20240804-16:40:49 argv ./main.py --result_dir=results_sigma --nb_train_samples=40000 --nb_test_samples=2000 --grids_world_tasks=replace_color,translate,grow,half_fill,frame,detect,corners,contact --accuracy_to_make_c_quizzes=0.95 --prompt_noise=0.05
20240804-16:40:49 args.log_filename train.log
20240804-16:40:49 args.result_dir results_sigma
20240804-16:40:49 args.seed 0
20240804-16:40:49 args.resume False
20240804-16:40:49 args.max_percents_of_test_in_train -1
20240804-16:40:49 args.log_command None
20240804-16:40:49 args.nb_epochs 10000
20240804-16:40:49 args.batch_size 25
20240804-16:40:49 args.physical_batch_size None
20240804-16:40:49 args.inference_batch_size 50
20240804-16:40:49 args.nb_train_samples 40000
20240804-16:40:49 args.nb_test_samples 2000
20240804-16:40:49 args.nb_new_c_quizzes_for_train None
20240804-16:40:49 args.nb_new_c_quizzes_for_test None
20240804-16:40:49 args.learning_rate 0.0005
20240804-16:40:49 args.model 37M
20240804-16:40:49 args.dim_model 512
20240804-16:40:49 args.dim_keys 64
20240804-16:40:49 args.dim_hidden 2048
20240804-16:40:49 args.nb_heads 8
20240804-16:40:49 args.nb_blocks 12
20240804-16:40:49 args.dropout 0.1
20240804-16:40:49 args.deterministic_synthesis False
20240804-16:40:49 args.problem grids
20240804-16:40:49 args.nb_threads 1
20240804-16:40:49 args.gpus all
20240804-16:40:49 args.nb_gpts 5
20240804-16:40:49 args.max_fail_to_validate 2
20240804-16:40:49 args.accuracy_to_make_c_quizzes 0.95
20240804-16:40:49 args.proba_understands 0.95
20240804-16:40:49 args.proba_not_understands 0.5
20240804-16:40:49 args.temperature_hot 1.5
20240804-16:40:49 args.temperature_cold 1
20240804-16:40:49 args.prompt_noise 0.05
20240804-16:40:49 args.nb_averaging_rounds 3
20240804-16:40:49 args.dirty_debug False
20240804-16:40:49 args.test None
20240804-16:40:49 args.grids_world_tasks replace_color,translate,grow,half_fill,frame,detect,corners,contact
20240804-16:40:49 args.grids_science_tasks None
20240804-16:40:49 args.sky_height 6
20240804-16:40:49 args.sky_width 8
20240804-16:40:49 args.sky_nb_birds 3
20240804-16:40:49 args.sky_nb_iterations 2
20240804-16:40:49 args.sky_speed 3
20240804-16:41:03 main_device cuda:0 gpus ['cuda:0']
20240804-16:41:03 vocabulary_size 15
20240804-16:41:03 creating model 0 and its w_quizzes
20240804-16:41:09 creating model 1 and its w_quizzes
20240804-16:41:23 creating model 2 and its w_quizzes
20240804-16:41:36 creating model 3 and its w_quizzes
20240804-16:41:49 creating model 4 and its w_quizzes
20240804-16:42:03 nb_parameters 37819407 (37M)
20240804-16:42:03 nb_new_c_quizzes_for_train 400 nb_new_c_quizzes_for_test 20
20240804-16:42:03 wrote state.pth
20240804-16:42:03 --- epoch 0 ----------------------------------------
20240804-16:42:03 current_test_accuracies 0.0000 0.0000 0.0000 0.0000 0.0000
20240804-16:42:03 training model 0
20240804-16:47:32 train_perplexity 0 model 0 3.1322822817144904
20240804-16:47:37 test_perplexity 0 model 0 1.5180641230291545
20240804-16:49:33 test_accuracy 0 model 0 val 1 / 1644
20240804-16:49:35 wrote gpt_000.pth
20240804-16:49:59 wrote non_validated_0000_00.png
20240804-16:49:59 wrote state.pth
20240804-16:49:59 --- epoch 1 ----------------------------------------
20240804-16:49:59 current_test_accuracies 0.0006 0.0000 0.0000 0.0000 0.0000
20240804-16:49:59 training model 1
20240804-16:55:27 train_perplexity 1 model 1 3.204169875042191
20240804-16:55:33 test_perplexity 1 model 1 1.5485830679240726
20240804-16:57:27 test_accuracy 1 model 1 val 2 / 1609
20240804-16:57:28 wrote gpt_001.pth
20240804-16:57:51 wrote non_validated_0001_01.png
20240804-16:57:51 wrote state.pth
20240804-16:57:51 --- epoch 2 ----------------------------------------
20240804-16:57:51 current_test_accuracies 0.0006 0.0012 0.0000 0.0000 0.0000
20240804-16:57:51 training model 2
20240804-17:03:20 train_perplexity 2 model 2 3.1442353421341593
20240804-17:03:26 test_perplexity 2 model 2 1.5438618424066792
20240804-17:05:19 test_accuracy 2 model 2 val 2 / 1573
20240804-17:05:20 wrote gpt_002.pth
20240804-17:05:44 wrote non_validated_0002_02.png
20240804-17:05:44 wrote state.pth
20240804-17:05:44 --- epoch 3 ----------------------------------------
20240804-17:05:44 current_test_accuracies 0.0006 0.0012 0.0013 0.0000 0.0000
20240804-17:05:44 training model 3
20240804-17:11:12 train_perplexity 3 model 3 3.252081442231453
20240804-17:11:18 test_perplexity 3 model 3 1.5465284934578951
20240804-17:13:11 test_accuracy 3 model 3 val 1 / 1595
20240804-17:13:13 wrote gpt_003.pth
20240804-17:13:36 wrote non_validated_0003_03.png
20240804-17:13:37 wrote state.pth
20240804-17:13:37 --- epoch 4 ----------------------------------------
20240804-17:13:37 current_test_accuracies 0.0006 0.0012 0.0013 0.0006 0.0000
20240804-17:13:37 training model 4
20240804-17:19:05 train_perplexity 4 model 4 3.222227717134734
20240804-17:19:11 test_perplexity 4 model 4 1.546729418041316
20240804-17:21:05 test_accuracy 4 model 4 val 0 / 1582
20240804-17:21:06 wrote gpt_004.pth
20240804-17:21:30 wrote non_validated_0004_04.png
20240804-17:21:30 wrote state.pth
20240804-17:21:30 --- epoch 5 ----------------------------------------
20240804-17:21:30 current_test_accuracies 0.0006 0.0012 0.0013 0.0006 0.0000
20240804-17:21:30 training model 4
20240804-17:26:58 train_perplexity 5 model 4 1.5122479205055452
20240804-17:27:04 test_perplexity 5 model 4 1.404858216522033
20240804-17:29:04 test_accuracy 5 model 4 val 64 / 1601
20240804-17:29:06 wrote gpt_004.pth
20240804-17:29:29 wrote non_validated_0005_04.png
20240804-17:29:29 wrote state.pth
20240804-17:29:29 --- epoch 6 ----------------------------------------
20240804-17:29:29 current_test_accuracies 0.0006 0.0012 0.0013 0.0006 0.0400
20240804-17:29:29 training model 0
20240804-17:34:58 train_perplexity 6 model 0 1.5075641353211948
20240804-17:35:04 test_perplexity 6 model 0 1.3984127446967005
20240804-17:36:55 test_accuracy 6 model 0 val 64 / 1584
20240804-17:36:57 wrote gpt_000.pth
20240804-17:37:20 wrote non_validated_0006_00.png
20240804-17:37:20 wrote state.pth
20240804-17:37:20 --- epoch 7 ----------------------------------------
20240804-17:37:20 current_test_accuracies 0.0404 0.0012 0.0013 0.0006 0.0400
20240804-17:37:20 training model 3
20240804-17:42:49 train_perplexity 7 model 3 1.5223950571525906
20240804-17:42:54 test_perplexity 7 model 3 1.4152139968012862
20240804-17:44:47 test_accuracy 7 model 3 val 52 / 1609
20240804-17:44:48 wrote gpt_003.pth
20240804-17:45:11 wrote non_validated_0007_03.png
20240804-17:45:11 wrote state.pth
20240804-17:45:11 --- epoch 8 ----------------------------------------
20240804-17:45:11 current_test_accuracies 0.0404 0.0012 0.0013 0.0323 0.0400
20240804-17:45:11 training model 1
20240804-17:50:40 train_perplexity 8 model 1 1.517717239641537
20240804-17:50:45 test_perplexity 8 model 1 1.4048330184696605
20240804-17:52:40 test_accuracy 8 model 1 val 45 / 1616
20240804-17:52:42 wrote gpt_001.pth
20240804-17:53:05 wrote non_validated_0008_01.png
20240804-17:53:05 wrote state.pth
20240804-17:53:05 --- epoch 9 ----------------------------------------
20240804-17:53:05 current_test_accuracies 0.0404 0.0278 0.0013 0.0323 0.0400
20240804-17:53:05 training model 2
20240804-17:58:34 train_perplexity 9 model 2 1.5005397108554277
20240804-17:58:39 test_perplexity 9 model 2 1.3982486307997355
20240804-18:00:37 test_accuracy 9 model 2 val 49 / 1591
20240804-18:00:38 wrote gpt_002.pth
20240804-18:01:02 wrote non_validated_0009_02.png
20240804-18:01:02 wrote state.pth
20240804-18:01:02 --- epoch 10 ----------------------------------------
20240804-18:01:02 current_test_accuracies 0.0404 0.0278 0.0308 0.0323 0.0400
20240804-18:01:02 training model 1
20240804-18:06:30 train_perplexity 10 model 1 1.4051489003164122
20240804-18:06:36 test_perplexity 10 model 1 1.3474026320112114
20240804-18:08:28 test_accuracy 10 model 1 val 176 / 1588
20240804-18:08:30 wrote gpt_001.pth
20240804-18:08:53 wrote non_validated_0010_01.png
20240804-18:08:53 wrote state.pth
20240804-18:08:53 --- epoch 11 ----------------------------------------
20240804-18:08:53 current_test_accuracies 0.0404 0.1108 0.0308 0.0323 0.0400
20240804-18:08:53 training model 2
20240804-18:14:21 train_perplexity 11 model 2 1.3989078591504416
20240804-18:14:27 test_perplexity 11 model 2 1.3520763539244927
20240804-18:16:19 test_accuracy 11 model 2 val 143 / 1594
20240804-18:16:20 wrote gpt_002.pth
20240804-18:16:44 wrote non_validated_0011_02.png
20240804-18:16:44 wrote state.pth
20240804-18:16:44 --- epoch 12 ----------------------------------------
20240804-18:16:44 current_test_accuracies 0.0404 0.1108 0.0897 0.0323 0.0400
20240804-18:16:44 training model 3
20240804-18:22:12 train_perplexity 12 model 3 1.408718512481558
20240804-18:22:18 test_perplexity 12 model 3 1.3582067109466078
20240804-18:24:10 test_accuracy 12 model 3 val 116 / 1586
20240804-18:24:12 wrote gpt_003.pth
20240804-18:24:35 wrote non_validated_0012_03.png
20240804-18:24:35 wrote state.pth
20240804-18:24:35 --- epoch 13 ----------------------------------------
20240804-18:24:35 current_test_accuracies 0.0404 0.1108 0.0897 0.0731 0.0400
20240804-18:24:35 training model 4
20240804-18:30:03 train_perplexity 13 model 4 1.4045526904532626
20240804-18:30:09 test_perplexity 13 model 4 1.3532322418134008
20240804-18:32:02 test_accuracy 13 model 4 val 167 / 1582
20240804-18:32:03 wrote gpt_004.pth
20240804-18:32:27 wrote non_validated_0013_04.png
20240804-18:32:27 wrote state.pth
20240804-18:32:27 --- epoch 14 ----------------------------------------
20240804-18:32:27 current_test_accuracies 0.0404 0.1108 0.0897 0.0731 0.1056
20240804-18:32:27 training model 0
20240804-18:37:55 train_perplexity 14 model 0 1.4043759463474643
20240804-18:38:01 test_perplexity 14 model 0 1.3447534829382461
20240804-18:39:57 test_accuracy 14 model 0 val 197 / 1601
20240804-18:39:58 wrote gpt_000.pth
20240804-18:40:22 wrote non_validated_0014_00.png
20240804-18:40:22 wrote state.pth
20240804-18:40:22 --- epoch 15 ----------------------------------------
20240804-18:40:22 current_test_accuracies 0.1230 0.1108 0.0897 0.0731 0.1056
20240804-18:40:22 training model 3
20240804-18:45:50 train_perplexity 15 model 3 1.359373919162508
20240804-18:45:55 test_perplexity 15 model 3 1.3272223323361985
20240804-18:47:48 test_accuracy 15 model 3 val 246 / 1572
20240804-18:47:50 wrote gpt_003.pth
20240804-18:48:13 wrote non_validated_0015_03.png
20240804-18:48:13 wrote state.pth
20240804-18:48:13 --- epoch 16 ----------------------------------------
20240804-18:48:13 current_test_accuracies 0.1230 0.1108 0.0897 0.1565 0.1056
20240804-18:48:13 training model 2
20240804-18:53:41 train_perplexity 16 model 2 1.3559210291262034
20240804-18:53:47 test_perplexity 16 model 2 1.3180492846506087
20240804-18:55:40 test_accuracy 16 model 2 val 228 / 1586
20240804-18:55:41 wrote gpt_002.pth
20240804-18:56:05 wrote non_validated_0016_02.png
20240804-18:56:05 wrote state.pth
20240804-18:56:05 --- epoch 17 ----------------------------------------
20240804-18:56:05 current_test_accuracies 0.1230 0.1108 0.1438 0.1565 0.1056
20240804-18:56:05 training model 4
20240804-19:01:33 train_perplexity 17 model 4 1.3594988030840243
20240804-19:01:39 test_perplexity 17 model 4 1.316998670141696
20240804-19:03:33 test_accuracy 17 model 4 val 277 / 1596
20240804-19:03:34 wrote gpt_004.pth
20240804-19:03:57 wrote non_validated_0017_04.png
20240804-19:03:57 wrote state.pth
20240804-19:03:57 --- epoch 18 ----------------------------------------
20240804-19:03:57 current_test_accuracies 0.1230 0.1108 0.1438 0.1565 0.1736
20240804-19:03:57 training model 1
20240804-19:09:26 train_perplexity 18 model 1 1.3538838770302783
20240804-19:09:31 test_perplexity 18 model 1 1.3118244436916662
20240804-19:11:21 test_accuracy 18 model 1 val 287 / 1567
20240804-19:11:23 wrote gpt_001.pth
20240804-19:11:46 wrote non_validated_0018_01.png
20240804-19:11:46 wrote state.pth
20240804-19:11:46 --- epoch 19 ----------------------------------------
20240804-19:11:46 current_test_accuracies 0.1230 0.1832 0.1438 0.1565 0.1736
20240804-19:11:46 training model 0
20240804-19:17:14 train_perplexity 19 model 0 1.356447808629443
20240804-19:17:19 test_perplexity 19 model 0 1.3175231624636632
20240804-19:19:12 test_accuracy 19 model 0 val 283 / 1590
20240804-19:19:13 wrote gpt_000.pth
20240804-19:19:36 wrote non_validated_0019_00.png
20240804-19:19:36 wrote state.pth
20240804-19:19:36 --- epoch 20 ----------------------------------------
20240804-19:19:36 current_test_accuracies 0.1780 0.1832 0.1438 0.1565 0.1736
20240804-19:19:36 training model 2
20240804-19:25:05 train_perplexity 20 model 2 1.3253911188620016
20240804-19:25:10 test_perplexity 20 model 2 1.2952404273609257
20240804-19:27:02 test_accuracy 20 model 2 val 306 / 1595
20240804-19:27:03 wrote gpt_002.pth
20240804-19:27:26 wrote non_validated_0020_02.png
20240804-19:27:26 wrote state.pth
20240804-19:27:26 --- epoch 21 ----------------------------------------
20240804-19:27:26 current_test_accuracies 0.1780 0.1832 0.1918 0.1565 0.1736
20240804-19:27:26 training model 3
20240804-19:32:55 train_perplexity 21 model 3 1.3270845476198894
20240804-19:33:00 test_perplexity 21 model 3 1.3009545425463582
20240804-19:34:52 test_accuracy 21 model 3 val 366 / 1609
20240804-19:34:53 wrote gpt_003.pth
20240804-19:35:16 wrote non_validated_0021_03.png
20240804-19:35:16 wrote state.pth
20240804-19:35:16 --- epoch 22 ----------------------------------------
20240804-19:35:16 current_test_accuracies 0.1780 0.1832 0.1918 0.2275 0.1736
20240804-19:35:16 training model 4
20240804-19:40:45 train_perplexity 22 model 4 1.328263595034079
20240804-19:40:50 test_perplexity 22 model 4 1.2942151006050733
20240804-19:42:44 test_accuracy 22 model 4 val 361 / 1607
20240804-19:42:45 wrote gpt_004.pth
20240804-19:43:09 wrote non_validated_0022_04.png
20240804-19:43:09 wrote state.pth
20240804-19:43:09 --- epoch 23 ----------------------------------------
20240804-19:43:09 current_test_accuracies 0.1780 0.1832 0.1918 0.2275 0.2246
20240804-19:43:09 training model 0
20240804-19:48:37 train_perplexity 23 model 0 1.3255295073045397
20240804-19:48:43 test_perplexity 23 model 0 1.2937770072719246
20240804-19:50:35 test_accuracy 23 model 0 val 394 / 1612
20240804-19:50:37 wrote gpt_000.pth
20240804-19:51:00 wrote non_validated_0023_00.png
20240804-19:51:00 wrote state.pth
20240804-19:51:00 --- epoch 24 ----------------------------------------
20240804-19:51:00 current_test_accuracies 0.2444 0.1832 0.1918 0.2275 0.2246
20240804-19:51:00 training model 1
20240804-19:56:28 train_perplexity 24 model 1 1.3214360590437255
20240804-19:56:34 test_perplexity 24 model 1 1.2862828825925108
20240804-19:58:26 test_accuracy 24 model 1 val 406 / 1601
20240804-19:58:28 wrote gpt_001.pth
20240804-19:58:51 wrote non_validated_0024_01.png
20240804-19:58:51 wrote state.pth
20240804-19:58:51 --- epoch 25 ----------------------------------------
20240804-19:58:51 current_test_accuracies 0.2444 0.2536 0.1918 0.2275 0.2246
20240804-19:58:51 training model 2
20240804-20:04:19 train_perplexity 25 model 2 1.3055011947602642
20240804-20:04:25 test_perplexity 25 model 2 1.276255545152627
20240804-20:06:16 test_accuracy 25 model 2 val 415 / 1613
20240804-20:06:17 wrote gpt_002.pth
20240804-20:06:40 wrote non_validated_0025_02.png
20240804-20:06:41 wrote state.pth
20240804-20:06:41 --- epoch 26 ----------------------------------------
20240804-20:06:41 current_test_accuracies 0.2444 0.2536 0.2573 0.2275 0.2246
20240804-20:06:41 training model 4
20240804-20:12:09 train_perplexity 26 model 4 1.306446023982971
20240804-20:12:14 test_perplexity 26 model 4 1.278794677498763
20240804-20:14:08 test_accuracy 26 model 4 val 404 / 1592
20240804-20:14:10 wrote gpt_004.pth
20240804-20:14:33 wrote non_validated_0026_04.png
20240804-20:14:33 wrote state.pth
20240804-20:14:33 --- epoch 27 ----------------------------------------
20240804-20:14:33 current_test_accuracies 0.2444 0.2536 0.2573 0.2275 0.2538
20240804-20:14:33 training model 3
20240804-20:20:01 train_perplexity 27 model 3 1.305286570117872
20240804-20:20:07 test_perplexity 27 model 3 1.2795456005621284
20240804-20:22:02 test_accuracy 27 model 3 val 425 / 1638
20240804-20:22:03 wrote gpt_003.pth
20240804-20:22:27 wrote non_validated_0027_03.png
20240804-20:22:27 wrote state.pth
20240804-20:22:27 --- epoch 28 ----------------------------------------
20240804-20:22:27 current_test_accuracies 0.2444 0.2536 0.2573 0.2595 0.2538
20240804-20:22:27 training model 0
20240804-20:27:55 train_perplexity 28 model 0 1.3020646721668168
20240804-20:28:00 test_perplexity 28 model 0 1.2744428510857364
20240804-20:29:52 test_accuracy 28 model 0 val 461 / 1584
20240804-20:29:53 wrote gpt_000.pth
20240804-20:30:17 wrote non_validated_0028_00.png
20240804-20:30:17 wrote state.pth
20240804-20:30:17 --- epoch 29 ----------------------------------------
20240804-20:30:17 current_test_accuracies 0.2910 0.2536 0.2573 0.2595 0.2538
20240804-20:30:17 training model 1
20240804-20:35:45 train_perplexity 29 model 1 1.2987283285992086
20240804-20:35:50 test_perplexity 29 model 1 1.2685050119708468
20240804-20:37:40 test_accuracy 29 model 1 val 448 / 1603
20240804-20:37:42 wrote gpt_001.pth
20240804-20:38:05 wrote non_validated_0029_01.png
20240804-20:38:05 wrote state.pth
20240804-20:38:05 --- epoch 30 ----------------------------------------
20240804-20:38:05 current_test_accuracies 0.2910 0.2795 0.2573 0.2595 0.2538
20240804-20:38:05 training model 4
20240804-20:43:33 train_perplexity 30 model 4 1.2903336902778937
20240804-20:43:39 test_perplexity 30 model 4 1.266340237934094
20240804-20:45:30 test_accuracy 30 model 4 val 532 / 1614
20240804-20:45:32 wrote gpt_004.pth
20240804-20:45:55 wrote non_validated_0030_04.png
20240804-20:45:55 wrote state.pth
20240804-20:45:55 --- epoch 31 ----------------------------------------
20240804-20:45:55 current_test_accuracies 0.2910 0.2795 0.2573 0.2595 0.3296
20240804-20:45:55 training model 2
20240804-20:51:24 train_perplexity 31 model 2 1.289325938735742
20240804-20:51:29 test_perplexity 31 model 2 1.270228884848305
20240804-20:53:25 test_accuracy 31 model 2 val 483 / 1631
20240804-20:53:26 wrote gpt_002.pth
20240804-20:53:49 wrote non_validated_0031_02.png
20240804-20:53:49 wrote state.pth
20240804-20:53:49 --- epoch 32 ----------------------------------------
20240804-20:53:49 current_test_accuracies 0.2910 0.2795 0.2961 0.2595 0.3296
20240804-20:53:49 training model 3
20240804-20:59:18 train_perplexity 32 model 3 1.2901054063156512
20240804-20:59:23 test_perplexity 32 model 3 1.2659504612472825
20240804-21:01:14 test_accuracy 32 model 3 val 539 / 1561
20240804-21:01:16 wrote gpt_003.pth
20240804-21:01:39 wrote non_validated_0032_03.png
