20241027-23:35:11 argv ./main.py --nb_models=1 --gpus=0 --batch_size=5 --eval_batch_size=5 --result_dir=results_culture_elastic_20_100 --learning_rate=1e-4 --nb_blocks=10
20241027-23:35:11 args.log_filename train.log
20241027-23:35:11 args.result_dir results_culture_elastic_20_100
20241027-23:35:11 args.seed 0
20241027-23:35:11 args.resume False
20241027-23:35:11 args.optimizer adam
20241027-23:35:11 args.nb_warmup_samples 5000
20241027-23:35:11 args.nb_epochs 10000
20241027-23:35:11 args.batch_size 5
20241027-23:35:11 args.train_batch_size None
20241027-23:35:11 args.eval_batch_size 5
20241027-23:35:11 args.nb_train_samples 50000
20241027-23:35:11 args.nb_test_samples 2500
20241027-23:35:11 args.nb_c_quizzes 5000
20241027-23:35:11 args.c_quiz_multiplier 1
20241027-23:35:11 args.learning_rate 0.0001
20241027-23:35:11 args.gradient_clipping None
20241027-23:35:11 args.nb_have_to_be_correct 3
20241027-23:35:11 args.nb_have_to_be_wrong 1
20241027-23:35:11 args.nb_mistakes_to_be_wrong 5
20241027-23:35:11 args.model_type standard
20241027-23:35:11 args.model 37M
20241027-23:35:11 args.dim_model 512
20241027-23:35:11 args.dim_keys 64
20241027-23:35:11 args.dim_hidden 2048
20241027-23:35:11 args.nb_heads 8
20241027-23:35:11 args.nb_blocks 10
20241027-23:35:11 args.dropout 0.5
20241027-23:35:11 args.nb_threads 1
20241027-23:35:11 args.gpus 0
20241027-23:35:11 args.nb_models 1
20241027-23:35:11 args.diffusion_nb_iterations 25
20241027-23:35:11 args.diffusion_proba_corruption 0.05
20241027-23:35:11 args.accuracy_to_make_c_quizzes 0.95
20241027-23:35:11 args.proba_prompt_noise 0.05
20241027-23:35:11 args.proba_hint 0.25
20241027-23:35:11 args.quizzes None
20241027-23:35:11 args.test None
20241027-23:35:11 args.grids_world_tasks replace_color,translate,grow,frame
20241027-23:35:23 main_device cuda:0 gpus ['cuda:0']
20241027-23:35:23 vocabulary_size 11
20241027-23:35:24 nb_parameters 56722955 (56M)
20241027-23:35:24 wrote state.pth
20241027-23:35:24 --- epoch 0 ----------------------------------------
20241027-23:35:24 current_test_accuracies 0.0000
20241027-23:35:24 no_c_quiz
20241027-23:35:24 weakest_accuracies [0.0]
20241027-23:35:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-23:45:26 train_loss 0 model 0 2.29003134765625
20241027-23:45:26 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-23:49:24 test_loss 0 model 0 9.02728125
20241027-23:49:24 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-23:53:17 test_accuracy 0 model 0 nb_correct 0 / 2500 (0.00%)
20241027-23:53:17 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-23:58:16 wrote ae_*.pth
20241027-23:58:16 epoch_duration 22min52s next_finish 00:21:09
20241027-23:58:16 wrote state.pth
20241027-23:58:16 --- epoch 1 ----------------------------------------
20241027-23:58:16 current_test_accuracies 0.0000
20241027-23:58:16 no_c_quiz
20241027-23:58:16 weakest_accuracies [0.0]
20241027-23:58:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-00:09:08 train_loss 1 model 0 0.3036553955078125
20241028-00:09:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-00:13:00 test_loss 1 model 0 0.280177734375
20241028-00:13:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-00:16:54 test_accuracy 1 model 0 nb_correct 7 / 2500 (0.28%)
20241028-00:16:54 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-00:22:17 wrote ae_*.pth
20241028-00:22:17 epoch_duration 24min0s next_finish 00:46:18
20241028-00:22:17 wrote state.pth
20241028-00:22:17 --- epoch 2 ----------------------------------------
20241028-00:22:17 current_test_accuracies 0.0028
20241028-00:22:17 no_c_quiz
20241028-00:22:17 weakest_accuracies [0.0028]
20241028-00:22:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-00:33:07 train_loss 2 model 0 0.1210199951171875
20241028-00:33:07 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-00:37:00 test_loss 2 model 0 0.17577392578125
20241028-00:37:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-00:40:55 test_accuracy 2 model 0 nb_correct 131 / 2500 (5.24%)
20241028-00:40:55 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-00:46:41 wrote ae_*.pth
20241028-00:46:41 epoch_duration 24min24s next_finish 01:11:06
20241028-00:46:41 wrote state.pth
20241028-00:46:41 --- epoch 3 ----------------------------------------
20241028-00:46:41 current_test_accuracies 0.0524
20241028-00:46:41 no_c_quiz
20241028-00:46:41 weakest_accuracies [0.0524]
20241028-00:46:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-00:57:31 train_loss 3 model 0 0.08891411437988281
20241028-00:57:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-01:01:25 test_loss 3 model 0 0.2344560546875
20241028-01:01:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-01:05:17 test_accuracy 3 model 0 nb_correct 55 / 2500 (2.20%)
20241028-01:05:17 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-01:11:18 wrote ae_*.pth
20241028-01:11:18 epoch_duration 24min36s next_finish 01:35:55
20241028-01:11:18 wrote state.pth
20241028-01:11:18 --- epoch 4 ----------------------------------------
20241028-01:11:18 current_test_accuracies 0.0220
20241028-01:11:18 no_c_quiz
20241028-01:11:18 weakest_accuracies [0.022]
20241028-01:11:18 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-01:21:58 train_loss 4 model 0 0.07527836303710937
20241028-01:21:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-01:25:53 test_loss 4 model 0 0.235435546875
20241028-01:25:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-01:29:52 test_accuracy 4 model 0 nb_correct 88 / 2500 (3.52%)
20241028-01:29:52 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-01:36:01 wrote ae_*.pth
20241028-01:36:01 epoch_duration 24min42s next_finish 02:00:43
20241028-01:36:01 wrote state.pth
20241028-01:36:01 --- epoch 5 ----------------------------------------
20241028-01:36:01 current_test_accuracies 0.0352
20241028-01:36:01 no_c_quiz
20241028-01:36:01 weakest_accuracies [0.0352]
20241028-01:36:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-01:46:46 train_loss 5 model 0 0.06480000686645508
20241028-01:46:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-01:50:41 test_loss 5 model 0 0.75512109375
20241028-01:50:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-01:54:39 test_accuracy 5 model 0 nb_correct 2 / 2500 (0.08%)
20241028-01:54:39 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-02:00:52 wrote ae_*.pth
20241028-02:00:52 epoch_duration 24min51s next_finish 02:25:43
20241028-02:00:52 wrote state.pth
20241028-02:00:52 --- epoch 6 ----------------------------------------
20241028-02:00:52 current_test_accuracies 0.0008
20241028-02:00:52 no_c_quiz
20241028-02:00:52 weakest_accuracies [0.0008]
20241028-02:00:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-02:11:45 train_loss 6 model 0 0.059251166534423826
20241028-02:11:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-02:15:39 test_loss 6 model 0 0.29987188720703123
20241028-02:15:39 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-02:19:34 test_accuracy 6 model 0 nb_correct 200 / 2500 (8.00%)
20241028-02:19:34 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-02:25:41 wrote ae_*.pth
20241028-02:25:41 epoch_duration 24min48s next_finish 02:50:29
20241028-02:25:41 wrote state.pth
20241028-02:25:41 --- epoch 7 ----------------------------------------
20241028-02:25:41 current_test_accuracies 0.0800
20241028-02:25:41 no_c_quiz
20241028-02:25:41 weakest_accuracies [0.08]
20241028-02:25:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-02:36:30 train_loss 7 model 0 0.05389896659851074
20241028-02:36:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-02:40:21 test_loss 7 model 0 0.1114761962890625
20241028-02:40:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-02:44:15 test_accuracy 7 model 0 nb_correct 434 / 2500 (17.36%)
20241028-02:44:15 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-02:50:14 wrote ae_*.pth
20241028-02:50:14 epoch_duration 24min33s next_finish 03:14:47
20241028-02:50:14 wrote state.pth
20241028-02:50:14 --- epoch 8 ----------------------------------------
20241028-02:50:14 current_test_accuracies 0.1736
20241028-02:50:14 no_c_quiz
20241028-02:50:14 weakest_accuracies [0.1736]
20241028-02:50:14 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-03:00:53 train_loss 8 model 0 0.05069368004798889
20241028-03:00:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-03:04:46 test_loss 8 model 0 0.08152108764648437
20241028-03:04:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-03:08:41 test_accuracy 8 model 0 nb_correct 883 / 2500 (35.32%)
20241028-03:08:41 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-03:14:27 wrote ae_*.pth
20241028-03:14:27 epoch_duration 24min12s next_finish 03:38:39
20241028-03:14:27 wrote state.pth
20241028-03:14:27 --- epoch 9 ----------------------------------------
20241028-03:14:27 current_test_accuracies 0.3532
20241028-03:14:27 no_c_quiz
20241028-03:14:27 weakest_accuracies [0.3532]
20241028-03:14:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-03:25:05 train_loss 9 model 0 0.04668114953041077
20241028-03:25:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-03:29:05 test_loss 9 model 0 0.07224281311035156
20241028-03:29:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-03:32:59 test_accuracy 9 model 0 nb_correct 1017 / 2500 (40.68%)
20241028-03:32:59 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-03:39:02 wrote ae_*.pth
20241028-03:39:02 epoch_duration 24min34s next_finish 04:03:37
20241028-03:39:02 wrote state.pth
20241028-03:39:02 --- epoch 10 ----------------------------------------
20241028-03:39:02 current_test_accuracies 0.4068
20241028-03:39:02 no_c_quiz
20241028-03:39:02 weakest_accuracies [0.4068]
20241028-03:39:02 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-03:49:52 train_loss 10 model 0 0.04412621974945068
20241028-03:49:52 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-03:53:45 test_loss 10 model 0 0.05443257904052735
20241028-03:53:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-03:57:44 test_accuracy 10 model 0 nb_correct 1186 / 2500 (47.44%)
20241028-03:57:44 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-04:03:02 wrote ae_*.pth
20241028-04:03:02 epoch_duration 24min0s next_finish 04:27:02
20241028-04:03:02 wrote state.pth
20241028-04:03:02 --- epoch 11 ----------------------------------------
20241028-04:03:02 current_test_accuracies 0.4744
20241028-04:03:02 no_c_quiz
20241028-04:03:02 weakest_accuracies [0.4744]
20241028-04:03:02 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-04:13:45 train_loss 11 model 0 0.041559274530410764
20241028-04:13:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-04:17:39 test_loss 11 model 0 0.200979248046875
20241028-04:17:39 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-04:21:31 test_accuracy 11 model 0 nb_correct 467 / 2500 (18.68%)
20241028-04:21:31 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-04:27:31 wrote ae_*.pth
20241028-04:27:31 epoch_duration 24min29s next_finish 04:52:01
20241028-04:27:31 wrote state.pth
20241028-04:27:31 --- epoch 12 ----------------------------------------
20241028-04:27:31 current_test_accuracies 0.1868
20241028-04:27:31 no_c_quiz
20241028-04:27:31 weakest_accuracies [0.1868]
20241028-04:27:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-04:38:21 train_loss 12 model 0 0.0395528377532959
20241028-04:38:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-04:42:19 test_loss 12 model 0 0.07547358131408691
20241028-04:42:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-04:46:19 test_accuracy 12 model 0 nb_correct 1226 / 2500 (49.04%)
20241028-04:46:19 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-04:51:52 wrote ae_*.pth
20241028-04:51:52 epoch_duration 24min20s next_finish 05:16:13
20241028-04:51:52 wrote state.pth
20241028-04:51:52 --- epoch 13 ----------------------------------------
20241028-04:51:52 current_test_accuracies 0.4904
20241028-04:51:52 no_c_quiz
20241028-04:51:52 weakest_accuracies [0.4904]
20241028-04:51:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-05:02:46 train_loss 13 model 0 0.03726098495721817
20241028-05:02:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-05:06:54 test_loss 13 model 0 0.12581768798828125
20241028-05:06:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-05:10:53 test_accuracy 13 model 0 nb_correct 513 / 2500 (20.52%)
20241028-05:10:53 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-05:16:27 wrote ae_*.pth
20241028-05:16:27 epoch_duration 24min34s next_finish 05:41:01
20241028-05:16:27 wrote state.pth
20241028-05:16:27 --- epoch 14 ----------------------------------------
20241028-05:16:27 current_test_accuracies 0.2052
20241028-05:16:27 no_c_quiz
20241028-05:16:27 weakest_accuracies [0.2052]
20241028-05:16:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-05:27:21 train_loss 14 model 0 0.03636509532928467
20241028-05:27:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-05:31:29 test_loss 14 model 0 0.09849179077148437
20241028-05:31:29 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-05:35:22 test_accuracy 14 model 0 nb_correct 665 / 2500 (26.60%)
20241028-05:35:22 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-05:41:00 wrote ae_*.pth
20241028-05:41:00 epoch_duration 24min32s next_finish 06:05:33
20241028-05:41:00 wrote state.pth
20241028-05:41:00 --- epoch 15 ----------------------------------------
20241028-05:41:00 current_test_accuracies 0.2660
20241028-05:41:00 no_c_quiz
20241028-05:41:00 weakest_accuracies [0.266]
20241028-05:41:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-05:51:46 train_loss 15 model 0 0.03464326055049896
20241028-05:51:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-05:55:39 test_loss 15 model 0 0.06664055371284484
20241028-05:55:39 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-05:59:33 test_accuracy 15 model 0 nb_correct 1191 / 2500 (47.64%)
20241028-05:59:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-06:05:15 wrote ae_*.pth
20241028-06:05:15 epoch_duration 24min15s next_finish 06:29:30
20241028-06:05:15 wrote state.pth
20241028-06:05:15 --- epoch 16 ----------------------------------------
20241028-06:05:15 current_test_accuracies 0.4764
20241028-06:05:15 no_c_quiz
20241028-06:05:15 weakest_accuracies [0.4764]
20241028-06:05:15 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-06:16:05 train_loss 16 model 0 0.03310528054833412
20241028-06:16:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-06:19:59 test_loss 16 model 0 0.043957275390625
20241028-06:19:59 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-06:23:51 test_accuracy 16 model 0 nb_correct 889 / 2500 (35.56%)
20241028-06:23:51 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-06:29:17 wrote ae_*.pth
20241028-06:29:17 epoch_duration 24min2s next_finish 06:53:19
20241028-06:29:17 wrote state.pth
20241028-06:29:17 --- epoch 17 ----------------------------------------
