752 0.8120 0.7799 0.7789 0.7859 0.7896 0.8028
20240907-22:07:03 time_train=44198 time_c_quizzes=0
20240907-22:07:03 no_c_quiz
20240907-22:07:03 training model 0 (accuracy 0.7389100193977356)
20240907-22:07:03 training model 3 (accuracy 0.7751553058624268)
20240907-22:09:08 train_loss 224 model 3 0.016429632881088764
20240907-22:09:08 train_loss 224 model 0 0.01749371705710655
20240907-22:09:09 test_loss 224 model 3 0.010870003010131768
20240907-22:09:09 test_loss 224 model 0 0.013768487433844711
20240907-22:09:53 test_accuracy 224 model 0 nb_correct 626 / 796 (78.64%)
20240907-22:09:54 test_accuracy 224 model 3 nb_correct 618 / 813 (76.01%)
20240907-22:09:55 wrote ae_000.pth
20240907-22:09:56 wrote ae_001.pth
20240907-22:09:56 wrote ae_002.pth
20240907-22:09:57 wrote ae_003.pth
20240907-22:09:58 wrote ae_004.pth
20240907-22:09:58 wrote ae_005.pth
20240907-22:09:59 wrote ae_006.pth
20240907-22:10:00 wrote ae_007.pth
20240907-22:10:01 wrote ae_008.pth
20240907-22:10:01 wrote ae_009.pth
20240907-22:10:01 epoch_duration 2min58s next_finish 22:13:00
20240907-22:10:01 wrote state.pth
20240907-22:10:01 --- epoch 225 ----------------------------------------
20240907-22:10:01 current_test_accuracies 0.7864 0.7850 0.7794 0.7601 0.8120 0.7799 0.7789 0.7859 0.7896 0.8028
20240907-22:10:01 time_train=44369 time_c_quizzes=0
20240907-22:10:01 no_c_quiz
20240907-22:10:01 training model 3 (accuracy 0.7601476311683655)
20240907-22:10:01 training model 6 (accuracy 0.7789072394371033)
20240907-22:12:06 train_loss 225 model 6 0.016072666060412303
20240907-22:12:06 train_loss 225 model 3 0.016340476952900643
20240907-22:12:07 test_loss 225 model 6 0.012986531735077734
20240907-22:12:07 test_loss 225 model 3 0.013980308954523934
20240907-22:12:55 test_accuracy 225 model 3 nb_correct 620 / 802 (77.31%)
20240907-22:13:05 test_accuracy 225 model 6 nb_correct 602 / 807 (74.60%)
20240907-22:13:06 wrote ae_000.pth
20240907-22:13:07 wrote ae_001.pth
20240907-22:13:07 wrote ae_002.pth
20240907-22:13:08 wrote ae_003.pth
20240907-22:13:09 wrote ae_004.pth
20240907-22:13:09 wrote ae_005.pth
20240907-22:13:10 wrote ae_006.pth
20240907-22:13:11 wrote ae_007.pth
20240907-22:13:11 wrote ae_008.pth
20240907-22:13:12 wrote ae_009.pth
20240907-22:13:12 epoch_duration 3min10s next_finish 22:16:23
20240907-22:13:12 wrote state.pth
20240907-22:13:12 --- epoch 226 ----------------------------------------
20240907-22:13:12 current_test_accuracies 0.7864 0.7850 0.7794 0.7731 0.8120 0.7799 0.7460 0.7859 0.7896 0.8028
20240907-22:13:12 time_train=44553 time_c_quizzes=0
20240907-22:13:12 no_c_quiz
20240907-22:13:12 training model 6 (accuracy 0.745972752571106)
20240907-22:13:12 training model 3 (accuracy 0.7730673551559448)
20240907-22:15:17 train_loss 226 model 6 0.0162055851011537
20240907-22:15:17 train_loss 226 model 3 0.015239317958490574
20240907-22:15:18 test_loss 226 model 6 0.01173486740735825
20240907-22:15:19 test_loss 226 model 3 0.011833103076787666
20240907-22:16:08 test_accuracy 226 model 3 nb_correct 637 / 812 (78.45%)
20240907-22:16:17 test_accuracy 226 model 6 nb_correct 583 / 796 (73.24%)
20240907-22:16:17 wrote ae_000.pth
20240907-22:16:18 wrote ae_001.pth
20240907-22:16:19 wrote ae_002.pth
20240907-22:16:19 wrote ae_003.pth
20240907-22:16:20 wrote ae_004.pth
20240907-22:16:21 wrote ae_005.pth
20240907-22:16:21 wrote ae_006.pth
20240907-22:16:22 wrote ae_007.pth
20240907-22:16:23 wrote ae_008.pth
20240907-22:16:24 wrote ae_009.pth
20240907-22:16:24 epoch_duration 3min11s next_finish 22:19:35
20240907-22:16:24 wrote state.pth
20240907-22:16:24 --- epoch 227 ----------------------------------------
20240907-22:16:24 current_test_accuracies 0.7864 0.7850 0.7794 0.7845 0.8120 0.7799 0.7324 0.7859 0.7896 0.8028
20240907-22:16:24 time_train=44737 time_c_quizzes=0
20240907-22:16:24 no_c_quiz
20240907-22:16:24 training model 6 (accuracy 0.7324120402336121)
20240907-22:16:24 training model 2 (accuracy 0.7793765068054199)
20240907-22:18:28 train_loss 227 model 2 0.016258771839173278
20240907-22:18:28 train_loss 227 model 6 0.015779946316368296
20240907-22:18:30 test_loss 227 model 2 0.014392281459004152
20240907-22:18:30 test_loss 227 model 6 0.013720290597120766
20240907-22:19:23 test_accuracy 227 model 2 nb_correct 629 / 806 (78.04%)
20240907-22:19:30 test_accuracy 227 model 6 nb_correct 575 / 827 (69.53%)
20240907-22:19:31 wrote ae_000.pth
20240907-22:19:32 wrote ae_001.pth
20240907-22:19:33 wrote ae_002.pth
20240907-22:19:33 wrote ae_003.pth
20240907-22:19:34 wrote ae_004.pth
20240907-22:19:35 wrote ae_005.pth
20240907-22:19:35 wrote ae_006.pth
20240907-22:19:36 wrote ae_007.pth
20240907-22:19:37 wrote ae_008.pth
20240907-22:19:37 wrote ae_009.pth
20240907-22:19:37 epoch_duration 3min13s next_finish 22:22:51
20240907-22:19:37 wrote state.pth
20240907-22:19:37 --- epoch 228 ----------------------------------------
20240907-22:19:37 current_test_accuracies 0.7864 0.7850 0.7804 0.7845 0.8120 0.7799 0.6953 0.7859 0.7896 0.8028
20240907-22:19:37 time_train=44923 time_c_quizzes=0
20240907-22:19:37 no_c_quiz
20240907-22:19:37 training model 6 (accuracy 0.6952841877937317)
20240907-22:19:37 training model 5 (accuracy 0.7798507213592529)
20240907-22:21:43 train_loss 228 model 6 0.015721662209689385
20240907-22:21:43 train_loss 228 model 5 0.016954519109975082
20240907-22:21:45 test_loss 228 model 6 0.009065042543807068
20240907-22:21:45 test_loss 228 model 5 0.012885797327908222
20240907-22:22:36 test_accuracy 228 model 6 nb_correct 602 / 775 (77.68%)
20240907-22:22:36 test_accuracy 228 model 5 nb_correct 601 / 798 (75.31%)
20240907-22:22:37 wrote ae_000.pth
20240907-22:22:37 wrote ae_001.pth
20240907-22:22:38 wrote ae_002.pth
20240907-22:22:39 wrote ae_003.pth
20240907-22:22:40 wrote ae_004.pth
20240907-22:22:40 wrote ae_005.pth
20240907-22:22:41 wrote ae_006.pth
20240907-22:22:42 wrote ae_007.pth
20240907-22:22:42 wrote ae_008.pth
20240907-22:22:43 wrote ae_009.pth
20240907-22:22:43 epoch_duration 3min5s next_finish 22:25:49
20240907-22:22:43 wrote state.pth
20240907-22:22:43 --- epoch 229 ----------------------------------------
20240907-22:22:43 current_test_accuracies 0.7864 0.7850 0.7804 0.7845 0.8120 0.7531 0.7768 0.7859 0.7896 0.8028
20240907-22:22:43 time_train=45101 time_c_quizzes=0
20240907-22:22:43 no_c_quiz
20240907-22:22:43 training model 5 (accuracy 0.7531328201293945)
20240907-22:22:43 training model 6 (accuracy 0.7767741680145264)
20240907-22:24:48 train_loss 229 model 6 0.015384296456933953
20240907-22:24:48 train_loss 229 model 5 0.01672819317379617
20240907-22:24:50 test_loss 229 model 6 0.010927964544316637
20240907-22:24:50 test_loss 229 model 5 0.010817712321295404
20240907-22:25:37 test_accuracy 229 model 6 nb_correct 622 / 789 (78.83%)
20240907-22:25:48 test_accuracy 229 model 5 nb_correct 604 / 792 (76.26%)
20240907-22:25:49 wrote ae_000.pth
20240907-22:25:49 wrote ae_001.pth
20240907-22:25:50 wrote ae_002.pth
20240907-22:25:51 wrote ae_003.pth
20240907-22:25:51 wrote ae_004.pth
20240907-22:25:52 wrote ae_005.pth
20240907-22:25:53 wrote ae_006.pth
20240907-22:25:54 wrote ae_007.pth
20240907-22:25:54 wrote ae_008.pth
20240907-22:25:55 wrote ae_009.pth
20240907-22:25:55 epoch_duration 3min12s next_finish 22:29:07
20240907-22:25:55 wrote state.pth
20240907-22:25:55 --- epoch 230 ----------------------------------------
20240907-22:25:55 current_test_accuracies 0.7864 0.7850 0.7804 0.7845 0.8120 0.7626 0.7883 0.7859 0.7896 0.8028
20240907-22:25:55 time_train=45286 time_c_quizzes=0
20240907-22:25:55 no_c_quiz
20240907-22:25:55 training model 5 (accuracy 0.7626262903213501)
20240907-22:25:55 training model 2 (accuracy 0.7803969979286194)
20240907-22:28:00 train_loss 230 model 5 0.01702510566363344
20240907-22:28:00 train_loss 230 model 2 0.01631727075386152
20240907-22:28:01 test_loss 230 model 5 0.012412569986918243
20240907-22:28:01 test_loss 230 model 2 0.011830644995643524
20240907-22:28:55 test_accuracy 230 model 2 nb_correct 604 / 791 (76.36%)
20240907-22:28:59 test_accuracy 230 model 5 nb_correct 587 / 780 (75.26%)
20240907-22:28:59 wrote ae_000.pth
20240907-22:29:00 wrote ae_001.pth
20240907-22:29:01 wrote ae_002.pth
20240907-22:29:01 wrote ae_003.pth
20240907-22:29:02 wrote ae_004.pth
20240907-22:29:03 wrote ae_005.pth
20240907-22:29:03 wrote ae_006.pth
20240907-22:29:04 wrote ae_007.pth
20240907-22:29:05 wrote ae_008.pth
20240907-22:29:05 wrote ae_009.pth
20240907-22:29:05 epoch_duration 3min10s next_finish 22:32:16
20240907-22:29:05 wrote state.pth
20240907-22:29:05 --- epoch 231 ----------------------------------------
20240907-22:29:05 current_test_accuracies 0.7864 0.7850 0.7636 0.7845 0.8120 0.7526 0.7883 0.7859 0.7896 0.8028
20240907-22:29:05 time_train=45469 time_c_quizzes=0
20240907-22:29:05 no_c_quiz
20240907-22:29:05 training model 5 (accuracy 0.7525641322135925)
20240907-22:29:05 training model 2 (accuracy 0.763590395450592)
20240907-22:31:10 train_loss 231 model 5 0.01669648858133587
20240907-22:31:10 train_loss 231 model 2 0.016331275436939904
20240907-22:31:12 test_loss 231 model 5 0.012674733952371753
20240907-22:31:12 test_loss 231 model 2 0.0192657081206562
20240907-22:32:02 test_accuracy 231 model 5 nb_correct 624 / 800 (78.00%)
20240907-22:32:16 test_accuracy 231 model 2 nb_correct 566 / 799 (70.84%)
20240907-22:32:17 wrote ae_000.pth
20240907-22:32:18 wrote ae_001.pth
20240907-22:32:18 wrote ae_002.pth
20240907-22:32:19 wrote ae_003.pth
20240907-22:32:20 wrote ae_004.pth
20240907-22:32:20 wrote ae_005.pth
20240907-22:32:21 wrote ae_006.pth
20240907-22:32:21 wrote ae_007.pth
20240907-22:32:22 wrote ae_008.pth
20240907-22:32:23 wrote ae_009.pth
20240907-22:32:23 epoch_duration 3min17s next_finish 22:35:40
20240907-22:32:23 wrote state.pth
20240907-22:32:23 --- epoch 232 ----------------------------------------
20240907-22:32:23 current_test_accuracies 0.7864 0.7850 0.7084 0.7845 0.8120 0.7800 0.7883 0.7859 0.7896 0.8028
20240907-22:32:23 time_train=45659 time_c_quizzes=0
20240907-22:32:23 no_c_quiz
20240907-22:32:23 training model 2 (accuracy 0.7083854675292969)
20240907-22:32:23 training model 5 (accuracy 0.7799999713897705)
20240907-22:34:28 train_loss 232 model 2 0.016562596034433226
20240907-22:34:28 train_loss 232 model 5 0.016599409744434523
20240907-22:34:29 test_loss 232 model 2 0.011839050447451881
20240907-22:34:30 test_loss 232 model 5 0.010577131477475632
20240907-22:35:21 test_accuracy 232 model 5 nb_correct 638 / 801 (79.65%)
20240907-22:35:25 test_accuracy 232 model 2 nb_correct 640 / 811 (78.91%)
20240907-22:35:26 wrote ae_000.pth
20240907-22:35:26 wrote ae_001.pth
20240907-22:35:27 wrote ae_002.pth
20240907-22:35:28 wrote ae_003.pth
20240907-22:35:28 wrote ae_004.pth
20240907-22:35:29 wrote ae_005.pth
20240907-22:35:30 wrote ae_006.pth
20240907-22:35:30 wrote ae_007.pth
20240907-22:35:31 wrote ae_008.pth
20240907-22:35:32 wrote ae_009.pth
20240907-22:35:32 epoch_duration 3min8s next_finish 22:38:40
20240907-22:35:32 wrote state.pth
20240907-22:35:32 --- epoch 233 ----------------------------------------
20240907-22:35:32 current_test_accuracies 0.7864 0.7850 0.7891 0.7845 0.8120 0.7965 0.7883 0.7859 0.7896 0.8028
20240907-22:35:32 time_train=45841 time_c_quizzes=0
20240907-22:35:32 no_c_quiz
20240907-22:35:32 training model 3 (accuracy 0.7844827771186829)
20240907-22:35:32 training model 1 (accuracy 0.7849872708320618)
20240907-22:37:37 train_loss 233 model 1 0.015787790107890033
20240907-22:37:37 train_loss 233 model 3 0.015744600895035547
20240907-22:37:38 test_loss 233 model 1 0.016873360125464386
20240907-22:37:38 test_loss 233 model 3 0.013478109013522043
20240907-22:38:26 test_accuracy 233 model 1 nb_correct 638 / 794 (80.35%)
20240907-22:38:36 test_accuracy 233 model 3 nb_correct 604 / 817 (73.93%)
20240907-22:38:37 wrote ae_000.pth
20240907-22:38:38 wrote ae_001.pth
20240907-22:38:39 wrote ae_002.pth
20240907-22:38:39 wrote ae_003.pth
20240907-22:38:40 wrote ae_004.pth
20240907-22:38:41 wrote ae_005.pth
20240907-22:38:41 wrote ae_006.pth
20240907-22:38:42 wrote ae_007.pth
20240907-22:38:43 wrote ae_008.pth
20240907-22:38:43 wrote ae_009.pth
20240907-22:38:43 epoch_duration 3min11s next_finish 22:41:55
20240907-22:38:43 wrote state.pth
20240907-22:38:43 --- epoch 234 ----------------------------------------
20240907-22:38:43 current_test_accuracies 0.7864 0.8035 0.7891 0.7393 0.8120 0.7965 0.7883 0.7859 0.7896 0.8028
20240907-22:38:43 time_train=46025 time_c_quizzes=0
20240907-22:38:43 no_c_quiz
20240907-22:38:43 training model 3 (accuracy 0.7392900586128235)
20240907-22:38:43 training model 7 (accuracy 0.7858880758285522)
20240907-22:40:48 train_loss 234 model 3 0.0155864453856193
20240907-22:40:48 train_loss 234 model 7 0.01657848541229032
20240907-22:40:50 test_loss 234 model 3 0.01066461725058616
20240907-22:40:50 test_loss 234 model 7 0.01124575144976916
20240907-22:41:42 test_accuracy 234 model 7 nb_correct 630 / 802 (78.55%)
20240907-22:41:46 test_accuracy 234 model 3 nb_correct 618 / 800 (77.25%)
20240907-22:41:47 wrote ae_000.pth
20240907-22:41:48 wrote ae_001.pth
20240907-22:41:48 wrote ae_002.pth
20240907-22:41:49 wrote ae_003.pth
20240907-22:41:50 wrote ae_004.pth
20240907-22:41:50 wrote ae_005.pth
20240907-22:41:51 wrote ae_006.pth
20240907-22:41:52 wrote ae_007.pth
20240907-22:41:52 wrote ae_008.pth
20240907-22:41:53 wrote ae_009.pth
20240907-22:41:53 epoch_duration 3min9s next_finish 22:45:03
20240907-22:41:53 wrote state.pth
20240907-22:41:53 --- epoch 235 ----------------------------------------
20240907-22:41:53 current_test_accuracies 0.7864 0.8035 0.7891 0.7725 0.8120 0.7965 0.7883 0.7855 0.7896 0.8028
20240907-22:41:53 time_train=46208 time_c_quizzes=0
20240907-22:41:53 no_c_quiz
20240907-22:41:53 training model 3 (accuracy 0.7724999785423279)
20240907-22:41:53 training model 7 (accuracy 0.7855361700057983)
20240907-22:43:58 train_loss 235 model 3 0.016137746586668073
20240907-22:43:58 train_loss 235 model 7 0.016131141230114734
20240907-22:43:59 test_loss 235 model 3 0.013682450189662632
20240907-22:44:00 test_loss 235 model 7 0.011691874113603262
20240907-22:44:53 test_accuracy 235 model 7 nb_correct 622 / 796 (78.14%)
20240907-22:44:58 test_accuracy 235 model 3 nb_correct 607 / 792 (76.64%)
20240907-22:44:59 wrote ae_000.pth
20240907-22:45:00 wrote ae_001.pth
20240907-22:45:00 wrote ae_002.pth
20240907-22:45:01 wrote ae_003.pth
20240907-22:45:02 wrote ae_004.pth
20240907-22:45:02 wrote ae_005.pth
20240907-22:45:03 wrote ae_006.pth
20240907-22:45:04 wrote ae_007.pth
20240907-22:45:04 wrote ae_008.pth
20240907-22:45:05 wrote ae_009.pth
20240907-22:45:05 epoch_duration 3min12s next_finish 22:48:17
20240907-22:45:05 wrote state.pth
20240907-22:45:05 --- epoch 236 ----------------------------------------
20240907-22:45:05 current_test_accuracies 0.7864 0.8035 0.7891 0.7664 0.8120 0.7965 0.7883 0.7814 0.7896 0.8028
20240907-22:45:05 time_train=46393 time_c_quizzes=0
20240907-22:45:05 no_c_quiz
20240907-22:45:05 training model 3 (accuracy 0.7664141654968262)
20240907-22:45:05 training model 7 (accuracy 0.7814070582389832)
20240907-22:47:10 train_loss 236 model 7 0.015975151149817974
20240907-22:47:11 train_loss 236 model 3 0.015171474545255479
20240907-22:47:12 test_loss 236 model 7 0.01254647461391869
20240907-22:47:12 test_loss 236 model 3 0.010230777226024657
20240907-22:48:02 test_accuracy 236 model 7 nb_correct 589 / 786 (74.94%)
20240907-22:48:06 test_accuracy 236 model 3 nb_correct 610 / 783 (77.91%)
20240907-22:48:06 wrote ae_000.pth
20240907-22:48:07 wrote ae_001.pth
20240907-22:48:08 wrote ae_002.pth
20240907-22:48:08 wrote ae_003.pth
20240907-22:48:09 wrote ae_004.pth
20240907-22:48:10 wrote ae_005.pth
20240907-22:48:10 wrote ae_006.pth
20240907-22:48:11 wrote ae_007.pth
20240907-22:48:12 wrote ae_008.pth
20240907-22:48:12 wrote ae_009.pth
20240907-22:48:12 epoch_duration 3min7s next_finish 22:51:20
20240907-22:48:12 wrote state.pth
20240907-22:48:12 --- epoch 237 ----------------------------------------
20240907-22:48:12 current_test_accuracies 0.7864 0.8035 0.7891 0.7791 0.8120 0.7965 0.7883 0.7494 0.7896 0.8028
20240907-22:48:12 time_train=46573 time_c_quizzes=0
20240907-22:48:12 no_c_quiz
20240907-22:48:12 training model 7 (accuracy 0.7493638396263123)
20240907-22:48:12 training model 3 (accuracy 0.7790549397468567)
20240907-22:50:18 train_loss 237 model 3 0.014801251336844871
20240907-22:50:18 train_loss 237 model 7 0.01573931175394682
20240907-22:50:19 test_loss 237 model 3 0.009194562814082019
20240907-22:50:19 test_loss 237 model 7 0.011878718819207278
20240907-22:51:06 test_accuracy 237 model 3 nb_correct 649 / 800 (81.12%)
20240907-22:51:11 test_accuracy 237 model 7 nb_correct 606 / 802 (75.56%)
20240907-22:51:12 wrote ae_000.pth
20240907-22:51:13 wrote ae_001.pth
20240907-22:51:13 wrote ae_002.pth
20240907-22:51:14 wrote ae_003.pth
20240907-22:51:15 wrote ae_004.pth
20240907-22:51:15 wrote ae_005.pth
20240907-22:51:16 wrote ae_006.pth
20240907-22:51:17 wrote ae_007.pth
20240907-22:51:17 wrote ae_008.pth
20240907-22:51:18 wrote ae_009.pth
20240907-22:51:18 epoch_duration 3min5s next_finish 22:54:23
20240907-22:51:18 wrote state.pth
20240907-22:51:18 --- epoch 238 ----------------------------------------
20240907-22:51:18 current_test_accuracies 0.7864 0.8035 0.7891 0.8112 0.8120 0.7965 0.7883 0.7556 0.7896 0.8028
20240907-22:51:18 time_train=46751 time_c_quizzes=0
20240907-22:51:18 no_c_quiz
20240907-22:51:18 training model 7 (accuracy 0.7556109428405762)
20240907-22:51:18 training model 0 (accuracy 0.786432147026062)
20240907-22:53:23 train_loss 238 model 7 0.015643794644012814
20240907-22:53:23 train_loss 238 model 0 0.016758164761122317
20240907-22:53:24 test_loss 238 model 7 0.011541594355367123
20240907-22:53:25 test_loss 238 model 0 0.015821714104095008
20240907-22:54:13 test_accuracy 238 model 0 nb_correct 667 / 829 (80.46%)
20240907-22:54:17 test_accuracy 238 model 7 nb_correct 610 / 780 (78.21%)
20240907-22:54:17 wrote ae_000.pth
20240907-22:54:18 wrote ae_001.pth
20240907-22:54:19 wrote ae_002.pth
20240907-22:54:20 wrote ae_003.pth
20240907-22:54:20 wrote ae_004.pth
20240907-22:54:21 wrote ae_005.pth
20240907-22:54:22 wrote ae_006.pth
20240907-22:54:22 wrote ae_007.pth
20240907-22:54:23 wrote ae_008.pth
20240907-22:54:24 wrote ae_009.pth
20240907-22:54:24 epoch_duration 3min5s next_finish 22:57:29
20240907-22:54:24 wrote state.pth
20240907-22:54:24 --- epoch 239 ----------------------------------------
20240907-22:54:24 current_test_accuracies 0.8046 0.8035 0.7891 0.8112 0.8120 0.7965 0.7883 0.7821 0.7896 0.8028
20240907-22:54:24 time_train=46929 time_c_quizzes=0
20240907-22:54:24 no_c_quiz
20240907-22:54:24 training model 7 (accuracy 0.7820512652397156)
20240907-22:54:24 training model 6 (accuracy 0.7883396744728088)
20240907-22:56:28 train_loss 239 model 6 0.015545858754019719
20240907-22:56:29 train_loss 239 model 7 0.015442618194967509
20240907-22:56:30 test_loss 239 model 6 0.0139023461346369
20240907-22:56:30 test_loss 239 model 7 0.014027506965067004
20240907-22:57:18 test_accuracy 239 model 7 nb_correct 638 / 805 (79.25%)
20240907-22:57:19 test_accuracy 239 model 6 nb_correct 635 / 806 (78.78%)
20240907-22:57:20 wrote ae_000.pth
20240907-22:57:21 wrote ae_001.pth
20240907-22:57:21 wrote ae_002.pth
20240907-22:57:22 wrote ae_003.pth
20240907-22:57:23 wrote ae_004.pth
20240907-22:57:23 wrote ae_005.pth
20240907-22:57:24 wrote ae_006.pth
20240907-22:57:25 wrote ae_007.pth
20240907-22:57:25 wrote ae_008.pth
20240907-22:57:26 wrote ae_009.pth
20240907-22:57:26 epoch_duration 3min2s next_finish 23:00:29
20240907-22:57:26 wrote state.pth
20240907-22:57:26 --- epoch 240 ----------------------------------------
20240907-22:57:26 current_test_accuracies 0.8046 0.8035 0.7891 0.8112 0.8120 0.7965 0.7878 0.7925 0.7896 0.8028
20240907-22:57:26 time_train=47104 time_c_quizzes=0
20240907-22:57:26 no_c_quiz
20240907-22:57:26 training model 6 (accuracy 0.7878412008285522)
20240907-22:57:26 training model 2 (accuracy 0.7891492247581482)
20240907-22:59:31 train_loss 240 model 6 0.01580816083207901
20240907-22:59:31 train_loss 240 model 2 0.01600584304035874
20240907-22:59:33 test_loss 240 model 6 0.013363768178533065
20240907-22:59:33 test_loss 240 model 2 0.007962731745283235
20240907-23:00:18 test_accuracy 240 model 6 nb_correct 622 / 794 (78.34%)
20240907-23:00:18 test_accuracy 240 model 2 nb_correct 683 / 802 (85.16%)
20240907-23:00:19 wrote ae_000.pth
20240907-23:00:20 wrote ae_001.pth
20240907-23:00:20 wrote ae_002.pth
20240907-23:00:21 wrote ae_003.pth
20240907-23:00:22 wrote ae_004.pth
20240907-23:00:22 wrote ae_005.pth
20240907-23:00:23 wrote ae_006.pth
20240907-23:00:24 wrote ae_007.pth
20240907-23:00:24 wrote ae_008.pth
20240907-23:00:25 wrote ae_009.pth
20240907-23:00:25 epoch_duration 2min58s next_finish 23:03:24
20240907-23:00:25 wrote state.pth
20240907-23:00:25 --- epoch 241 ----------------------------------------
20240907-23:00:25 current_test_accuracies 0.8046 0.8035 0.8516 0.8112 0.8120 0.7965 0.7834 0.7925 0.7896 0.8028
20240907-23:00:25 time_train=47276 time_c_quizzes=0
20240907-23:00:25 no_c_quiz
20240907-23:00:25 training model 6 (accuracy 0.7833753228187561)
20240907-23:00:25 training model 8 (accuracy 0.7896009683609009)
20240907-23:02:30 train_loss 241 model 6 0.01508893008370069
20240907-23:02:30 train_loss 241 model 8 0.015825723946283687
20240907-23:02:31 test_loss 241 model 6 0.013301233234960819
20240907-23:02:31 test_loss 241 model 8 0.009878125679097138
20240907-23:03:22 test_accuracy 241 model 8 nb_correct 597 / 805 (74.16%)
20240907-23:03:24 test_accuracy 241 model 6 nb_correct 628 / 815 (77.06%)
20240907-23:03:25 wrote ae_000.pth
20240907-23:03:26 wrote ae_001.pth
20240907-23:03:26 wrote ae_002.pth
20240907-23:03:27 wrote ae_003.pth
20240907-23:03:28 wrote ae_004.pth
20240907-23:03:28 wrote ae_005.pth
20240907-23:03:29 wrote ae_006.pth
20240907-23:03:30 wrote ae_007.pth
20240907-23:03:30 wrote ae_008.pth
20240907-23:03:31 wrote ae_009.pth
20240907-23:03:31 epoch_duration 3min6s next_finish 23:06:37
20240907-23:03:31 wrote state.pth
20240907-23:03:31 --- epoch 242 ----------------------------------------
20240907-23:03:31 current_test_accuracies 0.8046 0.8035 0.8516 0.8112 0.8120 0.7965 0.7706 0.7925 0.7416 0.8028
20240907-23:03:31 time_train=47455 time_c_quizzes=0
20240907-23:03:31 no_c_quiz
20240907-23:03:31 training model 8 (accuracy 0.7416148781776428)
20240907-23:03:31 training model 6 (accuracy 0.7705521583557129)
20240907-23:05:36 train_loss 242 model 6 0.015252164798614104
20240907-23:05:36 train_loss 242 model 8 0.015750767377205193
20240907-23:05:38 test_loss 242 model 6 0.015427792504488025
20240907-23:05:38 test_loss 242 model 8 0.010652097929050797
20240907-23:06:33 test_accuracy 242 model 8 nb_correct 609 / 811 (75.09%)
20240907-23:06:37 test_accuracy 242 model 6 nb_correct 625 / 783 (79.82%)
20240907-23:06:38 wrote ae_000.pth
20240907-23:06:39 wrote ae_001.pth
20240907-23:06:40 wrote ae_002.pth
20240907-23:06:40 wrote ae_003.pth
20240907-23:06:41 wrote ae_004.pth
20240907-23:06:42 wrote ae_005.pth
20240907-23:06:42 wrote ae_006.pth
20240907-23:06:43 wrote ae_007.pth
20240907-23:06:44 wrote ae_008.pth
20240907-23:06:44 wrote ae_009.pth
20240907-23:06:44 epoch_duration 3min13s next_finish 23:09:57
20240907-23:06:44 wrote state.pth
20240907-23:06:44 --- epoch 243 ----------------------------------------
20240907-23:06:44 current_test_accuracies 0.8046 0.8035 0.8516 0.8112 0.8120 0.7965 0.7982 0.7925 0.7509 0.8028
20240907-23:06:44 time_train=47641 time_c_quizzes=0
20240907-23:06:44 no_c_quiz
20240907-23:06:44 training model 8 (accuracy 0.7509247660636902)
20240907-23:06:44 training model 7 (accuracy 0.7925465703010559)
20240907-23:08:50 train_loss 243 model 8 0.016189179929759122
20240907-23:08:50 train_loss 243 model 7 0.015419071237265597
20240907-23:08:51 test_loss 243 model 8 0.015478525879734662
20240907-23:08:51 test_loss 243 model 7 0.014247882138806744
20240907-23:09:40 test_accuracy 243 model 8 nb_correct 638 / 800 (79.75%)
20240907-23:09:42 test_accuracy 243 model 7 nb_correct 588 / 794 (74.06%)
20240907-23:09:43 wrote ae_000.pth
20240907-23:09:44 wrote ae_001.pth
20240907-23:09:44 wrote ae_002.pth
20240907-23:09:45 wrote ae_003.pth
20240907-23:09:46 wrote ae_004.pth
20240907-23:09:46 wrote ae_005.pth
20240907-23:09:47 wrote ae_006.pth
20240907-23:09:48 wrote ae_007.pth
20240907-23:09:48 wrote ae_008.pth
20240907-23:09:49 wrote ae_009.pth
20240907-23:09:49 epoch_duration 3min4s next_finish 23:12:54
20240907-23:09:49 wrote state.pth
20240907-23:09:49 --- epoch 244 ----------------------------------------
20240907-23:09:49 current_test_accuracies 0.8046 0.8035 0.8516 0.8112 0.8120 0.7965 0.7982 0.7406 0.7975 0.8028
20240907-23:09:49 time_train=47818 time_c_quizzes=0
20240907-23:09:49 no_c_quiz
20240907-23:09:49 training model 7 (accuracy 0.74055415391922)
20240907-23:09:49 training model 5 (accuracy 0.7965043783187866)
20240907-23:11:54 train_loss 244 model 5 0.0160274388215621
20240907-23:11:54 train_loss 244 model 7 0.01580667922354769
20240907-23:11:56 test_loss 244 model 5 0.01607791751230252
20240907-23:11:56 test_loss 244 model 7 0.01298403605214844
20240907-23:12:41 test_accuracy 244 model 7 nb_correct 692 / 814 (85.01%)
20240907-23:12:47 test_accuracy 244 model 5 nb_correct 585 / 761 (76.87%)
20240907-23:12:47 wrote ae_000.pth
20240907-23:12:48 wrote ae_001.pth
20240907-23:12:49 wrote ae_002.pth
20240907-23:12:50 wrote ae_003.pth
20240907-23:12:50 wrote ae_004.pth
20240907-23:12:51 wrote ae_005.pth
20240907-23:12:52 wrote ae_006.pth
20240907-23:12:52 wrote ae_007.pth
20240907-23:12:53 wrote ae_008.pth
20240907-23:12:54 wrote ae_009.pth
20240907-23:12:54 epoch_duration 3min4s next_finish 23:15:58
20240907-23:12:54 wrote state.pth
20240907-23:12:54 --- epoch 245 ----------------------------------------
20240907-23:12:54 current_test_accuracies 0.8046 0.8035 0.8516 0.8112 0.8120 0.7687 0.7982 0.8501 0.7975 0.8028
20240907-23:12:54 time_train=47995 time_c_quizzes=0
20240907-23:12:54 no_c_quiz
20240907-23:12:54 training model 5 (accuracy 0.7687253355979919)
20240907-23:12:54 training model 8 (accuracy 0.7975000143051147)
20240907-23:14:59 train_loss 245 model 8 0.015460978875053115
20240907-23:14:59 train_loss 245 model 5 0.017288919907121454
20240907-23:15:00 test_loss 245 model 8 0.011361651998777233
20240907-23:15:00 test_loss 245 model 5 0.011301414783702057
20240907-23:15:45 test_accuracy 245 model 8 nb_correct 657 / 808 (81.31%)
20240907-23:15:56 test_accuracy 245 model 5 nb_correct 622 / 799 (77.85%)
20240907-23:15:57 wrote ae_000.pth
20240907-23:15:58 wrote ae_001.pth
20240907-23:15:58 wrote ae_002.pth
20240907-23:15:59 wrote ae_003.pth
20240907-23:16:00 wrote ae_004.pth
20240907-23:16:00 wrote ae_005.pth
20240907-23:16:01 wrote ae_006.pth
20240907-23:16:02 wrote ae_007.pth
20240907-23:16:02 wrote ae_008.pth
20240907-23:16:03 wrote ae_009.pth
20240907-23:16:03 epoch_duration 3min9s next_finish 23:19:12
20240907-23:16:03 wrote state.pth
20240907-23:16:03 --- epoch 246 ----------------------------------------
20240907-23:16:03 current_test_accuracies 0.8046 0.8035 0.8516 0.8112 0.8120 0.7785 0.7982 0.8501 0.8131 0.8028
20240907-23:16:03 time_train=48177 time_c_quizzes=0
20240907-23:16:03 no_c_quiz
20240907-23:16:03 training model 5 (accuracy 0.7784730792045593)
20240907-23:16:03 training model 6 (accuracy 0.7982119917869568)
20240907-23:18:08 train_loss 246 model 5 0.015799403044278734
20240907-23:18:08 train_loss 246 model 6 0.014129657195066102
20240907-23:18:10 test_loss 246 model 5 0.00956957926391624
20240907-23:18:10 test_loss 246 model 6 0.007609888277602295
20240907-23:18:53 test_accuracy 246 model 6 nb_correct 665 / 797 (83.44%)
20240907-23:19:01 test_accuracy 246 model 5 nb_correct 654 / 810 (80.74%)
20240907-23:19:02 wrote ae_000.pth
20240907-23:19:02 wrote ae_001.pth
20240907-23:19:03 wrote ae_002.pth
20240907-23:19:04 wrote ae_003.pth
20240907-23:19:04 wrote ae_004.pth
20240907-23:19:05 wrote ae_005.pth
20240907-23:19:06 wrote ae_006.pth
20240907-23:19:06 wrote ae_007.pth
20240907-23:19:07 wrote ae_008.pth
20240907-23:19:08 wrote ae_009.pth
20240907-23:19:08 epoch_duration 3min4s next_finish 23:22:12
20240907-23:19:08 wrote state.pth
20240907-23:19:08 --- epoch 247 ----------------------------------------
20240907-23:19:08 current_test_accuracies 0.8046 0.8035 0.8516 0.8112 0.8120 0.8074 0.8344 0.8501 0.8131 0.8028
20240907-23:19:08 time_train=48355 time_c_quizzes=0
20240907-23:19:08 no_c_quiz
20240907-23:19:08 training model 9 (accuracy 0.8028350472450256)
20240907-23:19:08 training model 1 (accuracy 0.8035264611244202)
20240907-23:21:13 train_loss 247 model 1 0.014867345790175023
20240907-23:21:13 train_loss 247 model 9 0.016572452342545146
20240907-23:21:14 test_loss 247 model 1 0.015546826846548355
20240907-23:21:14 test_loss 247 model 9 0.015417161887671681
20240907-23:22:05 test_accuracy 247 model 9 nb_correct 621 / 812 (76.48%)
20240907-23:22:08 test_accuracy 247 model 1 nb_correct 597 / 801 (74.53%)
20240907-23:22:09 wrote ae_000.pth
20240907-23:22:09 wrote ae_001.pth
20240907-23:22:10 wrote ae_002.pth
20240907-23:22:11 wrote ae_003.pth
20240907-23:22:11 wrote ae_004.pth
20240907-23:22:12 wrote ae_005.pth
20240907-23:22:13 wrote ae_006.pth
20240907-23:22:13 wrote ae_007.pth
20240907-23:22:14 wrote ae_008.pth
20240907-23:22:15 wrote ae_009.pth
20240907-23:22:15 epoch_duration 3min7s next_finish 23:25:22
20240907-23:22:15 wrote state.pth
20240907-23:22:15 --- epoch 248 ----------------------------------------
20240907-23:22:15 current_test_accuracies 0.8046 0.7453 0.8516 0.8112 0.8120 0.8074 0.8344 0.8501 0.8131 0.7648
20240907-23:22:15 time_train=48535 time_c_quizzes=0
20240907-23:22:15 no_c_quiz
20240907-23:22:15 training model 1 (accuracy 0.7453183531761169)
20240907-23:22:15 training model 9 (accuracy 0.7647783160209656)
20240907-23:24:20 train_loss 248 model 9 0.015284806788200513
20240907-23:24:20 train_loss 248 model 1 0.015313677854574053
20240907-23:24:21 test_loss 248 model 9 0.008212038432611734
20240907-23:24:21 test_loss 248 model 1 0.008911615109900595
20240907-23:25:10 test_accuracy 248 model 9 nb_correct 634 / 801 (79.15%)
20240907-23:25:11 test_accuracy 248 model 1 nb_correct 669 / 815 (82.09%)
20240907-23:25:12 wrote ae_000.pth
20240907-23:25:13 wrote ae_001.pth
20240907-23:25:14 wrote ae_002.pth
20240907-23:25:14 wrote ae_003.pth
20240907-23:25:15 wrote ae_004.pth
20240907-23:25:16 wrote ae_005.pth
20240907-23:25:16 wrote ae_006.pth
20240907-23:25:17 wrote ae_007.pth
20240907-23:25:18 wrote ae_008.pth
20240907-23:25:18 wrote ae_009.pth
20240907-23:25:18 epoch_duration 3min3s next_finish 23:28:22
20240907-23:25:18 wrote state.pth
20240907-23:25:18 --- epoch 249 ----------------------------------------
20240907-23:25:18 current_test_accuracies 0.8046 0.8209 0.8516 0.8112 0.8120 0.8074 0.8344 0.8501 0.8131 0.7915
20240907-23:25:18 time_train=48711 time_c_quizzes=0
20240907-23:25:18 no_c_quiz
20240907-23:25:18 training model 9 (accuracy 0.7915105819702148)
20240907-23:25:18 training model 0 (accuracy 0.8045838475227356)
20240907-23:27:23 train_loss 249 model 0 0.01658717357038404
20240907-23:27:23 train_loss 249 model 9 0.016637348350079264
20240907-23:27:25 test_loss 249 model 0 0.01298525221336604
20240907-23:27:25 test_loss 249 model 9 0.014329151043784804
20240907-23:28:19 test_accuracy 249 model 9 nb_correct 656 / 803 (81.69%)
20240907-23:28:21 test_accuracy 249 model 0 nb_correct 606 / 799 (75.84%)
20240907-23:28:22 wrote ae_000.pth
20240907-23:28:23 wrote ae_001.pth
20240907-23:28:23 wrote ae_002.pth
20240907-23:28:24 wrote ae_003.pth
20240907-23:28:25 wrote ae_004.pth
20240907-23:28:25 wrote ae_005.pth
20240907-23:28:26 wrote ae_006.pth
20240907-23:28:27 wrote ae_007.pth
20240907-23:28:27 wrote ae_008.pth
20240907-23:28:28 wrote ae_009.pth
20240907-23:28:28 epoch_duration 3min9s next_finish 23:31:38
20240907-23:28:28 wrote state.pth
20240907-23:28:28 --- epoch 250 ----------------------------------------
20240907-23:28:28 current_test_accuracies 0.7584 0.8209 0.8516 0.8112 0.8120 0.8074 0.8344 0.8501 0.8131 0.8169
20240907-23:28:28 time_train=48893 time_c_quizzes=0
20240907-23:28:28 no_c_quiz
20240907-23:28:28 training model 0 (accuracy 0.75844806432724)
20240907-23:28:28 training model 5 (accuracy 0.8074073791503906)
20240907-23:30:33 train_loss 250 model 0 0.01583654956999817
20240907-23:30:33 train_loss 250 model 5 0.015822386610379907
20240907-23:30:34 test_loss 250 model 0 0.011873229914635885
20240907-23:30:34 test_loss 250 model 5 0.007979464299705797
20240907-23:31:23 test_accuracy 250 model 0 nb_correct 624 / 814 (76.66%)
20240907-23:31:25 test_accuracy 250 model 5 nb_correct 648 / 791 (81.92%)
20240907-23:31:26 wrote ae_000.pth
20240907-23:31:27 wrote ae_001.pth
20240907-23:31:27 wrote ae_002.pth
20240907-23:31:28 wrote ae_003.pth
20240907-23:31:29 wrote ae_004.pth
20240907-23:31:29 wrote ae_005.pth
20240907-23:31:30 wrote ae_006.pth
20240907-23:31:31 wrote ae_007.pth
20240907-23:31:32 wrote ae_008.pth
20240907-23:31:32 wrote ae_009.pth
20240907-23:31:32 epoch_duration 3min4s next_finish 23:34:36
20240907-23:31:32 wrote state.pth
20240907-23:31:32 --- epoch 251 ----------------------------------------
20240907-23:31:32 current_test_accuracies 0.7666 0.8209 0.8516 0.8112 0.8120 0.8192 0.8344 0.8501 0.8131 0.8169
20240907-23:31:32 time_train=49070 time_c_quizzes=0
20240907-23:31:32 no_c_quiz
20240907-23:31:32 training model 0 (accuracy 0.7665847539901733)
20240907-23:31:32 training model 3 (accuracy 0.8112499713897705)
20240907-23:33:37 train_loss 251 model 0 0.015192379954940407
20240907-23:33:37 train_loss 251 model 3 0.014841076671087649
20240907-23:33:38 test_loss 251 model 0 0.01353350954123016
20240907-23:33:39 test_loss 251 model 3 0.008347402708750451
20240907-23:34:24 test_accuracy 251 model 3 nb_correct 625 / 798 (78.32%)
20240907-23:34:27 test_accuracy 251 model 0 nb_correct 633 / 801 (79.03%)
20240907-23:34:28 wrote ae_000.pth
20240907-23:34:29 wrote ae_001.pth
20240907-23:34:29 wrote ae_002.pth
20240907-23:34:30 wrote ae_003.pth
20240907-23:34:31 wrote ae_004.pth
20240907-23:34:31 wrote ae_005.pth
20240907-23:34:32 wrote ae_006.pth
20240907-23:34:33 wrote ae_007.pth
20240907-23:34:33 wrote ae_008.pth
20240907-23:34:34 wrote ae_009.pth
20240907-23:34:34 epoch_duration 3min1s next_finish 23:37:36
20240907-23:34:34 wrote state.pth
20240907-23:34:34 --- epoch 252 ----------------------------------------
20240907-23:34:34 current_test_accuracies 0.7903 0.8209 0.8516 0.7832 0.8120 0.8192 0.8344 0.8501 0.8131 0.8169
20240907-23:34:34 time_train=49245 time_c_quizzes=0
20240907-23:34:34 no_c_quiz
20240907-23:34:34 training model 3 (accuracy 0.7832080125808716)
20240907-23:34:34 training model 0 (accuracy 0.7902621626853943)
20240907-23:36:39 train_loss 252 model 0 0.014920559787511592
20240907-23:36:39 train_loss 252 model 3 0.014417042209097418
20240907-23:36:41 test_loss 252 model 0 0.012502258241147502
20240907-23:36:41 test_loss 252 model 3 0.013259106557416089
20240907-23:37:23 test_accuracy 252 model 3 nb_correct 653 / 802 (81.42%)
20240907-23:37:25 test_accuracy 252 model 0 nb_correct 637 / 817 (77.97%)
20240907-23:37:26 wrote ae_000.pth
20240907-23:37:27 wrote ae_001.pth
20240907-23:37:27 wrote ae_002.pth
20240907-23:37:28 wrote ae_003.pth
20240907-23:37:29 wrote ae_004.pth
20240907-23:37:29 wrote ae_005.pth
20240907-23:37:30 wrote ae_006.pth
20240907-23:37:31 wrote ae_007.pth
20240907-23:37:32 wrote ae_008.pth
20240907-23:37:32 wrote ae_009.pth
20240907-23:37:32 epoch_duration 2min58s next_finish 23:40:30
20240907-23:37:32 wrote state.pth
20240907-23:37:32 --- epoch 253 ----------------------------------------
20240907-23:37:32 current_test_accuracies 0.7797 0.8209 0.8516 0.8142 0.8120 0.8192 0.8344 0.8501 0.8131 0.8169
20240907-23:37:32 time_train=49416 time_c_quizzes=0
20240907-23:37:32 no_c_quiz
20240907-23:37:32 training model 0 (accuracy 0.7796817421913147)
20240907-23:37:32 training model 4 (accuracy 0.8120300769805908)
20240907-23:39:37 train_loss 253 model 4 0.016176788375756587
20240907-23:39:37 train_loss 253 model 0 0.016362974834773922
20240907-23:39:39 test_loss 253 model 4 0.013496224019763758
20240907-23:39:39 test_loss 253 model 0 0.010072361907441518
20240907-23:40:25 test_accuracy 253 model 0 nb_correct 629 / 773 (81.37%)
20240907-23:40:40 test_accuracy 253 model 4 nb_correct 563 / 790 (71.27%)
20240907-23:40:40 wrote ae_000.pth
20240907-23:40:41 wrote ae_001.pth
20240907-23:40:42 wrote ae_002.pth
20240907-23:40:42 wrote ae_003.pth
20240907-23:40:43 wrote ae_004.pth
20240907-23:40:44 wrote ae_005.pth
20240907-23:40:44 wrote ae_006.pth
20240907-23:40:45 wrote ae_007.pth
20240907-23:40:46 wrote ae_008.pth
20240907-23:40:47 wrote ae_009.pth
20240907-23:40:47 epoch_duration 3min14s next_finish 23:44:01
20240907-23:40:47 wrote state.pth
20240907-23:40:47 --- epoch 254 ----------------------------------------
20240907-23:40:47 current_test_accuracies 0.8137 0.8209 0.8516 0.8142 0.7127 0.8192 0.8344 0.8501 0.8131 0.8169
20240907-23:40:47 time_train=49603 time_c_quizzes=0
20240907-23:40:47 no_c_quiz
20240907-23:40:47 training model 4 (accuracy 0.7126582264900208)
20240907-23:40:47 training model 8 (accuracy 0.8131188154220581)
20240907-23:42:51 train_loss 254 model 8 0.015577389338373906
20240907-23:42:51 train_loss 254 model 4 0.01614053371269256
20240907-23:42:53 test_loss 254 model 8 0.01071996251539531
20240907-23:42:53 test_loss 254 model 4 0.010295358209259576
20240907-23:43:38 test_accuracy 254 model 8 nb_correct 658 / 787 (83.61%)
20240907-23:43:47 test_accuracy 254 model 4 nb_correct 592 / 794 (74.56%)
20240907-23:43:48 wrote ae_000.pth
20240907-23:43:49 wrote ae_001.pth
20240907-23:43:49 wrote ae_002.pth
20240907-23:43:50 wrote ae_003.pth
20240907-23:43:51 wrote ae_004.pth
20240907-23:43:51 wrote ae_005.pth
20240907-23:43:52 wrote ae_006.pth
20240907-23:43:53 wrote ae_007.pth
20240907-23:43:53 wrote ae_008.pth
20240907-23:43:54 wrote ae_009.pth
20240907-23:43:54 epoch_duration 3min7s next_finish 23:47:01
20240907-23:43:54 wrote state.pth
20240907-23:43:54 --- epoch 255 ----------------------------------------
20240907-23:43:54 current_test_accuracies 0.8137 0.8209 0.8516 0.8142 0.7456 0.8192 0.8344 0.8501 0.8361 0.8169
20240907-23:43:54 time_train=49783 time_c_quizzes=0
20240907-23:43:54 no_c_quiz
20240907-23:43:54 training model 4 (accuracy 0.745591938495636)
20240907-23:43:54 training model 0 (accuracy 0.8137128353118896)
20240907-23:45:58 train_loss 255 model 4 0.01694012038776418
20240907-23:45:58 train_loss 255 model 0 0.0159816033495008
20240907-23:46:00 test_loss 255 model 4 0.010392238074928173
20240907-23:46:00 test_loss 255 model 0 0.012746966339909705
20240907-23:46:46 test_accuracy 255 model 0 nb_correct 667 / 812 (82.14%)
20240907-23:46:48 test_accuracy 255 model 4 nb_correct 638 / 802 (79.55%)
20240907-23:46:49 wrote ae_000.pth
20240907-23:46:49 wrote ae_001.pth
20240907-23:46:50 wrote ae_002.pth
20240907-23:46:51 wrote ae_003.pth
20240907-23:46:51 wrote ae_004.pth
20240907-23:46:52 wrote ae_005.pth
20240907-23:46:53 wrote ae_006.pth
20240907-23:46:53 wrote ae_007.pth
20240907-23:46:54 wrote ae_008.pth
20240907-23:46:55 wrote ae_009.pth
20240907-23:46:55 epoch_duration 3min0s next_finish 23:49:55
20240907-23:46:55 wrote state.pth
20240907-23:46:55 --- epoch 256 ----------------------------------------
20240907-23:46:55 current_test_accuracies 0.8214 0.8209 0.8516 0.8142 0.7955 0.8192 0.8344 0.8501 0.8361 0.8169
20240907-23:46:55 time_train=49957 time_c_quizzes=0
20240907-23:46:55 no_c_quiz
20240907-23:46:55 training model 4 (accuracy 0.7955112457275391)
20240907-23:46:55 training model 3 (accuracy 0.8142144680023193)
20240907-23:48:59 train_loss 256 model 4 0.01577526436507469
20240907-23:48:59 train_loss 256 model 3 0.016713303405529588
20240907-23:49:01 test_loss 256 model 4 0.010155009373556822
20240907-23:49:01 test_loss 256 model 3 0.012143925220880192
20240907-23:49:50 test_accuracy 256 model 3 nb_correct 671 / 816 (82.23%)
20240907-23:49:51 test_accuracy 256 model 4 nb_correct 624 / 777 (80.31%)
20240907-23:49:52 wrote ae_000.pth
20240907-23:49:52 wrote ae_001.pth
20240907-23:49:53 wrote ae_002.pth
20240907-23:49:54 wrote ae_003.pth
20240907-23:49:54 wrote ae_004.pth
20240907-23:49:55 wrote ae_005.pth
20240907-23:49:56 wrote ae_006.pth
20240907-23:49:56 wrote ae_007.pth
20240907-23:49:57 wrote ae_008.pth
20240907-23:49:58 wrote ae_009.pth
20240907-23:49:58 epoch_duration 3min3s next_finish 23:53:01
20240907-23:49:58 wrote state.pth
20240907-23:49:58 --- epoch 257 ----------------------------------------
20240907-23:49:58 current_test_accuracies 0.8214 0.8209 0.8516 0.8223 0.8031 0.8192 0.8344 0.8501 0.8361 0.8169
20240907-23:49:58 time_train=50133 time_c_quizzes=0
20240907-23:49:58 no_c_quiz
20240907-23:49:58 training model 4 (accuracy 0.8030887842178345)
20240907-23:49:58 training model 9 (accuracy 0.8169364929199219)
20240907-23:52:02 train_loss 257 model 4 0.015775354714656714
20240907-23:52:02 train_loss 257 model 9 0.01507631586396019
20240907-23:52:04 test_loss 257 model 4 0.01386178620159626
20240907-23:52:04 test_loss 257 model 9 0.010898734543479805
20240907-23:53:00 test_accuracy 257 model 4 nb_correct 603 / 781 (77.21%)
20240907-23:53:07 test_accuracy 257 model 9 nb_correct 611 / 780 (78.33%)
20240907-23:53:07 wrote ae_000.pth
20240907-23:53:08 wrote ae_001.pth
20240907-23:53:09 wrote ae_002.pth
20240907-23:53:09 wrote ae_003.pth
20240907-23:53:10 wrote ae_004.pth
20240907-23:53:11 wrote ae_005.pth
20240907-23:53:12 wrote ae_006.pth
20240907-23:53:12 wrote ae_007.pth
20240907-23:53:13 wrote ae_008.pth
20240907-23:53:14 wrote ae_009.pth
20240907-23:53:14 epoch_duration 3min15s next_finish 23:56:29
20240907-23:53:14 wrote state.pth
20240907-23:53:14 --- epoch 258 ----------------------------------------
20240907-23:53:14 current_test_accuracies 0.8214 0.8209 0.8516 0.8223 0.7721 0.8192 0.8344 0.8501 0.8361 0.7833
20240907-23:53:14 time_train=50321 time_c_quizzes=0
20240907-23:53:14 no_c_quiz
20240907-23:53:14 training model 4 (accuracy 0.7720870971679688)
20240907-23:53:14 training model 9 (accuracy 0.7833333611488342)
20240907-23:55:19 train_loss 258 model 4 0.016072851513657952
20240907-23:55:19 train_loss 258 model 9 0.0156725395724352
20240907-23:55:20 test_loss 258 model 4 0.013193588283502321
20240907-23:55:20 test_loss 258 model 9 0.009622767423024925
20240907-23:56:08 test_accuracy 258 model 9 nb_correct 668 / 802 (83.29%)
20240907-23:56:14 test_accuracy 258 model 4 nb_correct 632 / 807 (78.31%)
20240907-23:56:15 wrote ae_000.pth
20240907-23:56:15 wrote ae_001.pth
20240907-23:56:16 wrote ae_002.pth
20240907-23:56:17 wrote ae_003.pth
20240907-23:56:17 wrote ae_004.pth
20240907-23:56:18 wrote ae_005.pth
20240907-23:56:19 wrote ae_006.pth
20240907-23:56:19 wrote ae_007.pth
20240907-23:56:20 wrote ae_008.pth
20240907-23:56:21 wrote ae_009.pth
20240907-23:56:21 epoch_duration 3min7s next_finish 23:59:28
20240907-23:56:21 wrote state.pth
20240907-23:56:21 --- epoch 259 ----------------------------------------
20240907-23:56:21 current_test_accuracies 0.8214 0.8209 0.8516 0.8223 0.7831 0.8192 0.8344 0.8501 0.8361 0.8329
20240907-23:56:21 time_train=50501 time_c_quizzes=0
20240907-23:56:21 no_c_quiz
20240907-23:56:21 training model 4 (accuracy 0.7831474542617798)
20240907-23:56:21 training model 5 (accuracy 0.8192161917686462)
20240907-23:58:26 train_loss 259 model 5 0.015334347753581824
20240907-23:58:26 train_loss 259 model 4 0.015418709922290873
20240907-23:58:27 test_loss 259 model 5 0.012042329463292844
20240907-23:58:27 test_loss 259 model 4 0.011840678338194266
20240907-23:59:22 test_accuracy 259 model 4 nb_correct 609 / 789 (77.19%)
20240907-23:59:22 test_accuracy 259 model 5 nb_correct 622 / 799 (77.85%)
20240907-23:59:23 wrote ae_000.pth
20240907-23:59:23 wrote ae_001.pth
20240907-23:59:24 wrote ae_002.pth
20240907-23:59:25 wrote ae_003.pth
20240907-23:59:25 wrote ae_004.pth
20240907-23:59:26 wrote ae_005.pth
20240907-23:59:27 wrote ae_006.pth
20240907-23:59:27 wrote ae_007.pth
20240907-23:59:28 wrote ae_008.pth
20240907-23:59:29 wrote ae_009.pth
20240907-23:59:29 epoch_duration 3min7s next_finish 00:02:37
20240907-23:59:29 wrote state.pth
20240907-23:59:29 --- epoch 260 ----------------------------------------
20240907-23:59:29 current_test_accuracies 0.8214 0.8209 0.8516 0.8223 0.7719 0.7785 0.8344 0.8501 0.8361 0.8329
20240907-23:59:29 time_train=50682 time_c_quizzes=0
20240907-23:59:29 no_c_quiz
20240907-23:59:29 training model 4 (accuracy 0.7718631029129028)
20240907-23:59:29 training model 5 (accuracy 0.7784730792045593)
20240908-00:01:34 train_loss 260 model 5 0.015345931274350733
20240908-00:01:34 train_loss 260 model 4 0.016441020163882058
20240908-00:01:35 test_loss 260 model 5 0.011690778563934145
20240908-00:01:35 test_loss 260 model 4 0.01311612869030796
20240908-00:02:22 test_accuracy 260 model 5 nb_correct 671 / 825 (81.33%)
20240908-00:02:28 test_accuracy 260 model 4 nb_correct 664 / 821 (80.88%)
20240908-00:02:28 wrote ae_000.pth
20240908-00:02:29 wrote ae_001.pth
20240908-00:02:30 wrote ae_002.pth
20240908-00:02:30 wrote ae_003.pth
20240908-00:02:31 wrote ae_004.pth
20240908-00:02:32 wrote ae_005.pth
20240908-00:02:33 wrote ae_006.pth
20240908-00:02:33 wrote ae_007.pth
20240908-00:02:34 wrote ae_008.pth
20240908-00:02:35 wrote ae_009.pth
20240908-00:02:35 epoch_duration 3min5s next_finish 00:05:40
20240908-00:02:35 wrote state.pth
20240908-00:02:35 --- epoch 261 ----------------------------------------
20240908-00:02:35 current_test_accuracies 0.8214 0.8209 0.8516 0.8223 0.8088 0.8133 0.8344 0.8501 0.8361 0.8329
20240908-00:02:35 time_train=50861 time_c_quizzes=0
20240908-00:02:35 no_c_quiz
20240908-00:02:35 training model 4 (accuracy 0.8087698221206665)
20240908-00:02:35 training model 5 (accuracy 0.8133333325386047)
20240908-00:04:39 train_loss 261 model 4 0.015400441795383813
20240908-00:04:39 train_loss 261 model 5 0.015622111808275803
20240908-00:04:41 test_loss 261 model 4 0.01353992985750665
20240908-00:04:41 test_loss 261 model 5 0.011741089027782436
20240908-00:05:29 test_accuracy 261 model 4 nb_correct 633 / 814 (77.76%)
20240908-00:05:44 test_accuracy 261 model 5 nb_correct 625 / 815 (76.69%)
20240908-00:05:44 wrote ae_000.pth
20240908-00:05:45 wrote ae_001.pth
20240908-00:05:46 wrote ae_002.pth
20240908-00:05:46 wrote ae_003.pth
20240908-00:05:47 wrote ae_004.pth
20240908-00:05:48 wrote ae_005.pth
20240908-00:05:48 wrote ae_006.pth
20240908-00:05:49 wrote ae_007.pth
20240908-00:05:50 wrote ae_008.pth
20240908-00:05:50 wrote ae_009.pth
20240908-00:05:50 epoch_duration 3min15s next_finish 00:09:06
20240908-00:05:50 wrote state.pth
20240908-00:05:50 --- epoch 262 ----------------------------------------
20240908-00:05:50 current_test_accuracies 0.8214 0.8209 0.8516 0.8223 0.7776 0.7669 0.8344 0.8501 0.8361 0.8329
20240908-00:05:50 time_train=51050 time_c_quizzes=0
20240908-00:05:50 no_c_quiz
20240908-00:05:50 training model 5 (accuracy 0.7668711543083191)
20240908-00:05:50 training model 4 (accuracy 0.7776412963867188)
20240908-00:07:55 train_loss 262 model 4 0.015731323428321047
20240908-00:07:55 train_loss 262 model 5 0.014740205553243868
20240908-00:07:57 test_loss 262 model 4 0.010399670853621501
20240908-00:07:57 test_loss 262 model 5 0.010264555177764123
20240908-00:08:41 test_accuracy 262 model 4 nb_correct 684 / 821 (83.31%)
20240908-00:08:49 test_accuracy 262 model 5 nb_correct 638 / 814 (78.38%)
20240908-00:08:49 wrote ae_000.pth
20240908-00:08:50 wrote ae_001.pth
20240908-00:08:51 wrote ae_002.pth
20240908-00:08:51 wrote ae_003.pth
20240908-00:08:52 wrote ae_004.pth
20240908-00:08:53 wrote ae_005.pth
20240908-00:08:54 wrote ae_006.pth
20240908-00:08:54 wrote ae_007.pth
20240908-00:08:55 wrote ae_008.pth
20240908-00:08:56 wrote ae_009.pth
20240908-00:08:56 epoch_duration 3min5s next_finish 00:12:01
20240908-00:08:56 wrote state.pth
20240908-00:08:56 --- epoch 263 ----------------------------------------
20240908-00:08:56 current_test_accuracies 0.8214 0.8209 0.8516 0.8223 0.8331 0.7838 0.8344 0.8501 0.8361 0.8329
20240908-00:08:56 time_train=51228 time_c_quizzes=0
20240908-00:08:56 no_c_quiz
20240908-00:08:56 training model 5 (accuracy 0.7837837934494019)
20240908-00:08:56 training model 1 (accuracy 0.820858895778656)
20240908-00:11:00 train_loss 263 model 5 0.015440907474359847
20240908-00:11:00 train_loss 263 model 1 0.014999965516239172
20240908-00:11:02 test_loss 263 model 5 0.011052567537990398
20240908-00:11:02 test_loss 263 model 1 0.011049865356835654
20240908-00:11:49 test_accuracy 263 model 5 nb_correct 649 / 819 (79.24%)
20240908-00:11:56 test_accuracy 263 model 1 nb_correct 622 / 802 (77.56%)
20240908-00:11:56 wrote ae_000.pth
20240908-00:11:57 wrote ae_001.pth
20240908-00:11:58 wrote ae_002.pth
20240908-00:11:59 wrote ae_003.pth
20240908-00:11:59 wrote ae_004.pth
20240908-00:12:00 wrote ae_005.pth
20240908-00:12:01 wrote ae_006.pth
20240908-00:12:01 wrote ae_007.pth
20240908-00:12:02 wrote ae_008.pth
20240908-00:12:03 wrote ae_009.pth
20240908-00:12:03 epoch_duration 3min7s next_finish 00:15:10
20240908-00:12:03 wrote state.pth
20240908-00:12:03 --- epoch 264 ----------------------------------------
20240908-00:12:03 current_test_accuracies 0.8214 0.7756 0.8516 0.8223 0.8331 0.7924 0.8344 0.8501 0.8361 0.8329
20240908-00:12:03 time_train=51408 time_c_quizzes=0
20240908-00:12:03 no_c_quiz
20240908-00:12:03 training model 1 (accuracy 0.7755610942840576)
20240908-00:12:03 training model 5 (accuracy 0.7924298048019409)
20240908-00:14:07 train_loss 264 model 5 0.01479685869810055
20240908-00:14:07 train_loss 264 model 1 0.01376133276244218
20240908-00:14:09 test_loss 264 model 5 0.011184697056160075
20240908-00:14:09 test_loss 264 model 1 0.010158797358599259
20240908-00:14:56 test_accuracy 264 model 1 nb_correct 639 / 810 (78.89%)
20240908-00:14:56 test_accuracy 264 model 5 nb_correct 608 / 800 (76.00%)
20240908-00:14:57 wrote ae_000.pth
20240908-00:14:57 wrote ae_001.pth
20240908-00:14:58 wrote ae_002.pth
20240908-00:14:59 wrote ae_003.pth
20240908-00:14:59 wrote ae_004.pth
20240908-00:15:00 wrote ae_005.pth
20240908-00:15:01 wrote ae_006.pth
20240908-00:15:01 wrote ae_007.pth
20240908-00:15:02 wrote ae_008.pth
20240908-00:15:03 wrote ae_009.pth
20240908-00:15:03 epoch_duration 3min0s next_finish 00:18:03
20240908-00:15:03 wrote state.pth
20240908-00:15:03 --- epoch 265 ----------------------------------------
20240908-00:15:03 current_test_accuracies 0.8214 0.7889 0.8516 0.8223 0.8331 0.7600 0.8344 0.8501 0.8361 0.8329
20240908-00:15:03 time_train=51581 time_c_quizzes=0
20240908-00:15:03 no_c_quiz
20240908-00:15:03 training model 5 (accuracy 0.7599999904632568)
20240908-00:15:03 training model 1 (accuracy 0.7888888716697693)
20240908-00:17:07 train_loss 265 model 5 0.014713721019550575
20240908-00:17:08 train_loss 265 model 1 0.015920459385466528
20240908-00:17:09 test_loss 265 model 5 0.007923260066218064
20240908-00:17:09 test_loss 265 model 1 0.013194966428272892
20240908-00:17:56 test_accuracy 265 model 5 nb_correct 678 / 818 (82.89%)
20240908-00:18:02 test_accuracy 265 model 1 nb_correct 647 / 801 (80.77%)
20240908-00:18:03 wrote ae_000.pth
20240908-00:18:03 wrote ae_001.pth
20240908-00:18:04 wrote ae_002.pth
20240908-00:18:05 wrote ae_003.pth
20240908-00:18:05 wrote ae_004.pth
20240908-00:18:06 wrote ae_005.pth
20240908-00:18:07 wrote ae_006.pth
20240908-00:18:07 wrote ae_007.pth
20240908-00:18:08 wrote ae_008.pth
20240908-00:18:09 wrote ae_009.pth
20240908-00:18:09 epoch_duration 3min5s next_finish 00:21:14
20240908-00:18:09 wrote state.pth
20240908-00:18:09 --- epoch 266 ----------------------------------------
20240908-00:18:09 current_test_accuracies 0.8214 0.8077 0.8516 0.8223 0.8331 0.8289 0.8344 0.8501 0.8361 0.8329
20240908-00:18:09 time_train=51760 time_c_quizzes=0
20240908-00:18:09 no_c_quiz
20240908-00:18:09 training model 1 (accuracy 0.807740330696106)
20240908-00:18:09 training model 0 (accuracy 0.8214285969734192)
20240908-00:20:13 train_loss 266 model 0 0.01599541008864617
20240908-00:20:13 train_loss 266 model 1 0.014459943332563853
20240908-00:20:15 test_loss 266 model 0 0.011230480693666323
20240908-00:20:15 test_loss 266 model 1 0.00952109849304179
20240908-00:20:59 test_accuracy 266 model 1 nb_correct 641 / 788 (81.35%)
20240908-00:21:00 test_accuracy 266 model 0 nb_correct 671 / 800 (83.88%)
20240908-00:21:01 wrote ae_000.pth
20240908-00:21:02 wrote ae_001.pth
20240908-00:21:02 wrote ae_002.pth
20240908-00:21:03 wrote ae_003.pth
20240908-00:21:04 wrote ae_004.pth
20240908-00:21:04 wrote ae_005.pth
20240908-00:21:05 wrote ae_006.pth
20240908-00:21:06 wrote ae_007.pth
20240908-00:21:06 wrote ae_008.pth
20240908-00:21:07 wrote ae_009.pth
20240908-00:21:07 epoch_duration 2min58s next_finish 00:24:06
20240908-00:21:07 wrote state.pth
20240908-00:21:07 --- epoch 267 ----------------------------------------
20240908-00:21:07 current_test_accuracies 0.8388 0.8135 0.8516 0.8223 0.8331 0.8289 0.8344 0.8501 0.8361 0.8329
20240908-00:21:07 time_train=51931 time_c_quizzes=0
20240908-00:21:07 no_c_quiz
20240908-00:21:07 training model 1 (accuracy 0.8134517669677734)
20240908-00:21:07 training model 3 (accuracy 0.8223039507865906)
20240908-00:23:12 train_loss 267 model 3 0.016292314485574024
20240908-00:23:12 train_loss 267 model 1 0.015503505913788103
20240908-00:23:14 test_loss 267 model 3 0.01157122946187883
20240908-00:23:14 test_loss 267 model 1 0.01260612437617965
20240908-00:23:54 test_accuracy 267 model 3 nb_correct 666 / 788 (84.52%)
20240908-00:24:04 test_accuracy 267 model 1 nb_correct 629 / 788 (79.82%)
20240908-00:24:05 wrote ae_000.pth
20240908-00:24:06 wrote ae_001.pth
20240908-00:24:06 wrote ae_002.pth
20240908-00:24:07 wrote ae_003.pth
20240908-00:24:08 wrote ae_004.pth
20240908-00:24:08 wrote ae_005.pth
20240908-00:24:09 wrote ae_006.pth
20240908-00:24:10 wrote ae_007.pth
20240908-00:24:11 wrote ae_008.pth
20240908-00:24:11 wrote ae_009.pth
20240908-00:24:11 epoch_duration 3min4s next_finish 00:27:15
20240908-00:24:11 wrote state.pth
20240908-00:24:11 --- epoch 268 ----------------------------------------
20240908-00:24:11 current_test_accuracies 0.8388 0.7982 0.8516 0.8452 0.8331 0.8289 0.8344 0.8501 0.8361 0.8329
20240908-00:24:11 time_train=52108 time_c_quizzes=0
20240908-00:24:11 no_c_quiz
20240908-00:24:11 training model 1 (accuracy 0.7982233762741089)
20240908-00:24:11 training model 5 (accuracy 0.8288508653640747)
20240908-00:26:16 train_loss 268 model 1 0.015037516675773077
20240908-00:26:16 train_loss 268 model 5 0.016074489110513242
20240908-00:26:17 test_loss 268 model 1 0.012182284766731754
20240908-00:26:17 test_loss 268 model 5 0.00852702601373494
20240908-00:27:01 test_accuracy 268 model 1 nb_correct 643 / 800 (80.38%)
20240908-00:27:07 test_accuracy 268 model 5 nb_correct 657 / 792 (82.95%)
20240908-00:27:07 wrote ae_000.pth
20240908-00:27:08 wrote ae_001.pth
20240908-00:27:09 wrote ae_002.pth
20240908-00:27:09 wrote ae_003.pth
20240908-00:27:10 wrote ae_004.pth
20240908-00:27:11 wrote ae_005.pth
20240908-00:27:11 wrote ae_006.pth
20240908-00:27:12 wrote ae_007.pth
20240908-00:27:13 wrote ae_008.pth
20240908-00:27:14 wrote ae_009.pth
20240908-00:27:14 epoch_duration 3min2s next_finish 00:30:16
20240908-00:27:14 wrote state.pth
20240908-00:27:14 --- epoch 269 ----------------------------------------
20240908-00:27:14 current_test_accuracies 0.8388 0.8037 0.8516 0.8452 0.8331 0.8295 0.8344 0.8501 0.8361 0.8329
20240908-00:27:14 time_train=52283 time_c_quizzes=0
20240908-00:27:14 no_c_quiz
20240908-00:27:14 training model 1 (accuracy 0.8037499785423279)
20240908-00:27:14 training model 5 (accuracy 0.8295454382896423)
20240908-00:29:18 train_loss 269 model 1 0.01441973734307976
20240908-00:29:18 train_loss 269 model 5 0.014162415112019516
20240908-00:29:20 test_loss 269 model 1 0.012166987225100456
20240908-00:29:20 test_loss 269 model 5 0.009353125930601891
20240908-00:30:05 test_accuracy 269 model 5 nb_correct 671 / 809 (82.94%)
20240908-00:30:08 test_accuracy 269 model 1 nb_correct 629 / 805 (78.14%)
20240908-00:30:09 wrote ae_000.pth
20240908-00:30:09 wrote ae_001.pth
20240908-00:30:10 wrote ae_002.pth
20240908-00:30:11 wrote ae_003.pth
20240908-00:30:11 wrote ae_004.pth
20240908-00:30:12 wrote ae_005.pth
20240908-00:30:13 wrote ae_006.pth
20240908-00:30:14 wrote ae_007.pth
20240908-00:30:14 wrote ae_008.pth
20240908-00:30:15 wrote ae_009.pth
20240908-00:30:15 epoch_duration 3min1s next_finish 00:33:16
20240908-00:30:15 wrote state.pth
20240908-00:30:15 --- epoch 270 ----------------------------------------
20240908-00:30:15 current_test_accuracies 0.8388 0.7814 0.8516 0.8452 0.8331 0.8294 0.8344 0.8501 0.8361 0.8329
20240908-00:30:15 time_train=52457 time_c_quizzes=0
20240908-00:30:15 no_c_quiz
20240908-00:30:15 training model 1 (accuracy 0.7813664674758911)
20240908-00:30:15 training model 5 (accuracy 0.8294190168380737)
20240908-00:32:20 train_loss 270 model 1 0.014393277542534633
20240908-00:32:20 train_loss 270 model 5 0.014347967221052386
20240908-00:32:21 test_loss 270 model 1 0.011885866430361602
20240908-00:32:21 test_loss 270 model 5 0.01086624826161824
20240908-00:32:59 test_accuracy 270 model 1 nb_correct 677 / 785 (86.24%)
20240908-00:33:08 test_accuracy 270 model 5 nb_correct 668 / 801 (83.40%)
20240908-00:33:08 wrote ae_000.pth
20240908-00:33:09 wrote ae_001.pth
20240908-00:33:10 wrote ae_002.pth
20240908-00:33:10 wrote ae_003.pth
20240908-00:33:11 wrote ae_004.pth
20240908-00:33:12 wrote ae_005.pth
20240908-00:33:12 wrote ae_006.pth
20240908-00:33:13 wrote ae_007.pth
20240908-00:33:14 wrote ae_008.pth
20240908-00:33:14 wrote ae_009.pth
20240908-00:33:14 epoch_duration 2min59s next_finish 00:36:14
20240908-00:33:14 wrote state.pth
20240908-00:33:14 --- epoch 271 ----------------------------------------
20240908-00:33:14 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8331 0.8340 0.8344 0.8501 0.8361 0.8329
20240908-00:33:14 time_train=52629 time_c_quizzes=0
20240908-00:33:14 no_c_quiz
20240908-00:33:14 training model 9 (accuracy 0.8329176902770996)
20240908-00:33:14 training model 4 (accuracy 0.8331303000450134)
20240908-00:35:19 train_loss 271 model 9 0.015738074593915373
20240908-00:35:19 train_loss 271 model 4 0.015128396045591217
20240908-00:35:21 test_loss 271 model 9 0.013928511029371293
20240908-00:35:21 test_loss 271 model 4 0.011085950856477211
20240908-00:36:11 test_accuracy 271 model 4 nb_correct 649 / 810 (80.12%)
20240908-00:36:14 test_accuracy 271 model 9 nb_correct 644 / 801 (80.40%)
20240908-00:36:14 wrote ae_000.pth
20240908-00:36:15 wrote ae_001.pth
20240908-00:36:16 wrote ae_002.pth
20240908-00:36:16 wrote ae_003.pth
20240908-00:36:17 wrote ae_004.pth
20240908-00:36:18 wrote ae_005.pth
20240908-00:36:19 wrote ae_006.pth
20240908-00:36:19 wrote ae_007.pth
20240908-00:36:20 wrote ae_008.pth
20240908-00:36:20 wrote ae_009.pth
20240908-00:36:20 epoch_duration 3min6s next_finish 00:39:27
20240908-00:36:20 wrote state.pth
20240908-00:36:20 --- epoch 272 ----------------------------------------
20240908-00:36:20 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8012 0.8340 0.8344 0.8501 0.8361 0.8040
20240908-00:36:20 time_train=52808 time_c_quizzes=0
20240908-00:36:20 no_c_quiz
20240908-00:36:20 training model 4 (accuracy 0.8012345433235168)
20240908-00:36:20 training model 9 (accuracy 0.8039950132369995)
20240908-00:38:26 train_loss 272 model 9 0.01621402952866629
20240908-00:38:26 train_loss 272 model 4 0.015695528940996156
20240908-00:38:27 test_loss 272 model 9 0.008578583552480267
20240908-00:38:27 test_loss 272 model 4 0.011808063888747711
20240908-00:39:17 test_accuracy 272 model 4 nb_correct 627 / 804 (77.99%)
20240908-00:39:20 test_accuracy 272 model 9 nb_correct 660 / 796 (82.91%)
20240908-00:39:21 wrote ae_000.pth
20240908-00:39:21 wrote ae_001.pth
20240908-00:39:22 wrote ae_002.pth
20240908-00:39:23 wrote ae_003.pth
20240908-00:39:23 wrote ae_004.pth
20240908-00:39:24 wrote ae_005.pth
20240908-00:39:25 wrote ae_006.pth
20240908-00:39:25 wrote ae_007.pth
20240908-00:39:26 wrote ae_008.pth
20240908-00:39:27 wrote ae_009.pth
20240908-00:39:27 epoch_duration 3min6s next_finish 00:42:33
20240908-00:39:27 wrote state.pth
20240908-00:39:27 --- epoch 273 ----------------------------------------
20240908-00:39:27 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.7799 0.8340 0.8344 0.8501 0.8361 0.8291
20240908-00:39:27 time_train=52987 time_c_quizzes=0
20240908-00:39:27 no_c_quiz
20240908-00:39:27 training model 4 (accuracy 0.7798507213592529)
20240908-00:39:27 training model 9 (accuracy 0.8291457295417786)
20240908-00:41:32 train_loss 273 model 4 0.015775638929830166
20240908-00:41:32 train_loss 273 model 9 0.01575543861454935
20240908-00:41:33 test_loss 273 model 4 0.010476007854595081
20240908-00:41:33 test_loss 273 model 9 0.010624928557808744
20240908-00:42:18 test_accuracy 273 model 9 nb_correct 666 / 815 (81.72%)
20240908-00:42:26 test_accuracy 273 model 4 nb_correct 625 / 791 (79.01%)
20240908-00:42:27 wrote ae_000.pth
20240908-00:42:28 wrote ae_001.pth
20240908-00:42:28 wrote ae_002.pth
20240908-00:42:29 wrote ae_003.pth
20240908-00:42:30 wrote ae_004.pth
20240908-00:42:30 wrote ae_005.pth
20240908-00:42:31 wrote ae_006.pth
20240908-00:42:32 wrote ae_007.pth
20240908-00:42:32 wrote ae_008.pth
20240908-00:42:33 wrote ae_009.pth
20240908-00:42:33 epoch_duration 3min6s next_finish 00:45:39
20240908-00:42:33 wrote state.pth
20240908-00:42:33 --- epoch 274 ----------------------------------------
20240908-00:42:33 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.7901 0.8340 0.8344 0.8501 0.8361 0.8172
20240908-00:42:33 time_train=53166 time_c_quizzes=0
20240908-00:42:33 no_c_quiz
20240908-00:42:33 training model 4 (accuracy 0.7901390790939331)
20240908-00:42:33 training model 9 (accuracy 0.8171778917312622)
20240908-00:44:38 train_loss 274 model 9 0.015662216435346637
20240908-00:44:38 train_loss 274 model 4 0.014989069636096246
20240908-00:44:40 test_loss 274 model 9 0.014473346705381118
20240908-00:44:40 test_loss 274 model 4 0.009495635979692451
20240908-00:45:32 test_accuracy 274 model 9 nb_correct 617 / 786 (78.50%)
20240908-00:45:35 test_accuracy 274 model 4 nb_correct 598 / 789 (75.79%)
20240908-00:45:36 wrote ae_000.pth
20240908-00:45:37 wrote ae_001.pth
20240908-00:45:37 wrote ae_002.pth
20240908-00:45:38 wrote ae_003.pth
20240908-00:45:38 wrote ae_004.pth
20240908-00:45:39 wrote ae_005.pth
20240908-00:45:40 wrote ae_006.pth
20240908-00:45:41 wrote ae_007.pth
20240908-00:45:41 wrote ae_008.pth
20240908-00:45:42 wrote ae_009.pth
20240908-00:45:42 epoch_duration 3min8s next_finish 00:48:51
20240908-00:45:42 wrote state.pth
20240908-00:45:42 --- epoch 275 ----------------------------------------
20240908-00:45:42 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.7579 0.8340 0.8344 0.8501 0.8361 0.7850
20240908-00:45:42 time_train=53348 time_c_quizzes=0
20240908-00:45:42 no_c_quiz
20240908-00:45:42 training model 4 (accuracy 0.7579213976860046)
20240908-00:45:42 training model 9 (accuracy 0.7849872708320618)
20240908-00:47:47 train_loss 275 model 4 0.014741021651367191
20240908-00:47:47 train_loss 275 model 9 0.014362407530410565
20240908-00:47:49 test_loss 275 model 4 0.012960431716055609
20240908-00:47:49 test_loss 275 model 9 0.009142967007755942
20240908-00:48:34 test_accuracy 275 model 4 nb_correct 649 / 785 (82.68%)
20240908-00:48:34 test_accuracy 275 model 9 nb_correct 656 / 793 (82.72%)
20240908-00:48:35 wrote ae_000.pth
20240908-00:48:36 wrote ae_001.pth
20240908-00:48:36 wrote ae_002.pth
20240908-00:48:37 wrote ae_003.pth
20240908-00:48:38 wrote ae_004.pth
20240908-00:48:38 wrote ae_005.pth
20240908-00:48:39 wrote ae_006.pth
20240908-00:48:40 wrote ae_007.pth
20240908-00:48:40 wrote ae_008.pth
20240908-00:48:41 wrote ae_009.pth
20240908-00:48:41 epoch_duration 2min59s next_finish 00:51:40
20240908-00:48:41 wrote state.pth
20240908-00:48:41 --- epoch 276 ----------------------------------------
20240908-00:48:41 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8268 0.8340 0.8344 0.8501 0.8361 0.8272
20240908-00:48:41 time_train=53520 time_c_quizzes=0
20240908-00:48:41 no_c_quiz
20240908-00:48:41 training model 4 (accuracy 0.8267515897750854)
20240908-00:48:41 training model 9 (accuracy 0.8272383213043213)
20240908-00:50:46 train_loss 276 model 9 0.015245125008455943
20240908-00:50:46 train_loss 276 model 4 0.015320665209612344
20240908-00:50:47 test_loss 276 model 9 0.010519332405783644
20240908-00:50:48 test_loss 276 model 4 0.008923199867058428
20240908-00:51:31 test_accuracy 276 model 4 nb_correct 700 / 810 (86.42%)
20240908-00:51:32 test_accuracy 276 model 9 nb_correct 630 / 804 (78.36%)
20240908-00:51:33 wrote ae_000.pth
20240908-00:51:34 wrote ae_001.pth
20240908-00:51:35 wrote ae_002.pth
20240908-00:51:35 wrote ae_003.pth
20240908-00:51:36 wrote ae_004.pth
20240908-00:51:36 wrote ae_005.pth
20240908-00:51:37 wrote ae_006.pth
20240908-00:51:38 wrote ae_007.pth
20240908-00:51:38 wrote ae_008.pth
20240908-00:51:39 wrote ae_009.pth
20240908-00:51:39 epoch_duration 2min57s next_finish 00:54:37
20240908-00:51:39 wrote state.pth
20240908-00:51:39 --- epoch 277 ----------------------------------------
20240908-00:51:39 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8642 0.8340 0.8344 0.8501 0.8361 0.7836
20240908-00:51:39 time_train=53691 time_c_quizzes=0
20240908-00:51:39 no_c_quiz
20240908-00:51:39 training model 9 (accuracy 0.7835820913314819)
20240908-00:51:39 training model 5 (accuracy 0.8339575529098511)
20240908-00:53:44 train_loss 277 model 9 0.01442759624106111
20240908-00:53:44 train_loss 277 model 5 0.014405120169263682
20240908-00:53:46 test_loss 277 model 9 0.011643624013595399
20240908-00:53:46 test_loss 277 model 5 0.011577259830573894
20240908-00:54:24 test_accuracy 277 model 5 nb_correct 678 / 798 (84.96%)
20240908-00:54:31 test_accuracy 277 model 9 nb_correct 671 / 801 (83.77%)
20240908-00:54:31 wrote ae_000.pth
20240908-00:54:32 wrote ae_001.pth
20240908-00:54:33 wrote ae_002.pth
20240908-00:54:33 wrote ae_003.pth
20240908-00:54:34 wrote ae_004.pth
20240908-00:54:35 wrote ae_005.pth
20240908-00:54:35 wrote ae_006.pth
20240908-00:54:36 wrote ae_007.pth
20240908-00:54:37 wrote ae_008.pth
20240908-00:54:38 wrote ae_009.pth
20240908-00:54:38 epoch_duration 2min58s next_finish 00:57:36
20240908-00:54:38 wrote state.pth
20240908-00:54:38 --- epoch 278 ----------------------------------------
20240908-00:54:38 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8642 0.8496 0.8344 0.8501 0.8361 0.8377
20240908-00:54:38 time_train=53862 time_c_quizzes=0
20240908-00:54:38 no_c_quiz
20240908-00:54:38 training model 6 (accuracy 0.8343788981437683)
20240908-00:54:38 training model 8 (accuracy 0.8360863924026489)
20240908-00:56:43 train_loss 278 model 8 0.015414422166024452
20240908-00:56:43 train_loss 278 model 6 0.014680740961135598
20240908-00:56:44 test_loss 278 model 8 0.011883565466996515
20240908-00:56:44 test_loss 278 model 6 0.011558509137830696
20240908-00:57:30 test_accuracy 278 model 8 nb_correct 644 / 801 (80.40%)
20240908-00:57:38 test_accuracy 278 model 6 nb_correct 621 / 815 (76.20%)
20240908-00:57:39 wrote ae_000.pth
20240908-00:57:40 wrote ae_001.pth
20240908-00:57:41 wrote ae_002.pth
20240908-00:57:41 wrote ae_003.pth
20240908-00:57:42 wrote ae_004.pth
20240908-00:57:43 wrote ae_005.pth
20240908-00:57:43 wrote ae_006.pth
20240908-00:57:44 wrote ae_007.pth
20240908-00:57:45 wrote ae_008.pth
20240908-00:57:45 wrote ae_009.pth
20240908-00:57:45 epoch_duration 3min7s next_finish 01:00:53
20240908-00:57:45 wrote state.pth
20240908-00:57:45 --- epoch 279 ----------------------------------------
20240908-00:57:45 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8642 0.8496 0.7620 0.8501 0.8040 0.8377
20240908-00:57:45 time_train=54042 time_c_quizzes=0
20240908-00:57:45 no_c_quiz
20240908-00:57:45 training model 6 (accuracy 0.7619631886482239)
20240908-00:57:45 training model 8 (accuracy 0.8039950132369995)
20240908-00:59:50 train_loss 279 model 8 0.015491871265956433
20240908-00:59:50 train_loss 279 model 6 0.014995043122704374
20240908-00:59:52 test_loss 279 model 8 0.006743783242336576
20240908-00:59:52 test_loss 279 model 6 0.012131947688067158
20240908-01:00:41 test_accuracy 279 model 8 nb_correct 653 / 789 (82.76%)
20240908-01:00:46 test_accuracy 279 model 6 nb_correct 645 / 793 (81.34%)
20240908-01:00:46 wrote ae_000.pth
20240908-01:00:47 wrote ae_001.pth
20240908-01:00:48 wrote ae_002.pth
20240908-01:00:48 wrote ae_003.pth
20240908-01:00:49 wrote ae_004.pth
20240908-01:00:50 wrote ae_005.pth
20240908-01:00:50 wrote ae_006.pth
20240908-01:00:51 wrote ae_007.pth
20240908-01:00:52 wrote ae_008.pth
20240908-01:00:52 wrote ae_009.pth
20240908-01:00:52 epoch_duration 3min7s next_finish 01:04:00
20240908-01:00:52 wrote state.pth
20240908-01:00:52 --- epoch 280 ----------------------------------------
20240908-01:00:52 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8642 0.8496 0.8134 0.8501 0.8276 0.8377
20240908-01:00:52 time_train=54222 time_c_quizzes=0
20240908-01:00:52 no_c_quiz
20240908-01:00:52 training model 6 (accuracy 0.8133669495582581)
20240908-01:00:52 training model 8 (accuracy 0.8276299238204956)
20240908-01:02:57 train_loss 280 model 6 0.015054717042279663
20240908-01:02:57 train_loss 280 model 8 0.015589874447570765
20240908-01:02:59 test_loss 280 model 6 0.009554740693420171
20240908-01:02:59 test_loss 280 model 8 0.008012706270164927
20240908-01:03:43 test_accuracy 280 model 6 nb_correct 679 / 814 (83.42%)
20240908-01:03:44 test_accuracy 280 model 8 nb_correct 654 / 801 (81.65%)
20240908-01:03:44 wrote ae_000.pth
20240908-01:03:45 wrote ae_001.pth
20240908-01:03:46 wrote ae_002.pth
20240908-01:03:46 wrote ae_003.pth
20240908-01:03:47 wrote ae_004.pth
20240908-01:03:48 wrote ae_005.pth
20240908-01:03:49 wrote ae_006.pth
20240908-01:03:49 wrote ae_007.pth
20240908-01:03:50 wrote ae_008.pth
20240908-01:03:51 wrote ae_009.pth
20240908-01:03:51 epoch_duration 2min58s next_finish 01:06:49
20240908-01:03:51 wrote state.pth
20240908-01:03:51 --- epoch 281 ----------------------------------------
20240908-01:03:51 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8642 0.8496 0.8342 0.8501 0.8165 0.8377
20240908-01:03:51 time_train=54393 time_c_quizzes=0
20240908-01:03:51 no_c_quiz
20240908-01:03:51 training model 8 (accuracy 0.8164793848991394)
20240908-01:03:51 training model 6 (accuracy 0.834152340888977)
20240908-01:05:56 train_loss 281 model 8 0.015830323294561823
20240908-01:05:56 train_loss 281 model 6 0.014150509226150462
20240908-01:05:57 test_loss 281 model 8 0.011633874945619026
20240908-01:05:57 test_loss 281 model 6 0.013477086349303136
20240908-01:06:44 test_accuracy 281 model 6 nb_correct 662 / 807 (82.03%)
20240908-01:06:50 test_accuracy 281 model 8 nb_correct 635 / 795 (79.87%)
20240908-01:06:51 wrote ae_000.pth
20240908-01:06:52 wrote ae_001.pth
20240908-01:06:52 wrote ae_002.pth
20240908-01:06:53 wrote ae_003.pth
20240908-01:06:54 wrote ae_004.pth
20240908-01:06:54 wrote ae_005.pth
20240908-01:06:55 wrote ae_006.pth
20240908-01:06:56 wrote ae_007.pth
20240908-01:06:56 wrote ae_008.pth
20240908-01:06:57 wrote ae_009.pth
20240908-01:06:57 epoch_duration 3min6s next_finish 01:10:03
20240908-01:06:57 wrote state.pth
20240908-01:06:57 --- epoch 282 ----------------------------------------
20240908-01:06:57 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8642 0.8496 0.8203 0.8501 0.7987 0.8377
20240908-01:06:57 time_train=54572 time_c_quizzes=0
20240908-01:06:57 no_c_quiz
20240908-01:06:57 training model 8 (accuracy 0.7987421154975891)
20240908-01:06:57 training model 6 (accuracy 0.8203221559524536)
20240908-01:09:02 train_loss 282 model 8 0.014676652923226357
20240908-01:09:02 train_loss 282 model 6 0.014675603365831194
20240908-01:09:04 test_loss 282 model 8 0.012747499377655912
20240908-01:09:04 test_loss 282 model 6 0.00928525604222159
20240908-01:09:51 test_accuracy 282 model 6 nb_correct 668 / 786 (84.99%)
20240908-01:09:55 test_accuracy 282 model 8 nb_correct 664 / 811 (81.87%)
20240908-01:09:56 wrote ae_000.pth
20240908-01:09:57 wrote ae_001.pth
20240908-01:09:57 wrote ae_002.pth
20240908-01:09:58 wrote ae_003.pth
20240908-01:09:59 wrote ae_004.pth
20240908-01:09:59 wrote ae_005.pth
20240908-01:10:00 wrote ae_006.pth
20240908-01:10:01 wrote ae_007.pth
20240908-01:10:01 wrote ae_008.pth
20240908-01:10:02 wrote ae_009.pth
20240908-01:10:02 epoch_duration 3min5s next_finish 01:13:07
20240908-01:10:02 wrote state.pth
20240908-01:10:02 --- epoch 283 ----------------------------------------
20240908-01:10:02 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8642 0.8496 0.8499 0.8501 0.8187 0.8377
20240908-01:10:02 time_train=54750 time_c_quizzes=0
20240908-01:10:02 no_c_quiz
20240908-01:10:02 training model 8 (accuracy 0.8187422752380371)
20240908-01:10:02 training model 9 (accuracy 0.8377028703689575)
20240908-01:12:07 train_loss 283 model 8 0.014634372609551066
20240908-01:12:07 train_loss 283 model 9 0.01496772979281377
20240908-01:12:08 test_loss 283 model 8 0.015234646858516498
20240908-01:12:09 test_loss 283 model 9 0.010903190610042657
20240908-01:12:52 test_accuracy 283 model 9 nb_correct 639 / 773 (82.66%)
20240908-01:12:54 test_accuracy 283 model 8 nb_correct 665 / 805 (82.61%)
20240908-01:12:55 wrote ae_000.pth
20240908-01:12:56 wrote ae_001.pth
20240908-01:12:56 wrote ae_002.pth
20240908-01:12:57 wrote ae_003.pth
20240908-01:12:58 wrote ae_004.pth
20240908-01:12:59 wrote ae_005.pth
20240908-01:12:59 wrote ae_006.pth
20240908-01:13:00 wrote ae_007.pth
20240908-01:13:01 wrote ae_008.pth
20240908-01:13:01 wrote ae_009.pth
20240908-01:13:01 epoch_duration 2min59s next_finish 01:16:01
20240908-01:13:01 wrote state.pth
20240908-01:13:01 --- epoch 284 ----------------------------------------
20240908-01:13:01 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8642 0.8496 0.8499 0.8501 0.8261 0.8266
20240908-01:13:01 time_train=54922 time_c_quizzes=0
20240908-01:13:01 no_c_quiz
20240908-01:13:01 training model 8 (accuracy 0.8260869383811951)
20240908-01:13:01 training model 9 (accuracy 0.8266494274139404)
20240908-01:15:06 train_loss 284 model 9 0.014735800846538041
20240908-01:15:06 train_loss 284 model 8 0.014564051365858177
20240908-01:15:07 test_loss 284 model 9 0.01375785530435678
20240908-01:15:08 test_loss 284 model 8 0.012173649316355294
20240908-01:15:49 test_accuracy 284 model 9 nb_correct 618 / 776 (79.64%)
20240908-01:15:52 test_accuracy 284 model 8 nb_correct 691 / 816 (84.68%)
20240908-01:15:52 wrote ae_000.pth
20240908-01:15:53 wrote ae_001.pth
20240908-01:15:54 wrote ae_002.pth
20240908-01:15:54 wrote ae_003.pth
20240908-01:15:55 wrote ae_004.pth
20240908-01:15:56 wrote ae_005.pth
20240908-01:15:56 wrote ae_006.pth
20240908-01:15:57 wrote ae_007.pth
20240908-01:15:58 wrote ae_008.pth
20240908-01:15:58 wrote ae_009.pth
20240908-01:15:58 epoch_duration 2min57s next_finish 01:18:55
20240908-01:15:58 wrote state.pth
20240908-01:15:58 --- epoch 285 ----------------------------------------
20240908-01:15:58 current_test_accuracies 0.8388 0.8624 0.8516 0.8452 0.8642 0.8496 0.8499 0.8501 0.8468 0.7964
20240908-01:15:58 time_train=55092 time_c_quizzes=0
20240908-01:15:58 no_c_quiz
20240908-01:15:58 training model 9 (accuracy 0.7963917255401611)
20240908-01:15:58 training model 0 (accuracy 0.8387500047683716)
20240908-01:18:03 train_loss 285 model 0 0.014738973043538862
20240908-01:18:03 train_loss 285 model 9 0.014624699115156545
20240908-01:18:05 test_loss 285 model 0 0.01325164466688875
20240908-01:18:05 test_loss 285 model 9 0.012740730332006933
20240908-01:18:52 test_accuracy 285 model 9 nb_correct 676 / 809 (83.56%)
20240908-01:18:57 test_accuracy 285 model 0 nb_correct 633 / 782 (80.95%)
20240908-01:18:57 wrote ae_000.pth
20240908-01:18:58 wrote ae_001.pth
20240908-01:18:59 wrote ae_002.pth
20240908-01:18:59 wrote ae_003.pth
20240908-01:19:00 wrote ae_004.pth
20240908-01:19:01 wrote ae_005.pth
20240908-01:19:01 wrote ae_006.pth
20240908-01:19:02 wrote ae_007.pth
20240908-01:19:03 wrote ae_008.pth
20240908-01:19:03 wrote ae_009.pth
20240908-01:19:03 epoch_duration 3min5s next_finish 01:22:09
20240908-01:19:03 wrote state.pth
20240908-01:19:03 --- epoch 286 ----------------------------------------
20240908-01:19:03 current_test_accuracies 0.8095 0.8624 0.8516 0.8452 0.8642 0.8496 0.8499 0.8501 0.8468 0.8356
20240908-01:19:03 time_train=55270 time_c_quizzes=0
20240908-01:19:03 no_c_quiz
20240908-01:19:03 training model 0 (accuracy 0.8094629049301147)
20240908-01:19:03 training model 9 (accuracy 0.8355994820594788)
20240908-01:21:08 train_loss 286 model 9 0.01513704161021451
20240908-01:21:08 train_loss 286 model 0 0.014854180405396619
20240908-01:21:10 test_loss 286 model 9 0.009018476722440027
20240908-01:21:10 test_loss 286 model 0 0.01298797340132296
20240908-01:21:51 test_accuracy 286 model 0 nb_correct 649 / 785 (82.68%)
20240908-01:22:03 test_accuracy 286 model 9 nb_correct 652 / 796 (81.91%)
20240908-01:22:03 wrote ae_000.pth
20240908-01:22:04 wrote ae_001.pth
20240908-01:22:05 wrote ae_002.pth
20240908-01:22:05 wrote ae_003.pth
20240908-01:22:06 wrote ae_004.pth
20240908-01:22:07 wrote ae_005.pth
20240908-01:22:07 wrote ae_006.pth
20240908-01:22:08 wrote ae_007.pth
20240908-01:22:09 wrote ae_008.pth
20240908-01:22:10 wrote ae_009.pth
20240908-01:22:10 epoch_duration 3min6s next_finish 01:25:16
20240908-01:22:10 wrote state.pth
20240908-01:22:10 --- epoch 287 ----------------------------------------
20240908-01:22:10 current_test_accuracies 0.8268 0.8624 0.8516 0.8452 0.8642 0.8496 0.8499 0.8501 0.8468 0.8191