20240804-21:01:39 wrote state.pth
20240804-21:01:39 --- epoch 33 ----------------------------------------
20240804-21:01:39 current_test_accuracies 0.2910 0.2795 0.2961 0.3453 0.3296
20240804-21:01:39 training model 1
20240804-21:07:08 train_perplexity 33 model 1 1.2831678435906466
20240804-21:07:13 test_perplexity 33 model 1 1.2559873585635735
20240804-21:09:06 test_accuracy 33 model 1 val 561 / 1597
20240804-21:09:07 wrote gpt_001.pth
20240804-21:09:31 wrote non_validated_0033_01.png
20240804-21:09:31 wrote state.pth
20240804-21:09:31 --- epoch 34 ----------------------------------------
20240804-21:09:31 current_test_accuracies 0.2910 0.3513 0.2961 0.3453 0.3296
20240804-21:09:31 training model 0
20240804-21:14:59 train_perplexity 34 model 0 1.2869670834620552
20240804-21:15:04 test_perplexity 34 model 0 1.2630136556293377
20240804-21:16:58 test_accuracy 34 model 0 val 512 / 1608
20240804-21:17:00 wrote gpt_000.pth
20240804-21:17:23 wrote non_validated_0034_00.png
20240804-21:17:23 wrote state.pth
20240804-21:17:23 --- epoch 35 ----------------------------------------
20240804-21:17:23 current_test_accuracies 0.3184 0.3513 0.2961 0.3453 0.3296
20240804-21:17:23 training model 2
20240804-21:22:51 train_perplexity 35 model 2 1.278356176067206
20240804-21:22:57 test_perplexity 35 model 2 1.2575896257620838
20240804-21:24:49 test_accuracy 35 model 2 val 525 / 1606
20240804-21:24:51 wrote gpt_002.pth
20240804-21:25:14 wrote non_validated_0035_02.png
20240804-21:25:14 wrote state.pth
20240804-21:25:14 --- epoch 36 ----------------------------------------
20240804-21:25:14 current_test_accuracies 0.3184 0.3513 0.3269 0.3453 0.3296
20240804-21:25:14 training model 0
20240804-21:30:42 train_perplexity 36 model 0 1.275918360470732
20240804-21:30:48 test_perplexity 36 model 0 1.2504691418759564
20240804-21:32:40 test_accuracy 36 model 0 val 548 / 1594
20240804-21:32:42 wrote gpt_000.pth
20240804-21:33:04 wrote non_validated_0036_00.png
20240804-21:33:04 wrote state.pth
20240804-21:33:04 --- epoch 37 ----------------------------------------
20240804-21:33:04 current_test_accuracies 0.3438 0.3513 0.3269 0.3453 0.3296
20240804-21:33:04 training model 2
20240804-21:38:33 train_perplexity 37 model 2 1.2690605470277083
20240804-21:38:38 test_perplexity 37 model 2 1.2602780034904029
20240804-21:40:33 test_accuracy 37 model 2 val 558 / 1595
20240804-21:40:35 wrote gpt_002.pth
20240804-21:40:58 wrote non_validated_0037_02.png
20240804-21:40:58 wrote state.pth
20240804-21:40:58 --- epoch 38 ----------------------------------------
20240804-21:40:58 current_test_accuracies 0.3438 0.3513 0.3498 0.3453 0.3296
20240804-21:40:58 training model 4
20240804-21:46:26 train_perplexity 38 model 4 1.2787405145171202
20240804-21:46:31 test_perplexity 38 model 4 1.2560103165840526
20240804-21:48:24 test_accuracy 38 model 4 val 594 / 1603
20240804-21:48:25 wrote gpt_004.pth
20240804-21:48:48 wrote non_validated_0038_04.png
20240804-21:48:48 wrote state.pth
20240804-21:48:48 --- epoch 39 ----------------------------------------
20240804-21:48:48 current_test_accuracies 0.3438 0.3513 0.3498 0.3453 0.3706
20240804-21:48:48 training model 0
20240804-21:54:17 train_perplexity 39 model 0 1.2665401652319825
20240804-21:54:22 test_perplexity 39 model 0 1.245272775254212
20240804-21:56:14 test_accuracy 39 model 0 val 614 / 1618
20240804-21:56:16 wrote gpt_000.pth
20240804-21:56:39 wrote non_validated_0039_00.png
20240804-21:56:39 wrote state.pth
20240804-21:56:39 --- epoch 40 ----------------------------------------
20240804-21:56:39 current_test_accuracies 0.3795 0.3513 0.3498 0.3453 0.3706
20240804-21:56:39 training model 3
20240804-22:02:07 train_perplexity 40 model 3 1.277788329660631
20240804-22:02:13 test_perplexity 40 model 3 1.2580125868135525
20240804-22:04:05 test_accuracy 40 model 3 val 603 / 1605
20240804-22:04:07 wrote gpt_003.pth
20240804-22:04:30 wrote non_validated_0040_03.png
20240804-22:04:30 wrote state.pth
20240804-22:04:30 --- epoch 41 ----------------------------------------
20240804-22:04:30 current_test_accuracies 0.3795 0.3513 0.3498 0.3757 0.3706
20240804-22:04:30 training model 2
20240804-22:09:58 train_perplexity 41 model 2 1.261812651047193
20240804-22:10:04 test_perplexity 41 model 2 1.2437485499985805
20240804-22:11:57 test_accuracy 41 model 2 val 617 / 1592
20240804-22:11:59 wrote gpt_002.pth
20240804-22:12:22 wrote non_validated_0041_02.png
20240804-22:12:22 wrote state.pth
20240804-22:12:22 --- epoch 42 ----------------------------------------
20240804-22:12:22 current_test_accuracies 0.3795 0.3513 0.3876 0.3757 0.3706
20240804-22:12:22 training model 1
20240804-22:17:51 train_perplexity 42 model 1 1.27233090110066
20240804-22:17:56 test_perplexity 42 model 1 1.2492741894391088
20240804-22:19:51 test_accuracy 42 model 1 val 585 / 1581
20240804-22:19:53 wrote gpt_001.pth
20240804-22:20:16 wrote non_validated_0042_01.png
20240804-22:20:16 wrote state.pth
20240804-22:20:16 --- epoch 43 ----------------------------------------
20240804-22:20:16 current_test_accuracies 0.3795 0.3700 0.3876 0.3757 0.3706
20240804-22:20:16 training model 1
20240804-22:25:44 train_perplexity 43 model 1 1.2638369314287992
20240804-22:25:50 test_perplexity 43 model 1 1.2418412420477805
20240804-22:27:47 test_accuracy 43 model 1 val 645 / 1614
20240804-22:27:48 wrote gpt_001.pth
20240804-22:28:11 wrote non_validated_0043_01.png
20240804-22:28:11 wrote state.pth
20240804-22:28:11 --- epoch 44 ----------------------------------------
20240804-22:28:11 current_test_accuracies 0.3795 0.3996 0.3876 0.3757 0.3706
20240804-22:28:11 training model 4
20240804-22:33:40 train_perplexity 44 model 4 1.2682901402065707
20240804-22:33:45 test_perplexity 44 model 4 1.248472704479489
20240804-22:35:38 test_accuracy 44 model 4 val 639 / 1623
20240804-22:35:39 wrote gpt_004.pth
20240804-22:36:03 wrote non_validated_0044_04.png
20240804-22:36:03 wrote state.pth
20240804-22:36:03 --- epoch 45 ----------------------------------------
20240804-22:36:03 current_test_accuracies 0.3795 0.3996 0.3876 0.3757 0.3937
20240804-22:36:03 training model 3
20240804-22:41:31 train_perplexity 45 model 3 1.2681608750289703
20240804-22:41:36 test_perplexity 45 model 3 1.2499101026623614
20240804-22:43:31 test_accuracy 45 model 3 val 646 / 1587
20240804-22:43:32 wrote gpt_003.pth
20240804-22:43:56 wrote non_validated_0045_03.png
20240804-22:43:56 wrote state.pth
20240804-22:43:56 --- epoch 46 ----------------------------------------
20240804-22:43:56 current_test_accuracies 0.3795 0.3996 0.3876 0.4071 0.3937
20240804-22:43:56 training model 0
20240804-22:49:23 train_perplexity 46 model 0 1.2591359673733062
20240804-22:49:29 test_perplexity 46 model 0 1.2412320879066854
20240804-22:51:23 test_accuracy 46 model 0 val 696 / 1620
20240804-22:51:24 wrote gpt_000.pth
20240804-22:51:48 wrote non_validated_0046_00.png
20240804-22:51:48 wrote state.pth
20240804-22:51:48 --- epoch 47 ----------------------------------------
20240804-22:51:48 current_test_accuracies 0.4296 0.3996 0.3876 0.4071 0.3937
20240804-22:51:48 training model 2
20240804-22:57:16 train_perplexity 47 model 2 1.2549050776810338
20240804-22:57:21 test_perplexity 47 model 2 1.2366838034360188
20240804-22:59:17 test_accuracy 47 model 2 val 706 / 1615
20240804-22:59:18 wrote gpt_002.pth
20240804-22:59:42 wrote non_validated_0047_02.png
20240804-22:59:42 wrote state.pth
20240804-22:59:42 --- epoch 48 ----------------------------------------
20240804-22:59:42 current_test_accuracies 0.4296 0.3996 0.4372 0.4071 0.3937
20240804-22:59:42 training model 4
20240804-23:05:09 train_perplexity 48 model 4 1.2608569961036988
20240804-23:05:15 test_perplexity 48 model 4 1.2403582811376388
20240804-23:07:07 test_accuracy 48 model 4 val 641 / 1596
20240804-23:07:09 wrote gpt_004.pth
20240804-23:07:32 wrote non_validated_0048_04.png
20240804-23:07:32 wrote state.pth
20240804-23:07:32 --- epoch 49 ----------------------------------------
20240804-23:07:32 current_test_accuracies 0.4296 0.3996 0.4372 0.4071 0.4016
20240804-23:07:32 training model 1
20240804-23:13:00 train_perplexity 49 model 1 1.2562178923447573
20240804-23:13:06 test_perplexity 49 model 1 1.2343491957998658
20240804-23:15:00 test_accuracy 49 model 1 val 680 / 1575
20240804-23:15:02 wrote gpt_001.pth
20240804-23:15:25 wrote non_validated_0049_01.png
20240804-23:15:25 wrote state.pth
20240804-23:15:25 --- epoch 50 ----------------------------------------
20240804-23:15:25 current_test_accuracies 0.4296 0.4317 0.4372 0.4071 0.4016
20240804-23:15:25 training model 4
20240804-23:20:53 train_perplexity 50 model 4 1.254882702323102
20240804-23:20:58 test_perplexity 50 model 4 1.23700565114043
20240804-23:22:59 test_accuracy 50 model 4 val 703 / 1594
20240804-23:23:01 wrote gpt_004.pth
20240804-23:23:24 wrote non_validated_0050_04.png
20240804-23:23:24 wrote state.pth
20240804-23:23:24 --- epoch 51 ----------------------------------------
20240804-23:23:24 current_test_accuracies 0.4296 0.4317 0.4372 0.4071 0.4410
20240804-23:23:24 training model 3
20240804-23:28:52 train_perplexity 51 model 3 1.2615752927081043
20240804-23:28:57 test_perplexity 51 model 3 1.24207975510446
20240804-23:30:51 test_accuracy 51 model 3 val 663 / 1575
20240804-23:30:53 wrote gpt_003.pth
20240804-23:31:16 wrote non_validated_0051_03.png
20240804-23:31:16 wrote state.pth
20240804-23:31:16 --- epoch 52 ----------------------------------------
20240804-23:31:16 current_test_accuracies 0.4296 0.4317 0.4372 0.4210 0.4410
20240804-23:31:16 training model 3
20240804-23:36:44 train_perplexity 52 model 3 1.2539193099568287
20240804-23:36:49 test_perplexity 52 model 3 1.2366030908611094
20240804-23:38:44 test_accuracy 52 model 3 val 711 / 1573
20240804-23:38:45 wrote gpt_003.pth
20240804-23:39:09 wrote non_validated_0052_03.png
20240804-23:39:09 wrote state.pth
20240804-23:39:09 --- epoch 53 ----------------------------------------
20240804-23:39:09 current_test_accuracies 0.4296 0.4317 0.4372 0.4520 0.4410
20240804-23:39:09 training model 0
20240804-23:44:37 train_perplexity 53 model 0 1.2532535820742337
20240804-23:44:43 test_perplexity 53 model 0 1.2358204693278447
20240804-23:46:38 test_accuracy 53 model 0 val 694 / 1591
20240804-23:46:39 wrote gpt_000.pth
20240804-23:47:04 wrote non_validated_0053_00.png
20240804-23:47:04 wrote state.pth
20240804-23:47:04 --- epoch 54 ----------------------------------------
20240804-23:47:04 current_test_accuracies 0.4362 0.4317 0.4372 0.4520 0.4410
20240804-23:47:04 training model 1
20240804-23:52:32 train_perplexity 54 model 1 1.250192702230914
20240804-23:52:38 test_perplexity 54 model 1 1.2316871512461176
20240804-23:54:30 test_accuracy 54 model 1 val 750 / 1622
20240804-23:54:31 wrote gpt_001.pth
20240804-23:54:55 wrote non_validated_0054_01.png
20240804-23:54:55 wrote state.pth
20240804-23:54:55 --- epoch 55 ----------------------------------------
20240804-23:54:55 current_test_accuracies 0.4362 0.4624 0.4372 0.4520 0.4410
20240804-23:54:55 training model 0
20240805-00:00:23 train_perplexity 55 model 0 1.2483411879483817
20240805-00:00:28 test_perplexity 55 model 0 1.2290310583700503
20240805-00:02:21 test_accuracy 55 model 0 val 798 / 1596
20240805-00:02:22 wrote gpt_000.pth
20240805-00:02:45 wrote non_validated_0055_00.png
20240805-00:02:45 wrote state.pth
20240805-00:02:45 --- epoch 56 ----------------------------------------
20240805-00:02:45 current_test_accuracies 0.5000 0.4624 0.4372 0.4520 0.4410
20240805-00:02:45 training model 2
20240805-00:08:13 train_perplexity 56 model 2 1.2504397395232019
20240805-00:08:19 test_perplexity 56 model 2 1.2354740506958168
20240805-00:10:12 test_accuracy 56 model 2 val 795 / 1616
20240805-00:10:13 wrote gpt_002.pth
20240805-00:10:36 wrote non_validated_0056_02.png
20240805-00:10:36 wrote state.pth
20240805-00:10:36 --- epoch 57 ----------------------------------------
20240805-00:10:36 current_test_accuracies 0.5000 0.4624 0.4920 0.4520 0.4410
20240805-00:10:36 training model 4
20240805-00:16:04 train_perplexity 57 model 4 1.2491095730128954
20240805-00:16:10 test_perplexity 57 model 4 1.2356454852139214
20240805-00:18:06 test_accuracy 57 model 4 val 741 / 1594
20240805-00:18:08 wrote gpt_004.pth
20240805-00:18:31 wrote non_validated_0057_04.png
20240805-00:18:31 wrote state.pth
20240805-00:18:31 --- epoch 58 ----------------------------------------
20240805-00:18:31 current_test_accuracies 0.5000 0.4624 0.4920 0.4520 0.4649
20240805-00:18:31 training model 3
20240805-00:23:59 train_perplexity 58 model 3 1.248878402828107
20240805-00:24:05 test_perplexity 58 model 3 1.2327889631986009
20240805-00:25:59 test_accuracy 58 model 3 val 796 / 1591
20240805-00:26:00 wrote gpt_003.pth
20240805-00:26:24 wrote non_validated_0058_03.png
20240805-00:26:24 wrote state.pth
20240805-00:26:24 --- epoch 59 ----------------------------------------
20240805-00:26:24 current_test_accuracies 0.5000 0.4624 0.4920 0.5003 0.4649
20240805-00:26:24 training model 1
20240805-00:31:52 train_perplexity 59 model 1 1.2445303156511347
20240805-00:31:57 test_perplexity 59 model 1 1.2277977553394968
20240805-00:33:56 test_accuracy 59 model 1 val 817 / 1593
20240805-00:33:57 wrote gpt_001.pth
20240805-00:34:21 wrote non_validated_0059_01.png
20240805-00:34:21 wrote state.pth
20240805-00:34:21 --- epoch 60 ----------------------------------------
20240805-00:34:21 current_test_accuracies 0.5000 0.5129 0.4920 0.5003 0.4649
20240805-00:34:21 training model 4
20240805-00:39:49 train_perplexity 60 model 4 1.2451247631741185
20240805-00:39:54 test_perplexity 60 model 4 1.226758329908748
20240805-00:41:47 test_accuracy 60 model 4 val 808 / 1596
20240805-00:41:48 wrote gpt_004.pth
20240805-00:42:11 wrote non_validated_0060_04.png
20240805-00:42:11 wrote state.pth
20240805-00:42:11 --- epoch 61 ----------------------------------------
20240805-00:42:11 current_test_accuracies 0.5000 0.5129 0.4920 0.5003 0.5063
20240805-00:42:11 training model 2
20240805-00:47:40 train_perplexity 61 model 2 1.2457958777907185
20240805-00:47:45 test_perplexity 61 model 2 1.2295774206225534
20240805-00:49:38 test_accuracy 61 model 2 val 793 / 1569
20240805-00:49:39 wrote gpt_002.pth
20240805-00:50:02 wrote non_validated_0061_02.png
20240805-00:50:03 wrote state.pth
20240805-00:50:03 --- epoch 62 ----------------------------------------
20240805-00:50:03 current_test_accuracies 0.5000 0.5129 0.5054 0.5003 0.5063
20240805-00:50:03 training model 0
20240805-00:55:31 train_perplexity 62 model 0 1.2429414656226723
20240805-00:55:36 test_perplexity 62 model 0 1.2240524906355428
20240805-00:57:29 test_accuracy 62 model 0 val 829 / 1585
20240805-00:57:30 wrote gpt_000.pth
20240805-00:57:54 wrote non_validated_0062_00.png
20240805-00:57:54 wrote state.pth
20240805-00:57:54 --- epoch 63 ----------------------------------------
20240805-00:57:54 current_test_accuracies 0.5230 0.5129 0.5054 0.5003 0.5063
20240805-00:57:54 training model 3
20240805-01:03:22 train_perplexity 63 model 3 1.2442281816514973
20240805-01:03:27 test_perplexity 63 model 3 1.2296355333836644
20240805-01:05:18 test_accuracy 63 model 3 val 839 / 1610
20240805-01:05:19 wrote gpt_003.pth
20240805-01:05:43 wrote non_validated_0063_03.png
20240805-01:05:43 wrote state.pth
20240805-01:05:43 --- epoch 64 ----------------------------------------
20240805-01:05:43 current_test_accuracies 0.5230 0.5129 0.5054 0.5211 0.5063
20240805-01:05:43 training model 2
20240805-01:11:11 train_perplexity 64 model 2 1.24066627884062
20240805-01:11:16 test_perplexity 64 model 2 1.2289510338758625
20240805-01:13:12 test_accuracy 64 model 2 val 823 / 1578
20240805-01:13:14 wrote gpt_002.pth
20240805-01:13:37 wrote non_validated_0064_02.png
20240805-01:13:37 wrote state.pth
20240805-01:13:37 --- epoch 65 ----------------------------------------
20240805-01:13:37 current_test_accuracies 0.5230 0.5129 0.5215 0.5211 0.5063
20240805-01:13:37 training model 4
20240805-01:19:06 train_perplexity 65 model 4 1.2399175387788646
20240805-01:19:11 test_perplexity 65 model 4 1.2258352642275838
20240805-01:21:03 test_accuracy 65 model 4 val 848 / 1606
20240805-01:21:05 wrote gpt_004.pth
20240805-01:21:28 wrote non_validated_0065_04.png
20240805-01:21:28 wrote state.pth
20240805-01:21:28 --- epoch 66 ----------------------------------------
20240805-01:21:28 current_test_accuracies 0.5230 0.5129 0.5215 0.5211 0.5280
20240805-01:21:28 training model 1
20240805-01:26:56 train_perplexity 66 model 1 1.2414732447205898
20240805-01:27:01 test_perplexity 66 model 1 1.2260663914279277
20240805-01:28:57 test_accuracy 66 model 1 val 786 / 1605
20240805-01:28:58 wrote gpt_001.pth
20240805-01:29:21 wrote non_validated_0066_01.png
20240805-01:29:21 wrote state.pth
20240805-01:29:21 --- epoch 67 ----------------------------------------
20240805-01:29:21 current_test_accuracies 0.5230 0.4897 0.5215 0.5211 0.5280
20240805-01:29:21 training model 1
20240805-01:34:49 train_perplexity 67 model 1 1.2369716539289666
20240805-01:34:54 test_perplexity 67 model 1 1.2225913726788054
20240805-01:36:46 test_accuracy 67 model 1 val 872 / 1594
20240805-01:36:48 wrote gpt_001.pth
20240805-01:37:11 wrote non_validated_0067_01.png
20240805-01:37:11 wrote state.pth
20240805-01:37:11 --- epoch 68 ----------------------------------------
20240805-01:37:11 current_test_accuracies 0.5230 0.5471 0.5215 0.5211 0.5280
20240805-01:37:11 training model 3
20240805-01:42:39 train_perplexity 68 model 3 1.2395427517712834
20240805-01:42:44 test_perplexity 68 model 3 1.226073877735005
20240805-01:44:37 test_accuracy 68 model 3 val 876 / 1617
20240805-01:44:39 wrote gpt_003.pth
20240805-01:45:02 wrote non_validated_0068_03.png
20240805-01:45:02 wrote state.pth
20240805-01:45:02 --- epoch 69 ----------------------------------------
20240805-01:45:02 current_test_accuracies 0.5230 0.5471 0.5215 0.5417 0.5280
20240805-01:45:02 training model 2
20240805-01:50:30 train_perplexity 69 model 2 1.2366327535286785
20240805-01:50:36 test_perplexity 69 model 2 1.2235358218444856
20240805-01:52:30 test_accuracy 69 model 2 val 882 / 1587
20240805-01:52:32 wrote gpt_002.pth
20240805-01:52:55 wrote non_validated_0069_02.png
20240805-01:52:55 wrote state.pth
20240805-01:52:55 --- epoch 70 ----------------------------------------
20240805-01:52:55 current_test_accuracies 0.5230 0.5471 0.5558 0.5417 0.5280
20240805-01:52:55 training model 0
20240805-01:58:24 train_perplexity 70 model 0 1.2388325028808642
20240805-01:58:29 test_perplexity 70 model 0 1.2250146769294066
20240805-02:00:26 test_accuracy 70 model 0 val 824 / 1581
20240805-02:00:28 wrote gpt_000.pth
20240805-02:00:51 wrote non_validated_0070_00.png
20240805-02:00:51 wrote state.pth
20240805-02:00:51 --- epoch 71 ----------------------------------------