20241028-06:29:17 current_test_accuracies 0.3556
20241028-06:29:17 no_c_quiz
20241028-06:29:17 weakest_accuracies [0.3556]
20241028-06:29:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-06:40:05 train_loss 17 model 0 0.033027445471286776
20241028-06:40:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-06:44:00 test_loss 17 model 0 0.2411761474609375
20241028-06:44:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-06:47:57 test_accuracy 17 model 0 nb_correct 352 / 2500 (14.08%)
20241028-06:47:57 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-06:53:59 wrote ae_*.pth
20241028-06:53:59 epoch_duration 24min41s next_finish 07:18:41
20241028-06:53:59 wrote state.pth
20241028-06:53:59 --- epoch 18 ----------------------------------------
20241028-06:53:59 current_test_accuracies 0.1408
20241028-06:53:59 no_c_quiz
20241028-06:53:59 weakest_accuracies [0.1408]
20241028-06:53:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-07:05:03 train_loss 18 model 0 0.031349003797769545
20241028-07:05:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-07:09:03 test_loss 18 model 0 0.181134521484375
20241028-07:09:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-07:13:05 test_accuracy 18 model 0 nb_correct 256 / 2500 (10.24%)
20241028-07:13:05 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-07:19:26 wrote ae_*.pth
20241028-07:19:26 epoch_duration 25min26s next_finish 07:44:52
20241028-07:19:26 wrote state.pth
20241028-07:19:26 --- epoch 19 ----------------------------------------
20241028-07:19:26 current_test_accuracies 0.1024
20241028-07:19:26 no_c_quiz
20241028-07:19:26 weakest_accuracies [0.1024]
20241028-07:19:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-07:30:26 train_loss 19 model 0 0.030809218609333038
20241028-07:30:26 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-07:34:21 test_loss 19 model 0 0.1064124870300293
20241028-07:34:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-07:38:25 test_accuracy 19 model 0 nb_correct 685 / 2500 (27.40%)
20241028-07:38:25 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-07:44:17 wrote ae_*.pth
20241028-07:44:17 epoch_duration 24min50s next_finish 08:09:07
20241028-07:44:17 wrote state.pth
20241028-07:44:17 --- epoch 20 ----------------------------------------
20241028-07:44:17 current_test_accuracies 0.2740
20241028-07:44:17 no_c_quiz
20241028-07:44:17 weakest_accuracies [0.274]
20241028-07:44:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-07:55:02 train_loss 20 model 0 0.029964713528752327
20241028-07:55:02 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-07:59:06 test_loss 20 model 0 0.0432764663696289
20241028-07:59:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-08:02:59 test_accuracy 20 model 0 nb_correct 1366 / 2500 (54.64%)
20241028-08:02:59 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-08:08:19 wrote ae_*.pth
20241028-08:08:19 epoch_duration 24min2s next_finish 08:32:22
20241028-08:08:19 wrote state.pth
20241028-08:08:19 --- epoch 21 ----------------------------------------
20241028-08:08:19 current_test_accuracies 0.5464
20241028-08:08:19 no_c_quiz
20241028-08:08:19 weakest_accuracies [0.5464]
20241028-08:08:19 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-08:19:13 train_loss 21 model 0 0.029270215314626695
20241028-08:19:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-08:23:09 test_loss 21 model 0 0.2784173583984375
20241028-08:23:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-08:27:02 test_accuracy 21 model 0 nb_correct 254 / 2500 (10.16%)
20241028-08:27:02 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-08:33:07 wrote ae_*.pth
20241028-08:33:07 epoch_duration 24min48s next_finish 08:57:55
20241028-08:33:07 wrote state.pth
20241028-08:33:07 --- epoch 22 ----------------------------------------
20241028-08:33:07 current_test_accuracies 0.1016
20241028-08:33:07 no_c_quiz
20241028-08:33:07 weakest_accuracies [0.1016]
20241028-08:33:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-08:44:02 train_loss 22 model 0 0.027663764503598212
20241028-08:44:02 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-08:47:58 test_loss 22 model 0 0.13040218353271485
20241028-08:47:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-08:52:02 test_accuracy 22 model 0 nb_correct 1505 / 2500 (60.20%)
20241028-08:52:02 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-08:58:07 wrote ae_*.pth
20241028-08:58:07 epoch_duration 24min59s next_finish 09:23:06
20241028-08:58:07 wrote state.pth
20241028-08:58:07 --- epoch 23 ----------------------------------------
20241028-08:58:07 current_test_accuracies 0.6020
20241028-08:58:07 no_c_quiz
20241028-08:58:07 weakest_accuracies [0.602]
20241028-08:58:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-09:08:57 train_loss 23 model 0 0.02821007573902607
20241028-09:08:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-09:12:49 test_loss 23 model 0 0.18747804260253906
20241028-09:12:49 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-09:16:50 test_accuracy 23 model 0 nb_correct 565 / 2500 (22.60%)
20241028-09:16:50 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-09:22:53 wrote ae_*.pth
20241028-09:22:53 epoch_duration 24min45s next_finish 09:47:39
20241028-09:22:53 wrote state.pth
20241028-09:22:53 --- epoch 24 ----------------------------------------
20241028-09:22:53 current_test_accuracies 0.2260
20241028-09:22:53 no_c_quiz
20241028-09:22:53 weakest_accuracies [0.226]
20241028-09:22:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-09:33:40 train_loss 24 model 0 0.027408232532441616
20241028-09:33:40 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-09:37:31 test_loss 24 model 0 0.204108154296875
20241028-09:37:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-09:41:25 test_accuracy 24 model 0 nb_correct 468 / 2500 (18.72%)
20241028-09:41:25 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-09:47:32 wrote ae_*.pth
20241028-09:47:32 epoch_duration 24min39s next_finish 10:12:11
20241028-09:47:32 wrote state.pth
20241028-09:47:32 --- epoch 25 ----------------------------------------
20241028-09:47:32 current_test_accuracies 0.1872
20241028-09:47:32 no_c_quiz
20241028-09:47:32 weakest_accuracies [0.1872]
20241028-09:47:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-09:58:44 train_loss 25 model 0 0.026258847691118716
20241028-09:58:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-10:02:46 test_loss 25 model 0 0.06484410953521728
20241028-10:02:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-10:06:42 test_accuracy 25 model 0 nb_correct 1581 / 2500 (63.24%)
20241028-10:06:42 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-10:12:43 wrote ae_*.pth
20241028-10:12:43 epoch_duration 25min11s next_finish 10:37:55
20241028-10:12:43 wrote state.pth
20241028-10:12:43 --- epoch 26 ----------------------------------------
20241028-10:12:43 current_test_accuracies 0.6324
20241028-10:12:43 no_c_quiz
20241028-10:12:43 weakest_accuracies [0.6324]
20241028-10:12:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-10:23:33 train_loss 26 model 0 0.026751355639100076
20241028-10:23:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-10:27:30 test_loss 26 model 0 0.697515625
20241028-10:27:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-10:31:24 test_accuracy 26 model 0 nb_correct 151 / 2500 (6.04%)
20241028-10:31:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-10:37:29 wrote ae_*.pth
20241028-10:37:29 epoch_duration 24min45s next_finish 11:02:14
20241028-10:37:29 wrote state.pth
20241028-10:37:29 --- epoch 27 ----------------------------------------
20241028-10:37:29 current_test_accuracies 0.0604
20241028-10:37:29 no_c_quiz
20241028-10:37:29 weakest_accuracies [0.0604]
20241028-10:37:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-10:48:19 train_loss 27 model 0 0.026315949104726316
20241028-10:48:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-10:52:10 test_loss 27 model 0 0.21865362071990968
20241028-10:52:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-10:56:03 test_accuracy 27 model 0 nb_correct 1533 / 2500 (61.32%)
20241028-10:56:03 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-11:01:53 wrote ae_*.pth
20241028-11:01:53 epoch_duration 24min24s next_finish 11:26:17
20241028-11:01:53 wrote state.pth
20241028-11:01:53 --- epoch 28 ----------------------------------------
20241028-11:01:53 current_test_accuracies 0.6132
20241028-11:01:53 no_c_quiz
20241028-11:01:53 weakest_accuracies [0.6132]
20241028-11:01:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-11:12:48 train_loss 28 model 0 0.025712180100381374
20241028-11:12:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-11:16:42 test_loss 28 model 0 0.23529931640625
20241028-11:16:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-11:20:36 test_accuracy 28 model 0 nb_correct 770 / 2500 (30.80%)
20241028-11:20:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-11:26:43 wrote ae_*.pth
20241028-11:26:43 epoch_duration 24min50s next_finish 11:51:34
20241028-11:26:43 wrote state.pth
20241028-11:26:43 --- epoch 29 ----------------------------------------
20241028-11:26:43 current_test_accuracies 0.3080
20241028-11:26:43 no_c_quiz
20241028-11:26:43 weakest_accuracies [0.308]
20241028-11:26:43 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-11:37:27 train_loss 29 model 0 0.025123154789954423
20241028-11:37:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-11:41:20 test_loss 29 model 0 0.12005106353759766
20241028-11:41:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-11:45:28 test_accuracy 29 model 0 nb_correct 897 / 2500 (35.88%)
20241028-11:45:28 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-11:51:30 wrote ae_*.pth
20241028-11:51:30 epoch_duration 24min46s next_finish 12:16:16
20241028-11:51:30 wrote state.pth
20241028-11:51:30 --- epoch 30 ----------------------------------------
20241028-11:51:30 current_test_accuracies 0.3588
20241028-11:51:30 no_c_quiz
20241028-11:51:30 weakest_accuracies [0.3588]
20241028-11:51:30 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-12:02:26 train_loss 30 model 0 0.024623590929806233
20241028-12:02:26 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-12:06:19 test_loss 30 model 0 0.2086502685546875
20241028-12:06:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-12:10:17 test_accuracy 30 model 0 nb_correct 690 / 2500 (27.60%)
20241028-12:10:17 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-12:16:24 wrote ae_*.pth
20241028-12:16:24 epoch_duration 24min54s next_finish 12:41:18
20241028-12:16:24 wrote state.pth
20241028-12:16:24 --- epoch 31 ----------------------------------------
20241028-12:16:24 current_test_accuracies 0.2760
20241028-12:16:24 no_c_quiz
20241028-12:16:24 weakest_accuracies [0.276]
20241028-12:16:24 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-12:27:14 train_loss 31 model 0 0.02483530009686947
20241028-12:27:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-12:31:08 test_loss 31 model 0 0.14026558113098145
20241028-12:31:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-12:35:02 test_accuracy 31 model 0 nb_correct 850 / 2500 (34.00%)
20241028-12:35:02 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-12:41:05 wrote ae_*.pth
20241028-12:41:05 epoch_duration 24min40s next_finish 13:05:45
20241028-12:41:05 wrote state.pth
20241028-12:41:05 --- epoch 32 ----------------------------------------
20241028-12:41:05 current_test_accuracies 0.3400
20241028-12:41:05 no_c_quiz
20241028-12:41:05 weakest_accuracies [0.34]
20241028-12:41:05 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-12:51:58 train_loss 32 model 0 0.02463115726336837
20241028-12:51:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-12:56:05 test_loss 32 model 0 0.27648828125
20241028-12:56:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-13:00:10 test_accuracy 32 model 0 nb_correct 205 / 2500 (8.20%)
20241028-13:00:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-13:06:29 wrote ae_*.pth
20241028-13:06:29 epoch_duration 25min24s next_finish 13:31:54
20241028-13:06:29 wrote state.pth
20241028-13:06:29 --- epoch 33 ----------------------------------------
20241028-13:06:29 current_test_accuracies 0.0820
20241028-13:06:29 no_c_quiz
20241028-13:06:29 weakest_accuracies [0.082]
20241028-13:06:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-13:17:09 train_loss 33 model 0 0.023564167454838754
20241028-13:17:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-13:21:04 test_loss 33 model 0 0.06531285285949708
20241028-13:21:04 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-13:25:06 test_accuracy 33 model 0 nb_correct 1241 / 2500 (49.64%)
20241028-13:25:06 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-13:31:10 argv ./main.py --nb_models=1 --gpus=0 --batch_size=5 --eval_batch_size=5 --result_dir=results_culture_elastic_20_100 --learning_rate=1e-4 --nb_blocks=10 --resume
20241028-13:31:10 args.log_filename train.log
20241028-13:31:10 args.result_dir results_culture_elastic_20_100
20241028-13:31:10 args.seed 0
20241028-13:31:10 args.resume True
20241028-13:31:10 args.optimizer adam
20241028-13:31:10 args.nb_warmup_samples 5000
20241028-13:31:10 args.nb_epochs 10000
20241028-13:31:10 args.batch_size 5
20241028-13:31:10 args.train_batch_size None
20241028-13:31:10 args.eval_batch_size 5
20241028-13:31:10 args.nb_train_samples 50000
20241028-13:31:10 args.nb_test_samples 2500
20241028-13:31:10 args.nb_c_quizzes 5000
20241028-13:31:10 args.c_quiz_multiplier 1
20241028-13:31:10 args.learning_rate 0.0001
20241028-13:31:10 args.gradient_clipping None
20241028-13:31:10 args.nb_have_to_be_correct 3
20241028-13:31:10 args.nb_have_to_be_wrong 1
20241028-13:31:10 args.nb_mistakes_to_be_wrong 5
20241028-13:31:10 args.model_type standard
20241028-13:31:10 args.model 37M
20241028-13:31:10 args.dim_model 512
20241028-13:31:10 args.dim_keys 64
20241028-13:31:10 args.dim_hidden 2048
20241028-13:31:10 args.nb_heads 8
20241028-13:31:10 args.nb_blocks 10
20241028-13:31:10 args.dropout 0.5
20241028-13:31:10 args.nb_threads 1
20241028-13:31:10 args.gpus 0
20241028-13:31:10 args.nb_models 1
20241028-13:31:10 args.diffusion_nb_iterations 25
20241028-13:31:10 args.diffusion_proba_corruption 0.05
20241028-13:31:10 args.accuracy_to_make_c_quizzes 0.95
20241028-13:31:10 args.proba_prompt_noise 0.05
20241028-13:31:10 args.proba_hint 0.25
20241028-13:31:10 args.quizzes None
20241028-13:31:10 args.test None
20241028-13:31:10 args.grids_world_tasks replace_color,translate,grow,frame
20241028-13:31:10 main_device cuda:0 gpus ['cuda:0']
20241028-13:31:10 vocabulary_size 11
20241028-13:31:11 successfully loaded ae_000.pth
20241028-13:31:11 successfully loaded state.pth
20241028-13:31:11 nb_parameters 56722955 (56M)
20241028-13:31:11 wrote state.pth
20241028-13:31:11 --- epoch 33 ----------------------------------------
20241028-13:31:11 current_test_accuracies 0.0820