20240908-01:22:10 time_train=55449 time_c_quizzes=0
20240908-01:22:10 no_c_quiz
20240908-01:22:10 training model 9 (accuracy 0.8190954923629761)
20240908-01:22:10 training model 0 (accuracy 0.8267515897750854)
20240908-01:24:14 train_loss 287 model 0 0.014811028100710246
20240908-01:24:14 train_loss 287 model 9 0.015070336525750462
20240908-01:24:16 test_loss 287 model 0 0.010097190891610808
20240908-01:24:16 test_loss 287 model 9 0.00872132230506395
20240908-01:25:01 test_accuracy 287 model 0 nb_correct 660 / 801 (82.40%)
20240908-01:25:04 test_accuracy 287 model 9 nb_correct 657 / 795 (82.64%)
20240908-01:25:05 wrote ae_000.pth
20240908-01:25:05 wrote ae_001.pth
20240908-01:25:06 wrote ae_002.pth
20240908-01:25:07 wrote ae_003.pth
20240908-01:25:07 wrote ae_004.pth
20240908-01:25:08 wrote ae_005.pth
20240908-01:25:09 wrote ae_006.pth
20240908-01:25:09 wrote ae_007.pth
20240908-01:25:10 wrote ae_008.pth
20240908-01:25:11 wrote ae_009.pth
20240908-01:25:11 epoch_duration 3min1s next_finish 01:28:12
20240908-01:25:11 wrote state.pth
20240908-01:25:11 --- epoch 288 ----------------------------------------
20240908-01:25:11 current_test_accuracies 0.8240 0.8624 0.8516 0.8452 0.8642 0.8496 0.8499 0.8501 0.8468 0.8264
20240908-01:25:11 time_train=55623 time_c_quizzes=0
20240908-01:25:11 no_c_quiz
20240908-01:25:11 training model 0 (accuracy 0.8239700198173523)
20240908-01:25:11 training model 9 (accuracy 0.8264151215553284)
20240908-01:27:16 train_loss 288 model 9 0.014392188876023284
20240908-01:27:16 train_loss 288 model 0 0.015004036526093842
20240908-01:27:17 test_loss 288 model 9 0.012722230433428194
20240908-01:27:17 test_loss 288 model 0 0.010400259547213863
20240908-01:28:03 test_accuracy 288 model 9 nb_correct 649 / 782 (82.99%)
20240908-01:28:08 test_accuracy 288 model 0 nb_correct 657 / 783 (83.91%)
20240908-01:28:09 wrote ae_000.pth
20240908-01:28:09 wrote ae_001.pth
20240908-01:28:10 wrote ae_002.pth
20240908-01:28:11 wrote ae_003.pth
20240908-01:28:11 wrote ae_004.pth
20240908-01:28:12 wrote ae_005.pth
20240908-01:28:13 wrote ae_006.pth
20240908-01:28:13 wrote ae_007.pth
20240908-01:28:14 wrote ae_008.pth
20240908-01:28:15 wrote ae_009.pth
20240908-01:28:15 epoch_duration 3min4s next_finish 01:31:19
20240908-01:28:15 wrote state.pth
20240908-01:28:15 --- epoch 289 ----------------------------------------
20240908-01:28:15 current_test_accuracies 0.8391 0.8624 0.8516 0.8452 0.8642 0.8496 0.8499 0.8501 0.8468 0.8299
20240908-01:28:15 time_train=55800 time_c_quizzes=0
20240908-01:28:15 no_c_quiz
20240908-01:28:15 training model 9 (accuracy 0.8299232721328735)
20240908-01:28:15 training model 0 (accuracy 0.8390804529190063)
20240908-01:30:20 train_loss 289 model 0 0.014817079939006363
20240908-01:30:20 train_loss 289 model 9 0.013888616617754451
20240908-01:30:22 test_loss 289 model 0 0.012267019176215399
20240908-01:30:22 test_loss 289 model 9 0.01177592719286622
20240908-01:31:07 test_accuracy 289 model 0 nb_correct 648 / 780 (83.08%)
20240908-01:31:10 test_accuracy 289 model 9 nb_correct 640 / 797 (80.30%)
20240908-01:31:10 wrote ae_000.pth
20240908-01:31:11 wrote ae_001.pth
20240908-01:31:12 wrote ae_002.pth
20240908-01:31:12 wrote ae_003.pth
20240908-01:31:13 wrote ae_004.pth
20240908-01:31:14 wrote ae_005.pth
20240908-01:31:14 wrote ae_006.pth
20240908-01:31:15 wrote ae_007.pth
20240908-01:31:16 wrote ae_008.pth
20240908-01:31:16 wrote ae_009.pth
20240908-01:31:16 epoch_duration 3min1s next_finish 01:34:18
20240908-01:31:16 wrote state.pth
20240908-01:31:16 --- epoch 290 ----------------------------------------
20240908-01:31:16 current_test_accuracies 0.8308 0.8624 0.8516 0.8452 0.8642 0.8496 0.8499 0.8501 0.8468 0.8030
20240908-01:31:16 time_train=55974 time_c_quizzes=0
20240908-01:31:16 no_c_quiz
20240908-01:31:16 training model 9 (accuracy 0.8030112981796265)
20240908-01:31:16 training model 0 (accuracy 0.8307692408561707)
20240908-01:33:21 train_loss 290 model 9 0.014374692577621317
20240908-01:33:21 train_loss 290 model 0 0.014596135191182838
20240908-01:33:23 test_loss 290 model 9 0.013037166346111916
20240908-01:33:23 test_loss 290 model 0 0.009343106822780101
20240908-01:34:04 test_accuracy 290 model 9 nb_correct 661 / 797 (82.94%)
20240908-01:34:13 test_accuracy 290 model 0 nb_correct 693 / 814 (85.14%)
20240908-01:34:13 wrote ae_000.pth
20240908-01:34:14 wrote ae_001.pth
20240908-01:34:15 wrote ae_002.pth
20240908-01:34:15 wrote ae_003.pth
20240908-01:34:16 wrote ae_004.pth
20240908-01:34:17 wrote ae_005.pth
20240908-01:34:17 wrote ae_006.pth
20240908-01:34:18 wrote ae_007.pth
20240908-01:34:19 wrote ae_008.pth
20240908-01:34:19 wrote ae_009.pth
20240908-01:34:19 epoch_duration 3min3s next_finish 01:37:23
20240908-01:34:19 wrote state.pth
20240908-01:34:19 --- epoch 291 ----------------------------------------
20240908-01:34:19 current_test_accuracies 0.8514 0.8624 0.8516 0.8452 0.8642 0.8496 0.8499 0.8501 0.8468 0.8294
20240908-01:34:19 time_train=56150 time_c_quizzes=0
20240908-01:34:19 no_c_quiz
20240908-01:34:19 training model 9 (accuracy 0.8293601274490356)
20240908-01:34:19 training model 3 (accuracy 0.8451776504516602)
20240908-01:36:24 train_loss 291 model 3 0.014247859911454726
20240908-01:36:24 train_loss 291 model 9 0.014577439248430892
20240908-01:36:26 test_loss 291 model 3 0.011662167320901062
20240908-01:36:26 test_loss 291 model 9 0.013264032850565854
20240908-01:37:09 test_accuracy 291 model 3 nb_correct 636 / 817 (77.85%)
20240908-01:37:10 test_accuracy 291 model 9 nb_correct 671 / 779 (86.14%)
20240908-01:37:11 wrote ae_000.pth
20240908-01:37:12 wrote ae_001.pth
20240908-01:37:13 wrote ae_002.pth
20240908-01:37:13 wrote ae_003.pth
20240908-01:37:14 wrote ae_004.pth
20240908-01:37:15 wrote ae_005.pth
20240908-01:37:15 wrote ae_006.pth
20240908-01:37:16 wrote ae_007.pth
20240908-01:37:17 wrote ae_008.pth
20240908-01:37:17 wrote ae_009.pth
20240908-01:37:17 epoch_duration 2min57s next_finish 01:40:15
20240908-01:37:17 wrote state.pth
20240908-01:37:17 --- epoch 292 ----------------------------------------
20240908-01:37:17 current_test_accuracies 0.8514 0.8624 0.8516 0.7785 0.8642 0.8496 0.8499 0.8501 0.8468 0.8614
20240908-01:37:17 time_train=56320 time_c_quizzes=0
20240908-01:37:17 no_c_quiz
20240908-01:37:17 training model 3 (accuracy 0.778457760810852)
20240908-01:37:17 training model 8 (accuracy 0.8468137383460999)
20240908-01:39:22 train_loss 292 model 8 0.01564191897274577
20240908-01:39:22 train_loss 292 model 3 0.01410827209695708
20240908-01:39:24 test_loss 292 model 8 0.010483205515083683
20240908-01:39:24 test_loss 292 model 3 0.012696210591821
20240908-01:40:02 test_accuracy 292 model 8 nb_correct 716 / 813 (88.07%)
20240908-01:40:07 test_accuracy 292 model 3 nb_correct 659 / 789 (83.52%)
20240908-01:40:08 wrote ae_000.pth
20240908-01:40:09 wrote ae_001.pth
20240908-01:40:09 wrote ae_002.pth
20240908-01:40:10 wrote ae_003.pth
20240908-01:40:11 wrote ae_004.pth
20240908-01:40:11 wrote ae_005.pth
20240908-01:40:12 wrote ae_006.pth
20240908-01:40:13 wrote ae_007.pth
20240908-01:40:13 wrote ae_008.pth
20240908-01:40:14 wrote ae_009.pth
20240908-01:40:14 epoch_duration 2min56s next_finish 01:43:11
20240908-01:40:14 wrote state.pth
20240908-01:40:14 --- epoch 293 ----------------------------------------
20240908-01:40:14 current_test_accuracies 0.8514 0.8624 0.8516 0.8352 0.8642 0.8496 0.8499 0.8501 0.8807 0.8614
20240908-01:40:14 time_train=56489 time_c_quizzes=0
20240908-01:40:14 no_c_quiz
20240908-01:40:14 training model 3 (accuracy 0.8352344632148743)
20240908-01:40:14 training model 5 (accuracy 0.8496240377426147)
20240908-01:42:19 train_loss 293 model 3 0.015505375603970606
20240908-01:42:19 train_loss 293 model 5 0.014655331792571814
20240908-01:42:20 test_loss 293 model 3 0.011768935421582683
20240908-01:42:20 test_loss 293 model 5 0.011072544190574263
20240908-01:43:02 test_accuracy 293 model 3 nb_correct 669 / 788 (84.90%)
20240908-01:43:10 test_accuracy 293 model 5 nb_correct 640 / 791 (80.91%)
20240908-01:43:11 wrote ae_000.pth
20240908-01:43:12 wrote ae_001.pth
20240908-01:43:13 wrote ae_002.pth
20240908-01:43:13 wrote ae_003.pth
20240908-01:43:14 wrote ae_004.pth
20240908-01:43:15 wrote ae_005.pth
20240908-01:43:15 wrote ae_006.pth
20240908-01:43:16 wrote ae_007.pth
20240908-01:43:17 wrote ae_008.pth
20240908-01:43:17 wrote ae_009.pth
20240908-01:43:17 epoch_duration 3min3s next_finish 01:46:21
20240908-01:43:17 wrote state.pth
20240908-01:43:17 --- epoch 294 ----------------------------------------
20240908-01:43:17 current_test_accuracies 0.8514 0.8624 0.8516 0.8490 0.8642 0.8091 0.8499 0.8501 0.8807 0.8614
20240908-01:43:17 time_train=56665 time_c_quizzes=0
20240908-01:43:17 no_c_quiz
20240908-01:43:17 training model 5 (accuracy 0.8091024160385132)
20240908-01:43:17 training model 3 (accuracy 0.8489847779273987)
20240908-01:45:22 train_loss 294 model 5 0.014801871877454686
20240908-01:45:22 train_loss 294 model 3 0.014906218490577884
20240908-01:45:24 test_loss 294 model 5 0.00842909531784244
20240908-01:45:24 test_loss 294 model 3 0.008965469307077001
20240908-01:46:04 test_accuracy 294 model 3 nb_correct 675 / 801 (84.27%)
20240908-01:46:09 test_accuracy 294 model 5 nb_correct 663 / 810 (81.85%)
20240908-01:46:09 wrote ae_000.pth
20240908-01:46:10 wrote ae_001.pth
20240908-01:46:11 wrote ae_002.pth
20240908-01:46:11 wrote ae_003.pth
20240908-01:46:12 wrote ae_004.pth
20240908-01:46:13 wrote ae_005.pth
20240908-01:46:14 wrote ae_006.pth
20240908-01:46:14 wrote ae_007.pth
20240908-01:46:15 wrote ae_008.pth
20240908-01:46:16 wrote ae_009.pth
20240908-01:46:16 epoch_duration 2min58s next_finish 01:49:14
20240908-01:46:16 wrote state.pth
20240908-01:46:16 --- epoch 295 ----------------------------------------
20240908-01:46:16 current_test_accuracies 0.8514 0.8624 0.8516 0.8427 0.8642 0.8185 0.8499 0.8501 0.8807 0.8614
20240908-01:46:16 time_train=56836 time_c_quizzes=0
20240908-01:46:16 no_c_quiz
20240908-01:46:16 training model 5 (accuracy 0.8185185194015503)
20240908-01:46:16 training model 3 (accuracy 0.8426966071128845)
20240908-01:48:20 train_loss 295 model 3 0.013987587663490559
20240908-01:48:20 train_loss 295 model 5 0.013368175214614893
20240908-01:48:22 test_loss 295 model 3 0.011396322509335732
20240908-01:48:22 test_loss 295 model 5 0.011704632256078184
20240908-01:49:08 test_accuracy 295 model 5 nb_correct 672 / 789 (85.17%)
20240908-01:49:10 test_accuracy 295 model 3 nb_correct 655 / 801 (81.77%)
20240908-01:49:10 wrote ae_000.pth
20240908-01:49:11 wrote ae_001.pth
20240908-01:49:12 wrote ae_002.pth
20240908-01:49:12 wrote ae_003.pth
20240908-01:49:13 wrote ae_004.pth
20240908-01:49:14 wrote ae_005.pth
20240908-01:49:15 wrote ae_006.pth
20240908-01:49:15 wrote ae_007.pth
20240908-01:49:16 wrote ae_008.pth
20240908-01:49:16 wrote ae_009.pth
20240908-01:49:16 epoch_duration 3min0s next_finish 01:52:17
20240908-01:49:16 wrote state.pth
20240908-01:49:16 --- epoch 296 ----------------------------------------
20240908-01:49:16 current_test_accuracies 0.8514 0.8624 0.8516 0.8177 0.8642 0.8517 0.8499 0.8501 0.8807 0.8614
20240908-01:49:16 time_train=57010 time_c_quizzes=0
20240908-01:49:16 no_c_quiz
20240908-01:49:16 training model 3 (accuracy 0.8177278637886047)
20240908-01:49:16 training model 6 (accuracy 0.8498727679252625)
20240908-01:51:22 train_loss 296 model 6 0.013821771665883716
20240908-01:51:22 train_loss 296 model 3 0.01466500597180857
20240908-01:51:23 test_loss 296 model 6 0.013242001486651134
20240908-01:51:23 test_loss 296 model 3 0.010998045816813828
20240908-01:52:08 test_accuracy 296 model 3 nb_correct 669 / 808 (82.80%)
20240908-01:52:11 test_accuracy 296 model 6 nb_correct 655 / 815 (80.37%)
20240908-01:52:12 wrote ae_000.pth
20240908-01:52:13 wrote ae_001.pth
20240908-01:52:13 wrote ae_002.pth
20240908-01:52:14 wrote ae_003.pth
20240908-01:52:15 wrote ae_004.pth
20240908-01:52:15 wrote ae_005.pth
20240908-01:52:16 wrote ae_006.pth
20240908-01:52:17 wrote ae_007.pth
20240908-01:52:18 wrote ae_008.pth
20240908-01:52:18 wrote ae_009.pth
20240908-01:52:18 epoch_duration 3min1s next_finish 01:55:20
20240908-01:52:18 wrote state.pth
20240908-01:52:18 --- epoch 297 ----------------------------------------
20240908-01:52:18 current_test_accuracies 0.8514 0.8624 0.8516 0.8280 0.8642 0.8517 0.8037 0.8501 0.8807 0.8614
20240908-01:52:18 time_train=57184 time_c_quizzes=0
20240908-01:52:18 no_c_quiz
20240908-01:52:18 training model 6 (accuracy 0.803680956363678)
20240908-01:52:18 training model 3 (accuracy 0.8279703259468079)
20240908-01:54:23 train_loss 297 model 6 0.015193381151009816
20240908-01:54:24 train_loss 297 model 3 0.01378479684490594
20240908-01:54:25 test_loss 297 model 6 0.010881803124357247
20240908-01:54:25 test_loss 297 model 3 0.010173782586798552
20240908-01:55:06 test_accuracy 297 model 3 nb_correct 673 / 804 (83.71%)
20240908-01:55:14 test_accuracy 297 model 6 nb_correct 662 / 801 (82.65%)
20240908-01:55:15 wrote ae_000.pth
20240908-01:55:16 wrote ae_001.pth
20240908-01:55:17 wrote ae_002.pth
20240908-01:55:17 wrote ae_003.pth
20240908-01:55:18 wrote ae_004.pth
20240908-01:55:19 wrote ae_005.pth
20240908-01:55:19 wrote ae_006.pth
20240908-01:55:20 wrote ae_007.pth
20240908-01:55:21 wrote ae_008.pth
20240908-01:55:21 wrote ae_009.pth
20240908-01:55:21 epoch_duration 3min3s next_finish 01:58:24
20240908-01:55:21 wrote state.pth
20240908-01:55:21 --- epoch 298 ----------------------------------------
20240908-01:55:21 current_test_accuracies 0.8514 0.8624 0.8516 0.8371 0.8642 0.8517 0.8265 0.8501 0.8807 0.8614
20240908-01:55:21 time_train=57360 time_c_quizzes=0
20240908-01:55:21 no_c_quiz
20240908-01:55:21 training model 6 (accuracy 0.8264669179916382)
20240908-01:55:21 training model 3 (accuracy 0.8370646834373474)
20240908-01:57:26 train_loss 298 model 6 0.014050108682335121
20240908-01:57:26 train_loss 298 model 3 0.01421097103322245
20240908-01:57:27 test_loss 298 model 6 0.011574449654654017
20240908-01:57:28 test_loss 298 model 3 0.010340904507938831
20240908-01:58:11 test_accuracy 298 model 3 nb_correct 664 / 793 (83.73%)
20240908-01:58:18 test_accuracy 298 model 6 nb_correct 641 / 785 (81.66%)
20240908-01:58:19 wrote ae_000.pth
20240908-01:58:19 wrote ae_001.pth
20240908-01:58:20 wrote ae_002.pth
20240908-01:58:21 wrote ae_003.pth
20240908-01:58:21 wrote ae_004.pth
20240908-01:58:22 wrote ae_005.pth
20240908-01:58:23 wrote ae_006.pth
20240908-01:58:23 wrote ae_007.pth
20240908-01:58:24 wrote ae_008.pth
20240908-01:58:25 wrote ae_009.pth
20240908-01:58:25 epoch_duration 3min3s next_finish 02:01:28
20240908-01:58:25 wrote state.pth
20240908-01:58:25 --- epoch 299 ----------------------------------------
20240908-01:58:25 current_test_accuracies 0.8514 0.8624 0.8516 0.8373 0.8642 0.8517 0.8166 0.8501 0.8807 0.8614
20240908-01:58:25 time_train=57536 time_c_quizzes=0
20240908-01:58:25 no_c_quiz
20240908-01:58:25 training model 6 (accuracy 0.8165605068206787)
20240908-01:58:25 training model 3 (accuracy 0.8373265862464905)
20240908-02:00:30 train_loss 299 model 6 0.01402660680099507
20240908-02:00:30 train_loss 299 model 3 0.014213442382373613
20240908-02:00:31 test_loss 299 model 6 0.013810998544067843
20240908-02:00:31 test_loss 299 model 3 0.012266456599900267
20240908-02:01:09 test_accuracy 299 model 3 nb_correct 693 / 817 (84.82%)
20240908-02:01:22 test_accuracy 299 model 6 nb_correct 654 / 783 (83.52%)
20240908-02:01:23 wrote ae_000.pth
20240908-02:01:23 wrote ae_001.pth
20240908-02:01:24 wrote ae_002.pth
20240908-02:01:25 wrote ae_003.pth
20240908-02:01:25 wrote ae_004.pth
20240908-02:01:26 wrote ae_005.pth
20240908-02:01:27 wrote ae_006.pth
20240908-02:01:27 wrote ae_007.pth
20240908-02:01:28 wrote ae_008.pth
20240908-02:01:28 wrote ae_009.pth
20240908-02:01:28 epoch_duration 3min3s next_finish 02:04:32
20240908-02:01:28 wrote state.pth
20240908-02:01:28 --- epoch 300 ----------------------------------------
20240908-02:01:28 current_test_accuracies 0.8514 0.8624 0.8516 0.8482 0.8642 0.8517 0.8352 0.8501 0.8807 0.8614
20240908-02:01:28 time_train=57713 time_c_quizzes=0
20240908-02:01:28 no_c_quiz
20240908-02:01:28 training model 6 (accuracy 0.8352490663528442)
20240908-02:01:28 training model 3 (accuracy 0.8482252359390259)
20240908-02:03:34 train_loss 300 model 6 0.01467149628502375
20240908-02:03:34 train_loss 300 model 3 0.014405708534388396
20240908-02:03:35 test_loss 300 model 6 0.010143667038391868
20240908-02:03:35 test_loss 300 model 3 0.011033337207481963
20240908-02:04:16 test_accuracy 300 model 3 nb_correct 656 / 801 (81.90%)
20240908-02:04:33 test_accuracy 300 model 6 nb_correct 635 / 785 (80.89%)
20240908-02:04:34 wrote ae_000.pth
20240908-02:04:34 wrote ae_001.pth
20240908-02:04:35 wrote ae_002.pth
20240908-02:04:36 wrote ae_003.pth
20240908-02:04:36 wrote ae_004.pth
20240908-02:04:37 wrote ae_005.pth
20240908-02:04:38 wrote ae_006.pth
20240908-02:04:38 wrote ae_007.pth
20240908-02:04:39 wrote ae_008.pth
20240908-02:04:40 wrote ae_009.pth
20240908-02:04:40 epoch_duration 3min11s next_finish 02:07:51
20240908-02:04:40 wrote state.pth
20240908-02:04:40 --- epoch 301 ----------------------------------------
20240908-02:04:40 current_test_accuracies 0.8514 0.8624 0.8516 0.8190 0.8642 0.8517 0.8089 0.8501 0.8807 0.8614
20240908-02:04:40 time_train=57897 time_c_quizzes=0
20240908-02:04:40 no_c_quiz
20240908-02:04:40 training model 6 (accuracy 0.808917224407196)
20240908-02:04:40 training model 3 (accuracy 0.8189762830734253)
20240908-02:06:45 train_loss 301 model 3 0.013377877841507143
20240908-02:06:45 train_loss 301 model 6 0.01486648601962952
20240908-02:06:46 test_loss 301 model 3 0.009266782228041847
20240908-02:06:46 test_loss 301 model 6 0.01483607676855172
20240908-02:07:25 test_accuracy 301 model 3 nb_correct 665 / 805 (82.61%)
20240908-02:07:35 test_accuracy 301 model 6 nb_correct 682 / 811 (84.09%)
20240908-02:07:36 wrote ae_000.pth
20240908-02:07:36 wrote ae_001.pth
20240908-02:07:37 wrote ae_002.pth
20240908-02:07:38 wrote ae_003.pth
20240908-02:07:38 wrote ae_004.pth
20240908-02:07:39 wrote ae_005.pth
20240908-02:07:40 wrote ae_006.pth
20240908-02:07:41 wrote ae_007.pth
20240908-02:07:41 wrote ae_008.pth
20240908-02:07:42 wrote ae_009.pth
20240908-02:07:42 epoch_duration 3min2s next_finish 02:10:44
20240908-02:07:42 wrote state.pth
20240908-02:07:42 --- epoch 302 ----------------------------------------
20240908-02:07:42 current_test_accuracies 0.8514 0.8624 0.8516 0.8261 0.8642 0.8517 0.8409 0.8501 0.8807 0.8614
20240908-02:07:42 time_train=58072 time_c_quizzes=0
20240908-02:07:42 no_c_quiz
20240908-02:07:42 training model 3 (accuracy 0.8260869383811951)
20240908-02:07:42 training model 6 (accuracy 0.8409371376037598)
20240908-02:09:47 train_loss 302 model 3 0.014258781966564129
20240908-02:09:47 train_loss 302 model 6 0.014122854986206222
20240908-02:09:49 test_loss 302 model 3 0.008639749876965652
20240908-02:09:49 test_loss 302 model 6 0.012969891621105489
20240908-02:10:28 test_accuracy 302 model 3 nb_correct 702 / 812 (86.45%)
20240908-02:10:34 test_accuracy 302 model 6 nb_correct 656 / 775 (84.65%)
20240908-02:10:34 wrote ae_000.pth
20240908-02:10:35 wrote ae_001.pth
20240908-02:10:36 wrote ae_002.pth
20240908-02:10:36 wrote ae_003.pth
20240908-02:10:37 wrote ae_004.pth
20240908-02:10:38 wrote ae_005.pth
20240908-02:10:38 wrote ae_006.pth
20240908-02:10:39 wrote ae_007.pth
20240908-02:10:40 wrote ae_008.pth
20240908-02:10:40 wrote ae_009.pth
20240908-02:10:40 epoch_duration 2min58s next_finish 02:13:39
20240908-02:10:40 wrote state.pth
20240908-02:10:40 --- epoch 303 ----------------------------------------
20240908-02:10:40 current_test_accuracies 0.8514 0.8624 0.8516 0.8645 0.8642 0.8517 0.8465 0.8501 0.8807 0.8614
20240908-02:10:40 time_train=58243 time_c_quizzes=0
20240908-02:10:40 no_c_quiz
20240908-02:10:40 training model 6 (accuracy 0.8464516401290894)
20240908-02:10:40 training model 7 (accuracy 0.85012286901474)
20240908-02:12:45 train_loss 303 model 6 0.014618643308233004
20240908-02:12:45 train_loss 303 model 7 0.01534454288726556
20240908-02:12:47 test_loss 303 model 6 0.011845499933042448
20240908-02:12:47 test_loss 303 model 7 0.012148398131830617
20240908-02:13:32 test_accuracy 303 model 7 nb_correct 651 / 803 (81.07%)
20240908-02:13:36 test_accuracy 303 model 6 nb_correct 630 / 790 (79.75%)
20240908-02:13:37 wrote ae_000.pth
20240908-02:13:38 wrote ae_001.pth
20240908-02:13:38 wrote ae_002.pth
20240908-02:13:39 wrote ae_003.pth
20240908-02:13:40 wrote ae_004.pth
20240908-02:13:40 wrote ae_005.pth
20240908-02:13:41 wrote ae_006.pth
20240908-02:13:42 wrote ae_007.pth
20240908-02:13:42 wrote ae_008.pth
20240908-02:13:43 wrote ae_009.pth
20240908-02:13:43 epoch_duration 3min2s next_finish 02:16:46
20240908-02:13:43 wrote state.pth
20240908-02:13:43 --- epoch 304 ----------------------------------------
20240908-02:13:43 current_test_accuracies 0.8514 0.8624 0.8516 0.8645 0.8642 0.8517 0.7975 0.8107 0.8807 0.8614
20240908-02:13:43 time_train=58419 time_c_quizzes=0
20240908-02:13:43 no_c_quiz
20240908-02:13:43 training model 6 (accuracy 0.797468364238739)
20240908-02:13:43 training model 7 (accuracy 0.8107098340988159)
20240908-02:15:48 train_loss 304 model 6 0.014187950934690888
20240908-02:15:48 train_loss 304 model 7 0.015767462972857173
20240908-02:15:50 test_loss 304 model 6 0.007939036621974083
20240908-02:15:50 test_loss 304 model 7 0.011325307832157705
20240908-02:16:35 test_accuracy 304 model 6 nb_correct 678 / 808 (83.91%)
20240908-02:16:38 test_accuracy 304 model 7 nb_correct 632 / 795 (79.50%)
20240908-02:16:38 wrote ae_000.pth
20240908-02:16:39 wrote ae_001.pth
20240908-02:16:40 wrote ae_002.pth
20240908-02:16:41 wrote ae_003.pth
20240908-02:16:41 wrote ae_004.pth
20240908-02:16:42 wrote ae_005.pth
20240908-02:16:43 wrote ae_006.pth
20240908-02:16:43 wrote ae_007.pth
20240908-02:16:44 wrote ae_008.pth
20240908-02:16:45 wrote ae_009.pth
20240908-02:16:45 epoch_duration 3min1s next_finish 02:19:46
20240908-02:16:45 wrote state.pth
20240908-02:16:45 --- epoch 305 ----------------------------------------
20240908-02:16:45 current_test_accuracies 0.8514 0.8624 0.8516 0.8645 0.8642 0.8517 0.8391 0.7950 0.8807 0.8614
20240908-02:16:45 time_train=58593 time_c_quizzes=0
20240908-02:16:45 no_c_quiz
20240908-02:16:45 training model 7 (accuracy 0.7949685454368591)
20240908-02:16:45 training model 6 (accuracy 0.8391088843345642)
20240908-02:18:50 train_loss 305 model 6 0.01402778544271132
20240908-02:18:50 train_loss 305 model 7 0.015206993156156387
20240908-02:18:51 test_loss 305 model 6 0.0104676528237178
20240908-02:18:51 test_loss 305 model 7 0.008612240978618502
20240908-02:19:38 test_accuracy 305 model 7 nb_correct 645 / 783 (82.38%)
20240908-02:19:49 test_accuracy 305 model 6 nb_correct 666 / 775 (85.94%)
20240908-02:19:50 wrote ae_000.pth
20240908-02:19:51 wrote ae_001.pth
20240908-02:19:51 wrote ae_002.pth
20240908-02:19:52 wrote ae_003.pth
20240908-02:19:53 wrote ae_004.pth
20240908-02:19:53 wrote ae_005.pth
20240908-02:19:54 wrote ae_006.pth
20240908-02:19:55 wrote ae_007.pth
20240908-02:19:55 wrote ae_008.pth
20240908-02:19:56 wrote ae_009.pth
20240908-02:19:56 epoch_duration 3min11s next_finish 02:23:07
20240908-02:19:56 wrote state.pth
20240908-02:19:56 --- epoch 306 ----------------------------------------
20240908-02:19:56 current_test_accuracies 0.8514 0.8624 0.8516 0.8645 0.8642 0.8517 0.8594 0.8238 0.8807 0.8614
20240908-02:19:56 time_train=58777 time_c_quizzes=0
20240908-02:19:56 no_c_quiz
20240908-02:19:56 training model 7 (accuracy 0.8237547874450684)
20240908-02:19:56 training model 0 (accuracy 0.8513513803482056)
20240908-02:22:01 train_loss 306 model 0 0.013883620016742497
20240908-02:22:01 train_loss 306 model 7 0.015405927418541979
20240908-02:22:02 test_loss 306 model 0 0.011990463947586249
20240908-02:22:02 test_loss 306 model 7 0.012020187211601297
20240908-02:22:47 test_accuracy 306 model 7 nb_correct 634 / 783 (80.97%)
20240908-02:22:56 test_accuracy 306 model 0 nb_correct 690 / 808 (85.40%)
20240908-02:22:57 wrote ae_000.pth
20240908-02:22:57 wrote ae_001.pth
20240908-02:22:58 wrote ae_002.pth
20240908-02:22:59 wrote ae_003.pth
20240908-02:22:59 wrote ae_004.pth
20240908-02:23:00 wrote ae_005.pth
20240908-02:23:01 wrote ae_006.pth
20240908-02:23:01 wrote ae_007.pth
20240908-02:23:02 wrote ae_008.pth
20240908-02:23:03 wrote ae_009.pth
20240908-02:23:03 epoch_duration 3min6s next_finish 02:26:09
20240908-02:23:03 wrote state.pth
20240908-02:23:03 --- epoch 307 ----------------------------------------
20240908-02:23:03 current_test_accuracies 0.8540 0.8624 0.8516 0.8645 0.8642 0.8517 0.8594 0.8097 0.8807 0.8614
20240908-02:23:03 time_train=58956 time_c_quizzes=0
20240908-02:23:03 no_c_quiz
20240908-02:23:03 training model 7 (accuracy 0.8097062706947327)
20240908-02:23:03 training model 2 (accuracy 0.8516209721565247)
20240908-02:25:08 train_loss 307 model 2 0.01699116551404586
20240908-02:25:08 train_loss 307 model 7 0.01410973672151158
20240908-02:25:09 test_loss 307 model 2 0.016226661868859082
20240908-02:25:09 test_loss 307 model 7 0.012450777913545607
20240908-02:25:52 test_accuracy 307 model 7 nb_correct 693 / 824 (84.10%)
20240908-02:26:09 test_accuracy 307 model 2 nb_correct 625 / 811 (77.07%)
20240908-02:26:10 wrote ae_000.pth
20240908-02:26:11 wrote ae_001.pth
20240908-02:26:11 wrote ae_002.pth
20240908-02:26:12 wrote ae_003.pth
20240908-02:26:13 wrote ae_004.pth
20240908-02:26:13 wrote ae_005.pth
20240908-02:26:14 wrote ae_006.pth
20240908-02:26:15 wrote ae_007.pth
20240908-02:26:15 wrote ae_008.pth
20240908-02:26:16 wrote ae_009.pth
20240908-02:26:16 epoch_duration 3min13s next_finish 02:29:29
20240908-02:26:16 wrote state.pth
20240908-02:26:16 --- epoch 308 ----------------------------------------
20240908-02:26:16 current_test_accuracies 0.8540 0.8624 0.7707 0.8645 0.8642 0.8517 0.8594 0.8410 0.8807 0.8614
20240908-02:26:16 time_train=59142 time_c_quizzes=0
20240908-02:26:16 no_c_quiz
20240908-02:26:16 training model 2 (accuracy 0.770653486251831)
20240908-02:26:16 training model 7 (accuracy 0.8410193920135498)
20240908-02:28:21 train_loss 308 model 2 0.016131484089419244
20240908-02:28:21 train_loss 308 model 7 0.014888890270813136
20240908-02:28:23 test_loss 308 model 2 0.010042980548860214
20240908-02:28:23 test_loss 308 model 7 0.010201465569662106
20240908-02:29:05 test_accuracy 308 model 7 nb_correct 639 / 784 (81.51%)
20240908-02:29:12 test_accuracy 308 model 2 nb_correct 657 / 804 (81.72%)
20240908-02:29:13 wrote ae_000.pth
20240908-02:29:14 wrote ae_001.pth
20240908-02:29:14 wrote ae_002.pth
20240908-02:29:15 wrote ae_003.pth
20240908-02:29:16 wrote ae_004.pth
20240908-02:29:16 wrote ae_005.pth
20240908-02:29:17 wrote ae_006.pth
20240908-02:29:18 wrote ae_007.pth
20240908-02:29:18 wrote ae_008.pth
20240908-02:29:19 wrote ae_009.pth
20240908-02:29:19 epoch_duration 3min3s next_finish 02:32:22
20240908-02:29:19 wrote state.pth
20240908-02:29:19 --- epoch 309 ----------------------------------------
20240908-02:29:19 current_test_accuracies 0.8540 0.8624 0.8172 0.8645 0.8642 0.8517 0.8594 0.8151 0.8807 0.8614
20240908-02:29:19 time_train=59318 time_c_quizzes=0
20240908-02:29:19 no_c_quiz
20240908-02:29:19 training model 7 (accuracy 0.8150510191917419)
20240908-02:29:19 training model 2 (accuracy 0.8171641826629639)
20240908-02:31:24 train_loss 309 model 7 0.01589645624629338
20240908-02:31:24 train_loss 309 model 2 0.014858306157111655
20240908-02:31:26 test_loss 309 model 7 0.013814723544783192
20240908-02:31:26 test_loss 309 model 2 0.013746709195402218
20240908-02:32:11 test_accuracy 309 model 7 nb_correct 649 / 821 (79.05%)
20240908-02:32:26 test_accuracy 309 model 2 nb_correct 620 / 793 (78.18%)
20240908-02:32:26 wrote ae_000.pth
20240908-02:32:27 wrote ae_001.pth
20240908-02:32:28 wrote ae_002.pth
20240908-02:32:28 wrote ae_003.pth
20240908-02:32:29 wrote ae_004.pth
20240908-02:32:30 wrote ae_005.pth
20240908-02:32:30 wrote ae_006.pth
20240908-02:32:31 wrote ae_007.pth
20240908-02:32:32 wrote ae_008.pth
20240908-02:32:33 wrote ae_009.pth
20240908-02:32:33 epoch_duration 3min13s next_finish 02:35:46
20240908-02:32:33 wrote state.pth
20240908-02:32:33 --- epoch 310 ----------------------------------------
20240908-02:32:33 current_test_accuracies 0.8540 0.8624 0.7818 0.8645 0.8642 0.8517 0.8594 0.7905 0.8807 0.8614
20240908-02:32:33 time_train=59504 time_c_quizzes=0
20240908-02:32:33 no_c_quiz
20240908-02:32:33 training model 2 (accuracy 0.7818410992622375)
20240908-02:32:33 training model 7 (accuracy 0.7904993891716003)
20240908-02:34:38 train_loss 310 model 2 0.015211128375070984
20240908-02:34:38 train_loss 310 model 7 0.014578658643702511
20240908-02:34:39 test_loss 310 model 2 0.013345395411306527
20240908-02:34:39 test_loss 310 model 7 0.008443022410665435
20240908-02:35:28 test_accuracy 310 model 7 nb_correct 663 / 782 (84.78%)
20240908-02:35:43 test_accuracy 310 model 2 nb_correct 628 / 795 (78.99%)
20240908-02:35:43 wrote ae_000.pth
20240908-02:35:44 wrote ae_001.pth
20240908-02:35:45 wrote ae_002.pth
20240908-02:35:46 wrote ae_003.pth
20240908-02:35:46 wrote ae_004.pth
20240908-02:35:47 wrote ae_005.pth
20240908-02:35:48 wrote ae_006.pth
20240908-02:35:48 wrote ae_007.pth
20240908-02:35:49 wrote ae_008.pth
20240908-02:35:50 wrote ae_009.pth
20240908-02:35:50 epoch_duration 3min17s next_finish 02:39:07
20240908-02:35:50 wrote state.pth
20240908-02:35:50 --- epoch 311 ----------------------------------------
20240908-02:35:50 current_test_accuracies 0.8540 0.8624 0.7899 0.8645 0.8642 0.8517 0.8594 0.8478 0.8807 0.8614
20240908-02:35:50 time_train=59693 time_c_quizzes=0
20240908-02:35:50 no_c_quiz
20240908-02:35:50 training model 2 (accuracy 0.7899370789527893)
20240908-02:35:50 training model 7 (accuracy 0.8478260636329651)
20240908-02:37:55 train_loss 311 model 2 0.014743890171084786
20240908-02:37:55 train_loss 311 model 7 0.014093678284960333
20240908-02:37:56 test_loss 311 model 2 0.008949780922739592
20240908-02:37:56 test_loss 311 model 7 0.012088576191661104
20240908-02:38:43 test_accuracy 311 model 7 nb_correct 661 / 795 (83.14%)
20240908-02:38:46 test_accuracy 311 model 2 nb_correct 663 / 799 (82.98%)
20240908-02:38:47 wrote ae_000.pth
20240908-02:38:47 wrote ae_001.pth
20240908-02:38:48 wrote ae_002.pth
20240908-02:38:49 wrote ae_003.pth
20240908-02:38:49 wrote ae_004.pth
20240908-02:38:50 wrote ae_005.pth
20240908-02:38:51 wrote ae_006.pth
20240908-02:38:51 wrote ae_007.pth
20240908-02:38:52 wrote ae_008.pth
20240908-02:38:53 wrote ae_009.pth
20240908-02:38:53 epoch_duration 3min2s next_finish 02:41:56
20240908-02:38:53 wrote state.pth
20240908-02:38:53 --- epoch 312 ----------------------------------------
20240908-02:38:53 current_test_accuracies 0.8540 0.8624 0.8298 0.8645 0.8642 0.8517 0.8594 0.8314 0.8807 0.8614
20240908-02:38:53 time_train=59869 time_c_quizzes=0
20240908-02:38:53 no_c_quiz
20240908-02:38:53 training model 2 (accuracy 0.8297872543334961)
20240908-02:38:53 training model 7 (accuracy 0.8314465284347534)
20240908-02:40:58 train_loss 312 model 2 0.01608657589566428
20240908-02:40:58 train_loss 312 model 7 0.01507286062190542
20240908-02:40:59 test_loss 312 model 2 0.012645373314080643
20240908-02:40:59 test_loss 312 model 7 0.010261903040100152
20240908-02:41:46 test_accuracy 312 model 7 nb_correct 662 / 807 (82.03%)
20240908-02:41:52 test_accuracy 312 model 2 nb_correct 635 / 786 (80.79%)
20240908-02:41:53 wrote ae_000.pth
20240908-02:41:54 wrote ae_001.pth
20240908-02:41:54 wrote ae_002.pth
20240908-02:41:55 wrote ae_003.pth
20240908-02:41:56 wrote ae_004.pth
20240908-02:41:57 wrote ae_005.pth
20240908-02:41:57 wrote ae_006.pth
20240908-02:41:58 wrote ae_007.pth
20240908-02:41:59 wrote ae_008.pth
20240908-02:41:59 wrote ae_009.pth
20240908-02:41:59 epoch_duration 3min6s next_finish 02:45:06
20240908-02:41:59 wrote state.pth
20240908-02:41:59 --- epoch 313 ----------------------------------------
20240908-02:41:59 current_test_accuracies 0.8540 0.8624 0.8079 0.8645 0.8642 0.8517 0.8594 0.8203 0.8807 0.8614
20240908-02:41:59 time_train=60048 time_c_quizzes=0
20240908-02:41:59 no_c_quiz
20240908-02:41:59 training model 2 (accuracy 0.8078880310058594)
20240908-02:41:59 training model 7 (accuracy 0.8203221559524536)
20240908-02:44:04 train_loss 313 model 2 0.015762206392413644
20240908-02:44:04 train_loss 313 model 7 0.01432724288161262
20240908-02:44:06 test_loss 313 model 2 0.012626741184431012
20240908-02:44:06 test_loss 313 model 7 0.012204408020716073
20240908-02:44:57 test_accuracy 313 model 7 nb_correct 655 / 812 (80.67%)
20240908-02:44:59 test_accuracy 313 model 2 nb_correct 643 / 792 (81.19%)
20240908-02:44:59 wrote ae_000.pth
20240908-02:45:00 wrote ae_001.pth
20240908-02:45:01 wrote ae_002.pth
20240908-02:45:01 wrote ae_003.pth
20240908-02:45:02 wrote ae_004.pth
20240908-02:45:03 wrote ae_005.pth
20240908-02:45:03 wrote ae_006.pth
20240908-02:45:04 wrote ae_007.pth
20240908-02:45:05 wrote ae_008.pth
20240908-02:45:05 wrote ae_009.pth
20240908-02:45:05 epoch_duration 3min6s next_finish 02:48:12
20240908-02:45:05 wrote state.pth
20240908-02:45:05 --- epoch 314 ----------------------------------------
20240908-02:45:05 current_test_accuracies 0.8540 0.8624 0.8119 0.8645 0.8642 0.8517 0.8594 0.8067 0.8807 0.8614
20240908-02:45:05 time_train=60227 time_c_quizzes=0
20240908-02:45:05 no_c_quiz
20240908-02:45:05 training model 7 (accuracy 0.8066502213478088)
20240908-02:45:05 training model 2 (accuracy 0.8118686676025391)
20240908-02:47:10 train_loss 314 model 7 0.014400530316604999
20240908-02:47:10 train_loss 314 model 2 0.01540776199490574
20240908-02:47:12 test_loss 314 model 7 0.008700857964913666
20240908-02:47:12 test_loss 314 model 2 0.007582814102352131
20240908-02:47:53 test_accuracy 314 model 7 nb_correct 655 / 791 (82.81%)
20240908-02:47:56 test_accuracy 314 model 2 nb_correct 700 / 799 (87.61%)
20240908-02:47:57 wrote ae_000.pth
20240908-02:47:58 wrote ae_001.pth
20240908-02:47:58 wrote ae_002.pth
20240908-02:47:59 wrote ae_003.pth
20240908-02:48:00 wrote ae_004.pth
20240908-02:48:01 wrote ae_005.pth
20240908-02:48:01 wrote ae_006.pth
20240908-02:48:02 wrote ae_007.pth
20240908-02:48:03 wrote ae_008.pth
20240908-02:48:03 wrote ae_009.pth
20240908-02:48:03 epoch_duration 2min57s next_finish 02:51:01
20240908-02:48:03 wrote state.pth
20240908-02:48:03 --- epoch 315 ----------------------------------------
20240908-02:48:03 current_test_accuracies 0.8540 0.8624 0.8761 0.8645 0.8642 0.8517 0.8594 0.8281 0.8807 0.8614
20240908-02:48:03 time_train=60397 time_c_quizzes=0
20240908-02:48:03 no_c_quiz
20240908-02:48:03 training model 7 (accuracy 0.8280657529830933)
20240908-02:48:03 training model 5 (accuracy 0.8517110347747803)
20240908-02:50:08 train_loss 315 model 7 0.014240796317171771
20240908-02:50:08 train_loss 315 model 5 0.014423914184066234
20240908-02:50:10 test_loss 315 model 7 0.010561712593789708
20240908-02:50:10 test_loss 315 model 5 0.011302917037392035
20240908-02:50:53 test_accuracy 315 model 7 nb_correct 654 / 791 (82.68%)
20240908-02:50:57 test_accuracy 315 model 5 nb_correct 667 / 796 (83.79%)
20240908-02:50:58 wrote ae_000.pth
20240908-02:50:58 wrote ae_001.pth
20240908-02:50:59 wrote ae_002.pth
20240908-02:51:00 wrote ae_003.pth
20240908-02:51:00 wrote ae_004.pth
20240908-02:51:01 wrote ae_005.pth
20240908-02:51:01 wrote ae_006.pth
20240908-02:51:02 wrote ae_007.pth
20240908-02:51:03 wrote ae_008.pth
20240908-02:51:03 wrote ae_009.pth
20240908-02:51:03 epoch_duration 3min0s next_finish 02:54:04
20240908-02:51:03 wrote state.pth
20240908-02:51:03 --- epoch 316 ----------------------------------------
20240908-02:51:03 current_test_accuracies 0.8540 0.8624 0.8761 0.8645 0.8642 0.8379 0.8594 0.8268 0.8807 0.8614
20240908-02:51:03 time_train=60570 time_c_quizzes=0
20240908-02:51:03 no_c_quiz
20240908-02:51:03 training model 7 (accuracy 0.8268015384674072)
20240908-02:51:03 training model 5 (accuracy 0.8379396796226501)
20240908-02:53:08 train_loss 316 model 7 0.014487299564796559
20240908-02:53:08 train_loss 316 model 5 0.013986996115389047
20240908-02:53:10 test_loss 316 model 7 0.010318125456615234
20240908-02:53:10 test_loss 316 model 5 0.00956033884676799
20240908-02:53:50 test_accuracy 316 model 5 nb_correct 702 / 808 (86.88%)
20240908-02:53:50 test_accuracy 316 model 7 nb_correct 693 / 809 (85.66%)
20240908-02:53:51 wrote ae_000.pth
20240908-02:53:52 wrote ae_001.pth
20240908-02:53:52 wrote ae_002.pth
20240908-02:53:53 wrote ae_003.pth
20240908-02:53:54 wrote ae_004.pth
20240908-02:53:54 wrote ae_005.pth
20240908-02:53:55 wrote ae_006.pth
20240908-02:53:56 wrote ae_007.pth
20240908-02:53:56 wrote ae_008.pth
20240908-02:53:57 wrote ae_009.pth
20240908-02:53:57 epoch_duration 2min53s next_finish 02:56:50
20240908-02:53:57 wrote state.pth
20240908-02:53:57 --- epoch 317 ----------------------------------------
20240908-02:53:57 current_test_accuracies 0.8540 0.8624 0.8761 0.8645 0.8642 0.8688 0.8594 0.8566 0.8807 0.8614
20240908-02:53:57 time_train=60736 time_c_quizzes=0
20240908-02:53:57 no_c_quiz
20240908-02:53:57 training model 0 (accuracy 0.853960394859314)
20240908-02:53:57 training model 7 (accuracy 0.8566130995750427)
20240908-02:56:02 train_loss 317 model 0 0.0146926658754237
20240908-02:56:02 train_loss 317 model 7 0.013888331231326446
20240908-02:56:04 test_loss 317 model 0 0.011232095591913094
20240908-02:56:04 test_loss 317 model 7 0.010081136241478817
20240908-02:56:45 test_accuracy 317 model 7 nb_correct 693 / 809 (85.66%)
20240908-02:56:54 test_accuracy 317 model 0 nb_correct 663 / 808 (82.05%)
20240908-02:56:55 wrote ae_000.pth
20240908-02:56:56 wrote ae_001.pth
20240908-02:56:57 wrote ae_002.pth
20240908-02:56:57 wrote ae_003.pth
20240908-02:56:58 wrote ae_004.pth
20240908-02:56:59 wrote ae_005.pth
20240908-02:56:59 wrote ae_006.pth
20240908-02:57:00 wrote ae_007.pth
20240908-02:57:01 wrote ae_008.pth
20240908-02:57:01 wrote ae_009.pth
20240908-02:57:01 epoch_duration 3min4s next_finish 03:00:06
20240908-02:57:01 wrote state.pth
20240908-02:57:01 --- epoch 318 ----------------------------------------
20240908-02:57:01 current_test_accuracies 0.8205 0.8624 0.8761 0.8645 0.8642 0.8688 0.8594 0.8566 0.8807 0.8614
20240908-02:57:01 time_train=60913 time_c_quizzes=0
20240908-02:57:01 no_c_quiz
20240908-02:57:01 training model 0 (accuracy 0.8205445408821106)
20240908-02:57:01 training model 7 (accuracy 0.8566130995750427)
20240908-02:59:06 train_loss 318 model 0 0.014115724309333017
20240908-02:59:06 train_loss 318 model 7 0.013947577040366014
20240908-02:59:08 test_loss 318 model 0 0.009896661833772668
20240908-02:59:08 test_loss 318 model 7 0.012322628730544238
20240908-02:59:49 test_accuracy 318 model 0 nb_correct 707 / 820 (86.22%)
20240908-02:59:53 test_accuracy 318 model 7 nb_correct 643 / 781 (82.33%)
20240908-02:59:54 wrote ae_000.pth
20240908-02:59:55 wrote ae_001.pth
20240908-02:59:56 wrote ae_002.pth
20240908-02:59:56 wrote ae_003.pth
20240908-02:59:57 wrote ae_004.pth
20240908-02:59:58 wrote ae_005.pth
20240908-02:59:59 wrote ae_006.pth
20240908-02:59:59 wrote ae_007.pth
20240908-03:00:00 wrote ae_008.pth
20240908-03:00:01 wrote ae_009.pth
20240908-03:00:01 epoch_duration 2min59s next_finish 03:03:00
20240908-03:00:01 wrote state.pth
20240908-03:00:01 --- epoch 319 ----------------------------------------
20240908-03:00:01 current_test_accuracies 0.8622 0.8624 0.8761 0.8645 0.8642 0.8688 0.8594 0.8233 0.8807 0.8614
20240908-03:00:01 time_train=61084 time_c_quizzes=0
20240908-03:00:01 no_c_quiz
20240908-03:00:01 training model 7 (accuracy 0.8233034610748291)
20240908-03:00:01 training model 6 (accuracy 0.8593548536300659)
20240908-03:02:06 train_loss 319 model 6 0.013660843496421876
20240908-03:02:06 train_loss 319 model 7 0.013908054696774343
20240908-03:02:07 test_loss 319 model 6 0.011130503945605597
20240908-03:02:07 test_loss 319 model 7 0.01267695439128147
20240908-03:02:50 test_accuracy 319 model 7 nb_correct 694 / 805 (86.21%)
20240908-03:02:57 test_accuracy 319 model 6 nb_correct 664 / 788 (84.26%)
20240908-03:02:58 wrote ae_000.pth
20240908-03:02:59 wrote ae_001.pth
20240908-03:02:59 wrote ae_002.pth
20240908-03:03:00 wrote ae_003.pth
20240908-03:03:00 wrote ae_004.pth
20240908-03:03:01 wrote ae_005.pth
20240908-03:03:02 wrote ae_006.pth
20240908-03:03:03 wrote ae_007.pth
20240908-03:03:03 wrote ae_008.pth
20240908-03:03:04 wrote ae_009.pth
20240908-03:03:04 epoch_duration 3min3s next_finish 03:06:07
20240908-03:03:04 wrote state.pth
20240908-03:03:04 --- epoch 320 ----------------------------------------
20240908-03:03:04 current_test_accuracies 0.8622 0.8624 0.8761 0.8645 0.8642 0.8688 0.8426 0.8621 0.8807 0.8614
20240908-03:03:04 time_train=61260 time_c_quizzes=0
20240908-03:03:04 no_c_quiz
20240908-03:03:04 training model 6 (accuracy 0.8426395654678345)
20240908-03:03:04 training model 9 (accuracy 0.8613607287406921)
20240908-03:05:09 train_loss 320 model 9 0.014033262186145293
20240908-03:05:09 train_loss 320 model 6 0.013579683394171298
20240908-03:05:11 test_loss 320 model 9 0.012489554531293834
20240908-03:05:11 test_loss 320 model 6 0.013200266889361956
20240908-03:05:51 test_accuracy 320 model 9 nb_correct 674 / 793 (84.99%)
20240908-03:05:55 test_accuracy 320 model 6 nb_correct 698 / 813 (85.85%)
20240908-03:05:56 wrote ae_000.pth
20240908-03:05:56 wrote ae_001.pth
20240908-03:05:57 wrote ae_002.pth
20240908-03:05:58 wrote ae_003.pth
20240908-03:05:58 wrote ae_004.pth
20240908-03:05:59 wrote ae_005.pth
20240908-03:06:00 wrote ae_006.pth
20240908-03:06:00 wrote ae_007.pth
20240908-03:06:01 wrote ae_008.pth
20240908-03:06:02 wrote ae_009.pth
20240908-03:06:02 epoch_duration 2min57s next_finish 03:09:00
20240908-03:06:02 wrote state.pth
20240908-03:06:02 --- epoch 321 ----------------------------------------
20240908-03:06:02 current_test_accuracies 0.8622 0.8624 0.8761 0.8645 0.8642 0.8688 0.8585 0.8621 0.8807 0.8499
20240908-03:06:02 time_train=61431 time_c_quizzes=0
20240908-03:06:02 no_c_quiz
20240908-03:06:02 training model 9 (accuracy 0.8499369621276855)
20240908-03:06:02 training model 6 (accuracy 0.8585485816001892)
20240908-03:08:07 train_loss 321 model 9 0.013845526291013812
20240908-03:08:07 train_loss 321 model 6 0.013739530315535375
20240908-03:08:08 test_loss 321 model 9 0.009434704193336075
20240908-03:08:09 test_loss 321 model 6 0.009463639991099625
20240908-03:08:56 test_accuracy 321 model 9 nb_correct 694 / 808 (85.89%)
20240908-03:08:58 test_accuracy 321 model 6 nb_correct 688 / 796 (86.43%)
20240908-03:08:58 wrote ae_000.pth
20240908-03:08:59 wrote ae_001.pth
20240908-03:09:00 wrote ae_002.pth
20240908-03:09:00 wrote ae_003.pth
20240908-03:09:01 wrote ae_004.pth
20240908-03:09:02 wrote ae_005.pth
20240908-03:09:02 wrote ae_006.pth
20240908-03:09:03 wrote ae_007.pth
20240908-03:09:04 wrote ae_008.pth
20240908-03:09:04 wrote ae_009.pth
20240908-03:09:04 epoch_duration 3min2s next_finish 03:12:07
20240908-03:09:04 wrote state.pth
20240908-03:09:04 --- epoch 322 ----------------------------------------
20240908-03:09:04 current_test_accuracies 0.8622 0.8624 0.8761 0.8645 0.8642 0.8688 0.8643 0.8621 0.8807 0.8589
20240908-03:09:04 time_train=61606 time_c_quizzes=0
20240908-03:09:04 no_c_quiz
20240908-03:09:04 training model 9 (accuracy 0.8589109182357788)
20240908-03:09:04 training model 7 (accuracy 0.8621118068695068)
20240908-03:11:09 train_loss 322 model 9 0.014245567747821042
20240908-03:11:09 train_loss 322 model 7 0.013283705043148075
20240908-03:11:11 test_loss 322 model 9 0.010819948729658791
20240908-03:11:11 test_loss 322 model 7 0.008786135489935986
20240908-03:11:49 test_accuracy 322 model 7 nb_correct 696 / 817 (85.19%)
20240908-03:11:52 test_accuracy 322 model 9 nb_correct 687 / 783 (87.74%)
20240908-03:11:53 wrote ae_000.pth
20240908-03:11:54 wrote ae_001.pth
20240908-03:11:55 wrote ae_002.pth
20240908-03:11:55 wrote ae_003.pth
20240908-03:11:56 wrote ae_004.pth
20240908-03:11:57 wrote ae_005.pth
20240908-03:11:57 wrote ae_006.pth
20240908-03:11:58 wrote ae_007.pth
20240908-03:11:59 wrote ae_008.pth
20240908-03:11:59 wrote ae_009.pth
20240908-03:11:59 epoch_duration 2min54s next_finish 03:14:54
20240908-03:11:59 wrote state.pth
20240908-03:11:59 --- epoch 323 ----------------------------------------
20240908-03:11:59 current_test_accuracies 0.8622 0.8624 0.8761 0.8645 0.8642 0.8688 0.8643 0.8519 0.8807 0.8774
20240908-03:11:59 time_train=61773 time_c_quizzes=0
20240908-03:11:59 no_c_quiz
20240908-03:11:59 training model 7 (accuracy 0.8518971800804138)
20240908-03:11:59 training model 0 (accuracy 0.8621951341629028)
20240908-03:14:04 train_loss 323 model 0 0.015163189308790606
20240908-03:14:04 train_loss 323 model 7 0.012997801257442916
20240908-03:14:06 test_loss 323 model 0 0.009188842536968878
20240908-03:14:06 test_loss 323 model 7 0.009223843366817164
20240908-03:14:46 test_accuracy 323 model 0 nb_correct 676 / 799 (84.61%)
20240908-03:14:47 test_accuracy 323 model 7 nb_correct 661 / 786 (84.10%)
20240908-03:14:47 wrote ae_000.pth
20240908-03:14:48 wrote ae_001.pth
20240908-03:14:49 wrote ae_002.pth
20240908-03:14:49 wrote ae_003.pth
20240908-03:14:50 wrote ae_004.pth
20240908-03:14:51 wrote ae_005.pth
20240908-03:14:52 wrote ae_006.pth
20240908-03:14:52 wrote ae_007.pth
20240908-03:14:53 wrote ae_008.pth
20240908-03:14:54 wrote ae_009.pth
20240908-03:14:54 epoch_duration 2min54s next_finish 03:17:48
20240908-03:14:54 wrote state.pth
20240908-03:14:54 --- epoch 324 ----------------------------------------
20240908-03:14:54 current_test_accuracies 0.8461 0.8624 0.8761 0.8645 0.8642 0.8688 0.8643 0.8410 0.8807 0.8774
20240908-03:14:54 time_train=61940 time_c_quizzes=0
20240908-03:14:54 no_c_quiz
20240908-03:14:54 training model 7 (accuracy 0.8409669399261475)
20240908-03:14:54 training model 0 (accuracy 0.8460575938224792)
20240908-03:16:58 train_loss 324 model 0 0.014073406755931502
20240908-03:16:58 train_loss 324 model 7 0.01376059512158099
20240908-03:17:00 test_loss 324 model 0 0.009326449006766779
20240908-03:17:00 test_loss 324 model 7 0.009540742988247076
20240908-03:17:41 test_accuracy 324 model 0 nb_correct 718 / 817 (87.88%)
20240908-03:17:43 test_accuracy 324 model 7 nb_correct 677 / 804 (84.20%)
20240908-03:17:44 wrote ae_000.pth
20240908-03:17:45 wrote ae_001.pth
20240908-03:17:46 wrote ae_002.pth
20240908-03:17:46 wrote ae_003.pth
20240908-03:17:47 wrote ae_004.pth
20240908-03:17:48 wrote ae_005.pth
20240908-03:17:49 wrote ae_006.pth
20240908-03:17:49 wrote ae_007.pth
20240908-03:17:50 wrote ae_008.pth
20240908-03:17:51 wrote ae_009.pth
20240908-03:17:51 epoch_duration 2min57s next_finish 03:20:48
20240908-03:17:51 wrote state.pth
20240908-03:17:51 --- epoch 325 ----------------------------------------
20240908-03:17:51 current_test_accuracies 0.8788 0.8624 0.8761 0.8645 0.8642 0.8688 0.8643 0.8420 0.8807 0.8774
20240908-03:17:51 time_train=62109 time_c_quizzes=0
20240908-03:17:51 no_c_quiz
20240908-03:17:51 training model 7 (accuracy 0.8420398235321045)
20240908-03:17:51 training model 1 (accuracy 0.862420380115509)
20240908-03:19:56 train_loss 325 model 7 0.014198219611585955
20240908-03:19:56 train_loss 325 model 1 0.013672464176110224
20240908-03:19:57 test_loss 325 model 7 0.011797860361730273
20240908-03:19:57 test_loss 325 model 1 0.009949707640771521
20240908-03:20:37 test_accuracy 325 model 1 nb_correct 680 / 826 (82.32%)
20240908-03:20:39 test_accuracy 325 model 7 nb_correct 729 / 830 (87.83%)
20240908-03:20:40 wrote ae_000.pth
20240908-03:20:40 wrote ae_001.pth
20240908-03:20:41 wrote ae_002.pth
20240908-03:20:42 wrote ae_003.pth
20240908-03:20:42 wrote ae_004.pth
20240908-03:20:43 wrote ae_005.pth
20240908-03:20:44 wrote ae_006.pth
20240908-03:20:44 wrote ae_007.pth
20240908-03:20:45 wrote ae_008.pth
20240908-03:20:46 wrote ae_009.pth
20240908-03:20:46 epoch_duration 2min54s next_finish 03:23:41
20240908-03:20:46 wrote state.pth
20240908-03:20:46 --- epoch 326 ----------------------------------------
20240908-03:20:46 current_test_accuracies 0.8788 0.8232 0.8761 0.8645 0.8642 0.8688 0.8643 0.8783 0.8807 0.8774
20240908-03:20:46 time_train=62277 time_c_quizzes=0
20240908-03:20:46 no_c_quiz
20240908-03:20:46 training model 1 (accuracy 0.823244571685791)
20240908-03:20:46 training model 4 (accuracy 0.8641975522041321)
20240908-03:22:51 train_loss 326 model 1 0.014520225151849446
20240908-03:22:51 train_loss 326 model 4 0.014794467381783761
20240908-03:22:52 test_loss 326 model 1 0.011715086130061536
20240908-03:22:52 test_loss 326 model 4 0.009940386673611102
20240908-03:23:39 test_accuracy 326 model 4 nb_correct 649 / 801 (81.02%)
20240908-03:23:40 test_accuracy 326 model 1 nb_correct 693 / 812 (85.34%)
20240908-03:23:41 wrote ae_000.pth
20240908-03:23:41 wrote ae_001.pth
20240908-03:23:42 wrote ae_002.pth
20240908-03:23:43 wrote ae_003.pth
20240908-03:23:43 wrote ae_004.pth
20240908-03:23:44 wrote ae_005.pth
20240908-03:23:45 wrote ae_006.pth
20240908-03:23:46 wrote ae_007.pth
20240908-03:23:46 wrote ae_008.pth
20240908-03:23:47 wrote ae_009.pth
20240908-03:23:47 epoch_duration 3min1s next_finish 03:26:48
20240908-03:23:47 wrote state.pth
20240908-03:23:47 --- epoch 327 ----------------------------------------
20240908-03:23:47 current_test_accuracies 0.8788 0.8534 0.8761 0.8645 0.8102 0.8688 0.8643 0.8783 0.8807 0.8774
20240908-03:23:47 time_train=62451 time_c_quizzes=0
20240908-03:23:47 no_c_quiz
20240908-03:23:47 training model 4 (accuracy 0.8102372288703918)
20240908-03:23:47 training model 1 (accuracy 0.8534482717514038)
20240908-03:25:52 train_loss 327 model 1 0.01383282988848805
20240908-03:25:52 train_loss 327 model 4 0.014221922097945936
20240908-03:25:54 test_loss 327 model 1 0.010141453652431664
20240908-03:25:54 test_loss 327 model 4 0.013910819201191771
20240908-03:26:38 test_accuracy 327 model 4 nb_correct 685 / 801 (85.52%)
20240908-03:26:39 test_accuracy 327 model 1 nb_correct 680 / 788 (86.29%)
20240908-03:26:40 wrote ae_000.pth
20240908-03:26:41 wrote ae_001.pth
20240908-03:26:42 wrote ae_002.pth
20240908-03:26:42 wrote ae_003.pth
20240908-03:26:43 wrote ae_004.pth
20240908-03:26:44 wrote ae_005.pth
20240908-03:26:45 wrote ae_006.pth
20240908-03:26:45 wrote ae_007.pth
20240908-03:26:46 wrote ae_008.pth
20240908-03:26:47 wrote ae_009.pth
20240908-03:26:47 epoch_duration 2min59s next_finish 03:29:46
20240908-03:26:47 wrote state.pth
20240908-03:26:47 --- epoch 328 ----------------------------------------
20240908-03:26:47 current_test_accuracies 0.8788 0.8629 0.8761 0.8645 0.8552 0.8688 0.8643 0.8783 0.8807 0.8774
20240908-03:26:47 time_train=62623 time_c_quizzes=0
20240908-03:26:47 no_c_quiz
20240908-03:26:47 training model 4 (accuracy 0.8551810383796692)
20240908-03:26:47 training model 1 (accuracy 0.8629441857337952)
20240908-03:28:51 train_loss 328 model 1 0.014481323574837007
20240908-03:28:51 train_loss 328 model 4 0.014751438188752217
20240908-03:28:53 test_loss 328 model 1 0.007569927369331708
20240908-03:28:53 test_loss 328 model 4 0.012011372431879863
20240908-03:29:40 test_accuracy 328 model 4 nb_correct 669 / 803 (83.31%)
20240908-03:29:43 test_accuracy 328 model 1 nb_correct 695 / 807 (86.12%)
20240908-03:29:44 wrote ae_000.pth
20240908-03:29:45 wrote ae_001.pth
20240908-03:29:45 wrote ae_002.pth
20240908-03:29:46 wrote ae_003.pth
20240908-03:29:47 wrote ae_004.pth
20240908-03:29:47 wrote ae_005.pth
20240908-03:29:48 wrote ae_006.pth
20240908-03:29:49 wrote ae_007.pth
20240908-03:29:49 wrote ae_008.pth
20240908-03:29:50 wrote ae_009.pth
20240908-03:29:50 epoch_duration 3min3s next_finish 03:32:54
20240908-03:29:50 wrote state.pth
20240908-03:29:50 --- epoch 329 ----------------------------------------
20240908-03:29:50 current_test_accuracies 0.8788 0.8612 0.8761 0.8645 0.8331 0.8688 0.8643 0.8783 0.8807 0.8774
20240908-03:29:50 time_train=62799 time_c_quizzes=0
20240908-03:29:50 no_c_quiz
20240908-03:29:50 training model 4 (accuracy 0.8331257700920105)
20240908-03:29:50 training model 1 (accuracy 0.8612143993377686)
20240908-03:31:55 train_loss 329 model 4 0.014605980576307047
20240908-03:31:55 train_loss 329 model 1 0.014599630265205632
20240908-03:31:57 test_loss 329 model 4 0.012904830857041815
20240908-03:31:57 test_loss 329 model 1 0.010372148664282576
20240908-03:32:36 test_accuracy 329 model 4 nb_correct 669 / 801 (83.52%)
20240908-03:32:38 test_accuracy 329 model 1 nb_correct 653 / 775 (84.26%)
20240908-03:32:38 wrote ae_000.pth
20240908-03:32:39 wrote ae_001.pth
20240908-03:32:40 wrote ae_002.pth
20240908-03:32:40 wrote ae_003.pth
20240908-03:32:41 wrote ae_004.pth
20240908-03:32:42 wrote ae_005.pth
20240908-03:32:42 wrote ae_006.pth
20240908-03:32:43 wrote ae_007.pth
20240908-03:32:44 wrote ae_008.pth
20240908-03:32:44 wrote ae_009.pth
20240908-03:32:44 epoch_duration 2min54s next_finish 03:35:39
20240908-03:32:44 wrote state.pth
20240908-03:32:44 --- epoch 330 ----------------------------------------
20240908-03:32:44 current_test_accuracies 0.8788 0.8426 0.8761 0.8645 0.8352 0.8688 0.8643 0.8783 0.8807 0.8774
20240908-03:32:44 time_train=62966 time_c_quizzes=0
20240908-03:32:44 no_c_quiz
20240908-03:32:44 training model 4 (accuracy 0.8352059721946716)
20240908-03:32:44 training model 1 (accuracy 0.8425806164741516)
20240908-03:34:49 train_loss 330 model 1 0.013254743556142784
20240908-03:34:50 train_loss 330 model 4 0.01502343709586421
20240908-03:34:51 test_loss 330 model 1 0.014832278135264687
20240908-03:34:51 test_loss 330 model 4 0.007595108761870506
20240908-03:35:33 test_accuracy 330 model 1 nb_correct 662 / 791 (83.69%)
20240908-03:35:34 test_accuracy 330 model 4 nb_correct 669 / 801 (83.52%)
20240908-03:35:35 wrote ae_000.pth
20240908-03:35:35 wrote ae_001.pth
20240908-03:35:36 wrote ae_002.pth
20240908-03:35:37 wrote ae_003.pth
20240908-03:35:37 wrote ae_004.pth
20240908-03:35:38 wrote ae_005.pth
20240908-03:35:39 wrote ae_006.pth
20240908-03:35:39 wrote ae_007.pth
20240908-03:35:40 wrote ae_008.pth
20240908-03:35:41 wrote ae_009.pth
20240908-03:35:41 epoch_duration 2min56s next_finish 03:38:37
20240908-03:35:41 wrote state.pth
20240908-03:35:41 --- epoch 331 ----------------------------------------
20240908-03:35:41 current_test_accuracies 0.8788 0.8369 0.8761 0.8645 0.8352 0.8688 0.8643 0.8783 0.8807 0.8774
20240908-03:35:41 time_train=63135 time_c_quizzes=0
20240908-03:35:41 no_c_quiz
20240908-03:35:41 training model 4 (accuracy 0.8352059721946716)
20240908-03:35:41 training model 1 (accuracy 0.8369153141975403)
20240908-03:37:46 train_loss 331 model 1 0.014319684354792117
20240908-03:37:46 train_loss 331 model 4 0.013980851856293157
20240908-03:37:47 test_loss 331 model 1 0.008825175374988703
20240908-03:37:47 test_loss 331 model 4 0.013369495690858458
20240908-03:38:25 test_accuracy 331 model 1 nb_correct 675 / 804 (83.96%)
20240908-03:38:30 test_accuracy 331 model 4 nb_correct 678 / 804 (84.33%)
20240908-03:38:31 wrote ae_000.pth
20240908-03:38:31 wrote ae_001.pth
20240908-03:38:32 wrote ae_002.pth
20240908-03:38:33 wrote ae_003.pth
20240908-03:38:34 wrote ae_004.pth
20240908-03:38:34 wrote ae_005.pth
20240908-03:38:35 wrote ae_006.pth
20240908-03:38:36 wrote ae_007.pth
20240908-03:38:36 wrote ae_008.pth
20240908-03:38:37 wrote ae_009.pth
20240908-03:38:37 epoch_duration 2min56s next_finish 03:41:34
20240908-03:38:37 wrote state.pth
20240908-03:38:37 --- epoch 332 ----------------------------------------
20240908-03:38:37 current_test_accuracies 0.8788 0.8396 0.8761 0.8645 0.8433 0.8688 0.8643 0.8783 0.8807 0.8774
20240908-03:38:37 time_train=63303 time_c_quizzes=0
20240908-03:38:37 no_c_quiz
20240908-03:38:37 training model 1 (accuracy 0.8395522236824036)
20240908-03:38:37 training model 4 (accuracy 0.8432835936546326)
20240908-03:40:42 train_loss 332 model 4 0.013585786641255254
20240908-03:40:42 train_loss 332 model 1 0.013778159205729026
20240908-03:40:43 test_loss 332 model 4 0.010866813685242959
20240908-03:40:44 test_loss 332 model 1 0.008469575076378532
20240908-03:41:21 test_accuracy 332 model 1 nb_correct 731 / 831 (87.97%)
20240908-03:41:22 test_accuracy 332 model 4 nb_correct 703 / 816 (86.15%)
20240908-03:41:23 wrote ae_000.pth
20240908-03:41:24 wrote ae_001.pth
20240908-03:41:24 wrote ae_002.pth
20240908-03:41:25 wrote ae_003.pth
20240908-03:41:26 wrote ae_004.pth
20240908-03:41:26 wrote ae_005.pth
20240908-03:41:27 wrote ae_006.pth
20240908-03:41:28 wrote ae_007.pth
20240908-03:41:28 wrote ae_008.pth
20240908-03:41:29 wrote ae_009.pth
20240908-03:41:29 epoch_duration 2min51s next_finish 03:44:21
20240908-03:41:29 wrote state.pth
20240908-03:41:29 --- epoch 333 ----------------------------------------
20240908-03:41:29 current_test_accuracies 0.8788 0.8797 0.8761 0.8645 0.8615 0.8688 0.8643 0.8783 0.8807 0.8774
20240908-03:41:29 time_train=63468 time_c_quizzes=0
20240908-03:41:29 no_c_quiz
20240908-03:41:29 training model 4 (accuracy 0.8615196347236633)
20240908-03:41:29 training model 6 (accuracy 0.8643215894699097)
20240908-03:43:34 train_loss 333 model 6 0.014032038541095972
20240908-03:43:34 train_loss 333 model 4 0.014620805254904553
20240908-03:43:35 test_loss 333 model 6 0.01023041957669193
20240908-03:43:35 test_loss 333 model 4 0.01193121310279821
20240908-03:44:18 test_accuracy 333 model 6 nb_correct 699 / 787 (88.82%)
20240908-03:44:22 test_accuracy 333 model 4 nb_correct 683 / 788 (86.68%)
20240908-03:44:23 wrote ae_000.pth
20240908-03:44:23 wrote ae_001.pth
20240908-03:44:24 wrote ae_002.pth
20240908-03:44:25 wrote ae_003.pth
20240908-03:44:25 wrote ae_004.pth
20240908-03:44:26 wrote ae_005.pth
20240908-03:44:27 wrote ae_006.pth
20240908-03:44:27 wrote ae_007.pth
20240908-03:44:28 wrote ae_008.pth
20240908-03:44:29 wrote ae_009.pth
20240908-03:44:29 epoch_duration 2min59s next_finish 03:47:29
20240908-03:44:29 wrote state.pth
20240908-03:44:29 --- epoch 334 ----------------------------------------
20240908-03:44:29 current_test_accuracies 0.8788 0.8797 0.8761 0.8645 0.8668 0.8688 0.8882 0.8783 0.8807 0.8774
20240908-03:44:29 time_train=63641 time_c_quizzes=0
20240908-03:44:29 no_c_quiz
20240908-03:44:29 training model 3 (accuracy 0.8645319938659668)
20240908-03:44:29 training model 4 (accuracy 0.8667512536048889)
20240908-03:46:34 train_loss 334 model 3 0.013449052682764886
20240908-03:46:34 train_loss 334 model 4 0.01366193477541674
20240908-03:46:35 test_loss 334 model 3 0.010057865834824042
20240908-03:46:35 test_loss 334 model 4 0.011946102726506069
20240908-03:47:18 test_accuracy 334 model 3 nb_correct 679 / 795 (85.41%)
20240908-03:47:21 test_accuracy 334 model 4 nb_correct 705 / 809 (87.14%)
20240908-03:47:22 wrote ae_000.pth
20240908-03:47:23 wrote ae_001.pth
20240908-03:47:23 wrote ae_002.pth
20240908-03:47:24 wrote ae_003.pth
20240908-03:47:25 wrote ae_004.pth
20240908-03:47:25 wrote ae_005.pth
20240908-03:47:26 wrote ae_006.pth
20240908-03:47:27 wrote ae_007.pth
20240908-03:47:27 wrote ae_008.pth
20240908-03:47:28 wrote ae_009.pth
20240908-03:47:28 epoch_duration 2min59s next_finish 03:50:27
20240908-03:47:28 wrote state.pth
20240908-03:47:28 --- epoch 335 ----------------------------------------
20240908-03:47:28 current_test_accuracies 0.8788 0.8797 0.8761 0.8541 0.8714 0.8688 0.8882 0.8783 0.8807 0.8774
20240908-03:47:28 time_train=63813 time_c_quizzes=0
20240908-03:47:28 no_c_quiz
20240908-03:47:28 training model 3 (accuracy 0.8540880680084229)
20240908-03:47:28 training model 5 (accuracy 0.8688119053840637)
20240908-03:49:33 train_loss 335 model 5 0.014008296561634779
20240908-03:49:33 train_loss 335 model 3 0.01370497463933134
20240908-03:49:34 test_loss 335 model 5 0.012045449103970896
20240908-03:49:34 test_loss 335 model 3 0.01212144708733831
20240908-03:50:19 test_accuracy 335 model 3 nb_correct 668 / 792 (84.34%)
20240908-03:50:21 test_accuracy 335 model 5 nb_correct 674 / 796 (84.67%)
20240908-03:50:21 wrote ae_000.pth
20240908-03:50:22 wrote ae_001.pth
20240908-03:50:23 wrote ae_002.pth
20240908-03:50:24 wrote ae_003.pth
20240908-03:50:24 wrote ae_004.pth
20240908-03:50:25 wrote ae_005.pth
20240908-03:50:26 wrote ae_006.pth
20240908-03:50:26 wrote ae_007.pth
20240908-03:50:27 wrote ae_008.pth
20240908-03:50:28 wrote ae_009.pth
20240908-03:50:28 epoch_duration 2min59s next_finish 03:53:27
20240908-03:50:28 wrote state.pth
20240908-03:50:28 --- epoch 336 ----------------------------------------
20240908-03:50:28 current_test_accuracies 0.8788 0.8797 0.8761 0.8434 0.8714 0.8467 0.8882 0.8783 0.8807 0.8774
20240908-03:50:28 time_train=63985 time_c_quizzes=0
20240908-03:50:28 no_c_quiz
20240908-03:50:28 training model 3 (accuracy 0.8434343338012695)
20240908-03:50:28 training model 5 (accuracy 0.8467336893081665)
20240908-03:52:33 train_loss 336 model 3 0.012919884422313772
20240908-03:52:33 train_loss 336 model 5 0.013266511575842741
20240908-03:52:34 test_loss 336 model 3 0.013123623598949053
20240908-03:52:34 test_loss 336 model 5 0.010779629323542395
20240908-03:53:17 test_accuracy 336 model 3 nb_correct 683 / 795 (85.91%)
20240908-03:53:27 test_accuracy 336 model 5 nb_correct 647 / 781 (82.84%)
20240908-03:53:28 wrote ae_000.pth
20240908-03:53:29 wrote ae_001.pth
20240908-03:53:29 wrote ae_002.pth
20240908-03:53:30 wrote ae_003.pth
20240908-03:53:31 wrote ae_004.pth
20240908-03:53:31 wrote ae_005.pth
20240908-03:53:32 wrote ae_006.pth
20240908-03:53:33 wrote ae_007.pth
20240908-03:53:33 wrote ae_008.pth
20240908-03:53:34 wrote ae_009.pth
20240908-03:53:34 epoch_duration 3min6s next_finish 03:56:41
20240908-03:53:34 wrote state.pth
20240908-03:53:34 --- epoch 337 ----------------------------------------
20240908-03:53:34 current_test_accuracies 0.8788 0.8797 0.8761 0.8591 0.8714 0.8284 0.8882 0.8783 0.8807 0.8774
20240908-03:53:34 time_train=64164 time_c_quizzes=0
20240908-03:53:34 no_c_quiz
20240908-03:53:34 training model 5 (accuracy 0.8284251093864441)
20240908-03:53:34 training model 3 (accuracy 0.8591194748878479)
20240908-03:55:39 train_loss 337 model 5 0.014808900868338241
20240908-03:55:39 train_loss 337 model 3 0.014423746587504865
20240908-03:55:41 test_loss 337 model 5 0.01087327367204125
20240908-03:55:41 test_loss 337 model 3 0.008881664934369838
20240908-03:56:22 test_accuracy 337 model 3 nb_correct 667 / 779 (85.62%)
20240908-03:56:27 test_accuracy 337 model 5 nb_correct 699 / 803 (87.05%)
20240908-03:56:27 wrote ae_000.pth
20240908-03:56:28 wrote ae_001.pth
20240908-03:56:29 wrote ae_002.pth
20240908-03:56:29 wrote ae_003.pth
20240908-03:56:30 wrote ae_004.pth
20240908-03:56:31 wrote ae_005.pth
20240908-03:56:31 wrote ae_006.pth
20240908-03:56:32 wrote ae_007.pth
20240908-03:56:33 wrote ae_008.pth
20240908-03:56:33 wrote ae_009.pth
20240908-03:56:33 epoch_duration 2min59s next_finish 03:59:32
20240908-03:56:33 wrote state.pth
20240908-03:56:33 --- epoch 338 ----------------------------------------
20240908-03:56:33 current_test_accuracies 0.8788 0.8797 0.8761 0.8562 0.8714 0.8705 0.8882 0.8783 0.8807 0.8774
20240908-03:56:33 time_train=64336 time_c_quizzes=0
20240908-03:56:33 no_c_quiz
20240908-03:56:33 training model 3 (accuracy 0.8562259078025818)
20240908-03:56:33 training model 5 (accuracy 0.8704856634140015)
20240908-03:58:38 train_loss 338 model 5 0.014145422729518032
20240908-03:58:38 train_loss 338 model 3 0.013802006196143338
20240908-03:58:39 test_loss 338 model 5 0.011952911673324707
20240908-03:58:39 test_loss 338 model 3 0.010510624759535857
20240908-03:59:20 test_accuracy 338 model 3 nb_correct 663 / 792 (83.71%)
20240908-03:59:22 test_accuracy 338 model 5 nb_correct 677 / 816 (82.97%)
20240908-03:59:23 wrote ae_000.pth
20240908-03:59:24 wrote ae_001.pth
20240908-03:59:24 wrote ae_002.pth
20240908-03:59:25 wrote ae_003.pth
20240908-03:59:26 wrote ae_004.pth
20240908-03:59:26 wrote ae_005.pth
20240908-03:59:27 wrote ae_006.pth
20240908-03:59:28 wrote ae_007.pth
20240908-03:59:28 wrote ae_008.pth
20240908-03:59:29 wrote ae_009.pth
20240908-03:59:29 epoch_duration 2min55s next_finish 04:02:25
20240908-03:59:29 wrote state.pth
20240908-03:59:29 --- epoch 339 ----------------------------------------
20240908-03:59:29 current_test_accuracies 0.8788 0.8797 0.8761 0.8371 0.8714 0.8297 0.8882 0.8783 0.8807 0.8774
20240908-03:59:29 time_train=64505 time_c_quizzes=0
20240908-03:59:29 no_c_quiz
20240908-03:59:29 training model 5 (accuracy 0.8296568393707275)
20240908-03:59:29 training model 3 (accuracy 0.8371211886405945)
20240908-04:01:34 train_loss 339 model 3 0.014189790006636031
20240908-04:01:34 train_loss 339 model 5 0.013635165406012674
20240908-04:01:35 test_loss 339 model 3 0.01236539645396988
20240908-04:01:35 test_loss 339 model 5 0.01192114308314558
20240908-04:02:15 test_accuracy 339 model 3 nb_correct 701 / 803 (87.30%)
20240908-04:02:21 test_accuracy 339 model 5 nb_correct 674 / 789 (85.42%)
20240908-04:02:22 wrote ae_000.pth
20240908-04:02:23 wrote ae_001.pth
20240908-04:02:23 wrote ae_002.pth
20240908-04:02:24 wrote ae_003.pth
20240908-04:02:25 wrote ae_004.pth
20240908-04:02:25 wrote ae_005.pth
20240908-04:02:26 wrote ae_006.pth
20240908-04:02:27 wrote ae_007.pth
20240908-04:02:28 wrote ae_008.pth
20240908-04:02:28 wrote ae_009.pth
20240908-04:02:28 epoch_duration 2min59s next_finish 04:05:27
20240908-04:02:28 wrote state.pth
20240908-04:02:28 --- epoch 340 ----------------------------------------
20240908-04:02:28 current_test_accuracies 0.8788 0.8797 0.8761 0.8730 0.8714 0.8542 0.8882 0.8783 0.8807 0.8774
20240908-04:02:28 time_train=64677 time_c_quizzes=0
20240908-04:02:28 no_c_quiz
20240908-04:02:28 training model 5 (accuracy 0.8542459011077881)
20240908-04:02:28 training model 4 (accuracy 0.8714462518692017)
20240908-04:04:33 train_loss 340 model 5 0.013520156938422588
20240908-04:04:33 train_loss 340 model 4 0.014831965143683191
20240908-04:04:35 test_loss 340 model 5 0.007723588842588924
20240908-04:04:35 test_loss 340 model 4 0.009103966804138964
20240908-04:05:18 test_accuracy 340 model 4 nb_correct 706 / 805 (87.70%)
20240908-04:05:18 test_accuracy 340 model 5 nb_correct 711 / 798 (89.10%)
20240908-04:05:19 wrote ae_000.pth
20240908-04:05:20 wrote ae_001.pth
20240908-04:05:20 wrote ae_002.pth
20240908-04:05:21 wrote ae_003.pth
20240908-04:05:22 wrote ae_004.pth
20240908-04:05:22 wrote ae_005.pth
20240908-04:05:23 wrote ae_006.pth
20240908-04:05:24 wrote ae_007.pth
20240908-04:05:24 wrote ae_008.pth
20240908-04:05:25 wrote ae_009.pth
20240908-04:05:25 epoch_duration 2min56s next_finish 04:08:22
20240908-04:05:25 wrote state.pth
20240908-04:05:25 --- epoch 341 ----------------------------------------
20240908-04:05:25 current_test_accuracies 0.8788 0.8797 0.8761 0.8730 0.8770 0.8910 0.8882 0.8783 0.8807 0.8774
20240908-04:05:25 time_train=64847 time_c_quizzes=0
20240908-04:05:25 no_c_quiz
20240908-04:05:25 training model 3 (accuracy 0.8729763627052307)
20240908-04:05:25 training model 2 (accuracy 0.8760951161384583)
20240908-04:07:30 train_loss 341 model 2 0.015127413232257823
20240908-04:07:30 train_loss 341 model 3 0.013077401273345458
20240908-04:07:31 test_loss 341 model 2 0.009653547822063046
20240908-04:07:31 test_loss 341 model 3 0.012027486069018777
20240908-04:08:15 test_accuracy 341 model 3 nb_correct 686 / 794 (86.40%)
20240908-04:08:18 test_accuracy 341 model 2 nb_correct 692 / 797 (86.83%)
20240908-04:08:19 wrote ae_000.pth
20240908-04:08:20 wrote ae_001.pth
20240908-04:08:20 wrote ae_002.pth
20240908-04:08:21 wrote ae_003.pth
20240908-04:08:22 wrote ae_004.pth
20240908-04:08:22 wrote ae_005.pth
20240908-04:08:23 wrote ae_006.pth
20240908-04:08:24 wrote ae_007.pth
20240908-04:08:24 wrote ae_008.pth
20240908-04:08:25 wrote ae_009.pth
20240908-04:08:25 epoch_duration 2min59s next_finish 04:11:25
20240908-04:08:25 wrote state.pth
20240908-04:08:25 --- epoch 342 ----------------------------------------
20240908-04:08:25 current_test_accuracies 0.8788 0.8797 0.8683 0.8640 0.8770 0.8910 0.8882 0.8783 0.8807 0.8774
20240908-04:08:25 time_train=65020 time_c_quizzes=0
20240908-04:08:25 no_c_quiz
20240908-04:08:25 training model 3 (accuracy 0.8639798760414124)
20240908-04:08:25 training model 2 (accuracy 0.8682559728622437)
20240908-04:10:30 train_loss 342 model 2 0.015094434765313053
20240908-04:10:30 train_loss 342 model 3 0.013699029341609275
20240908-04:10:31 test_loss 342 model 2 0.013988067535683513
20240908-04:10:31 test_loss 342 model 3 0.008842493869269673
20240908-04:11:07 test_accuracy 342 model 3 nb_correct 701 / 796 (88.07%)
20240908-04:11:20 test_accuracy 342 model 2 nb_correct 678 / 796 (85.18%)
20240908-04:11:20 wrote ae_000.pth
20240908-04:11:21 wrote ae_001.pth
20240908-04:11:22 wrote ae_002.pth
20240908-04:11:22 wrote ae_003.pth
20240908-04:11:23 wrote ae_004.pth
20240908-04:11:24 wrote ae_005.pth
20240908-04:11:25 wrote ae_006.pth
20240908-04:11:25 wrote ae_007.pth
20240908-04:11:26 wrote ae_008.pth
20240908-04:11:27 wrote ae_009.pth
20240908-04:11:27 epoch_duration 3min1s next_finish 04:14:28
20240908-04:11:27 wrote state.pth
20240908-04:11:27 --- epoch 343 ----------------------------------------
20240908-04:11:27 current_test_accuracies 0.8788 0.8797 0.8518 0.8807 0.8770 0.8910 0.8882 0.8783 0.8807 0.8774
20240908-04:11:27 time_train=65194 time_c_quizzes=0
20240908-04:11:27 no_c_quiz
20240908-04:11:27 training model 2 (accuracy 0.8517587780952454)
20240908-04:11:27 training model 4 (accuracy 0.8770186305046082)
20240908-04:13:31 train_loss 343 model 4 0.013902791579283076
20240908-04:13:31 train_loss 343 model 2 0.014454473408171907
20240908-04:13:33 test_loss 343 model 4 0.009460641095029133
20240908-04:13:33 test_loss 343 model 2 0.012328218376933365
20240908-04:14:15 test_accuracy 343 model 4 nb_correct 702 / 813 (86.35%)
20240908-04:14:23 test_accuracy 343 model 2 nb_correct 664 / 796 (83.42%)
20240908-04:14:24 wrote ae_000.pth
20240908-04:14:24 wrote ae_001.pth
20240908-04:14:25 wrote ae_002.pth
20240908-04:14:26 wrote ae_003.pth
20240908-04:14:26 wrote ae_004.pth
20240908-04:14:27 wrote ae_005.pth
20240908-04:14:28 wrote ae_006.pth
20240908-04:14:28 wrote ae_007.pth
20240908-04:14:29 wrote ae_008.pth
20240908-04:14:30 wrote ae_009.pth
20240908-04:14:30 epoch_duration 3min3s next_finish 04:17:33
20240908-04:14:30 wrote state.pth
20240908-04:14:30 --- epoch 344 ----------------------------------------
20240908-04:14:30 current_test_accuracies 0.8788 0.8797 0.8342 0.8807 0.8635 0.8910 0.8882 0.8783 0.8807 0.8774
20240908-04:14:30 time_train=65370 time_c_quizzes=0
20240908-04:14:30 no_c_quiz
20240908-04:14:30 training model 2 (accuracy 0.8341708779335022)
20240908-04:14:30 training model 4 (accuracy 0.8634686470031738)
20240908-04:16:35 train_loss 344 model 2 0.015094047669583234
20240908-04:16:35 train_loss 344 model 4 0.014188543112904881
20240908-04:16:36 test_loss 344 model 2 0.010510894616709265
20240908-04:16:36 test_loss 344 model 4 0.013225083715224174
20240908-04:17:15 test_accuracy 344 model 2 nb_correct 684 / 794 (86.15%)
20240908-04:17:17 test_accuracy 344 model 4 nb_correct 692 / 811 (85.33%)
20240908-04:17:17 wrote ae_000.pth
20240908-04:17:18 wrote ae_001.pth
20240908-04:17:19 wrote ae_002.pth
20240908-04:17:19 wrote ae_003.pth
20240908-04:17:20 wrote ae_004.pth
20240908-04:17:21 wrote ae_005.pth
20240908-04:17:22 wrote ae_006.pth
20240908-04:17:22 wrote ae_007.pth
20240908-04:17:23 wrote ae_008.pth
20240908-04:17:24 wrote ae_009.pth
20240908-04:17:24 epoch_duration 2min53s next_finish 04:20:17
20240908-04:17:24 wrote state.pth
20240908-04:17:24 --- epoch 345 ----------------------------------------
20240908-04:17:24 current_test_accuracies 0.8788 0.8797 0.8615 0.8807 0.8533 0.8910 0.8882 0.8783 0.8807 0.8774
20240908-04:17:24 time_train=65536 time_c_quizzes=0
20240908-04:17:24 no_c_quiz
20240908-04:17:24 training model 4 (accuracy 0.8532675504684448)
20240908-04:17:24 training model 2 (accuracy 0.8614609837532043)
20240908-04:19:28 train_loss 345 model 2 0.014923990157476509
20240908-04:19:29 train_loss 345 model 4 0.0142846723110124
20240908-04:19:30 test_loss 345 model 2 0.01085849759838311
20240908-04:19:30 test_loss 345 model 4 0.010712984665610747
20240908-04:20:17 test_accuracy 345 model 2 nb_correct 657 / 803 (81.82%)
20240908-04:20:25 test_accuracy 345 model 4 nb_correct 684 / 796 (85.93%)
20240908-04:20:26 wrote ae_000.pth
20240908-04:20:26 wrote ae_001.pth
20240908-04:20:27 wrote ae_002.pth
20240908-04:20:28 wrote ae_003.pth
20240908-04:20:28 wrote ae_004.pth
20240908-04:20:29 wrote ae_005.pth
20240908-04:20:30 wrote ae_006.pth
20240908-04:20:30 wrote ae_007.pth
20240908-04:20:31 wrote ae_008.pth
20240908-04:20:32 wrote ae_009.pth
20240908-04:20:32 epoch_duration 3min8s next_finish 04:23:40
20240908-04:20:32 wrote state.pth
20240908-04:20:32 --- epoch 346 ----------------------------------------
20240908-04:20:32 current_test_accuracies 0.8788 0.8797 0.8182 0.8807 0.8593 0.8910 0.8882 0.8783 0.8807 0.8774
20240908-04:20:32 time_train=65717 time_c_quizzes=0
20240908-04:20:32 no_c_quiz
20240908-04:20:32 training model 2 (accuracy 0.8181818127632141)
20240908-04:20:32 training model 4 (accuracy 0.8592965006828308)
20240908-04:22:36 train_loss 346 model 2 0.014109380680689355
20240908-04:22:36 train_loss 346 model 4 0.013706529416784179
20240908-04:22:38 test_loss 346 model 2 0.012397283612290266
20240908-04:22:38 test_loss 346 model 4 0.008932489791004628
20240908-04:23:18 test_accuracy 346 model 4 nb_correct 721 / 813 (88.68%)
20240908-04:23:23 test_accuracy 346 model 2 nb_correct 718 / 810 (88.64%)
20240908-04:23:23 wrote ae_000.pth
20240908-04:23:24 wrote ae_001.pth
20240908-04:23:25 wrote ae_002.pth
20240908-04:23:25 wrote ae_003.pth
20240908-04:23:26 wrote ae_004.pth
20240908-04:23:27 wrote ae_005.pth
20240908-04:23:28 wrote ae_006.pth
20240908-04:23:28 wrote ae_007.pth
20240908-04:23:29 wrote ae_008.pth
20240908-04:23:30 wrote ae_009.pth
20240908-04:23:30 epoch_duration 2min57s next_finish 04:26:27
20240908-04:23:30 wrote state.pth
20240908-04:23:30 --- epoch 347 ----------------------------------------
20240908-04:23:30 current_test_accuracies 0.8788 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8783 0.8807 0.8774
20240908-04:23:30 time_train=65887 time_c_quizzes=0
20240908-04:23:30 no_c_quiz
20240908-04:23:30 training model 9 (accuracy 0.8773946166038513)
20240908-04:23:30 training model 7 (accuracy 0.8783132433891296)
20240908-04:25:35 train_loss 347 model 9 0.013527070707605162
20240908-04:25:35 train_loss 347 model 7 0.014035864902216416
20240908-04:25:36 test_loss 347 model 9 0.010885617815438309
20240908-04:25:36 test_loss 347 model 7 0.010905606403321144
20240908-04:26:17 test_accuracy 347 model 7 nb_correct 669 / 805 (83.11%)
20240908-04:26:25 test_accuracy 347 model 9 nb_correct 669 / 801 (83.52%)
20240908-04:26:26 wrote ae_000.pth
20240908-04:26:26 wrote ae_001.pth
20240908-04:26:27 wrote ae_002.pth
20240908-04:26:28 wrote ae_003.pth
20240908-04:26:28 wrote ae_004.pth
20240908-04:26:29 wrote ae_005.pth
20240908-04:26:30 wrote ae_006.pth
20240908-04:26:30 wrote ae_007.pth
20240908-04:26:31 wrote ae_008.pth
20240908-04:26:32 wrote ae_009.pth
20240908-04:26:32 epoch_duration 3min1s next_finish 04:29:34
20240908-04:26:32 wrote state.pth
20240908-04:26:32 --- epoch 348 ----------------------------------------
20240908-04:26:32 current_test_accuracies 0.8788 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8311 0.8807 0.8352
20240908-04:26:32 time_train=66062 time_c_quizzes=0
20240908-04:26:32 no_c_quiz
20240908-04:26:32 training model 7 (accuracy 0.8310558795928955)
20240908-04:26:32 training model 9 (accuracy 0.8352059721946716)
20240908-04:28:36 train_loss 348 model 9 0.013937690500490135
20240908-04:28:36 train_loss 348 model 7 0.013521371373557486
20240908-04:28:38 test_loss 348 model 9 0.00987279838118411
20240908-04:28:38 test_loss 348 model 7 0.009032886970408072
20240908-04:29:21 test_accuracy 348 model 7 nb_correct 678 / 778 (87.15%)
20240908-04:29:21 test_accuracy 348 model 9 nb_correct 683 / 790 (86.46%)
20240908-04:29:22 wrote ae_000.pth
20240908-04:29:23 wrote ae_001.pth
20240908-04:29:23 wrote ae_002.pth
20240908-04:29:24 wrote ae_003.pth
20240908-04:29:25 wrote ae_004.pth
20240908-04:29:26 wrote ae_005.pth
20240908-04:29:26 wrote ae_006.pth
20240908-04:29:27 wrote ae_007.pth
20240908-04:29:28 wrote ae_008.pth
20240908-04:29:28 wrote ae_009.pth
20240908-04:29:28 epoch_duration 2min56s next_finish 04:32:25
20240908-04:29:28 wrote state.pth
20240908-04:29:28 --- epoch 349 ----------------------------------------
20240908-04:29:28 current_test_accuracies 0.8788 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8715 0.8807 0.8646
20240908-04:29:28 time_train=66231 time_c_quizzes=0
20240908-04:29:28 no_c_quiz
20240908-04:29:28 training model 9 (accuracy 0.8645569682121277)
20240908-04:29:28 training model 7 (accuracy 0.8714653253555298)
20240908-04:31:33 train_loss 349 model 7 0.013433148741925834
20240908-04:31:33 train_loss 349 model 9 0.014014824204372417
20240908-04:31:35 test_loss 349 model 7 0.013314358756838373
20240908-04:31:35 test_loss 349 model 9 0.008819149015835137
20240908-04:32:16 test_accuracy 349 model 9 nb_correct 698 / 803 (86.92%)
20240908-04:32:22 test_accuracy 349 model 7 nb_correct 685 / 811 (84.46%)
20240908-04:32:22 wrote ae_000.pth
20240908-04:32:23 wrote ae_001.pth
20240908-04:32:24 wrote ae_002.pth
20240908-04:32:24 wrote ae_003.pth
20240908-04:32:25 wrote ae_004.pth
20240908-04:32:26 wrote ae_005.pth
20240908-04:32:26 wrote ae_006.pth
20240908-04:32:27 wrote ae_007.pth
20240908-04:32:28 wrote ae_008.pth
20240908-04:32:28 wrote ae_009.pth
20240908-04:32:28 epoch_duration 3min0s next_finish 04:35:29
20240908-04:32:28 wrote state.pth
20240908-04:32:28 --- epoch 350 ----------------------------------------
20240908-04:32:28 current_test_accuracies 0.8788 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8446 0.8807 0.8692