20240805-02:00:51 current_test_accuracies 0.5212 0.5471 0.5558 0.5417 0.5280
20240805-02:00:51 training model 0
20240805-02:06:19 train_perplexity 71 model 0 1.2349556937675283
20240805-02:06:25 test_perplexity 71 model 0 1.2214377465002706
20240805-02:08:18 test_accuracy 71 model 0 val 905 / 1611
20240805-02:08:19 wrote gpt_000.pth
20240805-02:08:42 wrote non_validated_0071_00.png
20240805-02:08:42 wrote state.pth
20240805-02:08:42 --- epoch 72 ----------------------------------------
20240805-02:08:42 current_test_accuracies 0.5618 0.5471 0.5558 0.5417 0.5280
20240805-02:08:42 training model 4
20240805-02:14:10 train_perplexity 72 model 4 1.2363411532659359
20240805-02:14:16 test_perplexity 72 model 4 1.2201722480728954
20240805-02:16:12 test_accuracy 72 model 4 val 918 / 1633
20240805-02:16:14 wrote gpt_004.pth
20240805-02:16:37 wrote non_validated_0072_04.png
20240805-02:16:37 wrote state.pth
20240805-02:16:37 --- epoch 73 ----------------------------------------
20240805-02:16:37 current_test_accuracies 0.5618 0.5471 0.5558 0.5417 0.5622
20240805-02:16:37 training model 3
20240805-02:22:05 train_perplexity 73 model 3 1.2353666735030246
20240805-02:22:11 test_perplexity 73 model 3 1.221052884845195
20240805-02:24:06 test_accuracy 73 model 3 val 901 / 1588
20240805-02:24:08 wrote gpt_003.pth
20240805-02:24:30 wrote non_validated_0073_03.png
20240805-02:24:31 wrote state.pth
20240805-02:24:31 --- epoch 74 ----------------------------------------
20240805-02:24:31 current_test_accuracies 0.5618 0.5471 0.5558 0.5674 0.5622
20240805-02:24:31 training model 1
20240805-02:29:59 train_perplexity 74 model 1 1.2342850757350303
20240805-02:30:04 test_perplexity 74 model 1 1.218877089618842
20240805-02:31:57 test_accuracy 74 model 1 val 860 / 1604
20240805-02:31:58 wrote gpt_001.pth
20240805-02:32:22 wrote non_validated_0074_01.png
20240805-02:32:22 wrote state.pth
20240805-02:32:22 --- epoch 75 ----------------------------------------
20240805-02:32:22 current_test_accuracies 0.5618 0.5362 0.5558 0.5674 0.5622
20240805-02:32:22 training model 1
20240805-02:37:50 train_perplexity 75 model 1 1.231158998494345
20240805-02:37:55 test_perplexity 75 model 1 1.2147204825701488
20240805-02:39:49 test_accuracy 75 model 1 val 934 / 1629
20240805-02:39:51 wrote gpt_001.pth
20240805-02:40:14 wrote non_validated_0075_01.png
20240805-02:40:14 wrote state.pth
20240805-02:40:14 --- epoch 76 ----------------------------------------
20240805-02:40:14 current_test_accuracies 0.5618 0.5734 0.5558 0.5674 0.5622
20240805-02:40:14 training model 2
20240805-02:45:42 train_perplexity 76 model 2 1.2335856433098396
20240805-02:45:48 test_perplexity 76 model 2 1.2212260947498388
20240805-02:47:40 test_accuracy 76 model 2 val 909 / 1608
20240805-02:47:42 wrote gpt_002.pth
20240805-02:48:05 wrote non_validated_0076_02.png
20240805-02:48:05 wrote state.pth
20240805-02:48:05 --- epoch 77 ----------------------------------------
20240805-02:48:05 current_test_accuracies 0.5618 0.5734 0.5653 0.5674 0.5622
20240805-02:48:05 training model 0
20240805-02:53:33 train_perplexity 77 model 0 1.2319819760876822
20240805-02:53:38 test_perplexity 77 model 0 1.221020907365368
20240805-02:55:30 test_accuracy 77 model 0 val 919 / 1585
20240805-02:55:32 wrote gpt_000.pth
20240805-02:55:55 wrote non_validated_0077_00.png
20240805-02:55:55 wrote state.pth
20240805-02:55:55 --- epoch 78 ----------------------------------------
20240805-02:55:55 current_test_accuracies 0.5798 0.5734 0.5653 0.5674 0.5622
20240805-02:55:55 training model 4
20240805-03:01:23 train_perplexity 78 model 4 1.2324224741461194
20240805-03:01:28 test_perplexity 78 model 4 1.2173828731699012
20240805-03:03:17 test_accuracy 78 model 4 val 931 / 1606
20240805-03:03:19 wrote gpt_004.pth
20240805-03:03:42 wrote non_validated_0078_04.png
20240805-03:03:42 wrote state.pth
20240805-03:03:42 --- epoch 79 ----------------------------------------
20240805-03:03:42 current_test_accuracies 0.5798 0.5734 0.5653 0.5674 0.5797
20240805-03:03:42 training model 2
20240805-03:09:11 train_perplexity 79 model 2 1.23024608842784
20240805-03:09:16 test_perplexity 79 model 2 1.217587256877423
20240805-03:11:08 test_accuracy 79 model 2 val 995 / 1605
20240805-03:11:09 wrote gpt_002.pth
20240805-03:11:33 wrote non_validated_0079_02.png
20240805-03:11:33 wrote state.pth
20240805-03:11:33 --- epoch 80 ----------------------------------------
20240805-03:11:33 current_test_accuracies 0.5798 0.5734 0.6199 0.5674 0.5797
20240805-03:11:33 training model 3
20240805-03:17:00 train_perplexity 80 model 3 1.2321680373189563
20240805-03:17:06 test_perplexity 80 model 3 1.2159323763905585
20240805-03:18:57 test_accuracy 80 model 3 val 1005 / 1578
20240805-03:18:59 wrote gpt_003.pth
20240805-03:19:22 wrote non_validated_0080_03.png
20240805-03:19:22 wrote state.pth
20240805-03:19:22 --- epoch 81 ----------------------------------------
20240805-03:19:22 current_test_accuracies 0.5798 0.5734 0.6199 0.6369 0.5797
20240805-03:19:22 training model 1
20240805-03:24:50 train_perplexity 81 model 1 1.227798652808215
20240805-03:24:55 test_perplexity 81 model 1 1.215017250449395
20240805-03:26:52 test_accuracy 81 model 1 val 995 / 1595
20240805-03:26:53 wrote gpt_001.pth
20240805-03:27:16 wrote non_validated_0081_01.png
20240805-03:27:16 wrote state.pth
20240805-03:27:16 --- epoch 82 ----------------------------------------
20240805-03:27:16 current_test_accuracies 0.5798 0.6238 0.6199 0.6369 0.5797
20240805-03:27:16 training model 4
20240805-03:32:44 train_perplexity 82 model 4 1.2297952575938853
20240805-03:32:50 test_perplexity 82 model 4 1.21449878495918
20240805-03:34:41 test_accuracy 82 model 4 val 943 / 1573
20240805-03:34:43 wrote gpt_004.pth
20240805-03:35:06 wrote non_validated_0082_04.png
20240805-03:35:06 wrote state.pth
20240805-03:35:06 --- epoch 83 ----------------------------------------
20240805-03:35:06 current_test_accuracies 0.5798 0.6238 0.6199 0.6369 0.5995
20240805-03:35:06 training model 0
20240805-03:40:34 train_perplexity 83 model 0 1.2289512051234217
20240805-03:40:39 test_perplexity 83 model 0 1.214221499105666
20240805-03:42:34 test_accuracy 83 model 0 val 995 / 1607
20240805-03:42:36 wrote gpt_000.pth
20240805-03:42:59 wrote non_validated_0083_00.png
20240805-03:42:59 wrote state.pth
20240805-03:42:59 --- epoch 84 ----------------------------------------
20240805-03:42:59 current_test_accuracies 0.6192 0.6238 0.6199 0.6369 0.5995
20240805-03:42:59 training model 4
20240805-03:48:27 train_perplexity 84 model 4 1.227546246850971
20240805-03:48:32 test_perplexity 84 model 4 1.2163268933170495
20240805-03:50:24 test_accuracy 84 model 4 val 1049 / 1611
20240805-03:50:25 wrote gpt_004.pth
20240805-03:50:48 wrote non_validated_0084_04.png
20240805-03:50:48 wrote state.pth
20240805-03:50:48 --- epoch 85 ----------------------------------------
20240805-03:50:48 current_test_accuracies 0.6192 0.6238 0.6199 0.6369 0.6511
20240805-03:50:48 training model 0
20240805-03:56:16 train_perplexity 85 model 0 1.2262043531879823
20240805-03:56:22 test_perplexity 85 model 0 1.2102164414430079
20240805-03:58:16 test_accuracy 85 model 0 val 1031 / 1582
20240805-03:58:18 wrote gpt_000.pth
20240805-03:58:41 wrote non_validated_0085_00.png
20240805-03:58:41 wrote state.pth
20240805-03:58:41 --- epoch 86 ----------------------------------------
20240805-03:58:41 current_test_accuracies 0.6517 0.6238 0.6199 0.6369 0.6511
20240805-03:58:41 training model 2
20240805-04:04:09 train_perplexity 86 model 2 1.227699260756641
20240805-04:04:15 test_perplexity 86 model 2 1.2161476873877863
20240805-04:06:04 test_accuracy 86 model 2 val 1011 / 1565
20240805-04:06:06 wrote gpt_002.pth
20240805-04:06:29 wrote non_validated_0086_02.png
20240805-04:06:29 wrote state.pth
20240805-04:06:29 --- epoch 87 ----------------------------------------
20240805-04:06:29 current_test_accuracies 0.6517 0.6238 0.6460 0.6369 0.6511
20240805-04:06:29 training model 1
20240805-04:11:57 train_perplexity 87 model 1 1.2250443289158703
20240805-04:12:03 test_perplexity 87 model 1 1.2126066560432132
20240805-04:13:58 test_accuracy 87 model 1 val 1086 / 1630
20240805-04:13:59 wrote gpt_001.pth
20240805-04:14:23 wrote non_validated_0087_01.png
20240805-04:14:23 wrote state.pth
20240805-04:14:23 --- epoch 88 ----------------------------------------
20240805-04:14:23 current_test_accuracies 0.6517 0.6663 0.6460 0.6369 0.6511
20240805-04:14:23 training model 3
20240805-04:19:50 train_perplexity 88 model 3 1.2289797855445441
20240805-04:19:56 test_perplexity 88 model 3 1.2145072084428468
20240805-04:21:48 test_accuracy 88 model 3 val 1077 / 1584
20240805-04:21:50 wrote gpt_003.pth
20240805-04:22:13 wrote non_validated_0088_03.png
20240805-04:22:13 wrote state.pth
20240805-04:22:13 --- epoch 89 ----------------------------------------
20240805-04:22:13 current_test_accuracies 0.6517 0.6663 0.6460 0.6799 0.6511
20240805-04:22:13 training model 2
20240805-04:27:41 train_perplexity 89 model 2 1.2242438444581683
20240805-04:27:46 test_perplexity 89 model 2 1.2110698388524164
20240805-04:29:38 test_accuracy 89 model 2 val 1087 / 1596
20240805-04:29:40 wrote gpt_002.pth
20240805-04:30:03 wrote non_validated_0089_02.png
20240805-04:30:03 wrote state.pth
20240805-04:30:03 --- epoch 90 ----------------------------------------
20240805-04:30:03 current_test_accuracies 0.6517 0.6663 0.6811 0.6799 0.6511
20240805-04:30:03 training model 4
20240805-04:35:31 train_perplexity 90 model 4 1.2253003940105762
20240805-04:35:37 test_perplexity 90 model 4 1.21198050422374
20240805-04:37:29 test_accuracy 90 model 4 val 1034 / 1594
20240805-04:37:31 wrote gpt_004.pth
20240805-04:37:54 wrote non_validated_0090_04.png
20240805-04:37:54 wrote state.pth
20240805-04:37:54 --- epoch 91 ----------------------------------------
20240805-04:37:54 current_test_accuracies 0.6517 0.6663 0.6811 0.6799 0.6487
20240805-04:37:54 training model 4
20240805-04:43:22 train_perplexity 91 model 4 1.223198827241769
20240805-04:43:28 test_perplexity 91 model 4 1.210854736028093
20240805-04:45:22 test_accuracy 91 model 4 val 1090 / 1592
20240805-04:45:24 wrote gpt_004.pth
20240805-04:45:47 wrote non_validated_0091_04.png
20240805-04:45:47 wrote state.pth
20240805-04:45:47 --- epoch 92 ----------------------------------------
20240805-04:45:47 current_test_accuracies 0.6517 0.6663 0.6811 0.6799 0.6847
20240805-04:45:47 training model 0
20240805-04:51:15 train_perplexity 92 model 0 1.223366478109712
20240805-04:51:20 test_perplexity 92 model 0 1.2100577182607979
20240805-04:53:12 test_accuracy 92 model 0 val 1077 / 1605
20240805-04:53:13 wrote gpt_000.pth
20240805-04:53:37 wrote non_validated_0092_00.png
20240805-04:53:37 wrote state.pth
20240805-04:53:37 --- epoch 93 ----------------------------------------
20240805-04:53:37 current_test_accuracies 0.6710 0.6663 0.6811 0.6799 0.6847
20240805-04:53:37 training model 1
20240805-04:59:05 train_perplexity 93 model 1 1.2224967551544947
20240805-04:59:10 test_perplexity 93 model 1 1.2119100258672486
20240805-05:01:05 test_accuracy 93 model 1 val 1053 / 1595
20240805-05:01:07 wrote gpt_001.pth
20240805-05:01:30 wrote non_validated_0093_01.png
20240805-05:01:30 wrote state.pth
20240805-05:01:30 --- epoch 94 ----------------------------------------
20240805-05:01:30 current_test_accuracies 0.6710 0.6602 0.6811 0.6799 0.6847
20240805-05:01:30 training model 1
20240805-05:06:58 train_perplexity 94 model 1 1.2204559496263634
20240805-05:07:03 test_perplexity 94 model 1 1.207417642078451
20240805-05:09:00 test_accuracy 94 model 1 val 1111 / 1610
20240805-05:09:01 wrote gpt_001.pth
20240805-05:09:25 wrote non_validated_0094_01.png
20240805-05:09:25 wrote state.pth
20240805-05:09:25 --- epoch 95 ----------------------------------------
20240805-05:09:25 current_test_accuracies 0.6710 0.6901 0.6811 0.6799 0.6847
20240805-05:09:25 training model 0
20240805-05:14:53 train_perplexity 95 model 0 1.2209257487839427
20240805-05:14:58 test_perplexity 95 model 0 1.2087895463532143
20240805-05:16:50 test_accuracy 95 model 0 val 1162 / 1625
20240805-05:16:51 wrote gpt_000.pth
20240805-05:17:15 wrote non_validated_0095_00.png
20240805-05:17:15 wrote state.pth
20240805-05:17:15 --- epoch 96 ----------------------------------------
20240805-05:17:15 current_test_accuracies 0.7151 0.6901 0.6811 0.6799 0.6847
20240805-05:17:15 training model 3
20240805-05:22:43 train_perplexity 96 model 3 1.2263550502403693
20240805-05:22:48 test_perplexity 96 model 3 1.2124292132086874
20240805-05:24:38 test_accuracy 96 model 3 val 1081 / 1605
20240805-05:24:40 wrote gpt_003.pth
20240805-05:25:03 wrote non_validated_0096_03.png
20240805-05:25:03 wrote state.pth
20240805-05:25:03 --- epoch 97 ----------------------------------------
20240805-05:25:03 current_test_accuracies 0.7151 0.6901 0.6811 0.6735 0.6847
20240805-05:25:03 training model 3
20240805-05:30:31 train_perplexity 97 model 3 1.2236386957592975
20240805-05:30:36 test_perplexity 97 model 3 1.2125559306288167
20240805-05:32:29 test_accuracy 97 model 3 val 1162 / 1639
20240805-05:32:30 wrote gpt_003.pth
20240805-05:32:54 wrote non_validated_0097_03.png
20240805-05:32:54 wrote state.pth
20240805-05:32:54 --- epoch 98 ----------------------------------------
20240805-05:32:54 current_test_accuracies 0.7151 0.6901 0.6811 0.7090 0.6847
20240805-05:32:54 training model 2
20240805-05:38:22 train_perplexity 98 model 2 1.222028350406712
20240805-05:38:27 test_perplexity 98 model 2 1.208889063828671
20240805-05:40:23 test_accuracy 98 model 2 val 1110 / 1596
20240805-05:40:25 wrote gpt_002.pth
20240805-05:40:48 wrote non_validated_0098_02.png
20240805-05:40:48 wrote state.pth
20240805-05:40:48 --- epoch 99 ----------------------------------------
20240805-05:40:48 current_test_accuracies 0.7151 0.6901 0.6955 0.7090 0.6847
20240805-05:40:48 training model 4
20240805-05:46:16 train_perplexity 99 model 4 1.221227362810814
20240805-05:46:22 test_perplexity 99 model 4 1.2116786296796653
20240805-05:48:14 test_accuracy 99 model 4 val 1142 / 1603
20240805-05:48:15 wrote gpt_004.pth
20240805-05:48:39 wrote non_validated_0099_04.png
20240805-05:48:39 wrote state.pth
20240805-05:48:39 --- epoch 100 ----------------------------------------
20240805-05:48:39 current_test_accuracies 0.7151 0.6901 0.6955 0.7090 0.7124
20240805-05:48:39 training model 1
20240805-05:54:06 train_perplexity 100 model 1 1.218323910438087
20240805-05:54:12 test_perplexity 100 model 1 1.2063784237052997
20240805-05:56:04 test_accuracy 100 model 1 val 1179 / 1595
20240805-05:56:05 wrote gpt_001.pth
20240805-05:56:29 wrote non_validated_0100_01.png
20240805-05:56:29 wrote state.pth
20240805-05:56:29 --- epoch 101 ----------------------------------------
20240805-05:56:29 current_test_accuracies 0.7151 0.7392 0.6955 0.7090 0.7124
20240805-05:56:29 training model 2
20240805-06:01:56 train_perplexity 101 model 2 1.2197733825425912
20240805-06:02:02 test_perplexity 101 model 2 1.2076782962855908
20240805-06:03:55 test_accuracy 101 model 2 val 1144 / 1572
20240805-06:03:56 wrote gpt_002.pth
20240805-06:04:20 wrote non_validated_0101_02.png
20240805-06:04:20 wrote state.pth
20240805-06:04:20 --- epoch 102 ----------------------------------------
20240805-06:04:20 current_test_accuracies 0.7151 0.7392 0.7277 0.7090 0.7124
20240805-06:04:20 training model 3
20240805-06:09:47 train_perplexity 102 model 3 1.221496877594392
20240805-06:09:53 test_perplexity 102 model 3 1.208461448325199
20240805-06:11:47 test_accuracy 102 model 3 val 1195 / 1594
20240805-06:11:49 wrote gpt_003.pth
20240805-06:12:12 wrote non_validated_0102_03.png
20240805-06:12:12 wrote state.pth
20240805-06:12:12 --- epoch 103 ----------------------------------------
20240805-06:12:12 current_test_accuracies 0.7151 0.7392 0.7277 0.7497 0.7124
20240805-06:12:12 training model 4
20240805-06:17:40 train_perplexity 103 model 4 1.2191386162995053
20240805-06:17:45 test_perplexity 103 model 4 1.2095998594549546
20240805-06:19:41 test_accuracy 103 model 4 val 1141 / 1633
20240805-06:19:42 wrote gpt_004.pth
20240805-06:20:06 wrote non_validated_0103_04.png
20240805-06:20:06 wrote state.pth
20240805-06:20:06 --- epoch 104 ----------------------------------------
20240805-06:20:06 current_test_accuracies 0.7151 0.7392 0.7277 0.7497 0.6987
20240805-06:20:06 training model 4
20240805-06:25:34 train_perplexity 104 model 4 1.2176369023418279
20240805-06:25:39 test_perplexity 104 model 4 1.2071409417906913
20240805-06:27:33 test_accuracy 104 model 4 val 1219 / 1626
20240805-06:27:35 wrote gpt_004.pth
20240805-06:27:58 wrote non_validated_0104_04.png
20240805-06:27:58 wrote state.pth
20240805-06:27:58 --- epoch 105 ----------------------------------------
20240805-06:27:58 current_test_accuracies 0.7151 0.7392 0.7277 0.7497 0.7497
20240805-06:27:58 training model 0
20240805-06:33:26 train_perplexity 105 model 0 1.2188517540391077
20240805-06:33:31 test_perplexity 105 model 0 1.204434646243208
20240805-06:35:23 test_accuracy 105 model 0 val 1149 / 1611
20240805-06:35:25 wrote gpt_000.pth
20240805-06:35:48 wrote non_validated_0105_00.png
20240805-06:35:48 wrote state.pth
20240805-06:35:48 --- epoch 106 ----------------------------------------
20240805-06:35:48 current_test_accuracies 0.7132 0.7392 0.7277 0.7497 0.7497
20240805-06:35:48 training model 0
20240805-06:41:16 train_perplexity 106 model 0 1.2164005191068583
20240805-06:41:21 test_perplexity 106 model 0 1.2037092445563997
20240805-06:43:14 test_accuracy 106 model 0 val 1204 / 1605
20240805-06:43:15 wrote gpt_000.pth
20240805-06:43:39 wrote non_validated_0106_00.png
20240805-06:43:39 wrote state.pth
20240805-06:43:39 --- epoch 107 ----------------------------------------
20240805-06:43:39 current_test_accuracies 0.7502 0.7392 0.7277 0.7497 0.7497
20240805-06:43:39 training model 2
20240805-06:49:07 train_perplexity 107 model 2 1.2171912481222897
20240805-06:49:12 test_perplexity 107 model 2 1.2054356810621896
20240805-06:51:04 test_accuracy 107 model 2 val 1206 / 1591
20240805-06:51:06 wrote gpt_002.pth
20240805-06:51:29 wrote non_validated_0107_02.png
20240805-06:51:29 wrote state.pth
20240805-06:51:29 --- epoch 108 ----------------------------------------
20240805-06:51:29 current_test_accuracies 0.7502 0.7392 0.7580 0.7497 0.7497
20240805-06:51:29 training model 1
20240805-06:56:57 train_perplexity 108 model 1 1.2169511862829645
20240805-06:57:02 test_perplexity 108 model 1 1.2049861458153848
20240805-06:58:55 test_accuracy 108 model 1 val 1151 / 1618
20240805-06:58:57 wrote gpt_001.pth
20240805-06:59:20 wrote non_validated_0108_01.png
20240805-06:59:20 wrote state.pth
20240805-06:59:20 --- epoch 109 ----------------------------------------
20240805-06:59:20 current_test_accuracies 0.7502 0.7114 0.7580 0.7497 0.7497