20241028-13:31:11 no_c_quiz
20241028-13:31:11 weakest_accuracies [0.082]
20241028-13:31:28 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-13:42:16 train_loss 33 model 0 0.0238445530384779
20241028-13:42:16 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-13:43:51 test_loss 33 model 0 0.024210795581340788
20241028-13:43:51 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-13:45:26 test_accuracy 33 model 0 nb_correct 2358 / 2500 (94.32%)
20241028-13:45:26 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-13:47:37 wrote ae_*.pth
20241028-13:47:37 epoch_duration 16min25s next_finish 14:04:03
20241028-13:47:37 wrote state.pth
20241028-13:47:37 --- epoch 34 ----------------------------------------
20241028-13:47:37 current_test_accuracies 0.9432
20241028-13:47:37 no_c_quiz
20241028-13:47:37 weakest_accuracies [0.9432]
20241028-13:47:37 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-13:58:14 train_loss 34 model 0 0.023638029162585734
20241028-13:58:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-13:59:50 test_loss 34 model 0 0.022798148542642595
20241028-13:59:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-14:01:32 test_accuracy 34 model 0 nb_correct 2366 / 2500 (94.64%)
20241028-14:01:32 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-14:03:41 wrote ae_*.pth
20241028-14:03:41 epoch_duration 16min4s next_finish 14:19:46
20241028-14:03:41 wrote state.pth
20241028-14:03:41 --- epoch 35 ----------------------------------------
20241028-14:03:41 current_test_accuracies 0.9464
20241028-14:03:41 no_c_quiz
20241028-14:03:41 weakest_accuracies [0.9464]
20241028-14:03:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-14:04:40 argv ./main.py --nb_models=1 --gpus=0 --batch_size=5 --eval_batch_size=5 --result_dir=results_culture_elastic_20_100 --learning_rate=1e-4 --nb_blocks=10 --resume --accuracy_to_make_c_quizzes=0.95
20241028-14:04:40 args.log_filename train.log
20241028-14:04:40 args.result_dir results_culture_elastic_20_100
20241028-14:04:40 args.seed 0
20241028-14:04:40 args.resume True
20241028-14:04:40 args.optimizer adam
20241028-14:04:40 args.nb_warmup_samples 5000
20241028-14:04:40 args.nb_epochs 10000
20241028-14:04:40 args.batch_size 5
20241028-14:04:40 args.train_batch_size None
20241028-14:04:40 args.eval_batch_size 5
20241028-14:04:40 args.nb_train_samples 50000
20241028-14:04:40 args.nb_test_samples 2500
20241028-14:04:40 args.nb_c_quizzes 5000
20241028-14:04:40 args.c_quiz_multiplier 1
20241028-14:04:40 args.learning_rate 0.0001
20241028-14:04:40 args.gradient_clipping None
20241028-14:04:40 args.nb_have_to_be_correct 3
20241028-14:04:40 args.nb_have_to_be_wrong 1
20241028-14:04:40 args.nb_mistakes_to_be_wrong 5
20241028-14:04:40 args.model_type standard
20241028-14:04:40 args.model 37M
20241028-14:04:40 args.dim_model 512
20241028-14:04:40 args.dim_keys 64
20241028-14:04:40 args.dim_hidden 2048
20241028-14:04:40 args.nb_heads 8
20241028-14:04:40 args.nb_blocks 10
20241028-14:04:40 args.dropout 0.5
20241028-14:04:40 args.nb_threads 1
20241028-14:04:40 args.gpus 0
20241028-14:04:40 args.nb_models 1
20241028-14:04:40 args.diffusion_nb_iterations 25
20241028-14:04:40 args.diffusion_proba_corruption 0.05
20241028-14:04:40 args.accuracy_to_make_c_quizzes 0.95
20241028-14:04:40 args.proba_prompt_noise 0.05
20241028-14:04:40 args.proba_hint 0.25
20241028-14:04:40 args.quizzes None
20241028-14:04:40 args.test None
20241028-14:04:40 args.grids_world_tasks replace_color,translate,grow,frame
20241028-14:04:40 main_device cuda:0 gpus ['cuda:0']
20241028-14:04:40 vocabulary_size 11
20241028-14:04:41 successfully loaded ae_000.pth
20241028-14:04:41 successfully loaded state.pth
20241028-14:04:41 nb_parameters 56722955 (56M)
20241028-14:04:41 wrote state.pth
20241028-14:04:41 --- epoch 35 ----------------------------------------
20241028-14:04:41 current_test_accuracies 0.9464
20241028-14:04:41 no_c_quiz
20241028-14:04:41 weakest_accuracies [0.9464]
20241028-14:04:46 argv ./main.py --nb_models=1 --gpus=0 --batch_size=5 --eval_batch_size=5 --result_dir=results_culture_elastic_20_100 --learning_rate=1e-4 --nb_blocks=10 --resume --accuracy_to_make_c_quizzes=0.99
20241028-14:04:46 args.log_filename train.log
20241028-14:04:46 args.result_dir results_culture_elastic_20_100
20241028-14:04:46 args.seed 0
20241028-14:04:46 args.resume True
20241028-14:04:46 args.optimizer adam
20241028-14:04:46 args.nb_warmup_samples 5000
20241028-14:04:46 args.nb_epochs 10000
20241028-14:04:46 args.batch_size 5
20241028-14:04:46 args.train_batch_size None
20241028-14:04:46 args.eval_batch_size 5
20241028-14:04:46 args.nb_train_samples 50000
20241028-14:04:46 args.nb_test_samples 2500
20241028-14:04:46 args.nb_c_quizzes 5000
20241028-14:04:46 args.c_quiz_multiplier 1
20241028-14:04:46 args.learning_rate 0.0001
20241028-14:04:46 args.gradient_clipping None
20241028-14:04:46 args.nb_have_to_be_correct 3
20241028-14:04:46 args.nb_have_to_be_wrong 1
20241028-14:04:46 args.nb_mistakes_to_be_wrong 5
20241028-14:04:46 args.model_type standard
20241028-14:04:46 args.model 37M
20241028-14:04:46 args.dim_model 512
20241028-14:04:46 args.dim_keys 64
20241028-14:04:46 args.dim_hidden 2048
20241028-14:04:46 args.nb_heads 8
20241028-14:04:46 args.nb_blocks 10
20241028-14:04:46 args.dropout 0.5
20241028-14:04:46 args.nb_threads 1
20241028-14:04:46 args.gpus 0
20241028-14:04:46 args.nb_models 1
20241028-14:04:46 args.diffusion_nb_iterations 25
20241028-14:04:46 args.diffusion_proba_corruption 0.05
20241028-14:04:46 args.accuracy_to_make_c_quizzes 0.99
20241028-14:04:46 args.proba_prompt_noise 0.05
20241028-14:04:46 args.proba_hint 0.25
20241028-14:04:46 args.quizzes None
20241028-14:04:46 args.test None
20241028-14:04:46 args.grids_world_tasks replace_color,translate,grow,frame
20241028-14:04:46 main_device cuda:0 gpus ['cuda:0']
20241028-14:04:46 vocabulary_size 11
20241028-14:04:46 successfully loaded ae_000.pth
20241028-14:04:46 successfully loaded state.pth
20241028-14:04:46 nb_parameters 56722955 (56M)
20241028-14:04:46 wrote state.pth
20241028-14:04:46 --- epoch 35 ----------------------------------------
20241028-14:04:46 current_test_accuracies 0.9464
20241028-14:04:46 no_c_quiz
20241028-14:04:46 weakest_accuracies [0.9464]
20241028-14:05:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-14:15:48 train_loss 35 model 0 0.021885848198086023
20241028-14:15:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-14:17:27 test_loss 35 model 0 0.025449542701244353
20241028-14:17:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-14:19:08 test_accuracy 35 model 0 nb_correct 2398 / 2500 (95.92%)
20241028-14:19:08 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-14:21:29 wrote ae_*.pth
20241028-14:21:29 epoch_duration 16min42s next_finish 14:38:11
20241028-14:21:29 wrote state.pth
20241028-14:21:29 --- epoch 36 ----------------------------------------
20241028-14:21:29 current_test_accuracies 0.9592
20241028-14:21:29 no_c_quiz
20241028-14:21:29 weakest_accuracies [0.9592]
20241028-14:21:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-14:32:18 train_loss 36 model 0 0.022695878203213216
20241028-14:32:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-14:33:53 test_loss 36 model 0 0.024207894042134286
20241028-14:33:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-14:35:28 test_accuracy 36 model 0 nb_correct 2395 / 2500 (95.80%)
20241028-14:35:28 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-14:37:38 wrote ae_*.pth
20241028-14:37:38 epoch_duration 16min8s next_finish 14:53:46
20241028-14:37:38 wrote state.pth
20241028-14:37:38 --- epoch 37 ----------------------------------------
20241028-14:37:38 current_test_accuracies 0.9580
20241028-14:37:38 no_c_quiz
20241028-14:37:38 weakest_accuracies [0.958]
20241028-14:37:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-14:48:31 train_loss 37 model 0 0.02266339407414198
20241028-14:48:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-14:50:09 test_loss 37 model 0 0.020075595274567603
20241028-14:50:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-14:51:45 test_accuracy 37 model 0 nb_correct 2417 / 2500 (96.68%)
20241028-14:51:45 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-14:53:51 wrote ae_*.pth
20241028-14:53:51 epoch_duration 16min13s next_finish 15:10:04
20241028-14:53:51 wrote state.pth
20241028-14:53:51 --- epoch 38 ----------------------------------------
20241028-14:53:51 current_test_accuracies 0.9668
20241028-14:53:51 no_c_quiz
20241028-14:53:51 weakest_accuracies [0.9668]
20241028-14:53:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-15:04:34 train_loss 38 model 0 0.022505084892362356
20241028-15:04:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-15:06:09 test_loss 38 model 0 0.028544357061386107
20241028-15:06:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-15:07:50 test_accuracy 38 model 0 nb_correct 2381 / 2500 (95.24%)
20241028-15:07:50 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-15:09:59 wrote ae_*.pth
20241028-15:09:59 epoch_duration 16min8s next_finish 15:26:08
20241028-15:09:59 wrote state.pth
20241028-15:09:59 --- epoch 39 ----------------------------------------
20241028-15:09:59 current_test_accuracies 0.9524
20241028-15:09:59 no_c_quiz
20241028-15:09:59 weakest_accuracies [0.9524]
20241028-15:10:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-15:20:55 train_loss 39 model 0 0.022416268607228996
20241028-15:20:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-15:22:30 test_loss 39 model 0 0.022735918909311294
20241028-15:22:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-15:24:06 test_accuracy 39 model 0 nb_correct 2342 / 2500 (93.68%)
20241028-15:24:06 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-15:26:12 wrote ae_*.pth
20241028-15:26:12 epoch_duration 16min12s next_finish 15:42:25
20241028-15:26:12 wrote state.pth
20241028-15:26:12 --- epoch 40 ----------------------------------------
20241028-15:26:12 current_test_accuracies 0.9368
20241028-15:26:12 no_c_quiz
20241028-15:26:12 weakest_accuracies [0.9368]
20241028-15:26:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-15:37:01 train_loss 40 model 0 0.022264995128288865
20241028-15:37:01 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-15:38:37 test_loss 40 model 0 0.022203930731862782
20241028-15:38:37 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-15:40:13 test_accuracy 40 model 0 nb_correct 2394 / 2500 (95.76%)
20241028-15:40:13 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-15:42:16 wrote ae_*.pth
20241028-15:42:16 epoch_duration 16min3s next_finish 15:58:20
20241028-15:42:16 wrote state.pth
20241028-15:42:16 --- epoch 41 ----------------------------------------
20241028-15:42:16 current_test_accuracies 0.9576
20241028-15:42:16 no_c_quiz
20241028-15:42:16 weakest_accuracies [0.9576]
20241028-15:42:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-15:53:13 train_loss 41 model 0 0.021763127760589123
20241028-15:53:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-15:54:50 test_loss 41 model 0 0.022076799601316453
20241028-15:54:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-15:56:27 test_accuracy 41 model 0 nb_correct 2419 / 2500 (96.76%)
20241028-15:56:27 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-15:58:29 wrote ae_*.pth
20241028-15:58:29 epoch_duration 16min13s next_finish 16:14:43
20241028-15:58:29 wrote state.pth
20241028-15:58:29 --- epoch 42 ----------------------------------------
20241028-15:58:29 current_test_accuracies 0.9676
20241028-15:58:29 no_c_quiz
20241028-15:58:29 weakest_accuracies [0.9676]
20241028-15:58:30 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-16:09:31 train_loss 42 model 0 0.02140270268842578
20241028-16:09:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-16:11:13 test_loss 42 model 0 0.023371739506721497
20241028-16:11:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-16:12:52 test_accuracy 42 model 0 nb_correct 2329 / 2500 (93.16%)
20241028-16:12:52 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-16:15:04 wrote ae_*.pth
20241028-16:15:04 epoch_duration 16min34s next_finish 16:31:39
20241028-16:15:04 wrote state.pth
20241028-16:15:04 --- epoch 43 ----------------------------------------
20241028-16:15:04 current_test_accuracies 0.9316
20241028-16:15:04 no_c_quiz
20241028-16:15:04 weakest_accuracies [0.9316]
20241028-16:15:04 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-16:25:45 train_loss 43 model 0 0.02160840928480029
20241028-16:25:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-16:27:28 test_loss 43 model 0 0.025883436135947704
20241028-16:27:28 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-16:29:10 test_accuracy 43 model 0 nb_correct 2348 / 2500 (93.92%)
20241028-16:29:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-16:31:26 wrote ae_*.pth
20241028-16:31:26 epoch_duration 16min21s next_finish 16:47:48
20241028-16:31:26 wrote state.pth
20241028-16:31:26 --- epoch 44 ----------------------------------------
20241028-16:31:26 current_test_accuracies 0.9392
20241028-16:31:26 no_c_quiz
20241028-16:31:26 weakest_accuracies [0.9392]
20241028-16:31:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-16:42:23 train_loss 44 model 0 0.021945145192369817
20241028-16:42:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-16:43:58 test_loss 44 model 0 0.021142074167728425
20241028-16:43:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-16:45:34 test_accuracy 44 model 0 nb_correct 2348 / 2500 (93.92%)
20241028-16:45:34 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-16:47:40 wrote ae_*.pth
20241028-16:47:40 epoch_duration 16min13s next_finish 17:03:53
20241028-16:47:40 wrote state.pth
20241028-16:47:40 --- epoch 45 ----------------------------------------
20241028-16:47:40 current_test_accuracies 0.9392
20241028-16:47:40 no_c_quiz
20241028-16:47:40 weakest_accuracies [0.9392]
20241028-16:47:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-16:58:38 train_loss 45 model 0 0.021349042617343366
20241028-16:58:38 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-17:00:13 test_loss 45 model 0 0.020224810302257538
20241028-17:00:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-17:01:48 test_accuracy 45 model 0 nb_correct 2405 / 2500 (96.20%)
20241028-17:01:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-17:03:56 wrote ae_*.pth
20241028-17:03:56 epoch_duration 16min16s next_finish 17:20:13
20241028-17:03:56 wrote state.pth
20241028-17:03:56 --- epoch 46 ----------------------------------------
20241028-17:03:56 current_test_accuracies 0.9620
20241028-17:03:56 no_c_quiz
20241028-17:03:56 weakest_accuracies [0.962]
20241028-17:03:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-17:14:44 train_loss 46 model 0 0.021112116965278982
20241028-17:14:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-17:16:20 test_loss 46 model 0 0.021379627227783204