20240908-04:32:28 time_train=66404 time_c_quizzes=0
20240908-04:32:28 no_c_quiz
20240908-04:32:28 training model 7 (accuracy 0.8446362614631653)
20240908-04:32:28 training model 9 (accuracy 0.8692403435707092)
20240908-04:34:33 train_loss 350 model 7 0.013090995860304247
20240908-04:34:34 train_loss 350 model 9 0.014666099025969742
20240908-04:34:35 test_loss 350 model 7 0.008570898272625981
20240908-04:34:35 test_loss 350 model 9 0.010145655389442254
20240908-04:35:12 test_accuracy 350 model 9 nb_correct 719 / 822 (87.47%)
20240908-04:35:18 test_accuracy 350 model 7 nb_correct 678 / 796 (85.18%)
20240908-04:35:19 wrote ae_000.pth
20240908-04:35:19 wrote ae_001.pth
20240908-04:35:20 wrote ae_002.pth
20240908-04:35:21 wrote ae_003.pth
20240908-04:35:21 wrote ae_004.pth
20240908-04:35:22 wrote ae_005.pth
20240908-04:35:23 wrote ae_006.pth
20240908-04:35:23 wrote ae_007.pth
20240908-04:35:24 wrote ae_008.pth
20240908-04:35:25 wrote ae_009.pth
20240908-04:35:25 epoch_duration 2min56s next_finish 04:38:21
20240908-04:35:25 wrote state.pth
20240908-04:35:25 --- epoch 351 ----------------------------------------
20240908-04:35:25 current_test_accuracies 0.8788 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8518 0.8807 0.8747
20240908-04:35:25 time_train=66573 time_c_quizzes=0
20240908-04:35:25 no_c_quiz
20240908-04:35:25 training model 7 (accuracy 0.8517587780952454)
20240908-04:35:25 training model 9 (accuracy 0.8746958374977112)
20240908-04:37:29 train_loss 351 model 7 0.013287372937069448
20240908-04:37:30 train_loss 351 model 9 0.012768117401123163
20240908-04:37:31 test_loss 351 model 7 0.014307467173784972
20240908-04:37:31 test_loss 351 model 9 0.010428042327248477
20240908-04:38:14 test_accuracy 351 model 9 nb_correct 675 / 795 (84.91%)
20240908-04:38:17 test_accuracy 351 model 7 nb_correct 675 / 780 (86.54%)
20240908-04:38:18 wrote ae_000.pth
20240908-04:38:19 wrote ae_001.pth
20240908-04:38:19 wrote ae_002.pth
20240908-04:38:20 wrote ae_003.pth
20240908-04:38:20 wrote ae_004.pth
20240908-04:38:21 wrote ae_005.pth
20240908-04:38:22 wrote ae_006.pth
20240908-04:38:22 wrote ae_007.pth
20240908-04:38:23 wrote ae_008.pth
20240908-04:38:24 wrote ae_009.pth
20240908-04:38:24 epoch_duration 2min59s next_finish 04:41:23
20240908-04:38:24 wrote state.pth
20240908-04:38:24 --- epoch 352 ----------------------------------------
20240908-04:38:24 current_test_accuracies 0.8788 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8654 0.8807 0.8491
20240908-04:38:24 time_train=66745 time_c_quizzes=0
20240908-04:38:24 no_c_quiz
20240908-04:38:24 training model 9 (accuracy 0.849056601524353)
20240908-04:38:24 training model 7 (accuracy 0.8653846383094788)
20240908-04:40:28 train_loss 352 model 9 0.012866867209624615
20240908-04:40:28 train_loss 352 model 7 0.013592156036698725
20240908-04:40:30 test_loss 352 model 9 0.010712090150263975
20240908-04:40:30 test_loss 352 model 7 0.013073640275598564
20240908-04:41:08 test_accuracy 352 model 7 nb_correct 699 / 818 (85.45%)
20240908-04:41:17 test_accuracy 352 model 9 nb_correct 715 / 809 (88.38%)
20240908-04:41:17 wrote ae_000.pth
20240908-04:41:18 wrote ae_001.pth
20240908-04:41:19 wrote ae_002.pth
20240908-04:41:20 wrote ae_003.pth
20240908-04:41:20 wrote ae_004.pth
20240908-04:41:21 wrote ae_005.pth
20240908-04:41:21 wrote ae_006.pth
20240908-04:41:22 wrote ae_007.pth
20240908-04:41:23 wrote ae_008.pth
20240908-04:41:23 wrote ae_009.pth
20240908-04:41:23 epoch_duration 2min59s next_finish 04:44:23
20240908-04:41:23 wrote state.pth
20240908-04:41:23 --- epoch 353 ----------------------------------------
20240908-04:41:23 current_test_accuracies 0.8788 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8545 0.8807 0.8838
20240908-04:41:23 time_train=66918 time_c_quizzes=0
20240908-04:41:23 no_c_quiz
20240908-04:41:23 training model 7 (accuracy 0.854523241519928)
20240908-04:41:23 training model 0 (accuracy 0.8788249492645264)
20240908-04:43:28 train_loss 353 model 0 0.014600438522349577
20240908-04:43:28 train_loss 353 model 7 0.013945218441993347
20240908-04:43:30 test_loss 353 model 0 0.013736500585582689
20240908-04:43:30 test_loss 353 model 7 0.00948370405149035
20240908-04:44:09 test_accuracy 353 model 0 nb_correct 688 / 817 (84.21%)
20240908-04:44:12 test_accuracy 353 model 7 nb_correct 698 / 827 (84.40%)
20240908-04:44:13 wrote ae_000.pth
20240908-04:44:13 wrote ae_001.pth
20240908-04:44:14 wrote ae_002.pth
20240908-04:44:15 wrote ae_003.pth
20240908-04:44:15 wrote ae_004.pth
20240908-04:44:16 wrote ae_005.pth
20240908-04:44:17 wrote ae_006.pth
20240908-04:44:17 wrote ae_007.pth
20240908-04:44:18 wrote ae_008.pth
20240908-04:44:19 wrote ae_009.pth
20240908-04:44:19 epoch_duration 2min55s next_finish 04:47:14
20240908-04:44:19 wrote state.pth
20240908-04:44:19 --- epoch 354 ----------------------------------------
20240908-04:44:19 current_test_accuracies 0.8421 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8440 0.8807 0.8838
20240908-04:44:19 time_train=67086 time_c_quizzes=0
20240908-04:44:19 no_c_quiz
20240908-04:44:19 training model 0 (accuracy 0.8421052694320679)
20240908-04:44:19 training model 7 (accuracy 0.8440145254135132)
20240908-04:46:24 train_loss 354 model 0 0.013654346541195992
20240908-04:46:24 train_loss 354 model 7 0.013487813277704845
20240908-04:46:25 test_loss 354 model 0 0.01344886995793786
20240908-04:46:25 test_loss 354 model 7 0.010018638389374246
20240908-04:47:05 test_accuracy 354 model 0 nb_correct 672 / 787 (85.39%)
20240908-04:47:08 test_accuracy 354 model 7 nb_correct 702 / 804 (87.31%)
20240908-04:47:08 wrote ae_000.pth
20240908-04:47:09 wrote ae_001.pth
20240908-04:47:10 wrote ae_002.pth
20240908-04:47:11 wrote ae_003.pth
20240908-04:47:11 wrote ae_004.pth
20240908-04:47:12 wrote ae_005.pth
20240908-04:47:13 wrote ae_006.pth
20240908-04:47:13 wrote ae_007.pth
20240908-04:47:14 wrote ae_008.pth
20240908-04:47:15 wrote ae_009.pth
20240908-04:47:15 epoch_duration 2min55s next_finish 04:50:10
20240908-04:47:15 wrote state.pth
20240908-04:47:15 --- epoch 355 ----------------------------------------
20240908-04:47:15 current_test_accuracies 0.8539 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8731 0.8807 0.8838
20240908-04:47:15 time_train=67254 time_c_quizzes=0
20240908-04:47:15 no_c_quiz
20240908-04:47:15 training model 0 (accuracy 0.853875458240509)
20240908-04:47:15 training model 7 (accuracy 0.8731343150138855)
20240908-04:49:19 train_loss 355 model 7 0.013748717367619975
20240908-04:49:19 train_loss 355 model 0 0.013928964609018294
20240908-04:49:21 test_loss 355 model 7 0.007065938181767706
20240908-04:49:21 test_loss 355 model 0 0.01095516414834492
20240908-04:50:02 test_accuracy 355 model 7 nb_correct 701 / 790 (88.73%)
20240908-04:50:05 test_accuracy 355 model 0 nb_correct 666 / 789 (84.41%)
20240908-04:50:05 wrote ae_000.pth
20240908-04:50:06 wrote ae_001.pth
20240908-04:50:07 wrote ae_002.pth
20240908-04:50:07 wrote ae_003.pth
20240908-04:50:08 wrote ae_004.pth
20240908-04:50:09 wrote ae_005.pth
20240908-04:50:09 wrote ae_006.pth
20240908-04:50:10 wrote ae_007.pth
20240908-04:50:11 wrote ae_008.pth
20240908-04:50:11 wrote ae_009.pth
20240908-04:50:11 epoch_duration 2min56s next_finish 04:53:08
20240908-04:50:11 wrote state.pth
20240908-04:50:11 --- epoch 356 ----------------------------------------
20240908-04:50:11 current_test_accuracies 0.8441 0.8797 0.8864 0.8807 0.8868 0.8910 0.8882 0.8873 0.8807 0.8838
20240908-04:50:11 time_train=67423 time_c_quizzes=0
20240908-04:50:11 no_c_quiz
20240908-04:50:11 training model 0 (accuracy 0.8441064357757568)
20240908-04:50:11 training model 1 (accuracy 0.8796630501747131)
20240908-04:52:16 train_loss 356 model 0 0.014692576038818515
20240908-04:52:16 train_loss 356 model 1 0.013719804432927049
20240908-04:52:18 test_loss 356 model 0 0.01034292827553145
20240908-04:52:18 test_loss 356 model 1 0.010792422954364157
20240908-04:52:58 test_accuracy 356 model 0 nb_correct 695 / 793 (87.64%)
20240908-04:53:06 test_accuracy 356 model 1 nb_correct 662 / 796 (83.17%)
20240908-04:53:06 wrote ae_000.pth
20240908-04:53:07 wrote ae_001.pth
20240908-04:53:08 wrote ae_002.pth
20240908-04:53:08 wrote ae_003.pth
20240908-04:53:09 wrote ae_004.pth
20240908-04:53:10 wrote ae_005.pth
20240908-04:53:10 wrote ae_006.pth
20240908-04:53:11 wrote ae_007.pth
20240908-04:53:12 wrote ae_008.pth
20240908-04:53:12 wrote ae_009.pth
20240908-04:53:12 epoch_duration 3min0s next_finish 04:56:13
20240908-04:53:12 wrote state.pth
20240908-04:53:12 --- epoch 357 ----------------------------------------
20240908-04:53:12 current_test_accuracies 0.8764 0.8317 0.8864 0.8807 0.8868 0.8910 0.8882 0.8873 0.8807 0.8838
20240908-04:53:12 time_train=67597 time_c_quizzes=0
20240908-04:53:12 no_c_quiz
20240908-04:53:12 training model 1 (accuracy 0.8316583037376404)
20240908-04:53:12 training model 0 (accuracy 0.8764186501502991)
20240908-04:55:17 train_loss 357 model 0 0.01321246347174747
20240908-04:55:17 train_loss 357 model 1 0.013173700856088544
20240908-04:55:18 test_loss 357 model 0 0.012216948161585606
20240908-04:55:18 test_loss 357 model 1 0.010124981935905452
20240908-04:56:01 test_accuracy 357 model 1 nb_correct 698 / 789 (88.47%)
20240908-04:56:04 test_accuracy 357 model 0 nb_correct 691 / 797 (86.70%)
20240908-04:56:04 wrote ae_000.pth
20240908-04:56:05 wrote ae_001.pth
20240908-04:56:06 wrote ae_002.pth
20240908-04:56:06 wrote ae_003.pth
20240908-04:56:07 wrote ae_004.pth
20240908-04:56:08 wrote ae_005.pth
20240908-04:56:08 wrote ae_006.pth
20240908-04:56:09 wrote ae_007.pth
20240908-04:56:10 wrote ae_008.pth
20240908-04:56:10 wrote ae_009.pth
20240908-04:56:10 epoch_duration 2min58s next_finish 04:59:08
20240908-04:56:10 wrote state.pth
20240908-04:56:10 --- epoch 358 ----------------------------------------
20240908-04:56:10 current_test_accuracies 0.8670 0.8847 0.8864 0.8807 0.8868 0.8910 0.8882 0.8873 0.8807 0.8838
20240908-04:56:10 time_train=67768 time_c_quizzes=0
20240908-04:56:10 no_c_quiz
20240908-04:56:10 training model 0 (accuracy 0.8670012354850769)
20240908-04:56:10 training model 3 (accuracy 0.8806532621383667)
20240908-04:58:15 train_loss 358 model 3 0.014099511871456343
20240908-04:58:15 train_loss 358 model 0 0.013666180431386237
20240908-04:58:17 test_loss 358 model 3 0.008540762958000414
20240908-04:58:17 test_loss 358 model 0 0.010112633135850046
20240908-04:58:53 test_accuracy 358 model 3 nb_correct 688 / 784 (87.76%)
20240908-04:59:00 test_accuracy 358 model 0 nb_correct 688 / 787 (87.42%)
20240908-04:59:00 wrote ae_000.pth
20240908-04:59:01 wrote ae_001.pth
20240908-04:59:02 wrote ae_002.pth
20240908-04:59:02 wrote ae_003.pth
20240908-04:59:03 wrote ae_004.pth
20240908-04:59:04 wrote ae_005.pth
20240908-04:59:04 wrote ae_006.pth
20240908-04:59:05 wrote ae_007.pth
20240908-04:59:06 wrote ae_008.pth
20240908-04:59:06 wrote ae_009.pth
20240908-04:59:06 epoch_duration 2min56s next_finish 05:02:03
20240908-04:59:06 wrote state.pth
20240908-04:59:06 --- epoch 359 ----------------------------------------
20240908-04:59:06 current_test_accuracies 0.8742 0.8847 0.8864 0.8776 0.8868 0.8910 0.8882 0.8873 0.8807 0.8838
20240908-04:59:06 time_train=67937 time_c_quizzes=0
20240908-04:59:06 no_c_quiz
20240908-04:59:06 training model 0 (accuracy 0.8742058277130127)
20240908-04:59:06 training model 3 (accuracy 0.8775510191917419)
20240908-05:01:11 train_loss 359 model 0 0.013800373438047246
20240908-05:01:12 train_loss 359 model 3 0.01327474655136757
20240908-05:01:13 test_loss 359 model 0 0.010840903218127095
20240908-05:01:13 test_loss 359 model 3 0.01037329937771574
20240908-05:01:55 test_accuracy 359 model 3 nb_correct 668 / 791 (84.45%)
20240908-05:02:00 test_accuracy 359 model 0 nb_correct 671 / 781 (85.92%)
20240908-05:02:01 wrote ae_000.pth
20240908-05:02:01 wrote ae_001.pth
20240908-05:02:02 wrote ae_002.pth
20240908-05:02:03 wrote ae_003.pth
20240908-05:02:03 wrote ae_004.pth
20240908-05:02:04 wrote ae_005.pth
20240908-05:02:05 wrote ae_006.pth
20240908-05:02:05 wrote ae_007.pth
20240908-05:02:06 wrote ae_008.pth
20240908-05:02:07 wrote ae_009.pth
20240908-05:02:07 epoch_duration 3min0s next_finish 05:05:07
20240908-05:02:07 wrote state.pth
20240908-05:02:07 --- epoch 360 ----------------------------------------
20240908-05:02:07 current_test_accuracies 0.8592 0.8847 0.8864 0.8445 0.8868 0.8910 0.8882 0.8873 0.8807 0.8838
20240908-05:02:07 time_train=68110 time_c_quizzes=0
20240908-05:02:07 no_c_quiz
20240908-05:02:07 training model 3 (accuracy 0.8445006608963013)
20240908-05:02:07 training model 0 (accuracy 0.8591549396514893)
20240908-05:04:11 train_loss 360 model 0 0.013913171849133505
20240908-05:04:11 train_loss 360 model 3 0.013195577556296485
20240908-05:04:13 test_loss 360 model 0 0.015616852453644015
20240908-05:04:13 test_loss 360 model 3 0.009179722379940358
20240908-05:04:57 test_accuracy 360 model 3 nb_correct 707 / 816 (86.64%)
20240908-05:04:59 test_accuracy 360 model 0 nb_correct 697 / 790 (88.23%)
20240908-05:05:00 wrote ae_000.pth
20240908-05:05:01 wrote ae_001.pth
20240908-05:05:01 wrote ae_002.pth
20240908-05:05:02 wrote ae_003.pth
20240908-05:05:03 wrote ae_004.pth
20240908-05:05:03 wrote ae_005.pth
20240908-05:05:04 wrote ae_006.pth
20240908-05:05:05 wrote ae_007.pth
20240908-05:05:05 wrote ae_008.pth
20240908-05:05:06 wrote ae_009.pth
20240908-05:05:06 epoch_duration 2min59s next_finish 05:08:05
20240908-05:05:06 wrote state.pth
20240908-05:05:06 --- epoch 361 ----------------------------------------
20240908-05:05:06 current_test_accuracies 0.8823 0.8847 0.8864 0.8664 0.8868 0.8910 0.8882 0.8873 0.8807 0.8838
20240908-05:05:06 time_train=68282 time_c_quizzes=0
20240908-05:05:06 no_c_quiz
20240908-05:05:06 training model 3 (accuracy 0.8664215803146362)
20240908-05:05:06 training model 8 (accuracy 0.8806887865066528)
20240908-05:07:11 train_loss 361 model 8 0.01492732923114454
20240908-05:07:11 train_loss 361 model 3 0.013052075367595535
20240908-05:07:12 test_loss 361 model 8 0.009933483085478655
20240908-05:07:12 test_loss 361 model 3 0.007397355155853802
20240908-05:07:54 test_accuracy 361 model 3 nb_correct 710 / 817 (86.90%)
20240908-05:07:55 test_accuracy 361 model 8 nb_correct 683 / 809 (84.43%)
20240908-05:07:56 wrote ae_000.pth
20240908-05:07:57 wrote ae_001.pth
20240908-05:07:57 wrote ae_002.pth
20240908-05:07:58 wrote ae_003.pth
20240908-05:07:59 wrote ae_004.pth
20240908-05:07:59 wrote ae_005.pth
20240908-05:08:00 wrote ae_006.pth
20240908-05:08:01 wrote ae_007.pth
20240908-05:08:02 wrote ae_008.pth
20240908-05:08:02 wrote ae_009.pth
20240908-05:08:02 epoch_duration 2min56s next_finish 05:10:58
20240908-05:08:02 wrote state.pth
20240908-05:08:02 --- epoch 362 ----------------------------------------
20240908-05:08:02 current_test_accuracies 0.8823 0.8847 0.8864 0.8690 0.8868 0.8910 0.8882 0.8873 0.8443 0.8838
20240908-05:08:02 time_train=68451 time_c_quizzes=0
20240908-05:08:02 no_c_quiz
20240908-05:08:02 training model 8 (accuracy 0.8442521691322327)
20240908-05:08:02 training model 3 (accuracy 0.8690330386161804)
20240908-05:10:07 train_loss 362 model 3 0.013499323943477066
20240908-05:10:07 train_loss 362 model 8 0.014362516636247165
20240908-05:10:09 test_loss 362 model 3 0.010601346879138874
20240908-05:10:09 test_loss 362 model 8 0.008150127656699624
20240908-05:10:52 test_accuracy 362 model 3 nb_correct 689 / 805 (85.59%)
20240908-05:10:53 test_accuracy 362 model 8 nb_correct 685 / 799 (85.73%)
20240908-05:10:54 wrote ae_000.pth
20240908-05:10:54 wrote ae_001.pth
20240908-05:10:55 wrote ae_002.pth
20240908-05:10:56 wrote ae_003.pth
20240908-05:10:57 wrote ae_004.pth
20240908-05:10:57 wrote ae_005.pth
20240908-05:10:58 wrote ae_006.pth
20240908-05:10:59 wrote ae_007.pth
20240908-05:10:59 wrote ae_008.pth
20240908-05:11:00 wrote ae_009.pth
20240908-05:11:00 epoch_duration 2min57s next_finish 05:13:58
20240908-05:11:00 wrote state.pth
20240908-05:11:00 --- epoch 363 ----------------------------------------
20240908-05:11:00 current_test_accuracies 0.8823 0.8847 0.8864 0.8559 0.8868 0.8910 0.8882 0.8873 0.8573 0.8838
20240908-05:11:00 time_train=68621 time_c_quizzes=0
20240908-05:11:00 no_c_quiz
20240908-05:11:00 training model 3 (accuracy 0.8559006452560425)
20240908-05:11:00 training model 8 (accuracy 0.8573216795921326)
20240908-05:13:05 train_loss 363 model 3 0.013173988367627317
20240908-05:13:05 train_loss 363 model 8 0.015275945778412278
20240908-05:13:06 test_loss 363 model 3 0.008086274427455464
20240908-05:13:06 test_loss 363 model 8 0.012272942892195715
20240908-05:13:45 test_accuracy 363 model 3 nb_correct 716 / 821 (87.21%)
20240908-05:13:49 test_accuracy 363 model 8 nb_correct 712 / 808 (88.12%)
20240908-05:13:50 wrote ae_000.pth
20240908-05:13:50 wrote ae_001.pth
20240908-05:13:51 wrote ae_002.pth
20240908-05:13:52 wrote ae_003.pth
20240908-05:13:52 wrote ae_004.pth
20240908-05:13:53 wrote ae_005.pth
20240908-05:13:54 wrote ae_006.pth
20240908-05:13:54 wrote ae_007.pth
20240908-05:13:55 wrote ae_008.pth
20240908-05:13:56 wrote ae_009.pth
20240908-05:13:56 epoch_duration 2min55s next_finish 05:16:52
20240908-05:13:56 wrote state.pth
20240908-05:13:56 --- epoch 364 ----------------------------------------
20240908-05:13:56 current_test_accuracies 0.8823 0.8847 0.8864 0.8721 0.8868 0.8910 0.8882 0.8873 0.8812 0.8838
20240908-05:13:56 time_train=68790 time_c_quizzes=0
20240908-05:13:56 no_c_quiz
20240908-05:13:56 training model 3 (accuracy 0.872107207775116)
20240908-05:13:56 training model 8 (accuracy 0.8811880946159363)
20240908-05:16:00 train_loss 364 model 8 0.014420226210844702
20240908-05:16:00 train_loss 364 model 3 0.012726964077424782
20240908-05:16:02 test_loss 364 model 8 0.010392647296976065
20240908-05:16:02 test_loss 364 model 3 0.006958395696710795
20240908-05:16:39 test_accuracy 364 model 3 nb_correct 693 / 806 (85.98%)
20240908-05:16:48 test_accuracy 364 model 8 nb_correct 668 / 794 (84.13%)
20240908-05:16:49 wrote ae_000.pth
20240908-05:16:49 wrote ae_001.pth
20240908-05:16:50 wrote ae_002.pth
20240908-05:16:50 wrote ae_003.pth
20240908-05:16:51 wrote ae_004.pth
20240908-05:16:52 wrote ae_005.pth
20240908-05:16:52 wrote ae_006.pth
20240908-05:16:53 wrote ae_007.pth
20240908-05:16:54 wrote ae_008.pth
20240908-05:16:54 wrote ae_009.pth
20240908-05:16:54 epoch_duration 2min58s next_finish 05:19:53
20240908-05:16:54 wrote state.pth
20240908-05:16:54 --- epoch 365 ----------------------------------------
20240908-05:16:54 current_test_accuracies 0.8823 0.8847 0.8864 0.8598 0.8868 0.8910 0.8882 0.8873 0.8413 0.8838
20240908-05:16:54 time_train=68962 time_c_quizzes=0
20240908-05:16:54 no_c_quiz
20240908-05:16:54 training model 8 (accuracy 0.8413098454475403)
20240908-05:16:54 training model 3 (accuracy 0.8598014712333679)
20240908-05:18:59 train_loss 365 model 3 0.013121064377335642
20240908-05:18:59 train_loss 365 model 8 0.014363650541148673
20240908-05:19:01 test_loss 365 model 3 0.007350289829059875
20240908-05:19:01 test_loss 365 model 8 0.009153602737842447
20240908-05:19:38 test_accuracy 365 model 3 nb_correct 712 / 816 (87.25%)
20240908-05:19:38 test_accuracy 365 model 8 nb_correct 725 / 818 (88.63%)
20240908-05:19:39 wrote ae_000.pth
20240908-05:19:40 wrote ae_001.pth
20240908-05:19:40 wrote ae_002.pth
20240908-05:19:41 wrote ae_003.pth
20240908-05:19:42 wrote ae_004.pth
20240908-05:19:42 wrote ae_005.pth
20240908-05:19:43 wrote ae_006.pth
20240908-05:19:44 wrote ae_007.pth
20240908-05:19:44 wrote ae_008.pth
20240908-05:19:45 wrote ae_009.pth
20240908-05:19:45 epoch_duration 2min50s next_finish 05:22:36
20240908-05:19:45 wrote state.pth
20240908-05:19:45 --- epoch 366 ----------------------------------------
20240908-05:19:45 current_test_accuracies 0.8823 0.8847 0.8864 0.8725 0.8868 0.8910 0.8882 0.8873 0.8863 0.8838
20240908-05:19:45 time_train=69125 time_c_quizzes=0
20240908-05:19:45 no_c_quiz
20240908-05:19:45 training model 3 (accuracy 0.8725489974021912)
20240908-05:19:45 training model 0 (accuracy 0.8822785019874573)
20240908-05:21:50 train_loss 366 model 0 0.012617734145809663
20240908-05:21:50 train_loss 366 model 3 0.01285327880299883
20240908-05:21:52 test_loss 366 model 0 0.011719814544630936
20240908-05:21:52 test_loss 366 model 3 0.008932453889588032
20240908-05:22:31 test_accuracy 366 model 3 nb_correct 694 / 803 (86.43%)
20240908-05:22:38 test_accuracy 366 model 0 nb_correct 711 / 821 (86.60%)
20240908-05:22:39 wrote ae_000.pth
20240908-05:22:40 wrote ae_001.pth
20240908-05:22:40 wrote ae_002.pth
20240908-05:22:41 wrote ae_003.pth
20240908-05:22:42 wrote ae_004.pth
20240908-05:22:42 wrote ae_005.pth
20240908-05:22:43 wrote ae_006.pth
20240908-05:22:44 wrote ae_007.pth
20240908-05:22:44 wrote ae_008.pth
20240908-05:22:45 wrote ae_009.pth
20240908-05:22:45 epoch_duration 3min0s next_finish 05:25:45
20240908-05:22:45 wrote state.pth
20240908-05:22:45 --- epoch 367 ----------------------------------------
20240908-05:22:45 current_test_accuracies 0.8660 0.8847 0.8864 0.8643 0.8868 0.8910 0.8882 0.8873 0.8863 0.8838
20240908-05:22:45 time_train=69298 time_c_quizzes=0
20240908-05:22:45 no_c_quiz
20240908-05:22:45 training model 3 (accuracy 0.8642590045928955)
20240908-05:22:45 training model 0 (accuracy 0.8660170435905457)
20240908-05:24:50 train_loss 367 model 3 0.012406458528341317
20240908-05:24:50 train_loss 367 model 0 0.013628751134172489
20240908-05:24:52 test_loss 367 model 3 0.00787583832789096
20240908-05:24:52 test_loss 367 model 0 0.011469466599373845
20240908-05:25:30 test_accuracy 367 model 3 nb_correct 683 / 796 (85.80%)
20240908-05:25:34 test_accuracy 367 model 0 nb_correct 681 / 794 (85.77%)
20240908-05:25:35 wrote ae_000.pth
20240908-05:25:36 wrote ae_001.pth
20240908-05:25:36 wrote ae_002.pth
20240908-05:25:37 wrote ae_003.pth
20240908-05:25:38 wrote ae_004.pth
20240908-05:25:38 wrote ae_005.pth
20240908-05:25:39 wrote ae_006.pth
20240908-05:25:40 wrote ae_007.pth
20240908-05:25:40 wrote ae_008.pth
20240908-05:25:41 wrote ae_009.pth
20240908-05:25:41 epoch_duration 2min56s next_finish 05:28:37
20240908-05:25:41 wrote state.pth
20240908-05:25:41 --- epoch 368 ----------------------------------------
20240908-05:25:41 current_test_accuracies 0.8577 0.8847 0.8864 0.8580 0.8868 0.8910 0.8882 0.8873 0.8863 0.8838
20240908-05:25:41 time_train=69467 time_c_quizzes=0
20240908-05:25:41 no_c_quiz
20240908-05:25:41 training model 0 (accuracy 0.8576826453208923)
20240908-05:25:41 training model 3 (accuracy 0.8580402135848999)
20240908-05:27:46 train_loss 368 model 3 0.013423773262140457
20240908-05:27:46 train_loss 368 model 0 0.01297774797846796
20240908-05:27:48 test_loss 368 model 3 0.008858915624796283
20240908-05:27:48 test_loss 368 model 0 0.00997433910326322
20240908-05:28:26 test_accuracy 368 model 0 nb_correct 713 / 803 (88.79%)
20240908-05:28:27 test_accuracy 368 model 3 nb_correct 691 / 794 (87.03%)
20240908-05:28:28 wrote ae_000.pth
20240908-05:28:28 wrote ae_001.pth
20240908-05:28:29 wrote ae_002.pth
20240908-05:28:30 wrote ae_003.pth
20240908-05:28:30 wrote ae_004.pth
20240908-05:28:31 wrote ae_005.pth
20240908-05:28:32 wrote ae_006.pth
20240908-05:28:32 wrote ae_007.pth
20240908-05:28:33 wrote ae_008.pth
20240908-05:28:34 wrote ae_009.pth
20240908-05:28:34 epoch_duration 2min52s next_finish 05:31:26
20240908-05:28:34 wrote state.pth
20240908-05:28:34 --- epoch 369 ----------------------------------------
20240908-05:28:34 current_test_accuracies 0.8879 0.8847 0.8864 0.8703 0.8868 0.8910 0.8882 0.8873 0.8863 0.8838
20240908-05:28:34 time_train=69632 time_c_quizzes=0
20240908-05:28:34 no_c_quiz
20240908-05:28:34 training model 3 (accuracy 0.8702771067619324)
20240908-05:28:34 training model 9 (accuracy 0.8838071823120117)
20240908-05:30:39 train_loss 369 model 9 0.014027988115565677
20240908-05:30:39 train_loss 369 model 3 0.012673037148088042
20240908-05:30:40 test_loss 369 model 9 0.008891408863019024
20240908-05:30:40 test_loss 369 model 3 0.008440828111622523
20240908-05:31:19 test_accuracy 369 model 3 nb_correct 682 / 786 (86.77%)
20240908-05:31:20 test_accuracy 369 model 9 nb_correct 694 / 799 (86.86%)
20240908-05:31:21 wrote ae_000.pth
20240908-05:31:21 wrote ae_001.pth
20240908-05:31:22 wrote ae_002.pth
20240908-05:31:23 wrote ae_003.pth
20240908-05:31:23 wrote ae_004.pth
20240908-05:31:24 wrote ae_005.pth
20240908-05:31:25 wrote ae_006.pth
20240908-05:31:25 wrote ae_007.pth
20240908-05:31:26 wrote ae_008.pth
20240908-05:31:27 wrote ae_009.pth
20240908-05:31:27 epoch_duration 2min53s next_finish 05:34:20
20240908-05:31:27 wrote state.pth
20240908-05:31:27 --- epoch 370 ----------------------------------------
20240908-05:31:27 current_test_accuracies 0.8879 0.8847 0.8864 0.8677 0.8868 0.8910 0.8882 0.8873 0.8863 0.8686
20240908-05:31:27 time_train=69798 time_c_quizzes=0
20240908-05:31:27 no_c_quiz
20240908-05:31:27 training model 3 (accuracy 0.8676844835281372)
20240908-05:31:27 training model 9 (accuracy 0.8685857057571411)
20240908-05:33:31 train_loss 370 model 3 0.012558703423230327
20240908-05:33:32 train_loss 370 model 9 0.014351443237697822
20240908-05:33:33 test_loss 370 model 3 0.00841467993675451
20240908-05:33:33 test_loss 370 model 9 0.008247395364196563
20240908-05:34:12 test_accuracy 370 model 3 nb_correct 713 / 811 (87.92%)
20240908-05:34:13 test_accuracy 370 model 9 nb_correct 702 / 799 (87.86%)
20240908-05:34:14 wrote ae_000.pth
20240908-05:34:14 wrote ae_001.pth
20240908-05:34:15 wrote ae_002.pth
20240908-05:34:16 wrote ae_003.pth
20240908-05:34:16 wrote ae_004.pth
20240908-05:34:17 wrote ae_005.pth
20240908-05:34:18 wrote ae_006.pth
20240908-05:34:18 wrote ae_007.pth
20240908-05:34:19 wrote ae_008.pth
20240908-05:34:20 wrote ae_009.pth
20240908-05:34:20 epoch_duration 2min52s next_finish 05:37:13
20240908-05:34:20 wrote state.pth
20240908-05:34:20 --- epoch 371 ----------------------------------------
20240908-05:34:20 current_test_accuracies 0.8879 0.8847 0.8864 0.8792 0.8868 0.8910 0.8882 0.8873 0.8863 0.8786
20240908-05:34:20 time_train=69964 time_c_quizzes=0
20240908-05:34:20 no_c_quiz
20240908-05:34:20 training model 9 (accuracy 0.8785982728004456)
20240908-05:34:20 training model 3 (accuracy 0.879161536693573)
20240908-05:36:25 train_loss 371 model 3 0.012871772730628436
20240908-05:36:25 train_loss 371 model 9 0.012942861861774872
20240908-05:36:26 test_loss 371 model 3 0.005455082067351213
20240908-05:36:26 test_loss 371 model 9 0.008148758266543155
20240908-05:37:03 test_accuracy 371 model 3 nb_correct 697 / 782 (89.13%)
20240908-05:37:07 test_accuracy 371 model 9 nb_correct 713 / 813 (87.70%)
20240908-05:37:08 wrote ae_000.pth
20240908-05:37:08 wrote ae_001.pth
20240908-05:37:09 wrote ae_002.pth
20240908-05:37:10 wrote ae_003.pth
20240908-05:37:10 wrote ae_004.pth
20240908-05:37:11 wrote ae_005.pth
20240908-05:37:12 wrote ae_006.pth
20240908-05:37:12 wrote ae_007.pth
20240908-05:37:13 wrote ae_008.pth
20240908-05:37:14 wrote ae_009.pth
20240908-05:37:14 epoch_duration 2min53s next_finish 05:40:07
20240908-05:37:14 wrote state.pth
20240908-05:37:14 --- epoch 372 ----------------------------------------
20240908-05:37:14 current_test_accuracies 0.8879 0.8847 0.8864 0.8913 0.8868 0.8910 0.8882 0.8873 0.8863 0.8770
20240908-05:37:14 time_train=70131 time_c_quizzes=0
20240908-05:37:14 no_c_quiz
20240908-05:37:14 training model 9 (accuracy 0.876998782157898)
20240908-05:37:14 training model 1 (accuracy 0.8846641182899475)
20240908-05:39:18 train_loss 372 model 9 0.01291376431858953
20240908-05:39:18 train_loss 372 model 1 0.013450067190075061
20240908-05:39:20 test_loss 372 model 9 0.007802806132667683
20240908-05:39:20 test_loss 372 model 1 0.011887953993209521
20240908-05:39:58 test_accuracy 372 model 9 nb_correct 700 / 805 (86.96%)
20240908-05:40:09 test_accuracy 372 model 1 nb_correct 664 / 782 (84.91%)
20240908-05:40:10 wrote ae_000.pth
20240908-05:40:10 wrote ae_001.pth
20240908-05:40:11 wrote ae_002.pth
20240908-05:40:12 wrote ae_003.pth
20240908-05:40:12 wrote ae_004.pth
20240908-05:40:13 wrote ae_005.pth
20240908-05:40:14 wrote ae_006.pth
20240908-05:40:14 wrote ae_007.pth
20240908-05:40:15 wrote ae_008.pth
20240908-05:40:16 wrote ae_009.pth
20240908-05:40:16 epoch_duration 3min2s next_finish 05:43:18
20240908-05:40:16 wrote state.pth
20240908-05:40:16 --- epoch 373 ----------------------------------------
20240908-05:40:16 current_test_accuracies 0.8879 0.8491 0.8864 0.8913 0.8868 0.8910 0.8882 0.8873 0.8863 0.8696
20240908-05:40:16 time_train=70306 time_c_quizzes=0
20240908-05:40:16 no_c_quiz
20240908-05:40:16 training model 1 (accuracy 0.8491048812866211)
20240908-05:40:16 training model 9 (accuracy 0.8695651888847351)
20240908-05:42:21 train_loss 373 model 9 0.013306597569753649
20240908-05:42:21 train_loss 373 model 1 0.01296505131797312
20240908-05:42:22 test_loss 373 model 9 0.01000371116530232
20240908-05:42:22 test_loss 373 model 1 0.011157095738599309
20240908-05:43:03 test_accuracy 373 model 9 nb_correct 720 / 795 (90.57%)
20240908-05:43:07 test_accuracy 373 model 1 nb_correct 697 / 805 (86.58%)
20240908-05:43:07 wrote ae_000.pth
20240908-05:43:08 wrote ae_001.pth
20240908-05:43:09 wrote ae_002.pth
20240908-05:43:09 wrote ae_003.pth
20240908-05:43:10 wrote ae_004.pth
20240908-05:43:11 wrote ae_005.pth
20240908-05:43:12 wrote ae_006.pth
20240908-05:43:12 wrote ae_007.pth
20240908-05:43:13 wrote ae_008.pth
20240908-05:43:14 wrote ae_009.pth
20240908-05:43:14 epoch_duration 2min57s next_finish 05:46:11
20240908-05:43:14 wrote state.pth
20240908-05:43:14 --- epoch 374 ----------------------------------------
20240908-05:43:14 current_test_accuracies 0.8879 0.8658 0.8864 0.8913 0.8868 0.8910 0.8882 0.8873 0.8863 0.9057
20240908-05:43:14 time_train=70476 time_c_quizzes=0
20240908-05:43:14 no_c_quiz
20240908-05:43:14 training model 1 (accuracy 0.8658385276794434)
20240908-05:43:14 training model 8 (accuracy 0.8863080739974976)
20240908-05:45:18 train_loss 374 model 1 0.013030883695479133
20240908-05:45:18 train_loss 374 model 8 0.014501370317113469
20240908-05:45:20 test_loss 374 model 1 0.010019262614605395
20240908-05:45:20 test_loss 374 model 8 0.008643853034027416
20240908-05:46:00 test_accuracy 374 model 1 nb_correct 704 / 806 (87.34%)
20240908-05:46:08 test_accuracy 374 model 8 nb_correct 656 / 795 (82.52%)
20240908-05:46:08 wrote ae_000.pth
20240908-05:46:09 wrote ae_001.pth
20240908-05:46:10 wrote ae_002.pth
20240908-05:46:10 wrote ae_003.pth
20240908-05:46:11 wrote ae_004.pth
20240908-05:46:12 wrote ae_005.pth
20240908-05:46:12 wrote ae_006.pth
20240908-05:46:13 wrote ae_007.pth
20240908-05:46:14 wrote ae_008.pth
20240908-05:46:14 wrote ae_009.pth
20240908-05:46:14 epoch_duration 3min0s next_finish 05:49:15
20240908-05:46:14 wrote state.pth
20240908-05:46:14 --- epoch 375 ----------------------------------------
20240908-05:46:14 current_test_accuracies 0.8879 0.8734 0.8864 0.8913 0.8868 0.8910 0.8882 0.8873 0.8252 0.9057
20240908-05:46:14 time_train=70649 time_c_quizzes=0
20240908-05:46:14 no_c_quiz
20240908-05:46:14 training model 8 (accuracy 0.8251572251319885)
20240908-05:46:14 training model 1 (accuracy 0.8734491467475891)
20240908-05:48:19 train_loss 375 model 8 0.013989469175357953
20240908-05:48:19 train_loss 375 model 1 0.012590225014821044
20240908-05:48:21 test_loss 375 model 8 0.010938133033778285
20240908-05:48:21 test_loss 375 model 1 0.011809938222995697
20240908-05:49:01 test_accuracy 375 model 8 nb_correct 744 / 837 (88.89%)
20240908-05:49:06 test_accuracy 375 model 1 nb_correct 684 / 800 (85.50%)
20240908-05:49:07 wrote ae_000.pth
20240908-05:49:08 wrote ae_001.pth
20240908-05:49:08 wrote ae_002.pth
20240908-05:49:09 wrote ae_003.pth
20240908-05:49:10 wrote ae_004.pth
20240908-05:49:10 wrote ae_005.pth
20240908-05:49:11 wrote ae_006.pth
20240908-05:49:12 wrote ae_007.pth
20240908-05:49:12 wrote ae_008.pth
20240908-05:49:13 wrote ae_009.pth
20240908-05:49:13 epoch_duration 2min58s next_finish 05:52:12
20240908-05:49:13 wrote state.pth
20240908-05:49:13 --- epoch 376 ----------------------------------------
20240908-05:49:13 current_test_accuracies 0.8879 0.8550 0.8864 0.8913 0.8868 0.8910 0.8882 0.8873 0.8889 0.9057
20240908-05:49:13 time_train=70820 time_c_quizzes=0
20240908-05:49:13 no_c_quiz
20240908-05:49:13 training model 1 (accuracy 0.8550000190734863)
20240908-05:49:13 training model 2 (accuracy 0.8864197731018066)
20240908-05:51:18 train_loss 376 model 1 0.014146840493391209
20240908-05:51:18 train_loss 376 model 2 0.014199085659609409
20240908-05:51:20 test_loss 376 model 1 0.009886188248128747
20240908-05:51:20 test_loss 376 model 2 0.010921893663544324
20240908-05:52:02 test_accuracy 376 model 1 nb_correct 713 / 802 (88.90%)
20240908-05:52:09 test_accuracy 376 model 2 nb_correct 697 / 806 (86.48%)
20240908-05:52:09 wrote ae_000.pth
20240908-05:52:10 wrote ae_001.pth
20240908-05:52:11 wrote ae_002.pth
20240908-05:52:11 wrote ae_003.pth
20240908-05:52:12 wrote ae_004.pth
20240908-05:52:13 wrote ae_005.pth
20240908-05:52:14 wrote ae_006.pth
20240908-05:52:14 wrote ae_007.pth
20240908-05:52:15 wrote ae_008.pth
20240908-05:52:15 wrote ae_009.pth
20240908-05:52:15 epoch_duration 3min2s next_finish 05:55:18
20240908-05:52:15 wrote state.pth
20240908-05:52:15 --- epoch 377 ----------------------------------------
20240908-05:52:15 current_test_accuracies 0.8879 0.8890 0.8648 0.8913 0.8868 0.8910 0.8882 0.8873 0.8889 0.9057
20240908-05:52:15 time_train=70995 time_c_quizzes=0
20240908-05:52:15 no_c_quiz
20240908-05:52:15 training model 2 (accuracy 0.8647642731666565)
20240908-05:52:16 training model 4 (accuracy 0.8868388533592224)
20240908-05:54:20 train_loss 377 model 4 0.01371055391511618
20240908-05:54:20 train_loss 377 model 2 0.01442620063040522
20240908-05:54:22 test_loss 377 model 4 0.012631043659166608
20240908-05:54:22 test_loss 377 model 2 0.010661630086747208
20240908-05:55:05 test_accuracy 377 model 2 nb_correct 668 / 804 (83.08%)
20240908-05:55:12 test_accuracy 377 model 4 nb_correct 673 / 808 (83.29%)
20240908-05:55:13 wrote ae_000.pth
20240908-05:55:13 wrote ae_001.pth
20240908-05:55:14 wrote ae_002.pth
20240908-05:55:15 wrote ae_003.pth
20240908-05:55:15 wrote ae_004.pth
20240908-05:55:16 wrote ae_005.pth
20240908-05:55:17 wrote ae_006.pth
20240908-05:55:17 wrote ae_007.pth
20240908-05:55:18 wrote ae_008.pth
20240908-05:55:19 wrote ae_009.pth
20240908-05:55:19 epoch_duration 3min3s next_finish 05:58:22
20240908-05:55:19 wrote state.pth
20240908-05:55:19 --- epoch 378 ----------------------------------------
20240908-05:55:19 current_test_accuracies 0.8879 0.8890 0.8308 0.8913 0.8329 0.8910 0.8882 0.8873 0.8889 0.9057
20240908-05:55:19 time_train=71171 time_c_quizzes=0
20240908-05:55:19 no_c_quiz
20240908-05:55:19 training model 2 (accuracy 0.8308457732200623)
20240908-05:55:19 training model 4 (accuracy 0.8329207897186279)
20240908-05:57:23 train_loss 378 model 4 0.012935706558950186
20240908-05:57:23 train_loss 378 model 2 0.014927737291014638
20240908-05:57:25 test_loss 378 model 4 0.011404897713873652
20240908-05:57:25 test_loss 378 model 2 0.014039249282723177
20240908-05:58:08 test_accuracy 378 model 4 nb_correct 681 / 805 (84.60%)
20240908-05:58:16 test_accuracy 378 model 2 nb_correct 668 / 785 (85.10%)
20240908-05:58:17 wrote ae_000.pth
20240908-05:58:17 wrote ae_001.pth
20240908-05:58:18 wrote ae_002.pth
20240908-05:58:19 wrote ae_003.pth
20240908-05:58:19 wrote ae_004.pth
20240908-05:58:20 wrote ae_005.pth
20240908-05:58:21 wrote ae_006.pth
20240908-05:58:21 wrote ae_007.pth
20240908-05:58:22 wrote ae_008.pth
20240908-05:58:23 wrote ae_009.pth
20240908-05:58:23 epoch_duration 3min3s next_finish 06:01:27
20240908-05:58:23 wrote state.pth
20240908-05:58:23 --- epoch 379 ----------------------------------------
20240908-05:58:23 current_test_accuracies 0.8879 0.8890 0.8510 0.8913 0.8460 0.8910 0.8882 0.8873 0.8889 0.9057
20240908-05:58:23 time_train=71348 time_c_quizzes=0
20240908-05:58:23 no_c_quiz
20240908-05:58:23 training model 4 (accuracy 0.8459627032279968)
20240908-05:58:23 training model 2 (accuracy 0.8509554266929626)
20240908-06:00:27 train_loss 379 model 2 0.014448585007252405
20240908-06:00:27 train_loss 379 model 4 0.013157501034504094
20240908-06:00:29 test_loss 379 model 2 0.008625945271546698
20240908-06:00:29 test_loss 379 model 4 0.012387187080457806
20240908-06:01:09 test_accuracy 379 model 4 nb_correct 674 / 801 (84.14%)
20240908-06:01:17 test_accuracy 379 model 2 nb_correct 676 / 798 (84.71%)
20240908-06:01:18 wrote ae_000.pth
20240908-06:01:19 wrote ae_001.pth
20240908-06:01:19 wrote ae_002.pth
20240908-06:01:20 wrote ae_003.pth
20240908-06:01:21 wrote ae_004.pth
20240908-06:01:21 wrote ae_005.pth
20240908-06:01:22 wrote ae_006.pth
20240908-06:01:23 wrote ae_007.pth
20240908-06:01:23 wrote ae_008.pth
20240908-06:01:24 wrote ae_009.pth
20240908-06:01:24 epoch_duration 3min1s next_finish 06:04:25
20240908-06:01:24 wrote state.pth
20240908-06:01:24 --- epoch 380 ----------------------------------------
20240908-06:01:24 current_test_accuracies 0.8879 0.8890 0.8471 0.8913 0.8414 0.8910 0.8882 0.8873 0.8889 0.9057
20240908-06:01:24 time_train=71522 time_c_quizzes=0
20240908-06:01:24 no_c_quiz
20240908-06:01:24 training model 4 (accuracy 0.841448187828064)
20240908-06:01:24 training model 2 (accuracy 0.8471177816390991)
20240908-06:03:29 train_loss 380 model 2 0.0134345238846945
20240908-06:03:29 train_loss 380 model 4 0.013546795770325843
20240908-06:03:30 test_loss 380 model 2 0.010309592809790047
20240908-06:03:30 test_loss 380 model 4 0.007444526163862974
20240908-06:04:09 test_accuracy 380 model 4 nb_correct 705 / 808 (87.25%)
20240908-06:04:19 test_accuracy 380 model 2 nb_correct 701 / 793 (88.40%)
20240908-06:04:20 wrote ae_000.pth
20240908-06:04:21 wrote ae_001.pth
20240908-06:04:22 wrote ae_002.pth
20240908-06:04:22 wrote ae_003.pth
20240908-06:04:23 wrote ae_004.pth
20240908-06:04:24 wrote ae_005.pth
20240908-06:04:24 wrote ae_006.pth
20240908-06:04:25 wrote ae_007.pth
20240908-06:04:26 wrote ae_008.pth
20240908-06:04:26 wrote ae_009.pth
20240908-06:04:26 epoch_duration 3min2s next_finish 06:07:29
20240908-06:04:26 wrote state.pth
20240908-06:04:26 --- epoch 381 ----------------------------------------
20240908-06:04:26 current_test_accuracies 0.8879 0.8890 0.8840 0.8913 0.8725 0.8910 0.8882 0.8873 0.8889 0.9057
20240908-06:04:26 time_train=71697 time_c_quizzes=0
20240908-06:04:26 no_c_quiz
20240908-06:04:26 training model 4 (accuracy 0.8725247383117676)
20240908-06:04:26 training model 2 (accuracy 0.8839848637580872)
20240908-06:06:31 train_loss 381 model 2 0.013763441183778922
20240908-06:06:31 train_loss 381 model 4 0.013368497434141318
20240908-06:06:32 test_loss 381 model 2 0.013147670523903799
20240908-06:06:32 test_loss 381 model 4 0.008079359463681612
20240908-06:07:14 test_accuracy 381 model 4 nb_correct 692 / 799 (86.61%)
20240908-06:07:17 test_accuracy 381 model 2 nb_correct 703 / 798 (88.10%)
20240908-06:07:18 wrote ae_000.pth
20240908-06:07:18 wrote ae_001.pth
20240908-06:07:19 wrote ae_002.pth
20240908-06:07:20 wrote ae_003.pth
20240908-06:07:20 wrote ae_004.pth
20240908-06:07:21 wrote ae_005.pth
20240908-06:07:22 wrote ae_006.pth
20240908-06:07:22 wrote ae_007.pth
20240908-06:07:23 wrote ae_008.pth
20240908-06:07:24 wrote ae_009.pth
20240908-06:07:24 epoch_duration 2min57s next_finish 06:10:21
20240908-06:07:24 wrote state.pth
20240908-06:07:24 --- epoch 382 ----------------------------------------
20240908-06:07:24 current_test_accuracies 0.8879 0.8890 0.8810 0.8913 0.8661 0.8910 0.8882 0.8873 0.8889 0.9057
20240908-06:07:24 time_train=71867 time_c_quizzes=0
20240908-06:07:24 no_c_quiz
20240908-06:07:24 training model 4 (accuracy 0.8660826086997986)
20240908-06:07:24 training model 2 (accuracy 0.8809523582458496)
20240908-06:09:28 train_loss 382 model 2 0.013365818208971177
20240908-06:09:28 train_loss 382 model 4 0.012848280832811724
20240908-06:09:30 test_loss 382 model 2 0.012044725023770297
20240908-06:09:30 test_loss 382 model 4 0.010918057561502792
20240908-06:10:09 test_accuracy 382 model 4 nb_correct 687 / 796 (86.31%)
20240908-06:10:15 test_accuracy 382 model 2 nb_correct 698 / 800 (87.25%)
20240908-06:10:15 wrote ae_000.pth
20240908-06:10:16 wrote ae_001.pth
20240908-06:10:17 wrote ae_002.pth
20240908-06:10:17 wrote ae_003.pth
20240908-06:10:18 wrote ae_004.pth
20240908-06:10:19 wrote ae_005.pth
20240908-06:10:19 wrote ae_006.pth
20240908-06:10:20 wrote ae_007.pth
20240908-06:10:21 wrote ae_008.pth
20240908-06:10:21 wrote ae_009.pth
20240908-06:10:21 epoch_duration 2min57s next_finish 06:13:19
20240908-06:10:21 wrote state.pth
20240908-06:10:21 --- epoch 383 ----------------------------------------
20240908-06:10:21 current_test_accuracies 0.8879 0.8890 0.8725 0.8913 0.8631 0.8910 0.8882 0.8873 0.8889 0.9057
20240908-06:10:21 time_train=72037 time_c_quizzes=0
20240908-06:10:21 no_c_quiz
20240908-06:10:21 training model 4 (accuracy 0.8630653023719788)
20240908-06:10:21 training model 2 (accuracy 0.8725000023841858)
20240908-06:12:26 train_loss 383 model 4 0.014316888422952615
20240908-06:12:26 train_loss 383 model 2 0.01429874720009684
20240908-06:12:28 test_loss 383 model 4 0.011147882986915648
20240908-06:12:28 test_loss 383 model 2 0.011203083524833346
20240908-06:13:10 test_accuracy 383 model 4 nb_correct 715 / 808 (88.49%)
20240908-06:13:12 test_accuracy 383 model 2 nb_correct 702 / 781 (89.88%)
20240908-06:13:12 wrote ae_000.pth
20240908-06:13:13 wrote ae_001.pth
20240908-06:13:14 wrote ae_002.pth
20240908-06:13:14 wrote ae_003.pth
20240908-06:13:15 wrote ae_004.pth
20240908-06:13:16 wrote ae_005.pth
20240908-06:13:16 wrote ae_006.pth
20240908-06:13:17 wrote ae_007.pth
20240908-06:13:18 wrote ae_008.pth
20240908-06:13:18 wrote ae_009.pth
20240908-06:13:18 epoch_duration 2min56s next_finish 06:16:15
20240908-06:13:18 wrote state.pth
20240908-06:13:18 --- epoch 384 ----------------------------------------
20240908-06:13:18 current_test_accuracies 0.8879 0.8890 0.8988 0.8913 0.8849 0.8910 0.8882 0.8873 0.8889 0.9057
20240908-06:13:18 time_train=72207 time_c_quizzes=0
20240908-06:13:18 no_c_quiz
20240908-06:13:18 training model 4 (accuracy 0.8849009871482849)
20240908-06:13:18 training model 7 (accuracy 0.8873417973518372)
20240908-06:15:23 train_loss 384 model 4 0.013299195077051991
20240908-06:15:23 train_loss 384 model 7 0.01255908937978529
20240908-06:15:25 test_loss 384 model 4 0.011623597073412383
20240908-06:15:25 test_loss 384 model 7 0.010808513172196398
20240908-06:16:06 test_accuracy 384 model 7 nb_correct 704 / 801 (87.89%)
20240908-06:16:09 test_accuracy 384 model 4 nb_correct 672 / 793 (84.74%)
20240908-06:16:10 wrote ae_000.pth
20240908-06:16:10 wrote ae_001.pth
20240908-06:16:11 wrote ae_002.pth
20240908-06:16:12 wrote ae_003.pth
20240908-06:16:12 wrote ae_004.pth
20240908-06:16:13 wrote ae_005.pth
20240908-06:16:14 wrote ae_006.pth
20240908-06:16:14 wrote ae_007.pth
20240908-06:16:15 wrote ae_008.pth
20240908-06:16:16 wrote ae_009.pth
20240908-06:16:16 epoch_duration 2min57s next_finish 06:19:13
20240908-06:16:16 wrote state.pth
20240908-06:16:16 --- epoch 385 ----------------------------------------
20240908-06:16:16 current_test_accuracies 0.8879 0.8890 0.8988 0.8913 0.8474 0.8910 0.8882 0.8789 0.8889 0.9057
20240908-06:16:16 time_train=72377 time_c_quizzes=0
20240908-06:16:16 no_c_quiz
20240908-06:16:16 training model 4 (accuracy 0.8474148511886597)
20240908-06:16:16 training model 7 (accuracy 0.8789013624191284)
20240908-06:18:21 train_loss 385 model 4 0.013463973639511096
20240908-06:18:21 train_loss 385 model 7 0.012959385047463001
20240908-06:18:22 test_loss 385 model 4 0.007768417203897116
20240908-06:18:22 test_loss 385 model 7 0.01432900922227418
20240908-06:19:00 test_accuracy 385 model 4 nb_correct 698 / 805 (86.71%)
20240908-06:19:02 test_accuracy 385 model 7 nb_correct 666 / 800 (83.25%)
20240908-06:19:02 wrote ae_000.pth
20240908-06:19:03 wrote ae_001.pth
20240908-06:19:04 wrote ae_002.pth
20240908-06:19:04 wrote ae_003.pth
20240908-06:19:05 wrote ae_004.pth
20240908-06:19:06 wrote ae_005.pth
20240908-06:19:06 wrote ae_006.pth
20240908-06:19:07 wrote ae_007.pth
20240908-06:19:08 wrote ae_008.pth
20240908-06:19:09 wrote ae_009.pth
20240908-06:19:09 epoch_duration 2min52s next_finish 06:22:01
20240908-06:19:09 wrote state.pth
20240908-06:19:09 --- epoch 386 ----------------------------------------
20240908-06:19:09 current_test_accuracies 0.8879 0.8890 0.8988 0.8913 0.8671 0.8910 0.8882 0.8325 0.8889 0.9057
20240908-06:19:09 time_train=72542 time_c_quizzes=0
20240908-06:19:09 no_c_quiz
20240908-06:19:09 training model 7 (accuracy 0.8324999809265137)
20240908-06:19:09 training model 4 (accuracy 0.8670807480812073)
20240908-06:21:13 train_loss 386 model 7 0.013062577544740633
20240908-06:21:14 train_loss 386 model 4 0.012724492564862884
20240908-06:21:15 test_loss 386 model 7 0.010208897775919467
20240908-06:21:15 test_loss 386 model 4 0.009594469497824321
20240908-06:21:52 test_accuracy 386 model 7 nb_correct 692 / 778 (88.95%)
20240908-06:21:55 test_accuracy 386 model 4 nb_correct 686 / 792 (86.62%)
20240908-06:21:56 wrote ae_000.pth
20240908-06:21:57 wrote ae_001.pth
20240908-06:21:58 wrote ae_002.pth
20240908-06:21:58 wrote ae_003.pth
20240908-06:21:59 wrote ae_004.pth
20240908-06:22:00 wrote ae_005.pth
20240908-06:22:00 wrote ae_006.pth
20240908-06:22:01 wrote ae_007.pth
20240908-06:22:02 wrote ae_008.pth
20240908-06:22:02 wrote ae_009.pth
20240908-06:22:02 epoch_duration 2min53s next_finish 06:24:56
20240908-06:22:02 wrote state.pth
20240908-06:22:02 --- epoch 387 ----------------------------------------
20240908-06:22:02 current_test_accuracies 0.8879 0.8890 0.8988 0.8913 0.8662 0.8910 0.8882 0.8895 0.8889 0.9057
20240908-06:22:02 time_train=72708 time_c_quizzes=0
20240908-06:22:02 no_c_quiz
20240908-06:22:02 training model 4 (accuracy 0.8661616444587708)
20240908-06:22:02 training model 0 (accuracy 0.8879203200340271)
20240908-06:24:07 train_loss 387 model 0 0.013568652647794806
20240908-06:24:07 train_loss 387 model 4 0.013302711879012349
20240908-06:24:09 test_loss 387 model 0 0.00974387383728299
20240908-06:24:09 test_loss 387 model 4 0.013483341045548514
20240908-06:24:48 test_accuracy 387 model 0 nb_correct 695 / 805 (86.34%)
20240908-06:24:49 test_accuracy 387 model 4 nb_correct 699 / 798 (87.59%)
20240908-06:24:49 wrote ae_000.pth
20240908-06:24:50 wrote ae_001.pth
20240908-06:24:51 wrote ae_002.pth
20240908-06:24:51 wrote ae_003.pth
20240908-06:24:52 wrote ae_004.pth
20240908-06:24:53 wrote ae_005.pth
20240908-06:24:53 wrote ae_006.pth
20240908-06:24:54 wrote ae_007.pth
20240908-06:24:55 wrote ae_008.pth
20240908-06:24:55 wrote ae_009.pth
20240908-06:24:55 epoch_duration 2min53s next_finish 06:27:49
20240908-06:24:55 wrote state.pth
20240908-06:24:55 --- epoch 388 ----------------------------------------
20240908-06:24:55 current_test_accuracies 0.8634 0.8890 0.8988 0.8913 0.8759 0.8910 0.8882 0.8895 0.8889 0.9057
20240908-06:24:55 time_train=72874 time_c_quizzes=0
20240908-06:24:55 no_c_quiz
20240908-06:24:55 training model 0 (accuracy 0.8633540272712708)
20240908-06:24:55 training model 4 (accuracy 0.8759398460388184)
20240908-06:27:00 train_loss 388 model 0 0.013307967949702288
20240908-06:27:00 train_loss 388 model 4 0.013113853029095481
20240908-06:27:02 test_loss 388 model 0 0.014472541111513238
20240908-06:27:02 test_loss 388 model 4 0.01104612309914046
20240908-06:27:44 test_accuracy 388 model 4 nb_correct 704 / 799 (88.11%)
20240908-06:27:45 test_accuracy 388 model 0 nb_correct 731 / 800 (91.38%)
20240908-06:27:45 wrote ae_000.pth
20240908-06:27:46 wrote ae_001.pth
20240908-06:27:47 wrote ae_002.pth
20240908-06:27:47 wrote ae_003.pth
20240908-06:27:48 wrote ae_004.pth
20240908-06:27:49 wrote ae_005.pth
20240908-06:27:49 wrote ae_006.pth
20240908-06:27:50 wrote ae_007.pth
20240908-06:27:51 wrote ae_008.pth
20240908-06:27:51 wrote ae_009.pth
20240908-06:27:51 epoch_duration 2min55s next_finish 06:30:47
20240908-06:27:51 wrote state.pth
20240908-06:27:51 --- epoch 389 ----------------------------------------
20240908-06:27:51 current_test_accuracies 0.9137 0.8890 0.8988 0.8913 0.8811 0.8910 0.8882 0.8895 0.8889 0.9057
20240908-06:27:51 time_train=73043 time_c_quizzes=0
20240908-06:27:51 no_c_quiz
20240908-06:27:51 training model 4 (accuracy 0.8811013698577881)
20240908-06:27:51 training model 6 (accuracy 0.8881829977035522)
20240908-06:29:56 train_loss 389 model 6 0.013899036153081397
20240908-06:29:56 train_loss 389 model 4 0.01271478807800304
20240908-06:29:58 test_loss 389 model 6 0.010748859232990071
20240908-06:29:58 test_loss 389 model 4 0.012277046281087677
20240908-06:30:37 test_accuracy 389 model 4 nb_correct 698 / 801 (87.14%)
20240908-06:30:43 test_accuracy 389 model 6 nb_correct 674 / 788 (85.53%)
20240908-06:30:44 wrote ae_000.pth
20240908-06:30:45 wrote ae_001.pth
20240908-06:30:46 wrote ae_002.pth
20240908-06:30:46 wrote ae_003.pth
20240908-06:30:47 wrote ae_004.pth
20240908-06:30:48 wrote ae_005.pth
20240908-06:30:48 wrote ae_006.pth
20240908-06:30:49 wrote ae_007.pth
20240908-06:30:50 wrote ae_008.pth
20240908-06:30:50 wrote ae_009.pth
20240908-06:30:50 epoch_duration 2min58s next_finish 06:33:49
20240908-06:30:50 wrote state.pth
20240908-06:30:50 --- epoch 390 ----------------------------------------
20240908-06:30:50 current_test_accuracies 0.9137 0.8890 0.8988 0.8913 0.8714 0.8910 0.8553 0.8895 0.8889 0.9057
20240908-06:30:50 time_train=73215 time_c_quizzes=0
20240908-06:30:50 no_c_quiz
20240908-06:30:50 training model 6 (accuracy 0.8553299307823181)
20240908-06:30:50 training model 4 (accuracy 0.8714107275009155)
20240908-06:32:55 train_loss 390 model 6 0.013614452799247374
20240908-06:32:55 train_loss 390 model 4 0.01363869281164807
20240908-06:32:57 test_loss 390 model 6 0.011126450550364098
20240908-06:32:57 test_loss 390 model 4 0.006635297642355908
20240908-06:33:38 test_accuracy 390 model 4 nb_correct 708 / 794 (89.17%)
20240908-06:33:40 test_accuracy 390 model 6 nb_correct 662 / 785 (84.33%)
20240908-06:33:40 wrote ae_000.pth
20240908-06:33:41 wrote ae_001.pth
20240908-06:33:42 wrote ae_002.pth
20240908-06:33:43 wrote ae_003.pth
20240908-06:33:43 wrote ae_004.pth
20240908-06:33:44 wrote ae_005.pth
20240908-06:33:45 wrote ae_006.pth
20240908-06:33:45 wrote ae_007.pth
20240908-06:33:46 wrote ae_008.pth
20240908-06:33:47 wrote ae_009.pth
20240908-06:33:47 epoch_duration 2min56s next_finish 06:36:43
20240908-06:33:47 wrote state.pth
20240908-06:33:47 --- epoch 391 ----------------------------------------
20240908-06:33:47 current_test_accuracies 0.9137 0.8890 0.8988 0.8913 0.8917 0.8910 0.8433 0.8895 0.8889 0.9057
20240908-06:33:47 time_train=73384 time_c_quizzes=0
20240908-06:33:47 no_c_quiz
20240908-06:33:47 training model 6 (accuracy 0.8433120846748352)
20240908-06:33:47 training model 8 (accuracy 0.8888888955116272)
20240908-06:35:51 train_loss 391 model 6 0.01300858032418182
20240908-06:35:52 train_loss 391 model 8 0.014398332706856308
20240908-06:35:53 test_loss 391 model 6 0.010973245772038353
20240908-06:35:53 test_loss 391 model 8 0.007547628053089284
20240908-06:36:33 test_accuracy 391 model 6 nb_correct 703 / 820 (85.73%)
20240908-06:36:43 test_accuracy 391 model 8 nb_correct 674 / 797 (84.57%)
20240908-06:36:44 wrote ae_000.pth
20240908-06:36:44 wrote ae_001.pth
20240908-06:36:45 wrote ae_002.pth
20240908-06:36:46 wrote ae_003.pth
20240908-06:36:46 wrote ae_004.pth
20240908-06:36:47 wrote ae_005.pth
20240908-06:36:48 wrote ae_006.pth
20240908-06:36:49 wrote ae_007.pth
20240908-06:36:49 wrote ae_008.pth
20240908-06:36:50 wrote ae_009.pth
20240908-06:36:50 epoch_duration 3min3s next_finish 06:39:53
20240908-06:36:50 wrote state.pth
20240908-06:36:50 --- epoch 392 ----------------------------------------
20240908-06:36:50 current_test_accuracies 0.9137 0.8890 0.8988 0.8913 0.8917 0.8910 0.8573 0.8895 0.8457 0.9057
20240908-06:36:50 time_train=73560 time_c_quizzes=0
20240908-06:36:50 no_c_quiz
20240908-06:36:50 training model 8 (accuracy 0.8456712961196899)
20240908-06:36:50 training model 6 (accuracy 0.8573170900344849)
20240908-06:38:55 train_loss 392 model 6 0.01345493161000195
20240908-06:38:55 train_loss 392 model 8 0.014108605952875223
20240908-06:38:57 test_loss 392 model 6 0.010530510089580503
20240908-06:38:57 test_loss 392 model 8 0.009830788775832388
20240908-06:39:40 test_accuracy 392 model 6 nb_correct 657 / 791 (83.06%)
20240908-06:39:42 test_accuracy 392 model 8 nb_correct 659 / 785 (83.95%)
20240908-06:39:43 wrote ae_000.pth
20240908-06:39:44 wrote ae_001.pth
20240908-06:39:44 wrote ae_002.pth
20240908-06:39:45 wrote ae_003.pth
20240908-06:39:46 wrote ae_004.pth
20240908-06:39:46 wrote ae_005.pth
20240908-06:39:47 wrote ae_006.pth
20240908-06:39:48 wrote ae_007.pth
20240908-06:39:48 wrote ae_008.pth
20240908-06:39:49 wrote ae_009.pth
20240908-06:39:49 epoch_duration 2min59s next_finish 06:42:48
20240908-06:39:49 wrote state.pth
20240908-06:39:49 --- epoch 393 ----------------------------------------
20240908-06:39:49 current_test_accuracies 0.9137 0.8890 0.8988 0.8913 0.8917 0.8910 0.8306 0.8895 0.8395 0.9057
20240908-06:39:49 time_train=73732 time_c_quizzes=0
20240908-06:39:49 no_c_quiz
20240908-06:39:49 training model 6 (accuracy 0.8305941820144653)
20240908-06:39:49 training model 8 (accuracy 0.8394904732704163)
20240908-06:41:53 train_loss 393 model 6 0.012968189714410983
20240908-06:41:54 train_loss 393 model 8 0.015055335032549919
20240908-06:41:55 test_loss 393 model 6 0.013980323055875488
20240908-06:41:55 test_loss 393 model 8 0.011132985506810656
20240908-06:42:36 test_accuracy 393 model 8 nb_correct 707 / 805 (87.83%)
20240908-06:42:43 test_accuracy 393 model 6 nb_correct 697 / 812 (85.84%)
20240908-06:42:44 wrote ae_000.pth
20240908-06:42:45 wrote ae_001.pth
20240908-06:42:46 wrote ae_002.pth
20240908-06:42:46 wrote ae_003.pth
20240908-06:42:47 wrote ae_004.pth
20240908-06:42:48 wrote ae_005.pth
20240908-06:42:48 wrote ae_006.pth
20240908-06:42:49 wrote ae_007.pth
20240908-06:42:50 wrote ae_008.pth
20240908-06:42:50 wrote ae_009.pth
20240908-06:42:50 epoch_duration 3min1s next_finish 06:45:52
20240908-06:42:50 wrote state.pth
20240908-06:42:50 --- epoch 394 ----------------------------------------
20240908-06:42:50 current_test_accuracies 0.9137 0.8890 0.8988 0.8913 0.8917 0.8910 0.8584 0.8895 0.8783 0.9057
20240908-06:42:50 time_train=73906 time_c_quizzes=0
20240908-06:42:50 no_c_quiz
20240908-06:42:50 training model 6 (accuracy 0.8583743572235107)
20240908-06:42:50 training model 8 (accuracy 0.8782608509063721)
20240908-06:44:55 train_loss 394 model 6 0.012973585886848014
20240908-06:44:55 train_loss 394 model 8 0.01447497204769752
20240908-06:44:56 test_loss 394 model 6 0.009912189712645158
20240908-06:44:56 test_loss 394 model 8 0.008908972731296672
20240908-06:45:34 test_accuracy 394 model 6 nb_correct 719 / 800 (89.88%)
20240908-06:45:37 test_accuracy 394 model 8 nb_correct 720 / 802 (89.78%)
20240908-06:45:38 wrote ae_000.pth
20240908-06:45:39 wrote ae_001.pth
20240908-06:45:39 wrote ae_002.pth
20240908-06:45:40 wrote ae_003.pth
20240908-06:45:41 wrote ae_004.pth
20240908-06:45:41 wrote ae_005.pth
20240908-06:45:42 wrote ae_006.pth
20240908-06:45:43 wrote ae_007.pth
20240908-06:45:44 wrote ae_008.pth
20240908-06:45:44 wrote ae_009.pth
20240908-06:45:44 epoch_duration 2min53s next_finish 06:48:38
20240908-06:45:44 wrote state.pth
20240908-06:45:44 --- epoch 395 ----------------------------------------
20240908-06:45:44 current_test_accuracies 0.9137 0.8890 0.8988 0.8913 0.8917 0.8910 0.8988 0.8895 0.8978 0.9057
20240908-06:45:44 time_train=74072 time_c_quizzes=0
20240908-06:45:44 no_c_quiz
20240908-06:45:44 training model 1 (accuracy 0.8890274167060852)
20240908-06:45:44 training model 7 (accuracy 0.8894601464271545)
20240908-06:47:49 train_loss 395 model 1 0.012418609564258077
20240908-06:47:49 train_loss 395 model 7 0.012451945565626375
20240908-06:47:51 test_loss 395 model 1 0.008131443989350373
20240908-06:47:51 test_loss 395 model 7 0.011015957849394908
20240908-06:48:35 test_accuracy 395 model 7 nb_correct 701 / 790 (88.73%)
20240908-06:48:35 test_accuracy 395 model 1 nb_correct 683 / 779 (87.68%)
20240908-06:48:35 wrote ae_000.pth
20240908-06:48:36 wrote ae_001.pth
20240908-06:48:37 wrote ae_002.pth
20240908-06:48:38 wrote ae_003.pth
20240908-06:48:38 wrote ae_004.pth
20240908-06:48:39 wrote ae_005.pth
20240908-06:48:40 wrote ae_006.pth
20240908-06:48:40 wrote ae_007.pth
20240908-06:48:41 wrote ae_008.pth
20240908-06:48:42 wrote ae_009.pth
20240908-06:48:42 epoch_duration 2min57s next_finish 06:51:39
20240908-06:48:42 wrote state.pth
20240908-06:48:42 --- epoch 396 ----------------------------------------
20240908-06:48:42 current_test_accuracies 0.9137 0.8768 0.8988 0.8913 0.8917 0.8910 0.8988 0.8873 0.8978 0.9057
20240908-06:48:42 time_train=74242 time_c_quizzes=0
20240908-06:48:42 no_c_quiz
20240908-06:48:42 training model 1 (accuracy 0.8767650723457336)
20240908-06:48:42 training model 7 (accuracy 0.8873417973518372)
20240908-06:50:46 train_loss 396 model 7 0.013076795159329777
20240908-06:50:46 train_loss 396 model 1 0.012843846509000287
20240908-06:50:48 test_loss 396 model 7 0.011654521565469622
20240908-06:50:48 test_loss 396 model 1 0.010337932513357373
20240908-06:51:27 test_accuracy 396 model 7 nb_correct 672 / 779 (86.26%)
20240908-06:51:28 test_accuracy 396 model 1 nb_correct 717 / 800 (89.62%)
20240908-06:51:29 wrote ae_000.pth
20240908-06:51:30 wrote ae_001.pth
20240908-06:51:30 wrote ae_002.pth
20240908-06:51:31 wrote ae_003.pth
20240908-06:51:32 wrote ae_004.pth
20240908-06:51:32 wrote ae_005.pth
20240908-06:51:33 wrote ae_006.pth
20240908-06:51:34 wrote ae_007.pth
20240908-06:51:35 wrote ae_008.pth
20240908-06:51:35 wrote ae_009.pth
20240908-06:51:35 epoch_duration 2min53s next_finish 06:54:29
20240908-06:51:35 wrote state.pth
20240908-06:51:35 --- epoch 397 ----------------------------------------
20240908-06:51:35 current_test_accuracies 0.9137 0.8963 0.8988 0.8913 0.8917 0.8910 0.8988 0.8626 0.8978 0.9057
20240908-06:51:35 time_train=74408 time_c_quizzes=0
20240908-06:51:35 no_c_quiz
20240908-06:51:35 training model 7 (accuracy 0.8626444339752197)
20240908-06:51:35 training model 5 (accuracy 0.8909774422645569)
20240908-06:53:40 train_loss 397 model 7 0.012750314774624712
20240908-06:53:40 train_loss 397 model 5 0.013541626590689703
20240908-06:53:41 test_loss 397 model 7 0.007663205383005333
20240908-06:53:41 test_loss 397 model 5 0.009531636364954466
20240908-06:54:17 test_accuracy 397 model 7 nb_correct 731 / 820 (89.15%)
20240908-06:54:20 test_accuracy 397 model 5 nb_correct 731 / 801 (91.26%)
20240908-06:54:21 wrote ae_000.pth
20240908-06:54:22 wrote ae_001.pth
20240908-06:54:22 wrote ae_002.pth
20240908-06:54:23 wrote ae_003.pth
20240908-06:54:24 wrote ae_004.pth
20240908-06:54:24 wrote ae_005.pth
20240908-06:54:25 wrote ae_006.pth
20240908-06:54:26 wrote ae_007.pth
20240908-06:54:26 wrote ae_008.pth
20240908-06:54:27 wrote ae_009.pth
20240908-06:54:27 epoch_duration 2min51s next_finish 06:57:19
20240908-06:54:27 wrote state.pth
20240908-06:54:27 --- epoch 398 ----------------------------------------
20240908-06:54:27 current_test_accuracies 0.9137 0.8963 0.8988 0.8913 0.8917 0.9126 0.8988 0.8915 0.8978 0.9057
20240908-06:54:27 time_train=74572 time_c_quizzes=0
20240908-06:54:27 no_c_quiz
20240908-06:54:27 training model 3 (accuracy 0.8913043737411499)
20240908-06:54:27 training model 7 (accuracy 0.8914633989334106)
20240908-06:56:32 train_loss 398 model 7 0.01323619496115134
20240908-06:56:32 train_loss 398 model 3 0.013158237091913178
20240908-06:56:34 test_loss 398 model 7 0.010918051623093561
20240908-06:56:34 test_loss 398 model 3 0.008484145992596837
20240908-06:57:12 test_accuracy 398 model 3 nb_correct 705 / 792 (89.02%)
20240908-06:57:15 test_accuracy 398 model 7 nb_correct 711 / 798 (89.10%)
20240908-06:57:15 wrote ae_000.pth
20240908-06:57:16 wrote ae_001.pth
20240908-06:57:17 wrote ae_002.pth
20240908-06:57:18 wrote ae_003.pth
20240908-06:57:18 wrote ae_004.pth
20240908-06:57:19 wrote ae_005.pth
20240908-06:57:20 wrote ae_006.pth
20240908-06:57:20 wrote ae_007.pth
20240908-06:57:21 wrote ae_008.pth
20240908-06:57:22 wrote ae_009.pth
20240908-06:57:22 epoch_duration 2min54s next_finish 07:00:16
20240908-06:57:22 wrote state.pth
20240908-06:57:22 --- epoch 399 ----------------------------------------
20240908-06:57:22 current_test_accuracies 0.9137 0.8963 0.8988 0.8902 0.8917 0.9126 0.8988 0.8910 0.8978 0.9057
20240908-06:57:22 time_train=74739 time_c_quizzes=0
20240908-06:57:22 no_c_quiz
20240908-06:57:22 training model 3 (accuracy 0.8901515007019043)
20240908-06:57:22 training model 7 (accuracy 0.8909774422645569)
20240908-06:59:26 train_loss 399 model 3 0.012862481458938419
20240908-06:59:27 train_loss 399 model 7 0.01255136340926947
20240908-06:59:28 test_loss 399 model 3 0.01113488572539154
20240908-06:59:28 test_loss 399 model 7 0.008147600351276197
20240908-07:00:03 test_accuracy 399 model 3 nb_correct 712 / 790 (90.13%)
20240908-07:00:05 test_accuracy 399 model 7 nb_correct 722 / 794 (90.93%)
20240908-07:00:06 wrote ae_000.pth
20240908-07:00:06 wrote ae_001.pth
20240908-07:00:07 wrote ae_002.pth
20240908-07:00:08 wrote ae_003.pth
20240908-07:00:08 wrote ae_004.pth
20240908-07:00:09 wrote ae_005.pth
20240908-07:00:10 wrote ae_006.pth
20240908-07:00:10 wrote ae_007.pth
20240908-07:00:11 wrote ae_008.pth
20240908-07:00:12 wrote ae_009.pth
20240908-07:00:12 epoch_duration 2min50s next_finish 07:03:02
20240908-07:00:12 wrote state.pth
20240908-07:00:12 --- epoch 400 ----------------------------------------
20240908-07:00:12 current_test_accuracies 0.9137 0.8963 0.8988 0.9013 0.8917 0.9126 0.8988 0.9093 0.8978 0.9057
20240908-07:00:12 time_train=74902 time_c_quizzes=0
20240908-07:00:12 no_c_quiz
20240908-07:00:12 training model 4 (accuracy 0.8916876316070557)
20240908-07:00:12 training model 1 (accuracy 0.8962500095367432)
20240908-07:02:17 train_loss 400 model 1 0.01321496527711497
20240908-07:02:17 train_loss 400 model 4 0.012657548466700972
20240908-07:02:18 test_loss 400 model 1 0.009590661106449261
20240908-07:02:18 test_loss 400 model 4 0.008478813335023006
20240908-07:02:59 test_accuracy 400 model 4 nb_correct 709 / 828 (85.63%)
20240908-07:03:01 test_accuracy 400 model 1 nb_correct 716 / 806 (88.83%)
20240908-07:03:02 wrote ae_000.pth
20240908-07:03:03 wrote ae_001.pth
20240908-07:03:03 wrote ae_002.pth
20240908-07:03:04 wrote ae_003.pth
20240908-07:03:05 wrote ae_004.pth
20240908-07:03:05 wrote ae_005.pth
20240908-07:03:06 wrote ae_006.pth
20240908-07:03:07 wrote ae_007.pth
20240908-07:03:07 wrote ae_008.pth
20240908-07:03:08 wrote ae_009.pth
20240908-07:03:08 epoch_duration 2min56s next_finish 07:06:04
20240908-07:03:08 wrote state.pth
20240908-07:03:08 --- epoch 401 ----------------------------------------
20240908-07:03:08 current_test_accuracies 0.9137 0.8883 0.8988 0.9013 0.8563 0.9126 0.8988 0.9093 0.8978 0.9057
20240908-07:03:08 time_train=75071 time_c_quizzes=0
20240908-07:03:08 no_c_quiz
20240908-07:03:08 training model 4 (accuracy 0.8562802076339722)
20240908-07:03:08 training model 1 (accuracy 0.8883374929428101)
20240908-07:05:13 train_loss 401 model 1 0.013169737224576239
20240908-07:05:13 train_loss 401 model 4 0.013195340845693864
20240908-07:05:14 test_loss 401 model 1 0.011504320063249907
20240908-07:05:14 test_loss 401 model 4 0.011365728425869293
20240908-07:05:50 test_accuracy 401 model 1 nb_correct 715 / 777 (92.02%)
20240908-07:05:56 test_accuracy 401 model 4 nb_correct 721 / 788 (91.50%)
20240908-07:05:56 wrote ae_000.pth
20240908-07:05:57 wrote ae_001.pth
20240908-07:05:58 wrote ae_002.pth
20240908-07:05:58 wrote ae_003.pth
20240908-07:05:59 wrote ae_004.pth
20240908-07:06:00 wrote ae_005.pth
20240908-07:06:01 wrote ae_006.pth
20240908-07:06:01 wrote ae_007.pth
20240908-07:06:02 wrote ae_008.pth
20240908-07:06:03 wrote ae_009.pth
20240908-07:06:03 epoch_duration 2min54s next_finish 07:08:57
20240908-07:06:03 wrote state.pth
20240908-07:06:03 --- epoch 402 ----------------------------------------
20240908-07:06:03 current_test_accuracies 0.9137 0.9202 0.8988 0.9013 0.9150 0.9126 0.8988 0.9093 0.8978 0.9057
20240908-07:06:03 time_train=75238 time_c_quizzes=0
20240908-07:06:03 no_c_quiz
20240908-07:06:03 training model 8 (accuracy 0.8977556228637695)
20240908-07:06:03 training model 6 (accuracy 0.8987500071525574)
20240908-07:08:07 train_loss 402 model 8 0.013838210656613227
20240908-07:08:07 train_loss 402 model 6 0.014686192820037832
20240908-07:08:09 test_loss 402 model 8 0.009781618884716181
20240908-07:08:09 test_loss 402 model 6 0.01080218712304486
20240908-07:08:48 test_accuracy 402 model 8 nb_correct 740 / 830 (89.16%)
20240908-07:08:54 test_accuracy 402 model 6 nb_correct 663 / 783 (84.67%)
20240908-07:08:54 wrote ae_000.pth
20240908-07:08:55 wrote ae_001.pth
20240908-07:08:56 wrote ae_002.pth
20240908-07:08:57 wrote ae_003.pth
20240908-07:08:57 wrote ae_004.pth
20240908-07:08:58 wrote ae_005.pth
20240908-07:08:59 wrote ae_006.pth
20240908-07:08:59 wrote ae_007.pth
20240908-07:09:00 wrote ae_008.pth
20240908-07:09:01 wrote ae_009.pth
20240908-07:09:01 epoch_duration 2min58s next_finish 07:11:59
20240908-07:09:01 wrote state.pth
20240908-07:09:01 --- epoch 403 ----------------------------------------
20240908-07:09:01 current_test_accuracies 0.9137 0.9202 0.8988 0.9013 0.9150 0.9126 0.8467 0.9093 0.8916 0.9057
20240908-07:09:01 time_train=75409 time_c_quizzes=0
20240908-07:09:01 no_c_quiz
20240908-07:09:01 training model 6 (accuracy 0.8467432856559753)
20240908-07:09:01 training model 8 (accuracy 0.891566276550293)
20240908-07:11:05 train_loss 403 model 8 0.013753612833766965
20240908-07:11:05 train_loss 403 model 6 0.013222527679492486
20240908-07:11:07 test_loss 403 model 8 0.01172060140997928
20240908-07:11:07 test_loss 403 model 6 0.009875526597028284
20240908-07:11:44 test_accuracy 403 model 6 nb_correct 738 / 810 (91.11%)
20240908-07:11:47 test_accuracy 403 model 8 nb_correct 689 / 799 (86.23%)
20240908-07:11:48 wrote ae_000.pth
20240908-07:11:49 wrote ae_001.pth
20240908-07:11:49 wrote ae_002.pth
20240908-07:11:50 wrote ae_003.pth
20240908-07:11:51 wrote ae_004.pth
20240908-07:11:51 wrote ae_005.pth
20240908-07:11:52 wrote ae_006.pth
20240908-07:11:53 wrote ae_007.pth
20240908-07:11:53 wrote ae_008.pth
20240908-07:11:54 wrote ae_009.pth
20240908-07:11:54 epoch_duration 2min53s next_finish 07:14:47
20240908-07:11:54 wrote state.pth
20240908-07:11:54 --- epoch 404 ----------------------------------------
20240908-07:11:54 current_test_accuracies 0.9137 0.9202 0.8988 0.9013 0.9150 0.9126 0.9111 0.9093 0.8623 0.9057
20240908-07:11:54 time_train=75575 time_c_quizzes=0
20240908-07:11:54 no_c_quiz
20240908-07:11:54 training model 8 (accuracy 0.8623279333114624)
20240908-07:11:54 training model 2 (accuracy 0.8988476395606995)
20240908-07:13:59 train_loss 404 model 2 0.014251576483475218
20240908-07:13:59 train_loss 404 model 8 0.013688116022793111
20240908-07:14:00 test_loss 404 model 2 0.01123819831191213
20240908-07:14:00 test_loss 404 model 8 0.010563683265081636
20240908-07:14:41 test_accuracy 404 model 8 nb_correct 700 / 784 (89.29%)
20240908-07:14:51 test_accuracy 404 model 2 nb_correct 653 / 777 (84.04%)
20240908-07:14:52 wrote ae_000.pth
20240908-07:14:52 wrote ae_001.pth
20240908-07:14:53 wrote ae_002.pth
20240908-07:14:54 wrote ae_003.pth
20240908-07:14:54 wrote ae_004.pth
20240908-07:14:55 wrote ae_005.pth
20240908-07:14:56 wrote ae_006.pth
20240908-07:14:56 wrote ae_007.pth
20240908-07:14:57 wrote ae_008.pth
20240908-07:14:58 wrote ae_009.pth
20240908-07:14:58 epoch_duration 3min3s next_finish 07:18:02
20240908-07:14:58 wrote state.pth
20240908-07:14:58 --- epoch 405 ----------------------------------------
20240908-07:14:58 current_test_accuracies 0.9137 0.9202 0.8404 0.9013 0.9150 0.9126 0.9111 0.9093 0.8929 0.9057
20240908-07:14:58 time_train=75751 time_c_quizzes=0
20240908-07:14:58 no_c_quiz
20240908-07:14:58 training model 2 (accuracy 0.8404118418693542)
20240908-07:14:58 training model 8 (accuracy 0.8928571343421936)
20240908-07:17:03 train_loss 405 model 8 0.013448090031593892
20240908-07:17:03 train_loss 405 model 2 0.013736916135385399
20240908-07:17:04 test_loss 405 model 8 0.011003162337965477
20240908-07:17:04 test_loss 405 model 2 0.0098589627783781
20240908-07:17:44 test_accuracy 405 model 2 nb_correct 700 / 796 (87.94%)
20240908-07:17:52 test_accuracy 405 model 8 nb_correct 737 / 819 (89.99%)
20240908-07:17:53 wrote ae_000.pth
20240908-07:17:53 wrote ae_001.pth
20240908-07:17:54 wrote ae_002.pth
20240908-07:17:55 wrote ae_003.pth
20240908-07:17:55 wrote ae_004.pth
20240908-07:17:56 wrote ae_005.pth
20240908-07:17:57 wrote ae_006.pth
20240908-07:17:57 wrote ae_007.pth
20240908-07:17:58 wrote ae_008.pth
20240908-07:17:59 wrote ae_009.pth
20240908-07:17:59 epoch_duration 3min1s next_finish 07:21:00
20240908-07:17:59 wrote state.pth
20240908-07:17:59 --- epoch 406 ----------------------------------------
20240908-07:17:59 current_test_accuracies 0.9137 0.9202 0.8794 0.9013 0.9150 0.9126 0.9111 0.9093 0.8999 0.9057
20240908-07:17:59 time_train=75925 time_c_quizzes=0
20240908-07:17:59 no_c_quiz
20240908-07:17:59 training model 2 (accuracy 0.8793969750404358)
20240908-07:17:59 training model 8 (accuracy 0.8998779058456421)
20240908-07:20:04 train_loss 406 model 8 0.013649742864319706
20240908-07:20:04 train_loss 406 model 2 0.013861689817204023
20240908-07:20:06 test_loss 406 model 8 0.011290696254854992
20240908-07:20:06 test_loss 406 model 2 0.008489683552227234
20240908-07:20:45 test_accuracy 406 model 8 nb_correct 721 / 808 (89.23%)
20240908-07:20:47 test_accuracy 406 model 2 nb_correct 708 / 789 (89.73%)
20240908-07:20:48 wrote ae_000.pth
20240908-07:20:49 wrote ae_001.pth
20240908-07:20:49 wrote ae_002.pth
20240908-07:20:50 wrote ae_003.pth
20240908-07:20:51 wrote ae_004.pth
20240908-07:20:51 wrote ae_005.pth
20240908-07:20:52 wrote ae_006.pth
20240908-07:20:53 wrote ae_007.pth
20240908-07:20:53 wrote ae_008.pth
20240908-07:20:54 wrote ae_009.pth
20240908-07:20:54 epoch_duration 2min55s next_finish 07:23:49
20240908-07:20:54 wrote state.pth
20240908-07:20:54 --- epoch 407 ----------------------------------------
20240908-07:20:54 current_test_accuracies 0.9137 0.9202 0.8973 0.9013 0.9150 0.9126 0.9111 0.9093 0.8923 0.9057
20240908-07:20:54 time_train=76093 time_c_quizzes=0
20240908-07:20:54 no_c_quiz
20240908-07:20:54 training model 8 (accuracy 0.8923267126083374)
20240908-07:20:54 training model 2 (accuracy 0.8973383903503418)
20240908-07:23:00 train_loss 407 model 8 0.012948810613364913
20240908-07:23:00 train_loss 407 model 2 0.012589671870093298
20240908-07:23:01 test_loss 407 model 8 0.013332366163376718
20240908-07:23:01 test_loss 407 model 2 0.008360107335994372
20240908-07:23:45 test_accuracy 407 model 2 nb_correct 720 / 800 (90.00%)
20240908-07:23:45 test_accuracy 407 model 8 nb_correct 692 / 790 (87.59%)
20240908-07:23:46 wrote ae_000.pth
20240908-07:23:47 wrote ae_001.pth
20240908-07:23:48 wrote ae_002.pth
20240908-07:23:48 wrote ae_003.pth
20240908-07:23:49 wrote ae_004.pth
20240908-07:23:50 wrote ae_005.pth
20240908-07:23:50 wrote ae_006.pth
20240908-07:23:51 wrote ae_007.pth
20240908-07:23:52 wrote ae_008.pth
20240908-07:23:52 wrote ae_009.pth
20240908-07:23:52 epoch_duration 2min58s next_finish 07:26:51
20240908-07:23:52 wrote state.pth
20240908-07:23:52 --- epoch 408 ----------------------------------------
20240908-07:23:52 current_test_accuracies 0.9137 0.9202 0.9000 0.9013 0.9150 0.9126 0.9111 0.9093 0.8759 0.9057
20240908-07:23:52 time_train=76264 time_c_quizzes=0
20240908-07:23:52 no_c_quiz
20240908-07:23:52 training model 8 (accuracy 0.8759493827819824)
20240908-07:23:52 training model 2 (accuracy 0.8999999761581421)
20240908-07:25:57 train_loss 408 model 2 0.013499326484241465
20240908-07:25:57 train_loss 408 model 8 0.012938647153059719
20240908-07:25:58 test_loss 408 model 2 0.006710242391591237
20240908-07:25:58 test_loss 408 model 8 0.010534226701292938
20240908-07:26:37 test_accuracy 408 model 2 nb_correct 723 / 799 (90.49%)
20240908-07:26:39 test_accuracy 408 model 8 nb_correct 714 / 801 (89.14%)
20240908-07:26:40 wrote ae_000.pth
20240908-07:26:40 wrote ae_001.pth
20240908-07:26:41 wrote ae_002.pth
20240908-07:26:42 wrote ae_003.pth
20240908-07:26:42 wrote ae_004.pth
20240908-07:26:43 wrote ae_005.pth
20240908-07:26:44 wrote ae_006.pth
20240908-07:26:44 wrote ae_007.pth
20240908-07:26:45 wrote ae_008.pth
20240908-07:26:46 wrote ae_009.pth
20240908-07:26:46 epoch_duration 2min53s next_finish 07:29:39
20240908-07:26:46 wrote state.pth
20240908-07:26:46 --- epoch 409 ----------------------------------------
20240908-07:26:46 current_test_accuracies 0.9137 0.9202 0.9049 0.9013 0.9150 0.9126 0.9111 0.9093 0.8914 0.9057
20240908-07:26:46 time_train=76430 time_c_quizzes=0
20240908-07:26:46 no_c_quiz
20240908-07:26:46 training model 8 (accuracy 0.8913857936859131)
20240908-07:26:46 training model 3 (accuracy 0.9012657999992371)
20240908-07:28:51 train_loss 409 model 8 0.01405178665019048
20240908-07:28:51 train_loss 409 model 3 0.012695244412996545
20240908-07:28:52 test_loss 409 model 8 0.010682288763200631
20240908-07:28:52 test_loss 409 model 3 0.00937156175778
20240908-07:29:28 test_accuracy 409 model 3 nb_correct 714 / 792 (90.15%)
20240908-07:29:37 test_accuracy 409 model 8 nb_correct 703 / 799 (87.98%)
20240908-07:29:37 wrote ae_000.pth
20240908-07:29:38 wrote ae_001.pth
20240908-07:29:39 wrote ae_002.pth
20240908-07:29:40 wrote ae_003.pth
20240908-07:29:40 wrote ae_004.pth
20240908-07:29:41 wrote ae_005.pth
20240908-07:29:42 wrote ae_006.pth
20240908-07:29:42 wrote ae_007.pth
20240908-07:29:43 wrote ae_008.pth
20240908-07:29:44 wrote ae_009.pth
20240908-07:29:44 epoch_duration 2min58s next_finish 07:32:42
20240908-07:29:44 wrote state.pth
20240908-07:29:44 --- epoch 410 ----------------------------------------
20240908-07:29:44 current_test_accuracies 0.9137 0.9202 0.9049 0.9015 0.9150 0.9126 0.9111 0.9093 0.8798 0.9057
20240908-07:29:44 time_train=76601 time_c_quizzes=0
20240908-07:29:44 no_c_quiz
20240908-07:29:44 training model 8 (accuracy 0.8798497915267944)
20240908-07:29:44 training model 3 (accuracy 0.9015151262283325)
20240908-07:31:48 train_loss 410 model 8 0.013087923508453059
20240908-07:31:48 train_loss 410 model 3 0.012491422792896629
20240908-07:31:50 test_loss 410 model 8 0.006559431883761136
20240908-07:31:50 test_loss 410 model 3 0.008741045650003798
20240908-07:32:28 test_accuracy 410 model 3 nb_correct 720 / 816 (88.24%)
20240908-07:32:30 test_accuracy 410 model 8 nb_correct 715 / 808 (88.49%)
20240908-07:32:31 wrote ae_000.pth
20240908-07:32:32 wrote ae_001.pth
20240908-07:32:32 wrote ae_002.pth
20240908-07:32:33 wrote ae_003.pth
20240908-07:32:34 wrote ae_004.pth
20240908-07:32:34 wrote ae_005.pth
20240908-07:32:35 wrote ae_006.pth
20240908-07:32:36 wrote ae_007.pth
20240908-07:32:36 wrote ae_008.pth
20240908-07:32:37 wrote ae_009.pth
20240908-07:32:37 epoch_duration 2min53s next_finish 07:35:30
20240908-07:32:37 wrote state.pth
20240908-07:32:37 --- epoch 411 ----------------------------------------
20240908-07:32:37 current_test_accuracies 0.9137 0.9202 0.9049 0.8824 0.9150 0.9126 0.9111 0.9093 0.8849 0.9057
20240908-07:32:37 time_train=76767 time_c_quizzes=0
20240908-07:32:37 no_c_quiz
20240908-07:32:37 training model 3 (accuracy 0.8823529481887817)
20240908-07:32:37 training model 8 (accuracy 0.8849009871482849)
20240908-07:34:42 train_loss 411 model 8 0.012897021837343346
20240908-07:34:42 train_loss 411 model 3 0.012443795287534158
20240908-07:34:44 test_loss 411 model 8 0.010705593453894834
20240908-07:34:44 test_loss 411 model 3 0.008920101409694325
20240908-07:35:20 test_accuracy 411 model 3 nb_correct 719 / 796 (90.33%)
20240908-07:35:21 test_accuracy 411 model 8 nb_correct 744 / 806 (92.31%)
20240908-07:35:22 wrote ae_000.pth
20240908-07:35:23 wrote ae_001.pth
20240908-07:35:23 wrote ae_002.pth
20240908-07:35:24 wrote ae_003.pth
20240908-07:35:25 wrote ae_004.pth
20240908-07:35:25 wrote ae_005.pth
20240908-07:35:26 wrote ae_006.pth
20240908-07:35:27 wrote ae_007.pth
20240908-07:35:27 wrote ae_008.pth
20240908-07:35:28 wrote ae_009.pth
20240908-07:35:28 epoch_duration 2min51s next_finish 07:38:19
20240908-07:35:28 wrote state.pth
20240908-07:35:28 --- epoch 412 ----------------------------------------
20240908-07:35:28 current_test_accuracies 0.9137 0.9202 0.9049 0.9033 0.9150 0.9126 0.9111 0.9093 0.9231 0.9057
20240908-07:35:28 time_train=76931 time_c_quizzes=0
20240908-07:35:28 no_c_quiz
20240908-07:35:28 training model 3 (accuracy 0.9032663106918335)
20240908-07:35:28 training model 2 (accuracy 0.9048811197280884)
20240908-07:37:33 train_loss 412 model 2 0.013363340956166212
20240908-07:37:33 train_loss 412 model 3 0.011703137381955457
20240908-07:37:35 test_loss 412 model 2 0.010259495343052549
20240908-07:37:35 test_loss 412 model 3 0.007636192009165654
20240908-07:38:14 test_accuracy 412 model 3 nb_correct 723 / 822 (87.96%)
20240908-07:38:19 test_accuracy 412 model 2 nb_correct 711 / 814 (87.35%)
20240908-07:38:19 wrote ae_000.pth
20240908-07:38:20 wrote ae_001.pth
20240908-07:38:21 wrote ae_002.pth
20240908-07:38:21 wrote ae_003.pth
20240908-07:38:22 wrote ae_004.pth
20240908-07:38:23 wrote ae_005.pth
20240908-07:38:23 wrote ae_006.pth
20240908-07:38:24 wrote ae_007.pth
20240908-07:38:25 wrote ae_008.pth
20240908-07:38:25 wrote ae_009.pth
20240908-07:38:25 epoch_duration 2min57s next_finish 07:41:23
20240908-07:38:25 wrote state.pth
20240908-07:38:25 --- epoch 413 ----------------------------------------
20240908-07:38:25 current_test_accuracies 0.9137 0.9202 0.8735 0.8796 0.9150 0.9126 0.9111 0.9093 0.9231 0.9057