20240805-06:59:20 training model 1
20240805-07:04:48 train_perplexity 109 model 1 1.2147567344021928
20240805-07:04:53 test_perplexity 109 model 1 1.2031945947293292
20240805-07:06:47 test_accuracy 109 model 1 val 1166 / 1612
20240805-07:06:48 wrote gpt_001.pth
20240805-07:07:12 wrote non_validated_0109_01.png
20240805-07:07:12 wrote state.pth
20240805-07:07:12 --- epoch 110 ----------------------------------------
20240805-07:07:12 current_test_accuracies 0.7502 0.7233 0.7580 0.7497 0.7497
20240805-07:07:12 training model 1
20240805-07:12:39 train_perplexity 110 model 1 1.213554845790202
20240805-07:12:45 test_perplexity 110 model 1 1.2030609293827046
20240805-07:14:37 test_accuracy 110 model 1 val 1266 / 1618
20240805-07:14:38 wrote gpt_001.pth
20240805-07:15:02 wrote non_validated_0110_01.png
20240805-07:15:02 wrote state.pth
20240805-07:15:02 --- epoch 111 ----------------------------------------
20240805-07:15:02 current_test_accuracies 0.7502 0.7824 0.7580 0.7497 0.7497
20240805-07:15:02 training model 3
20240805-07:20:30 train_perplexity 111 model 3 1.2189434120096814
20240805-07:20:35 test_perplexity 111 model 3 1.2087994045623536
20240805-07:22:27 test_accuracy 111 model 3 val 1253 / 1626
20240805-07:22:29 wrote gpt_003.pth
20240805-07:22:52 wrote non_validated_0111_03.png
20240805-07:22:52 wrote state.pth
20240805-07:22:52 --- epoch 112 ----------------------------------------
20240805-07:22:52 current_test_accuracies 0.7502 0.7824 0.7580 0.7706 0.7497
20240805-07:22:52 training model 4
20240805-07:28:20 train_perplexity 112 model 4 1.2160968997973596
20240805-07:28:26 test_perplexity 112 model 4 1.2047840348600671
20240805-07:30:21 test_accuracy 112 model 4 val 1207 / 1593
20240805-07:30:22 wrote gpt_004.pth
20240805-07:30:45 wrote non_validated_0112_04.png
20240805-07:30:45 wrote state.pth
20240805-07:30:45 --- epoch 113 ----------------------------------------
20240805-07:30:45 current_test_accuracies 0.7502 0.7824 0.7580 0.7706 0.7577
20240805-07:30:45 training model 0
20240805-07:36:13 train_perplexity 113 model 0 1.214528134942443
20240805-07:36:18 test_perplexity 113 model 0 1.2015351472845426
20240805-07:38:11 test_accuracy 113 model 0 val 1220 / 1581
20240805-07:38:12 wrote gpt_000.pth
20240805-07:38:36 wrote non_validated_0113_00.png
20240805-07:38:36 wrote state.pth
20240805-07:38:36 --- epoch 114 ----------------------------------------
20240805-07:38:36 current_test_accuracies 0.7717 0.7824 0.7580 0.7706 0.7577
20240805-07:38:36 training model 4
20240805-07:44:03 train_perplexity 114 model 4 1.2139423352987746
20240805-07:44:09 test_perplexity 114 model 4 1.2027276562871927
20240805-07:46:01 test_accuracy 114 model 4 val 1275 / 1611
20240805-07:46:03 wrote gpt_004.pth
20240805-07:46:27 wrote non_validated_0114_04.png
20240805-07:46:27 wrote state.pth
20240805-07:46:27 --- epoch 115 ----------------------------------------
20240805-07:46:27 current_test_accuracies 0.7717 0.7824 0.7580 0.7706 0.7914
20240805-07:46:27 training model 2
20240805-07:51:55 train_perplexity 115 model 2 1.216059542597925
20240805-07:52:00 test_perplexity 115 model 2 1.2053857682023752
20240805-07:53:54 test_accuracy 115 model 2 val 1250 / 1614
20240805-07:53:56 wrote gpt_002.pth
20240805-07:54:20 wrote non_validated_0115_02.png
20240805-07:54:20 wrote state.pth
20240805-07:54:20 --- epoch 116 ----------------------------------------
20240805-07:54:20 current_test_accuracies 0.7717 0.7824 0.7745 0.7706 0.7914
20240805-07:54:20 training model 3
20240805-07:59:48 train_perplexity 116 model 3 1.2166975057195557
20240805-07:59:54 test_perplexity 116 model 3 1.2033674776374181
20240805-08:01:51 test_accuracy 116 model 3 val 1263 / 1602
20240805-08:01:52 wrote gpt_003.pth
20240805-08:02:16 wrote non_validated_0116_03.png
20240805-08:02:16 wrote state.pth
20240805-08:02:16 --- epoch 117 ----------------------------------------
20240805-08:02:16 current_test_accuracies 0.7717 0.7824 0.7745 0.7884 0.7914
20240805-08:02:16 training model 0
20240805-08:07:44 train_perplexity 117 model 0 1.2128011614858925
20240805-08:07:49 test_perplexity 117 model 0 1.1997165832731145
20240805-08:09:44 test_accuracy 117 model 0 val 1311 / 1644
20240805-08:09:45 wrote gpt_000.pth
20240805-08:10:09 wrote non_validated_0117_00.png
20240805-08:10:09 wrote state.pth
20240805-08:10:09 --- epoch 118 ----------------------------------------
20240805-08:10:09 current_test_accuracies 0.7974 0.7824 0.7745 0.7884 0.7914
20240805-08:10:09 training model 2
20240805-08:15:37 train_perplexity 118 model 2 1.2142921550517307
20240805-08:15:42 test_perplexity 118 model 2 1.2068136221241028
20240805-08:17:36 test_accuracy 118 model 2 val 1269 / 1606
20240805-08:17:37 wrote gpt_002.pth
20240805-08:18:00 wrote non_validated_0118_02.png
20240805-08:18:00 wrote state.pth
20240805-08:18:00 --- epoch 119 ----------------------------------------
20240805-08:18:00 current_test_accuracies 0.7974 0.7824 0.7902 0.7884 0.7914
20240805-08:18:00 training model 1
20240805-08:23:29 train_perplexity 119 model 1 1.2119418690223853
20240805-08:23:34 test_perplexity 119 model 1 1.2006194622858053
20240805-08:25:25 test_accuracy 119 model 1 val 1235 / 1600
20240805-08:25:27 wrote gpt_001.pth
20240805-08:25:49 wrote non_validated_0119_01.png
20240805-08:25:49 wrote state.pth
20240805-08:25:49 --- epoch 120 ----------------------------------------
20240805-08:25:49 current_test_accuracies 0.7974 0.7719 0.7902 0.7884 0.7914
20240805-08:25:49 training model 1
20240805-08:31:17 train_perplexity 120 model 1 1.2109008601383584
20240805-08:31:22 test_perplexity 120 model 1 1.1988455955909663
20240805-08:33:15 test_accuracy 120 model 1 val 1255 / 1589
20240805-08:33:17 wrote gpt_001.pth
20240805-08:33:40 wrote non_validated_0120_01.png
20240805-08:33:40 wrote state.pth
20240805-08:33:40 --- epoch 121 ----------------------------------------
20240805-08:33:40 current_test_accuracies 0.7974 0.7898 0.7902 0.7884 0.7914
20240805-08:33:40 training model 3
20240805-08:39:08 train_perplexity 121 model 3 1.2152059977691054
20240805-08:39:13 test_perplexity 121 model 3 1.2052151789737626
20240805-08:41:06 test_accuracy 121 model 3 val 1246 / 1579
20240805-08:41:08 wrote gpt_003.pth
20240805-08:41:31 wrote non_validated_0121_03.png
20240805-08:41:31 wrote state.pth
20240805-08:41:31 --- epoch 122 ----------------------------------------
20240805-08:41:31 current_test_accuracies 0.7974 0.7898 0.7902 0.7891 0.7914
20240805-08:41:31 training model 3
20240805-08:46:59 train_perplexity 122 model 3 1.2140030480644914
20240805-08:47:04 test_perplexity 122 model 3 1.2027413779263287
20240805-08:48:56 test_accuracy 122 model 3 val 1313 / 1633
20240805-08:48:57 wrote gpt_003.pth
20240805-08:49:21 wrote non_validated_0122_03.png
20240805-08:49:22 wrote state.pth
20240805-08:49:22 --- epoch 123 ----------------------------------------
20240805-08:49:22 current_test_accuracies 0.7974 0.7898 0.7902 0.8040 0.7914
20240805-08:49:22 training model 1
20240805-08:54:49 train_perplexity 123 model 1 1.210300923383455
20240805-08:54:55 test_perplexity 123 model 1 1.202266453863964
20240805-08:56:49 test_accuracy 123 model 1 val 1335 / 1635
20240805-08:56:51 wrote gpt_001.pth
20240805-08:57:14 wrote non_validated_0123_01.png
20240805-08:57:14 wrote state.pth
20240805-08:57:14 --- epoch 124 ----------------------------------------
20240805-08:57:14 current_test_accuracies 0.7974 0.8165 0.7902 0.8040 0.7914
20240805-08:57:14 training model 2
20240805-09:02:42 train_perplexity 124 model 2 1.212674512471165
20240805-09:02:48 test_perplexity 124 model 2 1.2032724671396116
20240805-09:04:41 test_accuracy 124 model 2 val 1263 / 1604
20240805-09:04:43 wrote gpt_002.pth
20240805-09:05:06 wrote non_validated_0124_02.png
20240805-09:05:06 wrote state.pth
20240805-09:05:06 --- epoch 125 ----------------------------------------
20240805-09:05:06 current_test_accuracies 0.7974 0.8165 0.7874 0.8040 0.7914
20240805-09:05:06 training model 2
20240805-09:10:34 train_perplexity 125 model 2 1.2112301946547546
20240805-09:10:40 test_perplexity 125 model 2 1.204494912454877
20240805-09:12:31 test_accuracy 125 model 2 val 1289 / 1605
20240805-09:12:33 wrote gpt_002.pth
20240805-09:12:56 wrote non_validated_0125_02.png
20240805-09:12:56 wrote state.pth
20240805-09:12:56 --- epoch 126 ----------------------------------------
20240805-09:12:56 current_test_accuracies 0.7974 0.8165 0.8031 0.8040 0.7914
20240805-09:12:56 training model 4
20240805-09:18:24 train_perplexity 126 model 4 1.2129929326039475
20240805-09:18:30 test_perplexity 126 model 4 1.2035404499493991
20240805-09:20:28 test_accuracy 126 model 4 val 1256 / 1593
20240805-09:20:29 wrote gpt_004.pth
20240805-09:20:53 wrote non_validated_0126_04.png
20240805-09:20:53 wrote state.pth
20240805-09:20:53 --- epoch 127 ----------------------------------------
20240805-09:20:53 current_test_accuracies 0.7974 0.8165 0.8031 0.8040 0.7884
20240805-09:20:53 training model 4
20240805-09:26:21 train_perplexity 127 model 4 1.211979371765895
20240805-09:26:27 test_perplexity 127 model 4 1.20283750480626
20240805-09:28:19 test_accuracy 127 model 4 val 1274 / 1610
20240805-09:28:21 wrote gpt_004.pth
20240805-09:28:44 wrote non_validated_0127_04.png
20240805-09:28:44 wrote state.pth
20240805-09:28:44 --- epoch 128 ----------------------------------------
20240805-09:28:44 current_test_accuracies 0.7974 0.8165 0.8031 0.8040 0.7913
20240805-09:28:44 training model 4
20240805-09:34:12 train_perplexity 128 model 4 1.2104867410096942
20240805-09:34:18 test_perplexity 128 model 4 1.1991874481590976
20240805-09:36:10 test_accuracy 128 model 4 val 1318 / 1608
20240805-09:36:12 wrote gpt_004.pth
20240805-09:36:35 wrote non_validated_0128_04.png
20240805-09:36:35 wrote state.pth
20240805-09:36:35 --- epoch 129 ----------------------------------------
20240805-09:36:35 current_test_accuracies 0.7974 0.8165 0.8031 0.8040 0.8197
20240805-09:36:35 training model 0
20240805-09:42:03 train_perplexity 129 model 0 1.2110140928607631
20240805-09:42:09 test_perplexity 129 model 0 1.1999257567994295
20240805-09:44:04 test_accuracy 129 model 0 val 1259 / 1592
20240805-09:44:05 wrote gpt_000.pth
20240805-09:44:28 wrote non_validated_0129_00.png
20240805-09:44:28 wrote state.pth
20240805-09:44:28 --- epoch 130 ----------------------------------------
20240805-09:44:28 current_test_accuracies 0.7908 0.8165 0.8031 0.8040 0.8197
20240805-09:44:28 training model 0
20240805-09:49:57 train_perplexity 130 model 0 1.2096241031250479
20240805-09:50:02 test_perplexity 130 model 0 1.1972717164642055
20240805-09:51:59 test_accuracy 130 model 0 val 1327 / 1602
20240805-09:52:00 wrote gpt_000.pth
20240805-09:52:24 wrote non_validated_0130_00.png
20240805-09:52:24 wrote state.pth
20240805-09:52:24 --- epoch 131 ----------------------------------------
20240805-09:52:24 current_test_accuracies 0.8283 0.8165 0.8031 0.8040 0.8197
20240805-09:52:24 training model 2
20240805-09:57:52 train_perplexity 131 model 2 1.2103883324608862
20240805-09:57:58 test_perplexity 131 model 2 1.2000057464828913
20240805-09:59:53 test_accuracy 131 model 2 val 1323 / 1595
20240805-09:59:55 wrote gpt_002.pth
20240805-10:00:18 wrote non_validated_0131_02.png
20240805-10:00:18 wrote state.pth
20240805-10:00:18 --- epoch 132 ----------------------------------------
20240805-10:00:18 current_test_accuracies 0.8283 0.8165 0.8295 0.8040 0.8197
20240805-10:00:18 training model 3
20240805-10:05:47 train_perplexity 132 model 3 1.2125692983596499
20240805-10:05:52 test_perplexity 132 model 3 1.2011711021281617
20240805-10:07:43 test_accuracy 132 model 3 val 1333 / 1600
20240805-10:07:45 wrote gpt_003.pth
20240805-10:08:08 wrote non_validated_0132_03.png
20240805-10:08:08 wrote state.pth
20240805-10:08:08 --- epoch 133 ----------------------------------------
20240805-10:08:08 current_test_accuracies 0.8283 0.8165 0.8295 0.8331 0.8197
20240805-10:08:08 training model 1
20240805-10:13:36 train_perplexity 133 model 1 1.2090704614676904
20240805-10:13:42 test_perplexity 133 model 1 1.1975668995483284
20240805-10:15:34 test_accuracy 133 model 1 val 1308 / 1600
20240805-10:15:36 wrote gpt_001.pth
20240805-10:15:58 wrote non_validated_0133_01.png
20240805-10:15:58 wrote state.pth
20240805-10:15:58 --- epoch 134 ----------------------------------------
20240805-10:15:58 current_test_accuracies 0.8283 0.8175 0.8295 0.8331 0.8197
20240805-10:15:58 training model 1
20240805-10:21:27 train_perplexity 134 model 1 1.2074752158340818
20240805-10:21:32 test_perplexity 134 model 1 1.1972115777360421
20240805-10:23:22 test_accuracy 134 model 1 val 1267 / 1569
20240805-10:23:23 wrote gpt_001.pth
20240805-10:23:47 wrote non_validated_0134_01.png
20240805-10:23:47 wrote state.pth
20240805-10:23:47 --- epoch 135 ----------------------------------------
20240805-10:23:47 current_test_accuracies 0.8283 0.8075 0.8295 0.8331 0.8197
20240805-10:23:47 training model 1
20240805-10:29:15 train_perplexity 135 model 1 1.2063466968530443
20240805-10:29:20 test_perplexity 135 model 1 1.1974263641770417
20240805-10:31:12 test_accuracy 135 model 1 val 1321 / 1617
20240805-10:31:14 wrote gpt_001.pth
20240805-10:31:36 wrote non_validated_0135_01.png
20240805-10:31:36 wrote state.pth
20240805-10:31:36 --- epoch 136 ----------------------------------------
20240805-10:31:36 current_test_accuracies 0.8283 0.8169 0.8295 0.8331 0.8197
20240805-10:31:36 training model 1
20240805-10:37:05 train_perplexity 136 model 1 1.205951008891456
20240805-10:37:10 test_perplexity 136 model 1 1.197736548555098
20240805-10:39:02 test_accuracy 136 model 1 val 1361 / 1627
20240805-10:39:04 wrote gpt_001.pth
20240805-10:39:27 wrote non_validated_0136_01.png
20240805-10:39:27 wrote state.pth
20240805-10:39:27 --- epoch 137 ----------------------------------------
20240805-10:39:27 current_test_accuracies 0.8283 0.8365 0.8295 0.8331 0.8197
20240805-10:39:27 training model 4
20240805-10:44:55 train_perplexity 137 model 4 1.2094887128379754
20240805-10:45:01 test_perplexity 137 model 4 1.2010793331136953
20240805-10:46:56 test_accuracy 137 model 4 val 1301 / 1628
20240805-10:46:57 wrote gpt_004.pth
20240805-10:47:20 wrote non_validated_0137_04.png
20240805-10:47:21 wrote state.pth
20240805-10:47:21 --- epoch 138 ----------------------------------------
20240805-10:47:21 current_test_accuracies 0.8283 0.8365 0.8295 0.8331 0.7991
20240805-10:47:21 training model 4
20240805-10:52:49 train_perplexity 138 model 4 1.2083439485306704
20240805-10:52:54 test_perplexity 138 model 4 1.1989647322205723
20240805-10:54:49 test_accuracy 138 model 4 val 1325 / 1625
20240805-10:54:51 wrote gpt_004.pth
20240805-10:55:14 wrote non_validated_0138_04.png
20240805-10:55:14 wrote state.pth
20240805-10:55:14 --- epoch 139 ----------------------------------------
20240805-10:55:14 current_test_accuracies 0.8283 0.8365 0.8295 0.8331 0.8154
20240805-10:55:14 training model 4
20240805-11:00:42 train_perplexity 139 model 4 1.206318265332016
20240805-11:00:47 test_perplexity 139 model 4 1.1949002646324738
20240805-11:02:40 test_accuracy 139 model 4 val 1368 / 1593
20240805-11:02:41 wrote gpt_004.pth
20240805-11:03:05 wrote non_validated_0139_04.png
20240805-11:03:05 wrote state.pth
20240805-11:03:05 --- epoch 140 ----------------------------------------
20240805-11:03:05 current_test_accuracies 0.8283 0.8365 0.8295 0.8331 0.8588
20240805-11:03:05 training model 0
20240805-11:08:33 train_perplexity 140 model 0 1.2087480523675465
20240805-11:08:38 test_perplexity 140 model 0 1.201690642716398
20240805-11:10:32 test_accuracy 140 model 0 val 1290 / 1586
20240805-11:10:34 wrote gpt_000.pth
20240805-11:10:57 wrote non_validated_0140_00.png
20240805-11:10:57 wrote state.pth
20240805-11:10:57 --- epoch 141 ----------------------------------------
20240805-11:10:57 current_test_accuracies 0.8134 0.8365 0.8295 0.8331 0.8588
20240805-11:10:57 training model 0
20240805-11:16:25 train_perplexity 141 model 0 1.2074149869567863
20240805-11:16:31 test_perplexity 141 model 0 1.196718135298216
20240805-11:18:25 test_accuracy 141 model 0 val 1365 / 1601
20240805-11:18:27 wrote gpt_000.pth
20240805-11:18:51 wrote non_validated_0141_00.png
20240805-11:18:51 wrote state.pth
20240805-11:18:51 --- epoch 142 ----------------------------------------
20240805-11:18:51 current_test_accuracies 0.8526 0.8365 0.8295 0.8331 0.8588
20240805-11:18:51 training model 2
20240805-11:24:18 train_perplexity 142 model 2 1.2090835851232822
20240805-11:24:24 test_perplexity 142 model 2 1.1978238377510868
20240805-11:26:16 test_accuracy 142 model 2 val 1338 / 1606
20240805-11:26:17 wrote gpt_002.pth
20240805-11:26:41 wrote non_validated_0142_02.png
20240805-11:26:41 wrote state.pth
20240805-11:26:41 --- epoch 143 ----------------------------------------
20240805-11:26:41 current_test_accuracies 0.8526 0.8365 0.8331 0.8331 0.8588
20240805-11:26:41 training model 3
20240805-11:32:09 train_perplexity 143 model 3 1.211081751236908
20240805-11:32:14 test_perplexity 143 model 3 1.2004459129655716
20240805-11:34:07 test_accuracy 143 model 3 val 1322 / 1620
20240805-11:34:08 wrote gpt_003.pth
20240805-11:34:32 wrote non_validated_0143_03.png
20240805-11:34:32 wrote state.pth
20240805-11:34:32 --- epoch 144 ----------------------------------------
20240805-11:34:32 current_test_accuracies 0.8526 0.8365 0.8331 0.8160 0.8588
20240805-11:34:32 training model 3
20240805-11:40:00 train_perplexity 144 model 3 1.2098558084469617
20240805-11:40:05 test_perplexity 144 model 3 1.1991888122564527
20240805-11:41:57 test_accuracy 144 model 3 val 1291 / 1572
20240805-11:41:58 wrote gpt_003.pth
20240805-11:42:22 wrote non_validated_0144_03.png
20240805-11:42:22 wrote state.pth
20240805-11:42:22 --- epoch 145 ----------------------------------------
20240805-11:42:22 current_test_accuracies 0.8526 0.8365 0.8331 0.8212 0.8588
20240805-11:42:22 training model 3
20240805-11:47:50 train_perplexity 145 model 3 1.208873976883677
20240805-11:47:55 test_perplexity 145 model 3 1.200717006378143
20240805-11:49:47 test_accuracy 145 model 3 val 1316 / 1607
20240805-11:49:48 wrote gpt_003.pth
20240805-11:50:11 wrote non_validated_0145_03.png
20240805-11:50:11 wrote state.pth
20240805-11:50:11 --- epoch 146 ----------------------------------------
20240805-11:50:11 current_test_accuracies 0.8526 0.8365 0.8331 0.8189 0.8588
20240805-11:50:11 training model 3
20240805-11:55:39 train_perplexity 146 model 3 1.208124854407934
20240805-11:55:45 test_perplexity 146 model 3 1.196255366028622
20240805-11:57:37 test_accuracy 146 model 3 val 1329 / 1570
20240805-11:57:39 wrote gpt_003.pth
20240805-11:58:02 wrote non_validated_0146_03.png
20240805-11:58:02 wrote state.pth
20240805-11:58:02 --- epoch 147 ----------------------------------------