20241028-17:16:20 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-17:17:56 test_accuracy 46 model 0 nb_correct 2354 / 2500 (94.16%)
20241028-17:17:56 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-17:20:01 wrote ae_*.pth
20241028-17:20:01 epoch_duration 16min5s next_finish 17:36:06
20241028-17:20:01 wrote state.pth
20241028-17:20:01 --- epoch 47 ----------------------------------------
20241028-17:20:01 current_test_accuracies 0.9416
20241028-17:20:01 no_c_quiz
20241028-17:20:01 weakest_accuracies [0.9416]
20241028-17:20:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-17:30:47 train_loss 47 model 0 0.0213395663395524
20241028-17:30:47 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-17:32:22 test_loss 47 model 0 0.02418178006261587
20241028-17:32:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-17:34:04 test_accuracy 47 model 0 nb_correct 2361 / 2500 (94.44%)
20241028-17:34:04 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-17:36:10 wrote ae_*.pth
20241028-17:36:10 epoch_duration 16min8s next_finish 17:52:18
20241028-17:36:10 wrote state.pth
20241028-17:36:10 --- epoch 48 ----------------------------------------
20241028-17:36:10 current_test_accuracies 0.9444
20241028-17:36:10 no_c_quiz
20241028-17:36:10 weakest_accuracies [0.9444]
20241028-17:36:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-17:46:53 train_loss 48 model 0 0.02120611884146929
20241028-17:46:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-17:48:28 test_loss 48 model 0 0.023439249455928804
20241028-17:48:28 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-17:50:04 test_accuracy 48 model 0 nb_correct 2424 / 2500 (96.96%)
20241028-17:50:04 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-17:52:12 wrote ae_*.pth
20241028-17:52:12 epoch_duration 16min1s next_finish 18:08:13
20241028-17:52:12 wrote state.pth
20241028-17:52:12 --- epoch 49 ----------------------------------------
20241028-17:52:12 current_test_accuracies 0.9696
20241028-17:52:12 no_c_quiz
20241028-17:52:12 weakest_accuracies [0.9696]
20241028-17:52:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-18:03:08 train_loss 49 model 0 0.02014287841040641
20241028-18:03:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-18:04:43 test_loss 49 model 0 0.020162691377103328
20241028-18:04:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-18:06:19 test_accuracy 49 model 0 nb_correct 2380 / 2500 (95.20%)
20241028-18:06:19 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-18:08:25 wrote ae_*.pth
20241028-18:08:25 epoch_duration 16min13s next_finish 18:24:39
20241028-18:08:25 wrote state.pth
20241028-18:08:25 --- epoch 50 ----------------------------------------
20241028-18:08:25 current_test_accuracies 0.9520
20241028-18:08:25 no_c_quiz
20241028-18:08:25 weakest_accuracies [0.952]
20241028-18:08:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-18:19:21 train_loss 50 model 0 0.02073196091838181
20241028-18:19:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-18:21:00 test_loss 50 model 0 0.01877271542698145
20241028-18:21:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-18:22:36 test_accuracy 50 model 0 nb_correct 2385 / 2500 (95.40%)
20241028-18:22:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-18:24:40 wrote ae_*.pth
20241028-18:24:40 epoch_duration 16min15s next_finish 18:40:55
20241028-18:24:40 wrote state.pth
20241028-18:24:40 --- epoch 51 ----------------------------------------
20241028-18:24:40 current_test_accuracies 0.9540
20241028-18:24:40 no_c_quiz
20241028-18:24:40 weakest_accuracies [0.954]
20241028-18:24:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-18:35:28 train_loss 51 model 0 0.020677523176372052
20241028-18:35:28 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-18:37:03 test_loss 51 model 0 0.02109712113440037
20241028-18:37:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-18:38:45 test_accuracy 51 model 0 nb_correct 2222 / 2500 (88.88%)
20241028-18:38:45 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-18:40:55 wrote ae_*.pth
20241028-18:40:55 epoch_duration 16min14s next_finish 18:57:10
20241028-18:40:55 wrote state.pth
20241028-18:40:55 --- epoch 52 ----------------------------------------
20241028-18:40:55 current_test_accuracies 0.8888
20241028-18:40:55 no_c_quiz
20241028-18:40:55 weakest_accuracies [0.8888]
20241028-18:40:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-18:51:36 train_loss 52 model 0 0.020285883314721285
20241028-18:51:36 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-18:53:13 test_loss 52 model 0 0.018858289748430252
20241028-18:53:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-18:54:53 test_accuracy 52 model 0 nb_correct 2362 / 2500 (94.48%)
20241028-18:54:53 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-18:57:02 wrote ae_*.pth
20241028-18:57:02 epoch_duration 16min7s next_finish 19:13:10
20241028-18:57:02 wrote state.pth
20241028-18:57:02 --- epoch 53 ----------------------------------------
20241028-18:57:02 current_test_accuracies 0.9448
20241028-18:57:02 no_c_quiz
20241028-18:57:02 weakest_accuracies [0.9448]
20241028-18:57:02 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-19:07:54 train_loss 53 model 0 0.020488194232061507
20241028-19:07:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-19:09:29 test_loss 53 model 0 0.019205458402633668
20241028-19:09:29 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-19:11:10 test_accuracy 53 model 0 nb_correct 2400 / 2500 (96.00%)
20241028-19:11:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-19:13:20 wrote ae_*.pth
20241028-19:13:20 epoch_duration 16min17s next_finish 19:29:37
20241028-19:13:20 wrote state.pth
20241028-19:13:20 --- epoch 54 ----------------------------------------
20241028-19:13:20 current_test_accuracies 0.9600
20241028-19:13:20 no_c_quiz
20241028-19:13:20 weakest_accuracies [0.96]
20241028-19:13:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-19:24:07 train_loss 54 model 0 0.01999674861645326
20241028-19:24:07 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-19:25:43 test_loss 54 model 0 0.024132378220558165
20241028-19:25:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-19:27:26 test_accuracy 54 model 0 nb_correct 2294 / 2500 (91.76%)
20241028-19:27:26 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-19:29:36 wrote ae_*.pth
20241028-19:29:36 epoch_duration 16min16s next_finish 19:45:53
20241028-19:29:36 wrote state.pth
20241028-19:29:36 --- epoch 55 ----------------------------------------
20241028-19:29:36 current_test_accuracies 0.9176
20241028-19:29:36 no_c_quiz
20241028-19:29:36 weakest_accuracies [0.9176]
20241028-19:29:36 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-19:40:25 train_loss 55 model 0 0.020296015294641256
20241028-19:40:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-19:42:00 test_loss 55 model 0 0.02023487447947264
20241028-19:42:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-19:43:36 test_accuracy 55 model 0 nb_correct 2422 / 2500 (96.88%)
20241028-19:43:36 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-19:45:41 wrote ae_*.pth
20241028-19:45:41 epoch_duration 16min4s next_finish 20:01:45
20241028-19:45:41 wrote state.pth
20241028-19:45:41 --- epoch 56 ----------------------------------------
20241028-19:45:41 current_test_accuracies 0.9688
20241028-19:45:41 no_c_quiz
20241028-19:45:41 weakest_accuracies [0.9688]
20241028-19:45:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-19:56:32 train_loss 56 model 0 0.020213876924850046
20241028-19:56:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-19:58:10 test_loss 56 model 0 0.02286737248674035
20241028-19:58:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-19:59:50 test_accuracy 56 model 0 nb_correct 2315 / 2500 (92.60%)
20241028-19:59:50 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-20:01:56 wrote ae_*.pth
20241028-20:01:56 epoch_duration 16min15s next_finish 20:18:11
20241028-20:01:56 wrote state.pth
20241028-20:01:56 --- epoch 57 ----------------------------------------
20241028-20:01:56 current_test_accuracies 0.9260
20241028-20:01:56 no_c_quiz
20241028-20:01:56 weakest_accuracies [0.926]
20241028-20:01:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-20:12:47 train_loss 57 model 0 0.019732301052473485
20241028-20:12:47 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-20:14:25 test_loss 57 model 0 0.025121982842683792
20241028-20:14:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-20:16:07 test_accuracy 57 model 0 nb_correct 2333 / 2500 (93.32%)
20241028-20:16:07 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-20:18:17 wrote ae_*.pth
20241028-20:18:17 epoch_duration 16min21s next_finish 20:34:38
20241028-20:18:17 wrote state.pth
20241028-20:18:17 --- epoch 58 ----------------------------------------
20241028-20:18:17 current_test_accuracies 0.9332
20241028-20:18:17 no_c_quiz
20241028-20:18:17 weakest_accuracies [0.9332]
20241028-20:18:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-20:29:04 train_loss 58 model 0 0.01966932094860822
20241028-20:29:04 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-20:30:40 test_loss 58 model 0 0.018358657345175743
20241028-20:30:40 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-20:32:16 test_accuracy 58 model 0 nb_correct 2289 / 2500 (91.56%)
20241028-20:32:16 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-20:34:21 wrote ae_*.pth
20241028-20:34:21 epoch_duration 16min4s next_finish 20:50:25
20241028-20:34:21 wrote state.pth
20241028-20:34:21 --- epoch 59 ----------------------------------------
20241028-20:34:21 current_test_accuracies 0.9156
20241028-20:34:21 no_c_quiz
20241028-20:34:21 weakest_accuracies [0.9156]
20241028-20:34:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-20:45:16 train_loss 59 model 0 0.01978988638217561
20241028-20:45:16 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-20:46:52 test_loss 59 model 0 0.017609607875347138
20241028-20:46:52 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-20:48:29 test_accuracy 59 model 0 nb_correct 2412 / 2500 (96.48%)
20241028-20:48:29 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-20:50:31 wrote ae_*.pth
20241028-20:50:31 epoch_duration 16min9s next_finish 21:06:40
20241028-20:50:31 wrote state.pth
20241028-20:50:31 --- epoch 60 ----------------------------------------
20241028-20:50:31 current_test_accuracies 0.9648
20241028-20:50:31 no_c_quiz
20241028-20:50:31 weakest_accuracies [0.9648]
20241028-20:50:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-21:01:35 train_loss 60 model 0 0.019623575867060573
20241028-21:01:35 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-21:03:10 test_loss 60 model 0 0.02060230634920299
20241028-21:03:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-21:04:50 test_accuracy 60 model 0 nb_correct 2411 / 2500 (96.44%)
20241028-21:04:50 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-21:06:52 wrote ae_*.pth
20241028-21:06:52 epoch_duration 16min21s next_finish 21:23:14
20241028-21:06:52 wrote state.pth
20241028-21:06:52 --- epoch 61 ----------------------------------------
20241028-21:06:52 current_test_accuracies 0.9644
20241028-21:06:52 no_c_quiz
20241028-21:06:52 weakest_accuracies [0.9644]
20241028-21:06:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-21:17:52 train_loss 61 model 0 0.019814850805699825
20241028-21:17:52 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-21:19:33 test_loss 61 model 0 0.019556376300752163
20241028-21:19:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-21:21:10 test_accuracy 61 model 0 nb_correct 2417 / 2500 (96.68%)
20241028-21:21:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-21:23:17 wrote ae_*.pth
20241028-21:23:17 epoch_duration 16min25s next_finish 21:39:43
20241028-21:23:17 wrote state.pth
20241028-21:23:17 --- epoch 62 ----------------------------------------
20241028-21:23:17 current_test_accuracies 0.9668
20241028-21:23:17 no_c_quiz
20241028-21:23:17 weakest_accuracies [0.9668]
20241028-21:23:18 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-21:34:05 train_loss 62 model 0 0.019316898481361568
20241028-21:34:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-21:35:43 test_loss 62 model 0 0.018405099511146546
20241028-21:35:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-21:37:18 test_accuracy 62 model 0 nb_correct 2387 / 2500 (95.48%)
20241028-21:37:18 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-21:39:24 wrote ae_*.pth
20241028-21:39:24 epoch_duration 16min6s next_finish 21:55:31
20241028-21:39:24 wrote state.pth
20241028-21:39:24 --- epoch 63 ----------------------------------------
20241028-21:39:24 current_test_accuracies 0.9548
20241028-21:39:24 no_c_quiz
20241028-21:39:24 weakest_accuracies [0.9548]
20241028-21:39:24 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-21:50:13 train_loss 63 model 0 0.018673553412687033
20241028-21:50:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-21:51:49 test_loss 63 model 0 0.01948638715595007
20241028-21:51:49 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-21:53:24 test_accuracy 63 model 0 nb_correct 2417 / 2500 (96.68%)
20241028-21:53:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-21:55:24 wrote ae_*.pth
20241028-21:55:24 epoch_duration 15min59s next_finish 22:11:24
20241028-21:55:24 wrote state.pth
20241028-21:55:24 --- epoch 64 ----------------------------------------
20241028-21:55:24 current_test_accuracies 0.9668
20241028-21:55:24 no_c_quiz
20241028-21:55:24 weakest_accuracies [0.9668]
20241028-21:55:24 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-22:06:27 train_loss 64 model 0 0.01960608598086983
20241028-22:06:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-22:08:06 test_loss 64 model 0 0.023420825958251953
20241028-22:08:06 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-22:09:42 test_accuracy 64 model 0 nb_correct 2362 / 2500 (94.48%)
20241028-22:09:42 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-22:11:54 wrote ae_*.pth
20241028-22:11:54 epoch_duration 16min29s next_finish 22:28:23
20241028-22:11:54 wrote state.pth
20241028-22:11:54 --- epoch 65 ----------------------------------------
20241028-22:11:54 current_test_accuracies 0.9448
20241028-22:11:54 no_c_quiz
20241028-22:11:54 weakest_accuracies [0.9448]
20241028-22:11:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-22:22:50 train_loss 65 model 0 0.018944967063330116
20241028-22:22:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-22:24:31 test_loss 65 model 0 0.018025474689900876
20241028-22:24:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-22:26:06 test_accuracy 65 model 0 nb_correct 2412 / 2500 (96.48%)
20241028-22:26:06 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-22:28:09 wrote ae_*.pth
20241028-22:28:09 epoch_duration 16min15s next_finish 22:44:25
20241028-22:28:09 wrote state.pth
20241028-22:28:09 --- epoch 66 ----------------------------------------