20240908-07:38:25 time_train=77101 time_c_quizzes=0
20240908-07:38:25 no_c_quiz
20240908-07:38:25 training model 2 (accuracy 0.8734643459320068)
20240908-07:38:25 training model 3 (accuracy 0.8795620203018188)
20240908-07:40:31 train_loss 413 model 2 0.01322551513734652
20240908-07:40:31 train_loss 413 model 3 0.012805800057161832
20240908-07:40:32 test_loss 413 model 2 0.008813878050750646
20240908-07:40:32 test_loss 413 model 3 0.01011988184236543
20240908-07:41:09 test_accuracy 413 model 2 nb_correct 736 / 807 (91.20%)
20240908-07:41:10 test_accuracy 413 model 3 nb_correct 715 / 804 (88.93%)
20240908-07:41:10 wrote ae_000.pth
20240908-07:41:11 wrote ae_001.pth
20240908-07:41:12 wrote ae_002.pth
20240908-07:41:12 wrote ae_003.pth
20240908-07:41:13 wrote ae_004.pth
20240908-07:41:14 wrote ae_005.pth
20240908-07:41:14 wrote ae_006.pth
20240908-07:41:15 wrote ae_007.pth
20240908-07:41:16 wrote ae_008.pth
20240908-07:41:16 wrote ae_009.pth
20240908-07:41:16 epoch_duration 2min51s next_finish 07:44:08
20240908-07:41:16 wrote state.pth
20240908-07:41:16 --- epoch 414 ----------------------------------------
20240908-07:41:16 current_test_accuracies 0.9137 0.9202 0.9120 0.8893 0.9150 0.9126 0.9111 0.9093 0.9231 0.9057
20240908-07:41:16 time_train=77265 time_c_quizzes=0
20240908-07:41:16 no_c_quiz
20240908-07:41:16 training model 3 (accuracy 0.8893035054206848)
20240908-07:41:16 training model 9 (accuracy 0.9056603908538818)
20240908-07:43:22 train_loss 414 model 3 0.012164893371274956
20240908-07:43:22 train_loss 414 model 9 0.01214574589394033
20240908-07:43:23 test_loss 414 model 3 0.011458946520225055
20240908-07:43:24 test_loss 414 model 9 0.00826152165855092
20240908-07:44:00 test_accuracy 414 model 3 nb_correct 697 / 799 (87.23%)
20240908-07:44:04 test_accuracy 414 model 9 nb_correct 716 / 804 (89.05%)
20240908-07:44:05 wrote ae_000.pth
20240908-07:44:05 wrote ae_001.pth
20240908-07:44:06 wrote ae_002.pth
20240908-07:44:07 wrote ae_003.pth
20240908-07:44:07 wrote ae_004.pth
20240908-07:44:08 wrote ae_005.pth
20240908-07:44:09 wrote ae_006.pth
20240908-07:44:09 wrote ae_007.pth
20240908-07:44:10 wrote ae_008.pth
20240908-07:44:11 wrote ae_009.pth
20240908-07:44:11 epoch_duration 2min54s next_finish 07:47:05
20240908-07:44:11 wrote state.pth
20240908-07:44:11 --- epoch 415 ----------------------------------------
20240908-07:44:11 current_test_accuracies 0.9137 0.9202 0.9120 0.8723 0.9150 0.9126 0.9111 0.9093 0.9231 0.8905
20240908-07:44:11 time_train=77432 time_c_quizzes=0
20240908-07:44:11 no_c_quiz
20240908-07:44:11 training model 3 (accuracy 0.8723404407501221)
20240908-07:44:11 training model 9 (accuracy 0.8905472755432129)
20240908-07:46:16 train_loss 415 model 9 0.013102684222511016
20240908-07:46:16 train_loss 415 model 3 0.012508736712188693
20240908-07:46:17 test_loss 415 model 9 0.008966784434051078
20240908-07:46:17 test_loss 415 model 3 0.008787015930740693
20240908-07:46:55 test_accuracy 415 model 3 nb_correct 717 / 814 (88.08%)
20240908-07:46:58 test_accuracy 415 model 9 nb_correct 736 / 808 (91.09%)
20240908-07:46:59 wrote ae_000.pth
20240908-07:46:59 wrote ae_001.pth
20240908-07:47:00 wrote ae_002.pth
20240908-07:47:01 wrote ae_003.pth
20240908-07:47:01 wrote ae_004.pth
20240908-07:47:02 wrote ae_005.pth
20240908-07:47:03 wrote ae_006.pth
20240908-07:47:04 wrote ae_007.pth
20240908-07:47:04 wrote ae_008.pth
20240908-07:47:05 wrote ae_009.pth
20240908-07:47:05 epoch_duration 2min54s next_finish 07:49:59
20240908-07:47:05 wrote state.pth
20240908-07:47:05 --- epoch 416 ----------------------------------------
20240908-07:47:05 current_test_accuracies 0.9137 0.9202 0.9120 0.8808 0.9150 0.9126 0.9111 0.9093 0.9231 0.9109
20240908-07:47:05 time_train=77599 time_c_quizzes=0
20240908-07:47:05 no_c_quiz
20240908-07:47:05 training model 3 (accuracy 0.8808353543281555)
20240908-07:47:05 training model 7 (accuracy 0.9093198776245117)
20240908-07:49:10 train_loss 416 model 7 0.012891504175135196
20240908-07:49:10 train_loss 416 model 3 0.012397339311741234
20240908-07:49:11 test_loss 416 model 7 0.011382737691724288
20240908-07:49:11 test_loss 416 model 3 0.009067534164296375
20240908-07:49:51 test_accuracy 416 model 3 nb_correct 687 / 791 (86.85%)
20240908-07:49:53 test_accuracy 416 model 7 nb_correct 720 / 808 (89.11%)
20240908-07:49:54 wrote ae_000.pth
20240908-07:49:55 wrote ae_001.pth
20240908-07:49:55 wrote ae_002.pth
20240908-07:49:56 wrote ae_003.pth
20240908-07:49:57 wrote ae_004.pth
20240908-07:49:57 wrote ae_005.pth
20240908-07:49:58 wrote ae_006.pth
20240908-07:49:59 wrote ae_007.pth
20240908-07:49:59 wrote ae_008.pth
20240908-07:50:00 wrote ae_009.pth
20240908-07:50:00 epoch_duration 2min55s next_finish 07:52:55
20240908-07:50:00 wrote state.pth
20240908-07:50:00 --- epoch 417 ----------------------------------------
20240908-07:50:00 current_test_accuracies 0.9137 0.9202 0.9120 0.8685 0.9150 0.9126 0.9111 0.8911 0.9231 0.9109
20240908-07:50:00 time_train=77767 time_c_quizzes=0
20240908-07:50:00 no_c_quiz
20240908-07:50:00 training model 3 (accuracy 0.8685208559036255)
20240908-07:50:00 training model 7 (accuracy 0.8910890817642212)
20240908-07:52:05 train_loss 417 model 7 0.012808849649270997
20240908-07:52:05 train_loss 417 model 3 0.0126076244692631
20240908-07:52:07 test_loss 417 model 7 0.009297898588556563
20240908-07:52:07 test_loss 417 model 3 0.007246460965689039
20240908-07:52:42 test_accuracy 417 model 3 nb_correct 712 / 802 (88.78%)
20240908-07:52:43 test_accuracy 417 model 7 nb_correct 732 / 812 (90.15%)
20240908-07:52:44 wrote ae_000.pth
20240908-07:52:45 wrote ae_001.pth
20240908-07:52:45 wrote ae_002.pth
20240908-07:52:46 wrote ae_003.pth
20240908-07:52:47 wrote ae_004.pth
20240908-07:52:47 wrote ae_005.pth
20240908-07:52:48 wrote ae_006.pth
20240908-07:52:49 wrote ae_007.pth
20240908-07:52:49 wrote ae_008.pth
20240908-07:52:50 wrote ae_009.pth
20240908-07:52:50 epoch_duration 2min49s next_finish 07:55:40
20240908-07:52:50 wrote state.pth
20240908-07:52:50 --- epoch 418 ----------------------------------------
20240908-07:52:50 current_test_accuracies 0.9137 0.9202 0.9120 0.8878 0.9150 0.9126 0.9111 0.9015 0.9231 0.9109
20240908-07:52:50 time_train=77930 time_c_quizzes=0
20240908-07:52:50 no_c_quiz
20240908-07:52:50 training model 3 (accuracy 0.8877805471420288)
20240908-07:52:50 training model 7 (accuracy 0.9014778137207031)
20240908-07:54:55 train_loss 418 model 7 0.012954602240293753
20240908-07:54:56 train_loss 418 model 3 0.012686595609899086
20240908-07:54:57 test_loss 418 model 7 0.014083414088372593
20240908-07:54:57 test_loss 418 model 3 0.0070962562471322595
20240908-07:55:33 test_accuracy 418 model 3 nb_correct 717 / 803 (89.29%)
20240908-07:55:37 test_accuracy 418 model 7 nb_correct 722 / 804 (89.80%)
20240908-07:55:37 wrote ae_000.pth
20240908-07:55:38 wrote ae_001.pth
20240908-07:55:39 wrote ae_002.pth
20240908-07:55:39 wrote ae_003.pth
20240908-07:55:40 wrote ae_004.pth
20240908-07:55:41 wrote ae_005.pth
20240908-07:55:41 wrote ae_006.pth
20240908-07:55:42 wrote ae_007.pth
20240908-07:55:43 wrote ae_008.pth
20240908-07:55:44 wrote ae_009.pth
20240908-07:55:44 epoch_duration 2min53s next_finish 07:58:37
20240908-07:55:44 wrote state.pth
20240908-07:55:44 --- epoch 419 ----------------------------------------
20240908-07:55:44 current_test_accuracies 0.9137 0.9202 0.9120 0.8929 0.9150 0.9126 0.9111 0.8980 0.9231 0.9109
20240908-07:55:44 time_train=78096 time_c_quizzes=0
20240908-07:55:44 no_c_quiz
20240908-07:55:44 training model 3 (accuracy 0.892901599407196)
20240908-07:55:44 training model 7 (accuracy 0.8980099558830261)
20240908-07:57:48 train_loss 419 model 7 0.011738068975813804
20240908-07:57:48 train_loss 419 model 3 0.012671087227963652
20240908-07:57:50 test_loss 419 model 7 0.007702638286900765
20240908-07:57:50 test_loss 419 model 3 0.010444589079156685
20240908-07:58:28 test_accuracy 419 model 7 nb_correct 725 / 791 (91.66%)
20240908-07:58:31 test_accuracy 419 model 3 nb_correct 675 / 784 (86.10%)
20240908-07:58:32 wrote ae_000.pth
20240908-07:58:32 wrote ae_001.pth
20240908-07:58:33 wrote ae_002.pth
20240908-07:58:34 wrote ae_003.pth
20240908-07:58:34 wrote ae_004.pth
20240908-07:58:35 wrote ae_005.pth
20240908-07:58:36 wrote ae_006.pth
20240908-07:58:36 wrote ae_007.pth
20240908-07:58:37 wrote ae_008.pth
20240908-07:58:38 wrote ae_009.pth
20240908-07:58:38 epoch_duration 2min54s next_finish 08:01:32
20240908-07:58:38 wrote state.pth
20240908-07:58:38 --- epoch 420 ----------------------------------------
20240908-07:58:38 current_test_accuracies 0.9137 0.9202 0.9120 0.8610 0.9150 0.9126 0.9111 0.9166 0.9231 0.9109
20240908-07:58:38 time_train=78263 time_c_quizzes=0
20240908-07:58:38 no_c_quiz
20240908-07:58:38 training model 3 (accuracy 0.8609693646430969)
20240908-07:58:38 training model 9 (accuracy 0.9108911156654358)
20240908-08:00:42 train_loss 420 model 9 0.012648491576150264
20240908-08:00:43 train_loss 420 model 3 0.011783924798539375
20240908-08:00:44 test_loss 420 model 9 0.007997933620367803
20240908-08:00:44 test_loss 420 model 3 0.006927619529295726
20240908-08:01:19 test_accuracy 420 model 3 nb_correct 702 / 811 (86.56%)
20240908-08:01:23 test_accuracy 420 model 9 nb_correct 712 / 799 (89.11%)
20240908-08:01:24 wrote ae_000.pth
20240908-08:01:25 wrote ae_001.pth
20240908-08:01:25 wrote ae_002.pth
20240908-08:01:26 wrote ae_003.pth
20240908-08:01:27 wrote ae_004.pth
20240908-08:01:27 wrote ae_005.pth
20240908-08:01:28 wrote ae_006.pth
20240908-08:01:29 wrote ae_007.pth
20240908-08:01:29 wrote ae_008.pth
20240908-08:01:30 wrote ae_009.pth
20240908-08:01:30 epoch_duration 2min52s next_finish 08:04:23
20240908-08:01:30 wrote state.pth
20240908-08:01:30 --- epoch 421 ----------------------------------------
20240908-08:01:30 current_test_accuracies 0.9137 0.9202 0.9120 0.8656 0.9150 0.9126 0.9111 0.9166 0.9231 0.8911
20240908-08:01:30 time_train=78428 time_c_quizzes=0
20240908-08:01:30 no_c_quiz
20240908-08:01:30 training model 3 (accuracy 0.8655980229377747)
20240908-08:01:30 training model 9 (accuracy 0.8911138772964478)
20240908-08:03:35 train_loss 421 model 3 0.011914818865559937
20240908-08:03:35 train_loss 421 model 9 0.012229580173123394
20240908-08:03:36 test_loss 421 model 3 0.009480444543463307
20240908-08:03:36 test_loss 421 model 9 0.009397518597745602
20240908-08:04:12 test_accuracy 421 model 3 nb_correct 682 / 772 (88.34%)
20240908-08:04:14 test_accuracy 421 model 9 nb_correct 706 / 801 (88.14%)
20240908-08:04:15 wrote ae_000.pth
20240908-08:04:16 wrote ae_001.pth
20240908-08:04:17 wrote ae_002.pth
20240908-08:04:17 wrote ae_003.pth
20240908-08:04:18 wrote ae_004.pth
20240908-08:04:19 wrote ae_005.pth
20240908-08:04:20 wrote ae_006.pth
20240908-08:04:20 wrote ae_007.pth
20240908-08:04:21 wrote ae_008.pth
20240908-08:04:22 wrote ae_009.pth
20240908-08:04:22 epoch_duration 2min51s next_finish 08:07:13
20240908-08:04:22 wrote state.pth
20240908-08:04:22 --- epoch 422 ----------------------------------------
20240908-08:04:22 current_test_accuracies 0.9137 0.9202 0.9120 0.8834 0.9150 0.9126 0.9111 0.9166 0.9231 0.8814
20240908-08:04:22 time_train=78592 time_c_quizzes=0
20240908-08:04:22 no_c_quiz
20240908-08:04:22 training model 9 (accuracy 0.8813982605934143)
20240908-08:04:22 training model 3 (accuracy 0.8834196925163269)
20240908-08:06:26 train_loss 422 model 3 0.01223893500214399
20240908-08:06:26 train_loss 422 model 9 0.013229873702366604
20240908-08:06:28 test_loss 422 model 3 0.010475560718532506
20240908-08:06:28 test_loss 422 model 9 0.01021100104226207
20240908-08:07:04 test_accuracy 422 model 3 nb_correct 705 / 794 (88.79%)
20240908-08:07:10 test_accuracy 422 model 9 nb_correct 737 / 809 (91.10%)
20240908-08:07:10 wrote ae_000.pth
20240908-08:07:11 wrote ae_001.pth
20240908-08:07:12 wrote ae_002.pth
20240908-08:07:13 wrote ae_003.pth
20240908-08:07:13 wrote ae_004.pth
20240908-08:07:14 wrote ae_005.pth
20240908-08:07:15 wrote ae_006.pth
20240908-08:07:15 wrote ae_007.pth
20240908-08:07:16 wrote ae_008.pth
20240908-08:07:17 wrote ae_009.pth
20240908-08:07:17 epoch_duration 2min55s next_finish 08:10:12
20240908-08:07:17 wrote state.pth
20240908-08:07:17 --- epoch 423 ----------------------------------------
20240908-08:07:17 current_test_accuracies 0.9137 0.9202 0.9120 0.8879 0.9150 0.9126 0.9111 0.9166 0.9231 0.9110
20240908-08:07:17 time_train=78760 time_c_quizzes=0
20240908-08:07:17 no_c_quiz
20240908-08:07:17 training model 3 (accuracy 0.8879092931747437)
20240908-08:07:17 training model 9 (accuracy 0.9110012650489807)
20240908-08:09:21 train_loss 423 model 9 0.012874781084516144
20240908-08:09:21 train_loss 423 model 3 0.012333851889023207
20240908-08:09:23 test_loss 423 model 9 0.007432740035119423
20240908-08:09:23 test_loss 423 model 3 0.009596023119456731
20240908-08:10:00 test_accuracy 423 model 9 nb_correct 718 / 785 (91.46%)
20240908-08:10:04 test_accuracy 423 model 3 nb_correct 696 / 813 (85.61%)
20240908-08:10:04 wrote ae_000.pth
20240908-08:10:05 wrote ae_001.pth
20240908-08:10:06 wrote ae_002.pth
20240908-08:10:07 wrote ae_003.pth
20240908-08:10:07 wrote ae_004.pth
20240908-08:10:08 wrote ae_005.pth
20240908-08:10:09 wrote ae_006.pth
20240908-08:10:09 wrote ae_007.pth
20240908-08:10:10 wrote ae_008.pth
20240908-08:10:11 wrote ae_009.pth
20240908-08:10:11 epoch_duration 2min54s next_finish 08:13:05
20240908-08:10:11 wrote state.pth
20240908-08:10:11 --- epoch 424 ----------------------------------------
20240908-08:10:11 current_test_accuracies 0.9137 0.9202 0.9120 0.8561 0.9150 0.9126 0.9111 0.9166 0.9231 0.9146
20240908-08:10:11 time_train=78926 time_c_quizzes=0
20240908-08:10:11 no_c_quiz
20240908-08:10:11 training model 3 (accuracy 0.8560885787010193)
20240908-08:10:11 training model 6 (accuracy 0.9111111164093018)
20240908-08:12:16 train_loss 424 model 3 0.012115715345433273
20240908-08:12:16 train_loss 424 model 6 0.012867995645807241
20240908-08:12:17 test_loss 424 model 3 0.009575100171787199
20240908-08:12:17 test_loss 424 model 6 0.009835500444387435
20240908-08:12:55 test_accuracy 424 model 3 nb_correct 731 / 821 (89.04%)
20240908-08:13:00 test_accuracy 424 model 6 nb_correct 680 / 776 (87.63%)
20240908-08:13:01 wrote ae_000.pth
20240908-08:13:01 wrote ae_001.pth
20240908-08:13:02 wrote ae_002.pth
20240908-08:13:03 wrote ae_003.pth
20240908-08:13:03 wrote ae_004.pth
20240908-08:13:04 wrote ae_005.pth
20240908-08:13:05 wrote ae_006.pth
20240908-08:13:05 wrote ae_007.pth
20240908-08:13:06 wrote ae_008.pth
20240908-08:13:07 wrote ae_009.pth
20240908-08:13:07 epoch_duration 2min55s next_finish 08:16:02
20240908-08:13:07 wrote state.pth
20240908-08:13:07 --- epoch 425 ----------------------------------------
20240908-08:13:07 current_test_accuracies 0.9137 0.9202 0.9120 0.8904 0.9150 0.9126 0.8763 0.9166 0.9231 0.9146
20240908-08:13:07 time_train=79095 time_c_quizzes=0
20240908-08:13:07 no_c_quiz
20240908-08:13:07 training model 6 (accuracy 0.876288652420044)
20240908-08:13:07 training model 3 (accuracy 0.8903775811195374)
20240908-08:15:11 train_loss 425 model 6 0.01337230064193136
20240908-08:15:11 train_loss 425 model 3 0.012532784552302473
20240908-08:15:13 test_loss 425 model 6 0.008328929591971245
20240908-08:15:13 test_loss 425 model 3 0.007343568035412318
20240908-08:15:50 test_accuracy 425 model 6 nb_correct 716 / 794 (90.18%)
20240908-08:15:51 test_accuracy 425 model 3 nb_correct 716 / 798 (89.72%)
20240908-08:15:52 wrote ae_000.pth
20240908-08:15:52 wrote ae_001.pth
20240908-08:15:53 wrote ae_002.pth
20240908-08:15:54 wrote ae_003.pth
20240908-08:15:54 wrote ae_004.pth
20240908-08:15:55 wrote ae_005.pth
20240908-08:15:55 wrote ae_006.pth
20240908-08:15:56 wrote ae_007.pth
20240908-08:15:57 wrote ae_008.pth
20240908-08:15:57 wrote ae_009.pth
20240908-08:15:57 epoch_duration 2min50s next_finish 08:18:48
20240908-08:15:57 wrote state.pth
20240908-08:15:57 --- epoch 426 ----------------------------------------
20240908-08:15:57 current_test_accuracies 0.9137 0.9202 0.9120 0.8972 0.9150 0.9126 0.9018 0.9166 0.9231 0.9146
20240908-08:15:57 time_train=79259 time_c_quizzes=0
20240908-08:15:57 no_c_quiz
20240908-08:15:57 training model 3 (accuracy 0.897243082523346)
20240908-08:15:57 training model 6 (accuracy 0.9017632007598877)
20240908-08:18:02 train_loss 426 model 6 0.013315207957202802
20240908-08:18:02 train_loss 426 model 3 0.012219455556951288
20240908-08:18:04 test_loss 426 model 6 0.008748591581024812
20240908-08:18:04 test_loss 426 model 3 0.006339187984303862
20240908-08:18:44 test_accuracy 426 model 6 nb_correct 702 / 779 (90.12%)
20240908-08:18:45 test_accuracy 426 model 3 nb_correct 707 / 788 (89.72%)
20240908-08:18:45 wrote ae_000.pth
20240908-08:18:46 wrote ae_001.pth
20240908-08:18:47 wrote ae_002.pth
20240908-08:18:47 wrote ae_003.pth
20240908-08:18:48 wrote ae_004.pth
20240908-08:18:49 wrote ae_005.pth
20240908-08:18:49 wrote ae_006.pth
20240908-08:18:50 wrote ae_007.pth
20240908-08:18:51 wrote ae_008.pth
20240908-08:18:51 wrote ae_009.pth
20240908-08:18:51 epoch_duration 2min54s next_finish 08:21:46
20240908-08:18:51 wrote state.pth
20240908-08:18:51 --- epoch 427 ----------------------------------------
20240908-08:18:51 current_test_accuracies 0.9137 0.9202 0.9120 0.8972 0.9150 0.9126 0.9012 0.9166 0.9231 0.9146
20240908-08:18:51 time_train=79426 time_c_quizzes=0
20240908-08:18:51 no_c_quiz
20240908-08:18:51 training model 3 (accuracy 0.8972080945968628)
20240908-08:18:51 training model 6 (accuracy 0.9011553525924683)
20240908-08:20:56 train_loss 427 model 6 0.012643593018729006
20240908-08:20:56 train_loss 427 model 3 0.012252370701164183
20240908-08:20:58 test_loss 427 model 6 0.01021438723873871
20240908-08:20:58 test_loss 427 model 3 0.009187982997173095
20240908-08:21:34 test_accuracy 427 model 3 nb_correct 707 / 801 (88.26%)
20240908-08:21:42 test_accuracy 427 model 6 nb_correct 676 / 790 (85.57%)
20240908-08:21:43 wrote ae_000.pth
20240908-08:21:43 wrote ae_001.pth
20240908-08:21:44 wrote ae_002.pth
20240908-08:21:45 wrote ae_003.pth
20240908-08:21:45 wrote ae_004.pth
20240908-08:21:46 wrote ae_005.pth
20240908-08:21:47 wrote ae_006.pth
20240908-08:21:47 wrote ae_007.pth
20240908-08:21:48 wrote ae_008.pth
20240908-08:21:49 wrote ae_009.pth
20240908-08:21:49 epoch_duration 2min57s next_finish 08:24:46
20240908-08:21:49 wrote state.pth
20240908-08:21:49 --- epoch 428 ----------------------------------------
20240908-08:21:49 current_test_accuracies 0.9137 0.9202 0.9120 0.8826 0.9150 0.9126 0.8557 0.9166 0.9231 0.9146
20240908-08:21:49 time_train=79596 time_c_quizzes=0
20240908-08:21:49 no_c_quiz
20240908-08:21:49 training model 6 (accuracy 0.8556962013244629)
20240908-08:21:49 training model 3 (accuracy 0.8826466798782349)
20240908-08:23:53 train_loss 428 model 3 0.012456475312048496
20240908-08:23:53 train_loss 428 model 6 0.01300023755485745
20240908-08:23:55 test_loss 428 model 3 0.010269814462571959
20240908-08:23:55 test_loss 428 model 6 0.011140827550480025
20240908-08:24:30 test_accuracy 428 model 3 nb_correct 719 / 821 (87.58%)
20240908-08:24:36 test_accuracy 428 model 6 nb_correct 712 / 799 (89.11%)
20240908-08:24:37 wrote ae_000.pth
20240908-08:24:38 wrote ae_001.pth
20240908-08:24:39 wrote ae_002.pth
20240908-08:24:39 wrote ae_003.pth
20240908-08:24:40 wrote ae_004.pth
20240908-08:24:41 wrote ae_005.pth
20240908-08:24:42 wrote ae_006.pth
20240908-08:24:42 wrote ae_007.pth
20240908-08:24:43 wrote ae_008.pth
20240908-08:24:44 wrote ae_009.pth
20240908-08:24:44 epoch_duration 2min55s next_finish 08:27:39
20240908-08:24:44 wrote state.pth
20240908-08:24:44 --- epoch 429 ----------------------------------------
20240908-08:24:44 current_test_accuracies 0.9137 0.9202 0.9120 0.8758 0.9150 0.9126 0.8911 0.9166 0.9231 0.9146
20240908-08:24:44 time_train=79763 time_c_quizzes=0
20240908-08:24:44 no_c_quiz
20240908-08:24:44 training model 3 (accuracy 0.8757612705230713)
20240908-08:24:44 training model 6 (accuracy 0.8911138772964478)
20240908-08:26:48 train_loss 429 model 3 0.012281323144195994
20240908-08:26:48 train_loss 429 model 6 0.013344129183722544
20240908-08:26:50 test_loss 429 model 3 0.011106544788844985
20240908-08:26:50 test_loss 429 model 6 0.010727868067101553
20240908-08:27:25 test_accuracy 429 model 3 nb_correct 706 / 789 (89.48%)
20240908-08:27:30 test_accuracy 429 model 6 nb_correct 709 / 779 (91.01%)
20240908-08:27:31 wrote ae_000.pth
20240908-08:27:32 wrote ae_001.pth
20240908-08:27:32 wrote ae_002.pth
20240908-08:27:33 wrote ae_003.pth
20240908-08:27:33 wrote ae_004.pth
20240908-08:27:34 wrote ae_005.pth
20240908-08:27:35 wrote ae_006.pth
20240908-08:27:35 wrote ae_007.pth
20240908-08:27:36 wrote ae_008.pth
20240908-08:27:37 wrote ae_009.pth
20240908-08:27:37 epoch_duration 2min52s next_finish 08:30:30
20240908-08:27:37 wrote state.pth
20240908-08:27:37 --- epoch 430 ----------------------------------------
20240908-08:27:37 current_test_accuracies 0.9137 0.9202 0.9120 0.8948 0.9150 0.9126 0.9101 0.9166 0.9231 0.9146
20240908-08:27:37 time_train=79929 time_c_quizzes=0
20240908-08:27:37 no_c_quiz
20240908-08:27:37 training model 3 (accuracy 0.894803524017334)
20240908-08:27:37 training model 6 (accuracy 0.9101412296295166)
20240908-08:29:41 train_loss 430 model 6 0.012555754531305866
20240908-08:29:41 train_loss 430 model 3 0.011493578916517436
20240908-08:29:43 test_loss 430 model 6 0.009971542050425341
20240908-08:29:43 test_loss 430 model 3 0.010055655853523148
20240908-08:30:20 test_accuracy 430 model 3 nb_correct 728 / 800 (91.00%)
20240908-08:30:23 test_accuracy 430 model 6 nb_correct 720 / 795 (90.57%)
20240908-08:30:23 wrote ae_000.pth
20240908-08:30:24 wrote ae_001.pth
20240908-08:30:25 wrote ae_002.pth
20240908-08:30:25 wrote ae_003.pth
20240908-08:30:26 wrote ae_004.pth
20240908-08:30:27 wrote ae_005.pth
20240908-08:30:27 wrote ae_006.pth
20240908-08:30:28 wrote ae_007.pth
20240908-08:30:29 wrote ae_008.pth
20240908-08:30:29 wrote ae_009.pth
20240908-08:30:29 epoch_duration 2min52s next_finish 08:33:22
20240908-08:30:29 wrote state.pth
20240908-08:30:29 --- epoch 431 ----------------------------------------
20240908-08:30:29 current_test_accuracies 0.9137 0.9202 0.9120 0.9100 0.9150 0.9126 0.9057 0.9166 0.9231 0.9146
20240908-08:30:29 time_train=80094 time_c_quizzes=0
20240908-08:30:29 no_c_quiz
20240908-08:30:29 training model 6 (accuracy 0.9056603908538818)
20240908-08:30:29 training model 3 (accuracy 0.9100000262260437)
20240908-08:32:34 train_loss 431 model 6 0.013236972764891107
20240908-08:32:34 train_loss 431 model 3 0.011240513897115306
20240908-08:32:36 test_loss 431 model 6 0.006750329252236042
20240908-08:32:36 test_loss 431 model 3 0.010643185826097579
20240908-08:33:15 test_accuracy 431 model 3 nb_correct 726 / 795 (91.32%)
20240908-08:33:20 test_accuracy 431 model 6 nb_correct 719 / 824 (87.26%)
20240908-08:33:21 wrote ae_000.pth
20240908-08:33:22 wrote ae_001.pth
20240908-08:33:22 wrote ae_002.pth
20240908-08:33:23 wrote ae_003.pth
20240908-08:33:24 wrote ae_004.pth
20240908-08:33:24 wrote ae_005.pth
20240908-08:33:25 wrote ae_006.pth
20240908-08:33:26 wrote ae_007.pth
20240908-08:33:26 wrote ae_008.pth
20240908-08:33:27 wrote ae_009.pth
20240908-08:33:27 epoch_duration 2min57s next_finish 08:36:25
20240908-08:33:27 wrote state.pth
20240908-08:33:27 --- epoch 432 ----------------------------------------
20240908-08:33:27 current_test_accuracies 0.9137 0.9202 0.9120 0.9132 0.9150 0.9126 0.8726 0.9166 0.9231 0.9146
20240908-08:33:27 time_train=80264 time_c_quizzes=0
20240908-08:33:27 no_c_quiz
20240908-08:33:27 training model 6 (accuracy 0.8725728392601013)
20240908-08:33:27 training model 2 (accuracy 0.9120198488235474)
20240908-08:35:31 train_loss 432 model 6 0.012901829771406482
20240908-08:35:32 train_loss 432 model 2 0.013584311905411596
20240908-08:35:33 test_loss 432 model 6 0.011208233904744703
20240908-08:35:33 test_loss 432 model 2 0.01071593466149352
20240908-08:36:12 test_accuracy 432 model 6 nb_correct 742 / 810 (91.60%)
20240908-08:36:14 test_accuracy 432 model 2 nb_correct 735 / 805 (91.30%)
20240908-08:36:15 wrote ae_000.pth
20240908-08:36:16 wrote ae_001.pth
20240908-08:36:17 wrote ae_002.pth
20240908-08:36:17 wrote ae_003.pth
20240908-08:36:18 wrote ae_004.pth
20240908-08:36:19 wrote ae_005.pth
20240908-08:36:20 wrote ae_006.pth
20240908-08:36:20 wrote ae_007.pth
20240908-08:36:21 wrote ae_008.pth
20240908-08:36:22 wrote ae_009.pth
20240908-08:36:22 epoch_duration 2min54s next_finish 08:39:16
20240908-08:36:22 wrote state.pth
20240908-08:36:22 --- epoch 433 ----------------------------------------
20240908-08:36:22 current_test_accuracies 0.9137 0.9202 0.9130 0.9132 0.9150 0.9126 0.9160 0.9166 0.9231 0.9146
20240908-08:36:22 time_train=80431 time_c_quizzes=0
20240908-08:36:22 no_c_quiz
20240908-08:36:22 training model 5 (accuracy 0.9126092195510864)
20240908-08:36:22 training model 2 (accuracy 0.9130434989929199)
20240908-08:38:27 train_loss 433 model 2 0.013858470501581906
20240908-08:38:27 train_loss 433 model 5 0.013027966640438536
20240908-08:38:28 test_loss 433 model 2 0.009998708395050926
20240908-08:38:28 test_loss 433 model 5 0.011999817473770236
20240908-08:39:07 test_accuracy 433 model 5 nb_correct 690 / 796 (86.68%)
20240908-08:39:12 test_accuracy 433 model 2 nb_correct 748 / 814 (91.89%)
20240908-08:39:13 wrote ae_000.pth
20240908-08:39:13 wrote ae_001.pth
20240908-08:39:14 wrote ae_002.pth
20240908-08:39:15 wrote ae_003.pth
20240908-08:39:15 wrote ae_004.pth
20240908-08:39:16 wrote ae_005.pth
20240908-08:39:17 wrote ae_006.pth
20240908-08:39:17 wrote ae_007.pth
20240908-08:39:18 wrote ae_008.pth
20240908-08:39:19 wrote ae_009.pth
20240908-08:39:19 epoch_duration 2min57s next_finish 08:42:16
20240908-08:39:19 wrote state.pth
20240908-08:39:19 --- epoch 434 ----------------------------------------
20240908-08:39:19 current_test_accuracies 0.9137 0.9202 0.9189 0.9132 0.9150 0.8668 0.9160 0.9166 0.9231 0.9146
20240908-08:39:19 time_train=80601 time_c_quizzes=0
20240908-08:39:19 no_c_quiz
20240908-08:39:19 training model 5 (accuracy 0.8668341636657715)
20240908-08:39:19 training model 3 (accuracy 0.9132075309753418)
20240908-08:41:23 train_loss 434 model 5 0.01363792715499585
20240908-08:41:24 train_loss 434 model 3 0.01210350489178927
20240908-08:41:25 test_loss 434 model 5 0.010910428642455372
20240908-08:41:25 test_loss 434 model 3 0.008760765934766823
20240908-08:42:02 test_accuracy 434 model 5 nb_correct 716 / 814 (87.96%)
20240908-08:42:03 test_accuracy 434 model 3 nb_correct 723 / 796 (90.83%)
20240908-08:42:04 wrote ae_000.pth
20240908-08:42:05 wrote ae_001.pth
20240908-08:42:05 wrote ae_002.pth
20240908-08:42:06 wrote ae_003.pth
20240908-08:42:07 wrote ae_004.pth
20240908-08:42:08 wrote ae_005.pth
20240908-08:42:08 wrote ae_006.pth
20240908-08:42:09 wrote ae_007.pth
20240908-08:42:10 wrote ae_008.pth
20240908-08:42:10 wrote ae_009.pth
20240908-08:42:10 epoch_duration 2min51s next_finish 08:45:01
20240908-08:42:10 wrote state.pth
20240908-08:42:10 --- epoch 435 ----------------------------------------
20240908-08:42:10 current_test_accuracies 0.9137 0.9202 0.9189 0.9083 0.9150 0.8796 0.9160 0.9166 0.9231 0.9146
20240908-08:42:10 time_train=80765 time_c_quizzes=0
20240908-08:42:10 no_c_quiz
20240908-08:42:10 training model 5 (accuracy 0.8796069025993347)
20240908-08:42:10 training model 3 (accuracy 0.9082914590835571)
20240908-08:44:15 train_loss 435 model 5 0.013285797883130727
20240908-08:44:15 train_loss 435 model 3 0.011363618539164237
20240908-08:44:16 test_loss 435 model 5 0.0096101912749873
20240908-08:44:16 test_loss 435 model 3 0.008131270591090357
20240908-08:44:51 test_accuracy 435 model 3 nb_correct 731 / 810 (90.25%)
20240908-08:44:58 test_accuracy 435 model 5 nb_correct 732 / 793 (92.31%)
20240908-08:44:58 wrote ae_000.pth
20240908-08:44:59 wrote ae_001.pth
20240908-08:45:00 wrote ae_002.pth
20240908-08:45:00 wrote ae_003.pth
20240908-08:45:01 wrote ae_004.pth
20240908-08:45:02 wrote ae_005.pth
20240908-08:45:02 wrote ae_006.pth
20240908-08:45:03 wrote ae_007.pth
20240908-08:45:04 wrote ae_008.pth
20240908-08:45:05 wrote ae_009.pth
20240908-08:45:05 epoch_duration 2min54s next_finish 08:47:59
20240908-08:45:05 wrote state.pth
20240908-08:45:05 --- epoch 436 ----------------------------------------
20240908-08:45:05 current_test_accuracies 0.9137 0.9202 0.9189 0.9025 0.9150 0.9231 0.9160 0.9166 0.9231 0.9146
20240908-08:45:05 time_train=80932 time_c_quizzes=0
20240908-08:45:05 no_c_quiz
20240908-08:45:05 training model 3 (accuracy 0.9024691581726074)
20240908-08:45:05 training model 0 (accuracy 0.9137499928474426)
20240908-08:47:09 train_loss 436 model 0 0.013322450847757863
20240908-08:47:09 train_loss 436 model 3 0.011674314017442157
20240908-08:47:11 test_loss 436 model 0 0.009215315100527732
20240908-08:47:11 test_loss 436 model 3 0.009821893633122159
20240908-08:47:48 test_accuracy 436 model 3 nb_correct 732 / 788 (92.89%)
20240908-08:47:54 test_accuracy 436 model 0 nb_correct 716 / 808 (88.61%)
20240908-08:47:55 wrote ae_000.pth
20240908-08:47:55 wrote ae_001.pth
20240908-08:47:56 wrote ae_002.pth
20240908-08:47:57 wrote ae_003.pth
20240908-08:47:58 wrote ae_004.pth
20240908-08:47:58 wrote ae_005.pth
20240908-08:47:59 wrote ae_006.pth
20240908-08:48:00 wrote ae_007.pth
20240908-08:48:01 wrote ae_008.pth
20240908-08:48:01 wrote ae_009.pth
20240908-08:48:01 epoch_duration 2min56s next_finish 08:50:58
20240908-08:48:01 wrote state.pth
20240908-08:48:01 --- epoch 437 ----------------------------------------
20240908-08:48:01 current_test_accuracies 0.8861 0.9202 0.9189 0.9289 0.9150 0.9231 0.9160 0.9166 0.9231 0.9146
20240908-08:48:01 time_train=81101 time_c_quizzes=0
20240908-08:48:01 no_c_quiz
20240908-08:48:01 training model 0 (accuracy 0.8861386179924011)
20240908-08:48:01 training model 9 (accuracy 0.9146496653556824)
20240908-08:50:06 train_loss 437 model 9 0.012820762717274193
20240908-08:50:06 train_loss 437 model 0 0.013291225498280256
20240908-08:50:08 test_loss 437 model 9 0.008279567572958512
20240908-08:50:08 test_loss 437 model 0 0.008610298280109419
20240908-08:50:45 test_accuracy 437 model 9 nb_correct 733 / 787 (93.14%)
20240908-08:50:54 test_accuracy 437 model 0 nb_correct 701 / 783 (89.53%)
20240908-08:50:55 wrote ae_000.pth
20240908-08:50:56 wrote ae_001.pth
20240908-08:50:56 wrote ae_002.pth
20240908-08:50:57 wrote ae_003.pth
20240908-08:50:58 wrote ae_004.pth
20240908-08:50:58 wrote ae_005.pth
20240908-08:50:59 wrote ae_006.pth
20240908-08:51:00 wrote ae_007.pth
20240908-08:51:00 wrote ae_008.pth
20240908-08:51:01 wrote ae_009.pth
20240908-08:51:01 epoch_duration 2min59s next_finish 08:54:01
20240908-08:51:01 wrote state.pth
20240908-08:51:01 --- epoch 438 ----------------------------------------
20240908-08:51:01 current_test_accuracies 0.8953 0.9202 0.9189 0.9289 0.9150 0.9231 0.9160 0.9166 0.9231 0.9314
20240908-08:51:01 time_train=81273 time_c_quizzes=0
20240908-08:51:01 no_c_quiz
20240908-08:51:01 training model 0 (accuracy 0.8952745795249939)
20240908-08:51:01 training model 4 (accuracy 0.9149746298789978)
20240908-08:53:06 train_loss 438 model 0 0.013737166078171867
20240908-08:53:06 train_loss 438 model 4 0.012507338167000852
20240908-08:53:07 test_loss 438 model 0 0.007213608472125088
20240908-08:53:08 test_loss 438 model 4 0.013744654995298334
20240908-08:53:43 test_accuracy 438 model 0 nb_correct 734 / 806 (91.07%)
20240908-08:53:50 test_accuracy 438 model 4 nb_correct 720 / 814 (88.45%)
20240908-08:53:50 wrote ae_000.pth
20240908-08:53:51 wrote ae_001.pth
20240908-08:53:52 wrote ae_002.pth
20240908-08:53:52 wrote ae_003.pth
20240908-08:53:53 wrote ae_004.pth
20240908-08:53:54 wrote ae_005.pth
20240908-08:53:54 wrote ae_006.pth
20240908-08:53:55 wrote ae_007.pth
20240908-08:53:56 wrote ae_008.pth
20240908-08:53:57 wrote ae_009.pth
20240908-08:53:57 epoch_duration 2min55s next_finish 08:56:52
20240908-08:53:57 wrote state.pth
20240908-08:53:57 --- epoch 439 ----------------------------------------
20240908-08:53:57 current_test_accuracies 0.9107 0.9202 0.9189 0.9289 0.8845 0.9231 0.9160 0.9166 0.9231 0.9314
20240908-08:53:57 time_train=81441 time_c_quizzes=0
20240908-08:53:57 no_c_quiz
20240908-08:53:57 training model 4 (accuracy 0.8845208883285522)
20240908-08:53:57 training model 0 (accuracy 0.9106699824333191)
20240908-08:56:02 train_loss 439 model 0 0.012642989339357882
20240908-08:56:02 train_loss 439 model 4 0.012661698434763821
20240908-08:56:03 test_loss 439 model 0 0.010106646481835924
20240908-08:56:03 test_loss 439 model 4 0.01141203834016551
20240908-08:56:40 test_accuracy 439 model 0 nb_correct 732 / 798 (91.73%)
20240908-08:56:41 test_accuracy 439 model 4 nb_correct 723 / 801 (90.26%)
20240908-08:56:41 wrote ae_000.pth
20240908-08:56:42 wrote ae_001.pth
20240908-08:56:43 wrote ae_002.pth
20240908-08:56:44 wrote ae_003.pth
20240908-08:56:44 wrote ae_004.pth
20240908-08:56:45 wrote ae_005.pth
20240908-08:56:46 wrote ae_006.pth
20240908-08:56:46 wrote ae_007.pth
20240908-08:56:47 wrote ae_008.pth
20240908-08:56:48 wrote ae_009.pth
20240908-08:56:48 epoch_duration 2min51s next_finish 08:59:39
20240908-08:56:48 wrote state.pth
20240908-08:56:48 --- epoch 440 ----------------------------------------
20240908-08:56:48 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.9026 0.9231 0.9160 0.9166 0.9231 0.9314
20240908-08:56:48 time_train=81604 time_c_quizzes=0
20240908-08:56:48 no_c_quiz
20240908-08:56:48 training model 4 (accuracy 0.9026217460632324)
20240908-08:56:48 training model 6 (accuracy 0.9160493612289429)
20240908-08:58:52 train_loss 440 model 4 0.012805036301382643
20240908-08:58:52 train_loss 440 model 6 0.012816010275004373
20240908-08:58:54 test_loss 440 model 4 0.007961801609280884
20240908-08:58:54 test_loss 440 model 6 0.009061615977543624
20240908-08:59:34 test_accuracy 440 model 4 nb_correct 740 / 809 (91.47%)
20240908-08:59:34 test_accuracy 440 model 6 nb_correct 714 / 795 (89.81%)
20240908-08:59:35 wrote ae_000.pth
20240908-08:59:36 wrote ae_001.pth
20240908-08:59:37 wrote ae_002.pth
20240908-08:59:37 wrote ae_003.pth
20240908-08:59:38 wrote ae_004.pth
20240908-08:59:39 wrote ae_005.pth
20240908-08:59:39 wrote ae_006.pth
20240908-08:59:40 wrote ae_007.pth
20240908-08:59:41 wrote ae_008.pth
20240908-08:59:41 wrote ae_009.pth
20240908-08:59:41 epoch_duration 2min53s next_finish 09:02:35
20240908-08:59:41 wrote state.pth
20240908-08:59:41 --- epoch 441 ----------------------------------------
20240908-08:59:41 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.9147 0.9231 0.8981 0.9166 0.9231 0.9314
20240908-08:59:41 time_train=81770 time_c_quizzes=0
20240908-08:59:41 no_c_quiz
20240908-08:59:41 training model 6 (accuracy 0.8981131911277771)
20240908-08:59:41 training model 4 (accuracy 0.9147095084190369)
20240908-09:01:46 train_loss 441 model 6 0.01330400407655543
20240908-09:01:46 train_loss 441 model 4 0.012995591108730878
20240908-09:01:48 test_loss 441 model 6 0.009489608932381089
20240908-09:01:48 test_loss 441 model 4 0.010478596402640506
20240908-09:02:26 test_accuracy 441 model 4 nb_correct 712 / 786 (90.59%)
20240908-09:02:27 test_accuracy 441 model 6 nb_correct 699 / 791 (88.37%)
20240908-09:02:27 wrote ae_000.pth
20240908-09:02:28 wrote ae_001.pth
20240908-09:02:29 wrote ae_002.pth
20240908-09:02:30 wrote ae_003.pth
20240908-09:02:30 wrote ae_004.pth
20240908-09:02:31 wrote ae_005.pth
20240908-09:02:32 wrote ae_006.pth
20240908-09:02:32 wrote ae_007.pth
20240908-09:02:33 wrote ae_008.pth
20240908-09:02:34 wrote ae_009.pth
20240908-09:02:34 epoch_duration 2min52s next_finish 09:05:26
20240908-09:02:34 wrote state.pth
20240908-09:02:34 --- epoch 442 ----------------------------------------
20240908-09:02:34 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.9059 0.9231 0.8837 0.9166 0.9231 0.9314
20240908-09:02:34 time_train=81935 time_c_quizzes=0
20240908-09:02:34 no_c_quiz
20240908-09:02:34 training model 6 (accuracy 0.8836915493011475)
20240908-09:02:34 training model 4 (accuracy 0.9058524370193481)
20240908-09:04:38 train_loss 442 model 4 0.011879788245962117
20240908-09:04:38 train_loss 442 model 6 0.012592261689082078
20240908-09:04:40 test_loss 442 model 4 0.009649687254847095
20240908-09:04:40 test_loss 442 model 6 0.0072183832221298875
20240908-09:05:17 test_accuracy 442 model 4 nb_correct 730 / 812 (89.90%)
20240908-09:05:17 test_accuracy 442 model 6 nb_correct 733 / 810 (90.49%)
20240908-09:05:18 wrote ae_000.pth
20240908-09:05:18 wrote ae_001.pth
20240908-09:05:19 wrote ae_002.pth
20240908-09:05:20 wrote ae_003.pth
20240908-09:05:21 wrote ae_004.pth
20240908-09:05:21 wrote ae_005.pth
20240908-09:05:22 wrote ae_006.pth
20240908-09:05:23 wrote ae_007.pth
20240908-09:05:23 wrote ae_008.pth
20240908-09:05:24 wrote ae_009.pth
20240908-09:05:24 epoch_duration 2min50s next_finish 09:08:14
20240908-09:05:24 wrote state.pth
20240908-09:05:24 --- epoch 443 ----------------------------------------
20240908-09:05:24 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.8990 0.9231 0.9049 0.9166 0.9231 0.9314
20240908-09:05:24 time_train=82098 time_c_quizzes=0
20240908-09:05:24 no_c_quiz
20240908-09:05:24 training model 4 (accuracy 0.8990147709846497)
20240908-09:05:24 training model 6 (accuracy 0.904938280582428)
20240908-09:07:29 train_loss 443 model 6 0.012685580658100663
20240908-09:07:29 train_loss 443 model 4 0.012964016950299993
20240908-09:07:31 test_loss 443 model 6 0.008653027537729941
20240908-09:07:31 test_loss 443 model 4 0.01012214365264299
20240908-09:08:12 test_accuracy 443 model 6 nb_correct 711 / 794 (89.55%)
20240908-09:08:13 test_accuracy 443 model 4 nb_correct 718 / 806 (89.08%)
20240908-09:08:14 wrote ae_000.pth
20240908-09:08:15 wrote ae_001.pth
20240908-09:08:15 wrote ae_002.pth
20240908-09:08:16 wrote ae_003.pth
20240908-09:08:17 wrote ae_004.pth
20240908-09:08:17 wrote ae_005.pth
20240908-09:08:18 wrote ae_006.pth
20240908-09:08:19 wrote ae_007.pth
20240908-09:08:20 wrote ae_008.pth
20240908-09:08:20 wrote ae_009.pth
20240908-09:08:20 epoch_duration 2min56s next_finish 09:11:16
20240908-09:08:20 wrote state.pth
20240908-09:08:20 --- epoch 444 ----------------------------------------
20240908-09:08:20 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.8908 0.9231 0.8955 0.9166 0.9231 0.9314
20240908-09:08:20 time_train=82267 time_c_quizzes=0
20240908-09:08:20 no_c_quiz
20240908-09:08:20 training model 4 (accuracy 0.8908188343048096)
20240908-09:08:20 training model 6 (accuracy 0.8954659700393677)
20240908-09:10:25 train_loss 444 model 4 0.012820723739394453
20240908-09:10:25 train_loss 444 model 6 0.013051943521131761
20240908-09:10:26 test_loss 444 model 4 0.006969054590875601
20240908-09:10:26 test_loss 444 model 6 0.007730669559668968
20240908-09:11:02 test_accuracy 444 model 4 nb_correct 735 / 809 (90.85%)
20240908-09:11:09 test_accuracy 444 model 6 nb_correct 719 / 819 (87.79%)
20240908-09:11:09 wrote ae_000.pth
20240908-09:11:10 wrote ae_001.pth
20240908-09:11:11 wrote ae_002.pth
20240908-09:11:11 wrote ae_003.pth
20240908-09:11:12 wrote ae_004.pth
20240908-09:11:13 wrote ae_005.pth
20240908-09:11:13 wrote ae_006.pth
20240908-09:11:14 wrote ae_007.pth
20240908-09:11:15 wrote ae_008.pth
20240908-09:11:15 wrote ae_009.pth
20240908-09:11:15 epoch_duration 2min55s next_finish 09:14:11
20240908-09:11:15 wrote state.pth
20240908-09:11:15 --- epoch 445 ----------------------------------------
20240908-09:11:15 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.9085 0.9231 0.8779 0.9166 0.9231 0.9314
20240908-09:11:15 time_train=82435 time_c_quizzes=0
20240908-09:11:15 no_c_quiz
20240908-09:11:15 training model 6 (accuracy 0.8778998851776123)
20240908-09:11:15 training model 4 (accuracy 0.9085290431976318)
20240908-09:13:20 train_loss 445 model 4 0.01215317730624156
20240908-09:13:20 train_loss 445 model 6 0.012111041074196692
20240908-09:13:22 test_loss 445 model 4 0.009514168627947583
20240908-09:13:22 test_loss 445 model 6 0.011055178381275255
20240908-09:14:00 test_accuracy 445 model 6 nb_correct 728 / 794 (91.69%)
20240908-09:14:03 test_accuracy 445 model 4 nb_correct 684 / 771 (88.72%)
20240908-09:14:04 wrote ae_000.pth
20240908-09:14:04 wrote ae_001.pth
20240908-09:14:05 wrote ae_002.pth
20240908-09:14:06 wrote ae_003.pth
20240908-09:14:06 wrote ae_004.pth
20240908-09:14:07 wrote ae_005.pth
20240908-09:14:08 wrote ae_006.pth
20240908-09:14:08 wrote ae_007.pth
20240908-09:14:09 wrote ae_008.pth
20240908-09:14:10 wrote ae_009.pth
20240908-09:14:10 epoch_duration 2min54s next_finish 09:17:04
20240908-09:14:10 wrote state.pth
20240908-09:14:10 --- epoch 446 ----------------------------------------
20240908-09:14:10 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.8872 0.9231 0.9169 0.9166 0.9231 0.9314
20240908-09:14:10 time_train=82602 time_c_quizzes=0
20240908-09:14:10 no_c_quiz
20240908-09:14:10 training model 4 (accuracy 0.887159526348114)
20240908-09:14:10 training model 7 (accuracy 0.9165613055229187)
20240908-09:16:14 train_loss 446 model 7 0.012577465791327996
20240908-09:16:14 train_loss 446 model 4 0.012551601923903945
20240908-09:16:16 test_loss 446 model 7 0.00922494439437287
20240908-09:16:16 test_loss 446 model 4 0.00898685498009968
20240908-09:16:53 test_accuracy 446 model 7 nb_correct 761 / 836 (91.03%)
20240908-09:16:53 test_accuracy 446 model 4 nb_correct 719 / 794 (90.55%)
20240908-09:16:54 wrote ae_000.pth
20240908-09:16:54 wrote ae_001.pth
20240908-09:16:55 wrote ae_002.pth
20240908-09:16:56 wrote ae_003.pth
20240908-09:16:56 wrote ae_004.pth
20240908-09:16:57 wrote ae_005.pth
20240908-09:16:58 wrote ae_006.pth
20240908-09:16:58 wrote ae_007.pth
20240908-09:16:59 wrote ae_008.pth
20240908-09:17:00 wrote ae_009.pth
20240908-09:17:00 epoch_duration 2min50s next_finish 09:19:50
20240908-09:17:00 wrote state.pth
20240908-09:17:00 --- epoch 447 ----------------------------------------
20240908-09:17:00 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.9055 0.9231 0.9169 0.9103 0.9231 0.9314
20240908-09:17:00 time_train=82765 time_c_quizzes=0
20240908-09:17:00 no_c_quiz
20240908-09:17:00 training model 4 (accuracy 0.9055415391921997)
20240908-09:17:00 training model 7 (accuracy 0.910287082195282)
20240908-09:19:05 train_loss 447 model 7 0.012569400880180184
20240908-09:19:05 train_loss 447 model 4 0.012481173243133525
20240908-09:19:07 test_loss 447 model 7 0.010522101511219262
20240908-09:19:07 test_loss 447 model 4 0.010659619260331965
20240908-09:19:45 test_accuracy 447 model 7 nb_correct 723 / 795 (90.94%)
20240908-09:19:46 test_accuracy 447 model 4 nb_correct 717 / 813 (88.19%)
20240908-09:19:47 wrote ae_000.pth
20240908-09:19:48 wrote ae_001.pth
20240908-09:19:48 wrote ae_002.pth
20240908-09:19:49 wrote ae_003.pth
20240908-09:19:50 wrote ae_004.pth
20240908-09:19:50 wrote ae_005.pth
20240908-09:19:51 wrote ae_006.pth
20240908-09:19:52 wrote ae_007.pth
20240908-09:19:52 wrote ae_008.pth
20240908-09:19:53 wrote ae_009.pth
20240908-09:19:53 epoch_duration 2min53s next_finish 09:22:46
20240908-09:19:53 wrote state.pth
20240908-09:19:53 --- epoch 448 ----------------------------------------
20240908-09:19:53 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.8819 0.9231 0.9169 0.9094 0.9231 0.9314
20240908-09:19:53 time_train=82931 time_c_quizzes=0
20240908-09:19:53 no_c_quiz
20240908-09:19:53 training model 4 (accuracy 0.8819188475608826)
20240908-09:19:53 training model 7 (accuracy 0.9094339609146118)
20240908-09:21:58 train_loss 448 model 4 0.01185276024444829
20240908-09:21:58 train_loss 448 model 7 0.01258183287468637
20240908-09:22:00 test_loss 448 model 4 0.008700475325713341
20240908-09:22:00 test_loss 448 model 7 0.007540001443499022
20240908-09:22:36 test_accuracy 448 model 4 nb_correct 746 / 824 (90.53%)
20240908-09:22:36 test_accuracy 448 model 7 nb_correct 748 / 817 (91.55%)
20240908-09:22:37 wrote ae_000.pth
20240908-09:22:37 wrote ae_001.pth
20240908-09:22:38 wrote ae_002.pth
20240908-09:22:39 wrote ae_003.pth
20240908-09:22:39 wrote ae_004.pth
20240908-09:22:40 wrote ae_005.pth
20240908-09:22:41 wrote ae_006.pth
20240908-09:22:42 wrote ae_007.pth
20240908-09:22:42 wrote ae_008.pth
20240908-09:22:43 wrote ae_009.pth
20240908-09:22:43 epoch_duration 2min49s next_finish 09:25:33
20240908-09:22:43 wrote state.pth
20240908-09:22:43 --- epoch 449 ----------------------------------------
20240908-09:22:43 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.9053 0.9231 0.9169 0.9155 0.9231 0.9314
20240908-09:22:43 time_train=83094 time_c_quizzes=0
20240908-09:22:43 no_c_quiz
20240908-09:22:43 training model 4 (accuracy 0.905339777469635)
20240908-09:22:43 training model 7 (accuracy 0.9155446887016296)
20240908-09:24:48 train_loss 449 model 7 0.012365344625333818
20240908-09:24:49 train_loss 449 model 4 0.012192246984050144
20240908-09:24:50 test_loss 449 model 7 0.011202117495122366
20240908-09:24:50 test_loss 449 model 4 0.01133606490773218
20240908-09:25:29 test_accuracy 449 model 7 nb_correct 739 / 797 (92.72%)
20240908-09:25:30 test_accuracy 449 model 4 nb_correct 727 / 793 (91.68%)
20240908-09:25:31 wrote ae_000.pth
20240908-09:25:31 wrote ae_001.pth
20240908-09:25:32 wrote ae_002.pth
20240908-09:25:33 wrote ae_003.pth
20240908-09:25:34 wrote ae_004.pth
20240908-09:25:34 wrote ae_005.pth
20240908-09:25:35 wrote ae_006.pth
20240908-09:25:36 wrote ae_007.pth
20240908-09:25:36 wrote ae_008.pth
20240908-09:25:37 wrote ae_009.pth
20240908-09:25:37 epoch_duration 2min54s next_finish 09:28:31
20240908-09:25:37 wrote state.pth
20240908-09:25:37 --- epoch 450 ----------------------------------------
20240908-09:25:37 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.9168 0.9231 0.9169 0.9272 0.9231 0.9314
20240908-09:25:37 time_train=83260 time_c_quizzes=0
20240908-09:25:37 no_c_quiz
20240908-09:25:37 training model 4 (accuracy 0.9167717695236206)
20240908-09:25:37 training model 6 (accuracy 0.9168765544891357)
20240908-09:27:42 train_loss 450 model 4 0.012124027500787633
20240908-09:27:42 train_loss 450 model 6 0.012798974735673254
20240908-09:27:43 test_loss 450 model 4 0.008635492384837563
20240908-09:27:43 test_loss 450 model 6 0.010803386071893328
20240908-09:28:20 test_accuracy 450 model 4 nb_correct 756 / 829 (91.19%)
20240908-09:28:20 test_accuracy 450 model 6 nb_correct 740 / 816 (90.69%)
20240908-09:28:21 wrote ae_000.pth
20240908-09:28:21 wrote ae_001.pth
20240908-09:28:22 wrote ae_002.pth
20240908-09:28:23 wrote ae_003.pth
20240908-09:28:23 wrote ae_004.pth
20240908-09:28:24 wrote ae_005.pth
20240908-09:28:25 wrote ae_006.pth
20240908-09:28:25 wrote ae_007.pth
20240908-09:28:26 wrote ae_008.pth
20240908-09:28:27 wrote ae_009.pth
20240908-09:28:27 epoch_duration 2min49s next_finish 09:31:16
20240908-09:28:27 wrote state.pth
20240908-09:28:27 --- epoch 451 ----------------------------------------
20240908-09:28:27 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.9119 0.9231 0.9069 0.9272 0.9231 0.9314
20240908-09:28:27 time_train=83422 time_c_quizzes=0
20240908-09:28:27 no_c_quiz
20240908-09:28:27 training model 6 (accuracy 0.906862735748291)
20240908-09:28:27 training model 4 (accuracy 0.9119421243667603)
20240908-09:30:31 train_loss 451 model 6 0.012772428095981014
20240908-09:30:32 train_loss 451 model 4 0.011953509454544474
20240908-09:30:33 test_loss 451 model 6 0.009447312589691137
20240908-09:30:33 test_loss 451 model 4 0.010949946556138457
20240908-09:31:09 test_accuracy 451 model 4 nb_correct 734 / 800 (91.75%)
20240908-09:31:14 test_accuracy 451 model 6 nb_correct 716 / 784 (91.33%)
20240908-09:31:14 wrote ae_000.pth
20240908-09:31:15 wrote ae_001.pth
20240908-09:31:15 wrote ae_002.pth
20240908-09:31:16 wrote ae_003.pth
20240908-09:31:17 wrote ae_004.pth
20240908-09:31:17 wrote ae_005.pth
20240908-09:31:18 wrote ae_006.pth
20240908-09:31:19 wrote ae_007.pth
20240908-09:31:19 wrote ae_008.pth
20240908-09:31:20 wrote ae_009.pth
20240908-09:31:20 epoch_duration 2min53s next_finish 09:34:13
20240908-09:31:20 wrote state.pth
20240908-09:31:20 --- epoch 452 ----------------------------------------
20240908-09:31:20 current_test_accuracies 0.9173 0.9202 0.9189 0.9289 0.9175 0.9231 0.9133 0.9272 0.9231 0.9314
20240908-09:31:20 time_train=83588 time_c_quizzes=0
20240908-09:31:20 no_c_quiz
20240908-09:31:20 training model 6 (accuracy 0.9132652878761292)
20240908-09:31:20 training model 0 (accuracy 0.9172932505607605)
20240908-09:33:25 train_loss 452 model 0 0.012745172789189383
20240908-09:33:25 train_loss 452 model 6 0.011842400482972153
20240908-09:33:26 test_loss 452 model 0 0.010676125521422363
20240908-09:33:26 test_loss 452 model 6 0.008107334494161478
20240908-09:34:01 test_accuracy 452 model 0 nb_correct 751 / 814 (92.26%)
20240908-09:34:08 test_accuracy 452 model 6 nb_correct 708 / 794 (89.17%)
20240908-09:34:08 wrote ae_000.pth
20240908-09:34:09 wrote ae_001.pth
20240908-09:34:10 wrote ae_002.pth
20240908-09:34:11 wrote ae_003.pth
20240908-09:34:11 wrote ae_004.pth
20240908-09:34:12 wrote ae_005.pth
20240908-09:34:13 wrote ae_006.pth
20240908-09:34:14 wrote ae_007.pth
20240908-09:34:14 wrote ae_008.pth
20240908-09:34:15 wrote ae_009.pth
20240908-09:34:15 epoch_duration 2min55s next_finish 09:37:10
20240908-09:34:15 wrote state.pth
20240908-09:34:15 --- epoch 453 ----------------------------------------
20240908-09:34:15 current_test_accuracies 0.9226 0.9202 0.9189 0.9289 0.9175 0.9231 0.8917 0.9272 0.9231 0.9314
20240908-09:34:15 time_train=83755 time_c_quizzes=0
20240908-09:34:15 no_c_quiz
20240908-09:34:15 training model 6 (accuracy 0.8916876316070557)
20240908-09:34:15 training model 4 (accuracy 0.9175000190734863)
20240908-09:36:20 train_loss 453 model 4 0.012283629187532825
20240908-09:36:20 train_loss 453 model 6 0.012024147451113094
20240908-09:36:21 test_loss 453 model 4 0.007900385901757545
20240908-09:36:21 test_loss 453 model 6 0.009006734445867437
20240908-09:37:00 test_accuracy 453 model 6 nb_correct 745 / 804 (92.66%)
20240908-09:37:05 test_accuracy 453 model 4 nb_correct 706 / 782 (90.28%)
20240908-09:37:06 wrote ae_000.pth
20240908-09:37:07 wrote ae_001.pth
20240908-09:37:07 wrote ae_002.pth
20240908-09:37:08 wrote ae_003.pth
20240908-09:37:09 wrote ae_004.pth
20240908-09:37:09 wrote ae_005.pth
20240908-09:37:10 wrote ae_006.pth
20240908-09:37:11 wrote ae_007.pth
20240908-09:37:11 wrote ae_008.pth
20240908-09:37:12 wrote ae_009.pth
20240908-09:37:12 epoch_duration 2min56s next_finish 09:40:09
20240908-09:37:12 wrote state.pth
20240908-09:37:12 --- epoch 454 ----------------------------------------
20240908-09:37:12 current_test_accuracies 0.9226 0.9202 0.9189 0.9289 0.9028 0.9231 0.9266 0.9272 0.9231 0.9314
20240908-09:37:12 time_train=83925 time_c_quizzes=0
20240908-09:37:12 no_c_quiz
20240908-09:37:12 training model 4 (accuracy 0.9028133153915405)
20240908-09:37:12 training model 2 (accuracy 0.9189189076423645)
20240908-09:39:17 train_loss 454 model 2 0.0128758209882144
20240908-09:39:17 train_loss 454 model 4 0.012466158466289927
20240908-09:39:18 test_loss 454 model 2 0.007849132060232477
20240908-09:39:18 test_loss 454 model 4 0.007895855653259787
20240908-09:39:53 test_accuracy 454 model 4 nb_correct 755 / 812 (92.98%)
20240908-09:40:02 test_accuracy 454 model 2 nb_correct 768 / 828 (92.75%)
20240908-09:40:03 wrote ae_000.pth
20240908-09:40:03 wrote ae_001.pth
20240908-09:40:04 wrote ae_002.pth
20240908-09:40:05 wrote ae_003.pth
20240908-09:40:05 wrote ae_004.pth
20240908-09:40:06 wrote ae_005.pth
20240908-09:40:06 wrote ae_006.pth
20240908-09:40:07 wrote ae_007.pth
20240908-09:40:08 wrote ae_008.pth
20240908-09:40:09 wrote ae_009.pth
20240908-09:40:09 epoch_duration 2min56s next_finish 09:43:05
20240908-09:40:09 wrote state.pth
20240908-09:40:09 --- epoch 455 ----------------------------------------
20240908-09:40:09 current_test_accuracies 0.9226 0.9202 0.9275 0.9289 0.9298 0.9231 0.9266 0.9272 0.9231 0.9314
20240908-09:40:09 time_train=84094 time_c_quizzes=0
20240908-09:40:09 no_c_quiz
20240908-09:40:09 training model 1 (accuracy 0.9202058911323547)
20240908-09:40:09 training model 0 (accuracy 0.9226044416427612)
20240908-09:42:13 train_loss 455 model 0 0.012514463885709119
20240908-09:42:13 train_loss 455 model 1 0.012727116891459446
20240908-09:42:15 test_loss 455 model 0 0.007324001249162393
20240908-09:42:15 test_loss 455 model 1 0.00948298179662288
20240908-09:42:52 test_accuracy 455 model 1 nb_correct 740 / 811 (91.25%)
20240908-09:42:58 test_accuracy 455 model 0 nb_correct 733 / 796 (92.09%)
20240908-09:42:59 wrote ae_000.pth
20240908-09:42:59 wrote ae_001.pth
20240908-09:43:00 wrote ae_002.pth
20240908-09:43:01 wrote ae_003.pth
20240908-09:43:01 wrote ae_004.pth
20240908-09:43:02 wrote ae_005.pth
20240908-09:43:03 wrote ae_006.pth
20240908-09:43:03 wrote ae_007.pth
20240908-09:43:04 wrote ae_008.pth
20240908-09:43:05 wrote ae_009.pth
20240908-09:43:05 epoch_duration 2min56s next_finish 09:46:01
20240908-09:43:05 wrote state.pth
20240908-09:43:05 --- epoch 456 ----------------------------------------
20240908-09:43:05 current_test_accuracies 0.9209 0.9125 0.9275 0.9289 0.9298 0.9231 0.9266 0.9272 0.9231 0.9314
20240908-09:43:05 time_train=84263 time_c_quizzes=0
20240908-09:43:05 no_c_quiz
20240908-09:43:05 training model 1 (accuracy 0.9124537706375122)
20240908-09:43:05 training model 0 (accuracy 0.9208542704582214)
20240908-09:45:10 train_loss 456 model 1 0.013229252437799004
20240908-09:45:10 train_loss 456 model 0 0.012784805722403689
20240908-09:45:11 test_loss 456 model 1 0.010389518297870382
20240908-09:45:11 test_loss 456 model 0 0.009673824562014488
20240908-09:45:52 test_accuracy 456 model 1 nb_correct 731 / 800 (91.38%)
20240908-09:45:53 test_accuracy 456 model 0 nb_correct 729 / 801 (91.01%)
20240908-09:45:54 wrote ae_000.pth
20240908-09:45:54 wrote ae_001.pth
20240908-09:45:55 wrote ae_002.pth
20240908-09:45:56 wrote ae_003.pth
20240908-09:45:57 wrote ae_004.pth
20240908-09:45:57 wrote ae_005.pth
20240908-09:45:58 wrote ae_006.pth
20240908-09:45:59 wrote ae_007.pth
20240908-09:46:00 wrote ae_008.pth
20240908-09:46:00 wrote ae_009.pth
20240908-09:46:00 epoch_duration 2min55s next_finish 09:48:56
20240908-09:46:00 wrote state.pth
20240908-09:46:00 --- epoch 457 ----------------------------------------
20240908-09:46:00 current_test_accuracies 0.9101 0.9137 0.9275 0.9289 0.9298 0.9231 0.9266 0.9272 0.9231 0.9314
20240908-09:46:00 time_train=84431 time_c_quizzes=0
20240908-09:46:00 no_c_quiz
20240908-09:46:00 training model 0 (accuracy 0.9101123809814453)
20240908-09:46:00 training model 1 (accuracy 0.9137499928474426)
20240908-09:48:05 train_loss 457 model 1 0.013272104121475422
20240908-09:48:05 train_loss 457 model 0 0.012195962058041914
20240908-09:48:07 test_loss 457 model 1 0.009459703017637367
20240908-09:48:07 test_loss 457 model 0 0.009729242691935269
20240908-09:48:45 test_accuracy 457 model 1 nb_correct 697 / 775 (89.94%)
20240908-09:48:46 test_accuracy 457 model 0 nb_correct 728 / 786 (92.62%)
20240908-09:48:47 wrote ae_000.pth
20240908-09:48:48 wrote ae_001.pth
20240908-09:48:48 wrote ae_002.pth
20240908-09:48:49 wrote ae_003.pth
20240908-09:48:50 wrote ae_004.pth
20240908-09:48:50 wrote ae_005.pth
20240908-09:48:51 wrote ae_006.pth
20240908-09:48:52 wrote ae_007.pth
20240908-09:48:52 wrote ae_008.pth
20240908-09:48:53 wrote ae_009.pth
20240908-09:48:53 epoch_duration 2min52s next_finish 09:51:46
20240908-09:48:53 wrote state.pth
20240908-09:48:53 --- epoch 458 ----------------------------------------
20240908-09:48:53 current_test_accuracies 0.9262 0.8994 0.9275 0.9289 0.9298 0.9231 0.9266 0.9272 0.9231 0.9314
20240908-09:48:53 time_train=84596 time_c_quizzes=0
20240908-09:48:53 no_c_quiz
20240908-09:48:53 training model 1 (accuracy 0.8993548154830933)
20240908-09:48:53 training model 5 (accuracy 0.9230769276618958)
20240908-09:50:58 train_loss 458 model 5 0.012491842552151865
20240908-09:50:58 train_loss 458 model 1 0.012631199612449564
20240908-09:51:00 test_loss 458 model 5 0.011263817509870933
20240908-09:51:00 test_loss 458 model 1 0.008649854756481546
20240908-09:51:43 test_accuracy 458 model 1 nb_correct 719 / 788 (91.24%)
20240908-09:51:43 test_accuracy 458 model 5 nb_correct 682 / 792 (86.11%)
20240908-09:51:44 wrote ae_000.pth
20240908-09:51:45 wrote ae_001.pth
20240908-09:51:46 wrote ae_002.pth
20240908-09:51:46 wrote ae_003.pth
20240908-09:51:47 wrote ae_004.pth
20240908-09:51:48 wrote ae_005.pth
20240908-09:51:48 wrote ae_006.pth
20240908-09:51:49 wrote ae_007.pth
20240908-09:51:50 wrote ae_008.pth
20240908-09:51:50 wrote ae_009.pth
20240908-09:51:50 epoch_duration 2min57s next_finish 09:54:48
20240908-09:51:50 wrote state.pth
20240908-09:51:50 --- epoch 459 ----------------------------------------
20240908-09:51:50 current_test_accuracies 0.9262 0.9124 0.9275 0.9289 0.9298 0.8611 0.9266 0.9272 0.9231 0.9314
20240908-09:51:50 time_train=84766 time_c_quizzes=0
20240908-09:51:50 no_c_quiz
20240908-09:51:50 training model 5 (accuracy 0.8611111044883728)
20240908-09:51:50 training model 1 (accuracy 0.9124365448951721)
20240908-09:53:55 train_loss 459 model 1 0.01308839124273436
20240908-09:53:55 train_loss 459 model 5 0.013448852075525793
20240908-09:53:57 test_loss 459 model 1 0.008854298244614256
20240908-09:53:57 test_loss 459 model 5 0.009795185287066488
20240908-09:54:41 test_accuracy 459 model 1 nb_correct 728 / 801 (90.89%)
20240908-09:54:42 test_accuracy 459 model 5 nb_correct 731 / 804 (90.92%)
20240908-09:54:43 wrote ae_000.pth
20240908-09:54:44 wrote ae_001.pth
20240908-09:54:45 wrote ae_002.pth
20240908-09:54:46 wrote ae_003.pth
20240908-09:54:46 wrote ae_004.pth
20240908-09:54:47 wrote ae_005.pth
20240908-09:54:48 wrote ae_006.pth
20240908-09:54:48 wrote ae_007.pth
20240908-09:54:49 wrote ae_008.pth
20240908-09:54:50 wrote ae_009.pth
20240908-09:54:50 epoch_duration 2min59s next_finish 09:57:49
20240908-09:54:50 wrote state.pth
20240908-09:54:50 --- epoch 460 ----------------------------------------
20240908-09:54:50 current_test_accuracies 0.9262 0.9089 0.9275 0.9289 0.9298 0.9092 0.9266 0.9272 0.9231 0.9314
20240908-09:54:50 time_train=84937 time_c_quizzes=0
20240908-09:54:50 no_c_quiz
20240908-09:54:50 training model 1 (accuracy 0.90886390209198)
20240908-09:54:50 training model 5 (accuracy 0.9092040061950684)
20240908-09:56:55 train_loss 460 model 5 0.013625904168649868
20240908-09:56:55 train_loss 460 model 1 0.013789034769419232
20240908-09:56:56 test_loss 460 model 5 0.009799699609902745
20240908-09:56:56 test_loss 460 model 1 0.01137991052983125
20240908-09:57:35 test_accuracy 460 model 5 nb_correct 744 / 810 (91.85%)
20240908-09:57:38 test_accuracy 460 model 1 nb_correct 720 / 796 (90.45%)
20240908-09:57:39 wrote ae_000.pth
20240908-09:57:40 wrote ae_001.pth
20240908-09:57:41 wrote ae_002.pth
20240908-09:57:41 wrote ae_003.pth
20240908-09:57:42 wrote ae_004.pth
20240908-09:57:43 wrote ae_005.pth
20240908-09:57:43 wrote ae_006.pth
20240908-09:57:44 wrote ae_007.pth
20240908-09:57:45 wrote ae_008.pth
20240908-09:57:45 wrote ae_009.pth
20240908-09:57:45 epoch_duration 2min55s next_finish 10:00:41
20240908-09:57:45 wrote state.pth
20240908-09:57:45 --- epoch 461 ----------------------------------------
20240908-09:57:45 current_test_accuracies 0.9262 0.9045 0.9275 0.9289 0.9298 0.9185 0.9266 0.9272 0.9231 0.9314
20240908-09:57:45 time_train=85105 time_c_quizzes=0
20240908-09:57:45 no_c_quiz
20240908-09:57:45 training model 1 (accuracy 0.9045225977897644)
20240908-09:57:45 training model 5 (accuracy 0.9185185432434082)
20240908-09:59:50 train_loss 461 model 5 0.0133781746308523
20240908-09:59:50 train_loss 461 model 1 0.012657878370569961
20240908-09:59:52 test_loss 461 model 5 0.010717772739042175
20240908-09:59:52 test_loss 461 model 1 0.009797235307314623
20240908-10:00:28 test_accuracy 461 model 1 nb_correct 727 / 787 (92.38%)
20240908-10:00:34 test_accuracy 461 model 5 nb_correct 711 / 784 (90.69%)
20240908-10:00:35 wrote ae_000.pth
20240908-10:00:35 wrote ae_001.pth
20240908-10:00:36 wrote ae_002.pth
20240908-10:00:37 wrote ae_003.pth
20240908-10:00:37 wrote ae_004.pth
20240908-10:00:38 wrote ae_005.pth
20240908-10:00:39 wrote ae_006.pth
20240908-10:00:40 wrote ae_007.pth
20240908-10:00:40 wrote ae_008.pth
20240908-10:00:41 wrote ae_009.pth
20240908-10:00:41 epoch_duration 2min55s next_finish 10:03:36
20240908-10:00:41 wrote state.pth
20240908-10:00:41 --- epoch 462 ----------------------------------------
20240908-10:00:41 current_test_accuracies 0.9262 0.9238 0.9275 0.9289 0.9298 0.9069 0.9266 0.9272 0.9231 0.9314
20240908-10:00:41 time_train=85273 time_c_quizzes=0
20240908-10:00:41 no_c_quiz
20240908-10:00:41 training model 5 (accuracy 0.9068877696990967)
20240908-10:00:41 training model 8 (accuracy 0.9230769276618958)
20240908-10:02:46 train_loss 462 model 8 0.012979449074784497
20240908-10:02:46 train_loss 462 model 5 0.012905058766540606
20240908-10:02:47 test_loss 462 model 8 0.013227823415309103
20240908-10:02:47 test_loss 462 model 5 0.007544065967158531
20240908-10:03:26 test_accuracy 462 model 8 nb_correct 734 / 799 (91.86%)
20240908-10:03:27 test_accuracy 462 model 5 nb_correct 686 / 788 (87.06%)
20240908-10:03:28 wrote ae_000.pth
20240908-10:03:29 wrote ae_001.pth
20240908-10:03:29 wrote ae_002.pth
20240908-10:03:30 wrote ae_003.pth
20240908-10:03:31 wrote ae_004.pth
20240908-10:03:31 wrote ae_005.pth
20240908-10:03:32 wrote ae_006.pth
20240908-10:03:33 wrote ae_007.pth
20240908-10:03:34 wrote ae_008.pth
20240908-10:03:34 wrote ae_009.pth
20240908-10:03:34 epoch_duration 2min53s next_finish 10:06:28
20240908-10:03:34 wrote state.pth
20240908-10:03:34 --- epoch 463 ----------------------------------------
20240908-10:03:34 current_test_accuracies 0.9262 0.9238 0.9275 0.9289 0.9298 0.8706 0.9266 0.9272 0.9186 0.9314
20240908-10:03:34 time_train=85439 time_c_quizzes=0
20240908-10:03:34 no_c_quiz
20240908-10:03:34 training model 5 (accuracy 0.8705583810806274)
20240908-10:03:34 training model 8 (accuracy 0.9186483025550842)
20240908-10:05:39 train_loss 463 model 8 0.013700923881027848
20240908-10:05:39 train_loss 463 model 5 0.013348028432534192
20240908-10:05:41 test_loss 463 model 8 0.007537499310183193
20240908-10:05:41 test_loss 463 model 5 0.010768052380444714
20240908-10:06:23 test_accuracy 463 model 8 nb_correct 713 / 784 (90.94%)
20240908-10:06:24 test_accuracy 463 model 5 nb_correct 703 / 802 (87.66%)
20240908-10:06:24 wrote ae_000.pth
20240908-10:06:25 wrote ae_001.pth
20240908-10:06:26 wrote ae_002.pth
20240908-10:06:27 wrote ae_003.pth
20240908-10:06:27 wrote ae_004.pth
20240908-10:06:28 wrote ae_005.pth
20240908-10:06:29 wrote ae_006.pth
20240908-10:06:29 wrote ae_007.pth
20240908-10:06:30 wrote ae_008.pth
20240908-10:06:31 wrote ae_009.pth
20240908-10:06:31 epoch_duration 2min56s next_finish 10:09:27
20240908-10:06:31 wrote state.pth
20240908-10:06:31 --- epoch 464 ----------------------------------------
20240908-10:06:31 current_test_accuracies 0.9262 0.9238 0.9275 0.9289 0.9298 0.8766 0.9266 0.9272 0.9094 0.9314
20240908-10:06:31 time_train=85608 time_c_quizzes=0
20240908-10:06:31 no_c_quiz
20240908-10:06:31 training model 5 (accuracy 0.8765586018562317)
20240908-10:06:31 training model 8 (accuracy 0.9094387888908386)
20240908-10:08:35 train_loss 464 model 8 0.012963027035628329
20240908-10:08:35 train_loss 464 model 5 0.013834594633000961
20240908-10:08:37 test_loss 464 model 8 0.007798927147996437
20240908-10:08:37 test_loss 464 model 5 0.014309014272203057
20240908-10:09:16 test_accuracy 464 model 5 nb_correct 718 / 797 (90.09%)
20240908-10:09:23 test_accuracy 464 model 8 nb_correct 725 / 808 (89.73%)
20240908-10:09:24 wrote ae_000.pth
20240908-10:09:25 wrote ae_001.pth
20240908-10:09:26 wrote ae_002.pth
20240908-10:09:26 wrote ae_003.pth
20240908-10:09:27 wrote ae_004.pth
20240908-10:09:28 wrote ae_005.pth
20240908-10:09:28 wrote ae_006.pth
20240908-10:09:29 wrote ae_007.pth
20240908-10:09:30 wrote ae_008.pth
20240908-10:09:30 wrote ae_009.pth
20240908-10:09:30 epoch_duration 2min59s next_finish 10:12:30
20240908-10:09:30 wrote state.pth
20240908-10:09:30 --- epoch 465 ----------------------------------------
20240908-10:09:30 current_test_accuracies 0.9262 0.9238 0.9275 0.9289 0.9298 0.9009 0.9266 0.9272 0.8973 0.9314
20240908-10:09:30 time_train=85780 time_c_quizzes=0
20240908-10:09:30 no_c_quiz
20240908-10:09:30 training model 8 (accuracy 0.8972772359848022)
20240908-10:09:30 training model 5 (accuracy 0.9008783102035522)
20240908-10:11:35 train_loss 465 model 5 0.013013955050646474
20240908-10:11:35 train_loss 465 model 8 0.012976138618781987
20240908-10:11:37 test_loss 465 model 5 0.008317153687403333
20240908-10:11:37 test_loss 465 model 8 0.008806605723907523
20240908-10:12:14 test_accuracy 465 model 8 nb_correct 746 / 803 (92.90%)
20240908-10:12:15 test_accuracy 465 model 5 nb_correct 725 / 797 (90.97%)
20240908-10:12:16 wrote ae_000.pth
20240908-10:12:16 wrote ae_001.pth
20240908-10:12:17 wrote ae_002.pth
20240908-10:12:18 wrote ae_003.pth
20240908-10:12:18 wrote ae_004.pth
20240908-10:12:19 wrote ae_005.pth
20240908-10:12:20 wrote ae_006.pth
20240908-10:12:20 wrote ae_007.pth
20240908-10:12:21 wrote ae_008.pth
20240908-10:12:22 wrote ae_009.pth
20240908-10:12:22 epoch_duration 2min51s next_finish 10:15:13
20240908-10:12:22 wrote state.pth
20240908-10:12:22 --- epoch 466 ----------------------------------------
20240908-10:12:22 current_test_accuracies 0.9262 0.9238 0.9275 0.9289 0.9298 0.9097 0.9266 0.9272 0.9290 0.9314
20240908-10:12:22 time_train=85944 time_c_quizzes=0
20240908-10:12:22 no_c_quiz
20240908-10:12:22 training model 5 (accuracy 0.9096612334251404)
20240908-10:12:22 training model 1 (accuracy 0.9237611293792725)
20240908-10:14:27 train_loss 466 model 5 0.012609794153642724
20240908-10:14:27 train_loss 466 model 1 0.01233422212309597
20240908-10:14:28 test_loss 466 model 5 0.00737513132598906
20240908-10:14:28 test_loss 466 model 1 0.01122661918088852
20240908-10:15:05 test_accuracy 466 model 5 nb_correct 741 / 813 (91.14%)
20240908-10:15:11 test_accuracy 466 model 1 nb_correct 735 / 806 (91.19%)
20240908-10:15:12 wrote ae_000.pth
20240908-10:15:12 wrote ae_001.pth
20240908-10:15:13 wrote ae_002.pth
20240908-10:15:14 wrote ae_003.pth
20240908-10:15:14 wrote ae_004.pth
20240908-10:15:15 wrote ae_005.pth
20240908-10:15:16 wrote ae_006.pth
20240908-10:15:16 wrote ae_007.pth
20240908-10:15:17 wrote ae_008.pth
20240908-10:15:18 wrote ae_009.pth
20240908-10:15:18 epoch_duration 2min56s next_finish 10:18:14
20240908-10:15:18 wrote state.pth
20240908-10:15:18 --- epoch 467 ----------------------------------------
20240908-10:15:18 current_test_accuracies 0.9262 0.9119 0.9275 0.9289 0.9298 0.9114 0.9266 0.9272 0.9290 0.9314
20240908-10:15:18 time_train=86113 time_c_quizzes=0
20240908-10:15:18 no_c_quiz
20240908-10:15:18 training model 5 (accuracy 0.9114391207695007)
20240908-10:15:18 training model 1 (accuracy 0.9119106531143188)
20240908-10:17:22 train_loss 467 model 5 0.012791041011019843
20240908-10:17:22 train_loss 467 model 1 0.013538860275548358
20240908-10:17:24 test_loss 467 model 5 0.0070844049978404655
20240908-10:17:24 test_loss 467 model 1 0.009193806557414063
20240908-10:18:03 test_accuracy 467 model 5 nb_correct 757 / 814 (93.00%)
20240908-10:18:05 test_accuracy 467 model 1 nb_correct 736 / 794 (92.70%)
20240908-10:18:06 wrote ae_000.pth
20240908-10:18:07 wrote ae_001.pth
20240908-10:18:08 wrote ae_002.pth
20240908-10:18:08 wrote ae_003.pth
20240908-10:18:09 wrote ae_004.pth
20240908-10:18:10 wrote ae_005.pth
20240908-10:18:11 wrote ae_006.pth
20240908-10:18:11 wrote ae_007.pth
20240908-10:18:12 wrote ae_008.pth
20240908-10:18:13 wrote ae_009.pth
20240908-10:18:13 epoch_duration 2min54s next_finish 10:21:08
20240908-10:18:13 wrote state.pth
20240908-10:18:13 --- epoch 468 ----------------------------------------
20240908-10:18:13 current_test_accuracies 0.9262 0.9270 0.9275 0.9289 0.9298 0.9300 0.9266 0.9272 0.9290 0.9314
20240908-10:18:13 time_train=86280 time_c_quizzes=0
20240908-10:18:13 no_c_quiz
20240908-10:18:13 training model 0 (accuracy 0.9262086749076843)
20240908-10:18:13 training model 6 (accuracy 0.926616907119751)
20240908-10:20:17 train_loss 468 model 0 0.01313800809190434
20240908-10:20:18 train_loss 468 model 6 0.011755470009993586
20240908-10:20:19 test_loss 468 model 0 0.00919901307197506
20240908-10:20:19 test_loss 468 model 6 0.010656405506233568
20240908-10:21:01 test_accuracy 468 model 6 nb_correct 750 / 809 (92.71%)
20240908-10:21:02 test_accuracy 468 model 0 nb_correct 722 / 792 (91.16%)
20240908-10:21:03 wrote ae_000.pth
20240908-10:21:04 wrote ae_001.pth
20240908-10:21:04 wrote ae_002.pth
20240908-10:21:05 wrote ae_003.pth
20240908-10:21:06 wrote ae_004.pth
20240908-10:21:06 wrote ae_005.pth
20240908-10:21:07 wrote ae_006.pth
20240908-10:21:08 wrote ae_007.pth
20240908-10:21:08 wrote ae_008.pth
20240908-10:21:09 wrote ae_009.pth
20240908-10:21:09 epoch_duration 2min56s next_finish 10:24:06
20240908-10:21:09 wrote state.pth
20240908-10:21:09 --- epoch 469 ----------------------------------------
20240908-10:21:09 current_test_accuracies 0.9116 0.9270 0.9275 0.9289 0.9298 0.9300 0.9271 0.9272 0.9290 0.9314
20240908-10:21:09 time_train=86449 time_c_quizzes=0
20240908-10:21:09 no_c_quiz
20240908-10:21:09 training model 0 (accuracy 0.9116161465644836)
20240908-10:21:09 training model 1 (accuracy 0.9269521236419678)
20240908-10:23:14 train_loss 469 model 1 0.012720977552369731
20240908-10:23:14 train_loss 469 model 0 0.013050522307567007
20240908-10:23:16 test_loss 469 model 1 0.008910808325435938
20240908-10:23:16 test_loss 469 model 0 0.012714709533793212
20240908-10:23:53 test_accuracy 469 model 1 nb_correct 730 / 790 (92.41%)
20240908-10:23:58 test_accuracy 469 model 0 nb_correct 670 / 778 (86.12%)
20240908-10:23:59 wrote ae_000.pth
20240908-10:24:00 wrote ae_001.pth
20240908-10:24:01 wrote ae_002.pth
20240908-10:24:02 wrote ae_003.pth
20240908-10:24:02 wrote ae_004.pth
20240908-10:24:03 wrote ae_005.pth
20240908-10:24:04 wrote ae_006.pth
20240908-10:24:04 wrote ae_007.pth
20240908-10:24:05 wrote ae_008.pth
20240908-10:24:06 wrote ae_009.pth
20240908-10:24:06 epoch_duration 2min56s next_finish 10:27:03
20240908-10:24:06 wrote state.pth
20240908-10:24:06 --- epoch 470 ----------------------------------------
20240908-10:24:06 current_test_accuracies 0.8612 0.9241 0.9275 0.9289 0.9298 0.9300 0.9271 0.9272 0.9290 0.9314
20240908-10:24:06 time_train=86618 time_c_quizzes=0
20240908-10:24:06 no_c_quiz
20240908-10:24:06 training model 0 (accuracy 0.8611825108528137)
20240908-10:24:06 training model 1 (accuracy 0.9240506291389465)
20240908-10:26:11 train_loss 470 model 1 0.012310174954465765
20240908-10:26:11 train_loss 470 model 0 0.012739727044987376
20240908-10:26:12 test_loss 470 model 1 0.0071881912125491
20240908-10:26:12 test_loss 470 model 0 0.0075697737435461935
20240908-10:26:52 test_accuracy 470 model 0 nb_correct 726 / 791 (91.78%)
20240908-10:26:55 test_accuracy 470 model 1 nb_correct 703 / 790 (88.99%)
20240908-10:26:56 wrote ae_000.pth
20240908-10:26:56 wrote ae_001.pth
20240908-10:26:57 wrote ae_002.pth
20240908-10:26:58 wrote ae_003.pth
20240908-10:26:58 wrote ae_004.pth
20240908-10:26:59 wrote ae_005.pth
20240908-10:27:00 wrote ae_006.pth
20240908-10:27:00 wrote ae_007.pth
20240908-10:27:01 wrote ae_008.pth
20240908-10:27:02 wrote ae_009.pth
20240908-10:27:02 epoch_duration 2min55s next_finish 10:29:58
20240908-10:27:02 wrote state.pth
20240908-10:27:02 --- epoch 471 ----------------------------------------
20240908-10:27:02 current_test_accuracies 0.9178 0.8899 0.9275 0.9289 0.9298 0.9300 0.9271 0.9272 0.9290 0.9314
20240908-10:27:02 time_train=86787 time_c_quizzes=0
20240908-10:27:02 no_c_quiz
20240908-10:27:02 training model 1 (accuracy 0.8898734450340271)
20240908-10:27:02 training model 0 (accuracy 0.9178255200386047)
20240908-10:29:07 train_loss 471 model 1 0.01198473567927067
20240908-10:29:07 train_loss 471 model 0 0.011855996433259861
20240908-10:29:08 test_loss 471 model 1 0.010162612255862768
20240908-10:29:08 test_loss 471 model 0 0.013087750410977605
20240908-10:29:47 test_accuracy 471 model 0 nb_correct 720 / 784 (91.84%)
20240908-10:29:48 test_accuracy 471 model 1 nb_correct 698 / 766 (91.12%)
20240908-10:29:49 wrote ae_000.pth
20240908-10:29:50 wrote ae_001.pth
20240908-10:29:51 wrote ae_002.pth
20240908-10:29:51 wrote ae_003.pth
20240908-10:29:52 wrote ae_004.pth
20240908-10:29:53 wrote ae_005.pth
20240908-10:29:53 wrote ae_006.pth
20240908-10:29:54 wrote ae_007.pth
20240908-10:29:55 wrote ae_008.pth
20240908-10:29:55 wrote ae_009.pth
20240908-10:29:55 epoch_duration 2min53s next_finish 10:32:49
20240908-10:29:55 wrote state.pth
20240908-10:29:55 --- epoch 472 ----------------------------------------
20240908-10:29:55 current_test_accuracies 0.9184 0.9112 0.9275 0.9289 0.9298 0.9300 0.9271 0.9272 0.9290 0.9314
20240908-10:29:55 time_train=86953 time_c_quizzes=0
20240908-10:29:55 no_c_quiz
20240908-10:29:55 training model 1 (accuracy 0.9112271666526794)
20240908-10:29:55 training model 0 (accuracy 0.918367326259613)
20240908-10:32:00 train_loss 472 model 1 0.012908669444557746
20240908-10:32:00 train_loss 472 model 0 0.012257369707032922
20240908-10:32:02 test_loss 472 model 1 0.007992584816224734
20240908-10:32:02 test_loss 472 model 0 0.00941708735845168
20240908-10:32:37 test_accuracy 472 model 1 nb_correct 734 / 804 (91.29%)
20240908-10:32:40 test_accuracy 472 model 0 nb_correct 736 / 800 (92.00%)
20240908-10:32:41 wrote ae_000.pth
20240908-10:32:41 wrote ae_001.pth
20240908-10:32:42 wrote ae_002.pth
20240908-10:32:43 wrote ae_003.pth
20240908-10:32:43 wrote ae_004.pth
20240908-10:32:44 wrote ae_005.pth
20240908-10:32:45 wrote ae_006.pth
20240908-10:32:45 wrote ae_007.pth
20240908-10:32:46 wrote ae_008.pth
20240908-10:32:47 wrote ae_009.pth
20240908-10:32:47 epoch_duration 2min51s next_finish 10:35:38
20240908-10:32:47 wrote state.pth
20240908-10:32:47 --- epoch 473 ----------------------------------------
20240908-10:32:47 current_test_accuracies 0.9200 0.9129 0.9275 0.9289 0.9298 0.9300 0.9271 0.9272 0.9290 0.9314
20240908-10:32:47 time_train=87117 time_c_quizzes=0
20240908-10:32:47 no_c_quiz
20240908-10:32:47 training model 1 (accuracy 0.9129353165626526)
20240908-10:32:47 training model 0 (accuracy 0.9200000166893005)
20240908-10:34:51 train_loss 473 model 0 0.012874966119896272
20240908-10:34:51 train_loss 473 model 1 0.01137082393041237
20240908-10:34:53 test_loss 473 model 0 0.011380285204450048
20240908-10:34:53 test_loss 473 model 1 0.0075692941352144775
20240908-10:35:31 test_accuracy 473 model 1 nb_correct 738 / 783 (94.25%)
20240908-10:35:33 test_accuracy 473 model 0 nb_correct 737 / 791 (93.17%)
20240908-10:35:34 wrote ae_000.pth
20240908-10:35:34 wrote ae_001.pth
20240908-10:35:35 wrote ae_002.pth
20240908-10:35:36 wrote ae_003.pth
20240908-10:35:37 wrote ae_004.pth
20240908-10:35:37 wrote ae_005.pth
20240908-10:35:38 wrote ae_006.pth
20240908-10:35:39 wrote ae_007.pth
20240908-10:35:40 wrote ae_008.pth
20240908-10:35:40 wrote ae_009.pth
20240908-10:35:40 epoch_duration 2min53s next_finish 10:38:34
20240908-10:35:40 wrote state.pth
20240908-10:35:40 --- epoch 474 ----------------------------------------
20240908-10:35:40 current_test_accuracies 0.9317 0.9425 0.9275 0.9289 0.9298 0.9300 0.9271 0.9272 0.9290 0.9314
20240908-10:35:40 time_train=87283 time_c_quizzes=0
20240908-10:35:40 no_c_quiz
20240908-10:35:40 training model 6 (accuracy 0.9270704388618469)
20240908-10:35:40 training model 7 (accuracy 0.9272270798683167)
20240908-10:37:45 train_loss 474 model 7 0.012121022789637208
20240908-10:37:45 train_loss 474 model 6 0.011632856540592911
20240908-10:37:47 test_loss 474 model 7 0.0075934839297588045
20240908-10:37:47 test_loss 474 model 6 0.00920453599674147
20240908-10:38:25 test_accuracy 474 model 7 nb_correct 739 / 805 (91.80%)
20240908-10:38:26 test_accuracy 474 model 6 nb_correct 770 / 824 (93.45%)
20240908-10:38:26 wrote ae_000.pth
20240908-10:38:27 wrote ae_001.pth
20240908-10:38:28 wrote ae_002.pth
20240908-10:38:28 wrote ae_003.pth
20240908-10:38:29 wrote ae_004.pth
20240908-10:38:30 wrote ae_005.pth
20240908-10:38:31 wrote ae_006.pth
20240908-10:38:31 wrote ae_007.pth
20240908-10:38:32 wrote ae_008.pth
20240908-10:38:33 wrote ae_009.pth
20240908-10:38:33 epoch_duration 2min52s next_finish 10:41:25
20240908-10:38:33 wrote state.pth
20240908-10:38:33 --- epoch 475 ----------------------------------------
20240908-10:38:33 current_test_accuracies 0.9317 0.9425 0.9275 0.9289 0.9298 0.9300 0.9345 0.9180 0.9290 0.9314
20240908-10:38:33 time_train=87448 time_c_quizzes=0
20240908-10:38:33 no_c_quiz
20240908-10:38:33 training model 7 (accuracy 0.9180124402046204)
20240908-10:38:33 training model 2 (accuracy 0.9275362491607666)
20240908-10:40:38 train_loss 475 model 2 0.013094357745882008
20240908-10:40:38 train_loss 475 model 7 0.01272541003033257
20240908-10:40:39 test_loss 475 model 2 0.00996554936209577
20240908-10:40:39 test_loss 475 model 7 0.012306549581262516
20240908-10:41:19 test_accuracy 475 model 7 nb_correct 753 / 808 (93.19%)
20240908-10:41:25 test_accuracy 475 model 2 nb_correct 715 / 796 (89.82%)
20240908-10:41:26 wrote ae_000.pth
20240908-10:41:27 wrote ae_001.pth
20240908-10:41:27 wrote ae_002.pth
20240908-10:41:28 wrote ae_003.pth
20240908-10:41:29 wrote ae_004.pth
20240908-10:41:30 wrote ae_005.pth
20240908-10:41:30 wrote ae_006.pth
20240908-10:41:31 wrote ae_007.pth
20240908-10:41:32 wrote ae_008.pth
20240908-10:41:32 wrote ae_009.pth
20240908-10:41:32 epoch_duration 2min59s next_finish 10:44:32
20240908-10:41:32 wrote state.pth
20240908-10:41:32 --- epoch 476 ----------------------------------------
20240908-10:41:32 current_test_accuracies 0.9317 0.9425 0.8982 0.9289 0.9298 0.9300 0.9345 0.9319 0.9290 0.9314