20240805-11:58:02 current_test_accuracies 0.8526 0.8365 0.8331 0.8465 0.8588
20240805-11:58:02 training model 2
20240805-12:03:30 train_perplexity 147 model 2 1.2082016762411498
20240805-12:03:35 test_perplexity 147 model 2 1.2019253744239926
20240805-12:05:27 test_accuracy 147 model 2 val 1342 / 1613
20240805-12:05:28 wrote gpt_002.pth
20240805-12:05:51 wrote non_validated_0147_02.png
20240805-12:05:52 wrote state.pth
20240805-12:05:52 --- epoch 148 ----------------------------------------
20240805-12:05:52 current_test_accuracies 0.8526 0.8365 0.8320 0.8465 0.8588
20240805-12:05:52 training model 2
20240805-12:11:20 train_perplexity 148 model 2 1.2071242959937143
20240805-12:11:25 test_perplexity 148 model 2 1.197132136430305
20240805-12:13:15 test_accuracy 148 model 2 val 1353 / 1600
20240805-12:13:17 wrote gpt_002.pth
20240805-12:13:40 wrote non_validated_0148_02.png
20240805-12:13:40 wrote state.pth
20240805-12:13:40 --- epoch 149 ----------------------------------------
20240805-12:13:40 current_test_accuracies 0.8526 0.8365 0.8456 0.8465 0.8588
20240805-12:13:40 training model 1
20240805-12:19:08 train_perplexity 149 model 1 1.2046226539388014
20240805-12:19:14 test_perplexity 149 model 1 1.1958812982845912
20240805-12:21:08 test_accuracy 149 model 1 val 1339 / 1585
20240805-12:21:10 wrote gpt_001.pth
20240805-12:21:33 wrote non_validated_0149_01.png
20240805-12:21:33 wrote state.pth
20240805-12:21:33 --- epoch 150 ----------------------------------------
20240805-12:21:33 current_test_accuracies 0.8526 0.8448 0.8456 0.8465 0.8588
20240805-12:21:33 training model 1
20240805-12:27:01 train_perplexity 150 model 1 1.2039650391308157
20240805-12:27:06 test_perplexity 150 model 1 1.197099805858446
20240805-12:28:55 test_accuracy 150 model 1 val 1345 / 1600
20240805-12:28:57 wrote gpt_001.pth
20240805-12:29:20 wrote non_validated_0150_01.png
20240805-12:29:20 wrote state.pth
20240805-12:29:20 --- epoch 151 ----------------------------------------
20240805-12:29:20 current_test_accuracies 0.8526 0.8406 0.8456 0.8465 0.8588
20240805-12:29:20 training model 1
20240805-12:34:48 train_perplexity 151 model 1 1.2029759168377394
20240805-12:34:53 test_perplexity 151 model 1 1.192158760082639
20240805-12:36:57 test_accuracy 151 model 1 val 1380 / 1602
20240805-12:36:58 wrote gpt_001.pth
20240805-12:37:22 wrote non_validated_0151_01.png
20240805-12:37:22 wrote state.pth
20240805-12:37:22 --- epoch 152 ----------------------------------------
20240805-12:37:22 current_test_accuracies 0.8526 0.8614 0.8456 0.8465 0.8588
20240805-12:37:22 training model 2
20240805-12:42:50 train_perplexity 152 model 2 1.2058794462765499
20240805-12:42:56 test_perplexity 152 model 2 1.1952342206589182
20240805-12:44:48 test_accuracy 152 model 2 val 1390 / 1587
20240805-12:44:50 wrote gpt_002.pth
20240805-12:45:13 wrote non_validated_0152_02.png
20240805-12:45:13 wrote state.pth
20240805-12:45:13 --- epoch 153 ----------------------------------------
20240805-12:45:13 current_test_accuracies 0.8526 0.8614 0.8759 0.8465 0.8588
20240805-12:45:13 training model 3
20240805-12:50:41 train_perplexity 153 model 3 1.2073383242242393
20240805-12:50:47 test_perplexity 153 model 3 1.1969330133533607
20240805-12:52:40 test_accuracy 153 model 3 val 1360 / 1569
20240805-12:52:42 wrote gpt_003.pth
20240805-12:53:05 wrote non_validated_0153_03.png
20240805-12:53:05 wrote state.pth
20240805-12:53:05 --- epoch 154 ----------------------------------------
20240805-12:53:05 current_test_accuracies 0.8526 0.8614 0.8759 0.8668 0.8588
20240805-12:53:05 training model 0
20240805-12:58:33 train_perplexity 154 model 0 1.206309384424144
20240805-12:58:39 test_perplexity 154 model 0 1.1964916270521346
20240805-13:00:36 test_accuracy 154 model 0 val 1331 / 1592
20240805-13:00:37 wrote gpt_000.pth
20240805-13:01:00 wrote non_validated_0154_00.png
20240805-13:01:01 wrote state.pth
20240805-13:01:01 --- epoch 155 ----------------------------------------
20240805-13:01:01 current_test_accuracies 0.8361 0.8614 0.8759 0.8668 0.8588
20240805-13:01:01 training model 0
20240805-13:06:29 train_perplexity 155 model 0 1.2051941767459569
20240805-13:06:34 test_perplexity 155 model 0 1.1979183426068132
20240805-13:08:29 test_accuracy 155 model 0 val 1373 / 1598
20240805-13:08:30 wrote gpt_000.pth
20240805-13:08:53 wrote non_validated_0155_00.png
20240805-13:08:54 wrote state.pth
20240805-13:08:54 --- epoch 156 ----------------------------------------
20240805-13:08:54 current_test_accuracies 0.8592 0.8614 0.8759 0.8668 0.8588
20240805-13:08:54 training model 4
20240805-13:14:22 train_perplexity 156 model 4 1.2062253721343892
20240805-13:14:27 test_perplexity 156 model 4 1.1966875828375767
20240805-13:16:19 test_accuracy 156 model 4 val 1360 / 1606
20240805-13:16:20 wrote gpt_004.pth
20240805-13:16:44 wrote non_validated_0156_04.png
20240805-13:16:44 wrote state.pth
20240805-13:16:44 --- epoch 157 ----------------------------------------
20240805-13:16:44 current_test_accuracies 0.8592 0.8614 0.8759 0.8668 0.8468
20240805-13:16:44 training model 4
20240805-13:22:12 train_perplexity 157 model 4 1.2052738787073802
20240805-13:22:18 test_perplexity 157 model 4 1.200936277929589
20240805-13:24:13 test_accuracy 157 model 4 val 1306 / 1615
20240805-13:24:14 wrote gpt_004.pth
20240805-13:24:39 wrote non_validated_0157_04.png
20240805-13:24:39 wrote state.pth
20240805-13:24:39 --- epoch 158 ----------------------------------------
20240805-13:24:39 current_test_accuracies 0.8592 0.8614 0.8759 0.8668 0.8087
20240805-13:24:39 training model 4
20240805-13:30:07 train_perplexity 158 model 4 1.2041565815958146
20240805-13:30:12 test_perplexity 158 model 4 1.1967732304895946
20240805-13:32:05 test_accuracy 158 model 4 val 1375 / 1605
20240805-13:32:06 wrote gpt_004.pth
20240805-13:32:29 wrote non_validated_0158_04.png
20240805-13:32:29 wrote state.pth
20240805-13:32:29 --- epoch 159 ----------------------------------------
20240805-13:32:29 current_test_accuracies 0.8592 0.8614 0.8759 0.8668 0.8567
20240805-13:32:29 training model 4
20240805-13:37:58 train_perplexity 159 model 4 1.202964182101854
20240805-13:38:03 test_perplexity 159 model 4 1.1944916533656222
20240805-13:39:56 test_accuracy 159 model 4 val 1376 / 1589
20240805-13:39:57 wrote gpt_004.pth
20240805-13:40:21 wrote non_validated_0159_04.png
20240805-13:40:21 wrote state.pth
20240805-13:40:21 --- epoch 160 ----------------------------------------
20240805-13:40:21 current_test_accuracies 0.8592 0.8614 0.8759 0.8668 0.8660
20240805-13:40:21 training model 0
20240805-13:45:49 train_perplexity 160 model 0 1.204632881466295
20240805-13:45:54 test_perplexity 160 model 0 1.1950474647204672
20240805-13:47:47 test_accuracy 160 model 0 val 1381 / 1602
20240805-13:47:49 wrote gpt_000.pth
20240805-13:48:12 wrote non_validated_0160_00.png
20240805-13:48:12 wrote state.pth
20240805-13:48:12 --- epoch 161 ----------------------------------------
20240805-13:48:12 current_test_accuracies 0.8620 0.8614 0.8759 0.8668 0.8660
20240805-13:48:12 training model 1
20240805-13:53:40 train_perplexity 161 model 1 1.2019661382755535
20240805-13:53:46 test_perplexity 161 model 1 1.1939248848784856
20240805-13:55:38 test_accuracy 161 model 1 val 1361 / 1610
20240805-13:55:39 wrote gpt_001.pth
20240805-13:56:02 wrote non_validated_0161_01.png
20240805-13:56:03 wrote state.pth
20240805-13:56:03 --- epoch 162 ----------------------------------------
20240805-13:56:03 current_test_accuracies 0.8620 0.8453 0.8759 0.8668 0.8660
20240805-13:56:03 training model 1
20240805-14:01:31 train_perplexity 162 model 1 1.2016965542545488
20240805-14:01:36 test_perplexity 162 model 1 1.1912983920184117
20240805-14:03:31 test_accuracy 162 model 1 val 1392 / 1609
20240805-14:03:33 wrote gpt_001.pth
20240805-14:03:57 wrote non_validated_0162_01.png
20240805-14:03:57 wrote state.pth
20240805-14:03:57 --- epoch 163 ----------------------------------------
20240805-14:03:57 current_test_accuracies 0.8620 0.8651 0.8759 0.8668 0.8660
20240805-14:03:57 training model 0
20240805-14:09:25 train_perplexity 163 model 0 1.2040852056327218
20240805-14:09:31 test_perplexity 163 model 0 1.1955190449800785
20240805-14:11:25 test_accuracy 163 model 0 val 1371 / 1614
20240805-14:11:26 wrote gpt_000.pth
20240805-14:11:50 wrote non_validated_0163_00.png
20240805-14:11:50 wrote state.pth
20240805-14:11:50 --- epoch 164 ----------------------------------------
20240805-14:11:50 current_test_accuracies 0.8494 0.8651 0.8759 0.8668 0.8660
20240805-14:11:50 training model 0
20240805-14:17:18 train_perplexity 164 model 0 1.2035617812184962
20240805-14:17:24 test_perplexity 164 model 0 1.194151359187372
20240805-14:19:18 test_accuracy 164 model 0 val 1383 / 1588
20240805-14:19:20 wrote gpt_000.pth
20240805-14:19:43 wrote non_validated_0164_00.png
20240805-14:19:43 wrote state.pth
20240805-14:19:43 --- epoch 165 ----------------------------------------
20240805-14:19:43 current_test_accuracies 0.8709 0.8651 0.8759 0.8668 0.8660
20240805-14:19:43 training model 1
20240805-14:25:11 train_perplexity 165 model 1 1.201114557184375
20240805-14:25:16 test_perplexity 165 model 1 1.1927525274313366
20240805-14:27:11 test_accuracy 165 model 1 val 1395 / 1616
20240805-14:27:13 wrote gpt_001.pth
20240805-14:27:36 wrote non_validated_0165_01.png
20240805-14:27:36 wrote state.pth
20240805-14:27:36 --- epoch 166 ----------------------------------------
20240805-14:27:36 current_test_accuracies 0.8709 0.8632 0.8759 0.8668 0.8660
20240805-14:27:36 training model 1
20240805-14:33:04 train_perplexity 166 model 1 1.2003800771090123
20240805-14:33:10 test_perplexity 166 model 1 1.1909280204951171
20240805-14:35:05 test_accuracy 166 model 1 val 1406 / 1613
20240805-14:35:07 wrote gpt_001.pth
20240805-14:35:30 wrote non_validated_0166_01.png
20240805-14:35:30 wrote state.pth
20240805-14:35:30 --- epoch 167 ----------------------------------------
20240805-14:35:30 current_test_accuracies 0.8709 0.8717 0.8759 0.8668 0.8660
20240805-14:35:30 training model 4
20240805-14:40:59 train_perplexity 167 model 4 1.2026873976437897
20240805-14:41:04 test_perplexity 167 model 4 1.1938839183291323
20240805-14:42:58 test_accuracy 167 model 4 val 1364 / 1577
20240805-14:43:00 wrote gpt_004.pth
20240805-14:43:23 wrote non_validated_0167_04.png
20240805-14:43:23 wrote state.pth
20240805-14:43:23 --- epoch 168 ----------------------------------------
20240805-14:43:23 current_test_accuracies 0.8709 0.8717 0.8759 0.8668 0.8649
20240805-14:43:23 training model 4
20240805-14:48:52 train_perplexity 168 model 4 1.201561978608185
20240805-14:48:57 test_perplexity 168 model 4 1.1925298355527576
20240805-14:50:48 test_accuracy 168 model 4 val 1381 / 1613
20240805-14:50:50 wrote gpt_004.pth
20240805-14:51:13 wrote non_validated_0168_04.png
20240805-14:51:13 wrote state.pth
20240805-14:51:13 --- epoch 169 ----------------------------------------
20240805-14:51:13 current_test_accuracies 0.8709 0.8717 0.8759 0.8668 0.8562
20240805-14:51:13 training model 4
20240805-14:56:41 train_perplexity 169 model 4 1.201448857872096
20240805-14:56:47 test_perplexity 169 model 4 1.1902293752994173
20240805-14:58:39 test_accuracy 169 model 4 val 1397 / 1589
20240805-14:58:40 wrote gpt_004.pth
20240805-14:59:03 wrote non_validated_0169_04.png
20240805-14:59:03 wrote state.pth
20240805-14:59:03 --- epoch 170 ----------------------------------------
20240805-14:59:03 current_test_accuracies 0.8709 0.8717 0.8759 0.8668 0.8792
20240805-14:59:03 training model 3
20240805-15:04:31 train_perplexity 170 model 3 1.2063482927941183
20240805-15:04:36 test_perplexity 170 model 3 1.1965629534366826
20240805-15:06:31 test_accuracy 170 model 3 val 1354 / 1569
20240805-15:06:32 wrote gpt_003.pth
20240805-15:06:56 wrote non_validated_0170_03.png
20240805-15:06:56 wrote state.pth
20240805-15:06:56 --- epoch 171 ----------------------------------------
20240805-15:06:56 current_test_accuracies 0.8709 0.8717 0.8759 0.8630 0.8792
20240805-15:06:56 training model 3
20240805-15:12:24 train_perplexity 171 model 3 1.2050026858938756
20240805-15:12:29 test_perplexity 171 model 3 1.1960538820377447
20240805-15:14:23 test_accuracy 171 model 3 val 1361 / 1590
20240805-15:14:25 wrote gpt_003.pth
20240805-15:14:48 wrote non_validated_0171_03.png
20240805-15:14:48 wrote state.pth
20240805-15:14:48 --- epoch 172 ----------------------------------------
20240805-15:14:48 current_test_accuracies 0.8709 0.8717 0.8759 0.8560 0.8792
20240805-15:14:48 training model 3
20240805-15:20:16 train_perplexity 172 model 3 1.204479046410914
20240805-15:20:21 test_perplexity 172 model 3 1.1958362879886526
20240805-15:22:20 test_accuracy 172 model 3 val 1398 / 1592
20240805-15:22:21 wrote gpt_003.pth
20240805-15:22:45 wrote non_validated_0172_03.png
20240805-15:22:45 wrote state.pth
20240805-15:22:45 --- epoch 173 ----------------------------------------
20240805-15:22:45 current_test_accuracies 0.8709 0.8717 0.8759 0.8781 0.8792
20240805-15:22:45 training model 0
20240805-15:28:13 train_perplexity 173 model 0 1.2021080968557518
20240805-15:28:18 test_perplexity 173 model 0 1.1936628875138817
20240805-15:30:10 test_accuracy 173 model 0 val 1366 / 1602
20240805-15:30:12 wrote gpt_000.pth
20240805-15:30:35 wrote non_validated_0173_00.png
20240805-15:30:35 wrote state.pth
20240805-15:30:35 --- epoch 174 ----------------------------------------
20240805-15:30:35 current_test_accuracies 0.8527 0.8717 0.8759 0.8781 0.8792
20240805-15:30:35 training model 0
20240805-15:36:03 train_perplexity 174 model 0 1.2015036192094295
20240805-15:36:09 test_perplexity 174 model 0 1.191107851540876
20240805-15:38:00 test_accuracy 174 model 0 val 1396 / 1583
20240805-15:38:02 wrote gpt_000.pth
20240805-15:38:25 wrote non_validated_0174_00.png
20240805-15:38:25 wrote state.pth
20240805-15:38:25 --- epoch 175 ----------------------------------------
20240805-15:38:25 current_test_accuracies 0.8819 0.8717 0.8759 0.8781 0.8792
20240805-15:38:25 training model 1
20240805-15:43:54 train_perplexity 175 model 1 1.1987742449068732
20240805-15:43:59 test_perplexity 175 model 1 1.1876913489429268
20240805-15:45:56 test_accuracy 175 model 1 val 1396 / 1584
20240805-15:45:57 wrote gpt_001.pth
20240805-15:46:21 wrote non_validated_0175_01.png
20240805-15:46:21 wrote state.pth
20240805-15:46:21 --- epoch 176 ----------------------------------------
20240805-15:46:21 current_test_accuracies 0.8819 0.8813 0.8759 0.8781 0.8792
20240805-15:46:21 training model 2
20240805-15:51:49 train_perplexity 176 model 2 1.2047667654807899
20240805-15:51:54 test_perplexity 176 model 2 1.1971672822260735
20240805-15:53:47 test_accuracy 176 model 2 val 1330 / 1564
20240805-15:53:49 wrote gpt_002.pth
20240805-15:54:12 wrote non_validated_0176_02.png
20240805-15:54:12 wrote state.pth
20240805-15:54:12 --- epoch 177 ----------------------------------------
20240805-15:54:12 current_test_accuracies 0.8819 0.8813 0.8504 0.8781 0.8792
20240805-15:54:12 training model 2
20240805-15:59:40 train_perplexity 177 model 2 1.2037866544404752
20240805-15:59:46 test_perplexity 177 model 2 1.1947138076636532
20240805-16:01:38 test_accuracy 177 model 2 val 1387 / 1585
20240805-16:01:40 wrote gpt_002.pth
20240805-16:02:03 wrote non_validated_0177_02.png
20240805-16:02:03 wrote state.pth
20240805-16:02:03 --- epoch 178 ----------------------------------------
20240805-16:02:03 current_test_accuracies 0.8819 0.8813 0.8751 0.8781 0.8792
20240805-16:02:03 training model 2
20240805-16:07:31 train_perplexity 178 model 2 1.2034897781642726
20240805-16:07:37 test_perplexity 178 model 2 1.1957894026359488
20240805-16:09:31 test_accuracy 178 model 2 val 1395 / 1612
20240805-16:09:33 wrote gpt_002.pth
20240805-16:09:56 wrote non_validated_0178_02.png
20240805-16:09:56 wrote state.pth
20240805-16:09:56 --- epoch 179 ----------------------------------------
20240805-16:09:56 current_test_accuracies 0.8819 0.8813 0.8654 0.8781 0.8792
20240805-16:09:56 training model 2
20240805-16:15:24 train_perplexity 179 model 2 1.2022852883489124
20240805-16:15:30 test_perplexity 179 model 2 1.19339721698468
20240805-16:17:22 test_accuracy 179 model 2 val 1466 / 1645
20240805-16:17:24 wrote gpt_002.pth
20240805-16:17:47 wrote non_validated_0179_02.png
20240805-16:17:47 wrote state.pth
20240805-16:17:47 --- epoch 180 ----------------------------------------
20240805-16:17:47 current_test_accuracies 0.8819 0.8813 0.8912 0.8781 0.8792
20240805-16:17:47 training model 3
20240805-16:23:15 train_perplexity 180 model 3 1.2039199179832532
20240805-16:23:20 test_perplexity 180 model 3 1.195038051662872
20240805-16:25:16 test_accuracy 180 model 3 val 1416 / 1613
20240805-16:25:17 wrote gpt_003.pth
20240805-16:25:41 wrote non_validated_0180_03.png
20240805-16:25:41 wrote state.pth
20240805-16:25:41 --- epoch 181 ----------------------------------------
20240805-16:25:41 current_test_accuracies 0.8819 0.8813 0.8912 0.8779 0.8792
20240805-16:25:41 training model 3
20240805-16:31:09 train_perplexity 181 model 3 1.2041924732904044
20240805-16:31:14 test_perplexity 181 model 3 1.1915437657117423
20240805-16:33:08 test_accuracy 181 model 3 val 1403 / 1589
20240805-16:33:10 wrote gpt_003.pth
20240805-16:33:33 wrote non_validated_0181_03.png
20240805-16:33:33 wrote state.pth
20240805-16:33:33 --- epoch 182 ----------------------------------------
20240805-16:33:33 current_test_accuracies 0.8819 0.8813 0.8912 0.8829 0.8792
20240805-16:33:33 training model 4
20240805-16:39:01 train_perplexity 182 model 4 1.2004212995123258
20240805-16:39:06 test_perplexity 182 model 4 1.1931121352435576
20240805-16:41:01 test_accuracy 182 model 4 val 1429 / 1635
20240805-16:41:02 wrote gpt_004.pth
20240805-16:41:26 wrote non_validated_0182_04.png
20240805-16:41:26 wrote state.pth
20240805-16:41:26 --- epoch 183 ----------------------------------------
20240805-16:41:26 current_test_accuracies 0.8819 0.8813 0.8912 0.8829 0.8740
20240805-16:41:26 training model 4
20240805-16:46:53 train_perplexity 183 model 4 1.2000008882177997
20240805-16:46:59 test_perplexity 183 model 4 1.1896859049103377
20240805-16:48:58 test_accuracy 183 model 4 val 1399 / 1581
20240805-16:48:59 wrote gpt_004.pth
20240805-16:49:23 wrote non_validated_0183_04.png
20240805-16:49:23 wrote state.pth
20240805-16:49:23 --- epoch 184 ----------------------------------------
20240805-16:49:23 current_test_accuracies 0.8819 0.8813 0.8912 0.8829 0.8849
20240805-16:49:23 training model 1
20240805-16:54:51 train_perplexity 184 model 1 1.1983363782296463
20240805-16:54:56 test_perplexity 184 model 1 1.1912452893473693
20240805-16:56:51 test_accuracy 184 model 1 val 1412 / 1631
20240805-16:56:52 wrote gpt_001.pth
20240805-16:57:16 wrote non_validated_0184_01.png