20241028-22:28:09 current_test_accuracies 0.9648
20241028-22:28:09 no_c_quiz
20241028-22:28:09 weakest_accuracies [0.9648]
20241028-22:28:10 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-22:39:05 train_loss 66 model 0 0.019292872232478112
20241028-22:39:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-22:40:40 test_loss 66 model 0 0.016896583676338197
20241028-22:40:40 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-22:42:16 test_accuracy 66 model 0 nb_correct 2421 / 2500 (96.84%)
20241028-22:42:16 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-22:44:21 wrote ae_*.pth
20241028-22:44:21 epoch_duration 16min11s next_finish 23:00:33
20241028-22:44:21 wrote state.pth
20241028-22:44:21 --- epoch 67 ----------------------------------------
20241028-22:44:21 current_test_accuracies 0.9684
20241028-22:44:21 no_c_quiz
20241028-22:44:21 weakest_accuracies [0.9684]
20241028-22:44:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-22:55:10 train_loss 67 model 0 0.01888331385869533
20241028-22:55:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-22:56:51 test_loss 67 model 0 0.023391189515590667
20241028-22:56:51 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-22:58:28 test_accuracy 67 model 0 nb_correct 2337 / 2500 (93.48%)
20241028-22:58:28 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-23:00:52 wrote ae_*.pth
20241028-23:00:52 epoch_duration 16min30s next_finish 23:17:22
20241028-23:00:52 wrote state.pth
20241028-23:00:52 --- epoch 68 ----------------------------------------
20241028-23:00:52 current_test_accuracies 0.9348
20241028-23:00:52 no_c_quiz
20241028-23:00:52 weakest_accuracies [0.9348]
20241028-23:00:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-23:11:48 train_loss 68 model 0 0.01926243468746543
20241028-23:11:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-23:13:24 test_loss 68 model 0 0.017996397234499455
20241028-23:13:24 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-23:15:07 test_accuracy 68 model 0 nb_correct 2439 / 2500 (97.56%)
20241028-23:15:07 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-23:17:09 wrote ae_*.pth
20241028-23:17:09 epoch_duration 16min16s next_finish 23:33:26
20241028-23:17:09 wrote state.pth
20241028-23:17:09 --- epoch 69 ----------------------------------------
20241028-23:17:09 current_test_accuracies 0.9756
20241028-23:17:09 no_c_quiz
20241028-23:17:09 weakest_accuracies [0.9756]
20241028-23:17:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-23:28:05 train_loss 69 model 0 0.019148170141363517
20241028-23:28:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-23:29:49 test_loss 69 model 0 0.022315623864531516
20241028-23:29:49 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-23:31:33 test_accuracy 69 model 0 nb_correct 2347 / 2500 (93.88%)
20241028-23:31:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-23:33:39 wrote ae_*.pth
20241028-23:33:39 epoch_duration 16min29s next_finish 23:50:09
20241028-23:33:39 wrote state.pth
20241028-23:33:39 --- epoch 70 ----------------------------------------
20241028-23:33:39 current_test_accuracies 0.9388
20241028-23:33:39 no_c_quiz
20241028-23:33:39 weakest_accuracies [0.9388]
20241028-23:33:39 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-23:44:41 train_loss 70 model 0 0.018936907715257256
20241028-23:44:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-23:46:18 test_loss 70 model 0 0.01874016024172306
20241028-23:46:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-23:47:53 test_accuracy 70 model 0 nb_correct 2420 / 2500 (96.80%)
20241028-23:47:53 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-23:50:00 wrote ae_*.pth
20241028-23:50:00 epoch_duration 16min21s next_finish 00:06:22
20241028-23:50:00 wrote state.pth
20241028-23:50:00 --- epoch 71 ----------------------------------------
20241028-23:50:00 current_test_accuracies 0.9680
20241028-23:50:00 no_c_quiz
20241028-23:50:00 weakest_accuracies [0.968]
20241028-23:50:00 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-00:00:44 train_loss 71 model 0 0.018354558789171277
20241029-00:00:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-00:02:19 test_loss 71 model 0 0.020997998908162115
20241029-00:02:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-00:03:54 test_accuracy 71 model 0 nb_correct 2186 / 2500 (87.44%)
20241029-00:03:54 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-00:06:04 wrote ae_*.pth
20241029-00:06:04 epoch_duration 16min3s next_finish 00:22:07
20241029-00:06:04 wrote state.pth
20241029-00:06:04 --- epoch 72 ----------------------------------------
20241029-00:06:04 current_test_accuracies 0.8744
20241029-00:06:04 no_c_quiz
20241029-00:06:04 weakest_accuracies [0.8744]
20241029-00:06:04 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-00:16:56 train_loss 72 model 0 0.018360019818553702
20241029-00:16:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-00:18:41 test_loss 72 model 0 0.020838639326393606
20241029-00:18:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-00:20:19 test_accuracy 72 model 0 nb_correct 2408 / 2500 (96.32%)
20241029-00:20:19 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-00:22:23 wrote ae_*.pth
20241029-00:22:23 epoch_duration 16min19s next_finish 00:38:42
20241029-00:22:23 wrote state.pth
20241029-00:22:23 --- epoch 73 ----------------------------------------
20241029-00:22:23 current_test_accuracies 0.9632
20241029-00:22:23 no_c_quiz
20241029-00:22:23 weakest_accuracies [0.9632]
20241029-00:22:23 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-00:33:27 train_loss 73 model 0 0.01818079046290368
20241029-00:33:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-00:35:02 test_loss 73 model 0 0.017724674381315707
20241029-00:35:02 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-00:36:38 test_accuracy 73 model 0 nb_correct 2443 / 2500 (97.72%)
20241029-00:36:38 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-00:38:38 wrote ae_*.pth
20241029-00:38:38 epoch_duration 16min14s next_finish 00:54:52
20241029-00:38:38 wrote state.pth
20241029-00:38:38 --- epoch 74 ----------------------------------------
20241029-00:38:38 current_test_accuracies 0.9772
20241029-00:38:38 no_c_quiz
20241029-00:38:38 weakest_accuracies [0.9772]
20241029-00:38:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-00:49:21 train_loss 74 model 0 0.018605323209776543
20241029-00:49:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-00:50:56 test_loss 74 model 0 0.016027698991820216
20241029-00:50:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-00:52:31 test_accuracy 74 model 0 nb_correct 2424 / 2500 (96.96%)
20241029-00:52:31 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-00:54:32 wrote ae_*.pth
20241029-00:54:32 epoch_duration 15min54s next_finish 01:10:27
20241029-00:54:32 wrote state.pth
20241029-00:54:32 --- epoch 75 ----------------------------------------
20241029-00:54:32 current_test_accuracies 0.9696
20241029-00:54:32 no_c_quiz
20241029-00:54:32 weakest_accuracies [0.9696]
20241029-00:54:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-01:05:36 train_loss 75 model 0 0.01806925014182925
20241029-01:05:36 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-01:07:12 test_loss 75 model 0 0.01377023676969111
20241029-01:07:12 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-01:08:48 test_accuracy 75 model 0 nb_correct 2366 / 2500 (94.64%)
20241029-01:08:48 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-01:10:51 wrote ae_*.pth
20241029-01:10:51 epoch_duration 16min19s next_finish 01:27:10
20241029-01:10:51 wrote state.pth
20241029-01:10:51 --- epoch 76 ----------------------------------------
20241029-01:10:51 current_test_accuracies 0.9464
20241029-01:10:51 no_c_quiz
20241029-01:10:51 weakest_accuracies [0.9464]
20241029-01:10:51 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-01:21:37 train_loss 76 model 0 0.018572930444497614
20241029-01:21:37 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-01:23:12 test_loss 76 model 0 0.017388365656137467
20241029-01:23:12 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-01:24:49 test_accuracy 76 model 0 nb_correct 2363 / 2500 (94.52%)
20241029-01:24:49 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-01:26:53 wrote ae_*.pth
20241029-01:26:53 epoch_duration 16min1s next_finish 01:42:54
20241029-01:26:53 wrote state.pth
20241029-01:26:53 --- epoch 77 ----------------------------------------
20241029-01:26:53 current_test_accuracies 0.9452
20241029-01:26:53 no_c_quiz
20241029-01:26:53 weakest_accuracies [0.9452]
20241029-01:26:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-01:37:56 train_loss 77 model 0 0.01917671709023416
20241029-01:37:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-01:39:35 test_loss 77 model 0 0.017719344288110735
20241029-01:39:35 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-01:41:10 test_accuracy 77 model 0 nb_correct 2380 / 2500 (95.20%)
20241029-01:41:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-01:43:21 wrote ae_*.pth
20241029-01:43:21 epoch_duration 16min27s next_finish 01:59:48
20241029-01:43:21 wrote state.pth
20241029-01:43:21 --- epoch 78 ----------------------------------------
20241029-01:43:21 current_test_accuracies 0.9520
20241029-01:43:21 no_c_quiz
20241029-01:43:21 weakest_accuracies [0.952]
20241029-01:43:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-01:54:09 train_loss 78 model 0 0.01861713098976761
20241029-01:54:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-01:55:51 test_loss 78 model 0 0.018911646865308284
20241029-01:55:51 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-01:57:27 test_accuracy 78 model 0 nb_correct 2311 / 2500 (92.44%)
20241029-01:57:27 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-01:59:41 wrote ae_*.pth
20241029-01:59:41 epoch_duration 16min20s next_finish 02:16:01
20241029-01:59:41 wrote state.pth
20241029-01:59:41 --- epoch 79 ----------------------------------------
20241029-01:59:41 current_test_accuracies 0.9244
20241029-01:59:41 no_c_quiz
20241029-01:59:41 weakest_accuracies [0.9244]
20241029-01:59:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-02:10:33 train_loss 79 model 0 0.018160357221448795
20241029-02:10:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-02:12:10 test_loss 79 model 0 0.020775781661272048
20241029-02:12:10 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-02:13:53 test_accuracy 79 model 0 nb_correct 2305 / 2500 (92.20%)
20241029-02:13:53 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-02:16:01 wrote ae_*.pth
20241029-02:16:01 epoch_duration 16min20s next_finish 02:32:21
20241029-02:16:01 wrote state.pth
20241029-02:16:01 --- epoch 80 ----------------------------------------
20241029-02:16:01 current_test_accuracies 0.9220
20241029-02:16:01 no_c_quiz
20241029-02:16:01 weakest_accuracies [0.922]
20241029-02:16:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-02:27:03 train_loss 80 model 0 0.018284384748712183
20241029-02:27:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-02:28:47 test_loss 80 model 0 0.017031055372208358
20241029-02:28:47 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-02:30:23 test_accuracy 80 model 0 nb_correct 2419 / 2500 (96.76%)
20241029-02:30:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-02:32:25 wrote ae_*.pth
20241029-02:32:25 epoch_duration 16min24s next_finish 02:48:49
20241029-02:32:25 wrote state.pth
20241029-02:32:25 --- epoch 81 ----------------------------------------
20241029-02:32:25 current_test_accuracies 0.9676
20241029-02:32:25 no_c_quiz
20241029-02:32:25 weakest_accuracies [0.9676]
20241029-02:32:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-02:43:18 train_loss 81 model 0 0.0179690436094068
20241029-02:43:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-02:44:54 test_loss 81 model 0 0.01861847696546465
20241029-02:44:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-02:46:30 test_accuracy 81 model 0 nb_correct 2431 / 2500 (97.24%)
20241029-02:46:30 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-02:48:32 wrote ae_*.pth
20241029-02:48:32 epoch_duration 16min7s next_finish 03:04:39
20241029-02:48:32 wrote state.pth
20241029-02:48:32 --- epoch 82 ----------------------------------------
20241029-02:48:32 current_test_accuracies 0.9724
20241029-02:48:32 no_c_quiz
20241029-02:48:32 weakest_accuracies [0.9724]
20241029-02:48:32 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-02:59:23 train_loss 82 model 0 0.018181345975305886
20241029-02:59:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-03:00:58 test_loss 82 model 0 0.01666225318610668
20241029-03:00:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-03:02:33 test_accuracy 82 model 0 nb_correct 2403 / 2500 (96.12%)
20241029-03:02:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-03:04:34 wrote ae_*.pth
20241029-03:04:34 epoch_duration 16min2s next_finish 03:20:37
20241029-03:04:34 wrote state.pth
20241029-03:04:34 --- epoch 83 ----------------------------------------
20241029-03:04:34 current_test_accuracies 0.9612
20241029-03:04:34 no_c_quiz
20241029-03:04:34 weakest_accuracies [0.9612]
20241029-03:04:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-03:15:17 train_loss 83 model 0 0.018584250570414587
20241029-03:15:17 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-03:16:52 test_loss 83 model 0 0.01893917030375451
20241029-03:16:52 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-03:18:28 test_accuracy 83 model 0 nb_correct 2454 / 2500 (98.16%)
20241029-03:18:28 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-03:20:33 wrote ae_*.pth
20241029-03:20:33 epoch_duration 15min58s next_finish 03:36:31
20241029-03:20:33 wrote state.pth
20241029-03:20:33 --- epoch 84 ----------------------------------------
20241029-03:20:33 current_test_accuracies 0.9816
20241029-03:20:33 no_c_quiz
20241029-03:20:33 weakest_accuracies [0.9816]
20241029-03:20:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-03:31:22 train_loss 84 model 0 0.018216239307331853
20241029-03:31:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-03:32:57 test_loss 84 model 0 0.022222015134990215
20241029-03:32:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-03:34:33 test_accuracy 84 model 0 nb_correct 2313 / 2500 (92.52%)
20241029-03:34:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-03:36:40 wrote ae_*.pth
20241029-03:36:40 epoch_duration 16min6s next_finish 03:52:46
20241029-03:36:40 wrote state.pth
20241029-03:36:40 --- epoch 85 ----------------------------------------
20241029-03:36:40 current_test_accuracies 0.9252
20241029-03:36:40 no_c_quiz
20241029-03:36:40 weakest_accuracies [0.9252]
20241029-03:36:40 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-03:47:23 train_loss 85 model 0 0.017827571616927163
20241029-03:47:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-03:48:59 test_loss 85 model 0 0.02169267050176859