20240908-10:41:32 time_train=87620 time_c_quizzes=0
20240908-10:41:32 no_c_quiz
20240908-10:41:32 training model 2 (accuracy 0.8982412219047546)
20240908-10:41:32 training model 3 (accuracy 0.9289340376853943)
20240908-10:43:37 train_loss 476 model 3 0.011968156783910671
20240908-10:43:37 train_loss 476 model 2 0.013426687470651814
20240908-10:43:38 test_loss 476 model 3 0.0063072568626409975
20240908-10:43:39 test_loss 476 model 2 0.01025700727500407
20240908-10:44:16 test_accuracy 476 model 3 nb_correct 738 / 824 (89.56%)
20240908-10:44:21 test_accuracy 476 model 2 nb_correct 740 / 804 (92.04%)
20240908-10:44:22 wrote ae_000.pth
20240908-10:44:23 wrote ae_001.pth
20240908-10:44:23 wrote ae_002.pth
20240908-10:44:24 wrote ae_003.pth
20240908-10:44:25 wrote ae_004.pth
20240908-10:44:25 wrote ae_005.pth
20240908-10:44:26 wrote ae_006.pth
20240908-10:44:27 wrote ae_007.pth
20240908-10:44:27 wrote ae_008.pth
20240908-10:44:28 wrote ae_009.pth
20240908-10:44:28 epoch_duration 2min55s next_finish 10:47:24
20240908-10:44:28 wrote state.pth
20240908-10:44:28 --- epoch 477 ----------------------------------------
20240908-10:44:28 current_test_accuracies 0.9317 0.9425 0.9204 0.8956 0.9298 0.9300 0.9345 0.9319 0.9290 0.9314
20240908-10:44:28 time_train=87788 time_c_quizzes=0
20240908-10:44:28 no_c_quiz
20240908-10:44:28 training model 3 (accuracy 0.8956310749053955)
20240908-10:44:28 training model 2 (accuracy 0.9203979969024658)
20240908-10:46:33 train_loss 477 model 2 0.013248044306383235
20240908-10:46:33 train_loss 477 model 3 0.010852211082446047
20240908-10:46:35 test_loss 477 model 2 0.010417299131722757
20240908-10:46:35 test_loss 477 model 3 0.011617037458199775
20240908-10:47:13 test_accuracy 477 model 3 nb_correct 751 / 812 (92.49%)
20240908-10:47:18 test_accuracy 477 model 2 nb_correct 722 / 780 (92.56%)
20240908-10:47:19 wrote ae_000.pth
20240908-10:47:20 wrote ae_001.pth
20240908-10:47:21 wrote ae_002.pth
20240908-10:47:22 wrote ae_003.pth
20240908-10:47:22 wrote ae_004.pth
20240908-10:47:23 wrote ae_005.pth
20240908-10:47:24 wrote ae_006.pth
20240908-10:47:24 wrote ae_007.pth
20240908-10:47:25 wrote ae_008.pth
20240908-10:47:26 wrote ae_009.pth
20240908-10:47:26 epoch_duration 2min57s next_finish 10:50:23
20240908-10:47:26 wrote state.pth
20240908-10:47:26 --- epoch 478 ----------------------------------------
20240908-10:47:26 current_test_accuracies 0.9317 0.9425 0.9256 0.9249 0.9298 0.9300 0.9345 0.9319 0.9290 0.9314
20240908-10:47:26 time_train=87958 time_c_quizzes=0
20240908-10:47:26 no_c_quiz
20240908-10:47:26 training model 3 (accuracy 0.924876868724823)
20240908-10:47:26 training model 2 (accuracy 0.9256410002708435)
20240908-10:49:31 train_loss 478 model 3 0.011050801600998967
20240908-10:49:31 train_loss 478 model 2 0.0131948121181631
20240908-10:49:32 test_loss 478 model 3 0.005319586070254445
20240908-10:49:32 test_loss 478 model 2 0.007940418986072473
20240908-10:50:08 test_accuracy 478 model 3 nb_correct 745 / 821 (90.74%)
20240908-10:50:14 test_accuracy 478 model 2 nb_correct 716 / 780 (91.79%)
20240908-10:50:15 wrote ae_000.pth
20240908-10:50:16 wrote ae_001.pth
20240908-10:50:16 wrote ae_002.pth
20240908-10:50:17 wrote ae_003.pth
20240908-10:50:18 wrote ae_004.pth
20240908-10:50:18 wrote ae_005.pth
20240908-10:50:19 wrote ae_006.pth
20240908-10:50:20 wrote ae_007.pth
20240908-10:50:20 wrote ae_008.pth
20240908-10:50:21 wrote ae_009.pth
20240908-10:50:21 epoch_duration 2min55s next_finish 10:53:16
20240908-10:50:21 wrote state.pth
20240908-10:50:21 --- epoch 479 ----------------------------------------
20240908-10:50:21 current_test_accuracies 0.9317 0.9425 0.9179 0.9074 0.9298 0.9300 0.9345 0.9319 0.9290 0.9314
20240908-10:50:21 time_train=88126 time_c_quizzes=0
20240908-10:50:21 no_c_quiz
20240908-10:50:21 training model 3 (accuracy 0.9074299931526184)
20240908-10:50:21 training model 2 (accuracy 0.9179487228393555)
20240908-10:52:26 train_loss 479 model 2 0.013781452316583455
20240908-10:52:26 train_loss 479 model 3 0.01182808924802157
20240908-10:52:27 test_loss 479 model 2 0.010359564689406398
20240908-10:52:27 test_loss 479 model 3 0.006902888194700552
20240908-10:53:07 test_accuracy 479 model 3 nb_correct 682 / 762 (89.50%)
20240908-10:53:07 test_accuracy 479 model 2 nb_correct 717 / 796 (90.08%)
20240908-10:53:08 wrote ae_000.pth
20240908-10:53:08 wrote ae_001.pth
20240908-10:53:09 wrote ae_002.pth
20240908-10:53:10 wrote ae_003.pth
20240908-10:53:11 wrote ae_004.pth
20240908-10:53:11 wrote ae_005.pth
20240908-10:53:12 wrote ae_006.pth
20240908-10:53:13 wrote ae_007.pth
20240908-10:53:13 wrote ae_008.pth
20240908-10:53:14 wrote ae_009.pth
20240908-10:53:14 epoch_duration 2min52s next_finish 10:56:07
20240908-10:53:14 wrote state.pth
20240908-10:53:14 --- epoch 480 ----------------------------------------
20240908-10:53:14 current_test_accuracies 0.9317 0.9425 0.9008 0.8950 0.9298 0.9300 0.9345 0.9319 0.9290 0.9314
20240908-10:53:14 time_train=88292 time_c_quizzes=0
20240908-10:53:14 no_c_quiz
20240908-10:53:14 training model 3 (accuracy 0.8950130939483643)
20240908-10:53:14 training model 2 (accuracy 0.9007537961006165)
20240908-10:55:19 train_loss 480 model 2 0.012581463743073982
20240908-10:55:19 train_loss 480 model 3 0.012065085711052234
20240908-10:55:20 test_loss 480 model 2 0.00955640168217542
20240908-10:55:20 test_loss 480 model 3 0.008626995830923079
20240908-10:55:59 test_accuracy 480 model 3 nb_correct 704 / 767 (91.79%)
20240908-10:56:02 test_accuracy 480 model 2 nb_correct 743 / 793 (93.69%)
20240908-10:56:03 wrote ae_000.pth
20240908-10:56:03 wrote ae_001.pth
20240908-10:56:04 wrote ae_002.pth
20240908-10:56:05 wrote ae_003.pth
20240908-10:56:06 wrote ae_004.pth
20240908-10:56:06 wrote ae_005.pth
20240908-10:56:07 wrote ae_006.pth
20240908-10:56:08 wrote ae_007.pth
20240908-10:56:09 wrote ae_008.pth
20240908-10:56:09 wrote ae_009.pth
20240908-10:56:09 epoch_duration 2min55s next_finish 10:59:04
20240908-10:56:09 wrote state.pth
20240908-10:56:09 --- epoch 481 ----------------------------------------
20240908-10:56:09 current_test_accuracies 0.9317 0.9425 0.9369 0.9179 0.9298 0.9300 0.9345 0.9319 0.9290 0.9314
20240908-10:56:09 time_train=88459 time_c_quizzes=0
20240908-10:56:09 no_c_quiz
20240908-10:56:09 training model 3 (accuracy 0.917861819267273)
20240908-10:56:09 training model 8 (accuracy 0.9290161728858948)
20240908-10:58:14 train_loss 481 model 3 0.011246697355749348
20240908-10:58:14 train_loss 481 model 8 0.013114688672838383
20240908-10:58:15 test_loss 481 model 3 0.006588770479311279
20240908-10:58:16 test_loss 481 model 8 0.013477007277774077
20240908-10:58:49 test_accuracy 481 model 3 nb_correct 754 / 824 (91.50%)
20240908-10:58:56 test_accuracy 481 model 8 nb_correct 743 / 808 (91.96%)
20240908-10:58:56 wrote ae_000.pth
20240908-10:58:57 wrote ae_001.pth
20240908-10:58:58 wrote ae_002.pth
20240908-10:58:58 wrote ae_003.pth
20240908-10:58:59 wrote ae_004.pth
20240908-10:59:00 wrote ae_005.pth
20240908-10:59:00 wrote ae_006.pth
20240908-10:59:01 wrote ae_007.pth
20240908-10:59:02 wrote ae_008.pth
20240908-10:59:02 wrote ae_009.pth
20240908-10:59:02 epoch_duration 2min53s next_finish 11:01:56
20240908-10:59:02 wrote state.pth
20240908-10:59:02 --- epoch 482 ----------------------------------------
20240908-10:59:02 current_test_accuracies 0.9317 0.9425 0.9369 0.9150 0.9298 0.9300 0.9345 0.9319 0.9196 0.9314
20240908-10:59:02 time_train=88625 time_c_quizzes=0
20240908-10:59:02 no_c_quiz
20240908-10:59:02 training model 3 (accuracy 0.9150485396385193)
20240908-10:59:02 training model 8 (accuracy 0.9195544719696045)
20240908-11:01:07 train_loss 482 model 3 0.01152207937843923
20240908-11:01:07 train_loss 482 model 8 0.012677423211942368
20240908-11:01:09 test_loss 482 model 3 0.010335077237436962
20240908-11:01:09 test_loss 482 model 8 0.013278708373763947
20240908-11:01:43 test_accuracy 482 model 3 nb_correct 729 / 801 (91.01%)
20240908-11:01:55 test_accuracy 482 model 8 nb_correct 717 / 805 (89.07%)
20240908-11:01:56 wrote ae_000.pth
20240908-11:01:57 wrote ae_001.pth
20240908-11:01:57 wrote ae_002.pth
20240908-11:01:58 wrote ae_003.pth
20240908-11:01:59 wrote ae_004.pth
20240908-11:01:59 wrote ae_005.pth
20240908-11:02:00 wrote ae_006.pth
20240908-11:02:01 wrote ae_007.pth
20240908-11:02:01 wrote ae_008.pth
20240908-11:02:02 wrote ae_009.pth
20240908-11:02:02 epoch_duration 2min59s next_finish 11:05:01
20240908-11:02:02 wrote state.pth
20240908-11:02:02 --- epoch 483 ----------------------------------------
20240908-11:02:02 current_test_accuracies 0.9317 0.9425 0.9369 0.9101 0.9298 0.9300 0.9345 0.9319 0.8907 0.9314
20240908-11:02:02 time_train=88797 time_c_quizzes=0
20240908-11:02:02 no_c_quiz
20240908-11:02:02 training model 8 (accuracy 0.8906832337379456)
20240908-11:02:02 training model 3 (accuracy 0.9101123809814453)
20240908-11:04:07 train_loss 483 model 8 0.012670712559920503
20240908-11:04:07 train_loss 483 model 3 0.010994014520972996
20240908-11:04:08 test_loss 483 model 8 0.008721031328241225
20240908-11:04:09 test_loss 483 model 3 0.009897644145212325
20240908-11:04:45 test_accuracy 483 model 8 nb_correct 741 / 803 (92.28%)
20240908-11:04:47 test_accuracy 483 model 3 nb_correct 748 / 806 (92.80%)
20240908-11:04:47 wrote ae_000.pth
20240908-11:04:48 wrote ae_001.pth
20240908-11:04:49 wrote ae_002.pth
20240908-11:04:50 wrote ae_003.pth
20240908-11:04:50 wrote ae_004.pth
20240908-11:04:51 wrote ae_005.pth
20240908-11:04:52 wrote ae_006.pth
20240908-11:04:52 wrote ae_007.pth
20240908-11:04:53 wrote ae_008.pth
20240908-11:04:54 wrote ae_009.pth
20240908-11:04:54 epoch_duration 2min51s next_finish 11:07:45
20240908-11:04:54 wrote state.pth
20240908-11:04:54 --- epoch 484 ----------------------------------------
20240908-11:04:54 current_test_accuracies 0.9317 0.9425 0.9369 0.9280 0.9298 0.9300 0.9345 0.9319 0.9228 0.9314
20240908-11:04:54 time_train=88961 time_c_quizzes=0
20240908-11:04:54 no_c_quiz
20240908-11:04:54 training model 8 (accuracy 0.9227895140647888)
20240908-11:04:54 training model 3 (accuracy 0.9280397295951843)
20240908-11:06:59 train_loss 484 model 8 0.012652133958348714
20240908-11:06:59 train_loss 484 model 3 0.011301971646062156
20240908-11:07:00 test_loss 484 model 8 0.008217196740406506
20240908-11:07:00 test_loss 484 model 3 0.010331982156276353
20240908-11:07:36 test_accuracy 484 model 3 nb_correct 742 / 812 (91.38%)
20240908-11:07:37 test_accuracy 484 model 8 nb_correct 737 / 805 (91.55%)
20240908-11:07:38 wrote ae_000.pth
20240908-11:07:38 wrote ae_001.pth
20240908-11:07:39 wrote ae_002.pth
20240908-11:07:40 wrote ae_003.pth
20240908-11:07:40 wrote ae_004.pth
20240908-11:07:41 wrote ae_005.pth
20240908-11:07:42 wrote ae_006.pth
20240908-11:07:42 wrote ae_007.pth
20240908-11:07:43 wrote ae_008.pth
20240908-11:07:44 wrote ae_009.pth
20240908-11:07:44 epoch_duration 2min50s next_finish 11:10:34
20240908-11:07:44 wrote state.pth
20240908-11:07:44 --- epoch 485 ----------------------------------------
20240908-11:07:44 current_test_accuracies 0.9317 0.9425 0.9369 0.9138 0.9298 0.9300 0.9345 0.9319 0.9155 0.9314
20240908-11:07:44 time_train=89124 time_c_quizzes=0
20240908-11:07:44 no_c_quiz
20240908-11:07:44 training model 3 (accuracy 0.9137930870056152)
20240908-11:07:44 training model 8 (accuracy 0.9155279397964478)
20240908-11:09:49 train_loss 485 model 8 0.012391133139404702
20240908-11:09:49 train_loss 485 model 3 0.01147773034625061
20240908-11:09:50 test_loss 485 model 8 0.009355043920822936
20240908-11:09:50 test_loss 485 model 3 0.008005806809342176
20240908-11:10:27 test_accuracy 485 model 3 nb_correct 743 / 814 (91.28%)
20240908-11:10:29 test_accuracy 485 model 8 nb_correct 739 / 808 (91.46%)
20240908-11:10:30 wrote ae_000.pth
20240908-11:10:31 wrote ae_001.pth
20240908-11:10:31 wrote ae_002.pth
20240908-11:10:32 wrote ae_003.pth
20240908-11:10:33 wrote ae_004.pth
20240908-11:10:33 wrote ae_005.pth
20240908-11:10:34 wrote ae_006.pth
20240908-11:10:35 wrote ae_007.pth
20240908-11:10:35 wrote ae_008.pth
20240908-11:10:36 wrote ae_009.pth
20240908-11:10:36 epoch_duration 2min52s next_finish 11:13:28
20240908-11:10:36 wrote state.pth
20240908-11:10:36 --- epoch 486 ----------------------------------------
20240908-11:10:36 current_test_accuracies 0.9317 0.9425 0.9369 0.9128 0.9298 0.9300 0.9345 0.9319 0.9146 0.9314
20240908-11:10:36 time_train=89289 time_c_quizzes=0
20240908-11:10:36 no_c_quiz
20240908-11:10:36 training model 3 (accuracy 0.9127764105796814)
20240908-11:10:36 training model 8 (accuracy 0.9146039485931396)
20240908-11:12:41 train_loss 486 model 3 0.011173327913766115
20240908-11:12:41 train_loss 486 model 8 0.013228154105032445
20240908-11:12:42 test_loss 486 model 3 0.007608137901604551
20240908-11:12:42 test_loss 486 model 8 0.010596507728155301
20240908-11:13:17 test_accuracy 486 model 3 nb_correct 725 / 796 (91.08%)
20240908-11:13:22 test_accuracy 486 model 8 nb_correct 716 / 802 (89.28%)
20240908-11:13:22 wrote ae_000.pth
20240908-11:13:23 wrote ae_001.pth
20240908-11:13:24 wrote ae_002.pth
20240908-11:13:24 wrote ae_003.pth
20240908-11:13:25 wrote ae_004.pth
20240908-11:13:26 wrote ae_005.pth
20240908-11:13:27 wrote ae_006.pth
20240908-11:13:27 wrote ae_007.pth
20240908-11:13:28 wrote ae_008.pth
20240908-11:13:29 wrote ae_009.pth
20240908-11:13:29 epoch_duration 2min52s next_finish 11:16:21
20240908-11:13:29 wrote state.pth
20240908-11:13:29 --- epoch 487 ----------------------------------------
20240908-11:13:29 current_test_accuracies 0.9317 0.9425 0.9369 0.9108 0.9298 0.9300 0.9345 0.9319 0.8928 0.9314
20240908-11:13:29 time_train=89454 time_c_quizzes=0
20240908-11:13:29 no_c_quiz
20240908-11:13:29 training model 8 (accuracy 0.8927680850028992)
20240908-11:13:29 training model 3 (accuracy 0.910804033279419)
20240908-11:15:34 train_loss 487 model 8 0.012553632667128114
20240908-11:15:34 train_loss 487 model 3 0.011416935245351851
20240908-11:15:35 test_loss 487 model 8 0.009481662551172576
20240908-11:15:35 test_loss 487 model 3 0.00857253273910601
20240908-11:16:13 test_accuracy 487 model 8 nb_correct 745 / 792 (94.07%)
20240908-11:16:14 test_accuracy 487 model 3 nb_correct 714 / 802 (89.03%)
20240908-11:16:15 wrote ae_000.pth
20240908-11:16:16 wrote ae_001.pth
20240908-11:16:16 wrote ae_002.pth
20240908-11:16:17 wrote ae_003.pth
20240908-11:16:18 wrote ae_004.pth
20240908-11:16:19 wrote ae_005.pth
20240908-11:16:19 wrote ae_006.pth
20240908-11:16:20 wrote ae_007.pth
20240908-11:16:21 wrote ae_008.pth
20240908-11:16:21 wrote ae_009.pth
20240908-11:16:21 epoch_duration 2min52s next_finish 11:19:14
20240908-11:16:21 wrote state.pth
20240908-11:16:21 --- epoch 488 ----------------------------------------
20240908-11:16:21 current_test_accuracies 0.9317 0.9425 0.9369 0.8903 0.9298 0.9300 0.9345 0.9319 0.9407 0.9314
20240908-11:16:21 time_train=89619 time_c_quizzes=0
20240908-11:16:21 no_c_quiz
20240908-11:16:21 training model 3 (accuracy 0.8902742862701416)
20240908-11:16:21 training model 4 (accuracy 0.9298029541969299)
20240908-11:18:26 train_loss 488 model 4 0.012097870293207962
20240908-11:18:26 train_loss 488 model 3 0.011895532161928714
20240908-11:18:28 test_loss 488 model 4 0.009889537076560373
20240908-11:18:28 test_loss 488 model 3 0.009548826122958686
20240908-11:19:01 test_accuracy 488 model 3 nb_correct 737 / 809 (91.10%)
20240908-11:19:03 test_accuracy 488 model 4 nb_correct 738 / 793 (93.06%)
20240908-11:19:04 wrote ae_000.pth
20240908-11:19:04 wrote ae_001.pth
20240908-11:19:05 wrote ae_002.pth
20240908-11:19:06 wrote ae_003.pth
20240908-11:19:06 wrote ae_004.pth
20240908-11:19:07 wrote ae_005.pth
20240908-11:19:08 wrote ae_006.pth
20240908-11:19:08 wrote ae_007.pth
20240908-11:19:09 wrote ae_008.pth
20240908-11:19:10 wrote ae_009.pth
20240908-11:19:10 epoch_duration 2min48s next_finish 11:21:58
20240908-11:19:10 wrote state.pth
20240908-11:19:10 --- epoch 489 ----------------------------------------
20240908-11:19:10 current_test_accuracies 0.9317 0.9425 0.9369 0.9110 0.9306 0.9300 0.9345 0.9319 0.9407 0.9314
20240908-11:19:10 time_train=89780 time_c_quizzes=0
20240908-11:19:10 no_c_quiz
20240908-11:19:10 training model 3 (accuracy 0.9110012650489807)
20240908-11:19:10 training model 5 (accuracy 0.9299754500389099)
20240908-11:21:15 train_loss 489 model 3 0.01077040620144544
20240908-11:21:15 train_loss 489 model 5 0.012339423100180283
20240908-11:21:16 test_loss 489 model 3 0.010910667920114747
20240908-11:21:16 test_loss 489 model 5 0.008220175934184226
20240908-11:21:50 test_accuracy 489 model 3 nb_correct 715 / 800 (89.38%)
20240908-11:21:55 test_accuracy 489 model 5 nb_correct 732 / 799 (91.61%)
20240908-11:21:55 wrote ae_000.pth
20240908-11:21:56 wrote ae_001.pth
20240908-11:21:57 wrote ae_002.pth
20240908-11:21:58 wrote ae_003.pth
20240908-11:21:58 wrote ae_004.pth
20240908-11:21:59 wrote ae_005.pth
20240908-11:22:00 wrote ae_006.pth
20240908-11:22:00 wrote ae_007.pth
20240908-11:22:01 wrote ae_008.pth
20240908-11:22:02 wrote ae_009.pth
20240908-11:22:02 epoch_duration 2min51s next_finish 11:24:53
20240908-11:22:02 wrote state.pth
20240908-11:22:02 --- epoch 490 ----------------------------------------
20240908-11:22:02 current_test_accuracies 0.9317 0.9425 0.9369 0.8938 0.9306 0.9161 0.9345 0.9319 0.9407 0.9314
20240908-11:22:02 time_train=89944 time_c_quizzes=0
20240908-11:22:02 no_c_quiz
20240908-11:22:02 training model 3 (accuracy 0.893750011920929)
20240908-11:22:02 training model 5 (accuracy 0.9161452054977417)
20240908-11:24:06 train_loss 490 model 3 0.01150422661443099
20240908-11:24:06 train_loss 490 model 5 0.012889296645571448
20240908-11:24:08 test_loss 490 model 3 0.009516028837526846
20240908-11:24:08 test_loss 490 model 5 0.00855732044224169
20240908-11:24:45 test_accuracy 490 model 3 nb_correct 747 / 800 (93.38%)
20240908-11:24:46 test_accuracy 490 model 5 nb_correct 684 / 777 (88.03%)
20240908-11:24:47 wrote ae_000.pth
20240908-11:24:48 wrote ae_001.pth
20240908-11:24:48 wrote ae_002.pth
20240908-11:24:49 wrote ae_003.pth
20240908-11:24:50 wrote ae_004.pth
20240908-11:24:50 wrote ae_005.pth
20240908-11:24:51 wrote ae_006.pth
20240908-11:24:52 wrote ae_007.pth
20240908-11:24:53 wrote ae_008.pth
20240908-11:24:53 wrote ae_009.pth
20240908-11:24:53 epoch_duration 2min51s next_finish 11:27:45
20240908-11:24:53 wrote state.pth
20240908-11:24:53 --- epoch 491 ----------------------------------------
20240908-11:24:53 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9306 0.8803 0.9345 0.9319 0.9407 0.9314
20240908-11:24:53 time_train=90108 time_c_quizzes=0
20240908-11:24:53 no_c_quiz
20240908-11:24:53 training model 5 (accuracy 0.8803088665008545)
20240908-11:24:53 training model 4 (accuracy 0.9306431412696838)
20240908-11:26:58 train_loss 491 model 4 0.011908370565393853
20240908-11:26:58 train_loss 491 model 5 0.012524122151851771
20240908-11:27:00 test_loss 491 model 4 0.01092492831958225
20240908-11:27:00 test_loss 491 model 5 0.012415666662855073
20240908-11:27:41 test_accuracy 491 model 5 nb_correct 691 / 766 (90.21%)
20240908-11:27:42 test_accuracy 491 model 4 nb_correct 726 / 797 (91.09%)
20240908-11:27:43 wrote ae_000.pth
20240908-11:27:44 wrote ae_001.pth
20240908-11:27:45 wrote ae_002.pth
20240908-11:27:46 wrote ae_003.pth
20240908-11:27:46 wrote ae_004.pth
20240908-11:27:47 wrote ae_005.pth
20240908-11:27:48 wrote ae_006.pth
20240908-11:27:48 wrote ae_007.pth
20240908-11:27:49 wrote ae_008.pth
20240908-11:27:50 wrote ae_009.pth
20240908-11:27:50 epoch_duration 2min56s next_finish 11:30:46
20240908-11:27:50 wrote state.pth
20240908-11:27:50 --- epoch 492 ----------------------------------------
20240908-11:27:50 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9109 0.9021 0.9345 0.9319 0.9407 0.9314
20240908-11:27:50 time_train=90276 time_c_quizzes=0
20240908-11:27:50 no_c_quiz
20240908-11:27:50 training model 5 (accuracy 0.9020887613296509)
20240908-11:27:50 training model 4 (accuracy 0.9109159111976624)
20240908-11:29:54 train_loss 492 model 5 0.013100475792365614
20240908-11:29:55 train_loss 492 model 4 0.01182636350552275
20240908-11:29:56 test_loss 492 model 5 0.0076628979791166785
20240908-11:29:56 test_loss 492 model 4 0.005948887118904622
20240908-11:30:30 test_accuracy 492 model 4 nb_correct 732 / 809 (90.48%)
20240908-11:30:32 test_accuracy 492 model 5 nb_correct 708 / 787 (89.96%)
20240908-11:30:33 wrote ae_000.pth
20240908-11:30:34 wrote ae_001.pth
20240908-11:30:34 wrote ae_002.pth
20240908-11:30:35 wrote ae_003.pth
20240908-11:30:36 wrote ae_004.pth
20240908-11:30:37 wrote ae_005.pth
20240908-11:30:37 wrote ae_006.pth
20240908-11:30:38 wrote ae_007.pth
20240908-11:30:39 wrote ae_008.pth
20240908-11:30:39 wrote ae_009.pth
20240908-11:30:39 epoch_duration 2min49s next_finish 11:33:29
20240908-11:30:39 wrote state.pth
20240908-11:30:39 --- epoch 493 ----------------------------------------
20240908-11:30:39 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9048 0.8996 0.9345 0.9319 0.9407 0.9314
20240908-11:30:39 time_train=90438 time_c_quizzes=0
20240908-11:30:39 no_c_quiz
20240908-11:30:39 training model 5 (accuracy 0.8996188044548035)
20240908-11:30:39 training model 4 (accuracy 0.9048207402229309)
20240908-11:32:44 train_loss 493 model 4 0.012286908735910401
20240908-11:32:44 train_loss 493 model 5 0.013079399283858947
20240908-11:32:46 test_loss 493 model 4 0.009668604022880344
20240908-11:32:46 test_loss 493 model 5 0.008240973175225009
20240908-11:33:23 test_accuracy 493 model 5 nb_correct 720 / 791 (91.02%)
20240908-11:33:25 test_accuracy 493 model 4 nb_correct 714 / 791 (90.27%)
20240908-11:33:25 wrote ae_000.pth
20240908-11:33:26 wrote ae_001.pth
20240908-11:33:27 wrote ae_002.pth
20240908-11:33:27 wrote ae_003.pth
20240908-11:33:28 wrote ae_004.pth
20240908-11:33:29 wrote ae_005.pth
20240908-11:33:29 wrote ae_006.pth
20240908-11:33:30 wrote ae_007.pth
20240908-11:33:31 wrote ae_008.pth
20240908-11:33:32 wrote ae_009.pth
20240908-11:33:32 epoch_duration 2min52s next_finish 11:36:24
20240908-11:33:32 wrote state.pth
20240908-11:33:32 --- epoch 494 ----------------------------------------
20240908-11:33:32 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9027 0.9102 0.9345 0.9319 0.9407 0.9314
20240908-11:33:32 time_train=90603 time_c_quizzes=0
20240908-11:33:32 no_c_quiz
20240908-11:33:32 training model 4 (accuracy 0.9026548862457275)
20240908-11:33:32 training model 5 (accuracy 0.9102401733398438)
20240908-11:35:37 train_loss 494 model 5 0.01255877495517052
20240908-11:35:37 train_loss 494 model 4 0.011643002417375101
20240908-11:35:38 test_loss 494 model 5 0.00991541813400545
20240908-11:35:38 test_loss 494 model 4 0.008872331480347384
20240908-11:36:17 test_accuracy 494 model 4 nb_correct 705 / 786 (89.69%)
20240908-11:36:19 test_accuracy 494 model 5 nb_correct 728 / 804 (90.55%)
20240908-11:36:20 wrote ae_000.pth
20240908-11:36:21 wrote ae_001.pth
20240908-11:36:21 wrote ae_002.pth
20240908-11:36:22 wrote ae_003.pth
20240908-11:36:23 wrote ae_004.pth
20240908-11:36:23 wrote ae_005.pth
20240908-11:36:24 wrote ae_006.pth
20240908-11:36:25 wrote ae_007.pth
20240908-11:36:25 wrote ae_008.pth
20240908-11:36:26 wrote ae_009.pth
20240908-11:36:26 epoch_duration 2min54s next_finish 11:39:21
20240908-11:36:26 wrote state.pth
20240908-11:36:26 --- epoch 495 ----------------------------------------
20240908-11:36:26 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.8969 0.9055 0.9345 0.9319 0.9407 0.9314
20240908-11:36:26 time_train=90770 time_c_quizzes=0
20240908-11:36:26 no_c_quiz
20240908-11:36:26 training model 4 (accuracy 0.8969465494155884)
20240908-11:36:26 training model 5 (accuracy 0.9054726362228394)
20240908-11:38:31 train_loss 495 model 4 0.011908231628458452
20240908-11:38:31 train_loss 495 model 5 0.013031715130251541
20240908-11:38:33 test_loss 495 model 4 0.009297260508174077
20240908-11:38:33 test_loss 495 model 5 0.00721412309563334
20240908-11:39:09 test_accuracy 495 model 4 nb_correct 713 / 769 (92.72%)
20240908-11:39:11 test_accuracy 495 model 5 nb_correct 736 / 804 (91.54%)
20240908-11:39:11 wrote ae_000.pth
20240908-11:39:12 wrote ae_001.pth
20240908-11:39:13 wrote ae_002.pth
20240908-11:39:13 wrote ae_003.pth
20240908-11:39:14 wrote ae_004.pth
20240908-11:39:15 wrote ae_005.pth
20240908-11:39:15 wrote ae_006.pth
20240908-11:39:16 wrote ae_007.pth
20240908-11:39:17 wrote ae_008.pth
20240908-11:39:17 wrote ae_009.pth
20240908-11:39:17 epoch_duration 2min51s next_finish 11:42:09
20240908-11:39:17 wrote state.pth
20240908-11:39:17 --- epoch 496 ----------------------------------------
20240908-11:39:17 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9272 0.9154 0.9345 0.9319 0.9407 0.9314
20240908-11:39:17 time_train=90934 time_c_quizzes=0
20240908-11:39:17 no_c_quiz
20240908-11:39:17 training model 5 (accuracy 0.9154228568077087)
20240908-11:39:17 training model 4 (accuracy 0.927178144454956)
20240908-11:41:22 train_loss 496 model 5 0.012761419089292758
20240908-11:41:22 train_loss 496 model 4 0.011828289639950525
20240908-11:41:24 test_loss 496 model 5 0.01042567025660901
20240908-11:41:24 test_loss 496 model 4 0.012537896494541201
20240908-11:42:04 test_accuracy 496 model 4 nb_correct 750 / 798 (93.98%)
20240908-11:42:06 test_accuracy 496 model 5 nb_correct 723 / 794 (91.06%)
20240908-11:42:06 wrote ae_000.pth
20240908-11:42:07 wrote ae_001.pth
20240908-11:42:08 wrote ae_002.pth
20240908-11:42:08 wrote ae_003.pth
20240908-11:42:09 wrote ae_004.pth
20240908-11:42:10 wrote ae_005.pth
20240908-11:42:10 wrote ae_006.pth
20240908-11:42:11 wrote ae_007.pth
20240908-11:42:12 wrote ae_008.pth
20240908-11:42:12 wrote ae_009.pth
20240908-11:42:12 epoch_duration 2min55s next_finish 11:45:08
20240908-11:42:12 wrote state.pth
20240908-11:42:12 --- epoch 497 ----------------------------------------
20240908-11:42:12 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9398 0.9106 0.9345 0.9319 0.9407 0.9314
20240908-11:42:12 time_train=91102 time_c_quizzes=0
20240908-11:42:12 no_c_quiz
20240908-11:42:12 training model 5 (accuracy 0.9105793237686157)
20240908-11:42:12 training model 9 (accuracy 0.9313849806785583)
20240908-11:44:17 train_loss 497 model 5 0.01338442882119125
20240908-11:44:17 train_loss 497 model 9 0.012583730542781267
20240908-11:44:19 test_loss 497 model 5 0.008747305049109855
20240908-11:44:19 test_loss 497 model 9 0.007624321112598409
20240908-11:44:56 test_accuracy 497 model 9 nb_correct 720 / 803 (89.66%)
20240908-11:44:56 test_accuracy 497 model 5 nb_correct 717 / 770 (93.12%)
20240908-11:44:57 wrote ae_000.pth
20240908-11:44:58 wrote ae_001.pth
20240908-11:44:59 wrote ae_002.pth
20240908-11:44:59 wrote ae_003.pth
20240908-11:45:00 wrote ae_004.pth
20240908-11:45:01 wrote ae_005.pth
20240908-11:45:01 wrote ae_006.pth
20240908-11:45:02 wrote ae_007.pth
20240908-11:45:03 wrote ae_008.pth
20240908-11:45:03 wrote ae_009.pth
20240908-11:45:03 epoch_duration 2min50s next_finish 11:47:54
20240908-11:45:03 wrote state.pth
20240908-11:45:03 --- epoch 498 ----------------------------------------
20240908-11:45:03 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9398 0.9312 0.9345 0.9319 0.9407 0.8966
20240908-11:45:03 time_train=91265 time_c_quizzes=0
20240908-11:45:03 no_c_quiz
20240908-11:45:03 training model 9 (accuracy 0.8966376185417175)
20240908-11:45:03 training model 5 (accuracy 0.9311688542366028)
20240908-11:47:08 train_loss 498 model 9 0.012479440643452107
20240908-11:47:08 train_loss 498 model 5 0.012876645047421335
20240908-11:47:10 test_loss 498 model 9 0.010049027447496427
20240908-11:47:10 test_loss 498 model 5 0.012058409306365547
20240908-11:47:51 test_accuracy 498 model 5 nb_correct 745 / 816 (91.30%)
20240908-11:47:53 test_accuracy 498 model 9 nb_correct 711 / 766 (92.82%)
20240908-11:47:54 wrote ae_000.pth
20240908-11:47:55 wrote ae_001.pth
20240908-11:47:56 wrote ae_002.pth
20240908-11:47:57 wrote ae_003.pth
20240908-11:47:57 wrote ae_004.pth
20240908-11:47:58 wrote ae_005.pth
20240908-11:47:59 wrote ae_006.pth
20240908-11:48:00 wrote ae_007.pth
20240908-11:48:00 wrote ae_008.pth
20240908-11:48:01 wrote ae_009.pth
20240908-11:48:01 epoch_duration 2min57s next_finish 11:50:59
20240908-11:48:01 wrote state.pth
20240908-11:48:01 --- epoch 499 ----------------------------------------
20240908-11:48:01 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9398 0.9130 0.9345 0.9319 0.9407 0.9282
20240908-11:48:01 time_train=91435 time_c_quizzes=0
20240908-11:48:01 no_c_quiz
20240908-11:48:01 training model 5 (accuracy 0.9129902124404907)
20240908-11:48:01 training model 9 (accuracy 0.9281984567642212)
20240908-11:50:06 train_loss 499 model 9 0.01223660910288163
20240908-11:50:06 train_loss 499 model 5 0.012874753248819615
20240908-11:50:07 test_loss 499 model 9 0.011419230090541532
20240908-11:50:07 test_loss 499 model 5 0.009773932532698381
20240908-11:50:47 test_accuracy 499 model 5 nb_correct 756 / 817 (92.53%)
20240908-11:50:53 test_accuracy 499 model 9 nb_correct 724 / 802 (90.27%)
20240908-11:50:53 wrote ae_000.pth
20240908-11:50:54 wrote ae_001.pth
20240908-11:50:55 wrote ae_002.pth
20240908-11:50:56 wrote ae_003.pth
20240908-11:50:56 wrote ae_004.pth
20240908-11:50:57 wrote ae_005.pth
20240908-11:50:58 wrote ae_006.pth
20240908-11:50:58 wrote ae_007.pth
20240908-11:50:59 wrote ae_008.pth
20240908-11:51:00 wrote ae_009.pth
20240908-11:51:00 epoch_duration 2min58s next_finish 11:53:58
20240908-11:51:00 wrote state.pth
20240908-11:51:00 --- epoch 500 ----------------------------------------
20240908-11:51:00 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9398 0.9253 0.9345 0.9319 0.9407 0.9027
20240908-11:51:00 time_train=91606 time_c_quizzes=0
20240908-11:51:00 no_c_quiz
20240908-11:51:00 training model 9 (accuracy 0.9027431607246399)
20240908-11:51:00 training model 5 (accuracy 0.9253365993499756)
20240908-11:53:04 train_loss 500 model 9 0.012958882881692262
20240908-11:53:05 train_loss 500 model 5 0.012184154798385862
20240908-11:53:06 test_loss 500 model 9 0.009074786991095606
20240908-11:53:06 test_loss 500 model 5 0.009827457159917685
20240908-11:53:44 test_accuracy 500 model 9 nb_correct 750 / 795 (94.34%)
20240908-11:53:44 test_accuracy 500 model 5 nb_correct 760 / 800 (95.00%)
20240908-11:53:45 wrote ae_000.pth
20240908-11:53:46 wrote ae_001.pth
20240908-11:53:47 wrote ae_002.pth
20240908-11:53:47 wrote ae_003.pth
20240908-11:53:48 wrote ae_004.pth
20240908-11:53:49 wrote ae_005.pth
20240908-11:53:49 wrote ae_006.pth
20240908-11:53:50 wrote ae_007.pth
20240908-11:53:51 wrote ae_008.pth
20240908-11:53:51 wrote ae_009.pth
20240908-11:53:51 epoch_duration 2min51s next_finish 11:56:43
20240908-11:53:51 wrote state.pth
20240908-11:53:51 --- epoch 501 ----------------------------------------
20240908-11:53:51 current_test_accuracies 0.9317 0.9425 0.9369 0.9337 0.9398 0.9500 0.9345 0.9319 0.9407 0.9434
20240908-11:53:51 time_train=91770 time_c_quizzes=0
20240908-11:53:51 no_c_quiz
20240908-11:53:51 training model 0 (accuracy 0.9317319989204407)
20240908-11:53:51 training model 7 (accuracy 0.9319307208061218)
20240908-11:55:56 train_loss 501 model 7 0.012750840745786264
20240908-11:55:56 train_loss 501 model 0 0.013223162598107591
20240908-11:55:58 test_loss 501 model 7 0.007343734391270118
20240908-11:55:58 test_loss 501 model 0 0.006571932123915758
20240908-11:56:38 test_accuracy 501 model 7 nb_correct 716 / 780 (91.79%)
20240908-11:56:39 test_accuracy 501 model 0 nb_correct 756 / 799 (94.62%)
20240908-11:56:39 wrote ae_000.pth
20240908-11:56:40 wrote ae_001.pth
20240908-11:56:41 wrote ae_002.pth
20240908-11:56:41 wrote ae_003.pth
20240908-11:56:42 wrote ae_004.pth
20240908-11:56:43 wrote ae_005.pth
20240908-11:56:43 wrote ae_006.pth
20240908-11:56:44 wrote ae_007.pth
20240908-11:56:45 wrote ae_008.pth
20240908-11:56:45 wrote ae_009.pth
20240908-11:56:45 epoch_duration 2min54s next_finish 11:59:40
20240908-11:56:45 wrote state.pth
20240908-11:56:45 --- epoch 502 ----------------------------------------
20240908-11:56:45 current_test_accuracies 0.9462 0.9425 0.9369 0.9337 0.9398 0.9500 0.9345 0.9179 0.9407 0.9434
20240908-11:56:45 time_train=91937 time_c_quizzes=0
20240908-11:56:45 no_c_quiz
20240908-11:56:45 training model 7 (accuracy 0.9179487228393555)
20240908-11:56:45 training model 3 (accuracy 0.9337499737739563)
20240908-11:58:50 train_loss 502 model 3 0.010967127084717504
20240908-11:58:50 train_loss 502 model 7 0.012826815143489512
20240908-11:58:52 test_loss 502 model 3 0.006363566391448217
20240908-11:58:52 test_loss 502 model 7 0.009827932933330886
20240908-11:59:30 test_accuracy 502 model 3 nb_correct 708 / 779 (90.89%)
20240908-11:59:31 test_accuracy 502 model 7 nb_correct 752 / 801 (93.88%)
20240908-11:59:32 wrote ae_000.pth
20240908-11:59:32 wrote ae_001.pth
20240908-11:59:33 wrote ae_002.pth
20240908-11:59:34 wrote ae_003.pth
20240908-11:59:34 wrote ae_004.pth
20240908-11:59:35 wrote ae_005.pth
20240908-11:59:36 wrote ae_006.pth
20240908-11:59:36 wrote ae_007.pth
20240908-11:59:37 wrote ae_008.pth
20240908-11:59:38 wrote ae_009.pth
20240908-11:59:38 epoch_duration 2min52s next_finish 12:02:30
20240908-11:59:38 wrote state.pth
20240908-11:59:38 --- epoch 503 ----------------------------------------
20240908-11:59:38 current_test_accuracies 0.9462 0.9425 0.9369 0.9089 0.9398 0.9500 0.9345 0.9388 0.9407 0.9434
20240908-11:59:38 time_train=92102 time_c_quizzes=0
20240908-11:59:38 no_c_quiz
20240908-11:59:38 training model 3 (accuracy 0.908857524394989)
20240908-11:59:38 training model 6 (accuracy 0.9344660043716431)
20240908-12:01:42 train_loss 503 model 3 0.011341565187518428
20240908-12:01:42 train_loss 503 model 6 0.011892011680611176
20240908-12:01:44 test_loss 503 model 3 0.008868805199472262
20240908-12:01:44 test_loss 503 model 6 0.008703639713212396
20240908-12:02:17 test_accuracy 503 model 3 nb_correct 722 / 782 (92.33%)
20240908-12:02:20 test_accuracy 503 model 6 nb_correct 744 / 802 (92.77%)
20240908-12:02:21 wrote ae_000.pth
20240908-12:02:22 wrote ae_001.pth
20240908-12:02:22 wrote ae_002.pth
20240908-12:02:23 wrote ae_003.pth
20240908-12:02:24 wrote ae_004.pth
20240908-12:02:24 wrote ae_005.pth
20240908-12:02:25 wrote ae_006.pth
20240908-12:02:26 wrote ae_007.pth
20240908-12:02:26 wrote ae_008.pth
20240908-12:02:27 wrote ae_009.pth
20240908-12:02:27 epoch_duration 2min49s next_finish 12:05:16
20240908-12:02:27 wrote state.pth
20240908-12:02:27 --- epoch 504 ----------------------------------------
20240908-12:02:27 current_test_accuracies 0.9462 0.9425 0.9369 0.9233 0.9398 0.9500 0.9277 0.9388 0.9407 0.9434
20240908-12:02:27 time_train=92264 time_c_quizzes=0
20240908-12:02:27 no_c_quiz
20240908-12:02:27 training model 3 (accuracy 0.9232736825942993)
20240908-12:02:27 training model 6 (accuracy 0.9276807904243469)
20240908-12:04:32 train_loss 504 model 6 0.012213772358682035
20240908-12:04:32 train_loss 504 model 3 0.011653288379646255
20240908-12:04:33 test_loss 504 model 6 0.010117815681633146
20240908-12:04:33 test_loss 504 model 3 0.006676210554815043
20240908-12:05:08 test_accuracy 504 model 3 nb_correct 748 / 807 (92.69%)
20240908-12:05:18 test_accuracy 504 model 6 nb_correct 676 / 771 (87.68%)
20240908-12:05:19 wrote ae_000.pth
20240908-12:05:20 wrote ae_001.pth
20240908-12:05:20 wrote ae_002.pth
20240908-12:05:21 wrote ae_003.pth
20240908-12:05:22 wrote ae_004.pth
20240908-12:05:22 wrote ae_005.pth
20240908-12:05:23 wrote ae_006.pth
20240908-12:05:24 wrote ae_007.pth
20240908-12:05:24 wrote ae_008.pth
20240908-12:05:25 wrote ae_009.pth
20240908-12:05:25 epoch_duration 2min58s next_finish 12:08:23
20240908-12:05:25 wrote state.pth
20240908-12:05:25 --- epoch 505 ----------------------------------------
20240908-12:05:25 current_test_accuracies 0.9462 0.9425 0.9369 0.9269 0.9398 0.9500 0.8768 0.9388 0.9407 0.9434
20240908-12:05:25 time_train=92435 time_c_quizzes=0
20240908-12:05:25 no_c_quiz
20240908-12:05:25 training model 6 (accuracy 0.8767833709716797)
20240908-12:05:25 training model 3 (accuracy 0.9268897175788879)
20240908-12:07:30 train_loss 505 model 6 0.01212440309831436
20240908-12:07:30 train_loss 505 model 3 0.011377254254488435
20240908-12:07:32 test_loss 505 model 6 0.01253610925959947
20240908-12:07:32 test_loss 505 model 3 0.006510079179514605
20240908-12:08:06 test_accuracy 505 model 3 nb_correct 731 / 789 (92.65%)
20240908-12:08:07 test_accuracy 505 model 6 nb_correct 742 / 810 (91.60%)
20240908-12:08:08 wrote ae_000.pth
20240908-12:08:09 wrote ae_001.pth
20240908-12:08:09 wrote ae_002.pth
20240908-12:08:10 wrote ae_003.pth
20240908-12:08:11 wrote ae_004.pth
20240908-12:08:11 wrote ae_005.pth
20240908-12:08:12 wrote ae_006.pth
20240908-12:08:13 wrote ae_007.pth
20240908-12:08:13 wrote ae_008.pth
20240908-12:08:14 wrote ae_009.pth
20240908-12:08:14 epoch_duration 2min49s next_finish 12:11:03
20240908-12:08:14 wrote state.pth
20240908-12:08:14 --- epoch 506 ----------------------------------------
20240908-12:08:14 current_test_accuracies 0.9462 0.9425 0.9369 0.9265 0.9398 0.9500 0.9160 0.9388 0.9407 0.9434
20240908-12:08:14 time_train=92597 time_c_quizzes=0
20240908-12:08:14 no_c_quiz
20240908-12:08:14 training model 6 (accuracy 0.9160493612289429)
20240908-12:08:14 training model 3 (accuracy 0.9264892339706421)
20240908-12:10:19 train_loss 506 model 3 0.010800555980624267
20240908-12:10:19 train_loss 506 model 6 0.012342770474329882
20240908-12:10:20 test_loss 506 model 3 0.010176111443075796
20240908-12:10:20 test_loss 506 model 6 0.00797166125048534
20240908-12:10:59 test_accuracy 506 model 3 nb_correct 744 / 796 (93.47%)
20240908-12:11:00 test_accuracy 506 model 6 nb_correct 735 / 793 (92.69%)
20240908-12:11:01 wrote ae_000.pth
20240908-12:11:02 wrote ae_001.pth
20240908-12:11:03 wrote ae_002.pth
20240908-12:11:03 wrote ae_003.pth
20240908-12:11:04 wrote ae_004.pth
20240908-12:11:05 wrote ae_005.pth
20240908-12:11:06 wrote ae_006.pth
20240908-12:11:06 wrote ae_007.pth
20240908-12:11:07 wrote ae_008.pth
20240908-12:11:08 wrote ae_009.pth
20240908-12:11:08 epoch_duration 2min53s next_finish 12:14:01
20240908-12:11:08 wrote state.pth
20240908-12:11:08 --- epoch 507 ----------------------------------------
20240908-12:11:08 current_test_accuracies 0.9462 0.9425 0.9369 0.9347 0.9398 0.9500 0.9269 0.9388 0.9407 0.9434
20240908-12:11:08 time_train=92763 time_c_quizzes=0
20240908-12:11:08 no_c_quiz
20240908-12:11:08 training model 6 (accuracy 0.9268600344657898)
20240908-12:11:08 training model 3 (accuracy 0.9346733689308167)
20240908-12:13:13 train_loss 507 model 6 0.012196458086276835
20240908-12:13:13 train_loss 507 model 3 0.011411988094296248
20240908-12:13:14 test_loss 507 model 6 0.01174270154056103
20240908-12:13:14 test_loss 507 model 3 0.01065857240719197
20240908-12:13:48 test_accuracy 507 model 3 nb_correct 750 / 797 (94.10%)
20240908-12:13:59 test_accuracy 507 model 6 nb_correct 746 / 807 (92.44%)
20240908-12:13:59 wrote ae_000.pth
20240908-12:14:00 wrote ae_001.pth
20240908-12:14:01 wrote ae_002.pth
20240908-12:14:01 wrote ae_003.pth
20240908-12:14:02 wrote ae_004.pth
20240908-12:14:03 wrote ae_005.pth
20240908-12:14:04 wrote ae_006.pth
20240908-12:14:05 wrote ae_007.pth
20240908-12:14:05 wrote ae_008.pth
20240908-12:14:06 wrote ae_009.pth
20240908-12:14:06 epoch_duration 2min58s next_finish 12:17:05
20240908-12:14:06 wrote state.pth
20240908-12:14:06 --- epoch 508 ----------------------------------------
20240908-12:14:06 current_test_accuracies 0.9462 0.9425 0.9369 0.9410 0.9398 0.9500 0.9244 0.9388 0.9407 0.9434
20240908-12:14:06 time_train=92933 time_c_quizzes=0
20240908-12:14:06 no_c_quiz
20240908-12:14:06 training model 6 (accuracy 0.924411416053772)
20240908-12:14:06 training model 2 (accuracy 0.936948299407959)
20240908-12:16:11 train_loss 508 model 6 0.01161234167206203
20240908-12:16:11 train_loss 508 model 2 0.012413247953772952
20240908-12:16:13 test_loss 508 model 6 0.008754345107900009
20240908-12:16:13 test_loss 508 model 2 0.009690564066113438
20240908-12:16:49 test_accuracy 508 model 2 nb_correct 732 / 801 (91.39%)
20240908-12:16:53 test_accuracy 508 model 6 nb_correct 738 / 810 (91.11%)
20240908-12:16:54 wrote ae_000.pth
20240908-12:16:55 wrote ae_001.pth
20240908-12:16:56 wrote ae_002.pth
20240908-12:16:57 wrote ae_003.pth
20240908-12:16:58 wrote ae_004.pth
20240908-12:16:58 wrote ae_005.pth
20240908-12:16:59 wrote ae_006.pth
20240908-12:17:00 wrote ae_007.pth
20240908-12:17:01 wrote ae_008.pth
20240908-12:17:02 wrote ae_009.pth
20240908-12:17:02 epoch_duration 2min55s next_finish 12:19:57
20240908-12:17:02 wrote state.pth
20240908-12:17:02 --- epoch 509 ----------------------------------------
20240908-12:17:02 current_test_accuracies 0.9462 0.9425 0.9139 0.9410 0.9398 0.9500 0.9111 0.9388 0.9407 0.9434
20240908-12:17:02 time_train=93100 time_c_quizzes=0
20240908-12:17:02 no_c_quiz
20240908-12:17:02 training model 6 (accuracy 0.9111111164093018)
20240908-12:17:02 training model 2 (accuracy 0.9138576984405518)
20240908-12:19:06 train_loss 509 model 2 0.013277118536781927
20240908-12:19:06 train_loss 509 model 6 0.011830532575000689
20240908-12:19:08 test_loss 509 model 2 0.00979303734120549
20240908-12:19:08 test_loss 509 model 6 0.011358139841971138
20240908-12:19:47 test_accuracy 509 model 2 nb_correct 744 / 803 (92.65%)
20240908-12:19:49 test_accuracy 509 model 6 nb_correct 748 / 797 (93.85%)
20240908-12:19:50 wrote ae_000.pth
20240908-12:19:51 wrote ae_001.pth
20240908-12:19:52 wrote ae_002.pth
20240908-12:19:53 wrote ae_003.pth
20240908-12:19:53 wrote ae_004.pth
20240908-12:19:54 wrote ae_005.pth
20240908-12:19:55 wrote ae_006.pth
20240908-12:19:56 wrote ae_007.pth
20240908-12:19:57 wrote ae_008.pth
20240908-12:19:58 wrote ae_009.pth
20240908-12:19:58 epoch_duration 2min55s next_finish 12:22:53
20240908-12:19:58 wrote state.pth
20240908-12:19:58 --- epoch 510 ----------------------------------------
20240908-12:19:58 current_test_accuracies 0.9462 0.9425 0.9265 0.9410 0.9398 0.9500 0.9385 0.9388 0.9407 0.9434
20240908-12:19:58 time_train=93267 time_c_quizzes=0
20240908-12:19:58 no_c_quiz
20240908-12:19:58 training model 2 (accuracy 0.9265255331993103)
20240908-12:19:58 training model 6 (accuracy 0.9385194182395935)
20240908-12:22:03 train_loss 510 model 2 0.012548510868200538
20240908-12:22:03 train_loss 510 model 6 0.011728204290262511
20240908-12:22:05 test_loss 510 model 2 0.007909224939066917
20240908-12:22:05 test_loss 510 model 6 0.007813805478508584
20240908-12:22:44 test_accuracy 510 model 2 nb_correct 724 / 801 (90.39%)
20240908-12:22:46 test_accuracy 510 model 6 nb_correct 731 / 779 (93.84%)
20240908-12:22:47 wrote ae_000.pth
20240908-12:22:48 wrote ae_001.pth
20240908-12:22:49 wrote ae_002.pth
20240908-12:22:49 wrote ae_003.pth
20240908-12:22:50 wrote ae_004.pth
20240908-12:22:51 wrote ae_005.pth
20240908-12:22:51 wrote ae_006.pth
20240908-12:22:52 wrote ae_007.pth
20240908-12:22:53 wrote ae_008.pth
20240908-12:22:53 wrote ae_009.pth
20240908-12:22:53 epoch_duration 2min55s next_finish 12:25:49
20240908-12:22:53 wrote state.pth
20240908-12:22:53 --- epoch 511 ----------------------------------------
20240908-12:22:53 current_test_accuracies 0.9462 0.9425 0.9039 0.9410 0.9398 0.9500 0.9384 0.9388 0.9407 0.9434
20240908-12:22:53 time_train=93435 time_c_quizzes=0
20240908-12:22:53 no_c_quiz
20240908-12:22:53 training model 2 (accuracy 0.903870165348053)
20240908-12:22:53 training model 6 (accuracy 0.9383825659751892)
20240908-12:24:58 train_loss 511 model 6 0.01236621353425653
20240908-12:24:58 train_loss 511 model 2 0.013127982910365972
20240908-12:25:00 test_loss 511 model 6 0.009944603166923116
20240908-12:25:00 test_loss 511 model 2 0.009894609450833513
20240908-12:25:40 test_accuracy 511 model 2 nb_correct 751 / 800 (93.88%)
20240908-12:25:41 test_accuracy 511 model 6 nb_correct 776 / 820 (94.63%)
20240908-12:25:42 wrote ae_000.pth
20240908-12:25:43 wrote ae_001.pth
20240908-12:25:43 wrote ae_002.pth
20240908-12:25:44 wrote ae_003.pth
20240908-12:25:44 wrote ae_004.pth
20240908-12:25:45 wrote ae_005.pth
20240908-12:25:46 wrote ae_006.pth
20240908-12:25:47 wrote ae_007.pth
20240908-12:25:47 wrote ae_008.pth
20240908-12:25:48 wrote ae_009.pth
20240908-12:25:48 epoch_duration 2min54s next_finish 12:28:42
20240908-12:25:48 wrote state.pth
20240908-12:25:48 --- epoch 512 ----------------------------------------
20240908-12:25:48 current_test_accuracies 0.9462 0.9425 0.9388 0.9410 0.9398 0.9500 0.9463 0.9388 0.9407 0.9434
20240908-12:25:48 time_train=93602 time_c_quizzes=0
20240908-12:25:48 no_c_quiz
20240908-12:25:48 training model 2 (accuracy 0.9387500286102295)
20240908-12:25:48 training model 7 (accuracy 0.9388264417648315)
20240908-12:27:53 train_loss 512 model 7 0.01182706399502058
20240908-12:27:53 train_loss 512 model 2 0.01195571805626969
20240908-12:27:55 test_loss 512 model 7 0.008665951221951218
20240908-12:27:55 test_loss 512 model 2 0.009493801418398107
20240908-12:28:32 test_accuracy 512 model 2 nb_correct 734 / 797 (92.10%)
20240908-12:28:36 test_accuracy 512 model 7 nb_correct 719 / 779 (92.30%)
20240908-12:28:37 wrote ae_000.pth
20240908-12:28:37 wrote ae_001.pth
20240908-12:28:38 wrote ae_002.pth
20240908-12:28:39 wrote ae_003.pth
20240908-12:28:39 wrote ae_004.pth
20240908-12:28:40 wrote ae_005.pth
20240908-12:28:41 wrote ae_006.pth
20240908-12:28:42 wrote ae_007.pth
20240908-12:28:42 wrote ae_008.pth
20240908-12:28:43 wrote ae_009.pth
20240908-12:28:43 epoch_duration 2min55s next_finish 12:31:38
20240908-12:28:43 wrote state.pth
20240908-12:28:43 --- epoch 513 ----------------------------------------
20240908-12:28:43 current_test_accuracies 0.9462 0.9425 0.9210 0.9410 0.9398 0.9500 0.9463 0.9230 0.9407 0.9434
20240908-12:28:43 time_train=93770 time_c_quizzes=0
20240908-12:28:43 no_c_quiz
20240908-12:28:43 training model 2 (accuracy 0.9209535717964172)
20240908-12:28:43 training model 7 (accuracy 0.9229781627655029)
20240908-12:30:48 train_loss 513 model 2 0.01186388678721778
20240908-12:30:48 train_loss 513 model 7 0.012552643703693321
20240908-12:30:49 test_loss 513 model 2 0.008886239189678236
20240908-12:30:49 test_loss 513 model 7 0.009436205166457512
20240908-12:31:28 test_accuracy 513 model 7 nb_correct 739 / 800 (92.38%)
20240908-12:31:34 test_accuracy 513 model 2 nb_correct 705 / 786 (89.69%)
20240908-12:31:34 wrote ae_000.pth
20240908-12:31:35 wrote ae_001.pth
20240908-12:31:36 wrote ae_002.pth
20240908-12:31:36 wrote ae_003.pth
20240908-12:31:37 wrote ae_004.pth
20240908-12:31:38 wrote ae_005.pth
20240908-12:31:38 wrote ae_006.pth
20240908-12:31:39 wrote ae_007.pth
20240908-12:31:40 wrote ae_008.pth
20240908-12:31:40 wrote ae_009.pth
20240908-12:31:40 epoch_duration 2min57s next_finish 12:34:38
20240908-12:31:40 wrote state.pth
20240908-12:31:40 --- epoch 514 ----------------------------------------
20240908-12:31:40 current_test_accuracies 0.9462 0.9425 0.8969 0.9410 0.9398 0.9500 0.9463 0.9237 0.9407 0.9434
20240908-12:31:40 time_train=93940 time_c_quizzes=0
20240908-12:31:40 no_c_quiz
20240908-12:31:40 training model 2 (accuracy 0.8969465494155884)
20240908-12:31:40 training model 7 (accuracy 0.9237499833106995)
20240908-12:33:45 train_loss 514 model 2 0.011879355575489171
20240908-12:33:45 train_loss 514 model 7 0.012570712851687859
20240908-12:33:47 test_loss 514 model 2 0.014123384348840773
20240908-12:33:47 test_loss 514 model 7 0.009303765211188874
20240908-12:34:27 test_accuracy 514 model 7 nb_correct 742 / 818 (90.71%)
20240908-12:34:27 test_accuracy 514 model 2 nb_correct 757 / 800 (94.62%)
20240908-12:34:28 wrote ae_000.pth
20240908-12:34:29 wrote ae_001.pth
20240908-12:34:30 wrote ae_002.pth
20240908-12:34:30 wrote ae_003.pth
20240908-12:34:31 wrote ae_004.pth
20240908-12:34:32 wrote ae_005.pth
20240908-12:34:33 wrote ae_006.pth
20240908-12:34:33 wrote ae_007.pth
20240908-12:34:34 wrote ae_008.pth
20240908-12:34:35 wrote ae_009.pth
20240908-12:34:35 epoch_duration 2min54s next_finish 12:37:29
20240908-12:34:35 wrote state.pth
20240908-12:34:35 --- epoch 515 ----------------------------------------
20240908-12:34:35 current_test_accuracies 0.9462 0.9425 0.9463 0.9410 0.9398 0.9500 0.9463 0.9071 0.9407 0.9434
20240908-12:34:35 time_train=94106 time_c_quizzes=0
20240908-12:34:35 no_c_quiz
20240908-12:34:35 training model 7 (accuracy 0.9070904850959778)
20240908-12:34:35 training model 4 (accuracy 0.9398496150970459)
20240908-12:36:40 train_loss 515 model 4 0.012128480273393506
20240908-12:36:40 train_loss 515 model 7 0.011302259574276831
20240908-12:36:41 test_loss 515 model 4 0.00825707119879553
20240908-12:36:41 test_loss 515 model 7 0.012074873007264841
20240908-12:37:17 test_accuracy 515 model 7 nb_correct 759 / 803 (94.52%)
20240908-12:37:20 test_accuracy 515 model 4 nb_correct 763 / 815 (93.62%)
20240908-12:37:21 wrote ae_000.pth
20240908-12:37:22 wrote ae_001.pth
20240908-12:37:22 wrote ae_002.pth
20240908-12:37:23 wrote ae_003.pth
20240908-12:37:24 wrote ae_004.pth
20240908-12:37:24 wrote ae_005.pth
20240908-12:37:25 wrote ae_006.pth
20240908-12:37:26 wrote ae_007.pth
20240908-12:37:26 wrote ae_008.pth
20240908-12:37:27 wrote ae_009.pth
20240908-12:37:27 epoch_duration 2min52s next_finish 12:40:20
20240908-12:37:27 wrote state.pth
20240908-12:37:27 --- epoch 516 ----------------------------------------
20240908-12:37:27 current_test_accuracies 0.9462 0.9425 0.9463 0.9410 0.9362 0.9500 0.9463 0.9452 0.9407 0.9434
20240908-12:37:27 time_train=94271 time_c_quizzes=0
20240908-12:37:27 no_c_quiz
20240908-12:37:27 training model 4 (accuracy 0.9361963272094727)
20240908-12:37:27 training model 8 (accuracy 0.9406565427780151)
20240908-12:39:32 train_loss 516 model 4 0.011516470831284096
20240908-12:39:32 train_loss 516 model 8 0.01253438542468939
20240908-12:39:33 test_loss 516 model 4 0.010482591254913132
20240908-12:39:34 test_loss 516 model 8 0.00699914194210578
20240908-12:40:09 test_accuracy 516 model 4 nb_correct 740 / 785 (94.27%)
20240908-12:40:14 test_accuracy 516 model 8 nb_correct 731 / 786 (93.00%)
20240908-12:40:14 wrote ae_000.pth
20240908-12:40:15 wrote ae_001.pth
20240908-12:40:15 wrote ae_002.pth
20240908-12:40:16 wrote ae_003.pth
20240908-12:40:17 wrote ae_004.pth
20240908-12:40:18 wrote ae_005.pth
20240908-12:40:18 wrote ae_006.pth
20240908-12:40:19 wrote ae_007.pth
20240908-12:40:19 wrote ae_008.pth
20240908-12:40:20 wrote ae_009.pth
20240908-12:40:20 epoch_duration 2min53s next_finish 12:43:13
20240908-12:40:20 wrote state.pth
20240908-12:40:20 --- epoch 517 ----------------------------------------
20240908-12:40:20 current_test_accuracies 0.9462 0.9425 0.9463 0.9410 0.9427 0.9500 0.9463 0.9452 0.9300 0.9434
20240908-12:40:20 time_train=94437 time_c_quizzes=0
20240908-12:40:20 no_c_quiz
20240908-12:40:20 training model 8 (accuracy 0.9300254583358765)
20240908-12:40:20 training model 3 (accuracy 0.9410288333892822)
20240908-12:42:25 train_loss 517 model 3 0.01123139522536394
20240908-12:42:25 train_loss 517 model 8 0.013237028858464327
20240908-12:42:26 test_loss 517 model 3 0.00795290952879455
20240908-12:42:27 test_loss 517 model 8 0.006552157945498039
20240908-12:43:01 test_accuracy 517 model 3 nb_correct 749 / 802 (93.39%)
20240908-12:43:04 test_accuracy 517 model 8 nb_correct 744 / 825 (90.18%)
20240908-12:43:05 wrote ae_000.pth
20240908-12:43:06 wrote ae_001.pth
20240908-12:43:06 wrote ae_002.pth
20240908-12:43:07 wrote ae_003.pth
20240908-12:43:08 wrote ae_004.pth
20240908-12:43:08 wrote ae_005.pth
20240908-12:43:09 wrote ae_006.pth
20240908-12:43:10 wrote ae_007.pth
20240908-12:43:10 wrote ae_008.pth
20240908-12:43:11 wrote ae_009.pth
20240908-12:43:11 epoch_duration 2min50s next_finish 12:46:02
20240908-12:43:11 wrote state.pth
20240908-12:43:11 --- epoch 518 ----------------------------------------
20240908-12:43:11 current_test_accuracies 0.9462 0.9425 0.9463 0.9339 0.9427 0.9500 0.9463 0.9452 0.9018 0.9434
20240908-12:43:11 time_train=94601 time_c_quizzes=0
20240908-12:43:11 no_c_quiz
20240908-12:43:11 training model 8 (accuracy 0.9018181562423706)
20240908-12:43:11 training model 3 (accuracy 0.9339151978492737)
20240908-12:45:16 train_loss 518 model 3 0.011084631270226965
20240908-12:45:16 train_loss 518 model 8 0.011891147816673765
20240908-12:45:17 test_loss 518 model 3 0.008825239636871629
20240908-12:45:17 test_loss 518 model 8 0.01036130335182861
20240908-12:45:51 test_accuracy 518 model 3 nb_correct 753 / 808 (93.19%)
20240908-12:45:53 test_accuracy 518 model 8 nb_correct 720 / 807 (89.22%)
20240908-12:45:54 wrote ae_000.pth
20240908-12:45:54 wrote ae_001.pth
20240908-12:45:55 wrote ae_002.pth
20240908-12:45:56 wrote ae_003.pth
20240908-12:45:57 wrote ae_004.pth
20240908-12:45:58 wrote ae_005.pth
20240908-12:45:58 wrote ae_006.pth
20240908-12:45:59 wrote ae_007.pth
20240908-12:46:00 wrote ae_008.pth
20240908-12:46:00 wrote ae_009.pth
20240908-12:46:00 epoch_duration 2min49s next_finish 12:48:50
20240908-12:46:00 wrote state.pth
20240908-12:46:00 --- epoch 519 ----------------------------------------
20240908-12:46:00 current_test_accuracies 0.9462 0.9425 0.9463 0.9319 0.9427 0.9500 0.9463 0.9452 0.8922 0.9434
20240908-12:46:00 time_train=94763 time_c_quizzes=0
20240908-12:46:00 no_c_quiz
20240908-12:46:00 training model 8 (accuracy 0.8921933174133301)
20240908-12:46:00 training model 3 (accuracy 0.9319307208061218)
20240908-12:48:05 train_loss 519 model 3 0.011545417266347613
20240908-12:48:05 train_loss 519 model 8 0.01224611120510599
20240908-12:48:07 test_loss 519 model 3 0.010002814926076553
20240908-12:48:07 test_loss 519 model 8 0.009997756590701101
20240908-12:48:41 test_accuracy 519 model 3 nb_correct 738 / 790 (93.42%)
20240908-12:48:47 test_accuracy 519 model 8 nb_correct 731 / 795 (91.95%)
20240908-12:48:48 wrote ae_000.pth
20240908-12:48:49 wrote ae_001.pth
20240908-12:48:49 wrote ae_002.pth
20240908-12:48:50 wrote ae_003.pth
20240908-12:48:51 wrote ae_004.pth
20240908-12:48:51 wrote ae_005.pth
20240908-12:48:52 wrote ae_006.pth
20240908-12:48:53 wrote ae_007.pth
20240908-12:48:53 wrote ae_008.pth
20240908-12:48:54 wrote ae_009.pth
20240908-12:48:54 epoch_duration 2min53s next_finish 12:51:47
20240908-12:48:54 wrote state.pth
20240908-12:48:54 --- epoch 520 ----------------------------------------
20240908-12:48:54 current_test_accuracies 0.9462 0.9425 0.9463 0.9342 0.9427 0.9500 0.9463 0.9452 0.9195 0.9434
20240908-12:48:54 time_train=94929 time_c_quizzes=0
20240908-12:48:54 no_c_quiz
20240908-12:48:54 training model 8 (accuracy 0.9194968342781067)
20240908-12:48:54 training model 3 (accuracy 0.9341772198677063)
20240908-12:50:58 train_loss 520 model 8 0.012818472394406854
20240908-12:50:59 train_loss 520 model 3 0.011003961365810028
20240908-12:51:00 test_loss 520 model 8 0.010252382860744546
20240908-12:51:00 test_loss 520 model 3 0.008846815737911129
20240908-12:51:34 test_accuracy 520 model 3 nb_correct 750 / 811 (92.48%)
20240908-12:51:37 test_accuracy 520 model 8 nb_correct 734 / 781 (93.98%)
20240908-12:51:38 wrote ae_000.pth
20240908-12:51:39 wrote ae_001.pth
20240908-12:51:39 wrote ae_002.pth
20240908-12:51:40 wrote ae_003.pth
20240908-12:51:41 wrote ae_004.pth
20240908-12:51:41 wrote ae_005.pth
20240908-12:51:42 wrote ae_006.pth
20240908-12:51:43 wrote ae_007.pth
20240908-12:51:43 wrote ae_008.pth
20240908-12:51:44 wrote ae_009.pth
20240908-12:51:44 epoch_duration 2min50s next_finish 12:54:35
20240908-12:51:44 wrote state.pth
20240908-12:51:44 --- epoch 521 ----------------------------------------
20240908-12:51:44 current_test_accuracies 0.9462 0.9425 0.9463 0.9248 0.9427 0.9500 0.9463 0.9452 0.9398 0.9434
20240908-12:51:44 time_train=95092 time_c_quizzes=0
20240908-12:51:44 no_c_quiz
20240908-12:51:44 training model 3 (accuracy 0.924784243106842)
20240908-12:51:44 training model 8 (accuracy 0.9398207664489746)
20240908-12:53:49 train_loss 521 model 3 0.011447011220408967
20240908-12:53:49 train_loss 521 model 8 0.01301657468952908
20240908-12:53:51 test_loss 521 model 3 0.010269148548033513
20240908-12:53:51 test_loss 521 model 8 0.009854755924612846
20240908-12:54:25 test_accuracy 521 model 3 nb_correct 753 / 812 (92.73%)
20240908-12:54:28 test_accuracy 521 model 8 nb_correct 737 / 805 (91.55%)
20240908-12:54:29 wrote ae_000.pth
20240908-12:54:29 wrote ae_001.pth
20240908-12:54:30 wrote ae_002.pth
20240908-12:54:31 wrote ae_003.pth
20240908-12:54:32 wrote ae_004.pth
20240908-12:54:32 wrote ae_005.pth
20240908-12:54:33 wrote ae_006.pth
20240908-12:54:34 wrote ae_007.pth
20240908-12:54:35 wrote ae_008.pth
20240908-12:54:35 wrote ae_009.pth
20240908-12:54:35 epoch_duration 2min50s next_finish 12:57:26
20240908-12:54:35 wrote state.pth
20240908-12:54:35 --- epoch 522 ----------------------------------------
20240908-12:54:35 current_test_accuracies 0.9462 0.9425 0.9463 0.9273 0.9427 0.9500 0.9463 0.9452 0.9155 0.9434
20240908-12:54:35 time_train=95255 time_c_quizzes=0
20240908-12:54:35 no_c_quiz
20240908-12:54:35 training model 8 (accuracy 0.9155279397964478)
20240908-12:54:35 training model 3 (accuracy 0.9273399114608765)
20240908-12:56:40 train_loss 522 model 8 0.012417580639659719
20240908-12:56:40 train_loss 522 model 3 0.011678453499996976
20240908-12:56:42 test_loss 522 model 8 0.013677970205162638
20240908-12:56:42 test_loss 522 model 3 0.01050697150668185
20240908-12:57:18 test_accuracy 522 model 8 nb_correct 756 / 810 (93.33%)
20240908-12:57:21 test_accuracy 522 model 3 nb_correct 728 / 801 (90.89%)
20240908-12:57:22 wrote ae_000.pth
20240908-12:57:23 wrote ae_001.pth
20240908-12:57:23 wrote ae_002.pth
20240908-12:57:24 wrote ae_003.pth
20240908-12:57:25 wrote ae_004.pth
20240908-12:57:25 wrote ae_005.pth
20240908-12:57:26 wrote ae_006.pth
20240908-12:57:27 wrote ae_007.pth
20240908-12:57:27 wrote ae_008.pth
20240908-12:57:28 wrote ae_009.pth
20240908-12:57:28 epoch_duration 2min52s next_finish 13:00:21
20240908-12:57:28 wrote state.pth
20240908-12:57:28 --- epoch 523 ----------------------------------------
20240908-12:57:28 current_test_accuracies 0.9462 0.9425 0.9463 0.9089 0.9427 0.9500 0.9463 0.9452 0.9333 0.9434
20240908-12:57:28 time_train=95421 time_c_quizzes=0
20240908-12:57:28 no_c_quiz
20240908-12:57:28 training model 3 (accuracy 0.90886390209198)
20240908-12:57:28 training model 8 (accuracy 0.9333333373069763)
20240908-12:59:33 train_loss 523 model 3 0.010545042796618873
20240908-12:59:33 train_loss 523 model 8 0.011859454067391199
20240908-12:59:35 test_loss 523 model 3 0.007445599490586119
20240908-12:59:35 test_loss 523 model 8 0.007113819084474926
20240908-13:00:09 test_accuracy 523 model 3 nb_correct 766 / 805 (95.16%)
20240908-13:00:10 test_accuracy 523 model 8 nb_correct 754 / 815 (92.52%)
20240908-13:00:11 wrote ae_000.pth
20240908-13:00:11 wrote ae_001.pth
20240908-13:00:12 wrote ae_002.pth
20240908-13:00:13 wrote ae_003.pth
20240908-13:00:13 wrote ae_004.pth
20240908-13:00:14 wrote ae_005.pth
20240908-13:00:15 wrote ae_006.pth
20240908-13:00:15 wrote ae_007.pth
20240908-13:00:16 wrote ae_008.pth
20240908-13:00:17 wrote ae_009.pth
20240908-13:00:17 epoch_duration 2min48s next_finish 13:03:06
20240908-13:00:17 wrote state.pth
20240908-13:00:17 --- epoch 524 ----------------------------------------
20240908-13:00:17 current_test_accuracies 0.9462 0.9425 0.9463 0.9516 0.9427 0.9500 0.9463 0.9452 0.9252 0.9434
20240908-13:00:17 time_train=95582 time_c_quizzes=0
20240908-13:00:17 no_c_quiz
20240908-13:00:17 training model 8 (accuracy 0.925153374671936)
20240908-13:00:17 training model 1 (accuracy 0.9425287246704102)
20240908-13:02:22 train_loss 524 model 1 0.012451292048612232
20240908-13:02:22 train_loss 524 model 8 0.012571924303934792
20240908-13:02:23 test_loss 524 model 1 0.009648963410961641
20240908-13:02:23 test_loss 524 model 8 0.008482486366938246
20240908-13:02:59 test_accuracy 524 model 1 nb_correct 750 / 804 (93.28%)
20240908-13:03:01 test_accuracy 524 model 8 nb_correct 747 / 813 (91.88%)
20240908-13:03:01 wrote ae_000.pth
20240908-13:03:02 wrote ae_001.pth
20240908-13:03:03 wrote ae_002.pth
20240908-13:03:04 wrote ae_003.pth
20240908-13:03:04 wrote ae_004.pth
20240908-13:03:05 wrote ae_005.pth
20240908-13:03:06 wrote ae_006.pth
20240908-13:03:06 wrote ae_007.pth
20240908-13:03:07 wrote ae_008.pth
20240908-13:03:08 wrote ae_009.pth
20240908-13:03:08 epoch_duration 2min50s next_finish 13:05:58
20240908-13:03:08 wrote state.pth
20240908-13:03:08 --- epoch 525 ----------------------------------------
20240908-13:03:08 current_test_accuracies 0.9462 0.9328 0.9463 0.9516 0.9427 0.9500 0.9463 0.9452 0.9188 0.9434
20240908-13:03:08 time_train=95745 time_c_quizzes=0
20240908-13:03:08 no_c_quiz
20240908-13:03:08 training model 8 (accuracy 0.9188191890716553)
20240908-13:03:08 training model 1 (accuracy 0.9328358173370361)
20240908-13:05:13 train_loss 525 model 1 0.01199677355313179
20240908-13:05:13 train_loss 525 model 8 0.012456724202649639
20240908-13:05:14 test_loss 525 model 1 0.011091484162352571
20240908-13:05:14 test_loss 525 model 8 0.007552657448013633
20240908-13:05:51 test_accuracy 525 model 8 nb_correct 752 / 808 (93.07%)
20240908-13:05:59 test_accuracy 525 model 1 nb_correct 734 / 795 (92.33%)
20240908-13:05:59 wrote ae_000.pth
20240908-13:06:00 wrote ae_001.pth
20240908-13:06:01 wrote ae_002.pth
20240908-13:06:02 wrote ae_003.pth
20240908-13:06:02 wrote ae_004.pth
20240908-13:06:03 wrote ae_005.pth
20240908-13:06:04 wrote ae_006.pth
20240908-13:06:04 wrote ae_007.pth
20240908-13:06:05 wrote ae_008.pth
20240908-13:06:06 wrote ae_009.pth
20240908-13:06:06 epoch_duration 2min57s next_finish 13:09:04
20240908-13:06:06 wrote state.pth
20240908-13:06:06 --- epoch 526 ----------------------------------------
20240908-13:06:06 current_test_accuracies 0.9462 0.9233 0.9463 0.9516 0.9427 0.9500 0.9463 0.9452 0.9307 0.9434
20240908-13:06:06 time_train=95916 time_c_quizzes=0
20240908-13:06:06 no_c_quiz
20240908-13:06:06 training model 1 (accuracy 0.9232704639434814)
20240908-13:06:06 training model 8 (accuracy 0.9306930899620056)
20240908-13:08:10 train_loss 526 model 8 0.012665807496610795
20240908-13:08:10 train_loss 526 model 1 0.01235482961334128
20240908-13:08:12 test_loss 526 model 8 0.01076526358810952
20240908-13:08:12 test_loss 526 model 1 0.008141888033719624
20240908-13:08:47 test_accuracy 526 model 1 nb_correct 748 / 818 (91.44%)
20240908-13:08:50 test_accuracy 526 model 8 nb_correct 736 / 782 (94.12%)
20240908-13:08:51 wrote ae_000.pth
20240908-13:08:52 wrote ae_001.pth
20240908-13:08:52 wrote ae_002.pth
20240908-13:08:53 wrote ae_003.pth
20240908-13:08:54 wrote ae_004.pth
20240908-13:08:54 wrote ae_005.pth
20240908-13:08:55 wrote ae_006.pth
20240908-13:08:56 wrote ae_007.pth
20240908-13:08:56 wrote ae_008.pth
20240908-13:08:57 wrote ae_009.pth
20240908-13:08:57 epoch_duration 2min51s next_finish 13:11:49
20240908-13:08:57 wrote state.pth
20240908-13:08:57 --- epoch 527 ----------------------------------------
20240908-13:08:57 current_test_accuracies 0.9462 0.9144 0.9463 0.9516 0.9427 0.9500 0.9463 0.9452 0.9412 0.9434
20240908-13:08:57 time_train=96080 time_c_quizzes=0
20240908-13:08:57 no_c_quiz
20240908-13:08:57 training model 1 (accuracy 0.9144254326820374)
20240908-13:08:57 training model 8 (accuracy 0.9411764740943909)
20240908-13:11:02 train_loss 527 model 1 0.012339667766071215
20240908-13:11:02 train_loss 527 model 8 0.012278446514858843
20240908-13:11:03 test_loss 527 model 1 0.00899018966110816
20240908-13:11:04 test_loss 527 model 8 0.008207407636697894
20240908-13:11:40 test_accuracy 527 model 8 nb_correct 752 / 819 (91.82%)
20240908-13:11:41 test_accuracy 527 model 1 nb_correct 719 / 773 (93.01%)
20240908-13:11:42 wrote ae_000.pth
20240908-13:11:43 wrote ae_001.pth
20240908-13:11:43 wrote ae_002.pth
20240908-13:11:44 wrote ae_003.pth
20240908-13:11:45 wrote ae_004.pth
20240908-13:11:45 wrote ae_005.pth
20240908-13:11:46 wrote ae_006.pth
20240908-13:11:47 wrote ae_007.pth
20240908-13:11:47 wrote ae_008.pth
20240908-13:11:48 wrote ae_009.pth
20240908-13:11:48 epoch_duration 2min50s next_finish 13:14:39
20240908-13:11:48 wrote state.pth
20240908-13:11:48 --- epoch 528 ----------------------------------------
20240908-13:11:48 current_test_accuracies 0.9462 0.9301 0.9463 0.9516 0.9427 0.9500 0.9463 0.9452 0.9182 0.9434
20240908-13:11:48 time_train=96244 time_c_quizzes=0
20240908-13:11:48 no_c_quiz
20240908-13:11:48 training model 8 (accuracy 0.9181929230690002)
20240908-13:11:48 training model 1 (accuracy 0.9301422834396362)
20240908-13:13:53 train_loss 528 model 8 0.012175516813458671
20240908-13:13:53 train_loss 528 model 1 0.012162917558922345
20240908-13:13:54 test_loss 528 model 8 0.008251316129690166
20240908-13:13:54 test_loss 528 model 1 0.006727177488073721
20240908-13:14:31 test_accuracy 528 model 1 nb_correct 778 / 808 (96.29%)
20240908-13:14:31 test_accuracy 528 model 8 nb_correct 735 / 798 (92.11%)
20240908-13:14:32 wrote ae_000.pth
20240908-13:14:33 wrote ae_001.pth
20240908-13:14:34 wrote ae_002.pth
20240908-13:14:34 wrote ae_003.pth
20240908-13:14:35 wrote ae_004.pth
20240908-13:14:36 wrote ae_005.pth
20240908-13:14:37 wrote ae_006.pth
20240908-13:14:37 wrote ae_007.pth
20240908-13:14:38 wrote ae_008.pth
20240908-13:14:39 wrote ae_009.pth
20240908-13:14:39 epoch_duration 2min50s next_finish 13:17:29
20240908-13:14:39 wrote state.pth
20240908-13:14:39 --- epoch 529 ----------------------------------------
20240908-13:14:39 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9427 0.9500 0.9463 0.9452 0.9211 0.9434
20240908-13:14:39 time_train=96407 time_c_quizzes=0
20240908-13:14:39 no_c_quiz
20240908-13:14:39 training model 8 (accuracy 0.9210526347160339)
20240908-13:14:39 training model 4 (accuracy 0.9426751732826233)
20240908-13:16:44 train_loss 529 model 8 0.012429442596665468
20240908-13:16:44 train_loss 529 model 4 0.011502922966410551
20240908-13:16:45 test_loss 529 model 8 0.01230885053420252
20240908-13:16:45 test_loss 529 model 4 0.009121297460296773
20240908-13:17:22 test_accuracy 529 model 8 nb_correct 741 / 799 (92.74%)
20240908-13:17:28 test_accuracy 529 model 4 nb_correct 746 / 803 (92.90%)
20240908-13:17:29 wrote ae_000.pth
20240908-13:17:29 wrote ae_001.pth
20240908-13:17:30 wrote ae_002.pth
20240908-13:17:31 wrote ae_003.pth
20240908-13:17:31 wrote ae_004.pth
20240908-13:17:32 wrote ae_005.pth
20240908-13:17:33 wrote ae_006.pth
20240908-13:17:33 wrote ae_007.pth
20240908-13:17:34 wrote ae_008.pth
20240908-13:17:35 wrote ae_009.pth
20240908-13:17:35 epoch_duration 2min56s next_finish 13:20:31
20240908-13:17:35 wrote state.pth
20240908-13:17:35 --- epoch 530 ----------------------------------------
20240908-13:17:35 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9290 0.9500 0.9463 0.9452 0.9274 0.9434
20240908-13:17:35 time_train=96576 time_c_quizzes=0
20240908-13:17:35 no_c_quiz
20240908-13:17:35 training model 8 (accuracy 0.927409291267395)
20240908-13:17:35 training model 4 (accuracy 0.9290161728858948)
20240908-13:19:39 train_loss 530 model 4 0.011389823821575192
20240908-13:19:39 train_loss 530 model 8 0.012140341303675086
20240908-13:19:41 test_loss 530 model 4 0.008132195985638191
20240908-13:19:41 test_loss 530 model 8 0.009812004013258501
20240908-13:20:15 test_accuracy 530 model 4 nb_correct 749 / 810 (92.47%)
20240908-13:20:18 test_accuracy 530 model 8 nb_correct 745 / 800 (93.12%)
20240908-13:20:19 wrote ae_000.pth
20240908-13:20:19 wrote ae_001.pth
20240908-13:20:20 wrote ae_002.pth
20240908-13:20:21 wrote ae_003.pth
20240908-13:20:21 wrote ae_004.pth
20240908-13:20:22 wrote ae_005.pth
20240908-13:20:23 wrote ae_006.pth
20240908-13:20:23 wrote ae_007.pth
20240908-13:20:24 wrote ae_008.pth
20240908-13:20:25 wrote ae_009.pth
20240908-13:20:25 epoch_duration 2min50s next_finish 13:23:15
20240908-13:20:25 wrote state.pth
20240908-13:20:25 --- epoch 531 ----------------------------------------
20240908-13:20:25 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9247 0.9500 0.9463 0.9452 0.9312 0.9434
20240908-13:20:25 time_train=96739 time_c_quizzes=0
20240908-13:20:25 no_c_quiz
20240908-13:20:25 training model 4 (accuracy 0.924691379070282)
20240908-13:20:25 training model 8 (accuracy 0.9312499761581421)
20240908-13:22:30 train_loss 531 model 8 0.012119432668718219
20240908-13:22:30 train_loss 531 model 4 0.012103300436352583
20240908-13:22:31 test_loss 531 model 8 0.009195619111540054
20240908-13:22:31 test_loss 531 model 4 0.010632019961576589
20240908-13:23:07 test_accuracy 531 model 4 nb_correct 736 / 802 (91.77%)
20240908-13:23:09 test_accuracy 531 model 8 nb_correct 737 / 804 (91.67%)
20240908-13:23:10 wrote ae_000.pth
20240908-13:23:11 wrote ae_001.pth
20240908-13:23:11 wrote ae_002.pth
20240908-13:23:12 wrote ae_003.pth
20240908-13:23:13 wrote ae_004.pth
20240908-13:23:13 wrote ae_005.pth
20240908-13:23:14 wrote ae_006.pth
20240908-13:23:15 wrote ae_007.pth
20240908-13:23:15 wrote ae_008.pth
20240908-13:23:16 wrote ae_009.pth
20240908-13:23:16 epoch_duration 2min51s next_finish 13:26:07
20240908-13:23:16 wrote state.pth
20240908-13:23:16 --- epoch 532 ----------------------------------------
20240908-13:23:16 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9177 0.9500 0.9463 0.9452 0.9167 0.9434
20240908-13:23:16 time_train=96903 time_c_quizzes=0
20240908-13:23:16 no_c_quiz
20240908-13:23:16 training model 8 (accuracy 0.9166666865348816)
20240908-13:23:16 training model 4 (accuracy 0.9177057147026062)
20240908-13:25:21 train_loss 532 model 4 0.01216292670560506
20240908-13:25:21 train_loss 532 model 8 0.011794779181822378
20240908-13:25:22 test_loss 532 model 4 0.008806461842596036
20240908-13:25:22 test_loss 532 model 8 0.011997084106359069
20240908-13:25:58 test_accuracy 532 model 8 nb_correct 732 / 803 (91.16%)
20240908-13:26:02 test_accuracy 532 model 4 nb_correct 724 / 785 (92.23%)
20240908-13:26:03 wrote ae_000.pth
20240908-13:26:03 wrote ae_001.pth
20240908-13:26:04 wrote ae_002.pth
20240908-13:26:05 wrote ae_003.pth
20240908-13:26:05 wrote ae_004.pth
20240908-13:26:06 wrote ae_005.pth
20240908-13:26:07 wrote ae_006.pth
20240908-13:26:07 wrote ae_007.pth
20240908-13:26:08 wrote ae_008.pth
20240908-13:26:09 wrote ae_009.pth
20240908-13:26:09 epoch_duration 2min52s next_finish 13:29:02
20240908-13:26:09 wrote state.pth
20240908-13:26:09 --- epoch 533 ----------------------------------------
20240908-13:26:09 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9223 0.9500 0.9463 0.9452 0.9116 0.9434
20240908-13:26:09 time_train=97068 time_c_quizzes=0
20240908-13:26:09 no_c_quiz
20240908-13:26:09 training model 8 (accuracy 0.9115815758705139)
20240908-13:26:09 training model 4 (accuracy 0.9222930073738098)
20240908-13:28:13 train_loss 533 model 4 0.011581603324215393
20240908-13:28:14 train_loss 533 model 8 0.011863704205437899
20240908-13:28:15 test_loss 533 model 4 0.008674485641824959
20240908-13:28:15 test_loss 533 model 8 0.011557830341922681
20240908-13:28:48 test_accuracy 533 model 8 nb_correct 747 / 776 (96.26%)
20240908-13:28:51 test_accuracy 533 model 4 nb_correct 760 / 799 (95.12%)
20240908-13:28:52 wrote ae_000.pth
20240908-13:28:53 wrote ae_001.pth
20240908-13:28:53 wrote ae_002.pth
20240908-13:28:54 wrote ae_003.pth
20240908-13:28:55 wrote ae_004.pth
20240908-13:28:55 wrote ae_005.pth
20240908-13:28:56 wrote ae_006.pth
20240908-13:28:57 wrote ae_007.pth
20240908-13:28:57 wrote ae_008.pth
20240908-13:28:58 wrote ae_009.pth
20240908-13:28:58 epoch_duration 2min49s next_finish 13:31:47
20240908-13:28:58 wrote state.pth
20240908-13:28:58 --- epoch 534 ----------------------------------------
20240908-13:28:58 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9452 0.9626 0.9434
20240908-13:28:58 time_train=97230 time_c_quizzes=0
20240908-13:28:58 no_c_quiz
20240908-13:28:58 training model 9 (accuracy 0.9433962106704712)
20240908-13:28:58 training model 7 (accuracy 0.9452054500579834)
20240908-13:31:03 train_loss 534 model 9 0.012834087008144706
20240908-13:31:03 train_loss 534 model 7 0.012684794844280986
20240908-13:31:04 test_loss 534 model 9 0.01002210769084968
20240908-13:31:05 test_loss 534 model 7 0.009231980415609086
20240908-13:31:42 test_accuracy 534 model 7 nb_correct 733 / 797 (91.97%)
20240908-13:31:43 test_accuracy 534 model 9 nb_correct 731 / 819 (89.26%)
20240908-13:31:44 wrote ae_000.pth
20240908-13:31:45 wrote ae_001.pth
20240908-13:31:45 wrote ae_002.pth
20240908-13:31:46 wrote ae_003.pth
20240908-13:31:47 wrote ae_004.pth
20240908-13:31:47 wrote ae_005.pth
20240908-13:31:48 wrote ae_006.pth
20240908-13:31:49 wrote ae_007.pth
20240908-13:31:49 wrote ae_008.pth
20240908-13:31:50 wrote ae_009.pth
20240908-13:31:50 epoch_duration 2min52s next_finish 13:34:42
20240908-13:31:50 wrote state.pth
20240908-13:31:50 --- epoch 535 ----------------------------------------
20240908-13:31:50 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9197 0.9626 0.8926
20240908-13:31:50 time_train=97395 time_c_quizzes=0
20240908-13:31:50 no_c_quiz
20240908-13:31:50 training model 9 (accuracy 0.8925518989562988)
20240908-13:31:50 training model 7 (accuracy 0.9196988940238953)
20240908-13:33:55 train_loss 535 model 9 0.01232329947889957
20240908-13:33:56 train_loss 535 model 7 0.012098879838831636
20240908-13:33:57 test_loss 535 model 9 0.00813272316227085
20240908-13:33:57 test_loss 535 model 7 0.011668367417769332
20240908-13:34:35 test_accuracy 535 model 7 nb_correct 735 / 799 (91.99%)
20240908-13:34:37 test_accuracy 535 model 9 nb_correct 749 / 808 (92.70%)
20240908-13:34:38 wrote ae_000.pth
20240908-13:34:39 wrote ae_001.pth
20240908-13:34:40 wrote ae_002.pth
20240908-13:34:40 wrote ae_003.pth
20240908-13:34:41 wrote ae_004.pth
20240908-13:34:42 wrote ae_005.pth
20240908-13:34:42 wrote ae_006.pth
20240908-13:34:43 wrote ae_007.pth
20240908-13:34:44 wrote ae_008.pth
20240908-13:34:44 wrote ae_009.pth
20240908-13:34:44 epoch_duration 2min54s next_finish 13:37:38
20240908-13:34:44 wrote state.pth
20240908-13:34:44 --- epoch 536 ----------------------------------------
20240908-13:34:44 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9199 0.9626 0.9270
20240908-13:34:44 time_train=97562 time_c_quizzes=0
20240908-13:34:44 no_c_quiz
20240908-13:34:44 training model 7 (accuracy 0.9198998808860779)
20240908-13:34:44 training model 9 (accuracy 0.926980197429657)
20240908-13:36:49 train_loss 536 model 9 0.012986590263106336
20240908-13:36:49 train_loss 536 model 7 0.012288609869117863
20240908-13:36:51 test_loss 536 model 9 0.00883885451797255
20240908-13:36:51 test_loss 536 model 7 0.009019344721309608
20240908-13:37:29 test_accuracy 536 model 7 nb_correct 743 / 792 (93.81%)
20240908-13:37:32 test_accuracy 536 model 9 nb_correct 738 / 806 (91.56%)
20240908-13:37:32 wrote ae_000.pth
20240908-13:37:33 wrote ae_001.pth
20240908-13:37:34 wrote ae_002.pth
20240908-13:37:34 wrote ae_003.pth
20240908-13:37:35 wrote ae_004.pth
20240908-13:37:36 wrote ae_005.pth
20240908-13:37:36 wrote ae_006.pth
20240908-13:37:37 wrote ae_007.pth
20240908-13:37:38 wrote ae_008.pth
20240908-13:37:39 wrote ae_009.pth
20240908-13:37:39 epoch_duration 2min54s next_finish 13:40:33
20240908-13:37:39 wrote state.pth
20240908-13:37:39 --- epoch 537 ----------------------------------------
20240908-13:37:39 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9381 0.9626 0.9156
20240908-13:37:39 time_train=97729 time_c_quizzes=0
20240908-13:37:39 no_c_quiz
20240908-13:37:39 training model 9 (accuracy 0.9156327247619629)
20240908-13:37:39 training model 7 (accuracy 0.9381313323974609)
20240908-13:39:43 train_loss 537 model 9 0.012462830939559353
20240908-13:39:43 train_loss 537 model 7 0.011273375430026135
20240908-13:39:45 test_loss 537 model 9 0.00774141433969362
20240908-13:39:45 test_loss 537 model 7 0.009931642336050572
20240908-13:40:22 test_accuracy 537 model 7 nb_correct 780 / 824 (94.66%)
20240908-13:40:24 test_accuracy 537 model 9 nb_correct 732 / 782 (93.61%)
20240908-13:40:25 wrote ae_000.pth
20240908-13:40:26 wrote ae_001.pth
20240908-13:40:26 wrote ae_002.pth
20240908-13:40:27 wrote ae_003.pth
20240908-13:40:28 wrote ae_004.pth
20240908-13:40:28 wrote ae_005.pth
20240908-13:40:29 wrote ae_006.pth
20240908-13:40:30 wrote ae_007.pth
20240908-13:40:30 wrote ae_008.pth
20240908-13:40:31 wrote ae_009.pth
20240908-13:40:31 epoch_duration 2min52s next_finish 13:43:24
20240908-13:40:31 wrote state.pth
20240908-13:40:31 --- epoch 538 ----------------------------------------
20240908-13:40:31 current_test_accuracies 0.9462 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9361
20240908-13:40:31 time_train=97894 time_c_quizzes=0
20240908-13:40:31 no_c_quiz
20240908-13:40:31 training model 9 (accuracy 0.9360613822937012)
20240908-13:40:31 training model 0 (accuracy 0.9461827278137207)
20240908-13:42:35 train_loss 538 model 9 0.012923114607339812
20240908-13:42:35 train_loss 538 model 0 0.01243488001285732
20240908-13:42:37 test_loss 538 model 9 0.008026650821057047
20240908-13:42:37 test_loss 538 model 0 0.014885699194354628
20240908-13:43:16 test_accuracy 538 model 9 nb_correct 748 / 797 (93.85%)
20240908-13:43:19 test_accuracy 538 model 0 nb_correct 734 / 800 (91.75%)
20240908-13:43:19 wrote ae_000.pth
20240908-13:43:20 wrote ae_001.pth
20240908-13:43:21 wrote ae_002.pth
20240908-13:43:22 wrote ae_003.pth
20240908-13:43:22 wrote ae_004.pth
20240908-13:43:23 wrote ae_005.pth
20240908-13:43:23 wrote ae_006.pth
20240908-13:43:24 wrote ae_007.pth
20240908-13:43:25 wrote ae_008.pth
20240908-13:43:25 wrote ae_009.pth
20240908-13:43:25 epoch_duration 2min54s next_finish 13:46:20
20240908-13:43:25 wrote state.pth
20240908-13:43:25 --- epoch 539 ----------------------------------------
20240908-13:43:25 current_test_accuracies 0.9175 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9385
20240908-13:43:25 time_train=98061 time_c_quizzes=0
20240908-13:43:25 no_c_quiz