20240805-16:57:16 wrote state.pth
20240805-16:57:16 --- epoch 185 ----------------------------------------
20240805-16:57:16 current_test_accuracies 0.8819 0.8657 0.8912 0.8829 0.8849
20240805-16:57:16 training model 1
20240805-17:02:44 train_perplexity 185 model 1 1.1978818776808355
20240805-17:02:50 test_perplexity 185 model 1 1.189204256580449
20240805-17:04:47 test_accuracy 185 model 1 val 1392 / 1576
20240805-17:04:49 wrote gpt_001.pth
20240805-17:05:12 wrote non_validated_0185_01.png
20240805-17:05:12 wrote state.pth
20240805-17:05:12 --- epoch 186 ----------------------------------------
20240805-17:05:12 current_test_accuracies 0.8819 0.8832 0.8912 0.8829 0.8849
20240805-17:05:12 training model 0
20240805-17:10:40 train_perplexity 186 model 0 1.2000589367805365
20240805-17:10:46 test_perplexity 186 model 0 1.1896831983365992
20240805-17:12:41 test_accuracy 186 model 0 val 1404 / 1579
20240805-17:12:42 wrote gpt_000.pth
20240805-17:13:05 wrote non_validated_0186_00.png
20240805-17:13:06 wrote state.pth
20240805-17:13:06 --- epoch 187 ----------------------------------------
20240805-17:13:06 current_test_accuracies 0.8892 0.8832 0.8912 0.8829 0.8849
20240805-17:13:06 training model 3
20240805-17:18:33 train_perplexity 187 model 3 1.2025022849406888
20240805-17:18:39 test_perplexity 187 model 3 1.1919318204642613
20240805-17:20:28 test_accuracy 187 model 3 val 1393 / 1563
20240805-17:20:29 wrote gpt_003.pth
20240805-17:20:53 wrote non_validated_0187_03.png
20240805-17:20:53 wrote state.pth
20240805-17:20:53 --- epoch 188 ----------------------------------------
20240805-17:20:53 current_test_accuracies 0.8892 0.8832 0.8912 0.8912 0.8849
20240805-17:20:53 training model 1
20240805-17:26:21 train_perplexity 188 model 1 1.1969469538892605
20240805-17:26:27 test_perplexity 188 model 1 1.1891772900137993
20240805-17:28:26 test_accuracy 188 model 1 val 1425 / 1618
20240805-17:28:28 wrote gpt_001.pth
20240805-17:28:51 wrote non_validated_0188_01.png
20240805-17:28:51 wrote state.pth
20240805-17:28:51 --- epoch 189 ----------------------------------------
20240805-17:28:51 current_test_accuracies 0.8892 0.8807 0.8912 0.8912 0.8849
20240805-17:28:51 training model 1
20240805-17:34:19 train_perplexity 189 model 1 1.19660978156971
20240805-17:34:24 test_perplexity 189 model 1 1.1876183016697925
20240805-17:36:17 test_accuracy 189 model 1 val 1424 / 1600
20240805-17:36:18 wrote gpt_001.pth
20240805-17:36:41 wrote non_validated_0189_01.png
20240805-17:36:41 wrote state.pth
20240805-17:36:41 --- epoch 190 ----------------------------------------
20240805-17:36:41 current_test_accuracies 0.8892 0.8900 0.8912 0.8912 0.8849
20240805-17:36:41 training model 4
20240805-17:38:20 argv ./main.py --result_dir=results_sigma_reduced_lr --nb_train_samples=40000 --nb_test_samples=2000 --grids_world_tasks=replace_color,translate,grow,half_fill,frame,detect,corners,contact --accuracy_to_make_c_quizzes=0.95 --prompt_noise=0.05 --seed=123 --learning_rate=2e-4 --resume
20240805-17:38:20 args.log_filename train.log
20240805-17:38:20 args.result_dir results_sigma_reduced_lr
20240805-17:38:20 args.seed 123
20240805-17:38:20 args.resume True
20240805-17:38:20 args.max_percents_of_test_in_train -1
20240805-17:38:20 args.log_command None
20240805-17:38:20 args.nb_epochs 10000
20240805-17:38:20 args.batch_size 25
20240805-17:38:20 args.physical_batch_size None
20240805-17:38:20 args.inference_batch_size 50
20240805-17:38:20 args.nb_train_samples 40000
20240805-17:38:20 args.nb_test_samples 2000
20240805-17:38:20 args.nb_new_c_quizzes_for_train None
20240805-17:38:20 args.nb_new_c_quizzes_for_test None
20240805-17:38:20 args.learning_rate 0.0002
20240805-17:38:20 args.model 37M
20240805-17:38:20 args.dim_model 512
20240805-17:38:20 args.dim_keys 64
20240805-17:38:20 args.dim_hidden 2048
20240805-17:38:20 args.nb_heads 8
20240805-17:38:20 args.nb_blocks 12
20240805-17:38:20 args.dropout 0.1
20240805-17:38:20 args.deterministic_synthesis False
20240805-17:38:20 args.problem grids
20240805-17:38:20 args.nb_threads 1
20240805-17:38:20 args.gpus all
20240805-17:38:20 args.nb_gpts 5
20240805-17:38:20 args.max_fail_to_validate 2
20240805-17:38:20 args.accuracy_to_make_c_quizzes 0.95
20240805-17:38:20 args.proba_understands 0.95
20240805-17:38:20 args.proba_not_understands 0.5
20240805-17:38:20 args.temperature_hot 1.5
20240805-17:38:20 args.temperature_cold 1
20240805-17:38:20 args.prompt_noise 0.05
20240805-17:38:20 args.nb_averaging_rounds 3
20240805-17:38:20 args.dirty_debug False
20240805-17:38:20 args.test None
20240805-17:38:20 args.grids_world_tasks replace_color,translate,grow,half_fill,frame,detect,corners,contact
20240805-17:38:20 args.grids_science_tasks None
20240805-17:38:20 args.sky_height 6
20240805-17:38:20 args.sky_width 8
20240805-17:38:20 args.sky_nb_birds 3
20240805-17:38:20 args.sky_nb_iterations 2
20240805-17:38:20 args.sky_speed 3
20240805-17:38:20 main_device cuda:0 gpus ['cuda:0']
20240805-17:38:20 vocabulary_size 15
20240805-17:38:20 creating model 0 and its w_quizzes
20240805-17:38:33 creating model 1 and its w_quizzes
20240805-17:38:45 creating model 2 and its w_quizzes
20240805-17:38:58 creating model 3 and its w_quizzes
20240805-17:39:11 creating model 4 and its w_quizzes
20240805-17:39:24 successfully loaded gpt_000.pth
20240805-17:39:24 successfully loaded gpt_001.pth
20240805-17:39:24 successfully loaded gpt_002.pth
20240805-17:39:24 successfully loaded gpt_003.pth
20240805-17:39:25 successfully loaded gpt_004.pth
20240805-17:39:25 cannot find c_quizzes.pth
20240805-17:39:25 successfully loaded state.pth
20240805-17:39:25 nb_parameters 37819407 (37M)
20240805-17:39:25 nb_new_c_quizzes_for_train 400 nb_new_c_quizzes_for_test 20
20240805-17:39:25 wrote state.pth
20240805-17:39:25 --- epoch 190 ----------------------------------------
20240805-17:39:25 current_test_accuracies 0.8892 0.8900 0.8912 0.8912 0.8849
20240805-17:39:25 training model 4
20240805-17:44:53 train_perplexity 190 model 4 1.1926778663461035
20240805-17:44:58 test_perplexity 190 model 4 1.1844924132473074
20240805-17:46:58 test_accuracy 190 model 4 val 1482 / 1613
20240805-17:46:59 wrote gpt_004.pth
20240805-17:47:23 wrote non_validated_0190_04.png
20240805-17:47:23 wrote state.pth
20240805-17:47:23 --- epoch 191 ----------------------------------------
20240805-17:47:23 current_test_accuracies 0.8892 0.8900 0.8912 0.8912 0.9188
20240805-17:47:23 training model 0
20240805-17:52:51 train_perplexity 191 model 0 1.1932692911526588
20240805-17:52:57 test_perplexity 191 model 0 1.1847761411355062
20240805-17:54:49 test_accuracy 191 model 0 val 1502 / 1608
20240805-17:54:51 wrote gpt_000.pth
20240805-17:55:14 wrote non_validated_0191_00.png
20240805-17:55:14 wrote state.pth
20240805-17:55:14 --- epoch 192 ----------------------------------------
20240805-17:55:14 current_test_accuracies 0.9341 0.8900 0.8912 0.8912 0.9188
20240805-17:55:14 training model 1
20240805-18:00:42 train_perplexity 192 model 1 1.1900576012554425
20240805-18:00:48 test_perplexity 192 model 1 1.1821998978794583
20240805-18:02:43 test_accuracy 192 model 1 val 1464 / 1592
20240805-18:02:44 wrote gpt_001.pth
20240805-18:03:08 wrote non_validated_0192_01.png
20240805-18:03:08 wrote state.pth
20240805-18:03:08 --- epoch 193 ----------------------------------------
20240805-18:03:08 current_test_accuracies 0.9341 0.9196 0.8912 0.8912 0.9188
20240805-18:03:08 training model 2
20240805-18:08:36 train_perplexity 193 model 2 1.194941084702185
20240805-18:08:42 test_perplexity 193 model 2 1.1853847478884398
20240805-18:10:37 test_accuracy 193 model 2 val 1458 / 1572
20240805-18:10:39 wrote gpt_002.pth
20240805-18:11:02 wrote non_validated_0193_02.png
20240805-18:11:02 wrote state.pth
20240805-18:11:02 --- epoch 194 ----------------------------------------
20240805-18:11:02 current_test_accuracies 0.9341 0.9196 0.9275 0.8912 0.9188
20240805-18:11:02 training model 3
20240805-18:16:30 train_perplexity 194 model 3 1.1943418954438467
20240805-18:16:36 test_perplexity 194 model 3 1.185604459608051
20240805-18:18:28 test_accuracy 194 model 3 val 1472 / 1590
20240805-18:18:30 wrote gpt_003.pth
20240805-18:18:53 wrote non_validated_0194_03.png
20240805-18:18:53 wrote state.pth
20240805-18:18:53 --- epoch 195 ----------------------------------------
20240805-18:18:53 current_test_accuracies 0.9341 0.9196 0.9275 0.9258 0.9188
20240805-18:18:53 training model 4
20240805-18:24:21 train_perplexity 195 model 4 1.1908324727642257
20240805-18:24:27 test_perplexity 195 model 4 1.1827536144054882
20240805-18:26:22 test_accuracy 195 model 4 val 1502 / 1614
20240805-18:26:23 wrote gpt_004.pth
20240805-18:26:47 wrote non_validated_0195_04.png
20240805-18:26:47 wrote state.pth
20240805-18:26:47 --- epoch 196 ----------------------------------------
20240805-18:26:47 current_test_accuracies 0.9341 0.9196 0.9275 0.9258 0.9306
20240805-18:26:47 training model 1
20240805-18:32:15 train_perplexity 196 model 1 1.187922945399539
20240805-18:32:20 test_perplexity 196 model 1 1.1826114094500808
20240805-18:34:13 test_accuracy 196 model 1 val 1475 / 1585
20240805-18:34:14 wrote gpt_001.pth
20240805-18:34:37 wrote non_validated_0196_01.png
20240805-18:34:37 wrote state.pth
20240805-18:34:37 --- epoch 197 ----------------------------------------
20240805-18:34:37 current_test_accuracies 0.9341 0.9306 0.9275 0.9258 0.9306
20240805-18:34:37 training model 3
20240805-18:40:05 train_perplexity 197 model 3 1.1925985342368934
20240805-18:40:10 test_perplexity 197 model 3 1.1842656674900907
20240805-18:42:07 test_accuracy 197 model 3 val 1503 / 1602
20240805-18:42:08 wrote gpt_003.pth
20240805-18:42:31 wrote non_validated_0197_03.png
20240805-18:42:31 wrote state.pth
20240805-18:42:31 --- epoch 198 ----------------------------------------
20240805-18:42:31 current_test_accuracies 0.9341 0.9306 0.9275 0.9382 0.9306
20240805-18:42:31 training model 2
20240805-18:47:59 train_perplexity 198 model 2 1.1921164788943899
20240805-18:48:05 test_perplexity 198 model 2 1.18512861194298
20240805-18:50:00 test_accuracy 198 model 2 val 1466 / 1581
20240805-18:50:02 wrote gpt_002.pth
20240805-18:50:25 wrote non_validated_0198_02.png
20240805-18:50:25 wrote state.pth
20240805-18:50:25 --- epoch 199 ----------------------------------------
20240805-18:50:25 current_test_accuracies 0.9341 0.9306 0.9273 0.9382 0.9306
20240805-18:50:25 training model 2
20240805-18:55:53 train_perplexity 199 model 2 1.1916518817729858
20240805-18:55:59 test_perplexity 199 model 2 1.185455786429347
20240805-18:57:56 test_accuracy 199 model 2 val 1511 / 1614
20240805-18:57:58 wrote gpt_002.pth
20240805-18:58:21 wrote non_validated_0199_02.png
20240805-18:58:21 wrote state.pth
20240805-18:58:21 --- epoch 200 ----------------------------------------
20240805-18:58:21 current_test_accuracies 0.9341 0.9306 0.9362 0.9382 0.9306
20240805-18:58:21 training model 1
20240805-19:03:49 train_perplexity 200 model 1 1.1878049019131476
20240805-19:03:55 test_perplexity 200 model 1 1.1814945104237997
20240805-19:05:48 test_accuracy 200 model 1 val 1497 / 1610
20240805-19:05:49 wrote gpt_001.pth
20240805-19:06:12 wrote non_validated_0200_01.png
20240805-19:06:13 wrote state.pth
20240805-19:06:13 --- epoch 201 ----------------------------------------
20240805-19:06:13 current_test_accuracies 0.9341 0.9298 0.9362 0.9382 0.9306
20240805-19:06:13 training model 1
20240805-19:11:40 train_perplexity 201 model 1 1.1871879499755416
20240805-19:11:46 test_perplexity 201 model 1 1.182538770426701
20240805-19:13:42 test_accuracy 201 model 1 val 1505 / 1615
20240805-19:13:44 wrote gpt_001.pth
20240805-19:14:07 wrote non_validated_0201_01.png
20240805-19:14:07 wrote state.pth
20240805-19:14:07 --- epoch 202 ----------------------------------------
20240805-19:14:07 current_test_accuracies 0.9341 0.9319 0.9362 0.9382 0.9306
20240805-19:14:07 training model 4
20240805-19:19:35 train_perplexity 202 model 4 1.189921327545136
20240805-19:19:41 test_perplexity 202 model 4 1.1812133318581295
20240805-19:21:38 test_accuracy 202 model 4 val 1481 / 1599
20240805-19:21:40 wrote gpt_004.pth
20240805-19:22:03 wrote non_validated_0202_04.png
20240805-19:22:03 wrote state.pth
20240805-19:22:03 --- epoch 203 ----------------------------------------
20240805-19:22:03 current_test_accuracies 0.9341 0.9319 0.9362 0.9382 0.9262
20240805-19:22:03 training model 4
20240805-19:27:31 train_perplexity 203 model 4 1.1898187722109945
20240805-19:27:36 test_perplexity 203 model 4 1.1814478700423812
20240805-19:29:27 test_accuracy 203 model 4 val 1511 / 1612
20240805-19:29:28 wrote gpt_004.pth
20240805-19:29:51 wrote non_validated_0203_04.png
20240805-19:29:51 wrote state.pth
20240805-19:29:51 --- epoch 204 ----------------------------------------
20240805-19:29:51 current_test_accuracies 0.9341 0.9319 0.9362 0.9382 0.9373
20240805-19:29:51 training model 1
20240805-19:35:20 train_perplexity 204 model 1 1.1865317652253475
20240805-19:35:25 test_perplexity 204 model 1 1.1810348219787266
20240805-19:37:21 test_accuracy 204 model 1 val 1467 / 1587
20240805-19:37:22 wrote gpt_001.pth
20240805-19:37:45 wrote non_validated_0204_01.png
20240805-19:37:46 wrote state.pth
20240805-19:37:46 --- epoch 205 ----------------------------------------
20240805-19:37:46 current_test_accuracies 0.9341 0.9244 0.9362 0.9382 0.9373
20240805-19:37:46 training model 1
20240805-19:43:14 train_perplexity 205 model 1 1.1860237224177723
20240805-19:43:19 test_perplexity 205 model 1 1.180199089040857
20240805-19:45:12 test_accuracy 205 model 1 val 1487 / 1607
20240805-19:45:13 wrote gpt_001.pth
20240805-19:45:36 wrote non_validated_0205_01.png
20240805-19:45:37 wrote state.pth
20240805-19:45:37 --- epoch 206 ----------------------------------------
20240805-19:45:37 current_test_accuracies 0.9341 0.9253 0.9362 0.9382 0.9373
20240805-19:45:37 training model 1
20240805-19:51:05 train_perplexity 206 model 1 1.185697076880548
20240805-19:51:10 test_perplexity 206 model 1 1.1782198828640733
20240805-19:53:08 test_accuracy 206 model 1 val 1499 / 1597
20240805-19:53:10 wrote gpt_001.pth
20240805-19:53:33 wrote non_validated_0206_01.png
20240805-19:53:33 wrote state.pth
20240805-19:53:33 --- epoch 207 ----------------------------------------
20240805-19:53:33 current_test_accuracies 0.9341 0.9386 0.9362 0.9382 0.9373
20240805-19:53:33 training model 0
20240805-19:59:01 train_perplexity 207 model 0 1.1911992914751999
20240805-19:59:07 test_perplexity 207 model 0 1.1838144388836767
20240805-20:01:00 test_accuracy 207 model 0 val 1509 / 1608
20240805-20:01:02 wrote gpt_000.pth
20240805-20:01:25 wrote non_validated_0207_00.png
20240805-20:01:25 wrote state.pth
20240805-20:01:25 --- epoch 208 ----------------------------------------
20240805-20:01:25 current_test_accuracies 0.9384 0.9386 0.9362 0.9382 0.9373
20240805-20:01:25 training model 2
20240805-20:06:53 train_perplexity 208 model 2 1.1911615771119761
20240805-20:06:58 test_perplexity 208 model 2 1.1826893789488127
20240805-20:08:49 test_accuracy 208 model 2 val 1486 / 1590
20240805-20:08:50 wrote gpt_002.pth
20240805-20:09:14 wrote non_validated_0208_02.png
20240805-20:09:14 wrote state.pth
20240805-20:09:14 --- epoch 209 ----------------------------------------
20240805-20:09:14 current_test_accuracies 0.9384 0.9386 0.9346 0.9382 0.9373
20240805-20:09:14 training model 2
20240805-20:14:42 train_perplexity 209 model 2 1.1905547705918151
20240805-20:14:48 test_perplexity 209 model 2 1.1833257952571126
20240805-20:16:44 test_accuracy 209 model 2 val 1482 / 1583
20240805-20:16:45 wrote gpt_002.pth
20240805-20:17:09 wrote non_validated_0209_02.png
20240805-20:17:09 wrote state.pth
20240805-20:17:09 --- epoch 210 ----------------------------------------
20240805-20:17:09 current_test_accuracies 0.9384 0.9386 0.9362 0.9382 0.9373
20240805-20:17:09 training model 2
20240805-20:22:37 train_perplexity 210 model 2 1.1904023417987855
20240805-20:22:42 test_perplexity 210 model 2 1.1828190131002099
20240805-20:24:33 test_accuracy 210 model 2 val 1508 / 1618
20240805-20:24:34 wrote gpt_002.pth
20240805-20:24:58 wrote non_validated_0210_02.png
20240805-20:24:58 wrote state.pth
20240805-20:24:58 --- epoch 211 ----------------------------------------
20240805-20:24:58 current_test_accuracies 0.9384 0.9386 0.9320 0.9382 0.9373
20240805-20:24:58 training model 2
20240805-20:30:26 train_perplexity 211 model 2 1.1904010515099286
20240805-20:30:31 test_perplexity 211 model 2 1.1813582066179316
20240805-20:32:30 test_accuracy 211 model 2 val 1512 / 1596
20240805-20:32:31 wrote gpt_002.pth
20240805-20:32:55 wrote non_validated_0211_02.png
20240805-20:32:55 wrote state.pth
20240805-20:32:55 --- epoch 212 ----------------------------------------
20240805-20:32:55 current_test_accuracies 0.9384 0.9386 0.9474 0.9382 0.9373
20240805-20:32:55 training model 4
20240805-20:38:23 train_perplexity 212 model 4 1.1893268642640158
20240805-20:38:28 test_perplexity 212 model 4 1.1830351840830131
20240805-20:40:22 test_accuracy 212 model 4 val 1508 / 1633
20240805-20:40:23 wrote gpt_004.pth
20240805-20:40:47 wrote non_validated_0212_04.png
20240805-20:40:47 wrote state.pth
20240805-20:40:47 --- epoch 213 ----------------------------------------
20240805-20:40:47 current_test_accuracies 0.9384 0.9386 0.9474 0.9382 0.9235
20240805-20:40:47 training model 4
20240805-20:46:15 train_perplexity 213 model 4 1.1890072001557976
20240805-20:46:20 test_perplexity 213 model 4 1.1810310774020658
20240805-20:48:16 test_accuracy 213 model 4 val 1489 / 1583
20240805-20:48:18 wrote gpt_004.pth
20240805-20:48:41 wrote non_validated_0213_04.png
20240805-20:48:41 wrote state.pth
20240805-20:48:41 --- epoch 214 ----------------------------------------
20240805-20:48:41 current_test_accuracies 0.9384 0.9386 0.9474 0.9382 0.9406
20240805-20:48:41 training model 3
20240805-20:54:09 train_perplexity 214 model 3 1.1921388680608145
20240805-20:54:14 test_perplexity 214 model 3 1.1823314403743146
20240805-20:56:17 test_accuracy 214 model 3 val 1526 / 1631
20240805-20:56:19 wrote gpt_003.pth
20240805-20:56:42 wrote non_validated_0214_03.png
20240805-20:56:42 wrote state.pth
20240805-20:56:42 --- epoch 215 ----------------------------------------
20240805-20:56:42 current_test_accuracies 0.9384 0.9386 0.9474 0.9356 0.9406
20240805-20:56:42 training model 3
20240805-21:02:10 train_perplexity 215 model 3 1.1915870973865725
20240805-21:02:16 test_perplexity 215 model 3 1.1833816543865523
20240805-21:04:09 test_accuracy 215 model 3 val 1495 / 1604
20240805-21:04:10 wrote gpt_003.pth
20240805-21:04:34 wrote non_validated_0215_03.png
20240805-21:04:34 wrote state.pth
20240805-21:04:34 --- epoch 216 ----------------------------------------