20241029-03:48:59 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-03:50:43 test_accuracy 85 model 0 nb_correct 2389 / 2500 (95.56%)
20241029-03:50:43 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-03:52:46 wrote ae_*.pth
20241029-03:52:46 epoch_duration 16min6s next_finish 04:08:52
20241029-03:52:46 wrote state.pth
20241029-03:52:46 --- epoch 86 ----------------------------------------
20241029-03:52:46 current_test_accuracies 0.9556
20241029-03:52:46 no_c_quiz
20241029-03:52:46 weakest_accuracies [0.9556]
20241029-03:52:46 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-04:03:46 train_loss 86 model 0 0.01778173740901984
20241029-04:03:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-04:05:23 test_loss 86 model 0 0.020418672110885383
20241029-04:05:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-04:07:01 test_accuracy 86 model 0 nb_correct 2445 / 2500 (97.80%)
20241029-04:07:01 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-04:09:09 wrote ae_*.pth
20241029-04:09:09 epoch_duration 16min23s next_finish 04:25:33
20241029-04:09:09 wrote state.pth
20241029-04:09:09 --- epoch 87 ----------------------------------------
20241029-04:09:09 current_test_accuracies 0.9780
20241029-04:09:09 no_c_quiz
20241029-04:09:09 weakest_accuracies [0.978]
20241029-04:09:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-04:20:03 train_loss 87 model 0 0.017600590408663266
20241029-04:20:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-04:21:39 test_loss 87 model 0 0.018318527050316332
20241029-04:21:39 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-04:23:14 test_accuracy 87 model 0 nb_correct 2350 / 2500 (94.00%)
20241029-04:23:14 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-04:25:16 wrote ae_*.pth
20241029-04:25:16 epoch_duration 16min6s next_finish 04:41:22
20241029-04:25:16 wrote state.pth
20241029-04:25:16 --- epoch 88 ----------------------------------------
20241029-04:25:16 current_test_accuracies 0.9400
20241029-04:25:16 no_c_quiz
20241029-04:25:16 weakest_accuracies [0.94]
20241029-04:25:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-04:36:14 train_loss 88 model 0 0.017825274482322857
20241029-04:36:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-04:37:49 test_loss 88 model 0 0.014834465757012368
20241029-04:37:49 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-04:39:26 test_accuracy 88 model 0 nb_correct 2297 / 2500 (91.88%)
20241029-04:39:26 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-04:41:28 wrote ae_*.pth
20241029-04:41:28 epoch_duration 16min12s next_finish 04:57:40
20241029-04:41:28 wrote state.pth
20241029-04:41:28 --- epoch 89 ----------------------------------------
20241029-04:41:28 current_test_accuracies 0.9188
20241029-04:41:28 no_c_quiz
20241029-04:41:28 weakest_accuracies [0.9188]
20241029-04:41:28 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-04:52:13 train_loss 89 model 0 0.017801105410885067
20241029-04:52:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-04:53:48 test_loss 89 model 0 0.017196205511689187
20241029-04:53:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-04:55:23 test_accuracy 89 model 0 nb_correct 2440 / 2500 (97.60%)
20241029-04:55:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-04:57:24 wrote ae_*.pth
20241029-04:57:24 epoch_duration 15min56s next_finish 05:13:20
20241029-04:57:24 wrote state.pth
20241029-04:57:24 --- epoch 90 ----------------------------------------
20241029-04:57:24 current_test_accuracies 0.9760
20241029-04:57:24 no_c_quiz
20241029-04:57:24 weakest_accuracies [0.976]
20241029-04:57:24 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-05:08:16 train_loss 90 model 0 0.017710489064082503
20241029-05:08:16 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-05:09:50 test_loss 90 model 0 0.017298077672719955
20241029-05:09:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-05:11:26 test_accuracy 90 model 0 nb_correct 2396 / 2500 (95.84%)
20241029-05:11:26 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-05:13:28 wrote ae_*.pth
20241029-05:13:28 epoch_duration 16min3s next_finish 05:29:31
20241029-05:13:28 wrote state.pth
20241029-05:13:28 --- epoch 91 ----------------------------------------
20241029-05:13:28 current_test_accuracies 0.9584
20241029-05:13:28 no_c_quiz
20241029-05:13:28 weakest_accuracies [0.9584]
20241029-05:13:28 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-05:24:24 train_loss 91 model 0 0.017647278781048954
20241029-05:24:24 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-05:25:59 test_loss 91 model 0 0.017422346148639918
20241029-05:25:59 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-05:27:34 test_accuracy 91 model 0 nb_correct 2453 / 2500 (98.12%)
20241029-05:27:34 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-05:29:38 wrote ae_*.pth
20241029-05:29:38 epoch_duration 16min10s next_finish 05:45:49
20241029-05:29:38 wrote state.pth
20241029-05:29:38 --- epoch 92 ----------------------------------------
20241029-05:29:38 current_test_accuracies 0.9812
20241029-05:29:38 no_c_quiz
20241029-05:29:38 weakest_accuracies [0.9812]
20241029-05:29:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-05:40:27 train_loss 92 model 0 0.017927061358024365
20241029-05:40:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-05:42:08 test_loss 92 model 0 0.020354864709079264
20241029-05:42:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-05:43:50 test_accuracy 92 model 0 nb_correct 2459 / 2500 (98.36%)
20241029-05:43:50 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-05:45:55 wrote ae_*.pth
20241029-05:45:55 epoch_duration 16min16s next_finish 06:02:12
20241029-05:45:55 wrote state.pth
20241029-05:45:55 --- epoch 93 ----------------------------------------
20241029-05:45:55 current_test_accuracies 0.9836
20241029-05:45:55 no_c_quiz
20241029-05:45:55 weakest_accuracies [0.9836]
20241029-05:45:55 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-05:56:50 train_loss 93 model 0 0.017275812694150953
20241029-05:56:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-05:58:25 test_loss 93 model 0 0.015321500299498438
20241029-05:58:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-06:00:02 test_accuracy 93 model 0 nb_correct 2403 / 2500 (96.12%)
20241029-06:00:02 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-06:02:03 wrote ae_*.pth
20241029-06:02:03 epoch_duration 16min8s next_finish 06:18:11
20241029-06:02:03 wrote state.pth
20241029-06:02:03 --- epoch 94 ----------------------------------------
20241029-06:02:03 current_test_accuracies 0.9612
20241029-06:02:03 no_c_quiz
20241029-06:02:03 weakest_accuracies [0.9612]
20241029-06:02:03 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-06:12:48 train_loss 94 model 0 0.01739834408974275
20241029-06:12:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-06:14:27 test_loss 94 model 0 0.023966322652995586
20241029-06:14:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-06:16:03 test_accuracy 94 model 0 nb_correct 2354 / 2500 (94.16%)
20241029-06:16:03 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-06:18:11 wrote ae_*.pth
20241029-06:18:11 epoch_duration 16min7s next_finish 06:34:19
20241029-06:18:11 wrote state.pth
20241029-06:18:11 --- epoch 95 ----------------------------------------
20241029-06:18:11 current_test_accuracies 0.9416
20241029-06:18:11 no_c_quiz
20241029-06:18:11 weakest_accuracies [0.9416]
20241029-06:18:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-06:29:12 train_loss 95 model 0 0.017559752013091928
20241029-06:29:12 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-06:30:48 test_loss 95 model 0 0.01938364527374506
20241029-06:30:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-06:32:24 test_accuracy 95 model 0 nb_correct 2329 / 2500 (93.16%)
20241029-06:32:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-06:34:33 wrote ae_*.pth
20241029-06:34:33 epoch_duration 16min21s next_finish 06:50:55
20241029-06:34:33 wrote state.pth
20241029-06:34:33 --- epoch 96 ----------------------------------------
20241029-06:34:33 current_test_accuracies 0.9316
20241029-06:34:33 no_c_quiz
20241029-06:34:33 weakest_accuracies [0.9316]
20241029-06:34:33 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-06:45:23 train_loss 96 model 0 0.01738207943122834
20241029-06:45:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-06:46:58 test_loss 96 model 0 0.01637338731996715
20241029-06:46:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-06:48:33 test_accuracy 96 model 0 nb_correct 2432 / 2500 (97.28%)
20241029-06:48:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-06:50:41 wrote ae_*.pth
20241029-06:50:41 epoch_duration 16min7s next_finish 07:06:49
20241029-06:50:41 wrote state.pth
20241029-06:50:41 --- epoch 97 ----------------------------------------
20241029-06:50:41 current_test_accuracies 0.9728
20241029-06:50:41 no_c_quiz
20241029-06:50:41 weakest_accuracies [0.9728]
20241029-06:50:41 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-07:01:30 train_loss 97 model 0 0.01755208156146109
20241029-07:01:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-07:03:07 test_loss 97 model 0 0.01763363865017891
20241029-07:03:07 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-07:04:44 test_accuracy 97 model 0 nb_correct 2425 / 2500 (97.00%)
20241029-07:04:44 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-07:06:52 wrote ae_*.pth
20241029-07:06:52 epoch_duration 16min11s next_finish 07:23:03
20241029-07:06:52 wrote state.pth
20241029-07:06:52 --- epoch 98 ----------------------------------------
20241029-07:06:52 current_test_accuracies 0.9700
20241029-07:06:52 no_c_quiz
20241029-07:06:52 weakest_accuracies [0.97]
20241029-07:06:52 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-07:17:43 train_loss 98 model 0 0.017672902393061667
20241029-07:17:43 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-07:19:19 test_loss 98 model 0 0.01701413829997182
20241029-07:19:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-07:20:56 test_accuracy 98 model 0 nb_correct 2441 / 2500 (97.64%)
20241029-07:20:56 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-07:22:57 wrote ae_*.pth
20241029-07:22:57 epoch_duration 16min5s next_finish 07:39:03
20241029-07:22:57 wrote state.pth
20241029-07:22:57 --- epoch 99 ----------------------------------------
20241029-07:22:57 current_test_accuracies 0.9764
20241029-07:22:57 no_c_quiz
20241029-07:22:57 weakest_accuracies [0.9764]
20241029-07:22:57 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-07:33:44 train_loss 99 model 0 0.017566377770947293
20241029-07:33:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-07:35:19 test_loss 99 model 0 0.01621453527547419
20241029-07:35:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-07:36:54 test_accuracy 99 model 0 nb_correct 2392 / 2500 (95.68%)
20241029-07:36:54 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-07:38:54 wrote ae_*.pth
20241029-07:38:54 epoch_duration 15min56s next_finish 07:54:50
20241029-07:38:54 wrote state.pth
20241029-07:38:54 --- epoch 100 ----------------------------------------
20241029-07:38:54 current_test_accuracies 0.9568
20241029-07:38:54 no_c_quiz
20241029-07:38:54 weakest_accuracies [0.9568]
20241029-07:38:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-07:49:55 train_loss 100 model 0 0.01737271318649873
20241029-07:49:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-07:51:30 test_loss 100 model 0 0.01649465216882527
20241029-07:51:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-07:53:06 test_accuracy 100 model 0 nb_correct 2436 / 2500 (97.44%)
20241029-07:53:06 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-07:55:09 wrote ae_*.pth
20241029-07:55:09 epoch_duration 16min14s next_finish 08:11:23
20241029-07:55:09 wrote state.pth
20241029-07:55:09 --- epoch 101 ----------------------------------------
20241029-07:55:09 current_test_accuracies 0.9744
20241029-07:55:09 no_c_quiz
20241029-07:55:09 weakest_accuracies [0.9744]
20241029-07:55:09 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-08:06:00 train_loss 101 model 0 0.017268667281768284
20241029-08:06:00 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-08:07:35 test_loss 101 model 0 0.017980776380747555
20241029-08:07:35 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-08:09:10 test_accuracy 101 model 0 nb_correct 2439 / 2500 (97.56%)
20241029-08:09:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-08:11:12 wrote ae_*.pth
20241029-08:11:12 epoch_duration 16min3s next_finish 08:27:16
20241029-08:11:12 wrote state.pth
20241029-08:11:12 --- epoch 102 ----------------------------------------
20241029-08:11:12 current_test_accuracies 0.9756
20241029-08:11:12 no_c_quiz
20241029-08:11:12 weakest_accuracies [0.9756]
20241029-08:11:12 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-08:21:59 train_loss 102 model 0 0.01755680281035602
20241029-08:21:59 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-08:23:39 test_loss 102 model 0 0.015435557778924703
20241029-08:23:39 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-08:25:22 test_accuracy 102 model 0 nb_correct 2433 / 2500 (97.32%)
20241029-08:25:22 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-08:27:21 wrote ae_*.pth
20241029-08:27:21 epoch_duration 16min9s next_finish 08:43:31
20241029-08:27:21 wrote state.pth
20241029-08:27:21 --- epoch 103 ----------------------------------------
20241029-08:27:21 current_test_accuracies 0.9732
20241029-08:27:21 no_c_quiz
20241029-08:27:21 weakest_accuracies [0.9732]
20241029-08:27:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-08:38:08 train_loss 103 model 0 0.017502239320147783
20241029-08:38:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-08:39:47 test_loss 103 model 0 0.014670579675585032
20241029-08:39:47 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-08:41:23 test_accuracy 103 model 0 nb_correct 2439 / 2500 (97.56%)
20241029-08:41:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-08:43:26 wrote ae_*.pth
20241029-08:43:26 epoch_duration 16min4s next_finish 08:59:31
20241029-08:43:26 wrote state.pth
20241029-08:43:26 --- epoch 104 ----------------------------------------
20241029-08:43:26 current_test_accuracies 0.9756
20241029-08:43:26 no_c_quiz
20241029-08:43:26 weakest_accuracies [0.9756]
20241029-08:43:26 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-08:54:14 train_loss 104 model 0 0.017488015237962826
20241029-08:54:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-08:55:50 test_loss 104 model 0 0.01870225101429969
20241029-08:55:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-08:57:26 test_accuracy 104 model 0 nb_correct 2375 / 2500 (95.00%)
20241029-08:57:26 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-08:59:29 wrote ae_*.pth
20241029-08:59:29 epoch_duration 16min3s next_finish 09:15:32
20241029-08:59:29 wrote state.pth