20240908-13:43:25 training model 0 (accuracy 0.9175000190734863)
20240908-13:43:25 training model 9 (accuracy 0.9385194182395935)
20240908-13:45:31 train_loss 539 model 0 0.012687387344543822
20240908-13:45:31 train_loss 539 model 9 0.012223521566513228
20240908-13:45:32 test_loss 539 model 0 0.007355514251949557
20240908-13:45:32 test_loss 539 model 9 0.0108910224221745
20240908-13:46:08 test_accuracy 539 model 0 nb_correct 768 / 822 (93.43%)
20240908-13:46:13 test_accuracy 539 model 9 nb_correct 739 / 807 (91.57%)
20240908-13:46:14 wrote ae_000.pth
20240908-13:46:15 wrote ae_001.pth
20240908-13:46:15 wrote ae_002.pth
20240908-13:46:16 wrote ae_003.pth
20240908-13:46:17 wrote ae_004.pth
20240908-13:46:17 wrote ae_005.pth
20240908-13:46:18 wrote ae_006.pth
20240908-13:46:19 wrote ae_007.pth
20240908-13:46:19 wrote ae_008.pth
20240908-13:46:20 wrote ae_009.pth
20240908-13:46:20 epoch_duration 2min54s next_finish 13:49:15
20240908-13:46:20 wrote state.pth
20240908-13:46:20 --- epoch 540 ----------------------------------------
20240908-13:46:20 current_test_accuracies 0.9343 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9157
20240908-13:46:20 time_train=98228 time_c_quizzes=0
20240908-13:46:20 no_c_quiz
20240908-13:46:20 training model 9 (accuracy 0.9157372713088989)
20240908-13:46:20 training model 0 (accuracy 0.9343065619468689)
20240908-13:48:25 train_loss 540 model 0 0.01296805226597644
20240908-13:48:25 train_loss 540 model 9 0.012019275456099422
20240908-13:48:27 test_loss 540 model 0 0.008070392453129216
20240908-13:48:27 test_loss 540 model 9 0.008807357318568165
20240908-13:49:04 test_accuracy 540 model 9 nb_correct 726 / 784 (92.60%)
20240908-13:49:06 test_accuracy 540 model 0 nb_correct 739 / 807 (91.57%)
20240908-13:49:06 wrote ae_000.pth
20240908-13:49:07 wrote ae_001.pth
20240908-13:49:08 wrote ae_002.pth
20240908-13:49:08 wrote ae_003.pth
20240908-13:49:09 wrote ae_004.pth
20240908-13:49:10 wrote ae_005.pth
20240908-13:49:10 wrote ae_006.pth
20240908-13:49:11 wrote ae_007.pth
20240908-13:49:12 wrote ae_008.pth
20240908-13:49:12 wrote ae_009.pth
20240908-13:49:12 epoch_duration 2min52s next_finish 13:52:05
20240908-13:49:12 wrote state.pth
20240908-13:49:12 --- epoch 541 ----------------------------------------
20240908-13:49:12 current_test_accuracies 0.9157 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9260
20240908-13:49:12 time_train=98393 time_c_quizzes=0
20240908-13:49:12 no_c_quiz
20240908-13:49:12 training model 0 (accuracy 0.9157372713088989)
20240908-13:49:12 training model 9 (accuracy 0.9260203838348389)
20240908-13:51:18 train_loss 541 model 0 0.011818435056367888
20240908-13:51:18 train_loss 541 model 9 0.01249074357713107
20240908-13:51:19 test_loss 541 model 0 0.008606538736614766
20240908-13:51:20 test_loss 541 model 9 0.008286006719526996
20240908-13:51:58 test_accuracy 541 model 0 nb_correct 727 / 793 (91.68%)
20240908-13:51:59 test_accuracy 541 model 9 nb_correct 758 / 808 (93.81%)
20240908-13:52:00 wrote ae_000.pth
20240908-13:52:01 wrote ae_001.pth
20240908-13:52:01 wrote ae_002.pth
20240908-13:52:02 wrote ae_003.pth
20240908-13:52:03 wrote ae_004.pth
20240908-13:52:04 wrote ae_005.pth
20240908-13:52:04 wrote ae_006.pth
20240908-13:52:05 wrote ae_007.pth
20240908-13:52:06 wrote ae_008.pth
20240908-13:52:06 wrote ae_009.pth
20240908-13:52:06 epoch_duration 2min53s next_finish 13:55:00
20240908-13:52:06 wrote state.pth
20240908-13:52:06 --- epoch 542 ----------------------------------------
20240908-13:52:06 current_test_accuracies 0.9168 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9381
20240908-13:52:06 time_train=98559 time_c_quizzes=0
20240908-13:52:06 no_c_quiz
20240908-13:52:06 training model 0 (accuracy 0.9167717695236206)
20240908-13:52:06 training model 9 (accuracy 0.9381188154220581)
20240908-13:54:11 train_loss 542 model 9 0.012482231194277119
20240908-13:54:11 train_loss 542 model 0 0.012801638885066495
20240908-13:54:12 test_loss 542 model 9 0.008436228735774876
20240908-13:54:12 test_loss 542 model 0 0.010573532157104637
20240908-13:54:50 test_accuracy 542 model 0 nb_correct 747 / 806 (92.68%)
20240908-13:54:53 test_accuracy 542 model 9 nb_correct 741 / 789 (93.92%)
20240908-13:54:53 wrote ae_000.pth
20240908-13:54:54 wrote ae_001.pth
20240908-13:54:55 wrote ae_002.pth
20240908-13:54:55 wrote ae_003.pth
20240908-13:54:56 wrote ae_004.pth
20240908-13:54:57 wrote ae_005.pth
20240908-13:54:57 wrote ae_006.pth
20240908-13:54:58 wrote ae_007.pth
20240908-13:54:59 wrote ae_008.pth
20240908-13:55:00 wrote ae_009.pth
20240908-13:55:00 epoch_duration 2min53s next_finish 13:57:53
20240908-13:55:00 wrote state.pth
20240908-13:55:00 --- epoch 543 ----------------------------------------
20240908-13:55:00 current_test_accuracies 0.9268 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9392
20240908-13:55:00 time_train=98725 time_c_quizzes=0
20240908-13:55:00 no_c_quiz
20240908-13:55:00 training model 0 (accuracy 0.9267989993095398)
20240908-13:55:00 training model 9 (accuracy 0.9391635060310364)
20240908-13:57:04 train_loss 543 model 0 0.012567060039138597
20240908-13:57:04 train_loss 543 model 9 0.011591862946625042
20240908-13:57:06 test_loss 543 model 0 0.009194884900350076
20240908-13:57:06 test_loss 543 model 9 0.01013137507288775
20240908-13:57:44 test_accuracy 543 model 0 nb_correct 739 / 803 (92.03%)
20240908-13:57:45 test_accuracy 543 model 9 nb_correct 755 / 816 (92.52%)
20240908-13:57:45 wrote ae_000.pth
20240908-13:57:46 wrote ae_001.pth
20240908-13:57:47 wrote ae_002.pth
20240908-13:57:47 wrote ae_003.pth
20240908-13:57:48 wrote ae_004.pth
20240908-13:57:49 wrote ae_005.pth
20240908-13:57:49 wrote ae_006.pth
20240908-13:57:50 wrote ae_007.pth
20240908-13:57:51 wrote ae_008.pth
20240908-13:57:51 wrote ae_009.pth
20240908-13:57:51 epoch_duration 2min51s next_finish 14:00:43
20240908-13:57:51 wrote state.pth
20240908-13:57:51 --- epoch 544 ----------------------------------------
20240908-13:57:51 current_test_accuracies 0.9203 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9252
20240908-13:57:51 time_train=98889 time_c_quizzes=0
20240908-13:57:51 no_c_quiz
20240908-13:57:51 training model 0 (accuracy 0.9202988743782043)
20240908-13:57:51 training model 9 (accuracy 0.9252451062202454)
20240908-13:59:56 train_loss 544 model 9 0.012568105462900348
20240908-13:59:56 train_loss 544 model 0 0.011173787749596159
20240908-13:59:57 test_loss 544 model 9 0.007811433749354535
20240908-13:59:57 test_loss 544 model 0 0.011102443094546287
20240908-14:00:35 test_accuracy 544 model 0 nb_correct 763 / 821 (92.94%)
20240908-14:00:39 test_accuracy 544 model 9 nb_correct 733 / 770 (95.19%)
20240908-14:00:40 wrote ae_000.pth
20240908-14:00:41 wrote ae_001.pth
20240908-14:00:42 wrote ae_002.pth
20240908-14:00:42 wrote ae_003.pth
20240908-14:00:43 wrote ae_004.pth
20240908-14:00:44 wrote ae_005.pth
20240908-14:00:44 wrote ae_006.pth
20240908-14:00:45 wrote ae_007.pth
20240908-14:00:46 wrote ae_008.pth
20240908-14:00:46 wrote ae_009.pth
20240908-14:00:46 epoch_duration 2min54s next_finish 14:03:41
20240908-14:00:46 wrote state.pth
20240908-14:00:46 --- epoch 545 ----------------------------------------
20240908-14:00:46 current_test_accuracies 0.9294 0.9629 0.9463 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9519
20240908-14:00:46 time_train=99056 time_c_quizzes=0
20240908-14:00:46 no_c_quiz
20240908-14:00:46 training model 0 (accuracy 0.9293544292449951)
20240908-14:00:46 training model 2 (accuracy 0.9462500214576721)
20240908-14:02:51 train_loss 545 model 0 0.012855780164154567
20240908-14:02:51 train_loss 545 model 2 0.012882969583106387
20240908-14:02:52 test_loss 545 model 0 0.009327464081798098
20240908-14:02:53 test_loss 545 model 2 0.01020212143765491
20240908-14:03:28 test_accuracy 545 model 0 nb_correct 731 / 795 (91.95%)
20240908-14:03:33 test_accuracy 545 model 2 nb_correct 752 / 815 (92.27%)
20240908-14:03:34 wrote ae_000.pth
20240908-14:03:35 wrote ae_001.pth
20240908-14:03:35 wrote ae_002.pth
20240908-14:03:36 wrote ae_003.pth
20240908-14:03:37 wrote ae_004.pth
20240908-14:03:37 wrote ae_005.pth
20240908-14:03:38 wrote ae_006.pth
20240908-14:03:39 wrote ae_007.pth
20240908-14:03:39 wrote ae_008.pth
20240908-14:03:40 wrote ae_009.pth
20240908-14:03:40 epoch_duration 2min53s next_finish 14:06:34
20240908-14:03:40 wrote state.pth
20240908-14:03:40 --- epoch 546 ----------------------------------------
20240908-14:03:40 current_test_accuracies 0.9195 0.9629 0.9227 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9519
20240908-14:03:40 time_train=99222 time_c_quizzes=0
20240908-14:03:40 no_c_quiz
20240908-14:03:40 training model 0 (accuracy 0.9194968342781067)
20240908-14:03:40 training model 2 (accuracy 0.9226993918418884)
20240908-14:05:45 train_loss 546 model 0 0.011470953554326115
20240908-14:05:45 train_loss 546 model 2 0.012128845682309475
20240908-14:05:47 test_loss 546 model 0 0.007736817999955292
20240908-14:05:47 test_loss 546 model 2 0.010930459743576648
20240908-14:06:23 test_accuracy 546 model 0 nb_correct 757 / 807 (93.80%)
20240908-14:06:30 test_accuracy 546 model 2 nb_correct 762 / 813 (93.73%)
20240908-14:06:31 wrote ae_000.pth
20240908-14:06:31 wrote ae_001.pth
20240908-14:06:32 wrote ae_002.pth
20240908-14:06:33 wrote ae_003.pth
20240908-14:06:33 wrote ae_004.pth
20240908-14:06:34 wrote ae_005.pth
20240908-14:06:35 wrote ae_006.pth
20240908-14:06:35 wrote ae_007.pth
20240908-14:06:36 wrote ae_008.pth
20240908-14:06:37 wrote ae_009.pth
20240908-14:06:37 epoch_duration 2min56s next_finish 14:09:34
20240908-14:06:37 wrote state.pth
20240908-14:06:37 --- epoch 547 ----------------------------------------
20240908-14:06:37 current_test_accuracies 0.9380 0.9629 0.9373 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9519
20240908-14:06:37 time_train=99391 time_c_quizzes=0
20240908-14:06:37 no_c_quiz
20240908-14:06:37 training model 2 (accuracy 0.937269389629364)
20240908-14:06:37 training model 0 (accuracy 0.9380421042442322)
20240908-14:08:42 train_loss 547 model 0 0.012104502952195617
20240908-14:08:42 train_loss 547 model 2 0.01275475031599126
20240908-14:08:43 test_loss 547 model 0 0.00814694930306814
20240908-14:08:43 test_loss 547 model 2 0.008058994930476616
20240908-14:09:22 test_accuracy 547 model 0 nb_correct 744 / 785 (94.78%)
20240908-14:09:22 test_accuracy 547 model 2 nb_correct 728 / 793 (91.80%)
20240908-14:09:23 wrote ae_000.pth
20240908-14:09:24 wrote ae_001.pth
20240908-14:09:24 wrote ae_002.pth
20240908-14:09:25 wrote ae_003.pth
20240908-14:09:26 wrote ae_004.pth
20240908-14:09:26 wrote ae_005.pth
20240908-14:09:27 wrote ae_006.pth
20240908-14:09:28 wrote ae_007.pth
20240908-14:09:28 wrote ae_008.pth
20240908-14:09:29 wrote ae_009.pth
20240908-14:09:29 epoch_duration 2min52s next_finish 14:12:21
20240908-14:09:29 wrote state.pth
20240908-14:09:29 --- epoch 548 ----------------------------------------
20240908-14:09:29 current_test_accuracies 0.9478 0.9629 0.9180 0.9516 0.9512 0.9500 0.9463 0.9466 0.9626 0.9519
20240908-14:09:29 time_train=99556 time_c_quizzes=0
20240908-14:09:29 no_c_quiz
20240908-14:09:29 training model 2 (accuracy 0.9180327653884888)
20240908-14:09:29 training model 6 (accuracy 0.9463414549827576)
20240908-14:11:33 train_loss 548 model 2 0.011390842509459617
20240908-14:11:34 train_loss 548 model 6 0.01197329154434192
20240908-14:11:35 test_loss 548 model 2 0.007506154257816889
20240908-14:11:35 test_loss 548 model 6 0.009579957007929352
20240908-14:12:09 test_accuracy 548 model 2 nb_correct 759 / 803 (94.52%)
20240908-14:12:13 test_accuracy 548 model 6 nb_correct 740 / 801 (92.38%)
20240908-14:12:14 wrote ae_000.pth
20240908-14:12:15 wrote ae_001.pth
20240908-14:12:15 wrote ae_002.pth
20240908-14:12:16 wrote ae_003.pth
20240908-14:12:17 wrote ae_004.pth
20240908-14:12:17 wrote ae_005.pth
20240908-14:12:18 wrote ae_006.pth
20240908-14:12:19 wrote ae_007.pth
20240908-14:12:19 wrote ae_008.pth
20240908-14:12:20 wrote ae_009.pth
20240908-14:12:20 epoch_duration 2min50s next_finish 14:15:11
20240908-14:12:20 wrote state.pth
20240908-14:12:20 --- epoch 549 ----------------------------------------
20240908-14:12:20 current_test_accuracies 0.9478 0.9629 0.9452 0.9516 0.9512 0.9500 0.9238 0.9466 0.9626 0.9519
20240908-14:12:20 time_train=99720 time_c_quizzes=0
20240908-14:12:20 no_c_quiz
20240908-14:12:20 training model 6 (accuracy 0.9238451719284058)
20240908-14:12:20 training model 2 (accuracy 0.9452054500579834)
20240908-14:14:25 train_loss 549 model 6 0.012497504970677255
20240908-14:14:25 train_loss 549 model 2 0.012677366395575517
20240908-14:14:27 test_loss 549 model 6 0.008884215288344422
20240908-14:14:27 test_loss 549 model 2 0.008545168227858113
20240908-14:15:03 test_accuracy 549 model 2 nb_correct 727 / 800 (90.88%)
20240908-14:15:05 test_accuracy 549 model 6 nb_correct 739 / 792 (93.31%)
20240908-14:15:06 wrote ae_000.pth
20240908-14:15:06 wrote ae_001.pth
20240908-14:15:07 wrote ae_002.pth
20240908-14:15:08 wrote ae_003.pth
20240908-14:15:08 wrote ae_004.pth
20240908-14:15:09 wrote ae_005.pth
20240908-14:15:10 wrote ae_006.pth
20240908-14:15:10 wrote ae_007.pth
20240908-14:15:11 wrote ae_008.pth
20240908-14:15:12 wrote ae_009.pth
20240908-14:15:12 epoch_duration 2min51s next_finish 14:18:03
20240908-14:15:12 wrote state.pth
20240908-14:15:12 --- epoch 550 ----------------------------------------
20240908-14:15:12 current_test_accuracies 0.9478 0.9629 0.9087 0.9516 0.9512 0.9500 0.9331 0.9466 0.9626 0.9519
20240908-14:15:12 time_train=99884 time_c_quizzes=0
20240908-14:15:12 no_c_quiz
20240908-14:15:12 training model 2 (accuracy 0.9087499976158142)
20240908-14:15:12 training model 6 (accuracy 0.933080792427063)
20240908-14:17:16 train_loss 550 model 6 0.011679239140312348
20240908-14:17:16 train_loss 550 model 2 0.012729350620407786
20240908-14:17:18 test_loss 550 model 6 0.00788959386085537
20240908-14:17:18 test_loss 550 model 2 0.009608740846633167
20240908-14:17:54 test_accuracy 550 model 6 nb_correct 769 / 817 (94.12%)
20240908-14:17:59 test_accuracy 550 model 2 nb_correct 708 / 782 (90.54%)
20240908-14:18:00 wrote ae_000.pth
20240908-14:18:00 wrote ae_001.pth
20240908-14:18:01 wrote ae_002.pth
20240908-14:18:02 wrote ae_003.pth
20240908-14:18:02 wrote ae_004.pth
20240908-14:18:03 wrote ae_005.pth
20240908-14:18:04 wrote ae_006.pth
20240908-14:18:04 wrote ae_007.pth
20240908-14:18:05 wrote ae_008.pth
20240908-14:18:06 wrote ae_009.pth
20240908-14:18:06 epoch_duration 2min54s next_finish 14:21:00
20240908-14:18:06 wrote state.pth
20240908-14:18:06 --- epoch 551 ----------------------------------------
20240908-14:18:06 current_test_accuracies 0.9478 0.9629 0.9054 0.9516 0.9512 0.9500 0.9412 0.9466 0.9626 0.9519
20240908-14:18:06 time_train=100051 time_c_quizzes=0
20240908-14:18:06 no_c_quiz
20240908-14:18:06 training model 2 (accuracy 0.905370831489563)
20240908-14:18:06 training model 6 (accuracy 0.9412484765052795)
20240908-14:20:10 train_loss 551 model 2 0.012542831155005842
20240908-14:20:11 train_loss 551 model 6 0.012609717419596564
20240908-14:20:12 test_loss 551 model 2 0.011705757578420161
20240908-14:20:12 test_loss 551 model 6 0.010016391342810493
20240908-14:20:50 test_accuracy 551 model 2 nb_correct 743 / 794 (93.58%)
20240908-14:20:51 test_accuracy 551 model 6 nb_correct 709 / 788 (89.97%)
20240908-14:20:52 wrote ae_000.pth
20240908-14:20:53 wrote ae_001.pth
20240908-14:20:53 wrote ae_002.pth
20240908-14:20:54 wrote ae_003.pth
20240908-14:20:55 wrote ae_004.pth
20240908-14:20:55 wrote ae_005.pth
20240908-14:20:56 wrote ae_006.pth
20240908-14:20:57 wrote ae_007.pth
20240908-14:20:57 wrote ae_008.pth
20240908-14:20:58 wrote ae_009.pth
20240908-14:20:58 epoch_duration 2min52s next_finish 14:23:50
20240908-14:20:58 wrote state.pth
20240908-14:20:58 --- epoch 552 ----------------------------------------
20240908-14:20:58 current_test_accuracies 0.9478 0.9629 0.9358 0.9516 0.9512 0.9500 0.8997 0.9466 0.9626 0.9519
20240908-14:20:58 time_train=100216 time_c_quizzes=0
20240908-14:20:58 no_c_quiz
20240908-14:20:58 training model 6 (accuracy 0.8997461795806885)
20240908-14:20:58 training model 2 (accuracy 0.9357682466506958)
20240908-14:23:03 train_loss 552 model 6 0.012111635871176986
20240908-14:23:03 train_loss 552 model 2 0.012190144605299793
20240908-14:23:04 test_loss 552 model 6 0.007806321885732359
20240908-14:23:05 test_loss 552 model 2 0.00770603928649507
20240908-14:23:42 test_accuracy 552 model 2 nb_correct 763 / 811 (94.08%)
20240908-14:23:44 test_accuracy 552 model 6 nb_correct 748 / 801 (93.38%)
20240908-14:23:45 wrote ae_000.pth
20240908-14:23:45 wrote ae_001.pth
20240908-14:23:46 wrote ae_002.pth
20240908-14:23:47 wrote ae_003.pth
20240908-14:23:47 wrote ae_004.pth
20240908-14:23:48 wrote ae_005.pth
20240908-14:23:49 wrote ae_006.pth
20240908-14:23:49 wrote ae_007.pth
20240908-14:23:50 wrote ae_008.pth
20240908-14:23:51 wrote ae_009.pth
20240908-14:23:51 epoch_duration 2min52s next_finish 14:26:44
20240908-14:23:51 wrote state.pth
20240908-14:23:51 --- epoch 553 ----------------------------------------
20240908-14:23:51 current_test_accuracies 0.9478 0.9629 0.9408 0.9516 0.9512 0.9500 0.9338 0.9466 0.9626 0.9519
20240908-14:23:51 time_train=100381 time_c_quizzes=0
20240908-14:23:51 no_c_quiz
20240908-14:23:51 training model 6 (accuracy 0.9338327050209045)
20240908-14:23:51 training model 2 (accuracy 0.9408138394355774)
20240908-14:25:56 train_loss 553 model 6 0.012064963916627676
20240908-14:25:56 train_loss 553 model 2 0.012461185987580394
20240908-14:25:57 test_loss 553 model 6 0.010426510916477127
20240908-14:25:57 test_loss 553 model 2 0.00736331810529407
20240908-14:26:34 test_accuracy 553 model 6 nb_correct 765 / 812 (94.21%)
20240908-14:26:36 test_accuracy 553 model 2 nb_correct 749 / 792 (94.57%)
20240908-14:26:36 wrote ae_000.pth
20240908-14:26:37 wrote ae_001.pth
20240908-14:26:38 wrote ae_002.pth
20240908-14:26:39 wrote ae_003.pth
20240908-14:26:39 wrote ae_004.pth
20240908-14:26:40 wrote ae_005.pth
20240908-14:26:41 wrote ae_006.pth
20240908-14:26:41 wrote ae_007.pth
20240908-14:26:42 wrote ae_008.pth
20240908-14:26:43 wrote ae_009.pth
20240908-14:26:43 epoch_duration 2min51s next_finish 14:29:35
20240908-14:26:43 wrote state.pth
20240908-14:26:43 --- epoch 554 ----------------------------------------
20240908-14:26:43 current_test_accuracies 0.9478 0.9629 0.9457 0.9516 0.9512 0.9500 0.9421 0.9466 0.9626 0.9519
20240908-14:26:43 time_train=100545 time_c_quizzes=0
20240908-14:26:43 no_c_quiz
20240908-14:26:43 training model 6 (accuracy 0.942118227481842)
20240908-14:26:43 training model 2 (accuracy 0.9457070827484131)
20240908-14:28:47 train_loss 554 model 6 0.011858799186746182
20240908-14:28:47 train_loss 554 model 2 0.011551296315303262
20240908-14:28:49 test_loss 554 model 6 0.007322008373864719
20240908-14:28:49 test_loss 554 model 2 0.00748190780409459
20240908-14:29:24 test_accuracy 554 model 6 nb_correct 756 / 798 (94.74%)
20240908-14:29:25 test_accuracy 554 model 2 nb_correct 761 / 797 (95.48%)
20240908-14:29:26 wrote ae_000.pth
20240908-14:29:26 wrote ae_001.pth
20240908-14:29:27 wrote ae_002.pth
20240908-14:29:28 wrote ae_003.pth
20240908-14:29:28 wrote ae_004.pth
20240908-14:29:29 wrote ae_005.pth
20240908-14:29:30 wrote ae_006.pth
20240908-14:29:31 wrote ae_007.pth
20240908-14:29:31 wrote ae_008.pth
20240908-14:29:32 wrote ae_009.pth
20240908-14:29:32 epoch_duration 2min49s next_finish 14:32:21
20240908-14:29:32 wrote state.pth
20240908-14:29:32 --- epoch 555 ----------------------------------------
20240908-14:29:32 current_test_accuracies 0.9478 0.9629 0.9548 0.9516 0.9512 0.9500 0.9474 0.9466 0.9626 0.9519
20240908-14:29:32 time_train=100707 time_c_quizzes=0
20240908-14:29:32 no_c_quiz
20240908-14:29:32 training model 7 (accuracy 0.946601927280426)
20240908-14:29:32 training model 6 (accuracy 0.9473684430122375)
20240908-14:31:36 train_loss 555 model 7 0.011958713150852418
20240908-14:31:37 train_loss 555 model 6 0.011434114504894751
20240908-14:31:38 test_loss 555 model 7 0.009882534538672872
20240908-14:31:38 test_loss 555 model 6 0.008526062680266478
20240908-14:32:14 test_accuracy 555 model 7 nb_correct 758 / 797 (95.11%)
20240908-14:32:17 test_accuracy 555 model 6 nb_correct 753 / 801 (94.01%)
20240908-14:32:17 wrote ae_000.pth
20240908-14:32:18 wrote ae_001.pth
20240908-14:32:19 wrote ae_002.pth
20240908-14:32:20 wrote ae_003.pth
20240908-14:32:20 wrote ae_004.pth
20240908-14:32:21 wrote ae_005.pth
20240908-14:32:22 wrote ae_006.pth
20240908-14:32:22 wrote ae_007.pth
20240908-14:32:23 wrote ae_008.pth
20240908-14:32:24 wrote ae_009.pth
20240908-14:32:24 epoch_duration 2min51s next_finish 14:35:16
20240908-14:32:24 wrote state.pth
20240908-14:32:24 --- epoch 556 ----------------------------------------
20240908-14:32:24 current_test_accuracies 0.9478 0.9629 0.9548 0.9516 0.9512 0.9500 0.9401 0.9511 0.9626 0.9519
20240908-14:32:24 time_train=100871 time_c_quizzes=0
20240908-14:32:24 no_c_quiz
20240908-14:32:24 training model 6 (accuracy 0.9400749206542969)
20240908-14:32:24 training model 0 (accuracy 0.9477707147598267)
20240908-14:34:29 train_loss 556 model 0 0.012001744207638694
20240908-14:34:29 train_loss 556 model 6 0.011679186349880183
20240908-14:34:30 test_loss 556 model 0 0.009119090109197713
20240908-14:34:30 test_loss 556 model 6 0.007769829406049667
20240908-14:35:06 test_accuracy 556 model 6 nb_correct 743 / 786 (94.53%)
20240908-14:35:11 test_accuracy 556 model 0 nb_correct 768 / 810 (94.81%)
20240908-14:35:12 wrote ae_000.pth
20240908-14:35:12 wrote ae_001.pth
20240908-14:35:13 wrote ae_002.pth
20240908-14:35:14 wrote ae_003.pth
20240908-14:35:15 wrote ae_004.pth
20240908-14:35:15 wrote ae_005.pth
20240908-14:35:16 wrote ae_006.pth
20240908-14:35:17 wrote ae_007.pth
20240908-14:35:17 wrote ae_008.pth
20240908-14:35:18 wrote ae_009.pth
20240908-14:35:18 epoch_duration 2min54s next_finish 14:38:12
20240908-14:35:18 wrote state.pth
20240908-14:35:18 --- epoch 557 ----------------------------------------
20240908-14:35:18 current_test_accuracies 0.9481 0.9629 0.9548 0.9516 0.9512 0.9500 0.9453 0.9511 0.9626 0.9519
20240908-14:35:18 time_train=101038 time_c_quizzes=0
20240908-14:35:18 no_c_quiz
20240908-14:35:18 training model 6 (accuracy 0.945292592048645)
20240908-14:35:18 training model 0 (accuracy 0.9481481313705444)
20240908-14:37:23 train_loss 557 model 6 0.011706520055089641
20240908-14:37:23 train_loss 557 model 0 0.01265575291616551
20240908-14:37:24 test_loss 557 model 6 0.005919447308215808
20240908-14:37:24 test_loss 557 model 0 0.010177558915137297
20240908-14:37:59 test_accuracy 557 model 6 nb_correct 780 / 824 (94.66%)
20240908-14:37:59 test_accuracy 557 model 0 nb_correct 749 / 797 (93.98%)
20240908-14:38:00 wrote ae_000.pth
20240908-14:38:01 wrote ae_001.pth
20240908-14:38:02 wrote ae_002.pth
20240908-14:38:02 wrote ae_003.pth
20240908-14:38:03 wrote ae_004.pth
20240908-14:38:04 wrote ae_005.pth
20240908-14:38:04 wrote ae_006.pth
20240908-14:38:05 wrote ae_007.pth
20240908-14:38:06 wrote ae_008.pth
20240908-14:38:06 wrote ae_009.pth
20240908-14:38:06 epoch_duration 2min48s next_finish 14:40:55
20240908-14:38:06 wrote state.pth
20240908-14:38:06 --- epoch 558 ----------------------------------------
20240908-14:38:06 current_test_accuracies 0.9398 0.9629 0.9548 0.9516 0.9512 0.9500 0.9466 0.9511 0.9626 0.9519
20240908-14:38:06 time_train=101199 time_c_quizzes=0
20240908-14:38:06 no_c_quiz
20240908-14:38:06 training model 0 (accuracy 0.9397741556167603)
20240908-14:38:06 training model 6 (accuracy 0.946601927280426)
20240908-14:40:11 train_loss 558 model 0 0.012305316363643215
20240908-14:40:11 train_loss 558 model 6 0.011166965104403062
20240908-14:40:13 test_loss 558 model 0 0.010985936621727888
20240908-14:40:13 test_loss 558 model 6 0.009852207301810268
20240908-14:40:47 test_accuracy 558 model 6 nb_correct 760 / 794 (95.72%)
20240908-14:40:52 test_accuracy 558 model 0 nb_correct 721 / 777 (92.79%)
20240908-14:40:52 wrote ae_000.pth
20240908-14:40:53 wrote ae_001.pth
20240908-14:40:54 wrote ae_002.pth
20240908-14:40:54 wrote ae_003.pth
20240908-14:40:55 wrote ae_004.pth
20240908-14:40:56 wrote ae_005.pth
20240908-14:40:56 wrote ae_006.pth
20240908-14:40:57 wrote ae_007.pth
20240908-14:40:58 wrote ae_008.pth
20240908-14:40:58 wrote ae_009.pth
20240908-14:40:58 epoch_duration 2min51s next_finish 14:43:50
20240908-14:40:58 wrote state.pth
20240908-14:40:58 --- epoch 559 ----------------------------------------
20240908-14:40:58 current_test_accuracies 0.9279 0.9629 0.9548 0.9516 0.9512 0.9500 0.9572 0.9511 0.9626 0.9519
20240908-14:40:58 time_train=101364 time_c_quizzes=0
20240908-14:40:58 no_c_quiz
20240908-14:40:58 training model 0 (accuracy 0.9279279112815857)
20240908-14:40:58 training model 5 (accuracy 0.949999988079071)
20240908-14:43:03 train_loss 559 model 5 0.012661524535193166
20240908-14:43:03 train_loss 559 model 0 0.012495395002326404
20240908-14:43:05 test_loss 559 model 5 0.007361746042897721
20240908-14:43:05 test_loss 559 model 0 0.008088447643876862
20240908-14:43:40 test_accuracy 559 model 5 nb_correct 747 / 803 (93.03%)
20240908-14:43:42 test_accuracy 559 model 0 nb_correct 733 / 781 (93.85%)
20240908-14:43:43 wrote ae_000.pth
20240908-14:43:43 wrote ae_001.pth
20240908-14:43:44 wrote ae_002.pth
20240908-14:43:45 wrote ae_003.pth
20240908-14:43:45 wrote ae_004.pth
20240908-14:43:46 wrote ae_005.pth
20240908-14:43:47 wrote ae_006.pth
20240908-14:43:47 wrote ae_007.pth
20240908-14:43:48 wrote ae_008.pth
20240908-14:43:49 wrote ae_009.pth
20240908-14:43:49 epoch_duration 2min50s next_finish 14:46:39
20240908-14:43:49 wrote state.pth
20240908-14:43:49 --- epoch 560 ----------------------------------------
20240908-14:43:49 current_test_accuracies 0.9385 0.9629 0.9548 0.9516 0.9512 0.9303 0.9572 0.9511 0.9626 0.9519
20240908-14:43:49 time_train=101527 time_c_quizzes=0
20240908-14:43:49 no_c_quiz
20240908-14:43:49 training model 5 (accuracy 0.930261492729187)
20240908-14:43:49 training model 0 (accuracy 0.9385403394699097)
20240908-14:45:54 train_loss 560 model 0 0.01167819047953526
20240908-14:45:54 train_loss 560 model 5 0.0117459192188835
20240908-14:45:55 test_loss 560 model 0 0.013791632953041245
20240908-14:45:55 test_loss 560 model 5 0.008251607120973859
20240908-14:46:31 test_accuracy 560 model 5 nb_correct 747 / 792 (94.32%)
20240908-14:46:35 test_accuracy 560 model 0 nb_correct 733 / 795 (92.20%)
20240908-14:46:36 wrote ae_000.pth
20240908-14:46:36 wrote ae_001.pth
20240908-14:46:37 wrote ae_002.pth
20240908-14:46:38 wrote ae_003.pth
20240908-14:46:38 wrote ae_004.pth
20240908-14:46:39 wrote ae_005.pth
20240908-14:46:40 wrote ae_006.pth
20240908-14:46:41 wrote ae_007.pth
20240908-14:46:41 wrote ae_008.pth
20240908-14:46:42 wrote ae_009.pth
20240908-14:46:42 epoch_duration 2min53s next_finish 14:49:35
20240908-14:46:42 wrote state.pth
20240908-14:46:42 --- epoch 561 ----------------------------------------
20240908-14:46:42 current_test_accuracies 0.9220 0.9629 0.9548 0.9516 0.9512 0.9432 0.9572 0.9511 0.9626 0.9519
20240908-14:46:42 time_train=101693 time_c_quizzes=0
20240908-14:46:42 no_c_quiz
20240908-14:46:42 training model 0 (accuracy 0.9220125675201416)
20240908-14:46:42 training model 5 (accuracy 0.9431818127632141)
20240908-14:48:47 train_loss 561 model 0 0.011528354201362162
20240908-14:48:47 train_loss 561 model 5 0.012262341144649327
20240908-14:48:48 test_loss 561 model 0 0.011924816956320684
20240908-14:48:48 test_loss 561 model 5 0.010032121877338795
20240908-14:49:24 test_accuracy 561 model 0 nb_correct 770 / 805 (95.65%)
20240908-14:49:26 test_accuracy 561 model 5 nb_correct 748 / 808 (92.57%)
20240908-14:49:27 wrote ae_000.pth
20240908-14:49:28 wrote ae_001.pth
20240908-14:49:28 wrote ae_002.pth
20240908-14:49:29 wrote ae_003.pth
20240908-14:49:30 wrote ae_004.pth
20240908-14:49:30 wrote ae_005.pth
20240908-14:49:31 wrote ae_006.pth
20240908-14:49:32 wrote ae_007.pth
20240908-14:49:32 wrote ae_008.pth
20240908-14:49:33 wrote ae_009.pth
20240908-14:49:33 epoch_duration 2min51s next_finish 14:52:24
20240908-14:49:33 wrote state.pth
20240908-14:49:33 --- epoch 562 ----------------------------------------
20240908-14:49:33 current_test_accuracies 0.9565 0.9629 0.9548 0.9516 0.9512 0.9257 0.9572 0.9511 0.9626 0.9519
20240908-14:49:33 time_train=101857 time_c_quizzes=0
20240908-14:49:33 no_c_quiz
20240908-14:49:33 training model 5 (accuracy 0.9257425665855408)
20240908-14:49:33 training model 7 (accuracy 0.9510664939880371)
20240908-14:51:38 train_loss 562 model 7 0.011817606558619445
20240908-14:51:38 train_loss 562 model 5 0.012290480298681359
20240908-14:51:39 test_loss 562 model 7 0.010481173563857738
20240908-14:51:39 test_loss 562 model 5 0.007567151743904788
20240908-14:52:15 test_accuracy 562 model 7 nb_correct 742 / 788 (94.16%)
20240908-14:52:19 test_accuracy 562 model 5 nb_correct 725 / 779 (93.07%)
20240908-14:52:20 wrote ae_000.pth
20240908-14:52:21 wrote ae_001.pth
20240908-14:52:21 wrote ae_002.pth
20240908-14:52:22 wrote ae_003.pth
20240908-14:52:23 wrote ae_004.pth
20240908-14:52:23 wrote ae_005.pth
20240908-14:52:24 wrote ae_006.pth
20240908-14:52:25 wrote ae_007.pth
20240908-14:52:25 wrote ae_008.pth
20240908-14:52:26 wrote ae_009.pth
20240908-14:52:26 epoch_duration 2min53s next_finish 14:55:19
20240908-14:52:26 wrote state.pth
20240908-14:52:26 --- epoch 563 ----------------------------------------
20240908-14:52:26 current_test_accuracies 0.9565 0.9629 0.9548 0.9516 0.9512 0.9307 0.9572 0.9416 0.9626 0.9519
20240908-14:52:26 time_train=102023 time_c_quizzes=0
20240908-14:52:26 no_c_quiz
20240908-14:52:26 training model 5 (accuracy 0.9306803345680237)
20240908-14:52:26 training model 7 (accuracy 0.9416243433952332)
20240908-14:54:31 train_loss 563 model 5 0.011790674191621293
20240908-14:54:31 train_loss 563 model 7 0.012377422214580292
20240908-14:54:32 test_loss 563 model 5 0.011162808708699856
20240908-14:54:33 test_loss 563 model 7 0.00830955811948968
20240908-14:55:07 test_accuracy 563 model 5 nb_correct 785 / 820 (95.73%)
20240908-14:55:10 test_accuracy 563 model 7 nb_correct 757 / 803 (94.27%)
20240908-14:55:10 wrote ae_000.pth
20240908-14:55:11 wrote ae_001.pth
20240908-14:55:12 wrote ae_002.pth
20240908-14:55:12 wrote ae_003.pth
20240908-14:55:13 wrote ae_004.pth
20240908-14:55:14 wrote ae_005.pth
20240908-14:55:14 wrote ae_006.pth
20240908-14:55:15 wrote ae_007.pth
20240908-14:55:16 wrote ae_008.pth
20240908-14:55:16 wrote ae_009.pth
20240908-14:55:16 epoch_duration 2min50s next_finish 14:58:07
20240908-14:55:16 wrote state.pth
20240908-14:55:16 --- epoch 564 ----------------------------------------
20240908-14:55:16 current_test_accuracies 0.9565 0.9629 0.9548 0.9516 0.9512 0.9573 0.9572 0.9427 0.9626 0.9519
20240908-14:55:16 time_train=102186 time_c_quizzes=0
20240908-14:55:16 no_c_quiz
20240908-14:55:16 training model 7 (accuracy 0.9427148103713989)
20240908-14:55:16 training model 4 (accuracy 0.9511889815330505)
20240908-14:57:21 train_loss 564 model 4 0.011763004406962863
20240908-14:57:21 train_loss 564 model 7 0.012563351808086737
20240908-14:57:23 test_loss 564 model 4 0.008064005133007868
20240908-14:57:23 test_loss 564 model 7 0.009893238107173375
20240908-14:57:57 test_accuracy 564 model 7 nb_correct 756 / 804 (94.03%)
20240908-14:58:01 test_accuracy 564 model 4 nb_correct 747 / 798 (93.61%)
20240908-14:58:02 wrote ae_000.pth
20240908-14:58:03 wrote ae_001.pth
20240908-14:58:03 wrote ae_002.pth
20240908-14:58:04 wrote ae_003.pth
20240908-14:58:04 wrote ae_004.pth
20240908-14:58:05 wrote ae_005.pth
20240908-14:58:06 wrote ae_006.pth
20240908-14:58:06 wrote ae_007.pth
20240908-14:58:07 wrote ae_008.pth
20240908-14:58:08 wrote ae_009.pth
20240908-14:58:08 epoch_duration 2min51s next_finish 15:00:59
20240908-14:58:08 wrote state.pth
20240908-14:58:08 --- epoch 565 ----------------------------------------
20240908-14:58:08 current_test_accuracies 0.9565 0.9629 0.9548 0.9516 0.9361 0.9573 0.9572 0.9403 0.9626 0.9519
20240908-14:58:08 time_train=102350 time_c_quizzes=0
20240908-14:58:08 no_c_quiz
20240908-14:58:08 training model 4 (accuracy 0.9360902309417725)
20240908-14:58:08 training model 7 (accuracy 0.9402984976768494)
20240908-15:00:13 train_loss 565 model 4 0.011800046181893776
20240908-15:00:13 train_loss 565 model 7 0.012045742688787869
20240908-15:00:14 test_loss 565 model 4 0.009776980710284988
20240908-15:00:14 test_loss 565 model 7 0.007401875505058797
20240908-15:00:50 test_accuracy 565 model 7 nb_correct 773 / 816 (94.73%)
20240908-15:00:52 test_accuracy 565 model 4 nb_correct 751 / 795 (94.47%)
20240908-15:00:52 wrote ae_000.pth
20240908-15:00:53 wrote ae_001.pth
20240908-15:00:54 wrote ae_002.pth
20240908-15:00:54 wrote ae_003.pth
20240908-15:00:55 wrote ae_004.pth
20240908-15:00:56 wrote ae_005.pth
20240908-15:00:57 wrote ae_006.pth
20240908-15:00:57 wrote ae_007.pth
20240908-15:00:58 wrote ae_008.pth
20240908-15:00:59 wrote ae_009.pth
20240908-15:00:59 epoch_duration 2min50s next_finish 15:03:49
20240908-15:00:59 wrote state.pth
20240908-15:00:59 --- epoch 566 ----------------------------------------
20240908-15:00:59 current_test_accuracies 0.9565 0.9629 0.9548 0.9516 0.9447 0.9573 0.9572 0.9473 0.9626 0.9519
20240908-15:00:59 time_train=102513 time_c_quizzes=0
20240908-15:00:59 no_c_quiz
20240908-15:00:59 training model 4 (accuracy 0.944654107093811)
20240908-15:00:59 training model 7 (accuracy 0.9473039507865906)
20240908-15:03:03 train_loss 566 model 7 0.011620559213673914
20240908-15:03:03 train_loss 566 model 4 0.011090957031707148
20240908-15:03:05 test_loss 566 model 7 0.0073407318293931215
20240908-15:03:05 test_loss 566 model 4 0.009712674932052323
20240908-15:03:40 test_accuracy 566 model 7 nb_correct 778 / 812 (95.81%)
20240908-15:03:40 test_accuracy 566 model 4 nb_correct 770 / 807 (95.42%)
20240908-15:03:41 wrote ae_000.pth
20240908-15:03:42 wrote ae_001.pth
20240908-15:03:42 wrote ae_002.pth
20240908-15:03:43 wrote ae_003.pth
20240908-15:03:44 wrote ae_004.pth
20240908-15:03:44 wrote ae_005.pth
20240908-15:03:45 wrote ae_006.pth
20240908-15:03:46 wrote ae_007.pth
20240908-15:03:46 wrote ae_008.pth
20240908-15:03:47 wrote ae_009.pth
20240908-15:03:47 epoch_duration 2min48s next_finish 15:06:36
20240908-15:03:47 wrote state.pth
20240908-15:03:47 --- epoch 567 ----------------------------------------
20240908-15:03:47 current_test_accuracies 0.9565 0.9629 0.9548 0.9516 0.9542 0.9573 0.9572 0.9581 0.9626 0.9519
20240908-15:03:47 time_train=102674 time_c_quizzes=0
20240908-15:03:52 wrote ae_009_naive.pth
20240908-15:03:52 dummy tensor([0.7397])
20240908-15:03:52 dummy tensor([0.1803])
20240908-15:03:59 nb_generated 0 model 9 (finishes ??? -- 0/h)
20240908-15:03:59 nb_generated 1 model 2 (finishes ??? -- 0/h)
20240908-15:04:05 nb_generated 1 model 2 (finishes ??? -- 0/h)
20240908-15:04:05 nb_generated 0 model 7 (finishes ??? -- 0/h)
20240908-15:04:12 nb_generated 0 model 5 (finishes ??? -- 0/h)
20240908-15:04:12 nb_generated 1 model 5 (finishes ??? -- 0/h)
20240908-15:04:17 nb_generated 0 model 8 (finishes ??? -- 0/h)
20240908-15:04:18 nb_generated 1 model 3 (finishes ??? -- 0/h)
20240908-15:04:23 nb_generated 0 model 7 (finishes ??? -- 0/h)
20240908-15:04:24 nb_generated 1 model 5 (finishes ??? -- 0/h)
20240908-15:04:29 nb_generated 1 model 3 (finishes ??? -- 0/h)
20240908-15:04:30 nb_generated 0 model 9 (finishes ??? -- 0/h)
20240908-15:04:36 nb_generated 1 model 9 (finishes ??? -- 0/h)
20240908-15:04:37 nb_generated 0 model 9 (finishes ??? -- 0/h)
20240908-15:04:42 nb_generated 1 model 1 (finishes ??? -- 0/h)
20240908-15:04:44 nb_generated 1 model 8 (finishes ??? -- 0/h)
20240908-15:04:48 nb_generated 1 model 1 (finishes ??? -- 0/h)
20240908-15:04:50 nb_generated 1 model 3 (finishes ??? -- 0/h)
20240908-15:04:54 nb_generated 1 model 5 (finishes ??? -- 0/h)
20240908-15:04:56 nb_generated 1 model 9 (finishes ??? -- 0/h)
20240908-15:05:00 nb_generated 1 model 5 (finishes ??? -- 0/h)
20240908-15:05:02 nb_generated 3 model 1 (finishes Mon 15:25 -- 51/h)
20240908-15:05:07 nb_generated 1 model 2 (finishes ??? -- 0/h)
20240908-15:05:08 nb_generated 3 model 0 (finishes Mon 17:27 -- 47/h)
20240908-15:05:12 nb_generated 2 model 4 (finishes ??? -- 0/h)
20240908-15:05:15 nb_generated 3 model 7 (finishes Mon 19:54 -- 43/h)
20240908-15:05:18 nb_generated 2 model 2 (finishes ??? -- 0/h)
20240908-15:05:21 nb_generated 3 model 4 (finishes Mon 22:07 -- 40/h)
20240908-15:05:24 nb_generated 2 model 6 (finishes ??? -- 0/h)
20240908-15:05:28 nb_generated 3 model 7 (finishes Tue 00:18 -- 37/h)
20240908-15:05:31 nb_generated 2 model 0 (finishes ??? -- 0/h)
20240908-15:05:33 nb_generated 3 model 5 (finishes Tue 02:10 -- 35/h)
20240908-15:05:37 nb_generated 2 model 7 (finishes ??? -- 0/h)
20240908-15:05:40 nb_generated 3 model 9 (finishes Tue 04:29 -- 33/h)
20240908-15:05:44 nb_generated 2 model 8 (finishes ??? -- 0/h)
20240908-15:05:47 nb_generated 3 model 0 (finishes Tue 06:51 -- 31/h)
20240908-15:05:49 nb_generated 2 model 3 (finishes ??? -- 0/h)
20240908-15:05:53 nb_generated 3 model 3 (finishes Tue 08:57 -- 29/h)
20240908-15:05:55 nb_generated 2 model 7 (finishes ??? -- 0/h)
20240908-15:05:59 nb_generated 3 model 0 (finishes Tue 11:18 -- 28/h)
20240908-15:06:02 nb_generated 2 model 7 (finishes ??? -- 0/h)
20240908-15:06:06 nb_generated 3 model 3 (finishes Tue 13:26 -- 26/h)
20240908-15:06:08 nb_generated 2 model 3 (finishes ??? -- 0/h)
20240908-15:06:11 nb_generated 3 model 5 (finishes Tue 15:14 -- 25/h)
20240908-15:06:15 nb_generated 2 model 6 (finishes ??? -- 0/h)
20240908-15:06:16 nb_generated 3 model 5 (finishes Tue 17:10 -- 24/h)
20240908-15:06:22 nb_generated 3 model 9 (finishes ??? -- 0/h)
20240908-15:06:23 nb_generated 3 model 8 (finishes Tue 19:29 -- 23/h)
20240908-15:06:28 nb_generated 4 model 3 (finishes ??? -- 0/h)
20240908-15:06:29 nb_generated 3 model 3 (finishes Tue 21:24 -- 22/h)
20240908-15:06:34 nb_generated 4 model 4 (finishes ??? -- 0/h)
20240908-15:06:35 nb_generated 3 model 8 (finishes Tue 23:35 -- 22/h)
20240908-15:06:40 nb_generated 4 model 7 (finishes ??? -- 0/h)
20240908-15:06:41 nb_generated 3 model 4 (finishes Wed 01:37 -- 21/h)
20240908-15:06:45 nb_generated 4 model 3 (finishes ??? -- 0/h)
20240908-15:06:47 nb_generated 3 model 4 (finishes Wed 03:49 -- 20/h)
20240908-15:06:52 nb_generated 4 model 7 (finishes ??? -- 0/h)
20240908-15:06:53 nb_generated 3 model 3 (finishes Wed 05:50 -- 19/h)
20240908-15:06:57 nb_generated 4 model 8 (finishes ??? -- 0/h)
20240908-15:06:59 nb_generated 3 model 8 (finishes Wed 07:54 -- 19/h)
20240908-15:07:04 nb_generated 3 model 3 (finishes Wed 09:41 -- 18/h)
20240908-15:07:04 nb_generated 4 model 8 (finishes ??? -- 0/h)
20240908-15:07:09 nb_generated 4 model 1 (finishes Wed 11:29 -- 18/h)
20240908-15:07:11 nb_generated 4 model 1 (finishes ??? -- 0/h)
20240908-15:07:16 nb_generated 4 model 9 (finishes Wed 13:57 -- 17/h)
20240908-15:07:17 nb_generated 4 model 7 (finishes ??? -- 0/h)
20240908-15:07:22 nb_generated 4 model 8 (finishes Wed 15:57 -- 17/h)
20240908-15:07:23 nb_generated 4 model 7 (finishes ??? -- 0/h)
20240908-15:07:28 nb_generated 4 model 5 (finishes Wed 17:57 -- 16/h)
20240908-15:07:33 nb_generated 4 model 5 (finishes Wed 19:53 -- 16/h)
20240908-15:07:35 nb_generated 4 model 0 (finishes ??? -- 0/h)
20240908-15:07:39 nb_generated 4 model 7 (finishes Wed 21:51 -- 15/h)
20240908-15:07:41 nb_generated 4 model 1 (finishes ??? -- 0/h)
20240908-15:07:45 nb_generated 4 model 0 (finishes Thu 00:02 -- 15/h)
20240908-15:07:48 nb_generated 4 model 8 (finishes ??? -- 0/h)
20240908-15:07:51 nb_generated 5 model 2 (finishes Thu 02:06 -- 15/h)
20240908-15:07:54 nb_generated 4 model 2 (finishes ??? -- 0/h)
20240908-15:07:57 nb_generated 5 model 8 (finishes Thu 04:07 -- 14/h)
20240908-15:08:01 nb_generated 4 model 4 (finishes ??? -- 0/h)
20240908-15:08:04 nb_generated 7 model 1 (finishes Tue 10:45 -- 28/h)
20240908-15:08:08 nb_generated 4 model 7 (finishes ??? -- 0/h)
20240908-15:08:10 nb_generated 7 model 1 (finishes Tue 11:48 -- 27/h)
20240908-15:08:15 nb_generated 4 model 9 (finishes ??? -- 0/h)
20240908-15:08:16 nb_generated 7 model 5 (finishes Tue 12:51 -- 27/h)
20240908-15:08:21 nb_generated 4 model 2 (finishes ??? -- 0/h)
20240908-15:08:22 nb_generated 7 model 6 (finishes Tue 13:53 -- 26/h)
20240908-15:08:27 nb_generated 5 model 1 (finishes Thu 14:33 -- 13/h)
20240908-15:08:28 nb_generated 7 model 7 (finishes Tue 14:55 -- 26/h)
20240908-15:08:33 nb_generated 7 model 2 (finishes Tue 15:54 -- 25/h)
20240908-15:08:34 nb_generated 5 model 9 (finishes Thu 17:04 -- 12/h)
20240908-15:08:39 nb_generated 7 model 3 (finishes Tue 16:53 -- 25/h)
20240908-15:08:40 nb_generated 5 model 5 (finishes Thu 19:03 -- 12/h)
20240908-15:08:45 nb_generated 8 model 9 (finishes Tue 00:57 -- 36/h)
20240908-15:08:46 nb_generated 5 model 5 (finishes Thu 21:11 -- 12/h)
20240908-15:08:51 nb_generated 8 model 0 (finishes Tue 01:39 -- 36/h)
20240908-15:08:51 nb_generated 5 model 5 (finishes Thu 23:01 -- 12/h)
20240908-15:08:57 nb_generated 5 model 3 (finishes Fri 00:51 -- 11/h)
20240908-15:08:58 nb_generated 8 model 9 (finishes Tue 02:30 -- 35/h)
20240908-15:09:03 nb_generated 5 model 5 (finishes Fri 02:57 -- 11/h)
20240908-15:09:05 nb_generated 9 model 6 (finishes Mon 18:12 -- 46/h)
20240908-15:09:09 nb_generated 5 model 4 (finishes Fri 05:11 -- 11/h)
20240908-15:09:11 nb_generated 9 model 6 (finishes Mon 18:47 -- 45/h)
20240908-15:09:16 nb_generated 5 model 9 (finishes Fri 07:44 -- 11/h)
20240908-15:09:19 nb_generated 10 model 2 (finishes Mon 19:24 -- 44/h)
20240908-15:09:23 nb_generated 5 model 2 (finishes Fri 09:57 -- 10/h)
20240908-15:09:25 nb_generated 10 model 8 (finishes Mon 19:56 -- 43/h)
20240908-15:09:29 nb_generated 5 model 7 (finishes Fri 11:57 -- 10/h)
20240908-15:09:31 nb_generated 10 model 8 (finishes Mon 20:30 -- 42/h)
20240908-15:09:36 nb_generated 6 model 7 (finishes Fri 14:29 -- 10/h)
20240908-15:09:37 nb_generated 10 model 4 (finishes Mon 21:00 -- 41/h)
20240908-15:09:41 nb_generated 6 model 8 (finishes Fri 16:23 -- 10/h)
20240908-15:09:43 nb_generated 10 model 4 (finishes Mon 21:31 -- 41/h)
20240908-15:09:47 nb_generated 6 model 6 (finishes Fri 18:24 -- 10/h)
20240908-15:09:50 nb_generated 11 model 2 (finishes Mon 22:08 -- 40/h)
20240908-15:09:53 nb_generated 6 model 2 (finishes Fri 20:28 -- 9/h)
20240908-15:09:56 nb_generated 11 model 7 (finishes Mon 22:39 -- 39/h)
20240908-15:10:00 nb_generated 6 model 9 (finishes Fri 22:58 -- 9/h)
20240908-15:10:02 nb_generated 11 model 4 (finishes Mon 23:10 -- 38/h)
20240908-15:10:07 nb_generated 7 model 0 (finishes Wed 08:06 -- 19/h)
20240908-15:10:08 nb_generated 12 model 1 (finishes Mon 17:09 -- 47/h)
20240908-15:10:12 nb_generated 7 model 3 (finishes Wed 09:07 -- 18/h)
20240908-15:10:13 nb_generated 12 model 3 (finishes Mon 17:33 -- 47/h)
20240908-15:10:19 nb_generated 12 model 7 (finishes Mon 17:56 -- 46/h)
20240908-15:10:19 nb_generated 7 model 7 (finishes Wed 10:17 -- 18/h)
20240908-15:10:25 nb_generated 7 model 8 (finishes Wed 11:19 -- 18/h)
20240908-15:10:25 nb_generated 12 model 2 (finishes Mon 18:22 -- 45/h)
20240908-15:10:31 nb_generated 7 model 8 (finishes Wed 12:21 -- 18/h)
20240908-15:10:32 nb_generated 12 model 1 (finishes Mon 18:49 -- 45/h)
20240908-15:10:37 nb_generated 7 model 0 (finishes Wed 13:18 -- 17/h)
20240908-15:10:37 nb_generated 12 model 6 (finishes Mon 19:13 -- 44/h)
20240908-15:10:43 nb_generated 7 model 2 (finishes Wed 14:22 -- 17/h)
20240908-15:10:44 nb_generated 13 model 9 (finishes Mon 14:55 -- 52/h)
20240908-15:10:49 nb_generated 8 model 4 (finishes Wed 15:22 -- 17/h)
20240908-15:10:50 nb_generated 13 model 1 (finishes Mon 15:16 -- 51/h)
20240908-15:10:54 nb_generated 8 model 8 (finishes Wed 16:20 -- 17/h)
20240908-15:10:56 nb_generated 13 model 7 (finishes Mon 15:36 -- 50/h)
20240908-15:11:00 nb_generated 8 model 8 (finishes Wed 17:19 -- 16/h)
20240908-15:11:02 nb_generated 13 model 0 (finishes Mon 15:55 -- 50/h)
20240908-15:11:07 nb_generated 8 model 8 (finishes Wed 18:33 -- 16/h)
20240908-15:11:07 nb_generated 13 model 6 (finishes Mon 16:14 -- 49/h)
20240908-15:11:13 nb_generated 8 model 6 (finishes Wed 19:38 -- 16/h)
20240908-15:11:14 nb_generated 13 model 0 (finishes Mon 16:39 -- 48/h)
20240908-15:11:20 nb_generated 8 model 9 (finishes Wed 20:51 -- 16/h)
20240908-15:11:20 nb_generated 13 model 8 (finishes Mon 17:00 -- 48/h)
20240908-15:11:26 nb_generated 13 model 4 (finishes Mon 17:20 -- 47/h)
20240908-15:11:26 nb_generated 9 model 7 (finishes Tue 19:38 -- 23/h)
20240908-15:11:32 nb_generated 15 model 9 (finishes Mon 11:01 -- 62/h)
20240908-15:11:34 nb_generated 9 model 4 (finishes Tue 20:29 -- 23/h)
20240908-15:11:39 nb_generated 15 model 9 (finishes Mon 11:19 -- 61/h)
20240908-15:11:40 nb_generated 9 model 0 (finishes Tue 21:12 -- 23/h)
20240908-15:11:45 nb_generated 15 model 7 (finishes Mon 11:35 -- 60/h)
20240908-15:11:45 nb_generated 9 model 0 (finishes Tue 21:52 -- 22/h)
20240908-15:11:51 nb_generated 15 model 5 (finishes Mon 11:51 -- 60/h)
20240908-15:11:52 nb_generated 9 model 2 (finishes Tue 22:39 -- 22/h)
20240908-15:11:58 nb_generated 15 model 6 (finishes Mon 12:09 -- 59/h)
20240908-15:11:59 nb_generated 9 model 7 (finishes Tue 23:24 -- 22/h)
20240908-15:12:04 nb_generated 15 model 1 (finishes Mon 12:26 -- 58/h)
20240908-15:12:06 nb_generated 9 model 8 (finishes Wed 00:14 -- 21/h)
20240908-15:12:12 nb_generated 15 model 9 (finishes Mon 12:44 -- 57/h)
20240908-15:12:12 nb_generated 9 model 4 (finishes Wed 00:56 -- 21/h)
20240908-15:12:17 nb_generated 15 model 4 (finishes Mon 12:59 -- 57/h)
20240908-15:12:18 nb_generated 10 model 8 (finishes Tue 10:59 -- 28/h)
20240908-15:12:23 nb_generated 15 model 6 (finishes Mon 13:14 -- 56/h)
20240908-15:12:24 nb_generated 11 model 4 (finishes Tue 02:36 -- 35/h)
20240908-15:12:30 nb_generated 17 model 9 (finishes Mon 11:03 -- 62/h)
20240908-15:12:30 nb_generated 11 model 2 (finishes Tue 03:03 -- 34/h)
20240908-15:12:36 nb_generated 18 model 6 (finishes Mon 09:16 -- 68/h)
20240908-15:12:36 nb_generated 11 model 7 (finishes Tue 03:29 -- 34/h)
20240908-15:12:42 nb_generated 19 model 3 (finishes Mon 09:28 -- 67/h)
20240908-15:12:43 nb_generated 12 model 1 (finishes Tue 03:54 -- 33/h)
20240908-15:12:48 nb_generated 19 model 5 (finishes Mon 09:40 -- 67/h)
20240908-15:12:48 nb_generated 12 model 1 (finishes Tue 04:18 -- 33/h)
20240908-15:12:55 nb_generated 12 model 8 (finishes Tue 04:46 -- 33/h)
20240908-15:12:55 nb_generated 19 model 7 (finishes Mon 09:55 -- 66/h)
20240908-15:13:00 nb_generated 12 model 3 (finishes Tue 05:08 -- 32/h)
20240908-15:13:01 nb_generated 19 model 7 (finishes Mon 10:08 -- 65/h)
20240908-15:13:06 nb_generated 13 model 5 (finishes Tue 05:31 -- 32/h)
20240908-15:13:07 nb_generated 19 model 5 (finishes Mon 10:20 -- 64/h)
20240908-15:13:12 nb_generated 16 model 1 (finishes Mon 23:28 -- 38/h)
20240908-15:13:14 nb_generated 19 model 9 (finishes Mon 10:34 -- 64/h)
20240908-15:13:19 nb_generated 16 model 9 (finishes Mon 23:50 -- 38/h)
20240908-15:13:20 nb_generated 19 model 9 (finishes Mon 10:47 -- 63/h)
20240908-15:13:25 nb_generated 16 model 0 (finishes Tue 00:14 -- 37/h)
20240908-15:13:26 nb_generated 19 model 8 (finishes Mon 10:59 -- 62/h)
20240908-15:13:31 nb_generated 16 model 0 (finishes Tue 00:35 -- 37/h)
20240908-15:13:32 nb_generated 19 model 8 (finishes Mon 11:12 -- 62/h)
20240908-15:13:37 nb_generated 16 model 0 (finishes Tue 00:55 -- 36/h)
20240908-15:13:39 nb_generated 19 model 0 (finishes Mon 11:27 -- 61/h)
20240908-15:13:44 nb_generated 16 model 0 (finishes Tue 01:18 -- 36/h)
20240908-15:13:45 nb_generated 19 model 5 (finishes Mon 11:39 -- 60/h)
20240908-15:13:51 nb_generated 16 model 6 (finishes Tue 01:43 -- 36/h)
20240908-15:13:52 nb_generated 19 model 8 (finishes Mon 11:54 -- 59/h)
20240908-15:13:58 nb_generated 21 model 2 (finishes Mon 10:11 -- 65/h)
20240908-15:13:58 nb_generated 16 model 2 (finishes Tue 02:08 -- 35/h)
20240908-15:14:04 nb_generated 21 model 5 (finishes Mon 10:23 -- 64/h)
20240908-15:14:05 nb_generated 16 model 4 (finishes Tue 02:30 -- 35/h)
20240908-15:14:10 nb_generated 21 model 5 (finishes Mon 10:34 -- 64/h)
20240908-15:14:11 nb_generated 16 model 1 (finishes Tue 02:54 -- 34/h)
20240908-15:14:17 nb_generated 21 model 4 (finishes Mon 10:46 -- 63/h)
20240908-15:14:18 nb_generated 16 model 7 (finishes Tue 03:17 -- 34/h)
20240908-15:14:23 nb_generated 21 model 6 (finishes Mon 10:58 -- 62/h)
20240908-15:14:24 nb_generated 16 model 4 (finishes Tue 03:37 -- 34/h)
20240908-15:14:29 nb_generated 21 model 7 (finishes Mon 11:10 -- 62/h)
20240908-15:14:30 nb_generated 16 model 9 (finishes Tue 04:00 -- 33/h)
20240908-15:14:35 nb_generated 21 model 0 (finishes Mon 11:20 -- 61/h)
20240908-15:14:36 nb_generated 16 model 6 (finishes Tue 04:18 -- 33/h)
20240908-15:14:41 nb_generated 16 model 6 (finishes Tue 04:38 -- 33/h)
20240908-15:14:41 nb_generated 21 model 9 (finishes Mon 11:33 -- 60/h)
20240908-15:14:47 nb_generated 21 model 5 (finishes Mon 11:44 -- 60/h)
20240908-15:14:47 nb_generated 16 model 4 (finishes Tue 04:59 -- 32/h)
20240908-15:14:53 nb_generated 21 model 6 (finishes Mon 11:55 -- 59/h)
20240908-15:14:55 nb_generated 18 model 6 (finishes Mon 19:50 -- 43/h)
20240908-15:14:59 nb_generated 21 model 1 (finishes Mon 12:06 -- 59/h)
20240908-15:15:01 nb_generated 18 model 8 (finishes Mon 20:07 -- 43/h)
20240908-15:15:04 nb_generated 22 model 5 (finishes Mon 12:17 -- 58/h)
20240908-15:15:08 nb_generated 18 model 5 (finishes Mon 20:23 -- 42/h)
20240908-15:15:11 nb_generated 22 model 2 (finishes Mon 12:30 -- 58/h)
20240908-15:15:13 nb_generated 18 model 4 (finishes Mon 20:38 -- 42/h)
20240908-15:15:17 nb_generated 22 model 7 (finishes Mon 12:42 -- 57/h)
20240908-15:15:19 nb_generated 18 model 0 (finishes Mon 20:52 -- 41/h)
20240908-15:15:23 nb_generated 22 model 1 (finishes Mon 12:52 -- 57/h)
20240908-15:15:25 nb_generated 18 model 7 (finishes Mon 21:09 -- 41/h)
20240908-15:15:29 nb_generated 23 model 6 (finishes Mon 13:03 -- 56/h)
20240908-15:15:31 nb_generated 19 model 6 (finishes Mon 18:02 -- 46/h)
20240908-15:15:35 nb_generated 23 model 7 (finishes Mon 13:14 -- 56/h)
20240908-15:15:38 nb_generated 19 model 2 (finishes Mon 18:19 -- 45/h)
20240908-15:15:40 nb_generated 23 model 8 (finishes Mon 13:25 -- 55/h)
20240908-15:15:44 nb_generated 20 model 7 (finishes Mon 15:47 -- 50/h)
20240908-15:15:46 nb_generated 23 model 7 (finishes Mon 13:36 -- 55/h)
20240908-15:15:51 nb_generated 20 model 3 (finishes Mon 16:01 -- 50/h)
20240908-15:15:52 nb_generated 24 model 5 (finishes Mon 11:53 -- 60/h)
20240908-15:15:56 nb_generated 20 model 3 (finishes Mon 16:12 -- 49/h)
20240908-15:15:59 nb_generated 24 model 0 (finishes Mon 12:05 -- 59/h)
20240908-15:16:02 nb_generated 20 model 9 (finishes Mon 16:25 -- 49/h)
20240908-15:16:05 nb_generated 24 model 3 (finishes Mon 12:16 -- 58/h)
20240908-15:16:08 nb_generated 21 model 6 (finishes Mon 14:17 -- 53/h)
20240908-15:16:12 nb_generated 24 model 7 (finishes Mon 12:28 -- 58/h)
20240908-15:16:15 nb_generated 21 model 9 (finishes Mon 14:31 -- 53/h)
20240908-15:16:19 nb_generated 24 model 6 (finishes Mon 12:40 -- 57/h)
20240908-15:16:21 nb_generated 23 model 8 (finishes Mon 12:44 -- 57/h)
20240908-15:16:24 nb_generated 25 model 5 (finishes Mon 12:49 -- 57/h)
20240908-15:16:29 nb_generated 23 model 4 (finishes Mon 12:57 -- 57/h)
20240908-15:16:30 nb_generated 25 model 5 (finishes Mon 12:59 -- 56/h)
20240908-15:16:35 nb_generated 23 model 9 (finishes Mon 13:08 -- 56/h)
20240908-15:16:36 nb_generated 25 model 4 (finishes Mon 13:10 -- 56/h)
20240908-15:16:40 nb_generated 23 model 3 (finishes Mon 13:18 -- 56/h)
20240908-15:16:42 nb_generated 25 model 0 (finishes Mon 13:21 -- 56/h)
20240908-15:16:46 nb_generated 23 model 8 (finishes Mon 13:28 -- 55/h)
20240908-15:16:49 nb_generated 26 model 9 (finishes Mon 11:49 -- 60/h)
20240908-15:16:53 nb_generated 24 model 4 (finishes Mon 11:55 -- 59/h)
20240908-15:16:56 nb_generated 27 model 9 (finishes Mon 10:30 -- 64/h)
20240908-15:16:59 nb_generated 24 model 8 (finishes Mon 12:05 -- 59/h)
20240908-15:17:02 nb_generated 27 model 8 (finishes Mon 10:40 -- 63/h)
20240908-15:17:04 nb_generated 24 model 3 (finishes Mon 12:13 -- 59/h)
20240908-15:17:10 nb_generated 24 model 5 (finishes Mon 12:22 -- 58/h)
20240908-15:17:10 nb_generated 28 model 9 (finishes Mon 09:31 -- 67/h)
20240908-15:17:16 nb_generated 24 model 0 (finishes Mon 12:33 -- 58/h)
20240908-15:17:17 nb_generated 28 model 8 (finishes Mon 09:41 -- 67/h)
20240908-15:17:22 nb_generated 24 model 8 (finishes Mon 12:42 -- 57/h)
20240908-15:17:24 nb_generated 29 model 9 (finishes Mon 08:41 -- 70/h)
20240908-15:17:29 nb_generated 24 model 8 (finishes Mon 12:52 -- 57/h)
20240908-15:17:30 nb_generated 29 model 8 (finishes Mon 08:48 -- 70/h)
20240908-15:17:34 nb_generated 24 model 9 (finishes Mon 13:01 -- 56/h)
20240908-15:17:36 nb_generated 29 model 7 (finishes Mon 08:56 -- 69/h)
20240908-15:17:40 nb_generated 24 model 6 (finishes Mon 13:11 -- 56/h)
20240908-15:17:42 nb_generated 29 model 4 (finishes Mon 09:04 -- 69/h)
20240908-15:17:48 nb_generated 29 model 2 (finishes Mon 09:11 -- 68/h)
20240908-15:17:48 nb_generated 24 model 9 (finishes Mon 13:22 -- 56/h)
20240908-15:17:53 nb_generated 24 model 7 (finishes Mon 13:32 -- 55/h)
20240908-15:17:54 nb_generated 29 model 4 (finishes Mon 09:20 -- 68/h)
20240908-15:18:00 nb_generated 24 model 7 (finishes Mon 13:42 -- 55/h)
20240908-15:18:00 nb_generated 29 model 2 (finishes Mon 09:27 -- 67/h)
20240908-15:18:06 nb_generated 29 model 7 (finishes Mon 09:35 -- 67/h)
20240908-15:18:06 nb_generated 25 model 9 (finishes Mon 12:15 -- 58/h)
20240908-15:18:12 nb_generated 25 model 1 (finishes Mon 12:23 -- 58/h)
20240908-15:18:12 nb_generated 30 model 9 (finishes Mon 08:38 -- 71/h)
20240908-15:18:19 nb_generated 25 model 4 (finishes Mon 12:33 -- 58/h)
20240908-15:18:19 nb_generated 30 model 6 (finishes Mon 08:46 -- 70/h)
20240908-15:18:24 nb_generated 25 model 1 (finishes Mon 12:41 -- 57/h)
20240908-15:18:26 nb_generated 30 model 1 (finishes Mon 08:54 -- 70/h)
20240908-15:18:30 nb_generated 26 model 4 (finishes Mon 11:23 -- 61/h)
20240908-15:18:32 nb_generated 30 model 4 (finishes Mon 09:02 -- 69/h)
20240908-15:18:37 nb_generated 26 model 6 (finishes Mon 11:32 -- 61/h)
20240908-15:18:38 nb_generated 30 model 7 (finishes Mon 09:09 -- 69/h)
20240908-15:18:43 nb_generated 26 model 8 (finishes Mon 11:40 -- 60/h)
20240908-15:18:44 nb_generated 32 model 1 (finishes Mon 08:15 -- 72/h)
20240908-15:18:48 nb_generated 26 model 2 (finishes Mon 11:48 -- 60/h)
20240908-15:18:50 nb_generated 32 model 4 (finishes Mon 08:23 -- 72/h)
20240908-15:18:55 nb_generated 26 model 1 (finishes Mon 11:58 -- 59/h)
20240908-15:18:56 nb_generated 33 model 0 (finishes Mon 07:34 -- 75/h)
20240908-15:19:02 nb_generated 33 model 3 (finishes Mon 07:41 -- 75/h)
20240908-15:19:02 nb_generated 26 model 0 (finishes Mon 12:08 -- 59/h)
20240908-15:19:08 nb_generated 26 model 3 (finishes Mon 12:16 -- 58/h)
20240908-15:19:09 nb_generated 33 model 0 (finishes Mon 07:48 -- 74/h)
20240908-15:19:14 nb_generated 26 model 3 (finishes Mon 12:24 -- 58/h)
20240908-15:19:15 nb_generated 33 model 7 (finishes Mon 07:56 -- 74/h)
20240908-15:19:20 nb_generated 33 model 3 (finishes Mon 08:01 -- 73/h)
20240908-15:19:26 nb_generated 26 model 7 (finishes Mon 12:40 -- 57/h)
20240908-15:19:27 nb_generated 33 model 3 (finishes Mon 08:08 -- 73/h)
20240908-15:19:31 nb_generated 27 model 5 (finishes Mon 11:26 -- 61/h)
20240908-15:19:33 nb_generated 33 model 2 (finishes Mon 08:16 -- 72/h)
20240908-15:19:38 nb_generated 27 model 4 (finishes Mon 11:35 -- 60/h)
20240908-15:19:40 nb_generated 33 model 3 (finishes Mon 08:23 -- 72/h)
20240908-15:19:45 nb_generated 27 model 6 (finishes Mon 11:44 -- 60/h)
20240908-15:19:46 nb_generated 33 model 9 (finishes Mon 08:29 -- 71/h)
20240908-15:19:52 nb_generated 27 model 3 (finishes Mon 11:54 -- 59/h)
20240908-15:19:53 nb_generated 33 model 6 (finishes Mon 08:37 -- 71/h)
20240908-15:19:58 nb_generated 33 model 5 (finishes Mon 08:43 -- 70/h)
20240908-15:19:59 nb_generated 27 model 9 (finishes Mon 12:02 -- 59/h)
20240908-15:20:04 nb_generated 28 model 0 (finishes Mon 10:55 -- 62/h)
20240908-15:20:05 nb_generated 33 model 2 (finishes Mon 08:50 -- 70/h)
20240908-15:20:11 nb_generated 33 model 6 (finishes Mon 08:56 -- 69/h)
20240908-15:20:11 nb_generated 28 model 9 (finishes Mon 11:03 -- 62/h)
20240908-15:20:17 nb_generated 28 model 2 (finishes Mon 11:11 -- 62/h)
20240908-15:20:18 nb_generated 33 model 9 (finishes Mon 09:04 -- 69/h)
20240908-15:20:24 nb_generated 28 model 9 (finishes Mon 11:19 -- 61/h)
20240908-15:20:24 nb_generated 33 model 9 (finishes Mon 09:12 -- 68/h)
20240908-15:20:30 nb_generated 30 model 0 (finishes Mon 10:18 -- 64/h)
20240908-15:20:30 nb_generated 33 model 0 (finishes Mon 09:18 -- 68/h)
20240908-15:20:36 nb_generated 30 model 0 (finishes Mon 10:25 -- 64/h)
20240908-15:20:36 nb_generated 33 model 3 (finishes Mon 09:25 -- 68/h)
20240908-15:20:42 nb_generated 33 model 2 (finishes Mon 09:31 -- 67/h)
20240908-15:20:43 nb_generated 30 model 9 (finishes Mon 10:33 -- 64/h)
20240908-15:20:49 nb_generated 30 model 6 (finishes Mon 10:40 -- 63/h)
20240908-15:20:50 nb_generated 33 model 9 (finishes Mon 09:39 -- 67/h)
20240908-15:20:54 nb_generated 30 model 4 (finishes Mon 10:47 -- 63/h)
20240908-15:20:55 nb_generated 34 model 0 (finishes Mon 08:49 -- 70/h)
20240908-15:21:00 nb_generated 30 model 3 (finishes Mon 10:53 -- 63/h)
20240908-15:21:01 nb_generated 35 model 0 (finishes Mon 08:05 -- 73/h)
20240908-15:21:06 nb_generated 30 model 7 (finishes Mon 11:00 -- 62/h)
20240908-15:21:07 nb_generated 36 model 9 (finishes Mon 08:11 -- 73/h)
20240908-15:21:11 nb_generated 30 model 3 (finishes Mon 11:06 -- 62/h)
20240908-15:21:16 nb_generated 30 model 1 (finishes Mon 11:12 -- 62/h)
20240908-15:21:18 nb_generated 37 model 5 (finishes Mon 07:34 -- 75/h)
20240908-15:21:23 nb_generated 30 model 0 (finishes Mon 11:19 -- 61/h)
20240908-15:21:24 nb_generated 37 model 2 (finishes Mon 07:40 -- 75/h)
20240908-15:21:29 nb_generated 30 model 8 (finishes Mon 11:27 -- 61/h)
20240908-15:21:30 nb_generated 38 model 5 (finishes Mon 07:02 -- 78/h)
20240908-15:21:35 nb_generated 30 model 4 (finishes Mon 11:34 -- 60/h)
20240908-15:21:36 nb_generated 38 model 2 (finishes Mon 07:07 -- 77/h)
20240908-15:21:41 nb_generated 30 model 6 (finishes Mon 11:41 -- 60/h)
20240908-15:21:42 nb_generated 38 model 3 (finishes Mon 07:12 -- 77/h)
20240908-15:21:48 nb_generated 30 model 0 (finishes Mon 11:48 -- 60/h)
20240908-15:21:48 nb_generated 38 model 3 (finishes Mon 07:18 -- 76/h)
20240908-15:21:54 nb_generated 30 model 7 (finishes Mon 11:56 -- 59/h)
20240908-15:21:54 nb_generated 38 model 7 (finishes Mon 07:24 -- 76/h)
20240908-15:21:59 nb_generated 30 model 3 (finishes Mon 12:02 -- 59/h)
20240908-15:22:01 nb_generated 39 model 9 (finishes Mon 06:49 -- 79/h)
20240908-15:22:07 nb_generated 30 model 4 (finishes Mon 12:10 -- 59/h)
20240908-15:22:08 nb_generated 39 model 4 (finishes Mon 06:54 -- 78/h)
20240908-15:22:13 nb_generated 39 model 4 (finishes Mon 06:59 -- 78/h)
20240908-15:22:13 nb_generated 31 model 6 (finishes Mon 11:11 -- 62/h)
20240908-15:22:19 nb_generated 39 model 8 (finishes Mon 07:04 -- 78/h)
20240908-15:22:20 nb_generated 32 model 9 (finishes Mon 10:17 -- 64/h)
20240908-15:22:24 nb_generated 39 model 2 (finishes Mon 07:09 -- 77/h)
20240908-15:22:26 nb_generated 32 model 2 (finishes Mon 10:24 -- 64/h)
20240908-15:22:30 nb_generated 40 model 8 (finishes Mon 07:14 -- 77/h)
20240908-15:22:33 nb_generated 32 model 8 (finishes Mon 10:31 -- 64/h)
20240908-15:22:37 nb_generated 40 model 0 (finishes Mon 07:20 -- 76/h)
20240908-15:22:39 nb_generated 32 model 0 (finishes Mon 10:38 -- 63/h)
20240908-15:22:43 nb_generated 41 model 8 (finishes Mon 06:46 -- 79/h)
20240908-15:22:46 nb_generated 32 model 2 (finishes Mon 10:44 -- 63/h)
20240908-15:22:48 nb_generated 42 model 3 (finishes Mon 06:50 -- 79/h)
20240908-15:22:52 nb_generated 32 model 7 (finishes Mon 10:51 -- 63/h)
20240908-15:22:54 nb_generated 43 model 1 (finishes Mon 06:18 -- 81/h)
20240908-15:22:59 nb_generated 32 model 9 (finishes Mon 10:58 -- 62/h)
20240908-15:22:59 nb_generated 43 model 5 (finishes Mon 06:23 -- 81/h)
20240908-15:23:05 nb_generated 43 model 5 (finishes Mon 06:27 -- 81/h)
20240908-15:23:05 nb_generated 34 model 8 (finishes Mon 09:16 -- 68/h)
20240908-15:23:11 nb_generated 43 model 2 (finishes Mon 06:32 -- 80/h)
20240908-15:23:12 nb_generated 34 model 0 (finishes Mon 09:22 -- 68/h)
20240908-15:23:18 nb_generated 43 model 4 (finishes Mon 06:37 -- 80/h)
20240908-15:23:18 nb_generated 34 model 6 (finishes Mon 09:27 -- 67/h)
20240908-15:23:24 nb_generated 34 model 7 (finishes Mon 09:33 -- 67/h)
20240908-15:23:24 nb_generated 43 model 2 (finishes Mon 06:43 -- 79/h)
20240908-15:23:30 nb_generated 34 model 9 (finishes Mon 09:39 -- 67/h)
20240908-15:23:31 nb_generated 43 model 5 (finishes Mon 06:48 -- 79/h)
20240908-15:23:36 nb_generated 44 model 5 (finishes Mon 06:17 -- 82/h)
20240908-15:23:37 nb_generated 35 model 4 (finishes Mon 08:57 -- 69/h)
20240908-15:23:42 nb_generated 44 model 7 (finishes Mon 06:22 -- 81/h)
20240908-15:23:43 nb_generated 35 model 8 (finishes Mon 09:02 -- 69/h)
20240908-15:23:48 nb_generated 44 model 6 (finishes Mon 06:27 -- 81/h)
20240908-15:23:49 nb_generated 35 model 4 (finishes Mon 09:07 -- 69/h)
20240908-15:23:55 nb_generated 35 model 3 (finishes Mon 09:13 -- 68/h)
20240908-15:23:55 nb_generated 44 model 8 (finishes Mon 06:32 -- 80/h)
20240908-15:24:00 nb_generated 44 model 5 (finishes Mon 06:36 -- 80/h)
20240908-15:24:01 nb_generated 35 model 5 (finishes Mon 09:18 -- 68/h)
20240908-15:24:06 nb_generated 44 model 1 (finishes Mon 06:40 -- 80/h)
20240908-15:24:07 nb_generated 35 model 9 (finishes Mon 09:24 -- 68/h)
20240908-15:24:12 nb_generated 44 model 6 (finishes Mon 06:45 -- 79/h)
20240908-15:24:14 nb_generated 35 model 1 (finishes Mon 09:31 -- 67/h)
20240908-15:24:18 nb_generated 44 model 6 (finishes Mon 06:50 -- 79/h)
20240908-15:24:20 nb_generated 35 model 5 (finishes Mon 09:36 -- 67/h)
20240908-15:24:25 nb_generated 44 model 6 (finishes Mon 06:55 -- 78/h)
20240908-15:24:26 nb_generated 35 model 7 (finishes Mon 09:41 -- 67/h)
20240908-15:24:31 nb_generated 44 model 7 (finishes Mon 07:00 -- 78/h)
20240908-15:24:32 nb_generated 35 model 2 (finishes Mon 09:47 -- 66/h)
20240908-15:24:37 nb_generated 44 model 3 (finishes Mon 07:04 -- 78/h)
20240908-15:24:38 nb_generated 35 model 5 (finishes Mon 09:52 -- 66/h)
20240908-15:24:44 nb_generated 44 model 9 (finishes Mon 07:09 -- 77/h)
20240908-15:24:45 nb_generated 36 model 0 (finishes Mon 09:11 -- 68/h)
20240908-15:24:51 nb_generated 45 model 1 (finishes Mon 06:40 -- 80/h)
20240908-15:24:53 nb_generated 36 model 2 (finishes Mon 09:18 -- 68/h)
20240908-15:24:56 nb_generated 45 model 4 (finishes Mon 06:44 -- 79/h)
20240908-15:24:58 nb_generated 36 model 5 (finishes Mon 09:22 -- 68/h)
20240908-15:25:02 nb_generated 45 model 2 (finishes Mon 06:48 -- 79/h)
20240908-15:25:04 nb_generated 36 model 4 (finishes Mon 09:27 -- 67/h)
20240908-15:25:08 nb_generated 46 model 8 (finishes Mon 06:53 -- 78/h)
20240908-15:25:10 nb_generated 37 model 9 (finishes Mon 08:49 -- 70/h)
20240908-15:25:14 nb_generated 46 model 7 (finishes Mon 06:57 -- 78/h)
20240908-15:25:16 nb_generated 37 model 5 (finishes Mon 08:53 -- 70/h)
20240908-15:25:20 nb_generated 46 model 9 (finishes Mon 07:02 -- 78/h)
20240908-15:25:22 nb_generated 37 model 8 (finishes Mon 08:59 -- 69/h)
20240908-15:25:26 nb_generated 47 model 7 (finishes Mon 06:33 -- 80/h)
20240908-15:25:28 nb_generated 37 model 4 (finishes Mon 09:03 -- 69/h)
20240908-15:25:32 nb_generated 50 model 1 (finishes Mon 05:37 -- 85/h)
20240908-15:25:35 nb_generated 37 model 9 (finishes Mon 09:09 -- 69/h)
20240908-15:25:39 nb_generated 50 model 9 (finishes Mon 05:42 -- 85/h)
20240908-15:25:40 nb_generated 37 model 3 (finishes Mon 09:13 -- 68/h)
20240908-15:25:45 nb_generated 50 model 0 (finishes Mon 05:46 -- 85/h)
20240908-15:25:46 nb_generated 38 model 3 (finishes Mon 09:19 -- 68/h)
20240908-15:25:52 nb_generated 50 model 0 (finishes Mon 05:50 -- 84/h)
20240908-15:25:52 nb_generated 38 model 1 (finishes Mon 09:24 -- 68/h)
20240908-15:25:58 nb_generated 51 model 9 (finishes Mon 05:27 -- 86/h)
20240908-15:25:58 nb_generated 39 model 1 (finishes Mon 08:46 -- 70/h)
20240908-15:26:05 nb_generated 51 model 1 (finishes Mon 05:31 -- 86/h)
20240908-15:26:05 nb_generated 39 model 2 (finishes Mon 08:52 -- 70/h)
20240908-15:26:11 nb_generated 52 model 7 (finishes Mon 05:09 -- 88/h)
20240908-15:26:11 nb_generated 39 model 6 (finishes Mon 08:56 -- 69/h)
20240908-15:26:17 nb_generated 52 model 2 (finishes Mon 05:12 -- 88/h)
20240908-15:26:17 nb_generated 39 model 0 (finishes Mon 09:01 -- 69/h)
20240908-15:26:23 nb_generated 53 model 0 (finishes Mon 04:51 -- 90/h)
20240908-15:26:24 nb_generated 39 model 8 (finishes Mon 09:07 -- 69/h)
20240908-15:26:29 nb_generated 53 model 1 (finishes Mon 04:55 -- 90/h)
20240908-15:26:30 nb_generated 39 model 1 (finishes Mon 09:12 -- 68/h)
20240908-15:26:36 nb_generated 39 model 5 (finishes Mon 09:16 -- 68/h)
20240908-15:26:36 nb_generated 53 model 2 (finishes Mon 04:59 -- 89/h)
20240908-15:26:42 nb_generated 53 model 6 (finishes Mon 05:03 -- 89/h)
20240908-15:26:43 nb_generated 39 model 2 (finishes Mon 09:22 -- 68/h)
20240908-15:26:49 nb_generated 54 model 6 (finishes Mon 05:07 -- 88/h)
20240908-15:26:50 nb_generated 39 model 6 (finishes Mon 09:27 -- 67/h)
20240908-15:26:55 nb_generated 39 model 7 (finishes Mon 09:32 -- 67/h)
20240908-15:26:55 nb_generated 54 model 0 (finishes Mon 05:11 -- 88/h)
20240908-15:27:01 nb_generated 54 model 6 (finishes Mon 05:14 -- 88/h)
20240908-15:27:02 nb_generated 39 model 4 (finishes Mon 09:37 -- 67/h)
20240908-15:27:06 nb_generated 54 model 7 (finishes Mon 05:18 -- 87/h)
20240908-15:27:07 nb_generated 39 model 5 (finishes Mon 09:41 -- 67/h)
20240908-15:27:14 nb_generated 55 model 9 (finishes Mon 04:58 -- 89/h)
20240908-15:27:14 nb_generated 39 model 9 (finishes Mon 09:47 -- 66/h)
20240908-15:27:20 nb_generated 55 model 7 (finishes Mon 05:01 -- 89/h)
20240908-15:27:20 nb_generated 39 model 8 (finishes Mon 09:52 -- 66/h)
20240908-15:27:25 nb_generated 55 model 7 (finishes Mon 05:05 -- 89/h)
20240908-15:27:26 nb_generated 39 model 5 (finishes Mon 09:56 -- 66/h)
20240908-15:27:31 nb_generated 57 model 8 (finishes Mon 04:45 -- 91/h)
20240908-15:27:33 nb_generated 39 model 2 (finishes Mon 10:02 -- 65/h)
20240908-15:27:38 nb_generated 57 model 3 (finishes Mon 04:48 -- 90/h)
20240908-15:27:38 nb_generated 39 model 7 (finishes Mon 10:06 -- 65/h)
20240908-15:27:44 nb_generated 57 model 9 (finishes Mon 04:52 -- 90/h)
20240908-15:27:45 nb_generated 39 model 0 (finishes Mon 10:11 -- 65/h)
20240908-15:27:50 nb_generated 58 model 6 (finishes Mon 04:33 -- 92/h)
20240908-15:27:51 nb_generated 40 model 5 (finishes Mon 09:34 -- 67/h)
20240908-15:27:57 nb_generated 40 model 5 (finishes Mon 09:38 -- 67/h)
20240908-15:27:57 nb_generated 58 model 8 (finishes Mon 04:37 -- 92/h)
20240908-15:28:03 nb_generated 58 model 8 (finishes Mon 04:41 -- 91/h)
20240908-15:28:03 nb_generated 40 model 8 (finishes Mon 09:43 -- 66/h)
20240908-15:28:09 nb_generated 40 model 1 (finishes Mon 09:48 -- 66/h)
20240908-15:28:10 nb_generated 59 model 3 (finishes Mon 04:23 -- 93/h)
20240908-15:28:16 nb_generated 59 model 1 (finishes Mon 04:26 -- 93/h)
20240908-15:28:17 nb_generated 40 model 8 (finishes Mon 09:53 -- 66/h)
20240908-15:28:22 nb_generated 40 model 5 (finishes Mon 09:58 -- 66/h)
20240908-15:28:23 nb_generated 59 model 9 (finishes Mon 04:30 -- 93/h)
20240908-15:28:29 nb_generated 59 model 8 (finishes Mon 04:33 -- 92/h)
20240908-15:28:29 nb_generated 40 model 4 (finishes Mon 10:03 -- 65/h)
20240908-15:28:34 nb_generated 60 model 4 (finishes Mon 04:15 -- 94/h)
20240908-15:28:36 nb_generated 41 model 4 (finishes Mon 10:08 -- 65/h)
20240908-15:28:40 nb_generated 60 model 8 (finishes Mon 04:18 -- 94/h)
20240908-15:28:43 nb_generated 42 model 8 (finishes Mon 09:32 -- 67/h)
20240908-15:28:46 nb_generated 60 model 0 (finishes Mon 04:21 -- 93/h)
20240908-15:28:49 nb_generated 43 model 2 (finishes Mon 08:58 -- 69/h)
20240908-15:28:52 nb_generated 60 model 0 (finishes Mon 04:25 -- 93/h)
20240908-15:28:55 nb_generated 43 model 9 (finishes Mon 09:03 -- 69/h)
20240908-15:28:58 nb_generated 60 model 2 (finishes Mon 04:28 -- 93/h)
20240908-15:29:00 nb_generated 44 model 5 (finishes Mon 08:31 -- 71/h)
20240908-15:29:05 nb_generated 60 model 1 (finishes Mon 04:31 -- 92/h)
20240908-15:29:08 nb_generated 44 model 8 (finishes Mon 08:36 -- 71/h)
20240908-15:29:11 nb_generated 60 model 4 (finishes Mon 04:35 -- 92/h)
20240908-15:29:14 nb_generated 45 model 6 (finishes Mon 08:40 -- 70/h)
20240908-15:29:16 nb_generated 61 model 1 (finishes Mon 04:38 -- 92/h)
20240908-15:29:21 nb_generated 45 model 6 (finishes Mon 08:45 -- 70/h)
20240908-15:29:22 nb_generated 61 model 6 (finishes Mon 04:41 -- 91/h)
20240908-15:29:26 nb_generated 45 model 3 (finishes Mon 08:49 -- 70/h)
20240908-15:29:28 nb_generated 61 model 8 (finishes Mon 04:44 -- 91/h)
20240908-15:29:32 nb_generated 45 model 8 (finishes Mon 08:53 -- 70/h)
20240908-15:29:34 nb_generated 62 model 2 (finishes Mon 04:26 -- 93/h)
20240908-15:29:37 nb_generated 46 model 3 (finishes Mon 08:22 -- 72/h)
20240908-15:29:39 nb_generated 62 model 8 (finishes Mon 04:29 -- 93/h)
20240908-15:29:44 nb_generated 46 model 2 (finishes Mon 08:26 -- 71/h)
20240908-15:29:45 nb_generated 62 model 4 (finishes Mon 04:32 -- 92/h)
20240908-15:29:51 nb_generated 46 model 3 (finishes Mon 08:31 -- 71/h)
20240908-15:29:51 nb_generated 62 model 7 (finishes Mon 04:36 -- 92/h)
20240908-15:29:56 nb_generated 46 model 4 (finishes Mon 08:35 -- 71/h)
20240908-15:29:58 nb_generated 62 model 6 (finishes Mon 04:39 -- 91/h)
20240908-15:30:03 nb_generated 46 model 2 (finishes Mon 08:39 -- 71/h)
20240908-15:30:04 nb_generated 62 model 9 (finishes Mon 04:42 -- 91/h)
20240908-15:30:10 nb_generated 47 model 9 (finishes Mon 08:11 -- 73/h)
20240908-15:30:10 nb_generated 62 model 3 (finishes Mon 04:45 -- 91/h)
20240908-15:30:16 nb_generated 47 model 9 (finishes Mon 08:15 -- 72/h)
20240908-15:30:16 nb_generated 62 model 8 (finishes Mon 04:48 -- 90/h)
20240908-15:30:22 nb_generated 62 model 6 (finishes Mon 04:52 -- 90/h)
20240908-15:30:22 nb_generated 47 model 2 (finishes Mon 08:19 -- 72/h)
20240908-15:30:28 nb_generated 47 model 2 (finishes Mon 08:22 -- 72/h)
20240908-15:30:28 nb_generated 62 model 8 (finishes Mon 04:55 -- 90/h)
20240908-15:30:34 nb_generated 47 model 0 (finishes Mon 08:26 -- 71/h)
20240908-15:30:34 nb_generated 63 model 8 (finishes Mon 04:38 -- 92/h)
20240908-15:30:40 nb_generated 47 model 5 (finishes Mon 08:30 -- 71/h)
20240908-15:30:41 nb_generated 63 model 0 (finishes Mon 04:41 -- 91/h)
20240908-15:30:45 nb_generated 47 model 3 (finishes Mon 08:34 -- 71/h)
20240908-15:30:47 nb_generated 63 model 4 (finishes Mon 04:44 -- 91/h)
20240908-15:30:52 nb_generated 47 model 3 (finishes Mon 08:38 -- 71/h)
20240908-15:30:53 nb_generated 64 model 1 (finishes Mon 04:27 -- 93/h)
20240908-15:30:58 nb_generated 47 model 4 (finishes Mon 08:42 -- 70/h)
20240908-15:30:59 nb_generated 65 model 1 (finishes Mon 04:12 -- 95/h)
20240908-15:31:04 nb_generated 47 model 6 (finishes Mon 08:46 -- 70/h)
20240908-15:31:05 nb_generated 66 model 9 (finishes Mon 04:15 -- 94/h)
20240908-15:31:10 nb_generated 47 model 0 (finishes Mon 08:50 -- 70/h)
20240908-15:31:11 nb_generated 66 model 3 (finishes Mon 04:18 -- 94/h)
20240908-15:31:16 nb_generated 47 model 8 (finishes Mon 08:54 -- 70/h)
20240908-15:31:21 nb_generated 67 model 5 (finishes Mon 04:04 -- 96/h)
20240908-15:31:23 nb_generated 47 model 0 (finishes Mon 08:58 -- 69/h)
20240908-15:31:28 nb_generated 67 model 9 (finishes Mon 04:07 -- 95/h)
20240908-15:31:30 nb_generated 47 model 9 (finishes Mon 09:03 -- 69/h)
20240908-15:31:35 nb_generated 67 model 5 (finishes Mon 04:11 -- 95/h)
20240908-15:31:36 nb_generated 47 model 1 (finishes Mon 09:07 -- 69/h)
20240908-15:31:42 nb_generated 67 model 0 (finishes Mon 04:14 -- 94/h)
20240908-15:31:43 nb_generated 47 model 5 (finishes Mon 09:11 -- 68/h)
20240908-15:31:47 nb_generated 67 model 3 (finishes Mon 04:17 -- 94/h)
20240908-15:31:49 nb_generated 48 model 8 (finishes Mon 08:42 -- 70/h)
20240908-15:31:54 nb_generated 67 model 2 (finishes Mon 04:20 -- 94/h)
20240908-15:31:55 nb_generated 48 model 7 (finishes Mon 08:46 -- 70/h)
20240908-15:32:00 nb_generated 67 model 9 (finishes Mon 04:23 -- 93/h)
20240908-15:32:02 nb_generated 48 model 1 (finishes Mon 08:50 -- 70/h)
20240908-15:32:06 nb_generated 67 model 1 (finishes Mon 04:25 -- 93/h)
20240908-15:32:08 nb_generated 48 model 0 (finishes Mon 08:54 -- 70/h)
20240908-15:32:13 nb_generated 67 model 9 (finishes Mon 04:29 -- 93/h)
20240908-15:32:14 nb_generated 48 model 2 (finishes Mon 08:58 -- 69/h)
20240908-15:32:19 nb_generated 67 model 6 (finishes Mon 04:31 -- 92/h)
20240908-15:32:20 nb_generated 48 model 7 (finishes Mon 09:02 -- 69/h)
20240908-15:32:25 nb_generated 67 model 9 (finishes Mon 04:35 -- 92/h)
20240908-15:32:27 nb_generated 48 model 9 (finishes Mon 09:06 -- 69/h)
20240908-15:32:33 nb_generated 67 model 1 (finishes Mon 04:38 -- 92/h)
20240908-15:32:33 nb_generated 48 model 6 (finishes Mon 09:10 -- 69/h)
20240908-15:32:39 nb_generated 67 model 1 (finishes Mon 04:41 -- 91/h)
20240908-15:32:39 nb_generated 49 model 9 (finishes Mon 09:14 -- 68/h)
20240908-15:32:45 nb_generated 67 model 7 (finishes Mon 04:44 -- 91/h)
20240908-15:32:46 nb_generated 50 model 1 (finishes Mon 08:46 -- 70/h)
20240908-15:32:51 nb_generated 67 model 2 (finishes Mon 04:47 -- 91/h)
20240908-15:32:52 nb_generated 50 model 5 (finishes Mon 08:50 -- 70/h)
20240908-15:32:57 nb_generated 50 model 3 (finishes Mon 08:53 -- 70/h)
20240908-15:32:58 nb_generated 67 model 3 (finishes Mon 04:50 -- 90/h)
20240908-15:33:03 nb_generated 50 model 3 (finishes Mon 08:56 -- 69/h)
20240908-15:33:04 nb_generated 67 model 1 (finishes Mon 04:53 -- 90/h)
20240908-15:33:11 nb_generated 51 model 2 (finishes Mon 08:30 -- 71/h)
20240908-15:33:11 nb_generated 67 model 0 (finishes Mon 04:56 -- 90/h)
20240908-15:33:16 nb_generated 51 model 3 (finishes Mon 08:34 -- 71/h)
20240908-15:33:17 nb_generated 67 model 4 (finishes Mon 04:59 -- 89/h)
20240908-15:33:22 nb_generated 51 model 8 (finishes Mon 08:37 -- 71/h)
20240908-15:33:23 nb_generated 67 model 5 (finishes Mon 05:02 -- 89/h)
20240908-15:33:28 nb_generated 51 model 7 (finishes Mon 08:41 -- 70/h)
20240908-15:33:28 nb_generated 67 model 3 (finishes Mon 05:04 -- 89/h)
20240908-15:33:34 nb_generated 67 model 4 (finishes Mon 05:07 -- 88/h)
20240908-15:33:34 nb_generated 51 model 9 (finishes Mon 08:44 -- 70/h)
20240908-15:33:40 nb_generated 67 model 7 (finishes Mon 05:10 -- 88/h)
20240908-15:33:42 nb_generated 51 model 9 (finishes Mon 08:49 -- 70/h)
20240908-15:33:45 nb_generated 67 model 0 (finishes Mon 05:13 -- 88/h)
20240908-15:33:48 nb_generated 51 model 6 (finishes Mon 08:53 -- 70/h)
20240908-15:33:53 nb_generated 67 model 7 (finishes Mon 05:16 -- 87/h)
20240908-15:33:54 nb_generated 51 model 4 (finishes Mon 08:56 -- 69/h)
20240908-15:33:59 nb_generated 67 model 2 (finishes Mon 05:19 -- 87/h)
20240908-15:34:00 nb_generated 51 model 6 (finishes Mon 09:00 -- 69/h)
20240908-15:34:05 nb_generated 67 model 9 (finishes Mon 05:22 -- 87/h)
20240908-15:34:06 nb_generated 51 model 5 (finishes Mon 09:03 -- 69/h)
20240908-15:34:11 nb_generated 67 model 9 (finishes Mon 05:25 -- 87/h)
20240908-15:34:13 nb_generated 51 model 7 (finishes Mon 09:07 -- 69/h)
20240908-15:34:17 nb_generated 67 model 3 (finishes Mon 05:27 -- 86/h)
20240908-15:34:19 nb_generated 51 model 8 (finishes Mon 09:11 -- 68/h)
20240908-15:34:22 nb_generated 67 model 4 (finishes Mon 05:30 -- 86/h)
20240908-15:34:24 nb_generated 52 model 0 (finishes Mon 08:44 -- 70/h)
20240908-15:34:28 nb_generated 67 model 3 (finishes Mon 05:33 -- 86/h)
20240908-15:34:31 nb_generated 53 model 2 (finishes Mon 08:48 -- 70/h)
20240908-15:34:35 nb_generated 67 model 5 (finishes Mon 05:36 -- 85/h)
20240908-15:34:38 nb_generated 53 model 4 (finishes Mon 08:52 -- 70/h)
20240908-15:34:43 nb_generated 67 model 8 (finishes Mon 05:40 -- 85/h)
20240908-15:34:44 nb_generated 53 model 9 (finishes Mon 08:55 -- 69/h)
20240908-15:34:50 nb_generated 53 model 3 (finishes Mon 08:58 -- 69/h)
20240908-15:34:50 nb_generated 67 model 9 (finishes Mon 05:43 -- 85/h)
20240908-15:34:56 nb_generated 53 model 8 (finishes Mon 09:02 -- 69/h)
20240908-15:34:56 nb_generated 67 model 7 (finishes Mon 05:46 -- 84/h)
20240908-15:35:02 nb_generated 53 model 9 (finishes Mon 09:05 -- 69/h)
20240908-15:35:02 nb_generated 67 model 5 (finishes Mon 05:49 -- 84/h)
20240908-15:35:08 nb_generated 53 model 7 (finishes Mon 09:09 -- 69/h)
20240908-15:35:09 nb_generated 67 model 0 (finishes Mon 05:52 -- 84/h)
20240908-15:35:14 nb_generated 53 model 4 (finishes Mon 09:13 -- 68/h)
20240908-15:35:15 nb_generated 67 model 1 (finishes Mon 05:55 -- 84/h)
20240908-15:35:21 nb_generated 67 model 5 (finishes Mon 05:58 -- 83/h)
20240908-15:35:21 nb_generated 53 model 8 (finishes Mon 09:16 -- 68/h)
20240908-15:35:27 nb_generated 53 model 4 (finishes Mon 09:20 -- 68/h)
20240908-15:35:27 nb_generated 67 model 3 (finishes Mon 06:01 -- 83/h)
20240908-15:35:33 nb_generated 68 model 2 (finishes Mon 06:03 -- 83/h)
20240908-15:35:33 nb_generated 53 model 8 (finishes Mon 09:24 -- 68/h)
20240908-15:35:40 nb_generated 53 model 7 (finishes Mon 09:27 -- 67/h)
20240908-15:35:40 nb_generated 68 model 2 (finishes Mon 06:07 -- 83/h)
20240908-15:35:45 nb_generated 68 model 1 (finishes Mon 06:09 -- 82/h)
20240908-15:35:47 nb_generated 53 model 7 (finishes Mon 09:31 -- 67/h)
20240908-15:35:52 nb_generated 68 model 3 (finishes Mon 06:12 -- 82/h)