20240805-21:04:34 current_test_accuracies 0.9384 0.9386 0.9474 0.9320 0.9406
20240805-21:04:34 training model 3
20240805-21:10:02 train_perplexity 216 model 3 1.1910742424838139
20240805-21:10:07 test_perplexity 216 model 3 1.183417309506304
20240805-21:12:01 test_accuracy 216 model 3 val 1505 / 1598
20240805-21:12:03 wrote gpt_003.pth
20240805-21:12:27 wrote non_validated_0216_03.png
20240805-21:12:27 wrote state.pth
20240805-21:12:27 --- epoch 217 ----------------------------------------
20240805-21:12:27 current_test_accuracies 0.9384 0.9386 0.9474 0.9418 0.9406
20240805-21:12:27 training model 0
20240805-21:17:55 train_perplexity 217 model 0 1.1903185931966125
20240805-21:18:00 test_perplexity 217 model 0 1.1829695006486434
20240805-21:19:57 test_accuracy 217 model 0 val 1460 / 1571
20240805-21:19:58 wrote gpt_000.pth
20240805-21:20:22 wrote non_validated_0217_00.png
20240805-21:20:22 wrote state.pth
20240805-21:20:22 --- epoch 218 ----------------------------------------
20240805-21:20:22 current_test_accuracies 0.9293 0.9386 0.9474 0.9418 0.9406
20240805-21:20:22 training model 0
20240805-21:25:50 train_perplexity 218 model 0 1.190347907500421
20240805-21:25:55 test_perplexity 218 model 0 1.1841422914102822
20240805-21:27:53 test_accuracy 218 model 0 val 1470 / 1596
20240805-21:27:55 wrote gpt_000.pth
20240805-21:28:18 wrote non_validated_0218_00.png
20240805-21:28:18 wrote state.pth
20240805-21:28:18 --- epoch 219 ----------------------------------------
20240805-21:28:18 current_test_accuracies 0.9211 0.9386 0.9474 0.9418 0.9406
20240805-21:28:18 training model 0
20240805-21:33:46 train_perplexity 219 model 0 1.189139830896136
20240805-21:33:51 test_perplexity 219 model 0 1.1812328751300445
20240805-21:35:47 test_accuracy 219 model 0 val 1498 / 1592
20240805-21:35:48 wrote gpt_000.pth
20240805-21:36:12 wrote non_validated_0219_00.png
20240805-21:36:12 wrote state.pth
20240805-21:36:12 --- epoch 220 ----------------------------------------
20240805-21:36:12 current_test_accuracies 0.9410 0.9386 0.9474 0.9418 0.9406
20240805-21:36:12 training model 1
20240805-21:41:39 train_perplexity 220 model 1 1.1852801537098774
20240805-21:41:45 test_perplexity 220 model 1 1.180854868040874
20240805-21:43:44 test_accuracy 220 model 1 val 1516 / 1622
20240805-21:43:45 wrote gpt_001.pth
20240805-21:44:08 wrote non_validated_0220_01.png
20240805-21:44:08 wrote state.pth
20240805-21:44:08 --- epoch 221 ----------------------------------------
20240805-21:44:08 current_test_accuracies 0.9410 0.9346 0.9474 0.9418 0.9406
20240805-21:44:08 training model 1
20240805-21:49:36 train_perplexity 221 model 1 1.1850208848537305
20240805-21:49:42 test_perplexity 221 model 1 1.1817275629792998
20240805-21:51:36 test_accuracy 221 model 1 val 1535 / 1630
20240805-21:51:38 wrote gpt_001.pth
20240805-21:52:01 wrote non_validated_0221_01.png
20240805-21:52:01 wrote state.pth
20240805-21:52:01 --- epoch 222 ----------------------------------------
20240805-21:52:01 current_test_accuracies 0.9410 0.9417 0.9474 0.9418 0.9406
20240805-21:52:01 training model 4
20240805-21:57:29 train_perplexity 222 model 4 1.188289766364611
20240805-21:57:35 test_perplexity 222 model 4 1.1830610005650017
20240805-21:59:30 test_accuracy 222 model 4 val 1522 / 1626
20240805-21:59:32 wrote gpt_004.pth
20240805-21:59:55 wrote non_validated_0222_04.png
20240805-21:59:55 wrote state.pth
20240805-21:59:55 --- epoch 223 ----------------------------------------
20240805-21:59:55 current_test_accuracies 0.9410 0.9417 0.9474 0.9418 0.9360
20240805-21:59:55 training model 4
20240805-22:05:23 train_perplexity 223 model 4 1.187819743778469
20240805-22:05:28 test_perplexity 223 model 4 1.1802469241870337
20240805-22:07:21 test_accuracy 223 model 4 val 1476 / 1575
20240805-22:07:22 wrote gpt_004.pth
20240805-22:07:46 wrote non_validated_0223_04.png
20240805-22:07:46 wrote state.pth
20240805-22:07:46 --- epoch 224 ----------------------------------------
20240805-22:07:46 current_test_accuracies 0.9410 0.9417 0.9474 0.9418 0.9371
20240805-22:07:46 training model 4
20240805-22:13:13 train_perplexity 224 model 4 1.1872940924529438
20240805-22:13:19 test_perplexity 224 model 4 1.1815259961099558
20240805-22:15:18 test_accuracy 224 model 4 val 1507 / 1616
20240805-22:15:19 wrote gpt_004.pth
20240805-22:15:43 wrote non_validated_0224_04.png
20240805-22:15:43 wrote state.pth
20240805-22:15:43 --- epoch 225 ----------------------------------------
20240805-22:15:43 current_test_accuracies 0.9410 0.9417 0.9474 0.9418 0.9325
20240805-22:15:43 training model 4
20240805-22:21:10 train_perplexity 225 model 4 1.1874857212920975
20240805-22:21:16 test_perplexity 225 model 4 1.1798133948993574
20240805-22:23:11 test_accuracy 225 model 4 val 1485 / 1581
20240805-22:23:12 wrote gpt_004.pth
20240805-22:23:36 wrote non_validated_0225_04.png
20240805-22:23:36 wrote state.pth
20240805-22:23:36 --- epoch 226 ----------------------------------------
20240805-22:23:36 current_test_accuracies 0.9410 0.9417 0.9474 0.9418 0.9393
20240805-22:23:36 training model 4
20240805-22:29:04 train_perplexity 226 model 4 1.1869940101927154
20240805-22:29:09 test_perplexity 226 model 4 1.179698442343104
20240805-22:31:03 test_accuracy 226 model 4 val 1498 / 1585
20240805-22:31:04 wrote gpt_004.pth
20240805-22:31:27 wrote non_validated_0226_04.png
20240805-22:31:28 wrote state.pth
20240805-22:31:28 --- epoch 227 ----------------------------------------
20240805-22:31:28 current_test_accuracies 0.9410 0.9417 0.9474 0.9418 0.9451
20240805-22:31:28 training model 0
20240805-22:36:55 train_perplexity 227 model 0 1.1885930677655117
20240805-22:37:01 test_perplexity 227 model 0 1.1836401386606477
20240805-22:38:57 test_accuracy 227 model 0 val 1466 / 1581
20240805-22:38:59 wrote gpt_000.pth
20240805-22:39:22 wrote non_validated_0227_00.png
20240805-22:39:22 wrote state.pth
20240805-22:39:22 --- epoch 228 ----------------------------------------
20240805-22:39:22 current_test_accuracies 0.9273 0.9417 0.9474 0.9418 0.9451
20240805-22:39:22 training model 0
20240805-22:44:50 train_perplexity 228 model 0 1.1881182211792667
20240805-22:44:55 test_perplexity 228 model 0 1.1818496537057808
20240805-22:46:50 test_accuracy 228 model 0 val 1508 / 1592
20240805-22:46:52 wrote gpt_000.pth
20240805-22:47:16 wrote non_validated_0228_00.png
20240805-22:47:16 wrote state.pth
20240805-22:47:16 --- epoch 229 ----------------------------------------
20240805-22:47:16 current_test_accuracies 0.9472 0.9417 0.9474 0.9418 0.9451
20240805-22:47:16 training model 1
20240805-22:52:44 train_perplexity 229 model 1 1.1848073933389984
20240805-22:52:49 test_perplexity 229 model 1 1.1787960565209674
20240805-22:54:43 test_accuracy 229 model 1 val 1491 / 1603
20240805-22:54:44 wrote gpt_001.pth
20240805-22:55:08 wrote non_validated_0229_01.png
20240805-22:55:08 wrote state.pth
20240805-22:55:08 --- epoch 230 ----------------------------------------
20240805-22:55:08 current_test_accuracies 0.9472 0.9301 0.9474 0.9418 0.9451
20240805-22:55:08 training model 1
20240805-23:00:35 train_perplexity 230 model 1 1.1845219680492107
20240805-23:00:41 test_perplexity 230 model 1 1.1791045058594591
20240805-23:02:37 test_accuracy 230 model 1 val 1494 / 1598
20240805-23:02:38 wrote gpt_001.pth
20240805-23:03:02 wrote non_validated_0230_01.png
20240805-23:03:02 wrote state.pth
20240805-23:03:02 --- epoch 231 ----------------------------------------
20240805-23:03:02 current_test_accuracies 0.9472 0.9349 0.9474 0.9418 0.9451
20240805-23:03:02 training model 1
20240805-23:08:29 train_perplexity 231 model 1 1.1844758463166423
20240805-23:08:35 test_perplexity 231 model 1 1.1806763177692292
20240805-23:10:28 test_accuracy 231 model 1 val 1482 / 1593
20240805-23:10:29 wrote gpt_001.pth
20240805-23:10:52 wrote non_validated_0231_01.png
20240805-23:10:53 wrote state.pth
20240805-23:10:53 --- epoch 232 ----------------------------------------
20240805-23:10:53 current_test_accuracies 0.9472 0.9303 0.9474 0.9418 0.9451
20240805-23:10:53 training model 1
20240805-23:16:20 train_perplexity 232 model 1 1.184526063019903
20240805-23:16:26 test_perplexity 232 model 1 1.1768577444361272
20240805-23:18:21 test_accuracy 232 model 1 val 1474 / 1554
20240805-23:18:22 wrote gpt_001.pth
20240805-23:18:46 wrote non_validated_0232_01.png
20240805-23:18:46 wrote state.pth
20240805-23:18:46 --- epoch 233 ----------------------------------------
20240805-23:18:46 current_test_accuracies 0.9472 0.9485 0.9474 0.9418 0.9451
20240805-23:18:46 training model 3
20240805-23:24:13 train_perplexity 233 model 3 1.1903013195197931
20240805-23:24:19 test_perplexity 233 model 3 1.184366762925808
20240805-23:26:17 test_accuracy 233 model 3 val 1461 / 1580
20240805-23:26:18 wrote gpt_003.pth
20240805-23:26:41 wrote non_validated_0233_03.png
20240805-23:26:41 wrote state.pth
20240805-23:26:41 --- epoch 234 ----------------------------------------
20240805-23:26:41 current_test_accuracies 0.9472 0.9485 0.9474 0.9247 0.9451
20240805-23:26:41 training model 3
20240805-23:32:09 train_perplexity 234 model 3 1.1896199970810473
20240805-23:32:15 test_perplexity 234 model 3 1.1838716695175888
20240805-23:34:09 test_accuracy 234 model 3 val 1508 / 1619
20240805-23:34:10 wrote gpt_003.pth
20240805-23:34:33 wrote non_validated_0234_03.png
20240805-23:34:34 wrote state.pth
20240805-23:34:34 --- epoch 235 ----------------------------------------
20240805-23:34:34 current_test_accuracies 0.9472 0.9485 0.9474 0.9314 0.9451
20240805-23:34:34 training model 3
20240805-23:40:01 train_perplexity 235 model 3 1.1894157944043426
20240805-23:40:07 test_perplexity 235 model 3 1.1838279019683335
20240805-23:42:05 test_accuracy 235 model 3 val 1511 / 1596
20240805-23:42:07 wrote gpt_003.pth
20240805-23:42:30 wrote non_validated_0235_03.png
20240805-23:42:30 wrote state.pth
20240805-23:42:30 --- epoch 236 ----------------------------------------
20240805-23:42:30 current_test_accuracies 0.9472 0.9485 0.9474 0.9467 0.9451
20240805-23:42:30 training model 4
20240805-23:47:58 train_perplexity 236 model 4 1.1867391131976304
20240805-23:48:03 test_perplexity 236 model 4 1.1794096901440072
20240805-23:49:58 test_accuracy 236 model 4 val 1508 / 1602
20240805-23:50:00 wrote gpt_004.pth
20240805-23:50:23 wrote non_validated_0236_04.png
20240805-23:50:23 wrote state.pth
20240805-23:50:23 --- epoch 237 ----------------------------------------
20240805-23:50:23 current_test_accuracies 0.9472 0.9485 0.9474 0.9467 0.9413
20240805-23:50:23 training model 4
20240805-23:55:51 train_perplexity 237 model 4 1.1864678161401532
20240805-23:55:57 test_perplexity 237 model 4 1.182681108515248
20240805-23:57:49 test_accuracy 237 model 4 val 1510 / 1616
20240805-23:57:51 wrote gpt_004.pth
20240805-23:58:14 wrote non_validated_0237_04.png
20240805-23:58:14 wrote state.pth
20240805-23:58:14 --- epoch 238 ----------------------------------------
20240805-23:58:14 current_test_accuracies 0.9472 0.9485 0.9474 0.9467 0.9344
20240805-23:58:14 training model 4
20240806-00:03:42 train_perplexity 238 model 4 1.186251871471212
20240806-00:03:48 test_perplexity 238 model 4 1.177654253318414
20240806-00:05:43 test_accuracy 238 model 4 val 1488 / 1576
20240806-00:05:44 wrote gpt_004.pth
20240806-00:06:08 wrote non_validated_0238_04.png
20240806-00:06:08 wrote state.pth
20240806-00:06:08 --- epoch 239 ----------------------------------------
20240806-00:06:08 current_test_accuracies 0.9472 0.9485 0.9474 0.9467 0.9442
20240806-00:06:08 training model 4
20240806-00:11:36 train_perplexity 239 model 4 1.186272972332023
20240806-00:11:41 test_perplexity 239 model 4 1.177014083052103
20240806-00:13:37 test_accuracy 239 model 4 val 1503 / 1601
20240806-00:13:39 wrote gpt_004.pth
20240806-00:14:02 wrote non_validated_0239_04.png
20240806-00:14:02 wrote state.pth
20240806-00:14:02 --- epoch 240 ----------------------------------------
20240806-00:14:02 current_test_accuracies 0.9472 0.9485 0.9474 0.9467 0.9388
20240806-00:14:02 training model 4
20240806-00:19:30 train_perplexity 240 model 4 1.1859080855044322
20240806-00:19:36 test_perplexity 240 model 4 1.1784058892680302
20240806-00:21:30 test_accuracy 240 model 4 val 1495 / 1578
20240806-00:21:31 wrote gpt_004.pth
20240806-00:21:54 wrote non_validated_0240_04.png
20240806-00:21:55 wrote state.pth
20240806-00:21:55 --- epoch 241 ----------------------------------------
20240806-00:21:55 current_test_accuracies 0.9472 0.9485 0.9474 0.9467 0.9474
20240806-00:21:55 training model 3
20240806-00:27:22 train_perplexity 241 model 3 1.1890014231731048
20240806-00:27:28 test_perplexity 241 model 3 1.183744747332843
20240806-00:29:26 test_accuracy 241 model 3 val 1493 / 1590
20240806-00:29:27 wrote gpt_003.pth
20240806-00:29:50 wrote non_validated_0241_03.png
20240806-00:29:51 wrote state.pth
20240806-00:29:51 --- epoch 242 ----------------------------------------
20240806-00:29:51 current_test_accuracies 0.9472 0.9485 0.9474 0.9390 0.9474
20240806-00:29:51 training model 3
20240806-00:35:18 train_perplexity 242 model 3 1.1886054663754877
20240806-00:35:23 test_perplexity 242 model 3 1.1818218743276792
20240806-00:37:17 test_accuracy 242 model 3 val 1508 / 1577
20240806-00:37:19 wrote gpt_003.pth
20240806-00:37:42 wrote non_validated_0242_03.png
20240806-00:37:42 wrote state.pth
20240806-00:37:42 --- epoch 243 ----------------------------------------
20240806-00:37:42 current_test_accuracies 0.9472 0.9485 0.9474 0.9562 0.9474
20240806-00:37:42 training model 0
20240806-00:43:10 train_perplexity 243 model 0 1.1883594801213
20240806-00:43:15 test_perplexity 243 model 0 1.1825637016049793
20240806-00:45:09 test_accuracy 243 model 0 val 1480 / 1584
20240806-00:45:10 wrote gpt_000.pth
20240806-00:45:33 wrote non_validated_0243_00.png
20240806-00:45:33 wrote state.pth
20240806-00:45:33 --- epoch 244 ----------------------------------------
20240806-00:45:33 current_test_accuracies 0.9343 0.9485 0.9474 0.9562 0.9474
20240806-00:45:33 training model 0
20240806-00:51:01 train_perplexity 244 model 0 1.187804103558634
20240806-00:51:07 test_perplexity 244 model 0 1.1819763077495964
20240806-00:53:03 test_accuracy 244 model 0 val 1540 / 1620
20240806-00:53:04 wrote gpt_000.pth
20240806-00:53:28 wrote non_validated_0244_00.png
20240806-00:53:28 wrote state.pth
20240806-00:53:28 --- epoch 245 ----------------------------------------
20240806-00:53:28 current_test_accuracies 0.9506 0.9485 0.9474 0.9562 0.9474
20240806-00:53:28 training model 2
20240806-00:58:55 train_perplexity 245 model 2 1.1899062557689624
20240806-00:59:01 test_perplexity 245 model 2 1.1857106330545049
20240806-01:00:55 test_accuracy 245 model 2 val 1497 / 1607
20240806-01:00:57 wrote gpt_002.pth
20240806-01:01:20 wrote non_validated_0245_02.png
20240806-01:01:20 wrote state.pth
20240806-01:01:20 --- epoch 246 ----------------------------------------
20240806-01:01:20 current_test_accuracies 0.9506 0.9485 0.9315 0.9562 0.9474
20240806-01:01:20 training model 2
20240806-01:06:48 train_perplexity 246 model 2 1.1887385379766178
20240806-01:06:53 test_perplexity 246 model 2 1.180970289197964
20240806-01:08:44 test_accuracy 246 model 2 val 1531 / 1617
20240806-01:08:46 wrote gpt_002.pth
20240806-01:09:09 wrote non_validated_0246_02.png
20240806-01:09:09 wrote state.pth
20240806-01:09:09 --- epoch 247 ----------------------------------------
20240806-01:09:09 current_test_accuracies 0.9506 0.9485 0.9468 0.9562 0.9474
20240806-01:09:09 training model 2
20240806-01:14:36 train_perplexity 247 model 2 1.1889382038573664
20240806-01:14:42 test_perplexity 247 model 2 1.1829430255829143
20240806-01:16:33 test_accuracy 247 model 2 val 1506 / 1611
20240806-01:16:34 wrote gpt_002.pth
20240806-01:16:57 wrote non_validated_0247_02.png
20240806-01:16:57 wrote state.pth
20240806-01:16:57 --- epoch 248 ----------------------------------------
20240806-01:16:57 current_test_accuracies 0.9506 0.9485 0.9348 0.9562 0.9474
20240806-01:16:57 training model 2
20240806-01:22:25 train_perplexity 248 model 2 1.188954024761969
20240806-01:22:30 test_perplexity 248 model 2 1.182440636524704
20240806-01:24:29 test_accuracy 248 model 2 val 1459 / 1577
20240806-01:24:30 wrote gpt_002.pth
20240806-01:24:54 wrote non_validated_0248_02.png
20240806-01:24:54 wrote state.pth
20240806-01:24:54 --- epoch 249 ----------------------------------------
20240806-01:24:54 current_test_accuracies 0.9506 0.9485 0.9252 0.9562 0.9474
20240806-01:24:54 training model 2
20240806-01:30:22 train_perplexity 249 model 2 1.1879629341590556
20240806-01:30:27 test_perplexity 249 model 2 1.1811278158875178
20240806-01:32:17 test_accuracy 249 model 2 val 1480 / 1581
20240806-01:32:19 wrote gpt_002.pth
20240806-01:32:42 wrote non_validated_0249_02.png
20240806-01:32:42 wrote state.pth
20240806-01:32:42 --- epoch 250 ----------------------------------------
20240806-01:32:42 current_test_accuracies 0.9506 0.9485 0.9361 0.9562 0.9474
20240806-01:32:42 training model 2
20240806-01:38:10 train_perplexity 250 model 2 1.187460504700729
20240806-01:38:15 test_perplexity 250 model 2 1.179859041146093
20240806-01:40:09 test_accuracy 250 model 2 val 1512 / 1602
20240806-01:40:11 wrote gpt_002.pth
20240806-01:40:34 wrote non_validated_0250_02.png
20240806-01:40:34 wrote state.pth
20240806-01:40:34 --- epoch 251 ----------------------------------------
20240806-01:40:34 current_test_accuracies 0.9506 0.9485 0.9438 0.9562 0.9474
20240806-01:40:34 training model 2
20240806-01:46:02 train_perplexity 251 model 2 1.1872498150598183
20240806-01:46:08 test_perplexity 251 model 2 1.179204720323719
20240806-01:48:03 test_accuracy 251 model 2 val 1470 / 1571
20240806-01:48:05 wrote gpt_002.pth
20240806-01:48:28 wrote non_validated_0251_02.png
20240806-01:48:28 wrote state.pth
20240806-01:48:28 --- epoch 252 ----------------------------------------
20240806-01:48:28 current_test_accuracies 0.9506 0.9485 0.9357 0.9562 0.9474
20240806-01:48:28 training model 2
20240806-01:53:56 train_perplexity 252 model 2 1.1872611532674053
20240806-01:54:01 test_perplexity 252 model 2 1.1791394309768555
20240806-01:55:53 test_accuracy 252 model 2 val 1513 / 1594
20240806-01:55:55 wrote gpt_002.pth
20240806-01:56:18 wrote non_validated_0252_02.png
20240806-01:56:18 wrote state.pth
20240806-01:56:18 --- epoch 253 ----------------------------------------
20240806-01:56:18 current_test_accuracies 0.9506 0.9485 0.9492 0.9562 0.9474
20240806-01:56:18 training model 4
20240806-02:01:46 train_perplexity 253 model 4 1.1853604832283544
20240806-02:01:52 test_perplexity 253 model 4 1.1789843775832731
20240806-02:03:51 test_accuracy 253 model 4 val 1498 / 1594
20240806-02:03:53 wrote gpt_004.pth
20240806-02:04:16 wrote non_validated_0253_04.png
20240806-02:04:16 wrote state.pth