20241029-08:59:29 --- epoch 105 ----------------------------------------
20241029-08:59:29 current_test_accuracies 0.9500
20241029-08:59:29 no_c_quiz
20241029-08:59:29 weakest_accuracies [0.95]
20241029-08:59:29 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-09:10:23 train_loss 105 model 0 0.016866816213307902
20241029-09:10:23 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-09:11:58 test_loss 105 model 0 0.018827652787440457
20241029-09:11:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-09:13:34 test_accuracy 105 model 0 nb_correct 2413 / 2500 (96.52%)
20241029-09:13:34 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-09:15:35 wrote ae_*.pth
20241029-09:15:35 epoch_duration 16min5s next_finish 09:31:40
20241029-09:15:35 wrote state.pth
20241029-09:15:35 --- epoch 106 ----------------------------------------
20241029-09:15:35 current_test_accuracies 0.9652
20241029-09:15:35 no_c_quiz
20241029-09:15:35 weakest_accuracies [0.9652]
20241029-09:15:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-09:26:31 train_loss 106 model 0 0.017289923960575833
20241029-09:26:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-09:28:09 test_loss 106 model 0 0.02214576841890812
20241029-09:28:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-09:29:46 test_accuracy 106 model 0 nb_correct 2279 / 2500 (91.16%)
20241029-09:29:46 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-09:31:53 wrote ae_*.pth
20241029-09:31:53 epoch_duration 16min18s next_finish 09:48:12
20241029-09:31:53 wrote state.pth
20241029-09:31:53 --- epoch 107 ----------------------------------------
20241029-09:31:53 current_test_accuracies 0.9116
20241029-09:31:53 no_c_quiz
20241029-09:31:53 weakest_accuracies [0.9116]
20241029-09:31:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-09:42:40 train_loss 107 model 0 0.017061668361141348
20241029-09:42:40 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-09:44:15 test_loss 107 model 0 0.015726502999663352
20241029-09:44:15 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-09:45:51 test_accuracy 107 model 0 nb_correct 2461 / 2500 (98.44%)
20241029-09:45:51 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-09:47:54 wrote ae_*.pth
20241029-09:47:54 epoch_duration 16min0s next_finish 10:03:55
20241029-09:47:54 wrote state.pth
20241029-09:47:54 --- epoch 108 ----------------------------------------
20241029-09:47:54 current_test_accuracies 0.9844
20241029-09:47:54 no_c_quiz
20241029-09:47:54 weakest_accuracies [0.9844]
20241029-09:47:54 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-09:58:50 train_loss 108 model 0 0.01751913232456427
20241029-09:58:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-10:00:25 test_loss 108 model 0 0.017010784573853015
20241029-10:00:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-10:02:00 test_accuracy 108 model 0 nb_correct 2435 / 2500 (97.40%)
20241029-10:02:00 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-10:04:04 wrote ae_*.pth
20241029-10:04:04 epoch_duration 16min9s next_finish 10:20:14
20241029-10:04:04 wrote state.pth
20241029-10:04:04 --- epoch 109 ----------------------------------------
20241029-10:04:04 current_test_accuracies 0.9740
20241029-10:04:04 no_c_quiz
20241029-10:04:04 weakest_accuracies [0.974]
20241029-10:04:04 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-10:15:02 train_loss 109 model 0 0.017209780964348467
20241029-10:15:02 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-10:16:37 test_loss 109 model 0 0.0196243667609524
20241029-10:16:37 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-10:18:13 test_accuracy 109 model 0 nb_correct 2375 / 2500 (95.00%)
20241029-10:18:13 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-10:20:16 wrote ae_*.pth
20241029-10:20:16 epoch_duration 16min11s next_finish 10:36:28
20241029-10:20:16 wrote state.pth
20241029-10:20:16 --- epoch 110 ----------------------------------------
20241029-10:20:16 current_test_accuracies 0.9500
20241029-10:20:16 no_c_quiz
20241029-10:20:16 weakest_accuracies [0.95]
20241029-10:20:16 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-10:31:14 train_loss 110 model 0 0.017266242193290964
20241029-10:31:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-10:32:49 test_loss 110 model 0 0.017340520705096424
20241029-10:32:49 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-10:34:25 test_accuracy 110 model 0 nb_correct 2399 / 2500 (95.96%)
20241029-10:34:25 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-10:36:25 wrote ae_*.pth
20241029-10:36:25 epoch_duration 16min8s next_finish 10:52:33
20241029-10:36:25 wrote state.pth
20241029-10:36:25 --- epoch 111 ----------------------------------------
20241029-10:36:25 current_test_accuracies 0.9596
20241029-10:36:25 no_c_quiz
20241029-10:36:25 weakest_accuracies [0.9596]
20241029-10:36:25 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-10:47:14 train_loss 111 model 0 0.016865416219783946
20241029-10:47:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-10:48:56 test_loss 111 model 0 0.015848537077195943
20241029-10:48:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-10:50:39 test_accuracy 111 model 0 nb_correct 2382 / 2500 (95.28%)
20241029-10:50:39 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-10:52:38 wrote ae_*.pth
20241029-10:52:38 epoch_duration 16min13s next_finish 11:08:52
20241029-10:52:38 wrote state.pth
20241029-10:52:38 --- epoch 112 ----------------------------------------
20241029-10:52:38 current_test_accuracies 0.9528
20241029-10:52:38 no_c_quiz
20241029-10:52:38 weakest_accuracies [0.9528]
20241029-10:52:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-11:03:37 train_loss 112 model 0 0.017195141469361262
20241029-11:03:37 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-11:05:12 test_loss 112 model 0 0.015623685609549284
20241029-11:05:12 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-11:06:47 test_accuracy 112 model 0 nb_correct 2320 / 2500 (92.80%)
20241029-11:06:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-11:08:50 wrote ae_*.pth
20241029-11:08:50 epoch_duration 16min11s next_finish 11:25:01
20241029-11:08:50 wrote state.pth
20241029-11:08:50 --- epoch 113 ----------------------------------------
20241029-11:08:50 current_test_accuracies 0.9280
20241029-11:08:50 no_c_quiz
20241029-11:08:50 weakest_accuracies [0.928]
20241029-11:08:50 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-11:19:46 train_loss 113 model 0 0.017187790397927165
20241029-11:19:46 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-11:21:21 test_loss 113 model 0 0.016757350884377957
20241029-11:21:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-11:22:57 test_accuracy 113 model 0 nb_correct 2438 / 2500 (97.52%)
20241029-11:22:57 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-11:25:07 wrote ae_*.pth
20241029-11:25:07 epoch_duration 16min17s next_finish 11:41:24
20241029-11:25:07 wrote state.pth
20241029-11:25:07 --- epoch 114 ----------------------------------------
20241029-11:25:07 current_test_accuracies 0.9752
20241029-11:25:07 no_c_quiz
20241029-11:25:07 weakest_accuracies [0.9752]
20241029-11:25:07 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-11:27:53 argv ./main.py --nb_models=1 --gpus=0 --batch_size=5 --eval_batch_size=5 --result_dir=results_culture_elastic_20_100 --learning_rate=1e-4 --nb_blocks=10 --resume --accuracy_to_make_c_quizzes=0.99
20241029-11:27:53 args.log_filename train.log
20241029-11:27:53 args.result_dir results_culture_elastic_20_100
20241029-11:27:53 args.seed 0
20241029-11:27:53 args.resume True
20241029-11:27:53 args.optimizer adam
20241029-11:27:53 args.nb_warmup_samples 5000
20241029-11:27:53 args.nb_epochs 10000
20241029-11:27:53 args.batch_size 5
20241029-11:27:53 args.train_batch_size None
20241029-11:27:53 args.eval_batch_size 5
20241029-11:27:53 args.nb_train_samples 50000
20241029-11:27:53 args.nb_test_samples 2500
20241029-11:27:53 args.nb_c_quizzes 5000
20241029-11:27:53 args.c_quiz_multiplier 1
20241029-11:27:53 args.learning_rate 0.0001
20241029-11:27:53 args.gradient_clipping None
20241029-11:27:53 args.nb_have_to_be_correct 3
20241029-11:27:53 args.nb_have_to_be_wrong 1
20241029-11:27:53 args.nb_mistakes_to_be_wrong 5
20241029-11:27:53 args.model_type standard
20241029-11:27:53 args.model 37M
20241029-11:27:53 args.dim_model 512
20241029-11:27:53 args.dim_keys 64
20241029-11:27:53 args.dim_hidden 2048
20241029-11:27:53 args.nb_heads 8
20241029-11:27:53 args.nb_blocks 10
20241029-11:27:53 args.dropout 0.5
20241029-11:27:53 args.nb_threads 1
20241029-11:27:53 args.gpus 0
20241029-11:27:53 args.nb_models 1
20241029-11:27:53 args.diffusion_nb_iterations 25
20241029-11:27:53 args.diffusion_proba_corruption 0.05
20241029-11:27:53 args.accuracy_to_make_c_quizzes 0.99
20241029-11:27:53 args.proba_prompt_noise 0.05
20241029-11:27:53 args.proba_hint 0.25
20241029-11:27:53 args.quizzes None
20241029-11:27:53 args.test None
20241029-11:27:53 args.grids_world_tasks replace_color,translate,grow,frame
20241029-11:27:53 main_device cuda:0 gpus ['cuda:0']
20241029-11:27:53 vocabulary_size 11
20241029-11:27:54 successfully loaded ae_000.pth
20241029-11:27:54 successfully loaded state.pth
20241029-11:27:54 nb_parameters 56722955 (56M)
20241029-11:27:54 wrote state.pth
20241029-11:27:54 --- epoch 114 ----------------------------------------
20241029-11:27:54 current_test_accuracies 0.9752
20241029-11:27:54 no_c_quiz
20241029-11:27:54 weakest_accuracies [0.9752]
20241029-11:28:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-11:39:02 train_loss 114 model 0 0.01704107144335285
20241029-11:39:02 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-11:39:52 test_loss 114 model 0 0.017533180257712958
20241029-11:39:52 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-11:40:42 test_accuracy 114 model 0 nb_correct 2466 / 2500 (98.64%)
20241029-11:40:42 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-11:41:45 wrote ae_*.pth
20241029-11:41:45 epoch_duration 13min50s next_finish 11:55:35
20241029-11:41:45 wrote state.pth
20241029-11:41:45 --- epoch 115 ----------------------------------------
20241029-11:41:45 current_test_accuracies 0.9864
20241029-11:41:45 no_c_quiz
20241029-11:41:45 weakest_accuracies [0.9864]
20241029-11:41:45 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-11:52:29 train_loss 115 model 0 0.01724764734883793
20241029-11:52:29 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-11:53:19 test_loss 115 model 0 0.014342031044885515
20241029-11:53:19 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-11:54:10 test_accuracy 115 model 0 nb_correct 2459 / 2500 (98.36%)
20241029-11:54:10 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-11:55:14 wrote ae_*.pth
20241029-11:55:14 epoch_duration 13min29s next_finish 12:08:43
20241029-11:55:14 wrote state.pth
20241029-11:55:14 --- epoch 116 ----------------------------------------
20241029-11:55:14 current_test_accuracies 0.9836
20241029-11:55:14 no_c_quiz
20241029-11:55:14 weakest_accuracies [0.9836]
20241029-11:55:14 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-12:06:04 train_loss 116 model 0 0.01686168131562881
20241029-12:06:04 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-12:06:54 test_loss 116 model 0 0.013210392320295796
20241029-12:06:54 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-12:07:43 test_accuracy 116 model 0 nb_correct 2459 / 2500 (98.36%)
20241029-12:07:43 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-12:08:53 wrote ae_*.pth
20241029-12:08:53 epoch_duration 13min38s next_finish 12:22:31
20241029-12:08:53 wrote state.pth
20241029-12:08:53 --- epoch 117 ----------------------------------------
20241029-12:08:53 current_test_accuracies 0.9836
20241029-12:08:53 no_c_quiz
20241029-12:08:53 weakest_accuracies [0.9836]
20241029-12:08:53 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-12:19:45 train_loss 117 model 0 0.016739550174516626
20241029-12:19:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-12:20:35 test_loss 117 model 0 0.01589671892672777
20241029-12:20:35 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-12:21:25 test_accuracy 117 model 0 nb_correct 2458 / 2500 (98.32%)
20241029-12:21:25 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-12:22:28 wrote ae_*.pth
20241029-12:22:28 epoch_duration 13min35s next_finish 12:36:04
20241029-12:22:28 wrote state.pth
20241029-12:22:28 --- epoch 118 ----------------------------------------
20241029-12:22:28 current_test_accuracies 0.9832
20241029-12:22:28 no_c_quiz
20241029-12:22:28 weakest_accuracies [0.9832]
20241029-12:22:28 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-12:33:22 train_loss 118 model 0 0.01716984022310935
20241029-12:33:22 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-12:34:11 test_loss 118 model 0 0.01548750540614128
20241029-12:34:11 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-12:35:01 test_accuracy 118 model 0 nb_correct 2459 / 2500 (98.36%)
20241029-12:35:01 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-12:36:06 wrote ae_*.pth
20241029-12:36:06 epoch_duration 13min37s next_finish 12:49:44
20241029-12:36:06 wrote state.pth
20241029-12:36:06 --- epoch 119 ----------------------------------------
20241029-12:36:06 current_test_accuracies 0.9836
20241029-12:36:06 no_c_quiz
20241029-12:36:06 weakest_accuracies [0.9836]
20241029-12:36:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-12:47:03 train_loss 119 model 0 0.01697718269834295
20241029-12:47:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-12:47:57 test_loss 119 model 0 0.01491802873229608
20241029-12:47:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-12:48:47 test_accuracy 119 model 0 nb_correct 2457 / 2500 (98.28%)
20241029-12:48:47 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-12:49:56 wrote ae_*.pth
20241029-12:49:56 epoch_duration 13min49s next_finish 13:03:45
20241029-12:49:56 wrote state.pth
20241029-12:49:56 --- epoch 120 ----------------------------------------
20241029-12:49:56 current_test_accuracies 0.9828
20241029-12:49:56 no_c_quiz
20241029-12:49:56 weakest_accuracies [0.9828]
20241029-12:49:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-13:00:55 train_loss 120 model 0 0.01707963885637
20241029-13:00:55 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:01:44 test_loss 120 model 0 0.013982936131302267
20241029-13:01:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:02:34 test_accuracy 120 model 0 nb_correct 2442 / 2500 (97.68%)
20241029-13:02:34 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-13:03:38 wrote ae_*.pth
20241029-13:03:38 epoch_duration 13min42s next_finish 13:17:21
20241029-13:03:38 wrote state.pth
20241029-13:03:38 --- epoch 121 ----------------------------------------
20241029-13:03:38 current_test_accuracies 0.9768
20241029-13:03:38 no_c_quiz
20241029-13:03:38 weakest_accuracies [0.9768]