20240908-15:35:53 nb_generated 53 model 2 (finishes Mon 09:35 -- 67/h)
20240908-15:35:57 nb_generated 68 model 0 (finishes Mon 06:15 -- 82/h)
20240908-15:35:59 nb_generated 53 model 1 (finishes Mon 09:39 -- 67/h)
20240908-15:36:04 nb_generated 68 model 6 (finishes Mon 06:18 -- 82/h)
20240908-15:36:05 nb_generated 54 model 3 (finishes Mon 09:12 -- 68/h)
20240908-15:36:09 nb_generated 68 model 3 (finishes Mon 06:21 -- 81/h)
20240908-15:36:11 nb_generated 54 model 0 (finishes Mon 09:15 -- 68/h)
20240908-15:36:15 nb_generated 68 model 7 (finishes Mon 06:23 -- 81/h)
20240908-15:36:17 nb_generated 55 model 1 (finishes Mon 09:19 -- 68/h)
20240908-15:36:21 nb_generated 68 model 8 (finishes Mon 06:26 -- 81/h)
20240908-15:36:23 nb_generated 55 model 2 (finishes Mon 09:22 -- 68/h)
20240908-15:36:28 nb_generated 68 model 8 (finishes Mon 06:29 -- 81/h)
20240908-15:36:30 nb_generated 56 model 6 (finishes Mon 08:57 -- 69/h)
20240908-15:36:34 nb_generated 69 model 9 (finishes Mon 06:33 -- 80/h)
20240908-15:36:40 nb_generated 70 model 1 (finishes Mon 06:14 -- 82/h)
20240908-15:36:41 nb_generated 56 model 6 (finishes Mon 09:03 -- 69/h)
20240908-15:36:45 nb_generated 70 model 2 (finishes Mon 06:17 -- 82/h)
20240908-15:36:47 nb_generated 56 model 9 (finishes Mon 09:06 -- 69/h)
20240908-15:36:53 nb_generated 56 model 1 (finishes Mon 09:10 -- 69/h)
20240908-15:36:56 nb_generated 70 model 3 (finishes Mon 06:22 -- 81/h)
20240908-15:36:59 nb_generated 56 model 9 (finishes Mon 09:13 -- 68/h)
20240908-15:37:02 nb_generated 70 model 9 (finishes Mon 06:25 -- 81/h)
20240908-15:37:06 nb_generated 56 model 8 (finishes Mon 09:16 -- 68/h)
20240908-15:37:09 nb_generated 70 model 2 (finishes Mon 06:28 -- 81/h)
20240908-15:37:12 nb_generated 56 model 1 (finishes Mon 09:20 -- 68/h)
20240908-15:37:15 nb_generated 70 model 4 (finishes Mon 06:31 -- 80/h)
20240908-15:37:18 nb_generated 56 model 5 (finishes Mon 09:23 -- 68/h)
20240908-15:37:21 nb_generated 70 model 4 (finishes Mon 06:33 -- 80/h)
20240908-15:37:25 nb_generated 58 model 8 (finishes Mon 08:59 -- 69/h)
20240908-15:37:27 nb_generated 70 model 0 (finishes Mon 06:36 -- 80/h)
20240908-15:37:31 nb_generated 58 model 1 (finishes Mon 09:02 -- 69/h)
20240908-15:37:33 nb_generated 70 model 0 (finishes Mon 06:39 -- 80/h)
20240908-15:37:37 nb_generated 58 model 0 (finishes Mon 09:05 -- 69/h)
20240908-15:37:40 nb_generated 70 model 2 (finishes Mon 06:42 -- 79/h)
20240908-15:37:43 nb_generated 58 model 0 (finishes Mon 09:08 -- 69/h)
20240908-15:37:45 nb_generated 70 model 2 (finishes Mon 06:45 -- 79/h)
20240908-15:37:49 nb_generated 59 model 4 (finishes Mon 09:12 -- 68/h)
20240908-15:37:52 nb_generated 70 model 8 (finishes Mon 06:48 -- 79/h)
20240908-15:37:55 nb_generated 59 model 0 (finishes Mon 09:15 -- 68/h)
20240908-15:37:59 nb_generated 70 model 8 (finishes Mon 06:51 -- 79/h)
20240908-15:38:05 nb_generated 59 model 1 (finishes Mon 09:20 -- 68/h)
20240908-15:38:05 nb_generated 70 model 2 (finishes Mon 06:54 -- 78/h)
20240908-15:38:11 nb_generated 59 model 0 (finishes Mon 09:23 -- 68/h)
20240908-15:38:11 nb_generated 70 model 4 (finishes Mon 06:57 -- 78/h)
20240908-15:38:17 nb_generated 59 model 1 (finishes Mon 09:26 -- 67/h)
20240908-15:38:18 nb_generated 70 model 5 (finishes Mon 07:00 -- 78/h)
20240908-15:38:23 nb_generated 70 model 2 (finishes Mon 07:02 -- 78/h)
20240908-15:38:24 nb_generated 59 model 4 (finishes Mon 09:30 -- 67/h)
20240908-15:38:30 nb_generated 59 model 7 (finishes Mon 09:33 -- 67/h)
20240908-15:38:30 nb_generated 70 model 2 (finishes Mon 07:06 -- 77/h)
20240908-15:38:36 nb_generated 59 model 6 (finishes Mon 09:36 -- 67/h)
20240908-15:38:37 nb_generated 70 model 9 (finishes Mon 07:09 -- 77/h)
20240908-15:38:43 nb_generated 59 model 9 (finishes Mon 09:40 -- 67/h)
20240908-15:38:43 nb_generated 70 model 7 (finishes Mon 07:11 -- 77/h)
20240908-15:38:48 nb_generated 60 model 5 (finishes Mon 09:15 -- 68/h)
20240908-15:38:50 nb_generated 70 model 1 (finishes Mon 07:14 -- 77/h)
20240908-15:38:54 nb_generated 60 model 7 (finishes Mon 09:18 -- 68/h)
20240908-15:38:56 nb_generated 70 model 2 (finishes Mon 07:17 -- 77/h)
20240908-15:39:01 nb_generated 60 model 2 (finishes Mon 09:22 -- 68/h)
20240908-15:39:01 nb_generated 70 model 4 (finishes Mon 07:20 -- 76/h)
20240908-15:39:07 nb_generated 60 model 1 (finishes Mon 09:25 -- 68/h)
20240908-15:39:07 nb_generated 70 model 3 (finishes Mon 07:23 -- 76/h)
20240908-15:39:13 nb_generated 60 model 5 (finishes Mon 09:28 -- 67/h)
20240908-15:39:13 nb_generated 70 model 5 (finishes Mon 07:25 -- 76/h)
20240908-15:39:18 nb_generated 70 model 7 (finishes Mon 07:28 -- 76/h)
20240908-15:39:19 nb_generated 60 model 0 (finishes Mon 09:31 -- 67/h)
20240908-15:39:23 nb_generated 70 model 1 (finishes Mon 07:30 -- 76/h)
20240908-15:39:26 nb_generated 60 model 8 (finishes Mon 09:35 -- 67/h)
20240908-15:39:31 nb_generated 70 model 9 (finishes Mon 07:34 -- 75/h)
20240908-15:39:31 nb_generated 60 model 4 (finishes Mon 09:38 -- 67/h)
20240908-15:39:37 nb_generated 71 model 8 (finishes Mon 07:15 -- 77/h)
20240908-15:39:38 nb_generated 60 model 4 (finishes Mon 09:41 -- 67/h)
20240908-15:39:43 nb_generated 72 model 0 (finishes Mon 06:57 -- 78/h)
20240908-15:39:44 nb_generated 61 model 2 (finishes Mon 09:44 -- 66/h)
20240908-15:39:48 nb_generated 72 model 1 (finishes Mon 06:59 -- 78/h)
20240908-15:39:50 nb_generated 61 model 0 (finishes Mon 09:47 -- 66/h)
20240908-15:39:55 nb_generated 72 model 3 (finishes Mon 07:02 -- 78/h)
20240908-15:39:56 nb_generated 61 model 1 (finishes Mon 09:50 -- 66/h)
20240908-15:40:01 nb_generated 72 model 9 (finishes Mon 07:05 -- 78/h)
20240908-15:40:02 nb_generated 61 model 3 (finishes Mon 09:54 -- 66/h)
20240908-15:40:07 nb_generated 72 model 8 (finishes Mon 07:07 -- 77/h)
20240908-15:40:09 nb_generated 61 model 4 (finishes Mon 09:57 -- 66/h)
20240908-15:40:12 nb_generated 73 model 3 (finishes Mon 06:50 -- 79/h)
20240908-15:40:15 nb_generated 62 model 6 (finishes Mon 09:33 -- 67/h)
20240908-15:40:18 nb_generated 73 model 3 (finishes Mon 06:52 -- 79/h)
20240908-15:40:22 nb_generated 62 model 1 (finishes Mon 09:36 -- 67/h)
20240908-15:40:23 nb_generated 73 model 7 (finishes Mon 06:54 -- 78/h)
20240908-15:40:27 nb_generated 62 model 5 (finishes Mon 09:39 -- 67/h)
20240908-15:40:29 nb_generated 73 model 4 (finishes Mon 06:57 -- 78/h)
20240908-15:40:34 nb_generated 62 model 8 (finishes Mon 09:42 -- 67/h)
20240908-15:40:35 nb_generated 73 model 1 (finishes Mon 06:59 -- 78/h)
20240908-15:40:41 nb_generated 62 model 0 (finishes Mon 09:46 -- 66/h)
20240908-15:40:42 nb_generated 73 model 7 (finishes Mon 07:02 -- 78/h)
20240908-15:40:46 nb_generated 62 model 5 (finishes Mon 09:49 -- 66/h)
20240908-15:40:49 nb_generated 73 model 7 (finishes Mon 07:05 -- 77/h)
20240908-15:40:52 nb_generated 63 model 3 (finishes Mon 09:51 -- 66/h)
20240908-15:40:55 nb_generated 73 model 8 (finishes Mon 07:08 -- 77/h)
20240908-15:40:58 nb_generated 63 model 3 (finishes Mon 09:54 -- 66/h)
20240908-15:41:00 nb_generated 73 model 1 (finishes Mon 07:10 -- 77/h)
20240908-15:41:04 nb_generated 65 model 1 (finishes Mon 09:31 -- 67/h)
20240908-15:41:07 nb_generated 74 model 1 (finishes Mon 07:13 -- 77/h)
20240908-15:41:11 nb_generated 65 model 5 (finishes Mon 09:34 -- 67/h)
20240908-15:41:13 nb_generated 74 model 8 (finishes Mon 07:16 -- 77/h)
20240908-15:41:18 nb_generated 66 model 8 (finishes Mon 09:37 -- 67/h)
20240908-15:41:19 nb_generated 74 model 4 (finishes Mon 07:19 -- 76/h)
20240908-15:41:25 nb_generated 66 model 5 (finishes Mon 09:41 -- 67/h)
20240908-15:41:25 nb_generated 74 model 2 (finishes Mon 07:21 -- 76/h)
20240908-15:41:31 nb_generated 66 model 3 (finishes Mon 09:44 -- 66/h)
20240908-15:41:32 nb_generated 74 model 6 (finishes Mon 07:24 -- 76/h)
20240908-15:41:37 nb_generated 67 model 2 (finishes Mon 09:47 -- 66/h)
20240908-15:41:39 nb_generated 74 model 7 (finishes Mon 07:27 -- 76/h)
20240908-15:41:44 nb_generated 67 model 8 (finishes Mon 09:50 -- 66/h)
20240908-15:41:46 nb_generated 74 model 8 (finishes Mon 07:30 -- 75/h)
20240908-15:41:49 nb_generated 67 model 8 (finishes Mon 09:53 -- 66/h)
20240908-15:41:51 nb_generated 74 model 5 (finishes Mon 07:32 -- 75/h)
20240908-15:41:55 nb_generated 67 model 6 (finishes Mon 09:56 -- 66/h)
20240908-15:41:57 nb_generated 74 model 2 (finishes Mon 07:35 -- 75/h)
20240908-15:42:01 nb_generated 67 model 7 (finishes Mon 09:59 -- 66/h)
20240908-15:42:03 nb_generated 74 model 8 (finishes Mon 07:38 -- 75/h)
20240908-15:42:08 nb_generated 67 model 0 (finishes Mon 10:02 -- 65/h)
20240908-15:42:09 nb_generated 74 model 7 (finishes Mon 07:40 -- 75/h)
20240908-15:42:14 nb_generated 67 model 9 (finishes Mon 10:05 -- 65/h)
20240908-15:42:16 nb_generated 74 model 1 (finishes Mon 07:43 -- 75/h)
20240908-15:42:20 nb_generated 68 model 6 (finishes Mon 09:42 -- 67/h)
20240908-15:42:22 nb_generated 74 model 2 (finishes Mon 07:46 -- 74/h)
20240908-15:42:26 nb_generated 68 model 4 (finishes Mon 09:45 -- 66/h)
20240908-15:42:27 nb_generated 74 model 8 (finishes Mon 07:48 -- 74/h)
20240908-15:42:32 nb_generated 68 model 5 (finishes Mon 09:47 -- 66/h)
20240908-15:42:34 nb_generated 74 model 2 (finishes Mon 07:51 -- 74/h)
20240908-15:42:39 nb_generated 68 model 1 (finishes Mon 09:51 -- 66/h)
20240908-15:42:41 nb_generated 74 model 4 (finishes Mon 07:54 -- 74/h)
20240908-15:42:45 nb_generated 68 model 7 (finishes Mon 09:54 -- 66/h)
20240908-15:42:47 nb_generated 74 model 7 (finishes Mon 07:57 -- 74/h)
20240908-15:42:52 nb_generated 68 model 9 (finishes Mon 09:57 -- 66/h)
20240908-15:42:53 nb_generated 74 model 7 (finishes Mon 07:59 -- 73/h)
20240908-15:42:58 nb_generated 68 model 4 (finishes Mon 10:00 -- 65/h)
20240908-15:42:59 nb_generated 74 model 8 (finishes Mon 08:02 -- 73/h)
20240908-15:43:04 nb_generated 69 model 5 (finishes Mon 09:37 -- 67/h)
20240908-15:43:05 nb_generated 74 model 1 (finishes Mon 08:05 -- 73/h)
20240908-15:43:10 nb_generated 69 model 7 (finishes Mon 09:40 -- 67/h)
20240908-15:43:12 nb_generated 74 model 8 (finishes Mon 08:08 -- 73/h)
20240908-15:43:16 nb_generated 69 model 1 (finishes Mon 09:43 -- 66/h)
20240908-15:43:19 nb_generated 74 model 0 (finishes Mon 08:11 -- 73/h)
20240908-15:43:21 nb_generated 69 model 5 (finishes Mon 09:45 -- 66/h)
20240908-15:43:25 nb_generated 74 model 2 (finishes Mon 08:13 -- 72/h)
20240908-15:43:28 nb_generated 69 model 0 (finishes Mon 09:49 -- 66/h)
20240908-15:43:31 nb_generated 75 model 5 (finishes Mon 07:55 -- 74/h)
20240908-15:43:34 nb_generated 69 model 4 (finishes Mon 09:51 -- 66/h)
20240908-15:43:38 nb_generated 75 model 9 (finishes Mon 07:58 -- 73/h)
20240908-15:43:39 nb_generated 69 model 7 (finishes Mon 09:54 -- 66/h)
20240908-15:43:45 nb_generated 76 model 9 (finishes Mon 07:40 -- 75/h)
20240908-15:43:46 nb_generated 69 model 6 (finishes Mon 09:57 -- 66/h)
20240908-15:43:50 nb_generated 76 model 7 (finishes Mon 07:43 -- 75/h)
20240908-15:43:51 nb_generated 69 model 7 (finishes Mon 09:59 -- 66/h)
20240908-15:43:57 nb_generated 76 model 6 (finishes Mon 07:45 -- 74/h)
20240908-15:43:58 nb_generated 69 model 7 (finishes Mon 10:02 -- 65/h)
20240908-15:44:02 nb_generated 76 model 1 (finishes Mon 07:48 -- 74/h)
20240908-15:44:03 nb_generated 70 model 4 (finishes Mon 10:05 -- 65/h)
20240908-15:44:09 nb_generated 76 model 0 (finishes Mon 07:51 -- 74/h)
20240908-15:44:09 nb_generated 70 model 2 (finishes Mon 10:08 -- 65/h)
20240908-15:44:15 nb_generated 76 model 3 (finishes Mon 07:53 -- 74/h)
20240908-15:44:16 nb_generated 70 model 6 (finishes Mon 10:11 -- 65/h)
20240908-15:44:21 nb_generated 77 model 5 (finishes Mon 07:36 -- 75/h)
20240908-15:44:27 nb_generated 71 model 7 (finishes Mon 10:16 -- 65/h)
20240908-15:44:28 nb_generated 78 model 4 (finishes Mon 07:19 -- 76/h)
20240908-15:44:33 nb_generated 71 model 2 (finishes Mon 10:19 -- 64/h)
20240908-15:44:35 nb_generated 78 model 1 (finishes Mon 07:22 -- 76/h)
20240908-15:44:40 nb_generated 71 model 2 (finishes Mon 10:22 -- 64/h)
20240908-15:44:41 nb_generated 78 model 5 (finishes Mon 07:24 -- 76/h)
20240908-15:44:46 nb_generated 71 model 6 (finishes Mon 10:25 -- 64/h)
20240908-15:44:47 nb_generated 79 model 0 (finishes Mon 07:27 -- 76/h)
20240908-15:44:52 nb_generated 71 model 3 (finishes Mon 10:28 -- 64/h)
20240908-15:44:53 nb_generated 80 model 6 (finishes Mon 07:11 -- 77/h)
20240908-15:44:58 nb_generated 71 model 2 (finishes Mon 10:31 -- 64/h)
20240908-15:44:59 nb_generated 80 model 8 (finishes Mon 07:13 -- 77/h)
20240908-15:45:05 nb_generated 71 model 9 (finishes Mon 10:34 -- 64/h)
20240908-15:45:06 nb_generated 80 model 8 (finishes Mon 07:16 -- 77/h)
20240908-15:45:12 nb_generated 71 model 6 (finishes Mon 10:37 -- 63/h)
20240908-15:45:13 nb_generated 80 model 0 (finishes Mon 07:19 -- 76/h)
20240908-15:45:18 nb_generated 71 model 6 (finishes Mon 10:40 -- 63/h)
20240908-15:45:19 nb_generated 80 model 1 (finishes Mon 07:21 -- 76/h)
20240908-15:45:24 nb_generated 71 model 8 (finishes Mon 10:44 -- 63/h)
20240908-15:45:26 nb_generated 80 model 2 (finishes Mon 07:24 -- 76/h)
20240908-15:45:32 nb_generated 71 model 4 (finishes Mon 10:47 -- 63/h)
20240908-15:45:32 nb_generated 80 model 4 (finishes Mon 07:26 -- 76/h)
20240908-15:45:38 nb_generated 71 model 8 (finishes Mon 10:50 -- 63/h)
20240908-15:45:39 nb_generated 81 model 0 (finishes Mon 07:11 -- 77/h)
20240908-15:45:44 nb_generated 71 model 2 (finishes Mon 10:53 -- 63/h)
20240908-15:45:45 nb_generated 81 model 3 (finishes Mon 07:13 -- 77/h)
20240908-15:45:50 nb_generated 71 model 2 (finishes Mon 10:56 -- 62/h)
20240908-15:45:51 nb_generated 81 model 1 (finishes Mon 07:15 -- 77/h)
20240908-15:45:57 nb_generated 81 model 2 (finishes Mon 07:17 -- 77/h)
20240908-15:45:57 nb_generated 71 model 9 (finishes Mon 10:59 -- 62/h)
20240908-15:46:03 nb_generated 81 model 7 (finishes Mon 07:20 -- 76/h)
20240908-15:46:04 nb_generated 72 model 2 (finishes Mon 10:36 -- 63/h)
20240908-15:46:08 nb_generated 81 model 6 (finishes Mon 07:22 -- 76/h)
20240908-15:46:10 nb_generated 72 model 0 (finishes Mon 10:39 -- 63/h)
20240908-15:46:14 nb_generated 81 model 9 (finishes Mon 07:24 -- 76/h)
20240908-15:46:16 nb_generated 72 model 1 (finishes Mon 10:41 -- 63/h)
20240908-15:46:21 nb_generated 81 model 2 (finishes Mon 07:27 -- 76/h)
20240908-15:46:23 nb_generated 72 model 2 (finishes Mon 10:44 -- 63/h)
20240908-15:46:27 nb_generated 81 model 1 (finishes Mon 07:29 -- 76/h)
20240908-15:46:29 nb_generated 72 model 8 (finishes Mon 10:47 -- 63/h)
20240908-15:46:33 nb_generated 81 model 3 (finishes Mon 07:31 -- 75/h)
20240908-15:46:35 nb_generated 72 model 3 (finishes Mon 10:50 -- 63/h)
20240908-15:46:39 nb_generated 81 model 2 (finishes Mon 07:34 -- 75/h)
20240908-15:46:41 nb_generated 72 model 1 (finishes Mon 10:53 -- 63/h)
20240908-15:46:45 nb_generated 81 model 4 (finishes Mon 07:36 -- 75/h)
20240908-15:46:47 nb_generated 72 model 3 (finishes Mon 10:55 -- 62/h)
20240908-15:46:51 nb_generated 81 model 2 (finishes Mon 07:39 -- 75/h)
20240908-15:46:53 nb_generated 72 model 8 (finishes Mon 10:59 -- 62/h)
20240908-15:46:57 nb_generated 82 model 2 (finishes Mon 07:23 -- 76/h)
20240908-15:47:00 nb_generated 72 model 0 (finishes Mon 11:02 -- 62/h)
20240908-15:47:04 nb_generated 83 model 2 (finishes Mon 07:25 -- 76/h)
20240908-15:47:07 nb_generated 72 model 7 (finishes Mon 11:05 -- 62/h)
20240908-15:47:10 nb_generated 83 model 6 (finishes Mon 07:27 -- 76/h)
20240908-15:47:14 nb_generated 72 model 9 (finishes Mon 11:08 -- 62/h)
20240908-15:47:16 nb_generated 83 model 7 (finishes Mon 07:30 -- 76/h)
20240908-15:47:20 nb_generated 72 model 1 (finishes Mon 11:11 -- 62/h)
20240908-15:47:22 nb_generated 83 model 4 (finishes Mon 07:32 -- 75/h)
20240908-15:47:25 nb_generated 72 model 8 (finishes Mon 11:13 -- 61/h)
20240908-15:47:29 nb_generated 84 model 2 (finishes Mon 07:17 -- 77/h)
20240908-15:47:34 nb_generated 84 model 0 (finishes Mon 07:19 -- 76/h)
20240908-15:47:36 nb_generated 73 model 1 (finishes Mon 10:52 -- 63/h)
20240908-15:47:41 nb_generated 84 model 2 (finishes Mon 07:21 -- 76/h)
20240908-15:47:43 nb_generated 73 model 2 (finishes Mon 10:55 -- 62/h)
20240908-15:47:47 nb_generated 84 model 9 (finishes Mon 07:24 -- 76/h)
20240908-15:47:49 nb_generated 74 model 8 (finishes Mon 10:32 -- 64/h)
20240908-15:47:54 nb_generated 84 model 8 (finishes Mon 07:26 -- 76/h)
20240908-15:47:56 nb_generated 74 model 2 (finishes Mon 10:35 -- 63/h)
20240908-15:48:01 nb_generated 84 model 0 (finishes Mon 07:29 -- 76/h)
20240908-15:48:02 nb_generated 74 model 6 (finishes Mon 10:38 -- 63/h)
20240908-15:48:07 nb_generated 84 model 2 (finishes Mon 07:31 -- 75/h)
20240908-15:48:08 nb_generated 75 model 9 (finishes Mon 10:41 -- 63/h)
20240908-15:48:13 nb_generated 84 model 2 (finishes Mon 07:33 -- 75/h)
20240908-15:48:14 nb_generated 75 model 4 (finishes Mon 10:43 -- 63/h)
20240908-15:48:19 nb_generated 84 model 4 (finishes Mon 07:36 -- 75/h)
20240908-15:48:19 nb_generated 75 model 0 (finishes Mon 10:46 -- 63/h)
20240908-15:48:25 nb_generated 86 model 3 (finishes Mon 07:20 -- 76/h)
20240908-15:48:26 nb_generated 75 model 2 (finishes Mon 10:48 -- 63/h)
20240908-15:48:32 nb_generated 75 model 4 (finishes Mon 10:51 -- 63/h)
20240908-15:48:32 nb_generated 87 model 5 (finishes Mon 07:06 -- 77/h)
20240908-15:48:38 nb_generated 87 model 6 (finishes Mon 07:08 -- 77/h)
20240908-15:48:38 nb_generated 75 model 1 (finishes Mon 10:54 -- 62/h)
20240908-15:48:44 nb_generated 87 model 6 (finishes Mon 07:10 -- 77/h)
20240908-15:48:45 nb_generated 75 model 1 (finishes Mon 10:57 -- 62/h)
20240908-15:48:51 nb_generated 75 model 5 (finishes Mon 11:00 -- 62/h)
20240908-15:48:51 nb_generated 88 model 0 (finishes Mon 07:13 -- 77/h)
20240908-15:48:57 nb_generated 76 model 7 (finishes Mon 10:37 -- 63/h)
20240908-15:48:58 nb_generated 88 model 7 (finishes Mon 07:15 -- 77/h)
20240908-15:49:02 nb_generated 77 model 6 (finishes Mon 10:16 -- 65/h)
20240908-15:49:04 nb_generated 88 model 5 (finishes Mon 07:17 -- 77/h)
20240908-15:49:09 nb_generated 77 model 6 (finishes Mon 10:18 -- 64/h)
20240908-15:49:10 nb_generated 88 model 8 (finishes Mon 07:20 -- 76/h)
20240908-15:49:14 nb_generated 78 model 3 (finishes Mon 10:21 -- 64/h)
20240908-15:49:16 nb_generated 88 model 1 (finishes Mon 07:22 -- 76/h)
20240908-15:49:20 nb_generated 79 model 5 (finishes Mon 10:00 -- 65/h)
20240908-15:49:22 nb_generated 89 model 4 (finishes Mon 07:07 -- 77/h)
20240908-15:49:26 nb_generated 79 model 7 (finishes Mon 10:03 -- 65/h)
20240908-15:49:29 nb_generated 89 model 0 (finishes Mon 07:10 -- 77/h)
20240908-15:49:32 nb_generated 79 model 7 (finishes Mon 10:05 -- 65/h)
20240908-15:49:35 nb_generated 89 model 1 (finishes Mon 07:12 -- 77/h)
20240908-15:49:39 nb_generated 79 model 8 (finishes Mon 10:08 -- 65/h)
20240908-15:49:42 nb_generated 89 model 0 (finishes Mon 07:14 -- 77/h)
20240908-15:49:46 nb_generated 79 model 4 (finishes Mon 10:11 -- 65/h)
20240908-15:49:48 nb_generated 89 model 8 (finishes Mon 07:16 -- 77/h)
20240908-15:49:52 nb_generated 80 model 1 (finishes Mon 10:14 -- 65/h)
20240908-15:49:54 nb_generated 89 model 0 (finishes Mon 07:19 -- 76/h)
20240908-15:50:00 nb_generated 81 model 0 (finishes Mon 09:54 -- 66/h)
20240908-15:50:00 nb_generated 89 model 6 (finishes Mon 07:21 -- 76/h)
20240908-15:50:05 nb_generated 81 model 3 (finishes Mon 09:56 -- 66/h)
20240908-15:50:05 nb_generated 89 model 5 (finishes Mon 07:23 -- 76/h)
20240908-15:50:11 nb_generated 82 model 2 (finishes Mon 09:37 -- 67/h)
20240908-15:50:11 nb_generated 89 model 9 (finishes Mon 07:25 -- 76/h)
20240908-15:50:16 nb_generated 83 model 3 (finishes Mon 09:18 -- 68/h)
20240908-15:50:18 nb_generated 89 model 1 (finishes Mon 07:27 -- 76/h)
20240908-15:50:23 nb_generated 84 model 4 (finishes Mon 09:00 -- 69/h)
20240908-15:50:24 nb_generated 89 model 7 (finishes Mon 07:29 -- 76/h)
20240908-15:50:30 nb_generated 84 model 5 (finishes Mon 09:03 -- 69/h)
20240908-15:50:31 nb_generated 89 model 0 (finishes Mon 07:32 -- 75/h)
20240908-15:50:36 nb_generated 90 model 1 (finishes Mon 07:17 -- 77/h)
20240908-15:50:37 nb_generated 84 model 2 (finishes Mon 09:06 -- 69/h)
20240908-15:50:42 nb_generated 90 model 3 (finishes Mon 07:19 -- 76/h)
20240908-15:50:44 nb_generated 84 model 7 (finishes Mon 09:08 -- 69/h)
20240908-15:50:48 nb_generated 90 model 4 (finishes Mon 07:21 -- 76/h)
20240908-15:50:50 nb_generated 84 model 7 (finishes Mon 09:10 -- 68/h)
20240908-15:50:53 nb_generated 90 model 0 (finishes Mon 07:23 -- 76/h)
20240908-15:50:56 nb_generated 84 model 2 (finishes Mon 09:13 -- 68/h)
20240908-15:51:00 nb_generated 90 model 2 (finishes Mon 07:25 -- 76/h)
20240908-15:51:01 nb_generated 84 model 3 (finishes Mon 09:15 -- 68/h)
20240908-15:51:07 nb_generated 90 model 4 (finishes Mon 07:28 -- 76/h)
20240908-15:51:08 nb_generated 84 model 2 (finishes Mon 09:17 -- 68/h)
20240908-15:51:14 nb_generated 85 model 4 (finishes Mon 09:20 -- 68/h)
20240908-15:51:14 nb_generated 90 model 6 (finishes Mon 07:30 -- 76/h)
20240908-15:51:19 nb_generated 85 model 1 (finishes Mon 09:22 -- 68/h)
20240908-15:51:20 nb_generated 90 model 4 (finishes Mon 07:32 -- 75/h)
20240908-15:51:25 nb_generated 85 model 4 (finishes Mon 09:24 -- 68/h)
20240908-15:51:27 nb_generated 90 model 1 (finishes Mon 07:35 -- 75/h)
20240908-15:51:31 nb_generated 85 model 7 (finishes Mon 09:26 -- 67/h)
20240908-15:51:32 nb_generated 91 model 1 (finishes Mon 07:37 -- 75/h)
20240908-15:51:37 nb_generated 85 model 2 (finishes Mon 09:29 -- 67/h)
20240908-15:51:38 nb_generated 91 model 5 (finishes Mon 07:39 -- 75/h)
20240908-15:51:43 nb_generated 85 model 1 (finishes Mon 09:31 -- 67/h)
20240908-15:51:45 nb_generated 91 model 8 (finishes Mon 07:41 -- 75/h)
20240908-15:51:49 nb_generated 85 model 9 (finishes Mon 09:34 -- 67/h)
20240908-15:51:50 nb_generated 91 model 4 (finishes Mon 07:43 -- 75/h)
20240908-15:51:55 nb_generated 85 model 4 (finishes Mon 09:36 -- 67/h)
20240908-15:51:56 nb_generated 91 model 5 (finishes Mon 07:45 -- 74/h)
20240908-15:52:00 nb_generated 85 model 7 (finishes Mon 09:38 -- 67/h)
20240908-15:52:03 nb_generated 91 model 9 (finishes Mon 07:47 -- 74/h)
20240908-15:52:07 nb_generated 85 model 9 (finishes Mon 09:40 -- 67/h)
20240908-15:52:10 nb_generated 91 model 0 (finishes Mon 07:50 -- 74/h)
20240908-15:52:13 nb_generated 85 model 8 (finishes Mon 09:43 -- 67/h)
20240908-15:52:17 nb_generated 91 model 2 (finishes Mon 07:52 -- 74/h)
20240908-15:52:18 nb_generated 85 model 0 (finishes Mon 09:45 -- 66/h)
20240908-15:52:23 nb_generated 91 model 9 (finishes Mon 07:54 -- 74/h)
20240908-15:52:25 nb_generated 85 model 2 (finishes Mon 09:47 -- 66/h)
20240908-15:52:29 nb_generated 91 model 6 (finishes Mon 07:56 -- 74/h)
20240908-15:52:31 nb_generated 86 model 1 (finishes Mon 09:50 -- 66/h)
20240908-15:52:35 nb_generated 91 model 2 (finishes Mon 07:58 -- 73/h)
20240908-15:52:38 nb_generated 86 model 3 (finishes Mon 09:52 -- 66/h)
20240908-15:52:41 nb_generated 92 model 2 (finishes Mon 08:01 -- 73/h)
20240908-15:52:44 nb_generated 86 model 8 (finishes Mon 09:54 -- 66/h)
20240908-15:52:48 nb_generated 92 model 8 (finishes Mon 08:03 -- 73/h)
20240908-15:52:50 nb_generated 86 model 7 (finishes Mon 09:57 -- 66/h)
20240908-15:52:55 nb_generated 93 model 1 (finishes Mon 07:48 -- 74/h)
20240908-15:52:57 nb_generated 86 model 9 (finishes Mon 10:00 -- 66/h)
20240908-15:53:01 nb_generated 93 model 7 (finishes Mon 07:51 -- 74/h)
20240908-15:53:04 nb_generated 86 model 8 (finishes Mon 10:02 -- 65/h)
20240908-15:53:07 nb_generated 93 model 6 (finishes Mon 07:53 -- 74/h)
20240908-15:53:11 nb_generated 86 model 7 (finishes Mon 10:05 -- 65/h)
20240908-15:53:13 nb_generated 93 model 7 (finishes Mon 07:55 -- 74/h)
20240908-15:53:17 nb_generated 86 model 6 (finishes Mon 10:07 -- 65/h)
20240908-15:53:20 nb_generated 93 model 9 (finishes Mon 07:57 -- 73/h)
20240908-15:53:23 nb_generated 86 model 2 (finishes Mon 10:10 -- 65/h)
20240908-15:53:27 nb_generated 93 model 7 (finishes Mon 08:00 -- 73/h)
20240908-15:53:30 nb_generated 86 model 9 (finishes Mon 10:12 -- 65/h)
20240908-15:53:34 nb_generated 93 model 7 (finishes Mon 08:02 -- 73/h)
20240908-15:53:36 nb_generated 86 model 0 (finishes Mon 10:14 -- 65/h)
20240908-15:53:41 nb_generated 93 model 4 (finishes Mon 08:04 -- 73/h)
20240908-15:53:41 nb_generated 86 model 8 (finishes Mon 10:17 -- 65/h)
20240908-15:53:47 nb_generated 93 model 0 (finishes Mon 08:06 -- 73/h)
20240908-15:53:49 nb_generated 87 model 2 (finishes Mon 10:19 -- 64/h)
20240908-15:53:53 nb_generated 94 model 4 (finishes Mon 07:52 -- 74/h)
20240908-15:53:56 nb_generated 89 model 9 (finishes Mon 09:41 -- 67/h)
20240908-15:53:59 nb_generated 94 model 7 (finishes Mon 07:54 -- 74/h)
20240908-15:54:02 nb_generated 89 model 2 (finishes Mon 09:43 -- 66/h)
20240908-15:54:06 nb_generated 95 model 9 (finishes Mon 07:56 -- 74/h)
20240908-15:54:07 nb_generated 89 model 3 (finishes Mon 09:45 -- 66/h)
20240908-15:54:12 nb_generated 95 model 1 (finishes Mon 07:58 -- 73/h)
20240908-15:54:13 nb_generated 89 model 8 (finishes Mon 09:47 -- 66/h)
20240908-15:54:20 nb_generated 89 model 7 (finishes Mon 09:50 -- 66/h)
20240908-15:54:23 nb_generated 96 model 0 (finishes Mon 08:02 -- 73/h)
20240908-15:54:26 nb_generated 90 model 8 (finishes Mon 09:52 -- 66/h)
20240908-15:54:30 nb_generated 96 model 6 (finishes Mon 08:04 -- 73/h)
20240908-15:54:32 nb_generated 90 model 5 (finishes Mon 09:54 -- 66/h)
20240908-15:54:36 nb_generated 96 model 7 (finishes Mon 08:06 -- 73/h)
20240908-15:54:38 nb_generated 90 model 2 (finishes Mon 09:57 -- 66/h)
20240908-15:54:43 nb_generated 96 model 0 (finishes Mon 08:09 -- 73/h)
20240908-15:54:44 nb_generated 90 model 7 (finishes Mon 09:59 -- 66/h)
20240908-15:54:49 nb_generated 96 model 6 (finishes Mon 08:11 -- 73/h)
20240908-15:54:50 nb_generated 91 model 4 (finishes Mon 09:41 -- 67/h)
20240908-15:54:56 nb_generated 91 model 0 (finishes Mon 09:43 -- 66/h)
20240908-15:54:56 nb_generated 96 model 9 (finishes Mon 08:13 -- 72/h)
20240908-15:55:03 nb_generated 96 model 6 (finishes Mon 08:15 -- 72/h)
20240908-15:55:03 nb_generated 92 model 1 (finishes Mon 09:26 -- 67/h)
20240908-15:55:08 nb_generated 96 model 3 (finishes Mon 08:17 -- 72/h)
20240908-15:55:10 nb_generated 92 model 2 (finishes Mon 09:29 -- 67/h)
20240908-15:55:13 nb_generated 96 model 5 (finishes Mon 08:19 -- 72/h)
20240908-15:55:16 nb_generated 92 model 3 (finishes Mon 09:31 -- 67/h)
20240908-15:55:20 nb_generated 96 model 5 (finishes Mon 08:21 -- 72/h)
20240908-15:55:23 nb_generated 93 model 2 (finishes Mon 09:15 -- 68/h)
20240908-15:55:26 nb_generated 96 model 6 (finishes Mon 08:23 -- 72/h)
20240908-15:55:29 nb_generated 93 model 9 (finishes Mon 09:17 -- 68/h)
20240908-15:55:32 nb_generated 96 model 7 (finishes Mon 08:25 -- 71/h)
20240908-15:55:36 nb_generated 93 model 9 (finishes Mon 09:19 -- 68/h)
20240908-15:55:38 nb_generated 96 model 5 (finishes Mon 08:27 -- 71/h)
20240908-15:55:41 nb_generated 93 model 7 (finishes Mon 09:21 -- 68/h)
20240908-15:55:45 nb_generated 98 model 0 (finishes Mon 08:13 -- 72/h)
20240908-15:55:49 nb_generated 93 model 9 (finishes Mon 09:24 -- 68/h)
20240908-15:55:51 nb_generated 98 model 0 (finishes Mon 08:15 -- 72/h)
20240908-15:55:56 nb_generated 94 model 2 (finishes Mon 09:08 -- 69/h)
20240908-15:55:57 nb_generated 98 model 1 (finishes Mon 08:17 -- 72/h)
20240908-15:56:02 nb_generated 94 model 4 (finishes Mon 09:10 -- 69/h)
20240908-15:56:03 nb_generated 98 model 2 (finishes Mon 08:19 -- 72/h)
20240908-15:56:08 nb_generated 94 model 5 (finishes Mon 09:12 -- 68/h)
20240908-15:56:09 nb_generated 98 model 3 (finishes Mon 08:21 -- 72/h)
20240908-15:56:14 nb_generated 94 model 0 (finishes Mon 09:14 -- 68/h)
20240908-15:56:15 nb_generated 98 model 5 (finishes Mon 08:23 -- 72/h)
20240908-15:56:21 nb_generated 94 model 2 (finishes Mon 09:17 -- 68/h)
20240908-15:56:21 nb_generated 98 model 6 (finishes Mon 08:25 -- 72/h)
20240908-15:56:26 nb_generated 94 model 3 (finishes Mon 09:19 -- 68/h)
20240908-15:56:27 nb_generated 99 model 5 (finishes Mon 08:27 -- 71/h)
20240908-15:56:32 nb_generated 95 model 3 (finishes Mon 09:20 -- 68/h)
20240908-15:56:33 nb_generated 100 model 1 (finishes Mon 08:12 -- 72/h)
20240908-15:56:38 nb_generated 96 model 3 (finishes Mon 09:05 -- 69/h)
20240908-15:56:38 nb_generated 100 model 8 (finishes Mon 08:14 -- 72/h)
20240908-15:56:43 nb_generated 96 model 3 (finishes Mon 09:07 -- 69/h)
20240908-15:56:45 nb_generated 100 model 3 (finishes Mon 08:16 -- 72/h)
20240908-15:56:51 nb_generated 96 model 9 (finishes Mon 09:09 -- 69/h)
20240908-15:56:52 nb_generated 100 model 6 (finishes Mon 08:19 -- 72/h)
20240908-15:56:57 nb_generated 97 model 5 (finishes Mon 08:54 -- 70/h)
20240908-15:56:59 nb_generated 100 model 8 (finishes Mon 08:21 -- 72/h)
20240908-15:57:04 nb_generated 97 model 1 (finishes Mon 08:56 -- 69/h)
20240908-15:57:06 nb_generated 100 model 0 (finishes Mon 08:23 -- 72/h)
20240908-15:57:11 nb_generated 97 model 2 (finishes Mon 08:58 -- 69/h)
20240908-15:57:12 nb_generated 100 model 6 (finishes Mon 08:25 -- 72/h)
20240908-15:57:17 nb_generated 97 model 0 (finishes Mon 09:00 -- 69/h)
20240908-15:57:19 nb_generated 100 model 2 (finishes Mon 08:27 -- 71/h)
20240908-15:57:24 nb_generated 97 model 1 (finishes Mon 09:03 -- 69/h)
20240908-15:57:25 nb_generated 100 model 2 (finishes Mon 08:29 -- 71/h)
20240908-15:57:29 nb_generated 97 model 3 (finishes Mon 09:04 -- 69/h)
20240908-15:57:31 nb_generated 100 model 8 (finishes Mon 08:31 -- 71/h)
20240908-15:57:36 nb_generated 97 model 4 (finishes Mon 09:07 -- 69/h)
20240908-15:57:38 nb_generated 100 model 1 (finishes Mon 08:33 -- 71/h)
20240908-15:57:41 nb_generated 97 model 2 (finishes Mon 09:08 -- 69/h)
20240908-15:57:45 nb_generated 100 model 7 (finishes Mon 08:36 -- 71/h)
20240908-15:57:47 nb_generated 97 model 8 (finishes Mon 09:10 -- 68/h)
20240908-15:57:51 nb_generated 100 model 4 (finishes Mon 08:38 -- 71/h)
20240908-15:57:53 nb_generated 97 model 9 (finishes Mon 09:13 -- 68/h)
20240908-15:57:58 nb_generated 100 model 2 (finishes Mon 08:40 -- 70/h)
20240908-15:57:59 nb_generated 97 model 3 (finishes Mon 09:14 -- 68/h)
20240908-15:58:04 nb_generated 101 model 9 (finishes Mon 08:26 -- 71/h)
20240908-15:58:05 nb_generated 98 model 4 (finishes Mon 09:17 -- 68/h)
20240908-15:58:09 nb_generated 101 model 8 (finishes Mon 08:27 -- 71/h)
20240908-15:58:12 nb_generated 98 model 7 (finishes Mon 09:19 -- 68/h)
20240908-15:58:15 nb_generated 101 model 8 (finishes Mon 08:29 -- 71/h)
20240908-15:58:18 nb_generated 98 model 7 (finishes Mon 09:21 -- 68/h)
20240908-15:58:21 nb_generated 101 model 7 (finishes Mon 08:31 -- 71/h)
20240908-15:58:25 nb_generated 98 model 4 (finishes Mon 09:23 -- 68/h)
20240908-15:58:26 nb_generated 101 model 8 (finishes Mon 08:33 -- 71/h)
20240908-15:58:31 nb_generated 98 model 0 (finishes Mon 09:25 -- 68/h)
20240908-15:58:33 nb_generated 101 model 9 (finishes Mon 08:35 -- 71/h)
20240908-15:58:38 nb_generated 98 model 9 (finishes Mon 09:28 -- 67/h)
20240908-15:58:39 nb_generated 101 model 3 (finishes Mon 08:37 -- 71/h)
20240908-15:58:44 nb_generated 98 model 5 (finishes Mon 09:30 -- 67/h)
20240908-15:58:45 nb_generated 101 model 5 (finishes Mon 08:39 -- 71/h)
20240908-15:58:50 nb_generated 98 model 9 (finishes Mon 09:32 -- 67/h)
20240908-15:58:51 nb_generated 101 model 7 (finishes Mon 08:41 -- 70/h)
20240908-15:58:57 nb_generated 98 model 5 (finishes Mon 09:34 -- 67/h)
20240908-15:58:57 nb_generated 102 model 5 (finishes Mon 08:27 -- 71/h)
20240908-15:59:03 nb_generated 98 model 4 (finishes Mon 09:36 -- 67/h)
20240908-15:59:03 nb_generated 102 model 5 (finishes Mon 08:29 -- 71/h)
20240908-15:59:09 nb_generated 102 model 8 (finishes Mon 08:30 -- 71/h)
20240908-15:59:09 nb_generated 98 model 6 (finishes Mon 09:38 -- 67/h)
20240908-15:59:15 nb_generated 98 model 8 (finishes Mon 09:40 -- 67/h)
20240908-15:59:16 nb_generated 102 model 6 (finishes Mon 08:33 -- 71/h)
20240908-15:59:21 nb_generated 99 model 0 (finishes Mon 09:24 -- 68/h)
20240908-15:59:21 nb_generated 102 model 5 (finishes Mon 08:34 -- 71/h)
20240908-15:59:27 nb_generated 100 model 2 (finishes Mon 09:09 -- 69/h)
20240908-15:59:27 nb_generated 102 model 1 (finishes Mon 08:36 -- 71/h)
20240908-15:59:33 nb_generated 100 model 3 (finishes Mon 09:11 -- 68/h)
20240908-15:59:33 nb_generated 102 model 1 (finishes Mon 08:38 -- 71/h)
20240908-15:59:39 nb_generated 100 model 2 (finishes Mon 09:13 -- 68/h)
20240908-15:59:40 nb_generated 103 model 8 (finishes Mon 08:24 -- 72/h)
20240908-15:59:45 nb_generated 100 model 1 (finishes Mon 09:15 -- 68/h)
20240908-15:59:46 nb_generated 103 model 2 (finishes Mon 08:26 -- 71/h)
20240908-15:59:51 nb_generated 100 model 7 (finishes Mon 09:17 -- 68/h)
20240908-15:59:52 nb_generated 103 model 5 (finishes Mon 08:28 -- 71/h)
20240908-15:59:57 nb_generated 100 model 8 (finishes Mon 09:19 -- 68/h)
20240908-15:59:58 nb_generated 104 model 5 (finishes Mon 08:15 -- 72/h)
20240908-16:00:03 nb_generated 100 model 7 (finishes Mon 09:21 -- 68/h)
20240908-16:00:04 nb_generated 104 model 6 (finishes Mon 08:17 -- 72/h)
20240908-16:00:09 nb_generated 105 model 7 (finishes Mon 08:03 -- 73/h)
20240908-16:00:10 nb_generated 100 model 5 (finishes Mon 09:23 -- 68/h)
20240908-16:00:15 nb_generated 105 model 6 (finishes Mon 08:05 -- 73/h)
20240908-16:00:16 nb_generated 100 model 8 (finishes Mon 09:25 -- 68/h)
20240908-16:00:21 nb_generated 107 model 5 (finishes Mon 07:52 -- 74/h)
20240908-16:00:23 nb_generated 100 model 9 (finishes Mon 09:27 -- 67/h)
20240908-16:00:27 nb_generated 107 model 1 (finishes Mon 07:54 -- 74/h)
20240908-16:00:29 nb_generated 100 model 7 (finishes Mon 09:29 -- 67/h)
20240908-16:00:34 nb_generated 107 model 8 (finishes Mon 07:56 -- 74/h)
20240908-16:00:34 nb_generated 100 model 7 (finishes Mon 09:31 -- 67/h)
20240908-16:00:40 nb_generated 107 model 3 (finishes Mon 07:58 -- 73/h)
20240908-16:00:41 nb_generated 100 model 9 (finishes Mon 09:33 -- 67/h)
20240908-16:00:46 nb_generated 107 model 0 (finishes Mon 08:00 -- 73/h)
20240908-16:00:47 nb_generated 100 model 4 (finishes Mon 09:35 -- 67/h)
20240908-16:00:52 nb_generated 107 model 1 (finishes Mon 08:01 -- 73/h)
20240908-16:00:53 nb_generated 100 model 5 (finishes Mon 09:37 -- 67/h)
20240908-16:00:58 nb_generated 108 model 1 (finishes Mon 08:03 -- 73/h)
20240908-16:00:59 nb_generated 101 model 1 (finishes Mon 09:22 -- 68/h)
20240908-16:01:06 nb_generated 102 model 4 (finishes Mon 09:24 -- 68/h)
20240908-16:01:08 nb_generated 108 model 5 (finishes Mon 08:06 -- 73/h)
20240908-16:01:13 nb_generated 102 model 9 (finishes Mon 09:26 -- 67/h)
20240908-16:01:14 nb_generated 108 model 3 (finishes Mon 08:08 -- 73/h)
20240908-16:01:19 nb_generated 103 model 4 (finishes Mon 09:11 -- 68/h)
20240908-16:01:20 nb_generated 108 model 6 (finishes Mon 08:10 -- 73/h)
20240908-16:01:25 nb_generated 103 model 8 (finishes Mon 09:13 -- 68/h)
20240908-16:01:26 nb_generated 108 model 6 (finishes Mon 08:11 -- 72/h)
20240908-16:01:32 nb_generated 103 model 9 (finishes Mon 09:16 -- 68/h)
20240908-16:01:33 nb_generated 108 model 7 (finishes Mon 08:13 -- 72/h)
20240908-16:01:38 nb_generated 108 model 7 (finishes Mon 08:15 -- 72/h)
20240908-16:01:38 nb_generated 103 model 3 (finishes Mon 09:18 -- 68/h)
20240908-16:01:45 nb_generated 103 model 0 (finishes Mon 09:20 -- 68/h)
20240908-16:01:45 nb_generated 109 model 9 (finishes Mon 08:03 -- 73/h)
20240908-16:01:51 nb_generated 103 model 8 (finishes Mon 09:22 -- 68/h)
20240908-16:01:52 nb_generated 109 model 8 (finishes Mon 08:04 -- 73/h)
20240908-16:01:57 nb_generated 109 model 8 (finishes Mon 08:06 -- 73/h)
20240908-16:01:57 nb_generated 103 model 2 (finishes Mon 09:23 -- 68/h)
20240908-16:02:03 nb_generated 109 model 4 (finishes Mon 08:08 -- 73/h)
20240908-16:02:04 nb_generated 103 model 2 (finishes Mon 09:26 -- 68/h)
20240908-16:02:08 nb_generated 109 model 5 (finishes Mon 08:09 -- 73/h)
20240908-16:02:11 nb_generated 103 model 6 (finishes Mon 09:28 -- 67/h)
20240908-16:02:15 nb_generated 109 model 1 (finishes Mon 08:11 -- 72/h)
20240908-16:02:17 nb_generated 103 model 3 (finishes Mon 09:30 -- 67/h)
20240908-16:02:20 nb_generated 110 model 0 (finishes Mon 08:13 -- 72/h)
20240908-16:02:24 nb_generated 103 model 4 (finishes Mon 09:32 -- 67/h)
20240908-16:02:27 nb_generated 110 model 9 (finishes Mon 08:15 -- 72/h)
20240908-16:02:31 nb_generated 103 model 4 (finishes Mon 09:34 -- 67/h)
20240908-16:02:33 nb_generated 110 model 2 (finishes Mon 08:17 -- 72/h)
20240908-16:02:37 nb_generated 103 model 1 (finishes Mon 09:36 -- 67/h)
20240908-16:02:39 nb_generated 110 model 2 (finishes Mon 08:18 -- 72/h)
20240908-16:02:43 nb_generated 103 model 3 (finishes Mon 09:38 -- 67/h)
20240908-16:02:45 nb_generated 110 model 4 (finishes Mon 08:20 -- 72/h)
20240908-16:02:50 nb_generated 103 model 9 (finishes Mon 09:40 -- 67/h)
20240908-16:02:52 nb_generated 110 model 7 (finishes Mon 08:22 -- 72/h)
20240908-16:02:57 nb_generated 104 model 9 (finishes Mon 09:26 -- 68/h)
20240908-16:02:57 nb_generated 111 model 2 (finishes Mon 08:09 -- 73/h)
20240908-16:03:03 nb_generated 112 model 5 (finishes Mon 08:11 -- 72/h)
20240908-16:03:04 nb_generated 104 model 0 (finishes Mon 09:28 -- 67/h)
20240908-16:03:10 nb_generated 104 model 2 (finishes Mon 09:30 -- 67/h)
20240908-16:03:10 nb_generated 112 model 9 (finishes Mon 08:13 -- 72/h)
20240908-16:03:16 nb_generated 104 model 0 (finishes Mon 09:32 -- 67/h)
20240908-16:03:16 nb_generated 112 model 7 (finishes Mon 08:15 -- 72/h)
20240908-16:03:23 nb_generated 112 model 7 (finishes Mon 08:17 -- 72/h)
20240908-16:03:28 nb_generated 104 model 4 (finishes Mon 09:35 -- 67/h)
20240908-16:03:29 nb_generated 112 model 2 (finishes Mon 08:19 -- 72/h)
20240908-16:03:34 nb_generated 104 model 6 (finishes Mon 09:37 -- 67/h)
20240908-16:03:36 nb_generated 112 model 7 (finishes Mon 08:20 -- 72/h)
20240908-16:03:40 nb_generated 104 model 7 (finishes Mon 09:39 -- 67/h)
20240908-16:03:41 nb_generated 112 model 2 (finishes Mon 08:22 -- 72/h)
20240908-16:03:47 nb_generated 104 model 9 (finishes Mon 09:41 -- 67/h)
20240908-16:03:47 nb_generated 112 model 0 (finishes Mon 08:24 -- 72/h)
20240908-16:03:53 nb_generated 104 model 2 (finishes Mon 09:43 -- 66/h)
20240908-16:03:53 nb_generated 112 model 9 (finishes Mon 08:25 -- 71/h)
20240908-16:03:59 nb_generated 104 model 3 (finishes Mon 09:45 -- 66/h)
20240908-16:03:59 nb_generated 112 model 8 (finishes Mon 08:27 -- 71/h)
20240908-16:04:04 nb_generated 105 model 2 (finishes Mon 09:30 -- 67/h)
20240908-16:04:05 nb_generated 112 model 3 (finishes Mon 08:29 -- 71/h)
20240908-16:04:10 nb_generated 105 model 1 (finishes Mon 09:32 -- 67/h)
20240908-16:04:10 nb_generated 112 model 7 (finishes Mon 08:30 -- 71/h)
20240908-16:04:15 nb_generated 113 model 6 (finishes Mon 08:17 -- 72/h)
20240908-16:04:16 nb_generated 105 model 6 (finishes Mon 09:34 -- 67/h)
20240908-16:04:22 nb_generated 105 model 2 (finishes Mon 09:36 -- 67/h)
20240908-16:04:23 nb_generated 113 model 9 (finishes Mon 08:20 -- 72/h)
20240908-16:04:28 nb_generated 105 model 3 (finishes Mon 09:37 -- 67/h)
20240908-16:04:28 nb_generated 113 model 1 (finishes Mon 08:21 -- 72/h)
20240908-16:04:34 nb_generated 105 model 9 (finishes Mon 09:39 -- 67/h)
20240908-16:04:35 nb_generated 113 model 8 (finishes Mon 08:23 -- 72/h)
20240908-16:04:40 nb_generated 113 model 5 (finishes Mon 08:25 -- 72/h)
20240908-16:04:41 nb_generated 105 model 5 (finishes Mon 09:41 -- 67/h)
20240908-16:04:47 nb_generated 107 model 5 (finishes Mon 09:11 -- 68/h)
20240908-16:04:48 nb_generated 113 model 0 (finishes Mon 08:27 -- 71/h)
20240908-16:04:53 nb_generated 107 model 7 (finishes Mon 09:13 -- 68/h)
20240908-16:04:54 nb_generated 113 model 2 (finishes Mon 08:29 -- 71/h)
20240908-16:04:59 nb_generated 107 model 7 (finishes Mon 09:15 -- 68/h)
20240908-16:05:01 nb_generated 113 model 9 (finishes Mon 08:30 -- 71/h)
20240908-16:05:06 nb_generated 107 model 2 (finishes Mon 09:17 -- 68/h)
20240908-16:05:06 nb_generated 113 model 8 (finishes Mon 08:32 -- 71/h)
20240908-16:05:12 nb_generated 107 model 0 (finishes Mon 09:19 -- 68/h)
20240908-16:05:13 nb_generated 113 model 9 (finishes Mon 08:34 -- 71/h)
20240908-16:05:18 nb_generated 108 model 4 (finishes Mon 09:05 -- 69/h)
20240908-16:05:20 nb_generated 114 model 0 (finishes Mon 08:36 -- 71/h)
20240908-16:05:26 nb_generated 114 model 2 (finishes Mon 08:38 -- 71/h)
20240908-16:05:30 nb_generated 109 model 1 (finishes Mon 08:54 -- 70/h)
20240908-16:05:33 nb_generated 114 model 0 (finishes Mon 08:39 -- 71/h)
20240908-16:05:37 nb_generated 109 model 2 (finishes Mon 08:55 -- 69/h)
20240908-16:05:38 nb_generated 114 model 8 (finishes Mon 08:41 -- 70/h)
20240908-16:05:42 nb_generated 109 model 0 (finishes Mon 08:57 -- 69/h)
20240908-16:05:45 nb_generated 114 model 1 (finishes Mon 08:43 -- 70/h)
20240908-16:05:51 nb_generated 114 model 7 (finishes Mon 08:45 -- 70/h)
20240908-16:05:54 nb_generated 109 model 9 (finishes Mon 09:00 -- 69/h)
20240908-16:06:00 nb_generated 109 model 3 (finishes Mon 09:02 -- 69/h)
20240908-16:06:02 nb_generated 114 model 4 (finishes Mon 08:48 -- 70/h)
20240908-16:06:06 nb_generated 109 model 2 (finishes Mon 09:04 -- 69/h)
20240908-16:06:07 nb_generated 114 model 7 (finishes Mon 08:49 -- 70/h)
20240908-16:06:12 nb_generated 109 model 6 (finishes Mon 09:06 -- 69/h)
20240908-16:06:13 nb_generated 114 model 6 (finishes Mon 08:51 -- 70/h)
20240908-16:06:18 nb_generated 115 model 7 (finishes Mon 08:38 -- 71/h)
20240908-16:06:19 nb_generated 109 model 7 (finishes Mon 09:08 -- 69/h)
20240908-16:06:24 nb_generated 109 model 3 (finishes Mon 09:09 -- 69/h)
20240908-16:06:25 nb_generated 116 model 5 (finishes Mon 08:26 -- 71/h)
20240908-16:06:31 nb_generated 109 model 5 (finishes Mon 09:11 -- 68/h)
20240908-16:06:32 nb_generated 116 model 1 (finishes Mon 08:28 -- 71/h)
20240908-16:06:37 nb_generated 109 model 9 (finishes Mon 09:13 -- 68/h)
20240908-16:06:39 nb_generated 116 model 9 (finishes Mon 08:30 -- 71/h)
20240908-16:06:42 nb_generated 109 model 3 (finishes Mon 09:14 -- 68/h)
20240908-16:06:46 nb_generated 116 model 0 (finishes Mon 08:32 -- 71/h)
20240908-16:06:49 nb_generated 109 model 6 (finishes Mon 09:16 -- 68/h)
20240908-16:06:53 nb_generated 117 model 6 (finishes Mon 08:34 -- 71/h)
20240908-16:06:55 nb_generated 109 model 0 (finishes Mon 09:18 -- 68/h)
20240908-16:06:58 nb_generated 117 model 2 (finishes Mon 08:35 -- 71/h)
20240908-16:07:01 nb_generated 109 model 6 (finishes Mon 09:20 -- 68/h)
20240908-16:07:04 nb_generated 117 model 7 (finishes Mon 08:37 -- 71/h)
20240908-16:07:07 nb_generated 109 model 4 (finishes Mon 09:21 -- 68/h)
20240908-16:07:10 nb_generated 117 model 7 (finishes Mon 08:38 -- 71/h)
20240908-16:07:14 nb_generated 110 model 0 (finishes Mon 09:23 -- 68/h)
20240908-16:07:16 nb_generated 117 model 4 (finishes Mon 08:40 -- 70/h)
20240908-16:07:21 nb_generated 110 model 8 (finishes Mon 09:25 -- 68/h)
20240908-16:07:22 nb_generated 117 model 3 (finishes Mon 08:42 -- 70/h)
20240908-16:07:27 nb_generated 110 model 7 (finishes Mon 09:27 -- 67/h)
20240908-16:07:29 nb_generated 117 model 5 (finishes Mon 08:44 -- 70/h)
20240908-16:07:34 nb_generated 110 model 1 (finishes Mon 09:29 -- 67/h)
20240908-16:07:35 nb_generated 117 model 9 (finishes Mon 08:45 -- 70/h)
20240908-16:07:40 nb_generated 110 model 7 (finishes Mon 09:31 -- 67/h)
20240908-16:07:40 nb_generated 117 model 7 (finishes Mon 08:47 -- 70/h)
20240908-16:07:46 nb_generated 110 model 6 (finishes Mon 09:33 -- 67/h)
20240908-16:07:47 nb_generated 118 model 7 (finishes Mon 08:49 -- 70/h)
20240908-16:07:52 nb_generated 110 model 3 (finishes Mon 09:34 -- 67/h)
20240908-16:07:52 nb_generated 119 model 1 (finishes Mon 08:36 -- 71/h)
20240908-16:07:58 nb_generated 110 model 3 (finishes Mon 09:36 -- 67/h)
20240908-16:07:58 nb_generated 119 model 2 (finishes Mon 08:38 -- 71/h)
20240908-16:08:05 nb_generated 119 model 2 (finishes Mon 08:39 -- 71/h)
20240908-16:08:05 nb_generated 110 model 8 (finishes Mon 09:38 -- 67/h)
20240908-16:08:10 nb_generated 110 model 1 (finishes Mon 09:40 -- 67/h)
20240908-16:08:11 nb_generated 119 model 0 (finishes Mon 08:41 -- 70/h)
20240908-16:08:17 nb_generated 119 model 3 (finishes Mon 08:43 -- 70/h)
20240908-16:08:18 nb_generated 110 model 8 (finishes Mon 09:42 -- 67/h)
20240908-16:08:24 nb_generated 110 model 8 (finishes Mon 09:44 -- 66/h)
20240908-16:08:24 nb_generated 119 model 4 (finishes Mon 08:45 -- 70/h)
20240908-16:08:30 nb_generated 119 model 7 (finishes Mon 08:46 -- 70/h)
20240908-16:08:30 nb_generated 110 model 2 (finishes Mon 09:46 -- 66/h)
20240908-16:08:35 nb_generated 110 model 3 (finishes Mon 09:47 -- 66/h)
20240908-16:08:36 nb_generated 119 model 7 (finishes Mon 08:48 -- 70/h)
20240908-16:08:41 nb_generated 110 model 4 (finishes Mon 09:49 -- 66/h)
20240908-16:08:42 nb_generated 119 model 0 (finishes Mon 08:50 -- 70/h)
20240908-16:08:48 nb_generated 120 model 6 (finishes Mon 08:37 -- 71/h)
20240908-16:08:48 nb_generated 110 model 8 (finishes Mon 09:51 -- 66/h)
20240908-16:08:55 nb_generated 121 model 0 (finishes Mon 08:39 -- 71/h)
20240908-16:08:55 nb_generated 110 model 4 (finishes Mon 09:53 -- 66/h)
20240908-16:09:00 nb_generated 122 model 7 (finishes Mon 08:27 -- 71/h)
20240908-16:09:02 nb_generated 110 model 2 (finishes Mon 09:55 -- 66/h)
20240908-16:09:07 nb_generated 122 model 9 (finishes Mon 08:29 -- 71/h)
20240908-16:09:08 nb_generated 110 model 5 (finishes Mon 09:57 -- 66/h)
20240908-16:09:14 nb_generated 122 model 1 (finishes Mon 08:31 -- 71/h)
20240908-16:09:14 nb_generated 110 model 7 (finishes Mon 09:58 -- 66/h)
20240908-16:09:19 nb_generated 122 model 3 (finishes Mon 08:32 -- 71/h)
20240908-16:09:21 nb_generated 110 model 2 (finishes Mon 10:00 -- 65/h)
20240908-16:09:24 nb_generated 122 model 3 (finishes Mon 08:34 -- 71/h)
20240908-16:09:28 nb_generated 110 model 7 (finishes Mon 10:02 -- 65/h)
20240908-16:09:31 nb_generated 122 model 9 (finishes Mon 08:35 -- 71/h)
20240908-16:09:35 nb_generated 110 model 2 (finishes Mon 10:04 -- 65/h)
20240908-16:09:37 nb_generated 122 model 5 (finishes Mon 08:37 -- 71/h)
20240908-16:09:41 nb_generated 110 model 8 (finishes Mon 10:06 -- 65/h)
20240908-16:09:44 nb_generated 122 model 6 (finishes Mon 08:39 -- 71/h)
20240908-16:09:46 nb_generated 110 model 3 (finishes Mon 10:07 -- 65/h)
20240908-16:09:50 nb_generated 122 model 8 (finishes Mon 08:40 -- 70/h)
20240908-16:09:52 nb_generated 110 model 3 (finishes Mon 10:09 -- 65/h)
20240908-16:09:56 nb_generated 123 model 7 (finishes Mon 08:29 -- 71/h)
20240908-16:09:57 nb_generated 112 model 5 (finishes Mon 09:55 -- 66/h)
20240908-16:10:03 nb_generated 112 model 4 (finishes Mon 09:57 -- 66/h)
20240908-16:10:03 nb_generated 123 model 9 (finishes Mon 08:31 -- 71/h)
20240908-16:10:10 nb_generated 123 model 6 (finishes Mon 08:32 -- 71/h)
20240908-16:10:14 nb_generated 113 model 1 (finishes Mon 10:00 -- 65/h)
20240908-16:10:17 nb_generated 123 model 9 (finishes Mon 08:34 -- 71/h)
20240908-16:10:21 nb_generated 113 model 0 (finishes Mon 10:02 -- 65/h)
20240908-16:10:22 nb_generated 124 model 6 (finishes Mon 08:36 -- 71/h)
20240908-16:10:26 nb_generated 113 model 3 (finishes Mon 10:03 -- 65/h)
20240908-16:10:30 nb_generated 125 model 9 (finishes Mon 08:38 -- 71/h)
20240908-16:10:32 nb_generated 114 model 8 (finishes Mon 09:50 -- 66/h)
20240908-16:10:37 nb_generated 125 model 7 (finishes Mon 08:39 -- 71/h)
20240908-16:10:38 nb_generated 115 model 2 (finishes Mon 09:36 -- 67/h)
20240908-16:10:42 nb_generated 126 model 4 (finishes Mon 08:28 -- 71/h)
20240908-16:10:45 nb_generated 115 model 9 (finishes Mon 09:38 -- 67/h)
20240908-16:10:48 nb_generated 126 model 5 (finishes Mon 08:29 -- 71/h)
20240908-16:10:51 nb_generated 115 model 2 (finishes Mon 09:40 -- 67/h)
20240908-16:10:55 nb_generated 126 model 0 (finishes Mon 08:31 -- 71/h)
20240908-16:10:57 nb_generated 116 model 5 (finishes Mon 09:41 -- 67/h)
20240908-16:11:01 nb_generated 126 model 9 (finishes Mon 08:33 -- 71/h)
20240908-16:11:02 nb_generated 116 model 3 (finishes Mon 09:43 -- 66/h)
20240908-16:11:07 nb_generated 126 model 4 (finishes Mon 08:34 -- 71/h)
20240908-16:11:08 nb_generated 116 model 4 (finishes Mon 09:45 -- 66/h)
20240908-16:11:13 nb_generated 126 model 5 (finishes Mon 08:36 -- 71/h)
20240908-16:11:14 nb_generated 116 model 8 (finishes Mon 09:46 -- 66/h)
20240908-16:11:19 nb_generated 126 model 5 (finishes Mon 08:37 -- 71/h)
20240908-16:11:21 nb_generated 117 model 5 (finishes Mon 09:33 -- 67/h)
20240908-16:11:25 nb_generated 126 model 1 (finishes Mon 08:39 -- 71/h)
20240908-16:11:26 nb_generated 118 model 8 (finishes Mon 09:35 -- 67/h)
20240908-16:11:32 nb_generated 126 model 6 (finishes Mon 08:41 -- 70/h)
20240908-16:11:32 nb_generated 118 model 7 (finishes Mon 09:36 -- 67/h)
20240908-16:11:38 nb_generated 127 model 4 (finishes Mon 08:42 -- 70/h)
20240908-16:11:40 nb_generated 118 model 2 (finishes Mon 09:38 -- 67/h)
20240908-16:11:44 nb_generated 127 model 2 (finishes Mon 08:44 -- 70/h)
20240908-16:11:45 nb_generated 118 model 1 (finishes Mon 09:40 -- 67/h)
20240908-16:11:50 nb_generated 127 model 1 (finishes Mon 08:45 -- 70/h)
20240908-16:11:53 nb_generated 118 model 9 (finishes Mon 09:42 -- 67/h)
20240908-16:11:56 nb_generated 127 model 4 (finishes Mon 08:47 -- 70/h)
20240908-16:11:59 nb_generated 119 model 6 (finishes Mon 09:29 -- 67/h)
20240908-16:12:03 nb_generated 127 model 2 (finishes Mon 08:49 -- 70/h)
20240908-16:12:05 nb_generated 119 model 1 (finishes Mon 09:31 -- 67/h)
20240908-16:12:10 nb_generated 128 model 9 (finishes Mon 08:37 -- 71/h)
20240908-16:12:11 nb_generated 119 model 1 (finishes Mon 09:32 -- 67/h)
20240908-16:12:16 nb_generated 119 model 3 (finishes Mon 09:34 -- 67/h)
20240908-16:12:16 nb_generated 129 model 0 (finishes Mon 08:26 -- 71/h)
20240908-16:12:22 nb_generated 119 model 9 (finishes Mon 09:35 -- 67/h)
20240908-16:12:23 nb_generated 129 model 0 (finishes Mon 08:28 -- 71/h)
20240908-16:12:28 nb_generated 119 model 2 (finishes Mon 09:37 -- 67/h)
20240908-16:12:30 nb_generated 129 model 7 (finishes Mon 08:30 -- 71/h)
20240908-16:12:35 nb_generated 119 model 4 (finishes Mon 09:39 -- 67/h)
20240908-16:12:36 nb_generated 130 model 8 (finishes Mon 08:31 -- 71/h)
20240908-16:12:41 nb_generated 130 model 0 (finishes Mon 08:32 -- 71/h)
20240908-16:12:41 nb_generated 119 model 2 (finishes Mon 09:41 -- 67/h)
20240908-16:12:47 nb_generated 119 model 8 (finishes Mon 09:42 -- 67/h)
20240908-16:12:48 nb_generated 130 model 9 (finishes Mon 08:34 -- 71/h)
20240908-16:12:53 nb_generated 119 model 3 (finishes Mon 09:44 -- 66/h)
20240908-16:12:55 nb_generated 130 model 6 (finishes Mon 08:36 -- 71/h)
20240908-16:12:59 nb_generated 119 model 6 (finishes Mon 09:45 -- 66/h)
20240908-16:13:01 nb_generated 130 model 2 (finishes Mon 08:38 -- 71/h)
20240908-16:13:06 nb_generated 119 model 2 (finishes Mon 09:47 -- 66/h)
20240908-16:13:07 nb_generated 131 model 8 (finishes Mon 08:26 -- 71/h)
20240908-16:13:12 nb_generated 120 model 1 (finishes Mon 09:34 -- 67/h)
20240908-16:13:14 nb_generated 131 model 0 (finishes Mon 08:28 -- 71/h)
20240908-16:13:17 nb_generated 120 model 4 (finishes Mon 09:36 -- 67/h)
20240908-16:13:20 nb_generated 131 model 5 (finishes Mon 08:30 -- 71/h)
20240908-16:13:24 nb_generated 121 model 2 (finishes Mon 09:23 -- 68/h)
20240908-16:13:26 nb_generated 131 model 5 (finishes Mon 08:31 -- 71/h)
20240908-16:13:29 nb_generated 121 model 1 (finishes Mon 09:25 -- 68/h)
20240908-16:13:33 nb_generated 132 model 2 (finishes Mon 08:20 -- 72/h)
20240908-16:13:37 nb_generated 121 model 4 (finishes Mon 09:27 -- 67/h)
20240908-16:13:39 nb_generated 132 model 9 (finishes Mon 08:22 -- 72/h)
20240908-16:13:43 nb_generated 121 model 0 (finishes Mon 09:29 -- 67/h)
20240908-16:13:45 nb_generated 132 model 2 (finishes Mon 08:23 -- 72/h)
20240908-16:13:49 nb_generated 121 model 6 (finishes Mon 09:30 -- 67/h)
20240908-16:13:51 nb_generated 132 model 6 (finishes Mon 08:25 -- 72/h)
20240908-16:13:55 nb_generated 121 model 1 (finishes Mon 09:32 -- 67/h)
20240908-16:13:57 nb_generated 132 model 0 (finishes Mon 08:26 -- 71/h)
20240908-16:14:01 nb_generated 122 model 8 (finishes Mon 09:33 -- 67/h)
20240908-16:14:04 nb_generated 132 model 2 (finishes Mon 08:28 -- 71/h)
20240908-16:14:07 nb_generated 122 model 3 (finishes Mon 09:35 -- 67/h)
20240908-16:14:09 nb_generated 132 model 2 (finishes Mon 08:29 -- 71/h)
20240908-16:14:14 nb_generated 122 model 9 (finishes Mon 09:37 -- 67/h)
20240908-16:14:16 nb_generated 132 model 7 (finishes Mon 08:31 -- 71/h)
20240908-16:14:20 nb_generated 122 model 4 (finishes Mon 09:38 -- 67/h)
20240908-16:14:22 nb_generated 132 model 3 (finishes Mon 08:33 -- 71/h)
20240908-16:14:26 nb_generated 122 model 7 (finishes Mon 09:40 -- 67/h)
20240908-16:14:29 nb_generated 132 model 5 (finishes Mon 08:34 -- 71/h)
20240908-16:14:32 nb_generated 122 model 4 (finishes Mon 09:42 -- 67/h)
20240908-16:14:34 nb_generated 132 model 7 (finishes Mon 08:36 -- 71/h)
20240908-16:14:41 nb_generated 132 model 0 (finishes Mon 08:37 -- 71/h)
20240908-16:14:42 nb_generated 123 model 6 (finishes Mon 09:30 -- 67/h)
20240908-16:14:46 nb_generated 132 model 1 (finishes Mon 08:39 -- 71/h)
20240908-16:14:49 nb_generated 124 model 9 (finishes Mon 09:18 -- 68/h)
20240908-16:14:53 nb_generated 132 model 0 (finishes Mon 08:40 -- 70/h)
20240908-16:14:55 nb_generated 124 model 2 (finishes Mon 09:20 -- 68/h)
20240908-16:15:00 nb_generated 132 model 7 (finishes Mon 08:42 -- 70/h)
20240908-16:15:02 nb_generated 124 model 9 (finishes Mon 09:22 -- 68/h)
20240908-16:15:06 nb_generated 132 model 6 (finishes Mon 08:43 -- 70/h)
20240908-16:15:09 nb_generated 124 model 1 (finishes Mon 09:23 -- 68/h)
20240908-16:15:12 nb_generated 132 model 7 (finishes Mon 08:45 -- 70/h)
20240908-16:15:15 nb_generated 124 model 5 (finishes Mon 09:25 -- 68/h)
20240908-16:15:18 nb_generated 132 model 2 (finishes Mon 08:46 -- 70/h)
20240908-16:15:21 nb_generated 124 model 1 (finishes Mon 09:27 -- 67/h)
20240908-16:15:24 nb_generated 132 model 2 (finishes Mon 08:48 -- 70/h)
20240908-16:15:27 nb_generated 124 model 4 (finishes Mon 09:28 -- 67/h)
20240908-16:15:30 nb_generated 132 model 2 (finishes Mon 08:49 -- 70/h)
20240908-16:15:34 nb_generated 124 model 3 (finishes Mon 09:30 -- 67/h)
20240908-16:15:36 nb_generated 132 model 6 (finishes Mon 08:51 -- 70/h)
20240908-16:15:40 nb_generated 125 model 6 (finishes Mon 09:31 -- 67/h)
20240908-16:15:42 nb_generated 132 model 2 (finishes Mon 08:52 -- 70/h)
20240908-16:15:46 nb_generated 125 model 5 (finishes Mon 09:33 -- 67/h)
20240908-16:15:47 nb_generated 133 model 5 (finishes Mon 08:41 -- 70/h)
20240908-16:15:52 nb_generated 126 model 4 (finishes Mon 09:21 -- 68/h)
20240908-16:15:53 nb_generated 133 model 4 (finishes Mon 08:42 -- 70/h)
20240908-16:15:58 nb_generated 126 model 3 (finishes Mon 09:22 -- 68/h)
20240908-16:15:59 nb_generated 134 model 5 (finishes Mon 08:32 -- 71/h)
20240908-16:16:04 nb_generated 126 model 8 (finishes Mon 09:24 -- 68/h)
20240908-16:16:05 nb_generated 135 model 9 (finishes Mon 08:21 -- 72/h)
20240908-16:16:11 nb_generated 126 model 3 (finishes Mon 09:26 -- 68/h)
20240908-16:16:12 nb_generated 135 model 1 (finishes Mon 08:23 -- 72/h)
20240908-16:16:18 nb_generated 126 model 1 (finishes Mon 09:27 -- 67/h)
20240908-16:16:19 nb_generated 135 model 1 (finishes Mon 08:24 -- 72/h)
20240908-16:16:24 nb_generated 126 model 7 (finishes Mon 09:29 -- 67/h)
20240908-16:16:25 nb_generated 135 model 4 (finishes Mon 08:26 -- 71/h)
20240908-16:16:29 nb_generated 126 model 3 (finishes Mon 09:30 -- 67/h)
20240908-16:16:31 nb_generated 135 model 8 (finishes Mon 08:27 -- 71/h)
20240908-16:16:35 nb_generated 126 model 7 (finishes Mon 09:32 -- 67/h)
20240908-16:16:38 nb_generated 135 model 1 (finishes Mon 08:29 -- 71/h)
20240908-16:16:41 nb_generated 126 model 8 (finishes Mon 09:33 -- 67/h)
20240908-16:16:45 nb_generated 135 model 4 (finishes Mon 08:30 -- 71/h)
20240908-16:16:47 nb_generated 126 model 9 (finishes Mon 09:35 -- 67/h)
20240908-16:16:52 nb_generated 135 model 2 (finishes Mon 08:32 -- 71/h)
20240908-16:16:58 nb_generated 126 model 3 (finishes Mon 09:38 -- 67/h)
20240908-16:16:58 nb_generated 135 model 9 (finishes Mon 08:34 -- 71/h)
20240908-16:17:04 nb_generated 126 model 5 (finishes Mon 09:39 -- 67/h)
20240908-16:17:05 nb_generated 135 model 2 (finishes Mon 08:35 -- 71/h)
20240908-16:17:11 nb_generated 135 model 6 (finishes Mon 08:37 -- 71/h)
20240908-16:17:11 nb_generated 126 model 9 (finishes Mon 09:41 -- 67/h)
20240908-16:17:17 nb_generated 135 model 4 (finishes Mon 08:38 -- 71/h)
20240908-16:17:17 nb_generated 126 model 8 (finishes Mon 09:43 -- 67/h)
20240908-16:17:23 nb_generated 136 model 9 (finishes Mon 08:40 -- 70/h)
20240908-16:17:24 nb_generated 126 model 8 (finishes Mon 09:44 -- 66/h)
20240908-16:17:29 nb_generated 136 model 4 (finishes Mon 08:41 -- 70/h)
20240908-16:17:31 nb_generated 126 model 5 (finishes Mon 09:46 -- 66/h)
20240908-16:17:35 nb_generated 137 model 2 (finishes Mon 08:30 -- 71/h)
20240908-16:17:37 nb_generated 126 model 8 (finishes Mon 09:48 -- 66/h)
20240908-16:17:42 nb_generated 137 model 6 (finishes Mon 08:32 -- 71/h)
20240908-16:17:44 nb_generated 126 model 0 (finishes Mon 09:49 -- 66/h)
20240908-16:17:48 nb_generated 137 model 1 (finishes Mon 08:34 -- 71/h)
20240908-16:17:50 nb_generated 126 model 9 (finishes Mon 09:51 -- 66/h)
20240908-16:17:54 nb_generated 137 model 6 (finishes Mon 08:35 -- 71/h)
20240908-16:17:55 nb_generated 126 model 0 (finishes Mon 09:52 -- 66/h)
20240908-16:18:00 nb_generated 137 model 4 (finishes Mon 08:36 -- 71/h)
20240908-16:18:02 nb_generated 126 model 7 (finishes Mon 09:54 -- 66/h)
20240908-16:18:06 nb_generated 137 model 4 (finishes Mon 08:38 -- 71/h)
20240908-16:18:08 nb_generated 127 model 6 (finishes Mon 09:55 -- 66/h)
20240908-16:18:11 nb_generated 137 model 7 (finishes Mon 08:39 -- 71/h)
20240908-16:18:14 nb_generated 127 model 6 (finishes Mon 09:57 -- 66/h)
20240908-16:18:18 nb_generated 138 model 4 (finishes Mon 08:29 -- 71/h)
20240908-16:18:20 nb_generated 129 model 1 (finishes Mon 09:58 -- 66/h)
20240908-16:18:24 nb_generated 138 model 1 (finishes Mon 08:30 -- 71/h)
20240908-16:18:26 nb_generated 129 model 6 (finishes Mon 10:00 -- 65/h)
20240908-16:18:30 nb_generated 138 model 9 (finishes Mon 08:32 -- 71/h)
20240908-16:18:32 nb_generated 131 model 6 (finishes Mon 09:48 -- 66/h)
20240908-16:18:37 nb_generated 138 model 1 (finishes Mon 08:33 -- 71/h)
20240908-16:18:38 nb_generated 131 model 7 (finishes Mon 09:49 -- 66/h)
20240908-16:18:43 nb_generated 138 model 4 (finishes Mon 08:35 -- 71/h)
20240908-16:18:44 nb_generated 131 model 8 (finishes Mon 09:51 -- 66/h)
20240908-16:18:49 nb_generated 139 model 5 (finishes Mon 08:36 -- 71/h)
20240908-16:18:51 nb_generated 131 model 5 (finishes Mon 09:53 -- 66/h)
20240908-16:18:56 nb_generated 139 model 1 (finishes Mon 08:38 -- 71/h)
20240908-16:18:57 nb_generated 131 model 2 (finishes Mon 09:54 -- 66/h)
20240908-16:19:02 nb_generated 131 model 3 (finishes Mon 09:56 -- 66/h)
20240908-16:19:03 nb_generated 139 model 1 (finishes Mon 08:39 -- 71/h)
20240908-16:19:08 nb_generated 131 model 1 (finishes Mon 09:57 -- 66/h)
20240908-16:19:09 nb_generated 140 model 7 (finishes Mon 08:41 -- 70/h)
20240908-16:19:15 nb_generated 131 model 2 (finishes Mon 09:59 -- 66/h)
20240908-16:19:15 nb_generated 140 model 8 (finishes Mon 08:42 -- 70/h)
20240908-16:19:21 nb_generated 140 model 9 (finishes Mon 08:44 -- 70/h)
20240908-16:19:22 nb_generated 132 model 9 (finishes Mon 09:47 -- 66/h)
20240908-16:19:27 nb_generated 140 model 5 (finishes Mon 08:45 -- 70/h)
20240908-16:19:28 nb_generated 132 model 3 (finishes Mon 09:48 -- 66/h)
20240908-16:19:34 nb_generated 140 model 1 (finishes Mon 08:46 -- 70/h)
20240908-16:19:34 nb_generated 133 model 5 (finishes Mon 09:37 -- 67/h)
20240908-16:19:40 nb_generated 134 model 8 (finishes Mon 09:38 -- 67/h)
20240908-16:19:40 nb_generated 140 model 0 (finishes Mon 08:48 -- 70/h)
20240908-16:19:46 nb_generated 140 model 3 (finishes Mon 08:49 -- 70/h)
20240908-16:19:47 nb_generated 134 model 2 (finishes Mon 09:40 -- 67/h)
20240908-16:19:52 nb_generated 140 model 8 (finishes Mon 08:51 -- 70/h)
20240908-16:19:54 nb_generated 134 model 0 (finishes Mon 09:42 -- 67/h)
20240908-16:19:58 nb_generated 140 model 4 (finishes Mon 08:52 -- 70/h)
20240908-16:20:00 nb_generated 134 model 2 (finishes Mon 09:43 -- 66/h)
20240908-16:20:03 nb_generated 140 model 2 (finishes Mon 08:53 -- 70/h)
20240908-16:20:06 nb_generated 134 model 4 (finishes Mon 09:45 -- 66/h)
20240908-16:20:10 nb_generated 140 model 0 (finishes Mon 08:55 -- 69/h)
20240908-16:20:12 nb_generated 134 model 6 (finishes Mon 09:46 -- 66/h)
20240908-16:20:16 nb_generated 140 model 1 (finishes Mon 08:56 -- 69/h)
20240908-16:20:18 nb_generated 134 model 9 (finishes Mon 09:47 -- 66/h)
20240908-16:20:23 nb_generated 140 model 8 (finishes Mon 08:58 -- 69/h)
20240908-16:20:24 nb_generated 134 model 8 (finishes Mon 09:49 -- 66/h)
20240908-16:20:30 nb_generated 134 model 7 (finishes Mon 09:50 -- 66/h)
20240908-16:20:30 nb_generated 140 model 1 (finishes Mon 09:00 -- 69/h)
20240908-16:20:35 nb_generated 134 model 5 (finishes Mon 09:52 -- 66/h)
20240908-16:20:36 nb_generated 140 model 7 (finishes Mon 09:01 -- 69/h)
20240908-16:20:42 nb_generated 141 model 7 (finishes Mon 08:51 -- 70/h)
20240908-16:20:45 nb_generated 134 model 1 (finishes Mon 09:54 -- 66/h)
20240908-16:20:49 nb_generated 141 model 0 (finishes Mon 08:52 -- 70/h)
20240908-16:20:51 nb_generated 134 model 3 (finishes Mon 09:55 -- 66/h)
20240908-16:20:56 nb_generated 141 model 4 (finishes Mon 08:54 -- 70/h)
20240908-16:20:56 nb_generated 134 model 6 (finishes Mon 09:57 -- 66/h)
20240908-16:21:02 nb_generated 141 model 7 (finishes Mon 08:55 -- 69/h)
20240908-16:21:03 nb_generated 135 model 4 (finishes Mon 09:45 -- 66/h)
20240908-16:21:08 nb_generated 135 model 8 (finishes Mon 09:46 -- 66/h)
20240908-16:21:09 nb_generated 141 model 9 (finishes Mon 08:57 -- 69/h)
20240908-16:21:13 nb_generated 135 model 3 (finishes Mon 09:48 -- 66/h)
20240908-16:21:19 nb_generated 136 model 6 (finishes Mon 09:49 -- 66/h)
20240908-16:21:20 nb_generated 142 model 6 (finishes Mon 08:47 -- 70/h)
20240908-16:21:26 nb_generated 136 model 1 (finishes Mon 09:51 -- 66/h)
20240908-16:21:26 nb_generated 143 model 2 (finishes Mon 08:49 -- 70/h)
20240908-16:21:33 nb_generated 136 model 9 (finishes Mon 09:52 -- 66/h)
20240908-16:21:33 nb_generated 144 model 6 (finishes Mon 08:51 -- 70/h)
20240908-16:21:40 nb_generated 144 model 3 (finishes Mon 08:52 -- 70/h)
20240908-16:21:42 nb_generated 136 model 3 (finishes Mon 09:55 -- 66/h)
20240908-16:21:46 nb_generated 144 model 4 (finishes Mon 08:53 -- 70/h)
20240908-16:21:49 nb_generated 136 model 4 (finishes Mon 09:56 -- 66/h)
20240908-16:21:52 nb_generated 144 model 6 (finishes Mon 08:55 -- 69/h)
20240908-16:21:55 nb_generated 136 model 4 (finishes Mon 09:58 -- 66/h)
20240908-16:21:59 nb_generated 144 model 9 (finishes Mon 08:56 -- 69/h)
20240908-16:22:02 nb_generated 136 model 7 (finishes Mon 09:59 -- 66/h)
20240908-16:22:05 nb_generated 144 model 4 (finishes Mon 08:58 -- 69/h)
20240908-16:22:09 nb_generated 136 model 1 (finishes Mon 10:01 -- 65/h)
20240908-16:22:11 nb_generated 145 model 8 (finishes Mon 08:59 -- 69/h)
20240908-16:22:16 nb_generated 136 model 9 (finishes Mon 10:03 -- 65/h)
20240908-16:22:16 nb_generated 145 model 7 (finishes Mon 09:00 -- 69/h)
20240908-16:22:21 nb_generated 136 model 3 (finishes Mon 10:04 -- 65/h)
20240908-16:22:22 nb_generated 145 model 7 (finishes Mon 09:02 -- 69/h)
20240908-16:22:28 nb_generated 145 model 3 (finishes Mon 09:03 -- 69/h)
20240908-16:22:28 nb_generated 136 model 1 (finishes Mon 10:06 -- 65/h)
20240908-16:22:34 nb_generated 136 model 5 (finishes Mon 10:07 -- 65/h)
20240908-16:22:35 nb_generated 145 model 4 (finishes Mon 09:05 -- 69/h)
20240908-16:22:40 nb_generated 136 model 2 (finishes Mon 10:09 -- 65/h)
20240908-16:22:41 nb_generated 145 model 5 (finishes Mon 09:06 -- 69/h)
20240908-16:22:46 nb_generated 136 model 5 (finishes Mon 10:10 -- 65/h)
20240908-16:22:47 nb_generated 145 model 1 (finishes Mon 09:07 -- 69/h)
20240908-16:22:53 nb_generated 136 model 9 (finishes Mon 10:12 -- 65/h)
20240908-16:22:54 nb_generated 145 model 7 (finishes Mon 09:09 -- 69/h)
20240908-16:23:00 nb_generated 136 model 8 (finishes Mon 10:13 -- 65/h)
20240908-16:23:01 nb_generated 145 model 1 (finishes Mon 09:11 -- 68/h)
20240908-16:23:06 nb_generated 136 model 1 (finishes Mon 10:15 -- 65/h)
20240908-16:23:08 nb_generated 146 model 8 (finishes Mon 09:00 -- 69/h)
20240908-16:23:12 nb_generated 137 model 7 (finishes Mon 10:03 -- 65/h)
20240908-16:23:14 nb_generated 146 model 4 (finishes Mon 09:02 -- 69/h)
20240908-16:23:17 nb_generated 138 model 4 (finishes Mon 10:04 -- 65/h)
20240908-16:23:21 nb_generated 146 model 4 (finishes Mon 09:03 -- 69/h)
20240908-16:23:23 nb_generated 138 model 7 (finishes Mon 10:06 -- 65/h)
20240908-16:23:28 nb_generated 146 model 2 (finishes Mon 09:05 -- 69/h)
20240908-16:23:28 nb_generated 138 model 5 (finishes Mon 10:07 -- 65/h)
20240908-16:23:35 nb_generated 138 model 1 (finishes Mon 10:09 -- 65/h)
20240908-16:23:35 nb_generated 147 model 1 (finishes Mon 08:55 -- 69/h)
20240908-16:23:41 nb_generated 147 model 7 (finishes Mon 08:56 -- 69/h)
20240908-16:23:42 nb_generated 139 model 2 (finishes Mon 10:10 -- 65/h)
20240908-16:23:48 nb_generated 147 model 0 (finishes Mon 08:58 -- 69/h)
20240908-16:23:48 nb_generated 139 model 9 (finishes Mon 10:12 -- 65/h)
20240908-16:23:54 nb_generated 139 model 2 (finishes Mon 10:13 -- 65/h)
20240908-16:23:54 nb_generated 147 model 9 (finishes Mon 08:59 -- 69/h)
20240908-16:24:00 nb_generated 139 model 3 (finishes Mon 10:15 -- 65/h)
20240908-16:24:00 nb_generated 147 model 6 (finishes Mon 09:00 -- 69/h)
20240908-16:24:05 nb_generated 139 model 3 (finishes Mon 10:16 -- 65/h)
20240908-16:24:06 nb_generated 148 model 8 (finishes Mon 09:02 -- 69/h)
20240908-16:24:11 nb_generated 140 model 1 (finishes Mon 10:04 -- 65/h)
20240908-16:24:12 nb_generated 148 model 8 (finishes Mon 09:03 -- 69/h)
20240908-16:24:17 nb_generated 149 model 0 (finishes Mon 09:04 -- 69/h)
20240908-16:24:19 nb_generated 140 model 8 (finishes Mon 10:06 -- 65/h)
20240908-16:24:23 nb_generated 150 model 6 (finishes Mon 09:06 -- 69/h)
20240908-16:24:25 nb_generated 140 model 1 (finishes Mon 10:07 -- 65/h)
20240908-16:24:29 nb_generated 150 model 4 (finishes Mon 09:07 -- 69/h)
20240908-16:24:30 nb_generated 140 model 1 (finishes Mon 10:09 -- 65/h)
20240908-16:24:35 nb_generated 150 model 1 (finishes Mon 09:08 -- 69/h)
20240908-16:24:36 nb_generated 140 model 3 (finishes Mon 10:10 -- 65/h)
20240908-16:24:41 nb_generated 151 model 8 (finishes Mon 09:10 -- 69/h)
20240908-16:24:42 nb_generated 140 model 5 (finishes Mon 10:12 -- 65/h)
20240908-16:24:46 nb_generated 151 model 8 (finishes Mon 09:11 -- 68/h)
20240908-16:24:48 nb_generated 140 model 5 (finishes Mon 10:13 -- 65/h)
20240908-16:24:54 nb_generated 152 model 2 (finishes Mon 09:01 -- 69/h)
20240908-16:24:54 nb_generated 140 model 8 (finishes Mon 10:14 -- 65/h)
20240908-16:24:59 nb_generated 152 model 8 (finishes Mon 09:02 -- 69/h)
20240908-16:25:01 nb_generated 140 model 0 (finishes Mon 10:16 -- 65/h)
20240908-16:25:05 nb_generated 152 model 2 (finishes Mon 09:03 -- 69/h)
20240908-16:25:07 nb_generated 141 model 8 (finishes Mon 10:17 -- 64/h)
20240908-16:25:12 nb_generated 152 model 4 (finishes Mon 09:05 -- 69/h)
20240908-16:25:13 nb_generated 142 model 1 (finishes Mon 10:19 -- 64/h)
20240908-16:25:18 nb_generated 153 model 6 (finishes Mon 09:06 -- 69/h)
20240908-16:25:20 nb_generated 142 model 1 (finishes Mon 10:21 -- 64/h)
20240908-16:25:25 nb_generated 154 model 4 (finishes Mon 09:08 -- 69/h)
20240908-16:25:25 nb_generated 142 model 8 (finishes Mon 10:22 -- 64/h)
20240908-16:25:31 nb_generated 154 model 1 (finishes Mon 09:09 -- 69/h)
20240908-16:25:32 nb_generated 142 model 4 (finishes Mon 10:23 -- 64/h)
20240908-16:25:37 nb_generated 154 model 7 (finishes Mon 09:10 -- 68/h)
20240908-16:25:38 nb_generated 142 model 1 (finishes Mon 10:25 -- 64/h)
20240908-16:25:44 nb_generated 154 model 9 (finishes Mon 09:12 -- 68/h)
20240908-16:25:45 nb_generated 142 model 1 (finishes Mon 10:27 -- 64/h)
20240908-16:25:49 nb_generated 154 model 7 (finishes Mon 09:13 -- 68/h)
20240908-16:25:51 nb_generated 142 model 5 (finishes Mon 10:28 -- 64/h)
20240908-16:25:56 nb_generated 154 model 6 (finishes Mon 09:15 -- 68/h)
20240908-16:25:57 nb_generated 142 model 7 (finishes Mon 10:29 -- 64/h)
20240908-16:26:02 nb_generated 154 model 3 (finishes Mon 09:16 -- 68/h)
20240908-16:26:03 nb_generated 142 model 8 (finishes Mon 10:31 -- 64/h)
20240908-16:26:08 nb_generated 154 model 3 (finishes Mon 09:17 -- 68/h)
20240908-16:26:10 nb_generated 142 model 7 (finishes Mon 10:32 -- 64/h)
20240908-16:26:14 nb_generated 154 model 4 (finishes Mon 09:19 -- 68/h)
20240908-16:26:15 nb_generated 142 model 4 (finishes Mon 10:34 -- 64/h)
20240908-16:26:19 nb_generated 154 model 2 (finishes Mon 09:20 -- 68/h)
20240908-16:26:23 nb_generated 142 model 2 (finishes Mon 10:35 -- 63/h)
20240908-16:26:24 nb_generated 154 model 5 (finishes Mon 09:21 -- 68/h)
20240908-16:26:29 nb_generated 142 model 9 (finishes Mon 10:37 -- 63/h)
20240908-16:26:31 nb_generated 154 model 7 (finishes Mon 09:22 -- 68/h)
20240908-16:26:35 nb_generated 142 model 4 (finishes Mon 10:38 -- 63/h)
20240908-16:26:36 nb_generated 155 model 5 (finishes Mon 09:12 -- 68/h)
20240908-16:26:41 nb_generated 142 model 5 (finishes Mon 10:40 -- 63/h)
20240908-16:26:42 nb_generated 156 model 5 (finishes Mon 09:02 -- 69/h)
20240908-16:26:47 nb_generated 142 model 4 (finishes Mon 10:41 -- 63/h)
20240908-16:26:48 nb_generated 156 model 8 (finishes Mon 09:03 -- 69/h)
20240908-16:26:54 nb_generated 158 model 4 (finishes Mon 08:53 -- 70/h)
20240908-16:26:54 nb_generated 142 model 0 (finishes Mon 10:43 -- 63/h)
20240908-16:27:00 nb_generated 159 model 5 (finishes Mon 08:55 -- 70/h)
20240908-16:27:00 nb_generated 142 model 9 (finishes Mon 10:44 -- 63/h)
20240908-16:27:06 nb_generated 159 model 8 (finishes Mon 08:56 -- 69/h)
20240908-16:27:07 nb_generated 142 model 6 (finishes Mon 10:46 -- 63/h)
20240908-16:27:12 nb_generated 159 model 0 (finishes Mon 08:57 -- 69/h)
20240908-16:27:12 nb_generated 142 model 7 (finishes Mon 10:47 -- 63/h)
20240908-16:27:17 nb_generated 159 model 1 (finishes Mon 08:58 -- 69/h)
20240908-16:27:18 nb_generated 142 model 5 (finishes Mon 10:49 -- 63/h)
20240908-16:27:23 nb_generated 159 model 1 (finishes Mon 09:00 -- 69/h)
20240908-16:27:25 nb_generated 142 model 2 (finishes Mon 10:50 -- 63/h)
20240908-16:27:29 nb_generated 159 model 2 (finishes Mon 09:01 -- 69/h)
20240908-16:27:31 nb_generated 142 model 1 (finishes Mon 10:52 -- 63/h)
20240908-16:27:36 nb_generated 159 model 7 (finishes Mon 09:02 -- 69/h)
20240908-16:27:37 nb_generated 142 model 1 (finishes Mon 10:53 -- 63/h)
20240908-16:27:42 nb_generated 159 model 3 (finishes Mon 09:04 -- 69/h)
20240908-16:27:43 nb_generated 143 model 9 (finishes Mon 10:54 -- 62/h)
20240908-16:27:49 nb_generated 160 model 4 (finishes Mon 08:54 -- 70/h)
20240908-16:27:50 nb_generated 143 model 7 (finishes Mon 10:56 -- 62/h)
20240908-16:27:55 nb_generated 161 model 3 (finishes Mon 08:45 -- 70/h)
20240908-16:27:56 nb_generated 143 model 5 (finishes Mon 10:57 -- 62/h)
20240908-16:28:01 nb_generated 161 model 2 (finishes Mon 08:46 -- 70/h)
20240908-16:28:02 nb_generated 143 model 4 (finishes Mon 10:59 -- 62/h)
20240908-16:28:06 nb_generated 161 model 7 (finishes Mon 08:47 -- 70/h)
20240908-16:28:08 nb_generated 144 model 4 (finishes Mon 11:00 -- 62/h)
20240908-16:28:13 nb_generated 161 model 7 (finishes Mon 08:48 -- 70/h)
20240908-16:28:14 nb_generated 144 model 7 (finishes Mon 11:02 -- 62/h)
20240908-16:28:19 nb_generated 162 model 4 (finishes Mon 08:39 -- 71/h)
20240908-16:28:21 nb_generated 144 model 8 (finishes Mon 11:03 -- 62/h)
20240908-16:28:26 nb_generated 162 model 0 (finishes Mon 08:40 -- 70/h)
20240908-16:28:28 nb_generated 145 model 2 (finishes Mon 10:52 -- 63/h)
20240908-16:28:33 nb_generated 163 model 6 (finishes Mon 08:42 -- 70/h)
20240908-16:28:34 nb_generated 146 model 6 (finishes Mon 10:40 -- 63/h)
20240908-16:28:39 nb_generated 163 model 1 (finishes Mon 08:43 -- 70/h)
20240908-16:28:40 nb_generated 146 model 3 (finishes Mon 10:41 -- 63/h)
20240908-16:28:44 nb_generated 163 model 5 (finishes Mon 08:44 -- 70/h)
20240908-16:28:47 nb_generated 146 model 5 (finishes Mon 10:43 -- 63/h)
20240908-16:28:51 nb_generated 163 model 7 (finishes Mon 08:46 -- 70/h)
20240908-16:28:53 nb_generated 146 model 6 (finishes Mon 10:44 -- 63/h)
20240908-16:28:57 nb_generated 163 model 0 (finishes Mon 08:47 -- 70/h)
20240908-16:29:00 nb_generated 146 model 1 (finishes Mon 10:46 -- 63/h)
20240908-16:29:06 nb_generated 147 model 2 (finishes Mon 10:34 -- 64/h)
20240908-16:29:09 nb_generated 163 model 1 (finishes Mon 08:49 -- 70/h)
20240908-16:29:12 nb_generated 147 model 4 (finishes Mon 10:36 -- 63/h)
20240908-16:29:14 nb_generated 163 model 1 (finishes Mon 08:50 -- 70/h)
20240908-16:29:20 nb_generated 163 model 7 (finishes Mon 08:52 -- 70/h)
20240908-16:29:23 nb_generated 148 model 1 (finishes Mon 10:25 -- 64/h)
20240908-16:29:27 nb_generated 163 model 0 (finishes Mon 08:53 -- 70/h)
20240908-16:29:29 nb_generated 149 model 4 (finishes Mon 10:14 -- 65/h)
20240908-16:29:32 nb_generated 163 model 8 (finishes Mon 08:54 -- 70/h)
20240908-16:29:36 nb_generated 150 model 2 (finishes Mon 10:03 -- 65/h)
20240908-16:29:38 nb_generated 164 model 1 (finishes Mon 08:45 -- 70/h)
20240908-16:29:45 nb_generated 165 model 9 (finishes Mon 08:36 -- 71/h)
20240908-16:29:46 nb_generated 150 model 3 (finishes Mon 10:06 -- 65/h)
20240908-16:29:52 nb_generated 165 model 5 (finishes Mon 08:37 -- 71/h)
20240908-16:29:53 nb_generated 150 model 4 (finishes Mon 10:07 -- 65/h)
20240908-16:29:59 nb_generated 165 model 1 (finishes Mon 08:39 -- 71/h)
20240908-16:30:00 nb_generated 150 model 9 (finishes Mon 10:09 -- 65/h)
20240908-16:30:06 nb_generated 150 model 3 (finishes Mon 10:10 -- 65/h)
20240908-16:30:06 nb_generated 165 model 2 (finishes Mon 08:40 -- 70/h)
20240908-16:30:12 nb_generated 165 model 3 (finishes Mon 08:41 -- 70/h)
20240908-16:30:12 nb_generated 151 model 2 (finishes Mon 09:59 -- 66/h)
20240908-16:30:18 nb_generated 165 model 2 (finishes Mon 08:43 -- 70/h)
20240908-16:30:18 nb_generated 151 model 7 (finishes Mon 10:01 -- 65/h)
20240908-16:30:24 nb_generated 165 model 1 (finishes Mon 08:44 -- 70/h)
20240908-16:30:26 nb_generated 152 model 9 (finishes Mon 10:02 -- 65/h)
20240908-16:30:31 nb_generated 165 model 3 (finishes Mon 08:45 -- 70/h)
20240908-16:30:32 nb_generated 152 model 0 (finishes Mon 10:04 -- 65/h)
20240908-16:30:37 nb_generated 165 model 6 (finishes Mon 08:47 -- 70/h)
20240908-16:30:38 nb_generated 152 model 0 (finishes Mon 10:05 -- 65/h)
20240908-16:30:45 nb_generated 165 model 9 (finishes Mon 08:48 -- 70/h)
20240908-16:30:45 nb_generated 152 model 2 (finishes Mon 10:07 -- 65/h)
20240908-16:30:51 nb_generated 165 model 6 (finishes Mon 08:49 -- 70/h)
20240908-16:30:52 nb_generated 152 model 6 (finishes Mon 10:08 -- 65/h)
20240908-16:30:56 nb_generated 166 model 5 (finishes Mon 08:50 -- 70/h)
20240908-16:30:58 nb_generated 152 model 0 (finishes Mon 10:09 -- 65/h)
20240908-16:31:03 nb_generated 166 model 9 (finishes Mon 08:52 -- 70/h)
20240908-16:31:04 nb_generated 152 model 6 (finishes Mon 10:11 -- 65/h)
20240908-16:31:09 nb_generated 166 model 1 (finishes Mon 08:53 -- 70/h)
20240908-16:31:10 nb_generated 152 model 6 (finishes Mon 10:12 -- 65/h)
20240908-16:31:16 nb_generated 166 model 2 (finishes Mon 08:55 -- 70/h)
20240908-16:31:17 nb_generated 152 model 1 (finishes Mon 10:14 -- 65/h)
20240908-16:31:23 nb_generated 166 model 9 (finishes Mon 08:56 -- 69/h)
20240908-16:31:24 nb_generated 152 model 2 (finishes Mon 10:15 -- 65/h)
20240908-16:31:29 nb_generated 166 model 4 (finishes Mon 08:57 -- 69/h)
20240908-16:31:31 nb_generated 152 model 1 (finishes Mon 10:17 -- 65/h)
20240908-16:31:36 nb_generated 166 model 9 (finishes Mon 08:58 -- 69/h)
20240908-16:31:38 nb_generated 152 model 2 (finishes Mon 10:18 -- 64/h)
20240908-16:31:42 nb_generated 166 model 0 (finishes Mon 09:00 -- 69/h)
20240908-16:31:45 nb_generated 152 model 7 (finishes Mon 10:20 -- 64/h)
20240908-16:31:48 nb_generated 166 model 6 (finishes Mon 09:01 -- 69/h)
20240908-16:31:54 nb_generated 166 model 1 (finishes Mon 09:02 -- 69/h)
20240908-16:31:56 nb_generated 153 model 9 (finishes Mon 10:10 -- 65/h)
20240908-16:32:00 nb_generated 166 model 0 (finishes Mon 09:03 -- 69/h)
20240908-16:32:03 nb_generated 153 model 4 (finishes Mon 10:11 -- 65/h)
20240908-16:32:05 nb_generated 166 model 7 (finishes Mon 09:05 -- 69/h)
20240908-16:32:08 nb_generated 153 model 9 (finishes Mon 10:13 -- 65/h)
20240908-16:32:12 nb_generated 166 model 1 (finishes Mon 09:06 -- 69/h)
20240908-16:32:15 nb_generated 153 model 9 (finishes Mon 10:14 -- 65/h)
20240908-16:32:18 nb_generated 167 model 5 (finishes Mon 08:57 -- 69/h)
20240908-16:32:21 nb_generated 154 model 3 (finishes Mon 10:04 -- 65/h)
20240908-16:32:24 nb_generated 168 model 4 (finishes Mon 08:48 -- 70/h)
20240908-16:32:29 nb_generated 154 model 7 (finishes Mon 10:05 -- 65/h)
20240908-16:32:31 nb_generated 170 model 3 (finishes Mon 08:29 -- 71/h)
20240908-16:32:35 nb_generated 154 model 8 (finishes Mon 10:07 -- 65/h)
20240908-16:32:38 nb_generated 171 model 3 (finishes Mon 08:20 -- 72/h)
20240908-16:32:41 nb_generated 154 model 0 (finishes Mon 10:08 -- 65/h)
20240908-16:32:44 nb_generated 172 model 4 (finishes Mon 08:22 -- 72/h)
20240908-16:32:47 nb_generated 154 model 9 (finishes Mon 10:09 -- 65/h)
20240908-16:32:50 nb_generated 172 model 7 (finishes Mon 08:23 -- 72/h)
20240908-16:32:53 nb_generated 154 model 6 (finishes Mon 10:11 -- 65/h)
20240908-16:32:56 nb_generated 172 model 5 (finishes Mon 08:24 -- 72/h)
20240908-16:33:00 nb_generated 154 model 8 (finishes Mon 10:12 -- 65/h)
20240908-16:33:01 nb_generated 172 model 3 (finishes Mon 08:25 -- 72/h)
20240908-16:33:05 nb_generated 155 model 4 (finishes Mon 10:01 -- 65/h)
20240908-16:33:08 nb_generated 173 model 9 (finishes Mon 08:26 -- 71/h)
20240908-16:33:12 nb_generated 155 model 1 (finishes Mon 10:03 -- 65/h)
20240908-16:33:14 nb_generated 173 model 4 (finishes Mon 08:27 -- 71/h)
20240908-16:33:17 nb_generated 155 model 0 (finishes Mon 10:04 -- 65/h)
20240908-16:33:20 nb_generated 173 model 0 (finishes Mon 08:29 -- 71/h)
20240908-16:33:23 nb_generated 155 model 4 (finishes Mon 10:05 -- 65/h)
20240908-16:33:26 nb_generated 173 model 1 (finishes Mon 08:30 -- 71/h)
20240908-16:33:29 nb_generated 156 model 7 (finishes Mon 09:55 -- 66/h)
20240908-16:33:33 nb_generated 173 model 4 (finishes Mon 08:31 -- 71/h)
20240908-16:33:36 nb_generated 156 model 9 (finishes Mon 09:56 -- 66/h)
20240908-16:33:40 nb_generated 173 model 9 (finishes Mon 08:32 -- 71/h)
20240908-16:33:42 nb_generated 157 model 7 (finishes Mon 09:46 -- 66/h)
20240908-16:33:49 nb_generated 157 model 0 (finishes Mon 09:48 -- 66/h)
20240908-16:33:50 nb_generated 173 model 7 (finishes Mon 08:34 -- 71/h)
20240908-16:33:55 nb_generated 158 model 5 (finishes Mon 09:38 -- 67/h)
20240908-16:33:56 nb_generated 173 model 7 (finishes Mon 08:36 -- 71/h)
20240908-16:34:01 nb_generated 159 model 3 (finishes Mon 09:39 -- 67/h)
20240908-16:34:02 nb_generated 174 model 9 (finishes Mon 08:27 -- 71/h)
20240908-16:34:07 nb_generated 159 model 6 (finishes Mon 09:40 -- 67/h)
20240908-16:34:08 nb_generated 174 model 2 (finishes Mon 08:28 -- 71/h)
20240908-16:34:12 nb_generated 159 model 4 (finishes Mon 09:41 -- 67/h)
20240908-16:34:14 nb_generated 174 model 4 (finishes Mon 08:29 -- 71/h)
20240908-16:34:18 nb_generated 159 model 8 (finishes Mon 09:43 -- 67/h)
20240908-16:34:21 nb_generated 174 model 9 (finishes Mon 08:31 -- 71/h)
20240908-16:34:24 nb_generated 159 model 1 (finishes Mon 09:44 -- 66/h)
20240908-16:34:26 nb_generated 174 model 3 (finishes Mon 08:32 -- 71/h)
20240908-16:34:30 nb_generated 159 model 8 (finishes Mon 09:45 -- 66/h)
20240908-16:34:32 nb_generated 174 model 5 (finishes Mon 08:33 -- 71/h)
20240908-16:34:36 nb_generated 159 model 1 (finishes Mon 09:46 -- 66/h)
20240908-16:34:38 nb_generated 174 model 8 (finishes Mon 08:34 -- 71/h)
20240908-16:34:42 nb_generated 159 model 3 (finishes Mon 09:47 -- 66/h)
20240908-16:34:44 nb_generated 174 model 0 (finishes Mon 08:35 -- 71/h)
20240908-16:34:49 nb_generated 159 model 4 (finishes Mon 09:49 -- 66/h)
20240908-16:34:50 nb_generated 175 model 6 (finishes Mon 08:27 -- 71/h)
20240908-16:34:55 nb_generated 159 model 3 (finishes Mon 09:50 -- 66/h)
20240908-16:34:56 nb_generated 175 model 1 (finishes Mon 08:28 -- 71/h)
20240908-16:35:02 nb_generated 159 model 2 (finishes Mon 09:52 -- 66/h)
20240908-16:35:03 nb_generated 175 model 8 (finishes Mon 08:29 -- 71/h)
20240908-16:35:09 nb_generated 175 model 8 (finishes Mon 08:30 -- 71/h)
20240908-16:35:12 nb_generated 159 model 7 (finishes Mon 09:54 -- 66/h)
20240908-16:35:16 nb_generated 176 model 9 (finishes Mon 08:32 -- 71/h)
20240908-16:35:18 nb_generated 159 model 6 (finishes Mon 09:55 -- 66/h)
20240908-16:35:23 nb_generated 176 model 2 (finishes Mon 08:33 -- 71/h)
20240908-16:35:24 nb_generated 160 model 2 (finishes Mon 09:45 -- 66/h)
20240908-16:35:29 nb_generated 176 model 4 (finishes Mon 08:34 -- 71/h)
20240908-16:35:29 nb_generated 160 model 3 (finishes Mon 09:46 -- 66/h)
20240908-16:35:36 nb_generated 176 model 6 (finishes Mon 08:35 -- 71/h)
20240908-16:35:36 nb_generated 161 model 4 (finishes Mon 09:48 -- 66/h)
20240908-16:35:42 nb_generated 161 model 1 (finishes Mon 09:49 -- 66/h)
20240908-16:35:42 nb_generated 176 model 4 (finishes Mon 08:37 -- 71/h)
20240908-16:35:47 nb_generated 162 model 3 (finishes Mon 09:50 -- 66/h)
20240908-16:35:48 nb_generated 176 model 3 (finishes Mon 08:38 -- 71/h)
20240908-16:35:53 nb_generated 162 model 6 (finishes Mon 09:51 -- 66/h)
20240908-16:35:55 nb_generated 176 model 1 (finishes Mon 08:39 -- 71/h)
20240908-16:35:59 nb_generated 162 model 6 (finishes Mon 09:52 -- 66/h)
20240908-16:36:01 nb_generated 176 model 4 (finishes Mon 08:40 -- 70/h)
20240908-16:36:05 nb_generated 162 model 3 (finishes Mon 09:54 -- 66/h)
20240908-16:36:08 nb_generated 177 model 9 (finishes Mon 08:32 -- 71/h)
20240908-16:36:13 nb_generated 162 model 9 (finishes Mon 09:55 -- 66/h)
20240908-16:36:14 nb_generated 177 model 7 (finishes Mon 08:33 -- 71/h)
20240908-16:36:19 nb_generated 162 model 4 (finishes Mon 09:56 -- 66/h)
20240908-16:36:21 nb_generated 177 model 8 (finishes Mon 08:34 -- 71/h)
20240908-16:36:25 nb_generated 162 model 9 (finishes Mon 09:58 -- 66/h)
20240908-16:36:27 nb_generated 177 model 5 (finishes Mon 08:35 -- 71/h)
20240908-16:36:31 nb_generated 162 model 7 (finishes Mon 09:59 -- 66/h)
20240908-16:36:32 nb_generated 177 model 5 (finishes Mon 08:36 -- 71/h)
20240908-16:36:37 nb_generated 163 model 8 (finishes Mon 10:00 -- 65/h)
20240908-16:36:38 nb_generated 177 model 2 (finishes Mon 08:38 -- 71/h)
20240908-16:36:42 nb_generated 163 model 5 (finishes Mon 10:01 -- 65/h)
20240908-16:36:44 nb_generated 177 model 5 (finishes Mon 08:39 -- 71/h)
20240908-16:36:49 nb_generated 163 model 6 (finishes Mon 10:02 -- 65/h)
20240908-16:36:50 nb_generated 177 model 5 (finishes Mon 08:40 -- 70/h)
20240908-16:36:55 nb_generated 163 model 6 (finishes Mon 10:04 -- 65/h)
20240908-16:36:55 nb_generated 177 model 7 (finishes Mon 08:41 -- 70/h)
20240908-16:37:01 nb_generated 163 model 0 (finishes Mon 10:05 -- 65/h)
20240908-16:37:01 nb_generated 177 model 7 (finishes Mon 08:42 -- 70/h)
20240908-16:37:07 nb_generated 163 model 0 (finishes Mon 10:06 -- 65/h)
20240908-16:37:08 nb_generated 177 model 8 (finishes Mon 08:43 -- 70/h)
20240908-16:37:13 nb_generated 164 model 4 (finishes Mon 09:56 -- 66/h)
20240908-16:37:15 nb_generated 178 model 8 (finishes Mon 08:44 -- 70/h)
20240908-16:37:19 nb_generated 164 model 6 (finishes Mon 09:57 -- 66/h)
20240908-16:37:22 nb_generated 178 model 2 (finishes Mon 08:46 -- 70/h)
20240908-16:37:25 nb_generated 164 model 1 (finishes Mon 09:59 -- 66/h)
20240908-16:37:28 nb_generated 180 model 0 (finishes Mon 08:37 -- 71/h)
20240908-16:37:32 nb_generated 166 model 4 (finishes Mon 09:49 -- 66/h)
20240908-16:37:34 nb_generated 180 model 9 (finishes Mon 08:39 -- 71/h)
20240908-16:37:39 nb_generated 166 model 2 (finishes Mon 09:51 -- 66/h)
20240908-16:37:40 nb_generated 180 model 8 (finishes Mon 08:40 -- 71/h)
20240908-16:37:45 nb_generated 180 model 8 (finishes Mon 08:41 -- 70/h)
20240908-16:37:45 nb_generated 166 model 6 (finishes Mon 09:52 -- 66/h)
20240908-16:37:50 nb_generated 167 model 5 (finishes Mon 09:42 -- 67/h)
20240908-16:37:51 nb_generated 180 model 1 (finishes Mon 08:42 -- 70/h)
20240908-16:37:56 nb_generated 168 model 5 (finishes Mon 09:33 -- 67/h)
20240908-16:37:58 nb_generated 180 model 6 (finishes Mon 08:43 -- 70/h)
20240908-16:38:03 nb_generated 168 model 9 (finishes Mon 09:34 -- 67/h)
20240908-16:38:04 nb_generated 181 model 7 (finishes Mon 08:35 -- 71/h)
20240908-16:38:10 nb_generated 168 model 3 (finishes Mon 09:35 -- 67/h)
20240908-16:38:10 nb_generated 181 model 8 (finishes Mon 08:36 -- 71/h)
20240908-16:38:16 nb_generated 169 model 0 (finishes Mon 09:37 -- 67/h)
20240908-16:38:17 nb_generated 181 model 4 (finishes Mon 08:37 -- 71/h)
20240908-16:38:23 nb_generated 169 model 5 (finishes Mon 09:38 -- 67/h)
20240908-16:38:23 nb_generated 181 model 2 (finishes Mon 08:38 -- 71/h)
20240908-16:38:29 nb_generated 181 model 3 (finishes Mon 08:39 -- 71/h)
20240908-16:38:29 nb_generated 169 model 2 (finishes Mon 09:39 -- 67/h)
20240908-16:38:35 nb_generated 182 model 0 (finishes Mon 08:31 -- 71/h)
20240908-16:38:36 nb_generated 169 model 4 (finishes Mon 09:40 -- 67/h)
20240908-16:38:42 nb_generated 169 model 8 (finishes Mon 09:42 -- 67/h)
20240908-16:38:42 nb_generated 182 model 6 (finishes Mon 08:32 -- 71/h)
20240908-16:38:48 nb_generated 169 model 8 (finishes Mon 09:43 -- 67/h)
20240908-16:38:48 nb_generated 182 model 3 (finishes Mon 08:33 -- 71/h)
20240908-16:38:53 nb_generated 182 model 8 (finishes Mon 08:35 -- 71/h)
20240908-16:38:54 nb_generated 169 model 9 (finishes Mon 09:44 -- 66/h)
20240908-16:39:00 nb_generated 170 model 5 (finishes Mon 09:45 -- 66/h)
20240908-16:39:00 nb_generated 182 model 6 (finishes Mon 08:36 -- 71/h)
20240908-16:39:07 nb_generated 170 model 9 (finishes Mon 09:47 -- 66/h)
20240908-16:39:08 nb_generated 182 model 0 (finishes Mon 08:37 -- 71/h)
20240908-16:39:13 nb_generated 182 model 6 (finishes Mon 08:38 -- 71/h)
20240908-16:39:14 nb_generated 170 model 2 (finishes Mon 09:48 -- 66/h)
20240908-16:39:19 nb_generated 182 model 2 (finishes Mon 08:39 -- 71/h)
20240908-16:39:20 nb_generated 170 model 5 (finishes Mon 09:49 -- 66/h)
20240908-16:39:25 nb_generated 182 model 6 (finishes Mon 08:40 -- 70/h)
20240908-16:39:26 nb_generated 170 model 0 (finishes Mon 09:50 -- 66/h)
20240908-16:39:31 nb_generated 183 model 8 (finishes Mon 08:32 -- 71/h)
20240908-16:39:32 nb_generated 170 model 8 (finishes Mon 09:52 -- 66/h)
20240908-16:39:37 nb_generated 183 model 3 (finishes Mon 08:33 -- 71/h)
20240908-16:39:39 nb_generated 170 model 5 (finishes Mon 09:53 -- 66/h)
20240908-16:39:44 nb_generated 183 model 1 (finishes Mon 08:35 -- 71/h)
20240908-16:39:46 nb_generated 170 model 4 (finishes Mon 09:54 -- 66/h)
20240908-16:39:51 nb_generated 183 model 2 (finishes Mon 08:36 -- 71/h)
20240908-16:39:53 nb_generated 170 model 0 (finishes Mon 09:56 -- 66/h)
20240908-16:39:57 nb_generated 183 model 5 (finishes Mon 08:37 -- 71/h)
20240908-16:40:00 nb_generated 170 model 2 (finishes Mon 09:57 -- 66/h)
20240908-16:40:03 nb_generated 183 model 5 (finishes Mon 08:38 -- 71/h)
20240908-16:40:06 nb_generated 170 model 5 (finishes Mon 09:58 -- 66/h)
20240908-16:40:08 nb_generated 184 model 0 (finishes Mon 08:30 -- 71/h)
20240908-16:40:14 nb_generated 170 model 4 (finishes Mon 10:00 -- 66/h)
20240908-16:40:15 nb_generated 185 model 3 (finishes Mon 08:22 -- 72/h)
20240908-16:40:20 nb_generated 171 model 5 (finishes Mon 09:50 -- 66/h)
20240908-16:40:21 nb_generated 186 model 1 (finishes Mon 08:23 -- 72/h)
20240908-16:40:27 nb_generated 172 model 6 (finishes Mon 09:52 -- 66/h)
20240908-16:40:27 nb_generated 188 model 9 (finishes Mon 08:06 -- 73/h)
20240908-16:40:33 nb_generated 172 model 0 (finishes Mon 09:53 -- 66/h)
20240908-16:40:34 nb_generated 188 model 6 (finishes Mon 08:08 -- 73/h)
20240908-16:40:40 nb_generated 188 model 0 (finishes Mon 08:09 -- 73/h)
20240908-16:40:40 nb_generated 172 model 7 (finishes Mon 09:54 -- 66/h)
20240908-16:40:46 nb_generated 189 model 3 (finishes Mon 08:10 -- 73/h)
20240908-16:40:47 nb_generated 172 model 2 (finishes Mon 09:55 -- 66/h)
20240908-16:40:52 nb_generated 189 model 1 (finishes Mon 08:11 -- 72/h)
20240908-16:40:53 nb_generated 172 model 2 (finishes Mon 09:57 -- 66/h)
20240908-16:40:58 nb_generated 189 model 2 (finishes Mon 08:12 -- 72/h)
20240908-16:40:59 nb_generated 172 model 3 (finishes Mon 09:58 -- 66/h)
20240908-16:41:04 nb_generated 189 model 1 (finishes Mon 08:13 -- 72/h)
20240908-16:41:06 nb_generated 172 model 3 (finishes Mon 09:59 -- 66/h)
20240908-16:41:10 nb_generated 189 model 9 (finishes Mon 08:14 -- 72/h)
20240908-16:41:11 nb_generated 172 model 3 (finishes Mon 10:00 -- 65/h)
20240908-16:41:16 nb_generated 173 model 5 (finishes Mon 09:51 -- 66/h)
20240908-16:41:17 nb_generated 189 model 7 (finishes Mon 08:15 -- 72/h)
20240908-16:41:23 nb_generated 173 model 8 (finishes Mon 09:52 -- 66/h)
20240908-16:41:23 nb_generated 189 model 5 (finishes Mon 08:16 -- 72/h)
20240908-16:41:29 nb_generated 189 model 4 (finishes Mon 08:17 -- 72/h)
20240908-16:41:29 nb_generated 173 model 4 (finishes Mon 09:53 -- 66/h)
20240908-16:41:35 nb_generated 174 model 7 (finishes Mon 09:44 -- 66/h)
20240908-16:41:35 nb_generated 189 model 2 (finishes Mon 08:19 -- 72/h)
20240908-16:41:41 nb_generated 175 model 6 (finishes Mon 09:45 -- 66/h)
20240908-16:41:42 nb_generated 189 model 5 (finishes Mon 08:20 -- 72/h)
20240908-16:41:46 nb_generated 175 model 5 (finishes Mon 09:46 -- 66/h)
20240908-16:41:48 nb_generated 190 model 5 (finishes Mon 08:12 -- 72/h)
20240908-16:41:53 nb_generated 175 model 4 (finishes Mon 09:47 -- 66/h)
20240908-16:41:54 nb_generated 190 model 6 (finishes Mon 08:13 -- 72/h)
20240908-16:41:59 nb_generated 190 model 1 (finishes Mon 08:14 -- 72/h)
20240908-16:42:00 nb_generated 175 model 9 (finishes Mon 09:49 -- 66/h)
20240908-16:42:05 nb_generated 190 model 2 (finishes Mon 08:15 -- 72/h)
20240908-16:42:07 nb_generated 175 model 4 (finishes Mon 09:50 -- 66/h)
20240908-16:42:11 nb_generated 190 model 6 (finishes Mon 08:16 -- 72/h)
20240908-16:42:12 nb_generated 175 model 2 (finishes Mon 09:51 -- 66/h)
20240908-16:42:17 nb_generated 190 model 3 (finishes Mon 08:17 -- 72/h)
20240908-16:42:19 nb_generated 175 model 5 (finishes Mon 09:52 -- 66/h)
20240908-16:42:24 nb_generated 190 model 0 (finishes Mon 08:18 -- 72/h)
20240908-16:42:25 nb_generated 176 model 5 (finishes Mon 09:53 -- 66/h)
20240908-16:42:31 nb_generated 176 model 4 (finishes Mon 09:55 -- 66/h)
20240908-16:42:31 nb_generated 190 model 9 (finishes Mon 08:20 -- 72/h)
20240908-16:42:37 nb_generated 176 model 8 (finishes Mon 09:56 -- 66/h)
20240908-16:42:38 nb_generated 192 model 3 (finishes Mon 08:21 -- 72/h)
20240908-16:42:43 nb_generated 177 model 1 (finishes Mon 09:57 -- 66/h)
20240908-16:42:44 nb_generated 193 model 9 (finishes Mon 08:13 -- 72/h)
20240908-16:42:49 nb_generated 177 model 2 (finishes Mon 09:58 -- 66/h)
20240908-16:42:51 nb_generated 193 model 9 (finishes Mon 08:14 -- 72/h)
20240908-16:42:55 nb_generated 177 model 3 (finishes Mon 09:59 -- 66/h)
20240908-16:42:57 nb_generated 193 model 9 (finishes Mon 08:16 -- 72/h)
20240908-16:43:01 nb_generated 177 model 7 (finishes Mon 10:00 -- 65/h)
20240908-16:43:03 nb_generated 193 model 3 (finishes Mon 08:17 -- 72/h)
20240908-16:43:07 nb_generated 177 model 4 (finishes Mon 10:01 -- 65/h)
20240908-16:43:09 nb_generated 193 model 4 (finishes Mon 08:18 -- 72/h)
20240908-16:43:13 nb_generated 177 model 7 (finishes Mon 10:03 -- 65/h)
20240908-16:43:15 nb_generated 193 model 9 (finishes Mon 08:19 -- 72/h)
20240908-16:43:19 nb_generated 177 model 5 (finishes Mon 10:04 -- 65/h)
20240908-16:43:20 nb_generated 193 model 3 (finishes Mon 08:20 -- 72/h)
20240908-16:43:26 nb_generated 177 model 7 (finishes Mon 10:05 -- 65/h)
20240908-16:43:27 nb_generated 193 model 8 (finishes Mon 08:21 -- 72/h)
20240908-16:43:33 nb_generated 193 model 0 (finishes Mon 08:22 -- 72/h)
20240908-16:43:34 nb_generated 178 model 6 (finishes Mon 09:56 -- 66/h)
20240908-16:43:39 nb_generated 193 model 5 (finishes Mon 08:23 -- 72/h)
20240908-16:43:41 nb_generated 179 model 9 (finishes Mon 09:47 -- 66/h)
20240908-16:43:46 nb_generated 193 model 0 (finishes Mon 08:24 -- 72/h)
20240908-16:43:46 nb_generated 179 model 0 (finishes Mon 09:48 -- 66/h)
20240908-16:43:52 nb_generated 193 model 1 (finishes Mon 08:25 -- 71/h)
20240908-16:43:52 nb_generated 179 model 7 (finishes Mon 09:50 -- 66/h)
20240908-16:43:59 nb_generated 193 model 2 (finishes Mon 08:26 -- 71/h)
20240908-16:43:59 nb_generated 179 model 9 (finishes Mon 09:51 -- 66/h)
20240908-16:44:05 nb_generated 179 model 3 (finishes Mon 09:52 -- 66/h)
20240908-16:44:06 nb_generated 193 model 0 (finishes Mon 08:27 -- 71/h)
20240908-16:44:11 nb_generated 179 model 6 (finishes Mon 09:53 -- 66/h)
20240908-16:44:12 nb_generated 193 model 2 (finishes Mon 08:28 -- 71/h)
20240908-16:44:17 nb_generated 179 model 0 (finishes Mon 09:54 -- 66/h)
20240908-16:44:18 nb_generated 193 model 2 (finishes Mon 08:30 -- 71/h)
20240908-16:44:24 nb_generated 179 model 1 (finishes Mon 09:55 -- 66/h)
20240908-16:44:24 nb_generated 194 model 1 (finishes Mon 08:22 -- 72/h)
20240908-16:44:30 nb_generated 179 model 6 (finishes Mon 09:57 -- 66/h)
20240908-16:44:30 nb_generated 195 model 1 (finishes Mon 08:14 -- 72/h)
20240908-16:44:36 nb_generated 196 model 0 (finishes Mon 08:07 -- 73/h)
20240908-16:44:37 nb_generated 179 model 7 (finishes Mon 09:58 -- 66/h)
20240908-16:44:42 nb_generated 197 model 6 (finishes Mon 08:00 -- 73/h)
20240908-16:44:44 nb_generated 179 model 6 (finishes Mon 09:59 -- 66/h)
20240908-16:44:48 nb_generated 197 model 5 (finishes Mon 08:01 -- 73/h)
20240908-16:44:50 nb_generated 179 model 4 (finishes Mon 10:00 -- 65/h)
20240908-16:44:54 nb_generated 198 model 5 (finishes Mon 08:02 -- 73/h)
20240908-16:44:56 nb_generated 179 model 0 (finishes Mon 10:01 -- 65/h)
20240908-16:45:00 nb_generated 198 model 7 (finishes Mon 08:03 -- 73/h)
20240908-16:45:02 nb_generated 179 model 4 (finishes Mon 10:03 -- 65/h)
20240908-16:45:06 nb_generated 198 model 2 (finishes Mon 08:04 -- 73/h)
20240908-16:45:09 nb_generated 179 model 0 (finishes Mon 10:04 -- 65/h)
20240908-16:45:12 nb_generated 198 model 5 (finishes Mon 08:05 -- 73/h)
20240908-16:45:15 nb_generated 179 model 9 (finishes Mon 10:05 -- 65/h)
20240908-16:45:17 nb_generated 198 model 7 (finishes Mon 08:06 -- 73/h)
20240908-16:45:21 nb_generated 179 model 8 (finishes Mon 10:06 -- 65/h)
20240908-16:45:23 nb_generated 198 model 7 (finishes Mon 08:07 -- 73/h)
20240908-16:45:28 nb_generated 179 model 3 (finishes Mon 10:07 -- 65/h)
20240908-16:45:29 nb_generated 198 model 9 (finishes Mon 08:08 -- 73/h)
20240908-16:45:34 nb_generated 179 model 9 (finishes Mon 10:09 -- 65/h)
20240908-16:45:35 nb_generated 198 model 1 (finishes Mon 08:09 -- 73/h)
20240908-16:45:40 nb_generated 179 model 2 (finishes Mon 10:10 -- 65/h)
20240908-16:45:42 nb_generated 198 model 8 (finishes Mon 08:10 -- 73/h)
20240908-16:45:47 nb_generated 179 model 6 (finishes Mon 10:11 -- 65/h)
20240908-16:45:49 nb_generated 198 model 2 (finishes Mon 08:11 -- 72/h)
20240908-16:45:53 nb_generated 179 model 4 (finishes Mon 10:12 -- 65/h)
20240908-16:45:56 nb_generated 198 model 2 (finishes Mon 08:12 -- 72/h)
20240908-16:45:58 nb_generated 180 model 3 (finishes Mon 10:13 -- 65/h)
20240908-16:46:02 nb_generated 199 model 0 (finishes Mon 08:05 -- 73/h)
20240908-16:46:05 nb_generated 180 model 4 (finishes Mon 10:15 -- 65/h)
20240908-16:46:08 nb_generated 199 model 2 (finishes Mon 08:06 -- 73/h)
20240908-16:46:12 nb_generated 180 model 2 (finishes Mon 10:16 -- 65/h)
20240908-16:46:14 nb_generated 199 model 8 (finishes Mon 08:07 -- 73/h)
20240908-16:46:17 nb_generated 180 model 3 (finishes Mon 10:17 -- 65/h)
20240908-16:46:20 nb_generated 199 model 8 (finishes Mon 08:08 -- 73/h)
20240908-16:46:24 nb_generated 180 model 1 (finishes Mon 10:18 -- 64/h)
20240908-16:46:27 nb_generated 199 model 4 (finishes Mon 08:09 -- 73/h)
20240908-16:46:31 nb_generated 180 model 7 (finishes Mon 10:19 -- 64/h)
20240908-16:46:34 nb_generated 199 model 9 (finishes Mon 08:10 -- 73/h)
20240908-16:46:37 nb_generated 182 model 4 (finishes Mon 10:10 -- 65/h)
20240908-16:46:40 nb_generated 199 model 4 (finishes Mon 08:11 -- 72/h)
20240908-16:46:44 nb_generated 183 model 0 (finishes Mon 10:01 -- 65/h)
20240908-16:46:45 nb_generated 200 model 0 (finishes Mon 08:12 -- 72/h)
20240908-16:46:50 nb_generated 183 model 8 (finishes Mon 10:02 -- 65/h)
20240908-16:46:52 nb_generated 200 model 2 (finishes Mon 08:13 -- 72/h)
20240908-16:46:56 nb_generated 185 model 3 (finishes Mon 10:04 -- 65/h)
20240908-16:46:59 nb_generated 201 model 5 (finishes Mon 08:06 -- 73/h)
20240908-16:47:03 nb_generated 185 model 1 (finishes Mon 10:05 -- 65/h)
20240908-16:47:04 nb_generated 201 model 7 (finishes Mon 08:07 -- 73/h)
20240908-16:47:09 nb_generated 185 model 9 (finishes Mon 10:06 -- 65/h)
20240908-16:47:11 nb_generated 201 model 4 (finishes Mon 08:08 -- 73/h)
20240908-16:47:16 nb_generated 186 model 6 (finishes Mon 10:07 -- 65/h)
20240908-16:47:17 nb_generated 201 model 2 (finishes Mon 08:09 -- 73/h)
20240908-16:47:21 nb_generated 186 model 5 (finishes Mon 10:08 -- 65/h)
20240908-16:47:22 nb_generated 201 model 6 (finishes Mon 08:10 -- 73/h)
20240908-16:47:28 nb_generated 186 model 1 (finishes Mon 10:09 -- 65/h)
20240908-16:47:28 nb_generated 201 model 5 (finishes Mon 08:11 -- 72/h)
20240908-16:47:34 nb_generated 186 model 2 (finishes Mon 10:11 -- 65/h)
20240908-16:47:35 nb_generated 201 model 9 (finishes Mon 08:12 -- 72/h)
20240908-16:47:40 nb_generated 186 model 4 (finishes Mon 10:12 -- 65/h)
20240908-16:47:42 nb_generated 201 model 0 (finishes Mon 08:13 -- 72/h)
20240908-16:47:46 nb_generated 186 model 2 (finishes Mon 10:13 -- 65/h)
20240908-16:47:47 nb_generated 201 model 3 (finishes Mon 08:14 -- 72/h)
20240908-16:47:53 nb_generated 186 model 1 (finishes Mon 10:14 -- 65/h)
20240908-16:47:53 nb_generated 201 model 6 (finishes Mon 08:15 -- 72/h)
20240908-16:48:00 nb_generated 186 model 0 (finishes Mon 10:15 -- 65/h)
20240908-16:48:00 nb_generated 201 model 1 (finishes Mon 08:16 -- 72/h)
20240908-16:48:06 nb_generated 186 model 6 (finishes Mon 10:16 -- 65/h)
20240908-16:48:07 nb_generated 201 model 8 (finishes Mon 08:18 -- 72/h)
20240908-16:48:12 nb_generated 186 model 6 (finishes Mon 10:17 -- 64/h)
20240908-16:48:13 nb_generated 201 model 7 (finishes Mon 08:19 -- 72/h)
20240908-16:48:19 nb_generated 186 model 6 (finishes Mon 10:19 -- 64/h)
20240908-16:48:19 nb_generated 201 model 5 (finishes Mon 08:20 -- 72/h)
20240908-16:48:25 nb_generated 201 model 8 (finishes Mon 08:21 -- 72/h)
20240908-16:48:26 nb_generated 186 model 0 (finishes Mon 10:20 -- 64/h)
20240908-16:48:32 nb_generated 187 model 4 (finishes Mon 10:11 -- 65/h)
20240908-16:48:32 nb_generated 201 model 1 (finishes Mon 08:22 -- 72/h)
20240908-16:48:37 nb_generated 187 model 7 (finishes Mon 10:12 -- 65/h)
20240908-16:48:38 nb_generated 201 model 1 (finishes Mon 08:23 -- 72/h)
20240908-16:48:44 nb_generated 189 model 9 (finishes Mon 10:13 -- 65/h)
20240908-16:48:45 nb_generated 202 model 6 (finishes Mon 08:24 -- 72/h)
20240908-16:48:51 nb_generated 202 model 5 (finishes Mon 08:25 -- 72/h)
20240908-16:48:51 nb_generated 189 model 9 (finishes Mon 10:15 -- 65/h)
20240908-16:48:57 nb_generated 202 model 5 (finishes Mon 08:26 -- 71/h)
20240908-16:48:57 nb_generated 189 model 6 (finishes Mon 10:16 -- 65/h)
20240908-16:49:03 nb_generated 189 model 4 (finishes Mon 10:17 -- 65/h)
20240908-16:49:04 nb_generated 202 model 2 (finishes Mon 08:27 -- 71/h)
20240908-16:49:08 nb_generated 189 model 6 (finishes Mon 10:18 -- 64/h)
20240908-16:49:09 nb_generated 202 model 3 (finishes Mon 08:28 -- 71/h)
20240908-16:49:16 nb_generated 189 model 9 (finishes Mon 10:19 -- 64/h)
20240908-16:49:16 nb_generated 202 model 4 (finishes Mon 08:29 -- 71/h)
20240908-16:49:21 nb_generated 189 model 1 (finishes Mon 10:20 -- 64/h)
20240908-16:49:23 nb_generated 202 model 2 (finishes Mon 08:30 -- 71/h)
20240908-16:49:27 nb_generated 191 model 6 (finishes Mon 10:01 -- 65/h)
20240908-16:49:29 nb_generated 202 model 9 (finishes Mon 08:31 -- 71/h)
20240908-16:49:34 nb_generated 192 model 0 (finishes Mon 09:53 -- 66/h)
20240908-16:49:35 nb_generated 202 model 5 (finishes Mon 08:32 -- 71/h)
20240908-16:49:41 nb_generated 192 model 2 (finishes Mon 09:54 -- 66/h)
20240908-16:49:41 nb_generated 202 model 1 (finishes Mon 08:33 -- 71/h)
20240908-16:49:48 nb_generated 202 model 6 (finishes Mon 08:34 -- 71/h)
20240908-16:49:48 nb_generated 192 model 2 (finishes Mon 09:55 -- 66/h)
20240908-16:49:54 nb_generated 203 model 0 (finishes Mon 08:27 -- 71/h)
20240908-16:49:55 nb_generated 192 model 6 (finishes Mon 09:56 -- 66/h)
20240908-16:50:00 nb_generated 204 model 5 (finishes Mon 08:20 -- 72/h)
20240908-16:50:02 nb_generated 193 model 8 (finishes Mon 09:48 -- 66/h)
20240908-16:50:05 nb_generated 204 model 4 (finishes Mon 08:21 -- 72/h)
20240908-16:50:08 nb_generated 193 model 0 (finishes Mon 09:49 -- 66/h)
20240908-16:50:11 nb_generated 204 model 7 (finishes Mon 08:22 -- 72/h)
20240908-16:50:15 nb_generated 196 model 9 (finishes Mon 09:32 -- 67/h)
20240908-16:50:17 nb_generated 204 model 8 (finishes Mon 08:23 -- 72/h)
20240908-16:50:21 nb_generated 196 model 9 (finishes Mon 09:33 -- 67/h)
20240908-16:50:24 nb_generated 204 model 0 (finishes Mon 08:24 -- 72/h)
20240908-16:50:27 nb_generated 196 model 3 (finishes Mon 09:34 -- 67/h)
20240908-16:50:30 nb_generated 204 model 4 (finishes Mon 08:25 -- 72/h)
20240908-16:50:33 nb_generated 196 model 0 (finishes Mon 09:35 -- 67/h)
20240908-16:50:37 nb_generated 205 model 7 (finishes Mon 08:18 -- 72/h)
20240908-16:50:39 nb_generated 196 model 2 (finishes Mon 09:36 -- 67/h)
20240908-16:50:43 nb_generated 206 model 5 (finishes Mon 08:19 -- 72/h)
20240908-16:50:45 nb_generated 196 model 6 (finishes Mon 09:37 -- 67/h)
20240908-16:50:50 nb_generated 207 model 4 (finishes Mon 08:20 -- 72/h)
20240908-16:50:50 nb_generated 196 model 7 (finishes Mon 09:38 -- 67/h)
20240908-16:50:56 nb_generated 207 model 5 (finishes Mon 08:21 -- 72/h)
20240908-16:50:56 nb_generated 196 model 2 (finishes Mon 09:39 -- 67/h)
20240908-16:51:01 nb_generated 207 model 3 (finishes Mon 08:22 -- 72/h)
20240908-16:51:03 nb_generated 196 model 2 (finishes Mon 09:40 -- 67/h)
20240908-16:51:07 nb_generated 208 model 1 (finishes Mon 08:15 -- 72/h)
20240908-16:51:09 nb_generated 196 model 1 (finishes Mon 09:41 -- 67/h)
20240908-16:51:13 nb_generated 208 model 5 (finishes Mon 08:16 -- 72/h)
20240908-16:51:15 nb_generated 196 model 3 (finishes Mon 09:42 -- 67/h)
20240908-16:51:19 nb_generated 208 model 5 (finishes Mon 08:17 -- 72/h)
20240908-16:51:22 nb_generated 196 model 0 (finishes Mon 09:43 -- 66/h)
20240908-16:51:26 nb_generated 208 model 2 (finishes Mon 08:18 -- 72/h)
20240908-16:51:28 nb_generated 196 model 0 (finishes Mon 09:44 -- 66/h)
20240908-16:51:32 nb_generated 208 model 6 (finishes Mon 08:19 -- 72/h)
20240908-16:51:35 nb_generated 196 model 8 (finishes Mon 09:45 -- 66/h)
20240908-16:51:39 nb_generated 208 model 8 (finishes Mon 08:20 -- 72/h)
20240908-16:51:41 nb_generated 196 model 0 (finishes Mon 09:46 -- 66/h)
20240908-16:51:46 nb_generated 208 model 9 (finishes Mon 08:21 -- 72/h)
20240908-16:51:48 nb_generated 196 model 2 (finishes Mon 09:48 -- 66/h)
20240908-16:51:52 nb_generated 208 model 6 (finishes Mon 08:22 -- 72/h)
20240908-16:51:55 nb_generated 196 model 1 (finishes Mon 09:49 -- 66/h)
20240908-16:51:59 nb_generated 208 model 9 (finishes Mon 08:23 -- 72/h)
20240908-16:52:02 nb_generated 196 model 1 (finishes Mon 09:50 -- 66/h)
20240908-16:52:06 nb_generated 208 model 9 (finishes Mon 08:24 -- 72/h)
20240908-16:52:08 nb_generated 197 model 5 (finishes Mon 09:42 -- 67/h)
20240908-16:52:13 nb_generated 208 model 8 (finishes Mon 08:25 -- 71/h)
20240908-16:52:14 nb_generated 197 model 7 (finishes Mon 09:43 -- 66/h)
20240908-16:52:19 nb_generated 209 model 0 (finishes Mon 08:26 -- 71/h)
20240908-16:52:20 nb_generated 197 model 0 (finishes Mon 09:44 -- 66/h)
20240908-16:52:25 nb_generated 209 model 6 (finishes Mon 08:27 -- 71/h)
20240908-16:52:26 nb_generated 197 model 3 (finishes Mon 09:45 -- 66/h)
20240908-16:52:30 nb_generated 209 model 4 (finishes Mon 08:28 -- 71/h)
20240908-16:52:32 nb_generated 197 model 3 (finishes Mon 09:46 -- 66/h)
20240908-16:52:37 nb_generated 209 model 3 (finishes Mon 08:29 -- 71/h)
20240908-16:52:38 nb_generated 197 model 0 (finishes Mon 09:47 -- 66/h)
20240908-16:52:44 nb_generated 209 model 0 (finishes Mon 08:30 -- 71/h)
20240908-16:52:46 nb_generated 197 model 9 (finishes Mon 09:48 -- 66/h)
20240908-16:52:51 nb_generated 209 model 0 (finishes Mon 08:31 -- 71/h)
20240908-16:52:51 nb_generated 197 model 7 (finishes Mon 09:49 -- 66/h)
20240908-16:52:57 nb_generated 197 model 5 (finishes Mon 09:50 -- 66/h)
20240908-16:52:57 nb_generated 211 model 9 (finishes Mon 08:16 -- 72/h)
20240908-16:53:03 nb_generated 197 model 7 (finishes Mon 09:51 -- 66/h)
20240908-16:53:04 nb_generated 211 model 5 (finishes Mon 08:17 -- 72/h)
20240908-16:53:10 nb_generated 212 model 6 (finishes Mon 08:11 -- 73/h)
20240908-16:53:10 nb_generated 198 model 0 (finishes Mon 09:43 -- 66/h)
20240908-16:53:15 nb_generated 213 model 5 (finishes Mon 08:04 -- 73/h)
20240908-16:53:16 nb_generated 198 model 6 (finishes Mon 09:44 -- 66/h)
20240908-16:53:21 nb_generated 213 model 5 (finishes Mon 08:05 -- 73/h)
20240908-16:53:21 nb_generated 198 model 4 (finishes Mon 09:45 -- 66/h)
20240908-16:53:27 nb_generated 213 model 0 (finishes Mon 08:06 -- 73/h)
20240908-16:53:28 nb_generated 198 model 7 (finishes Mon 09:46 -- 66/h)
20240908-16:53:33 nb_generated 214 model 5 (finishes Mon 08:07 -- 73/h)
20240908-16:53:35 nb_generated 198 model 7 (finishes Mon 09:47 -- 66/h)
20240908-16:53:40 nb_generated 214 model 0 (finishes Mon 08:08 -- 73/h)
20240908-16:53:40 nb_generated 199 model 2 (finishes Mon 09:39 -- 67/h)
20240908-16:53:45 nb_generated 214 model 6 (finishes Mon 08:08 -- 73/h)
20240908-16:53:47 nb_generated 199 model 9 (finishes Mon 09:40 -- 67/h)
20240908-16:53:51 nb_generated 214 model 5 (finishes Mon 08:09 -- 73/h)
20240908-16:53:52 nb_generated 199 model 6 (finishes Mon 09:41 -- 67/h)
20240908-16:53:57 nb_generated 199 model 1 (finishes Mon 09:42 -- 67/h)
20240908-16:53:58 nb_generated 215 model 4 (finishes Mon 08:03 -- 73/h)
20240908-16:54:03 nb_generated 199 model 0 (finishes Mon 09:43 -- 66/h)
20240908-16:54:04 nb_generated 215 model 2 (finishes Mon 08:04 -- 73/h)
20240908-16:54:09 nb_generated 199 model 9 (finishes Mon 09:44 -- 66/h)
20240908-16:54:11 nb_generated 215 model 2 (finishes Mon 08:05 -- 73/h)
20240908-16:54:16 nb_generated 199 model 0 (finishes Mon 09:45 -- 66/h)
20240908-16:54:17 nb_generated 215 model 1 (finishes Mon 08:06 -- 73/h)
20240908-16:54:22 nb_generated 200 model 3 (finishes Mon 09:46 -- 66/h)
20240908-16:54:23 nb_generated 216 model 9 (finishes Mon 07:59 -- 73/h)
20240908-16:54:28 nb_generated 200 model 7 (finishes Mon 09:47 -- 66/h)
20240908-16:54:29 nb_generated 216 model 8 (finishes Mon 08:00 -- 73/h)
20240908-16:54:34 nb_generated 200 model 8 (finishes Mon 09:48 -- 66/h)
20240908-16:54:36 nb_generated 216 model 0 (finishes Mon 08:01 -- 73/h)
20240908-16:54:40 nb_generated 200 model 8 (finishes Mon 09:49 -- 66/h)
20240908-16:54:42 nb_generated 217 model 0 (finishes Mon 07:55 -- 74/h)
20240908-16:54:46 nb_generated 200 model 8 (finishes Mon 09:50 -- 66/h)
20240908-16:54:48 nb_generated 219 model 1 (finishes Mon 07:41 -- 75/h)
20240908-16:54:51 nb_generated 201 model 3 (finishes Mon 09:42 -- 67/h)
20240908-16:54:55 nb_generated 219 model 5 (finishes Mon 07:42 -- 75/h)
20240908-16:55:02 nb_generated 219 model 9 (finishes Mon 07:43 -- 75/h)
20240908-16:55:03 nb_generated 201 model 8 (finishes Mon 09:44 -- 66/h)
20240908-16:55:08 nb_generated 219 model 1 (finishes Mon 07:44 -- 74/h)
20240908-16:55:09 nb_generated 201 model 5 (finishes Mon 09:45 -- 66/h)
20240908-16:55:14 nb_generated 219 model 6 (finishes Mon 07:45 -- 74/h)
20240908-16:55:16 nb_generated 201 model 0 (finishes Mon 09:46 -- 66/h)
20240908-16:55:21 nb_generated 219 model 2 (finishes Mon 07:46 -- 74/h)
20240908-16:55:22 nb_generated 201 model 7 (finishes Mon 09:47 -- 66/h)
20240908-16:55:28 nb_generated 220 model 5 (finishes Mon 07:47 -- 74/h)
20240908-16:55:29 nb_generated 201 model 4 (finishes Mon 09:49 -- 66/h)
20240908-16:55:36 nb_generated 201 model 4 (finishes Mon 09:50 -- 66/h)
20240908-16:55:39 nb_generated 220 model 9 (finishes Mon 07:49 -- 74/h)
20240908-16:55:42 nb_generated 201 model 6 (finishes Mon 09:51 -- 66/h)
20240908-16:55:45 nb_generated 220 model 3 (finishes Mon 07:50 -- 74/h)
20240908-16:55:47 nb_generated 201 model 5 (finishes Mon 09:52 -- 66/h)
20240908-16:55:52 nb_generated 221 model 9 (finishes Mon 07:51 -- 74/h)
20240908-16:55:54 nb_generated 202 model 6 (finishes Mon 09:44 -- 66/h)
20240908-16:55:58 nb_generated 221 model 8 (finishes Mon 07:52 -- 74/h)
20240908-16:56:01 nb_generated 202 model 0 (finishes Mon 09:45 -- 66/h)
20240908-16:56:05 nb_generated 221 model 2 (finishes Mon 07:53 -- 74/h)
20240908-16:56:07 nb_generated 203 model 3 (finishes Mon 09:46 -- 66/h)
20240908-16:56:12 nb_generated 221 model 4 (finishes Mon 07:54 -- 74/h)
20240908-16:56:13 nb_generated 204 model 1 (finishes Mon 09:38 -- 67/h)
20240908-16:56:18 nb_generated 221 model 0 (finishes Mon 07:54 -- 74/h)
20240908-16:56:20 nb_generated 204 model 8 (finishes Mon 09:39 -- 67/h)
20240908-16:56:24 nb_generated 221 model 8 (finishes Mon 07:55 -- 74/h)
20240908-16:56:26 nb_generated 204 model 3 (finishes Mon 09:40 -- 67/h)
20240908-16:56:30 nb_generated 221 model 4 (finishes Mon 07:56 -- 74/h)
20240908-16:56:32 nb_generated 204 model 7 (finishes Mon 09:41 -- 67/h)
20240908-16:56:36 nb_generated 221 model 5 (finishes Mon 07:57 -- 73/h)
20240908-16:56:40 nb_generated 204 model 9 (finishes Mon 09:42 -- 67/h)
20240908-16:56:42 nb_generated 221 model 4 (finishes Mon 07:58 -- 73/h)
20240908-16:56:46 nb_generated 204 model 8 (finishes Mon 09:43 -- 66/h)
20240908-16:56:48 nb_generated 221 model 1 (finishes Mon 07:59 -- 73/h)
20240908-16:56:52 nb_generated 204 model 3 (finishes Mon 09:44 -- 66/h)
20240908-16:56:54 nb_generated 221 model 6 (finishes Mon 08:00 -- 73/h)
20240908-16:56:58 nb_generated 204 model 9 (finishes Mon 09:45 -- 66/h)
20240908-16:57:01 nb_generated 221 model 0 (finishes Mon 08:01 -- 73/h)
20240908-16:57:04 nb_generated 204 model 4 (finishes Mon 09:46 -- 66/h)
20240908-16:57:08 nb_generated 221 model 1 (finishes Mon 08:02 -- 73/h)
20240908-16:57:11 nb_generated 204 model 1 (finishes Mon 09:48 -- 66/h)
20240908-16:57:13 nb_generated 221 model 3 (finishes Mon 08:03 -- 73/h)
20240908-16:57:17 nb_generated 204 model 0 (finishes Mon 09:49 -- 66/h)
20240908-16:57:19 nb_generated 221 model 5 (finishes Mon 08:04 -- 73/h)
20240908-16:57:22 nb_generated 204 model 4 (finishes Mon 09:49 -- 66/h)
20240908-16:57:25 nb_generated 221 model 6 (finishes Mon 08:04 -- 73/h)
20240908-16:57:29 nb_generated 205 model 1 (finishes Mon 09:51 -- 66/h)
20240908-16:57:31 nb_generated 221 model 0 (finishes Mon 08:05 -- 73/h)
20240908-16:57:36 nb_generated 205 model 2 (finishes Mon 09:52 -- 66/h)
20240908-16:57:38 nb_generated 221 model 2 (finishes Mon 08:06 -- 73/h)
20240908-16:57:41 nb_generated 205 model 8 (finishes Mon 09:53 -- 66/h)
20240908-16:57:45 nb_generated 221 model 7 (finishes Mon 08:07 -- 73/h)
20240908-16:57:47 nb_generated 205 model 3 (finishes Mon 09:54 -- 66/h)
20240908-16:57:51 nb_generated 222 model 8 (finishes Mon 08:08 -- 73/h)
20240908-16:57:53 nb_generated 205 model 2 (finishes Mon 09:55 -- 66/h)
20240908-16:57:58 nb_generated 222 model 7 (finishes Mon 08:09 -- 73/h)
20240908-16:57:59 nb_generated 205 model 3 (finishes Mon 09:56 -- 66/h)
20240908-16:58:03 nb_generated 222 model 3 (finishes Mon 08:10 -- 73/h)
20240908-16:58:07 nb_generated 206 model 0 (finishes Mon 09:57 -- 66/h)
20240908-16:58:09 nb_generated 222 model 0 (finishes Mon 08:11 -- 72/h)
20240908-16:58:14 nb_generated 206 model 9 (finishes Mon 09:58 -- 66/h)
20240908-16:58:15 nb_generated 222 model 1 (finishes Mon 08:12 -- 72/h)
20240908-16:58:20 nb_generated 206 model 6 (finishes Mon 09:59 -- 66/h)
20240908-16:58:21 nb_generated 222 model 5 (finishes Mon 08:13 -- 72/h)
20240908-16:58:27 nb_generated 222 model 5 (finishes Mon 08:14 -- 72/h)
20240908-16:58:27 nb_generated 207 model 5 (finishes Mon 10:00 -- 65/h)
20240908-16:58:33 nb_generated 207 model 3 (finishes Mon 10:01 -- 65/h)
20240908-16:58:33 nb_generated 222 model 8 (finishes Mon 08:15 -- 72/h)
20240908-16:58:38 nb_generated 207 model 3 (finishes Mon 10:02 -- 65/h)
20240908-16:58:39 nb_generated 222 model 5 (finishes Mon 08:16 -- 72/h)
20240908-16:58:44 nb_generated 207 model 2 (finishes Mon 10:03 -- 65/h)
20240908-16:58:45 nb_generated 222 model 7 (finishes Mon 08:17 -- 72/h)
20240908-16:58:50 nb_generated 207 model 5 (finishes Mon 10:04 -- 65/h)
20240908-16:58:51 nb_generated 222 model 4 (finishes Mon 08:17 -- 72/h)
20240908-16:58:56 nb_generated 207 model 7 (finishes Mon 10:05 -- 65/h)
20240908-16:58:58 nb_generated 222 model 2 (finishes Mon 08:18 -- 72/h)
20240908-16:59:01 nb_generated 207 model 6 (finishes Mon 10:06 -- 65/h)
20240908-16:59:04 nb_generated 222 model 5 (finishes Mon 08:19 -- 72/h)
20240908-16:59:07 nb_generated 207 model 7 (finishes Mon 10:07 -- 65/h)
20240908-16:59:11 nb_generated 222 model 7 (finishes Mon 08:20 -- 72/h)
20240908-16:59:13 nb_generated 207 model 0 (finishes Mon 10:08 -- 65/h)
20240908-16:59:17 nb_generated 223 model 5 (finishes Mon 08:21 -- 72/h)
20240908-16:59:18 nb_generated 207 model 0 (finishes Mon 10:09 -- 65/h)
20240908-16:59:23 nb_generated 223 model 6 (finishes Mon 08:22 -- 72/h)
20240908-16:59:25 nb_generated 207 model 0 (finishes Mon 10:10 -- 65/h)
20240908-16:59:29 nb_generated 223 model 2 (finishes Mon 08:23 -- 72/h)
20240908-16:59:32 nb_generated 207 model 8 (finishes Mon 10:11 -- 65/h)
20240908-16:59:36 nb_generated 224 model 6 (finishes Mon 08:17 -- 72/h)
20240908-16:59:38 nb_generated 207 model 6 (finishes Mon 10:12 -- 65/h)
20240908-16:59:42 nb_generated 224 model 0 (finishes Mon 08:18 -- 72/h)
20240908-16:59:44 nb_generated 207 model 7 (finishes Mon 10:13 -- 65/h)
20240908-16:59:49 nb_generated 224 model 8 (finishes Mon 08:19 -- 72/h)
20240908-16:59:51 nb_generated 207 model 1 (finishes Mon 10:14 -- 65/h)
20240908-16:59:55 nb_generated 224 model 3 (finishes Mon 08:20 -- 72/h)
20240908-16:59:57 nb_generated 207 model 0 (finishes Mon 10:15 -- 65/h)
20240908-17:00:02 nb_generated 224 model 8 (finishes Mon 08:21 -- 72/h)
20240908-17:00:02 nb_generated 207 model 3 (finishes Mon 10:16 -- 65/h)
20240908-17:00:07 nb_generated 224 model 0 (finishes Mon 08:21 -- 72/h)
20240908-17:00:09 nb_generated 207 model 9 (finishes Mon 10:17 -- 65/h)
20240908-17:00:13 nb_generated 224 model 0 (finishes Mon 08:22 -- 72/h)
20240908-17:00:15 nb_generated 208 model 1 (finishes Mon 10:09 -- 65/h)
20240908-17:00:19 nb_generated 224 model 7 (finishes Mon 08:23 -- 72/h)
20240908-17:00:22 nb_generated 208 model 3 (finishes Mon 10:10 -- 65/h)
20240908-17:00:25 nb_generated 224 model 0 (finishes Mon 08:24 -- 72/h)
20240908-17:00:28 nb_generated 208 model 3 (finishes Mon 10:11 -- 65/h)
20240908-17:00:31 nb_generated 224 model 0 (finishes Mon 08:25 -- 72/h)
20240908-17:00:37 nb_generated 224 model 2 (finishes Mon 08:26 -- 71/h)
20240908-17:00:40 nb_generated 208 model 6 (finishes Mon 10:13 -- 65/h)
20240908-17:00:43 nb_generated 224 model 0 (finishes Mon 08:27 -- 71/h)
20240908-17:00:46 nb_generated 208 model 2 (finishes Mon 10:14 -- 65/h)
20240908-17:00:49 nb_generated 224 model 5 (finishes Mon 08:28 -- 71/h)
20240908-17:00:52 nb_generated 209 model 8 (finishes Mon 10:06 -- 65/h)
20240908-17:00:55 nb_generated 224 model 0 (finishes Mon 08:28 -- 71/h)
20240908-17:00:58 nb_generated 209 model 3 (finishes Mon 10:07 -- 65/h)
20240908-17:01:01 nb_generated 224 model 6 (finishes Mon 08:29 -- 71/h)
20240908-17:01:05 nb_generated 209 model 6 (finishes Mon 10:08 -- 65/h)
20240908-17:01:08 nb_generated 224 model 9 (finishes Mon 08:30 -- 71/h)
20240908-17:01:12 nb_generated 209 model 9 (finishes Mon 10:09 -- 65/h)
20240908-17:01:14 nb_generated 224 model 0 (finishes Mon 08:31 -- 71/h)
20240908-17:01:18 nb_generated 209 model 4 (finishes Mon 10:10 -- 65/h)
20240908-17:01:20 nb_generated 224 model 6 (finishes Mon 08:32 -- 71/h)
20240908-17:01:25 nb_generated 209 model 0 (finishes Mon 10:11 -- 65/h)
20240908-17:01:26 nb_generated 224 model 2 (finishes Mon 08:33 -- 71/h)
20240908-17:01:31 nb_generated 210 model 8 (finishes Mon 10:03 -- 65/h)
20240908-17:01:33 nb_generated 225 model 8 (finishes Mon 08:34 -- 71/h)
20240908-17:01:37 nb_generated 210 model 4 (finishes Mon 10:04 -- 65/h)
20240908-17:01:39 nb_generated 225 model 0 (finishes Mon 08:35 -- 71/h)
20240908-17:01:43 nb_generated 210 model 7 (finishes Mon 10:05 -- 65/h)
20240908-17:01:46 nb_generated 225 model 8 (finishes Mon 08:36 -- 71/h)
20240908-17:01:50 nb_generated 210 model 4 (finishes Mon 10:06 -- 65/h)
20240908-17:01:52 nb_generated 225 model 3 (finishes Mon 08:37 -- 71/h)
20240908-17:01:56 nb_generated 210 model 5 (finishes Mon 10:07 -- 65/h)
20240908-17:01:57 nb_generated 225 model 4 (finishes Mon 08:38 -- 71/h)
20240908-17:02:03 nb_generated 210 model 1 (finishes Mon 10:09 -- 65/h)
20240908-17:02:04 nb_generated 225 model 3 (finishes Mon 08:39 -- 71/h)
20240908-17:02:08 nb_generated 210 model 5 (finishes Mon 10:09 -- 65/h)
20240908-17:02:11 nb_generated 225 model 4 (finishes Mon 08:40 -- 70/h)
20240908-17:02:14 nb_generated 210 model 0 (finishes Mon 10:10 -- 65/h)
20240908-17:02:16 nb_generated 225 model 5 (finishes Mon 08:41 -- 70/h)
20240908-17:02:20 nb_generated 211 model 1 (finishes Mon 10:02 -- 65/h)
20240908-17:02:22 nb_generated 225 model 0 (finishes Mon 08:41 -- 70/h)
20240908-17:02:27 nb_generated 212 model 8 (finishes Mon 10:04 -- 65/h)
20240908-17:02:28 nb_generated 225 model 5 (finishes Mon 08:42 -- 70/h)
20240908-17:02:34 nb_generated 213 model 7 (finishes Mon 09:56 -- 66/h)
20240908-17:02:34 nb_generated 225 model 5 (finishes Mon 08:43 -- 70/h)
20240908-17:02:40 nb_generated 225 model 2 (finishes Mon 08:44 -- 70/h)
20240908-17:02:41 nb_generated 213 model 9 (finishes Mon 09:57 -- 66/h)
20240908-17:02:47 nb_generated 213 model 8 (finishes Mon 09:58 -- 66/h)
20240908-17:02:48 nb_generated 225 model 9 (finishes Mon 08:45 -- 70/h)
20240908-17:02:53 nb_generated 213 model 6 (finishes Mon 09:59 -- 66/h)
20240908-17:02:53 nb_generated 225 model 8 (finishes Mon 08:46 -- 70/h)
20240908-17:02:59 nb_generated 213 model 0 (finishes Mon 10:00 -- 65/h)
20240908-17:03:00 nb_generated 225 model 0 (finishes Mon 08:47 -- 70/h)
20240908-17:03:06 nb_generated 213 model 1 (finishes Mon 10:01 -- 65/h)
20240908-17:03:06 nb_generated 226 model 8 (finishes Mon 08:48 -- 70/h)
20240908-17:03:12 nb_generated 213 model 6 (finishes Mon 10:02 -- 65/h)
20240908-17:03:13 nb_generated 226 model 7 (finishes Mon 08:49 -- 70/h)
20240908-17:03:19 nb_generated 213 model 6 (finishes Mon 10:03 -- 65/h)
20240908-17:03:20 nb_generated 227 model 9 (finishes Mon 08:42 -- 70/h)
20240908-17:03:26 nb_generated 214 model 0 (finishes Mon 09:56 -- 66/h)
20240908-17:03:26 nb_generated 228 model 6 (finishes Mon 08:36 -- 71/h)
20240908-17:03:31 nb_generated 214 model 5 (finishes Mon 09:56 -- 66/h)
20240908-17:03:31 nb_generated 229 model 5 (finishes Mon 08:29 -- 71/h)
20240908-17:03:38 nb_generated 214 model 3 (finishes Mon 09:57 -- 66/h)
20240908-17:03:38 nb_generated 229 model 6 (finishes Mon 08:30 -- 71/h)
20240908-17:03:44 nb_generated 215 model 4 (finishes Mon 09:58 -- 66/h)
20240908-17:03:45 nb_generated 229 model 9 (finishes Mon 08:31 -- 71/h)
20240908-17:03:49 nb_generated 215 model 6 (finishes Mon 09:59 -- 66/h)
20240908-17:03:51 nb_generated 229 model 4 (finishes Mon 08:32 -- 71/h)
20240908-17:03:55 nb_generated 215 model 8 (finishes Mon 10:00 -- 65/h)
20240908-17:03:58 nb_generated 230 model 9 (finishes Mon 08:33 -- 71/h)
20240908-17:04:01 nb_generated 215 model 4 (finishes Mon 10:01 -- 65/h)
20240908-17:04:05 nb_generated 230 model 8 (finishes Mon 08:34 -- 71/h)
20240908-17:04:08 nb_generated 215 model 9 (finishes Mon 10:02 -- 65/h)
20240908-17:04:11 nb_generated 230 model 8 (finishes Mon 08:35 -- 71/h)
20240908-17:04:14 nb_generated 215 model 0 (finishes Mon 10:03 -- 65/h)
20240908-17:04:16 nb_generated 230 model 1 (finishes Mon 08:36 -- 71/h)
20240908-17:04:21 nb_generated 215 model 6 (finishes Mon 10:04 -- 65/h)
20240908-17:04:23 nb_generated 230 model 5 (finishes Mon 08:37 -- 71/h)
20240908-17:04:27 nb_generated 215 model 8 (finishes Mon 10:05 -- 65/h)
20240908-17:04:28 nb_generated 230 model 8 (finishes Mon 08:38 -- 71/h)
20240908-17:04:34 nb_generated 215 model 1 (finishes Mon 10:06 -- 65/h)
20240908-17:04:39 nb_generated 230 model 9 (finishes Mon 08:39 -- 71/h)
20240908-17:04:40 nb_generated 215 model 2 (finishes Mon 10:07 -- 65/h)
20240908-17:04:45 nb_generated 230 model 0 (finishes Mon 08:40 -- 70/h)
20240908-17:04:47 nb_generated 216 model 9 (finishes Mon 10:00 -- 65/h)
20240908-17:04:52 nb_generated 230 model 9 (finishes Mon 08:41 -- 70/h)
20240908-17:04:53 nb_generated 216 model 3 (finishes Mon 10:01 -- 65/h)
20240908-17:04:59 nb_generated 230 model 5 (finishes Mon 08:42 -- 70/h)
20240908-17:05:00 nb_generated 216 model 5 (finishes Mon 10:02 -- 65/h)
20240908-17:05:05 nb_generated 230 model 1 (finishes Mon 08:43 -- 70/h)
20240908-17:05:06 nb_generated 216 model 7 (finishes Mon 10:03 -- 65/h)
20240908-17:05:11 nb_generated 230 model 8 (finishes Mon 08:44 -- 70/h)
20240908-17:05:12 nb_generated 217 model 1 (finishes Mon 10:04 -- 65/h)
20240908-17:05:18 nb_generated 230 model 0 (finishes Mon 08:45 -- 70/h)
20240908-17:05:19 nb_generated 217 model 4 (finishes Mon 10:05 -- 65/h)
20240908-17:05:24 nb_generated 230 model 2 (finishes Mon 08:46 -- 70/h)
20240908-17:05:25 nb_generated 218 model 3 (finishes Mon 09:57 -- 66/h)
20240908-17:05:30 nb_generated 230 model 7 (finishes Mon 08:47 -- 70/h)
20240908-17:05:30 nb_generated 218 model 5 (finishes Mon 09:58 -- 66/h)
20240908-17:05:36 nb_generated 230 model 0 (finishes Mon 08:48 -- 70/h)
20240908-17:05:37 nb_generated 218 model 2 (finishes Mon 09:59 -- 66/h)
20240908-17:05:43 nb_generated 218 model 0 (finishes Mon 10:00 -- 65/h)
20240908-17:05:43 nb_generated 230 model 5 (finishes Mon 08:49 -- 70/h)
20240908-17:05:50 nb_generated 218 model 6 (finishes Mon 10:01 -- 65/h)
20240908-17:05:50 nb_generated 230 model 1 (finishes Mon 08:50 -- 70/h)
20240908-17:05:56 nb_generated 218 model 3 (finishes Mon 10:02 -- 65/h)
20240908-17:05:57 nb_generated 230 model 8 (finishes Mon 08:51 -- 70/h)
20240908-17:06:02 nb_generated 218 model 1 (finishes Mon 10:03 -- 65/h)
20240908-17:06:02 nb_generated 230 model 4 (finishes Mon 08:51 -- 70/h)
20240908-17:06:08 nb_generated 230 model 1 (finishes Mon 08:52 -- 70/h)
20240908-17:06:09 nb_generated 218 model 9 (finishes Mon 10:04 -- 65/h)
20240908-17:06:15 nb_generated 232 model 5 (finishes Mon 08:46 -- 70/h)
20240908-17:06:15 nb_generated 218 model 7 (finishes Mon 10:05 -- 65/h)
20240908-17:06:20 nb_generated 218 model 3 (finishes Mon 10:06 -- 65/h)
20240908-17:06:22 nb_generated 232 model 2 (finishes Mon 08:47 -- 70/h)
20240908-17:06:26 nb_generated 218 model 4 (finishes Mon 10:07 -- 65/h)
20240908-17:06:29 nb_generated 232 model 9 (finishes Mon 08:48 -- 70/h)
20240908-17:06:33 nb_generated 219 model 0 (finishes Mon 09:59 -- 66/h)
20240908-17:06:34 nb_generated 232 model 7 (finishes Mon 08:49 -- 70/h)
20240908-17:06:39 nb_generated 219 model 4 (finishes Mon 10:00 -- 65/h)
20240908-17:06:40 nb_generated 232 model 7 (finishes Mon 08:49 -- 70/h)
20240908-17:06:45 nb_generated 220 model 9 (finishes Mon 10:01 -- 65/h)
20240908-17:06:45 nb_generated 232 model 6 (finishes Mon 08:50 -- 70/h)
20240908-17:06:51 nb_generated 220 model 8 (finishes Mon 10:02 -- 65/h)
20240908-17:06:52 nb_generated 233 model 4 (finishes Mon 08:44 -- 70/h)
20240908-17:06:57 nb_generated 220 model 5 (finishes Mon 10:03 -- 65/h)
20240908-17:06:58 nb_generated 234 model 5 (finishes Mon 08:37 -- 71/h)
20240908-17:07:03 nb_generated 221 model 3 (finishes Mon 10:04 -- 65/h)
20240908-17:07:09 nb_generated 234 model 5 (finishes Mon 08:39 -- 71/h)
20240908-17:07:09 nb_generated 221 model 1 (finishes Mon 10:05 -- 65/h)
20240908-17:07:14 nb_generated 234 model 1 (finishes Mon 08:40 -- 71/h)
20240908-17:07:16 nb_generated 221 model 2 (finishes Mon 10:06 -- 65/h)
20240908-17:07:21 nb_generated 234 model 2 (finishes Mon 08:41 -- 70/h)
20240908-17:07:22 nb_generated 221 model 7 (finishes Mon 10:07 -- 65/h)
20240908-17:07:26 nb_generated 234 model 4 (finishes Mon 08:41 -- 70/h)
20240908-17:07:28 nb_generated 221 model 6 (finishes Mon 10:08 -- 65/h)
20240908-17:07:32 nb_generated 234 model 9 (finishes Mon 08:42 -- 70/h)
20240908-17:07:36 nb_generated 221 model 7 (finishes Mon 10:09 -- 65/h)
20240908-17:07:39 nb_generated 234 model 9 (finishes Mon 08:43 -- 70/h)
20240908-17:07:42 nb_generated 221 model 4 (finishes Mon 10:10 -- 65/h)
20240908-17:07:45 nb_generated 234 model 8 (finishes Mon 08:44 -- 70/h)
20240908-17:07:49 nb_generated 221 model 9 (finishes Mon 10:11 -- 65/h)
20240908-17:07:51 nb_generated 234 model 0 (finishes Mon 08:45 -- 70/h)
20240908-17:07:54 nb_generated 221 model 3 (finishes Mon 10:12 -- 65/h)
20240908-17:07:58 nb_generated 234 model 1 (finishes Mon 08:46 -- 70/h)
20240908-17:08:00 nb_generated 221 model 6 (finishes Mon 10:13 -- 65/h)
20240908-17:08:04 nb_generated 234 model 9 (finishes Mon 08:47 -- 70/h)
20240908-17:08:06 nb_generated 221 model 6 (finishes Mon 10:14 -- 65/h)
20240908-17:08:11 nb_generated 235 model 2 (finishes Mon 08:40 -- 70/h)
20240908-17:08:12 nb_generated 221 model 1 (finishes Mon 10:15 -- 65/h)
20240908-17:08:18 nb_generated 236 model 9 (finishes Mon 08:34 -- 71/h)
20240908-17:08:19 nb_generated 222 model 1 (finishes Mon 10:07 -- 65/h)
20240908-17:08:23 nb_generated 236 model 8 (finishes Mon 08:35 -- 71/h)
20240908-17:08:25 nb_generated 222 model 3 (finishes Mon 10:08 -- 65/h)
20240908-17:08:30 nb_generated 236 model 6 (finishes Mon 08:36 -- 71/h)
20240908-17:08:32 nb_generated 222 model 0 (finishes Mon 10:09 -- 65/h)
20240908-17:08:36 nb_generated 236 model 2 (finishes Mon 08:37 -- 71/h)
20240908-17:08:39 nb_generated 223 model 8 (finishes Mon 10:02 -- 65/h)
20240908-17:08:43 nb_generated 237 model 1 (finishes Mon 08:38 -- 71/h)
20240908-17:08:45 nb_generated 223 model 0 (finishes Mon 10:03 -- 65/h)
20240908-17:08:48 nb_generated 238 model 8 (finishes Mon 08:39 -- 71/h)
20240908-17:08:51 nb_generated 223 model 0 (finishes Mon 10:04 -- 65/h)
20240908-17:08:55 nb_generated 238 model 0 (finishes Mon 08:40 -- 71/h)
20240908-17:08:56 nb_generated 223 model 7 (finishes Mon 10:05 -- 65/h)
20240908-17:09:02 nb_generated 238 model 0 (finishes Mon 08:41 -- 70/h)
20240908-17:09:03 nb_generated 223 model 4 (finishes Mon 10:06 -- 65/h)
20240908-17:09:08 nb_generated 239 model 1 (finishes Mon 08:34 -- 71/h)
20240908-17:09:10 nb_generated 223 model 4 (finishes Mon 10:07 -- 65/h)
20240908-17:09:14 nb_generated 240 model 6 (finishes Mon 08:35 -- 71/h)
20240908-17:09:16 nb_generated 223 model 3 (finishes Mon 10:08 -- 65/h)
20240908-17:09:20 nb_generated 241 model 0 (finishes Mon 08:29 -- 71/h)
20240908-17:09:23 nb_generated 223 model 8 (finishes Mon 10:09 -- 65/h)
20240908-17:09:26 nb_generated 241 model 3 (finishes Mon 08:30 -- 71/h)
20240908-17:09:29 nb_generated 223 model 4 (finishes Mon 10:09 -- 65/h)
20240908-17:09:33 nb_generated 241 model 8 (finishes Mon 08:31 -- 71/h)
20240908-17:09:35 nb_generated 224 model 6 (finishes Mon 10:02 -- 65/h)
20240908-17:09:39 nb_generated 241 model 3 (finishes Mon 08:32 -- 71/h)
20240908-17:09:41 nb_generated 224 model 9 (finishes Mon 10:03 -- 65/h)
20240908-17:09:45 nb_generated 241 model 0 (finishes Mon 08:32 -- 71/h)
20240908-17:09:48 nb_generated 224 model 5 (finishes Mon 10:04 -- 65/h)
20240908-17:09:52 nb_generated 241 model 7 (finishes Mon 08:33 -- 71/h)
20240908-17:09:54 nb_generated 224 model 8 (finishes Mon 10:05 -- 65/h)
20240908-17:09:58 nb_generated 241 model 2 (finishes Mon 08:34 -- 71/h)
20240908-17:10:01 nb_generated 224 model 0 (finishes Mon 10:06 -- 65/h)
20240908-17:10:04 nb_generated 241 model 7 (finishes Mon 08:35 -- 71/h)
20240908-17:10:08 nb_generated 225 model 8 (finishes Mon 10:07 -- 65/h)
20240908-17:13:02 argv ./main.py --result_dir=results_diffusion_v7_x10 --nb_models=10 --resume --seed=2
20240908-17:13:02 args.log_filename train.log
20240908-17:13:02 args.result_dir results_diffusion_v7_x10
20240908-17:13:02 args.seed 2
20240908-17:13:02 args.resume True
20240908-17:13:02 args.max_percents_of_test_in_train -1
20240908-17:13:02 args.log_command None
20240908-17:13:02 args.nb_epochs 10000
20240908-17:13:02 args.batch_size 25
20240908-17:13:02 args.physical_batch_size None
20240908-17:13:02 args.inference_batch_size 25
20240908-17:13:02 args.nb_train_samples 25000
20240908-17:13:02 args.nb_test_samples 1000
20240908-17:13:02 args.nb_train_alien_samples 0
20240908-17:13:02 args.nb_test_alien_samples 0
20240908-17:13:02 args.nb_c_quizzes 2500
20240908-17:13:02 args.nb_new_c_quizzes_for_train None
20240908-17:13:02 args.nb_new_c_quizzes_for_test None
20240908-17:13:02 args.c_quiz_multiplier 1
20240908-17:13:02 args.learning_rate 0.0005
20240908-17:13:02 args.reboot False
20240908-17:13:02 args.model 37M
20240908-17:13:02 args.dim_model 512
20240908-17:13:02 args.dim_keys 64
20240908-17:13:02 args.dim_hidden 2048
20240908-17:13:02 args.nb_heads 8
20240908-17:13:02 args.nb_blocks 12
20240908-17:13:02 args.dropout 0.5
20240908-17:13:02 args.deterministic_synthesis False
20240908-17:13:02 args.problem grids
20240908-17:13:02 args.nb_threads 1
20240908-17:13:02 args.gpus all
20240908-17:13:02 args.nb_models 10
20240908-17:13:02 args.nb_diffusion_iterations 25
20240908-17:13:02 args.diffusion_delta 0.05
20240908-17:13:02 args.diffusion_epsilon 0.05
20240908-17:13:02 args.min_succeed_to_validate 2
20240908-17:13:02 args.max_fail_to_validate 3
20240908-17:13:02 args.accuracy_to_make_c_quizzes 0.95
20240908-17:13:02 args.proba_understands 0.95
20240908-17:13:02 args.proba_not_understands 0.1
20240908-17:13:02 args.temperature_hot 1.5
20240908-17:13:02 args.temperature_cold 1
20240908-17:13:02 args.prompt_noise 0.05
20240908-17:13:02 args.dirty_debug False
20240908-17:13:02 args.test None
20240908-17:13:02 args.grids_world_tasks replace_color,translate,grow,frame
20240908-17:13:02 args.sky_height 6
20240908-17:13:02 args.sky_width 8
20240908-17:13:02 args.sky_nb_birds 3
20240908-17:13:02 args.sky_nb_iterations 2
20240908-17:13:02 args.sky_speed 3
20240908-17:13:02 main_device cuda:0 gpus ['cuda:0', 'cuda:1']
20240908-17:13:02 vocabulary_size 15
20240908-17:13:05 successfully loaded ae_000.pth
20240908-17:13:05 successfully loaded ae_001.pth
20240908-17:13:05 successfully loaded ae_002.pth
20240908-17:13:06 successfully loaded ae_003.pth
20240908-17:13:06 successfully loaded ae_004.pth
20240908-17:13:06 successfully loaded ae_005.pth
20240908-17:13:06 successfully loaded ae_006.pth
20240908-17:13:07 successfully loaded ae_007.pth
20240908-17:13:07 successfully loaded ae_008.pth
20240908-17:13:07 successfully loaded ae_009.pth
20240908-17:13:07 successfully loaded state.pth
20240908-17:13:07 nb_parameters 37820431 (37M)
20240908-17:13:07 wrote state.pth
20240908-17:13:07 --- epoch 567 ----------------------------------------
20240908-17:13:07 current_test_accuracies 0.9565 0.9629 0.9548 0.9516 0.9542 0.9573 0.9572 0.9581 0.9626 0.9519
20240908-17:13:07 time_train=0 time_c_quizzes=0
20240908-17:13:14 wrote ae_009_naive.pth
20240908-17:13:14 dummy tensor([0.6250])
20240908-17:13:14 dummy tensor([0.8628])
20240908-17:13:23 nb_generated 4 model 4 (finishes Sun 18:12 -- 1271/h)
20240908-17:13:23 nb_generated 1 model 1 (finishes ??? -- 0/h)
20240908-17:13:31 nb_generated 10 model 2 (finishes Sun 18:02 -- 1515/h)
20240908-17:13:31 nb_generated 1 model 6 (finishes ??? -- 0/h)
20240908-17:13:39 nb_generated 14 model 8 (finishes Sun 18:11 -- 1295/h)
20240908-17:13:39 nb_generated 2 model 0 (finishes Mon 01:54 -- 143/h)
20240908-17:13:47 nb_generated 2 model 1 (finishes Mon 04:46 -- 108/h)
20240908-17:13:47 nb_generated 16 model 3 (finishes Sun 18:22 -- 1077/h)
20240908-17:13:55 nb_generated 2 model 7 (finishes Mon 07:29 -- 87/h)
20240908-17:13:56 nb_generated 17 model 8 (finishes Sun 18:33 -- 939/h)
20240908-17:14:05 nb_generated 3 model 9 (finishes Mon 11:01 -- 70/h)
20240908-17:14:06 nb_generated 18 model 0 (finishes Sun 18:43 -- 832/h)
20240908-17:14:14 nb_generated 7 model 1 (finishes Mon 00:11 -- 179/h)
20240908-17:14:15 nb_generated 18 model 0 (finishes Sun 18:59 -- 705/h)
20240908-17:14:22 nb_generated 8 model 0 (finishes Mon 01:06 -- 158/h)
20240908-17:14:24 nb_generated 19 model 4 (finishes Sun 19:05 -- 667/h)
20240908-17:14:30 nb_generated 9 model 1 (finishes Sun 23:47 -- 190/h)
20240908-17:14:32 nb_generated 22 model 6 (finishes Sun 19:01 -- 692/h)
20240908-17:14:38 nb_generated 12 model 1 (finishes Sun 22:03 -- 258/h)
20240908-17:14:41 nb_generated 23 model 8 (finishes Sun 19:06 -- 661/h)
20240908-17:14:45 nb_generated 15 model 3 (finishes Sun 20:44 -- 354/h)
20240908-17:14:50 nb_generated 25 model 3 (finishes Sun 19:04 -- 674/h)
20240908-17:14:54 nb_generated 16 model 4 (finishes Sun 20:42 -- 358/h)
20240908-17:14:58 nb_generated 27 model 4 (finishes Sun 19:07 -- 657/h)
20240908-17:15:01 nb_generated 19 model 5 (finishes Sun 20:19 -- 402/h)
20240908-17:15:05 nb_generated 28 model 3 (finishes Sun 19:14 -- 617/h)
20240908-17:15:09 nb_generated 21 model 6 (finishes Sun 20:03 -- 439/h)
20240908-17:15:13 nb_generated 30 model 8 (finishes Sun 19:16 -- 607/h)
20240908-17:15:15 nb_generated 23 model 8 (finishes Sun 20:13 -- 415/h)
20240908-17:15:18 nb_generated 30 model 3 (finishes Sun 19:22 -- 578/h)
20240908-17:15:23 nb_generated 25 model 2 (finishes Sun 20:11 -- 419/h)
20240908-17:15:25 nb_generated 32 model 3 (finishes Sun 19:17 -- 602/h)
20240908-17:15:29 nb_generated 25 model 4 (finishes Sun 20:21 -- 399/h)
20240908-17:15:32 nb_generated 34 model 3 (finishes Sun 19:17 -- 601/h)
20240908-17:15:36 nb_generated 26 model 6 (finishes Sun 20:17 -- 406/h)
20240908-17:15:38 nb_generated 38 model 7 (finishes Sun 19:04 -- 674/h)
20240908-17:15:43 nb_generated 26 model 1 (finishes Sun 20:26 -- 387/h)
20240908-17:15:44 nb_generated 41 model 6 (finishes Sun 19:00 -- 696/h)
20240908-17:15:50 nb_generated 27 model 2 (finishes Sun 20:24 -- 393/h)
20240908-17:15:51 nb_generated 42 model 6 (finishes Sun 19:05 -- 665/h)
20240908-17:15:56 nb_generated 29 model 6 (finishes Sun 20:11 -- 421/h)
20240908-17:15:57 nb_generated 43 model 7 (finishes Sun 19:10 -- 638/h)
20240908-17:16:03 nb_generated 31 model 0 (finishes Sun 20:08 -- 426/h)
20240908-17:16:04 nb_generated 44 model 7 (finishes Sun 19:11 -- 636/h)
20240908-17:16:10 nb_generated 33 model 9 (finishes Sun 20:00 -- 449/h)
20240908-17:16:11 nb_generated 44 model 7 (finishes Sun 19:16 -- 608/h)
20240908-17:16:16 nb_generated 34 model 7 (finishes Sun 19:58 -- 454/h)
20240908-17:16:17 nb_generated 44 model 5 (finishes Sun 19:20 -- 589/h)
20240908-17:16:22 nb_generated 36 model 0 (finishes Sun 19:56 -- 459/h)
20240908-17:16:24 nb_generated 44 model 9 (finishes Sun 19:25 -- 568/h)
20240908-17:16:29 nb_generated 39 model 7 (finishes Sun 19:43 -- 498/h)
20240908-17:16:31 nb_generated 47 model 1 (finishes Sun 19:17 -- 603/h)
20240908-17:16:35 nb_generated 40 model 0 (finishes Sun 19:42 -- 501/h)
20240908-17:16:38 nb_generated 49 model 0 (finishes Sun 19:14 -- 618/h)
20240908-17:16:42 nb_generated 41 model 9 (finishes Sun 19:47 -- 485/h)
20240908-17:16:44 nb_generated 50 model 7 (finishes Sun 19:14 -- 618/h)
20240908-17:16:49 nb_generated 43 model 2 (finishes Sun 19:52 -- 469/h)
20240908-17:16:51 nb_generated 51 model 4 (finishes Sun 19:15 -- 614/h)
20240908-17:16:54 nb_generated 44 model 4 (finishes Sun 19:56 -- 458/h)
20240908-17:16:59 nb_generated 54 model 4 (finishes Sun 19:10 -- 640/h)
20240908-17:17:01 nb_generated 48 model 9 (finishes Sun 19:46 -- 490/h)
20240908-17:17:06 nb_generated 55 model 6 (finishes Sun 19:14 -- 619/h)
20240908-17:17:09 nb_generated 49 model 6 (finishes Sun 19:45 -- 491/h)
20240908-17:17:13 nb_generated 56 model 2 (finishes Sun 19:14 -- 618/h)
20240908-17:17:16 nb_generated 51 model 6 (finishes Sun 19:41 -- 505/h)
20240908-17:17:20 nb_generated 58 model 5 (finishes Sun 19:18 -- 600/h)
20240908-17:17:22 nb_generated 53 model 3 (finishes Sun 19:40 -- 508/h)
20240908-17:17:26 nb_generated 60 model 2 (finishes Sun 19:15 -- 613/h)
20240908-17:17:29 nb_generated 56 model 7 (finishes Sun 19:33 -- 536/h)
20240908-17:17:33 nb_generated 61 model 1 (finishes Sun 19:15 -- 612/h)
20240908-17:17:35 nb_generated 58 model 7 (finishes Sun 19:28 -- 552/h)
20240908-17:17:39 nb_generated 64 model 6 (finishes Sun 19:13 -- 625/h)
20240908-17:17:40 nb_generated 59 model 5 (finishes Sun 19:28 -- 555/h)
20240908-17:17:45 nb_generated 62 model 8 (finishes Sun 19:27 -- 558/h)
20240908-17:17:45 nb_generated 64 model 9 (finishes Sun 19:16 -- 610/h)
20240908-17:17:50 nb_generated 62 model 0 (finishes Sun 19:30 -- 547/h)
20240908-17:17:52 nb_generated 69 model 9 (finishes Sun 19:06 -- 661/h)
20240908-17:17:56 nb_generated 64 model 0 (finishes Sun 19:26 -- 562/h)
20240908-17:17:58 nb_generated 69 model 0 (finishes Sun 19:09 -- 646/h)
20240908-17:18:02 nb_generated 65 model 8 (finishes Sun 19:26 -- 561/h)
20240908-17:18:04 nb_generated 69 model 3 (finishes Sun 19:11 -- 632/h)
20240908-17:18:08 nb_generated 66 model 0 (finishes Sun 19:26 -- 563/h)
20240908-17:18:14 nb_generated 67 model 2 (finishes Sun 19:26 -- 563/h)
20240908-17:18:15 nb_generated 71 model 8 (finishes Sun 19:16 -- 610/h)
20240908-17:18:20 nb_generated 67 model 4 (finishes Sun 19:28 -- 552/h)
20240908-17:18:22 nb_generated 72 model 0 (finishes Sun 19:16 -- 607/h)
20240908-17:18:26 nb_generated 70 model 7 (finishes Sun 19:23 -- 577/h)
20240908-17:18:28 nb_generated 73 model 0 (finishes Sun 19:16 -- 607/h)
20240908-17:18:32 nb_generated 73 model 9 (finishes Sun 19:18 -- 599/h)
20240908-17:18:35 nb_generated 75 model 6 (finishes Sun 19:14 -- 617/h)
20240908-17:18:38 nb_generated 77 model 0 (finishes Sun 19:13 -- 622/h)
20240908-17:18:41 nb_generated 76 model 1 (finishes Sun 19:14 -- 616/h)
20240908-17:18:44 nb_generated 78 model 5 (finishes Sun 19:13 -- 622/h)
20240908-17:18:47 nb_generated 77 model 5 (finishes Sun 19:14 -- 616/h)
20240908-17:18:50 nb_generated 79 model 9 (finishes Sun 19:14 -- 620/h)
20240908-17:18:53 nb_generated 79 model 2 (finishes Sun 19:12 -- 626/h)
20240908-17:18:56 nb_generated 82 model 9 (finishes Sun 19:12 -- 631/h)
20240908-17:19:00 nb_generated 79 model 5 (finishes Sun 19:15 -- 614/h)
20240908-17:19:03 nb_generated 82 model 1 (finishes Sun 19:14 -- 619/h)
20240908-17:19:06 nb_generated 80 model 0 (finishes Sun 19:15 -- 613/h)
20240908-17:19:09 nb_generated 86 model 9 (finishes Sun 19:08 -- 649/h)
20240908-17:19:13 nb_generated 81 model 4 (finishes Sun 19:15 -- 612/h)
20240908-17:19:15 nb_generated 88 model 1 (finishes Sun 19:07 -- 659/h)
20240908-17:19:19 nb_generated 81 model 8 (finishes Sun 19:17 -- 602/h)
20240908-17:19:21 nb_generated 93 model 0 (finishes Sun 19:04 -- 677/h)
20240908-17:19:25 nb_generated 84 model 6 (finishes Sun 19:15 -- 611/h)
20240908-17:19:26 nb_generated 98 model 8 (finishes Sun 18:59 -- 705/h)
20240908-17:19:31 nb_generated 84 model 4 (finishes Sun 19:17 -- 601/h)
20240908-17:19:32 nb_generated 99 model 1 (finishes Sun 18:59 -- 704/h)
20240908-17:19:37 nb_generated 86 model 7 (finishes Sun 19:16 -- 610/h)
20240908-17:19:38 nb_generated 102 model 8 (finishes Sun 18:58 -- 713/h)
20240908-17:19:43 nb_generated 87 model 6 (finishes Sun 19:16 -- 610/h)
20240908-17:19:43 nb_generated 105 model 8 (finishes Sun 19:00 -- 702/h)
20240908-17:19:49 nb_generated 90 model 3 (finishes Sun 19:12 -- 629/h)
20240908-17:19:49 nb_generated 108 model 2 (finishes Sun 18:58 -- 710/h)
20240908-17:19:54 nb_generated 110 model 5 (finishes Sun 18:58 -- 710/h)
20240908-17:19:56 nb_generated 92 model 7 (finishes Sun 19:12 -- 627/h)
20240908-17:20:00 nb_generated 111 model 6 (finishes Sun 18:59 -- 708/h)
20240908-17:20:02 nb_generated 95 model 1 (finishes Sun 19:09 -- 644/h)
20240908-17:20:06 nb_generated 111 model 2 (finishes Sun 19:00 -- 698/h)
20240908-17:20:08 nb_generated 96 model 2 (finishes Sun 19:09 -- 643/h)
20240908-17:20:13 nb_generated 112 model 0 (finishes Sun 19:02 -- 686/h)
20240908-17:20:14 nb_generated 98 model 6 (finishes Sun 19:09 -- 642/h)
20240908-17:20:19 nb_generated 113 model 2 (finishes Sun 19:04 -- 676/h)
20240908-17:20:20 nb_generated 98 model 0 (finishes Sun 19:11 -- 633/h)
20240908-17:20:26 nb_generated 117 model 6 (finishes Sun 19:01 -- 691/h)
20240908-17:20:26 nb_generated 100 model 5 (finishes Sun 19:10 -- 641/h)
20240908-17:20:32 nb_generated 122 model 1 (finishes Sun 18:59 -- 707/h)
20240908-17:20:32 nb_generated 102 model 1 (finishes Sun 19:10 -- 640/h)
20240908-17:20:38 nb_generated 125 model 7 (finishes Sun 18:58 -- 714/h)
20240908-17:20:39 nb_generated 107 model 4 (finishes Sun 19:06 -- 663/h)
20240908-17:20:44 nb_generated 129 model 4 (finishes Sun 18:56 -- 727/h)
20240908-17:20:44 nb_generated 108 model 5 (finishes Sun 19:06 -- 663/h)
20240908-17:20:50 nb_generated 133 model 5 (finishes Sun 18:55 -- 734/h)
20240908-17:20:51 nb_generated 110 model 2 (finishes Sun 19:06 -- 661/h)
20240908-17:20:56 nb_generated 134 model 0 (finishes Sun 18:55 -- 733/h)
20240908-17:20:57 nb_generated 113 model 5 (finishes Sun 19:05 -- 668/h)
20240908-17:21:01 nb_generated 135 model 6 (finishes Sun 18:55 -- 732/h)
20240908-17:21:03 nb_generated 115 model 8 (finishes Sun 19:04 -- 675/h)
20240908-17:21:06 nb_generated 137 model 7 (finishes Sun 18:54 -- 739/h)
20240908-17:21:09 nb_generated 117 model 8 (finishes Sun 19:04 -- 675/h)
20240908-17:21:13 nb_generated 139 model 9 (finishes Sun 18:54 -- 743/h)
20240908-17:21:14 nb_generated 120 model 3 (finishes Sun 19:03 -- 681/h)
20240908-17:21:19 nb_generated 139 model 4 (finishes Sun 18:55 -- 735/h)
20240908-17:21:22 nb_generated 121 model 9 (finishes Sun 19:03 -- 679/h)
20240908-17:21:24 nb_generated 141 model 7 (finishes Sun 18:55 -- 734/h)
20240908-17:21:27 nb_generated 124 model 8 (finishes Sun 19:02 -- 685/h)
20240908-17:21:29 nb_generated 141 model 1 (finishes Sun 18:56 -- 726/h)
20240908-17:21:35 nb_generated 126 model 5 (finishes Sun 19:03 -- 683/h)
20240908-17:21:36 nb_generated 144 model 5 (finishes Sun 18:56 -- 724/h)
20240908-17:21:41 nb_generated 128 model 7 (finishes Sun 19:02 -- 689/h)
20240908-17:21:41 nb_generated 146 model 1 (finishes Sun 18:55 -- 730/h)
20240908-17:21:46 nb_generated 129 model 3 (finishes Sun 19:02 -- 688/h)
20240908-17:21:47 nb_generated 147 model 5 (finishes Sun 18:56 -- 729/h)
20240908-17:21:53 nb_generated 149 model 2 (finishes Sun 18:55 -- 734/h)
20240908-17:21:54 nb_generated 132 model 9 (finishes Sun 19:00 -- 699/h)
20240908-17:21:59 nb_generated 150 model 8 (finishes Sun 18:55 -- 733/h)
20240908-17:22:00 nb_generated 134 model 9 (finishes Sun 19:00 -- 697/h)
20240908-17:22:06 nb_generated 152 model 7 (finishes Sun 18:54 -- 737/h)
20240908-17:22:06 nb_generated 135 model 0 (finishes Sun 19:00 -- 696/h)
20240908-17:22:13 nb_generated 135 model 4 (finishes Sun 19:02 -- 688/h)
20240908-17:22:13 nb_generated 154 model 1 (finishes Sun 18:54 -- 741/h)
20240908-17:22:19 nb_generated 154 model 7 (finishes Sun 18:55 -- 733/h)
20240908-17:22:19 nb_generated 138 model 8 (finishes Sun 19:00 -- 700/h)
20240908-17:22:24 nb_generated 154 model 3 (finishes Sun 18:56 -- 726/h)
20240908-17:22:25 nb_generated 138 model 6 (finishes Sun 19:01 -- 692/h)
20240908-17:22:29 nb_generated 157 model 5 (finishes Sun 18:54 -- 738/h)
20240908-17:22:31 nb_generated 139 model 6 (finishes Sun 19:01 -- 690/h)
20240908-17:22:35 nb_generated 158 model 1 (finishes Sun 18:55 -- 731/h)
20240908-17:22:39 nb_generated 143 model 4 (finishes Sun 18:59 -- 707/h)
20240908-17:22:42 nb_generated 162 model 9 (finishes Sun 18:55 -- 735/h)
20240908-17:22:45 nb_generated 146 model 6 (finishes Sun 18:58 -- 711/h)
20240908-17:22:49 nb_generated 164 model 2 (finishes Sun 18:54 -- 738/h)
20240908-17:22:51 nb_generated 150 model 3 (finishes Sun 18:56 -- 723/h)
20240908-17:22:55 nb_generated 165 model 0 (finishes Sun 18:55 -- 736/h)
20240908-17:22:58 nb_generated 153 model 2 (finishes Sun 18:57 -- 721/h)
20240908-17:23:02 nb_generated 167 model 8 (finishes Sun 18:54 -- 741/h)
20240908-17:23:05 nb_generated 153 model 0 (finishes Sun 18:58 -- 712/h)
20240908-17:23:07 nb_generated 170 model 5 (finishes Sun 18:54 -- 740/h)
20240908-17:23:10 nb_generated 154 model 7 (finishes Sun 18:58 -- 712/h)
20240908-17:23:13 nb_generated 171 model 3 (finishes Sun 18:54 -- 739/h)
20240908-17:23:17 nb_generated 155 model 9 (finishes Sun 18:59 -- 704/h)
20240908-17:23:19 nb_generated 171 model 2 (finishes Sun 18:55 -- 732/h)
20240908-17:23:23 nb_generated 156 model 6 (finishes Sun 18:59 -- 703/h)
20240908-17:23:25 nb_generated 173 model 4 (finishes Sun 18:55 -- 736/h)
20240908-17:23:29 nb_generated 157 model 1 (finishes Sun 19:00 -- 702/h)
20240908-17:23:31 nb_generated 178 model 8 (finishes Sun 18:54 -- 741/h)
20240908-17:23:36 nb_generated 158 model 1 (finishes Sun 19:00 -- 700/h)
20240908-17:23:36 nb_generated 179 model 3 (finishes Sun 18:55 -- 735/h)
20240908-17:23:42 nb_generated 160 model 6 (finishes Sun 18:59 -- 705/h)
20240908-17:23:42 nb_generated 182 model 2 (finishes Sun 18:54 -- 739/h)
20240908-17:23:47 nb_generated 160 model 4 (finishes Sun 19:00 -- 699/h)
20240908-17:23:48 nb_generated 183 model 6 (finishes Sun 18:54 -- 737/h)
20240908-17:23:53 nb_generated 162 model 2 (finishes Sun 19:00 -- 698/h)
20240908-17:23:55 nb_generated 184 model 4 (finishes Sun 18:55 -- 730/h)
20240908-17:23:59 nb_generated 163 model 0 (finishes Sun 19:01 -- 692/h)
20240908-17:24:04 nb_generated 189 model 3 (finishes Sun 18:55 -- 730/h)
20240908-17:24:05 nb_generated 164 model 5 (finishes Sun 19:02 -- 685/h)
20240908-17:24:10 nb_generated 191 model 7 (finishes Sun 18:55 -- 734/h)
20240908-17:24:12 nb_generated 165 model 2 (finishes Sun 19:03 -- 678/h)
20240908-17:24:16 nb_generated 192 model 2 (finishes Sun 18:55 -- 734/h)
20240908-17:24:19 nb_generated 167 model 6 (finishes Sun 19:04 -- 671/h)
20240908-17:24:21 nb_generated 192 model 0 (finishes Sun 18:56 -- 728/h)
20240908-17:24:25 nb_generated 170 model 9 (finishes Sun 19:03 -- 681/h)
20240908-17:24:28 nb_generated 192 model 0 (finishes Sun 18:57 -- 721/h)
20240908-17:24:32 nb_generated 173 model 7 (finishes Sun 19:01 -- 689/h)
20240908-17:24:33 nb_generated 194 model 9 (finishes Sun 18:56 -- 725/h)
20240908-17:24:39 nb_generated 175 model 8 (finishes Sun 19:01 -- 693/h)
20240908-17:24:40 nb_generated 196 model 2 (finishes Sun 18:56 -- 724/h)
20240908-17:24:46 nb_generated 197 model 4 (finishes Sun 18:56 -- 723/h)
20240908-17:24:46 nb_generated 175 model 0 (finishes Sun 19:02 -- 686/h)
20240908-17:24:52 nb_generated 198 model 3 (finishes Sun 18:57 -- 722/h)
20240908-17:24:52 nb_generated 176 model 4 (finishes Sun 19:02 -- 685/h)
20240908-17:24:57 nb_generated 198 model 4 (finishes Sun 18:57 -- 716/h)
20240908-17:24:58 nb_generated 178 model 5 (finishes Sun 19:02 -- 684/h)
20240908-17:25:03 nb_generated 200 model 2 (finishes Sun 18:57 -- 721/h)
20240908-17:25:05 nb_generated 180 model 9 (finishes Sun 19:02 -- 688/h)
20240908-17:25:09 nb_generated 203 model 1 (finishes Sun 18:55 -- 730/h)
20240908-17:25:11 nb_generated 182 model 8 (finishes Sun 19:01 -- 693/h)
20240908-17:25:15 nb_generated 207 model 6 (finishes Sun 18:54 -- 744/h)
20240908-17:25:17 nb_generated 182 model 6 (finishes Sun 19:02 -- 686/h)
20240908-17:25:21 nb_generated 208 model 5 (finishes Sun 18:54 -- 742/h)
20240908-17:25:23 nb_generated 182 model 5 (finishes Sun 19:03 -- 681/h)
20240908-17:25:28 nb_generated 209 model 0 (finishes Sun 18:54 -- 740/h)
20240908-17:25:30 nb_generated 184 model 3 (finishes Sun 19:02 -- 685/h)
20240908-17:25:34 nb_generated 211 model 3 (finishes Sun 18:54 -- 744/h)
20240908-17:25:35 nb_generated 184 model 7 (finishes Sun 19:03 -- 679/h)
20240908-17:25:41 nb_generated 211 model 8 (finishes Sun 18:54 -- 737/h)
20240908-17:25:42 nb_generated 185 model 4 (finishes Sun 19:04 -- 674/h)
20240908-17:25:47 nb_generated 213 model 9 (finishes Sun 18:54 -- 741/h)
20240908-17:25:48 nb_generated 191 model 2 (finishes Sun 19:00 -- 697/h)
20240908-17:25:53 nb_generated 215 model 1 (finishes Sun 18:53 -- 744/h)
20240908-17:25:53 nb_generated 195 model 5 (finishes Sun 19:00 -- 701/h)
20240908-17:25:59 nb_generated 217 model 4 (finishes Sun 18:53 -- 748/h)
20240908-17:25:59 nb_generated 196 model 1 (finishes Sun 19:00 -- 700/h)
20240908-17:26:04 nb_generated 221 model 8 (finishes Sun 18:53 -- 747/h)
20240908-17:26:06 nb_generated 199 model 8 (finishes Sun 18:59 -- 704/h)
20240908-17:26:10 nb_generated 225 model 3 (finishes Sun 18:52 -- 756/h)
20240908-17:26:12 nb_generated 202 model 1 (finishes Sun 18:59 -- 707/h)
20240908-17:26:15 nb_generated 226 model 1 (finishes Sun 18:53 -- 750/h)
20240908-17:26:19 nb_generated 205 model 5 (finishes Sun 18:58 -- 715/h)
20240908-17:26:22 nb_generated 228 model 4 (finishes Sun 18:52 -- 753/h)
20240908-17:26:25 nb_generated 205 model 0 (finishes Sun 18:58 -- 709/h)
20240908-17:26:27 nb_generated 232 model 6 (finishes Sun 18:52 -- 757/h)
20240908-17:26:32 nb_generated 205 model 4 (finishes Sun 18:59 -- 703/h)
20240908-17:26:33 nb_generated 232 model 4 (finishes Sun 18:52 -- 752/h)
20240908-17:26:39 nb_generated 233 model 7 (finishes Sun 18:53 -- 751/h)
20240908-17:26:39 nb_generated 208 model 8 (finishes Sun 18:59 -- 706/h)
20240908-17:26:45 nb_generated 210 model 2 (finishes Sun 18:58 -- 710/h)
20240908-17:26:45 nb_generated 234 model 9 (finishes Sun 18:53 -- 749/h)
20240908-17:26:52 nb_generated 235 model 5 (finishes Sun 18:53 -- 748/h)
20240908-17:26:52 nb_generated 210 model 2 (finishes Sun 18:59 -- 703/h)
20240908-17:26:58 nb_generated 239 model 7 (finishes Sun 18:51 -- 760/h)
20240908-17:26:59 nb_generated 211 model 9 (finishes Sun 19:00 -- 702/h)
20240908-17:27:04 nb_generated 243 model 6 (finishes Sun 18:50 -- 767/h)
20240908-17:27:06 nb_generated 212 model 8 (finishes Sun 19:00 -- 700/h)
20240908-17:27:11 nb_generated 244 model 4 (finishes Sun 18:51 -- 761/h)
20240908-17:27:12 nb_generated 214 model 2 (finishes Sun 19:01 -- 695/h)
20240908-17:27:18 nb_generated 214 model 7 (finishes Sun 19:01 -- 690/h)
20240908-17:27:22 nb_generated 244 model 4 (finishes Sun 18:53 -- 751/h)
20240908-17:27:25 nb_generated 214 model 7 (finishes Sun 19:02 -- 684/h)
20240908-17:27:28 nb_generated 247 model 7 (finishes Sun 18:52 -- 758/h)
20240908-17:27:32 nb_generated 215 model 8 (finishes Sun 19:02 -- 684/h)
20240908-17:27:35 nb_generated 249 model 2 (finishes Sun 18:52 -- 756/h)
20240908-17:27:37 nb_generated 217 model 9 (finishes Sun 19:02 -- 683/h)
20240908-17:27:42 nb_generated 251 model 9 (finishes Sun 18:52 -- 758/h)
20240908-17:27:44 nb_generated 218 model 7 (finishes Sun 19:03 -- 683/h)
20240908-17:27:48 nb_generated 252 model 0 (finishes Sun 18:52 -- 758/h)
20240908-17:27:49 nb_generated 218 model 3 (finishes Sun 19:03 -- 678/h)
20240908-17:27:54 nb_generated 254 model 9 (finishes Sun 18:52 -- 757/h)
20240908-17:27:55 nb_generated 221 model 1 (finishes Sun 19:02 -- 686/h)
20240908-17:27:59 nb_generated 255 model 8 (finishes Sun 18:52 -- 756/h)
20240908-17:28:01 nb_generated 222 model 1 (finishes Sun 19:02 -- 685/h)
20240908-17:28:05 nb_generated 258 model 0 (finishes Sun 18:52 -- 759/h)
20240908-17:28:09 nb_generated 223 model 1 (finishes Sun 19:02 -- 684/h)
20240908-17:28:11 nb_generated 263 model 1 (finishes Sun 18:50 -- 774/h)
20240908-17:28:15 nb_generated 227 model 4 (finishes Sun 19:01 -- 691/h)
20240908-17:28:17 nb_generated 265 model 7 (finishes Sun 18:49 -- 777/h)
20240908-17:28:22 nb_generated 229 model 0 (finishes Sun 19:02 -- 685/h)
20240908-17:28:23 nb_generated 266 model 0 (finishes Sun 18:49 -- 776/h)
20240908-17:28:28 nb_generated 231 model 2 (finishes Sun 19:02 -- 689/h)
20240908-17:28:29 nb_generated 266 model 0 (finishes Sun 18:50 -- 771/h)
20240908-17:28:34 nb_generated 232 model 2 (finishes Sun 19:02 -- 688/h)
20240908-17:28:34 nb_generated 266 model 5 (finishes Sun 18:51 -- 766/h)
20240908-17:28:41 nb_generated 232 model 0 (finishes Sun 19:02 -- 683/h)
20240908-17:28:41 nb_generated 266 model 7 (finishes Sun 18:51 -- 760/h)
20240908-17:28:47 nb_generated 268 model 0 (finishes Sun 18:51 -- 763/h)
20240908-17:28:48 nb_generated 235 model 9 (finishes Sun 19:01 -- 689/h)
20240908-17:28:53 nb_generated 270 model 0 (finishes Sun 18:51 -- 762/h)
20240908-17:28:54 nb_generated 240 model 2 (finishes Sun 19:00 -- 696/h)
20240908-17:29:00 nb_generated 271 model 2 (finishes Sun 18:51 -- 760/h)
20240908-17:29:01 nb_generated 241 model 2 (finishes Sun 19:01 -- 695/h)
20240908-17:29:07 nb_generated 242 model 0 (finishes Sun 19:01 -- 691/h)
20240908-17:29:07 nb_generated 272 model 2 (finishes Sun 18:52 -- 759/h)
20240908-17:29:13 nb_generated 275 model 0 (finishes Sun 18:52 -- 754/h)
20240908-17:29:14 nb_generated 251 model 8 (finishes Sun 18:59 -- 708/h)
20240908-17:29:18 nb_generated 276 model 3 (finishes Sun 18:52 -- 754/h)
20240908-17:29:20 nb_generated 251 model 6 (finishes Sun 18:59 -- 704/h)
20240908-17:29:24 nb_generated 277 model 7 (finishes Sun 18:52 -- 753/h)
20240908-17:29:27 nb_generated 252 model 0 (finishes Sun 19:00 -- 699/h)
20240908-17:29:30 nb_generated 277 model 2 (finishes Sun 18:53 -- 748/h)
20240908-17:29:33 nb_generated 253 model 3 (finishes Sun 19:00 -- 698/h)
20240908-17:29:36 nb_generated 279 model 5 (finishes Sun 18:53 -- 751/h)
20240908-17:29:39 nb_generated 254 model 1 (finishes Sun 19:00 -- 698/h)
20240908-17:29:42 nb_generated 280 model 0 (finishes Sun 18:53 -- 750/h)
20240908-17:29:45 nb_generated 260 model 8 (finishes Sun 18:59 -- 705/h)
20240908-17:29:49 nb_generated 282 model 9 (finishes Sun 18:52 -- 752/h)
20240908-17:29:50 nb_generated 260 model 5 (finishes Sun 19:00 -- 700/h)
20240908-17:29:55 nb_generated 286 model 5 (finishes Sun 18:52 -- 758/h)
20240908-17:29:57 nb_generated 266 model 6 (finishes Sun 18:58 -- 714/h)
20240908-17:30:00 nb_generated 288 model 3 (finishes Sun 18:51 -- 761/h)
20240908-17:30:03 nb_generated 267 model 0 (finishes Sun 18:58 -- 713/h)
20240908-17:30:06 nb_generated 288 model 7 (finishes Sun 18:52 -- 757/h)
20240908-17:30:10 nb_generated 268 model 7 (finishes Sun 18:58 -- 712/h)
20240908-17:30:13 nb_generated 289 model 2 (finishes Sun 18:52 -- 752/h)
20240908-17:30:16 nb_generated 270 model 9 (finishes Sun 18:58 -- 711/h)
20240908-17:30:19 nb_generated 291 model 1 (finishes Sun 18:52 -- 755/h)
20240908-17:30:22 nb_generated 273 model 7 (finishes Sun 18:57 -- 717/h)
20240908-17:30:25 nb_generated 293 model 1 (finishes Sun 18:52 -- 757/h)
20240908-17:30:28 nb_generated 273 model 8 (finishes Sun 18:58 -- 713/h)
20240908-17:30:32 nb_generated 294 model 6 (finishes Sun 18:52 -- 752/h)
20240908-17:30:34 nb_generated 276 model 9 (finishes Sun 18:57 -- 716/h)
20240908-17:30:37 nb_generated 297 model 8 (finishes Sun 18:52 -- 752/h)
20240908-17:30:39 nb_generated 278 model 8 (finishes Sun 18:57 -- 716/h)