20241029-13:03:38 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-13:14:45 train_loss 121 model 0 0.016727129889931528
20241029-13:14:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:15:34 test_loss 121 model 0 0.014029235023539513
20241029-13:15:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:16:28 test_accuracy 121 model 0 nb_correct 2456 / 2500 (98.24%)
20241029-13:16:28 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-13:17:31 wrote ae_*.pth
20241029-13:17:31 epoch_duration 13min52s next_finish 13:31:23
20241029-13:17:31 wrote state.pth
20241029-13:17:31 --- epoch 122 ----------------------------------------
20241029-13:17:31 current_test_accuracies 0.9824
20241029-13:17:31 no_c_quiz
20241029-13:17:31 weakest_accuracies [0.9824]
20241029-13:17:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-13:28:34 train_loss 122 model 0 0.016637443519674708
20241029-13:28:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:29:27 test_loss 122 model 0 0.016250432089786045
20241029-13:29:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:30:18 test_accuracy 122 model 0 nb_correct 2473 / 2500 (98.92%)
20241029-13:30:18 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-13:31:21 wrote ae_*.pth
20241029-13:31:21 epoch_duration 13min50s next_finish 13:45:11
20241029-13:31:21 wrote state.pth
20241029-13:31:21 --- epoch 123 ----------------------------------------
20241029-13:31:21 current_test_accuracies 0.9892
20241029-13:31:21 no_c_quiz
20241029-13:31:21 weakest_accuracies [0.9892]
20241029-13:31:21 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-13:42:24 train_loss 123 model 0 0.01720897025151062
20241029-13:42:24 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:43:14 test_loss 123 model 0 0.018512929893098773
20241029-13:43:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:44:08 test_accuracy 123 model 0 nb_correct 2458 / 2500 (98.32%)
20241029-13:44:08 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-13:45:17 wrote ae_*.pth
20241029-13:45:17 epoch_duration 13min56s next_finish 13:59:13
20241029-13:45:17 wrote state.pth
20241029-13:45:17 --- epoch 124 ----------------------------------------
20241029-13:45:17 current_test_accuracies 0.9832
20241029-13:45:17 no_c_quiz
20241029-13:45:17 weakest_accuracies [0.9832]
20241029-13:45:17 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-13:56:15 train_loss 124 model 0 0.016608665029832628
20241029-13:56:15 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:57:05 test_loss 124 model 0 0.01336569195287302
20241029-13:57:05 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-13:57:55 test_accuracy 124 model 0 nb_correct 2463 / 2500 (98.52%)
20241029-13:57:55 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-13:58:59 wrote ae_*.pth
20241029-13:58:59 epoch_duration 13min41s next_finish 14:12:40
20241029-13:58:59 wrote state.pth
20241029-13:58:59 --- epoch 125 ----------------------------------------
20241029-13:58:59 current_test_accuracies 0.9852
20241029-13:58:59 no_c_quiz
20241029-13:58:59 weakest_accuracies [0.9852]
20241029-13:58:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-14:09:53 train_loss 125 model 0 0.016730659456993452
20241029-14:09:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-14:10:44 test_loss 125 model 0 0.015653825072571636
20241029-14:10:44 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-14:11:35 test_accuracy 125 model 0 nb_correct 2474 / 2500 (98.96%)
20241029-14:11:35 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-14:12:47 wrote ae_*.pth
20241029-14:12:47 epoch_duration 13min48s next_finish 14:26:35
20241029-14:12:47 wrote state.pth
20241029-14:12:47 --- epoch 126 ----------------------------------------
20241029-14:12:47 current_test_accuracies 0.9896
20241029-14:12:47 no_c_quiz
20241029-14:12:47 weakest_accuracies [0.9896]
20241029-14:12:47 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-14:23:41 train_loss 126 model 0 0.016144586404738946
20241029-14:23:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-14:24:33 test_loss 126 model 0 0.015888235729187728
20241029-14:24:33 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-14:25:24 test_accuracy 126 model 0 nb_correct 2455 / 2500 (98.20%)
20241029-14:25:24 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-14:26:27 wrote ae_*.pth
20241029-14:26:27 epoch_duration 13min40s next_finish 14:40:07
20241029-14:26:27 wrote state.pth
20241029-14:26:27 --- epoch 127 ----------------------------------------
20241029-14:26:27 current_test_accuracies 0.9820
20241029-14:26:27 no_c_quiz
20241029-14:26:27 weakest_accuracies [0.982]
20241029-14:26:27 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-14:37:18 train_loss 127 model 0 0.016374922651518135
20241029-14:37:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-14:38:08 test_loss 127 model 0 0.015476269682170822
20241029-14:38:08 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-14:38:57 test_accuracy 127 model 0 nb_correct 2454 / 2500 (98.16%)
20241029-14:38:57 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-14:40:01 wrote ae_*.pth
20241029-14:40:01 epoch_duration 13min33s next_finish 14:53:34
20241029-14:40:01 wrote state.pth
20241029-14:40:01 --- epoch 128 ----------------------------------------
20241029-14:40:01 current_test_accuracies 0.9816
20241029-14:40:01 no_c_quiz
20241029-14:40:01 weakest_accuracies [0.9816]
20241029-14:40:01 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-14:51:01 train_loss 128 model 0 0.016649341209232806
20241029-14:51:02 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-14:51:51 test_loss 128 model 0 0.014642727691680194
20241029-14:51:51 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-14:52:46 test_accuracy 128 model 0 nb_correct 2463 / 2500 (98.52%)
20241029-14:52:46 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-14:53:49 wrote ae_*.pth
20241029-14:53:49 epoch_duration 13min48s next_finish 15:07:38
20241029-14:53:49 wrote state.pth
20241029-14:53:49 --- epoch 129 ----------------------------------------
20241029-14:53:49 current_test_accuracies 0.9852
20241029-14:53:49 no_c_quiz
20241029-14:53:49 weakest_accuracies [0.9852]
20241029-14:53:49 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-15:04:50 train_loss 129 model 0 0.016541401957720518
20241029-15:04:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-15:05:39 test_loss 129 model 0 0.015184007728588767
20241029-15:05:39 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-15:06:33 test_accuracy 129 model 0 nb_correct 2461 / 2500 (98.44%)
20241029-15:06:33 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-15:07:42 wrote ae_*.pth
20241029-15:07:42 epoch_duration 13min52s next_finish 15:21:34
20241029-15:07:42 wrote state.pth
20241029-15:07:42 --- epoch 130 ----------------------------------------
20241029-15:07:42 current_test_accuracies 0.9844
20241029-15:07:42 no_c_quiz
20241029-15:07:42 weakest_accuracies [0.9844]
20241029-15:07:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-15:18:32 train_loss 130 model 0 0.016538438543118535
20241029-15:18:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-15:19:21 test_loss 130 model 0 0.015383451590314507
20241029-15:19:21 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-15:20:15 test_accuracy 130 model 0 nb_correct 2451 / 2500 (98.04%)
20241029-15:20:15 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-15:21:20 wrote ae_*.pth
20241029-15:21:20 epoch_duration 13min38s next_finish 15:34:58
20241029-15:21:20 wrote state.pth
20241029-15:21:20 --- epoch 131 ----------------------------------------
20241029-15:21:20 current_test_accuracies 0.9804
20241029-15:21:20 no_c_quiz
20241029-15:21:20 weakest_accuracies [0.9804]
20241029-15:21:20 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-15:31:58 train_loss 131 model 0 0.016677436876203863
20241029-15:31:58 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-15:32:48 test_loss 131 model 0 0.014931536298710853
20241029-15:32:48 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-15:33:38 test_accuracy 131 model 0 nb_correct 2459 / 2500 (98.36%)
20241029-15:33:38 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-15:34:42 wrote ae_*.pth
20241029-15:34:42 epoch_duration 13min22s next_finish 15:48:04
20241029-15:34:42 wrote state.pth
20241029-15:34:42 --- epoch 132 ----------------------------------------
20241029-15:34:42 current_test_accuracies 0.9836
20241029-15:34:42 no_c_quiz
20241029-15:34:42 weakest_accuracies [0.9836]
20241029-15:34:42 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-15:45:40 train_loss 132 model 0 0.016527286999346687
20241029-15:45:40 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-15:46:30 test_loss 132 model 0 0.01597724718693644
20241029-15:46:30 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-15:47:23 test_accuracy 132 model 0 nb_correct 2464 / 2500 (98.56%)
20241029-15:47:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-15:48:31 wrote ae_*.pth
20241029-15:48:31 epoch_duration 13min49s next_finish 16:02:21
20241029-15:48:31 wrote state.pth
20241029-15:48:31 --- epoch 133 ----------------------------------------
20241029-15:48:31 current_test_accuracies 0.9856
20241029-15:48:31 no_c_quiz
20241029-15:48:31 weakest_accuracies [0.9856]
20241029-15:48:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-15:59:27 train_loss 133 model 0 0.01629290276230313
20241029-15:59:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-16:00:17 test_loss 133 model 0 0.01666122449748218
20241029-16:00:17 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-16:01:06 test_accuracy 133 model 0 nb_correct 2456 / 2500 (98.24%)
20241029-16:01:06 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-16:02:11 wrote ae_*.pth
20241029-16:02:11 epoch_duration 13min40s next_finish 16:15:51
20241029-16:02:11 wrote state.pth
20241029-16:02:11 --- epoch 134 ----------------------------------------
20241029-16:02:11 current_test_accuracies 0.9824
20241029-16:02:11 no_c_quiz
20241029-16:02:11 weakest_accuracies [0.9824]
20241029-16:02:11 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241029-16:13:03 train_loss 134 model 0 0.016551595824817196
20241029-16:13:03 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-16:13:57 test_loss 134 model 0 0.015271690087160096
20241029-16:13:57 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241029-16:14:51 test_accuracy 134 model 0 nb_correct 2476 / 2500 (99.04%)
20241029-16:14:51 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241029-16:15:59 wrote ae_*.pth
20241029-16:15:59 epoch_duration 13min48s next_finish 16:29:47
20241029-16:15:59 wrote state.pth
20241029-16:15:59 --- epoch 135 ----------------------------------------
20241029-16:15:59 current_test_accuracies 0.9904
20241029-16:16:00 wrote ae_*_naive.pth
20241029-16:16:25 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:16:48 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:17:11 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:17:35 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:17:57 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:18:21 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:18:44 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:19:08 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:19:31 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:19:54 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:20:17 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:20:41 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:21:04 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:21:28 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:21:51 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:22:14 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:22:37 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:23:01 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:23:24 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:23:48 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:24:11 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:24:34 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:24:58 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:25:21 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:25:44 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:26:08 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:26:31 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:26:54 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:27:17 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:27:40 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:28:04 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:28:27 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:28:51 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:29:14 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:29:37 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:30:00 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:30:24 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:30:48 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:31:11 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241029-16:32:21 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241029-16:33:08 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241029-16:33:54 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:34:18 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:34:41 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:35:04 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241029-16:35:51 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:36:15 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:36:38 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:37:01 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:37:24 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:37:48 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:38:11 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:38:34 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:38:57 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:39:20 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:39:44 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:40:07 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:40:30 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:40:54 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:41:17 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:41:41 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241029-16:42:51 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:43:14 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241029-16:44:48 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241029-16:45:35 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241029-16:47:32 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241029-16:47:55 nb_validated 0 model 0 (finishes ??? -- 0/h)
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