20240806-02:04:16 --- epoch 254 ----------------------------------------
20240806-02:04:16 current_test_accuracies 0.9506 0.9485 0.9492 0.9562 0.9398
20240806-02:04:16 training model 4
20240806-02:09:44 train_perplexity 254 model 4 1.1854233884471772
20240806-02:09:49 test_perplexity 254 model 4 1.177513964503187
20240806-02:11:45 test_accuracy 254 model 4 val 1508 / 1590
20240806-02:11:46 wrote gpt_004.pth
20240806-02:12:10 wrote non_validated_0254_04.png
20240806-02:12:10 wrote state.pth
20240806-02:12:10 --- epoch 255 ----------------------------------------
20240806-02:12:10 current_test_accuracies 0.9506 0.9485 0.9492 0.9562 0.9484
20240806-02:12:10 training model 4
20240806-02:17:37 train_perplexity 255 model 4 1.1853105827338803
20240806-02:17:43 test_perplexity 255 model 4 1.178346280049459
20240806-02:19:36 test_accuracy 255 model 4 val 1493 / 1574
20240806-02:19:38 wrote gpt_004.pth
20240806-02:20:01 wrote non_validated_0255_04.png
20240806-02:20:01 wrote state.pth
20240806-02:20:01 --- epoch 256 ----------------------------------------
20240806-02:20:01 current_test_accuracies 0.9506 0.9485 0.9492 0.9562 0.9485
20240806-02:20:01 training model 1
20240806-02:25:28 train_perplexity 256 model 1 1.1839872828781135
20240806-02:25:34 test_perplexity 256 model 1 1.1776093863834496
20240806-02:27:26 test_accuracy 256 model 1 val 1506 / 1601
20240806-02:27:28 wrote gpt_001.pth
20240806-02:27:51 wrote non_validated_0256_01.png
20240806-02:27:51 wrote state.pth
20240806-02:27:51 --- epoch 257 ----------------------------------------
20240806-02:27:51 current_test_accuracies 0.9506 0.9407 0.9492 0.9562 0.9485
20240806-02:27:51 training model 1
20240806-02:33:19 train_perplexity 257 model 1 1.183766990327352
20240806-02:33:24 test_perplexity 257 model 1 1.1772191005565744
20240806-02:35:19 test_accuracy 257 model 1 val 1480 / 1588
20240806-02:35:21 wrote gpt_001.pth
20240806-02:35:44 wrote non_validated_0257_01.png
20240806-02:35:44 wrote state.pth
20240806-02:35:44 --- epoch 258 ----------------------------------------
20240806-02:35:44 current_test_accuracies 0.9506 0.9320 0.9492 0.9562 0.9485
20240806-02:35:44 training model 1
20240806-02:41:12 train_perplexity 258 model 1 1.1834154126862173
20240806-02:41:17 test_perplexity 258 model 1 1.177368600635311
20240806-02:43:13 test_accuracy 258 model 1 val 1493 / 1563
20240806-02:43:15 wrote gpt_001.pth
20240806-02:43:38 wrote non_validated_0258_01.png
20240806-02:43:38 wrote state.pth
20240806-02:43:38 --- epoch 259 ----------------------------------------
20240806-02:43:38 current_test_accuracies 0.9506 0.9552 0.9492 0.9562 0.9485
20240806-02:43:38 training model 4
20240806-02:49:06 train_perplexity 259 model 4 1.1852185743512444
20240806-02:49:11 test_perplexity 259 model 4 1.1780044335586257
20240806-02:51:06 test_accuracy 259 model 4 val 1485 / 1599
20240806-02:51:08 wrote gpt_004.pth
20240806-02:51:31 wrote non_validated_0259_04.png
20240806-02:51:31 wrote state.pth
20240806-02:51:31 --- epoch 260 ----------------------------------------
20240806-02:51:31 current_test_accuracies 0.9506 0.9552 0.9492 0.9562 0.9287
20240806-02:51:31 training model 4
20240806-02:56:59 train_perplexity 260 model 4 1.1844386522446544
20240806-02:57:04 test_perplexity 260 model 4 1.1758224090153266
20240806-02:58:58 test_accuracy 260 model 4 val 1498 / 1587
20240806-02:59:00 wrote gpt_004.pth
20240806-02:59:23 wrote non_validated_0260_04.png
20240806-02:59:23 wrote state.pth
20240806-02:59:23 --- epoch 261 ----------------------------------------
20240806-02:59:23 current_test_accuracies 0.9506 0.9552 0.9492 0.9562 0.9439
20240806-02:59:23 training model 4
20240806-03:04:51 train_perplexity 261 model 4 1.1848910601220795
20240806-03:04:56 test_perplexity 261 model 4 1.1769187769285714
20240806-03:06:50 test_accuracy 261 model 4 val 1506 / 1579
20240806-03:06:51 wrote gpt_004.pth
20240806-03:07:15 wrote non_validated_0261_04.png
20240806-03:07:15 wrote state.pth
20240806-03:07:15 --- epoch 262 ----------------------------------------
20240806-03:07:15 current_test_accuracies 0.9506 0.9552 0.9492 0.9562 0.9538
20240806-03:07:15 training model 2
20240806-03:12:42 train_perplexity 262 model 2 1.186933957228601
20240806-03:12:48 test_perplexity 262 model 2 1.1795964571856594
20240806-03:14:42 test_accuracy 262 model 2 val 1503 / 1600
20240806-03:14:43 wrote gpt_002.pth
20240806-03:15:07 wrote non_validated_0262_02.png
20240806-03:15:07 wrote state.pth
20240806-03:15:07 --- epoch 263 ----------------------------------------
20240806-03:15:07 current_test_accuracies 0.9506 0.9552 0.9394 0.9562 0.9538
20240806-03:15:07 training model 2
20240806-03:20:34 train_perplexity 263 model 2 1.1866570027482934
20240806-03:20:40 test_perplexity 263 model 2 1.1788616557860077
20240806-03:22:37 test_accuracy 263 model 2 val 1497 / 1591
20240806-03:22:38 wrote gpt_002.pth
20240806-03:23:02 wrote non_validated_0263_02.png
20240806-03:23:02 wrote state.pth
20240806-03:23:02 --- epoch 264 ----------------------------------------
20240806-03:23:02 current_test_accuracies 0.9506 0.9552 0.9409 0.9562 0.9538
20240806-03:23:02 training model 2
20240806-03:28:29 train_perplexity 264 model 2 1.186365029045135
20240806-03:28:35 test_perplexity 264 model 2 1.178591226273634
20240806-03:30:30 test_accuracy 264 model 2 val 1508 / 1594
20240806-03:30:31 wrote gpt_002.pth
20240806-03:30:55 wrote non_validated_0264_02.png
20240806-03:30:55 wrote state.pth
20240806-03:30:55 --- epoch 265 ----------------------------------------
20240806-03:30:55 current_test_accuracies 0.9506 0.9552 0.9460 0.9562 0.9538
20240806-03:30:55 training model 2
20240806-03:36:23 train_perplexity 265 model 2 1.186341129917099
20240806-03:36:28 test_perplexity 265 model 2 1.1809165873452825
20240806-03:38:26 test_accuracy 265 model 2 val 1489 / 1586
20240806-03:38:27 wrote gpt_002.pth
20240806-03:38:50 wrote non_validated_0265_02.png
20240806-03:38:50 wrote state.pth
20240806-03:38:50 --- epoch 266 ----------------------------------------
20240806-03:38:50 current_test_accuracies 0.9506 0.9552 0.9388 0.9562 0.9538
20240806-03:38:50 training model 2
20240806-03:44:18 train_perplexity 266 model 2 1.1864021895807797
20240806-03:44:24 test_perplexity 266 model 2 1.1793412332340347
20240806-03:46:17 test_accuracy 266 model 2 val 1511 / 1601
20240806-03:46:18 wrote gpt_002.pth
20240806-03:46:41 wrote non_validated_0266_02.png
20240806-03:46:41 wrote state.pth
20240806-03:46:41 --- epoch 267 ----------------------------------------
20240806-03:46:41 current_test_accuracies 0.9506 0.9552 0.9438 0.9562 0.9538
20240806-03:46:41 training model 2
20240806-03:52:09 train_perplexity 267 model 2 1.1860015102067225
20240806-03:52:14 test_perplexity 267 model 2 1.1813386746949608
20240806-03:54:08 test_accuracy 267 model 2 val 1522 / 1614
20240806-03:54:10 wrote gpt_002.pth
20240806-03:54:33 wrote non_validated_0267_02.png
20240806-03:54:33 wrote state.pth
20240806-03:54:33 --- epoch 268 ----------------------------------------
20240806-03:54:33 current_test_accuracies 0.9506 0.9552 0.9430 0.9562 0.9538
20240806-03:54:33 training model 2
20240806-04:00:01 train_perplexity 268 model 2 1.1854081921235116
20240806-04:00:06 test_perplexity 268 model 2 1.179346681487642
20240806-04:01:59 test_accuracy 268 model 2 val 1548 / 1624
20240806-04:02:01 wrote gpt_002.pth
20240806-04:02:24 wrote non_validated_0268_02.png
20240806-04:02:24 wrote state.pth
20240806-04:02:24 --- epoch 269 ----------------------------------------
20240806-04:02:24 current_test_accuracies 0.9506 0.9552 0.9532 0.9562 0.9538
20240806-04:04:19 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 0 / 420 (finishes ??? -- 0/h)
20240806-04:06:04 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 0 / 420 (finishes ??? -- 0/h)
20240806-04:07:45 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 0 / 420 (finishes ??? -- 0/h)
20240806-04:09:27 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 1 / 420 (finishes Thu 05:26 -- 8/h)
20240806-04:11:08 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 2 / 420 (finishes Wed 10:36 -- 13/h)
20240806-04:12:51 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 3 / 420 (finishes Wed 04:25 -- 17/h)
20240806-04:14:33 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 3 / 420 (finishes Wed 08:23 -- 14/h)
20240806-04:16:17 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 4 / 420 (finishes Wed 04:19 -- 17/h)
20240806-04:18:00 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 4 / 420 (finishes Wed 07:20 -- 15/h)
20240806-04:19:43 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 5 / 420 (finishes Wed 04:17 -- 17/h)
20240806-04:21:29 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 5 / 420 (finishes Wed 06:45 -- 15/h)
20240806-04:23:13 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 6 / 420 (finishes Wed 04:19 -- 17/h)
20240806-04:24:56 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 6 / 420 (finishes Wed 06:20 -- 15/h)
20240806-04:26:42 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 7 / 420 (finishes Wed 04:20 -- 17/h)
20240806-04:28:29 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 7 / 420 (finishes Wed 06:07 -- 16/h)
20240806-04:30:13 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 9 / 420 (finishes Wed 01:40 -- 19/h)
20240806-04:32:00 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 10 / 420 (finishes Wed 00:45 -- 20/h)
20240806-04:33:45 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 10 / 420 (finishes Wed 01:59 -- 19/h)
20240806-04:35:29 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 10 / 420 (finishes Wed 03:11 -- 18/h)
20240806-04:37:13 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 10 / 420 (finishes Wed 04:24 -- 17/h)
20240806-04:38:57 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 11 / 420 (finishes Wed 03:17 -- 18/h)
20240806-04:40:41 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 12 / 420 (finishes Wed 02:22 -- 18/h)
20240806-04:42:25 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 12 / 420 (finishes Wed 03:22 -- 17/h)
20240806-04:44:08 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 12 / 420 (finishes Wed 04:23 -- 17/h)
20240806-04:45:53 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 13 / 420 (finishes Wed 03:27 -- 17/h)
20240806-04:47:36 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 13 / 420 (finishes Wed 04:22 -- 17/h)
20240806-04:49:20 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 15 / 420 (finishes Wed 01:56 -- 19/h)
20240806-04:51:04 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 16 / 420 (finishes Wed 01:20 -- 19/h)
20240806-04:52:48 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 16 / 420 (finishes Wed 02:05 -- 19/h)
20240806-04:54:32 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 16 / 420 (finishes Wed 02:51 -- 18/h)
20240806-04:56:17 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 17 / 420 (finishes Wed 02:13 -- 18/h)
20240806-04:58:02 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 17 / 420 (finishes Wed 02:57 -- 18/h)
20240806-04:59:47 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 18 / 420 (finishes Wed 02:21 -- 18/h)
20240806-05:01:30 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 19 / 420 (finishes Wed 01:49 -- 19/h)
20240806-05:03:14 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 19 / 420 (finishes Wed 02:27 -- 18/h)
20240806-05:04:57 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 19 / 420 (finishes Wed 03:05 -- 18/h)
20240806-05:06:42 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 19 / 420 (finishes Wed 03:43 -- 17/h)
20240806-05:08:25 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 20 / 420 (finishes Wed 03:08 -- 18/h)
20240806-05:10:09 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 20 / 420 (finishes Wed 03:45 -- 17/h)
20240806-05:11:53 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 20 / 420 (finishes Wed 04:21 -- 17/h)
20240806-05:13:42 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 22 / 420 (finishes Wed 02:43 -- 18/h)
20240806-05:15:26 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 23 / 420 (finishes Wed 02:16 -- 18/h)
20240806-05:17:09 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 24 / 420 (finishes Wed 01:50 -- 19/h)
20240806-05:18:53 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 25 / 420 (finishes Wed 01:27 -- 19/h)
20240806-05:20:37 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 25 / 420 (finishes Wed 01:56 -- 19/h)
20240806-05:22:21 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 27 / 420 (finishes Wed 00:46 -- 20/h)
20240806-05:24:05 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 28 / 420 (finishes Wed 00:27 -- 20/h)
20240806-05:25:50 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 30 / 420 (finishes Tue 23:30 -- 21/h)
20240806-05:27:36 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 32 / 420 (finishes Tue 22:40 -- 22/h)
20240806-05:29:19 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 32 / 420 (finishes Tue 23:03 -- 22/h)
20240806-05:31:05 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 34 / 420 (finishes Tue 22:17 -- 23/h)
20240806-05:32:49 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 35 / 420 (finishes Tue 22:07 -- 23/h)
20240806-05:34:33 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 36 / 420 (finishes Tue 21:57 -- 23/h)
20240806-05:36:17 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 36 / 420 (finishes Tue 22:17 -- 23/h)
20240806-05:38:02 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 36 / 420 (finishes Tue 22:38 -- 22/h)
20240806-05:39:47 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 37 / 420 (finishes Tue 22:27 -- 22/h)
20240806-05:41:33 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 38 / 420 (finishes Tue 22:18 -- 22/h)
20240806-05:43:19 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 38 / 420 (finishes Tue 22:37 -- 22/h)
20240806-05:45:03 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 38 / 420 (finishes Tue 22:56 -- 22/h)
20240806-05:46:46 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 38 / 420 (finishes Tue 23:15 -- 21/h)
20240806-05:48:30 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 39 / 420 (finishes Tue 23:05 -- 22/h)
20240806-05:50:15 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 40 / 420 (finishes Tue 22:54 -- 22/h)
20240806-05:52:00 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 42 / 420 (finishes Tue 22:18 -- 22/h)
20240806-05:53:47 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 43 / 420 (finishes Tue 22:10 -- 23/h)
20240806-05:55:33 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 43 / 420 (finishes Tue 22:27 -- 22/h)
20240806-05:57:17 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 43 / 420 (finishes Tue 22:44 -- 22/h)
20240806-05:59:02 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 45 / 420 (finishes Tue 22:11 -- 23/h)
20240806-06:00:48 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 45 / 420 (finishes Tue 22:27 -- 22/h)
20240806-06:02:32 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 45 / 420 (finishes Tue 22:43 -- 22/h)
20240806-06:04:20 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 46 / 420 (finishes Tue 22:35 -- 22/h)
20240806-06:06:06 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 47 / 420 (finishes Tue 22:27 -- 22/h)
20240806-06:07:51 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 49 / 420 (finishes Tue 21:57 -- 23/h)
20240806-06:09:34 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 50 / 420 (finishes Tue 21:50 -- 23/h)
20240806-06:11:20 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 50 / 420 (finishes Tue 22:05 -- 23/h)
20240806-06:13:06 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 50 / 420 (finishes Tue 22:20 -- 22/h)
20240806-06:14:50 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 51 / 420 (finishes Tue 22:13 -- 23/h)
20240806-06:16:35 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 51 / 420 (finishes Tue 22:27 -- 22/h)
20240806-06:18:20 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 52 / 420 (finishes Tue 22:20 -- 22/h)
20240806-06:20:08 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 52 / 420 (finishes Tue 22:34 -- 22/h)
20240806-06:21:54 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 53 / 420 (finishes Tue 22:27 -- 22/h)
20240806-06:23:40 keep c_quizzes model 3 validated 3 / 420 (0.71%) nb_accumulated 56 / 420 (finishes Tue 21:41 -- 23/h)
20240806-06:25:24 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 56 / 420 (finishes Tue 21:54 -- 23/h)
20240806-06:27:09 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 57 / 420 (finishes Tue 21:49 -- 23/h)
20240806-06:28:54 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 57 / 420 (finishes Tue 22:01 -- 23/h)
20240806-06:30:40 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 57 / 420 (finishes Tue 22:14 -- 23/h)
20240806-06:32:26 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 59 / 420 (finishes Tue 21:50 -- 23/h)
20240806-06:34:10 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 59 / 420 (finishes Tue 22:02 -- 23/h)
20240806-06:35:54 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 60 / 420 (finishes Tue 21:56 -- 23/h)
20240806-06:37:39 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 60 / 420 (finishes Tue 22:09 -- 23/h)
20240806-06:39:23 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 62 / 420 (finishes Tue 21:45 -- 23/h)
20240806-06:41:07 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 62 / 420 (finishes Tue 21:57 -- 23/h)
20240806-06:42:52 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 62 / 420 (finishes Tue 22:09 -- 23/h)
20240806-06:44:38 keep c_quizzes model 3 validated 3 / 420 (0.71%) nb_accumulated 65 / 420 (finishes Tue 21:30 -- 24/h)
20240806-06:46:22 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 65 / 420 (finishes Tue 21:41 -- 23/h)
20240806-06:48:06 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 65 / 420 (finishes Tue 21:53 -- 23/h)
20240806-06:49:50 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 65 / 420 (finishes Tue 22:04 -- 23/h)
20240806-06:51:34 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 65 / 420 (finishes Tue 22:15 -- 23/h)
20240806-06:53:18 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 65 / 420 (finishes Tue 22:26 -- 22/h)
20240806-06:55:02 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 65 / 420 (finishes Tue 22:37 -- 22/h)
20240806-06:56:49 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 65 / 420 (finishes Tue 22:49 -- 22/h)
20240806-06:58:34 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 66 / 420 (finishes Tue 22:43 -- 22/h)
20240806-07:00:18 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 68 / 420 (finishes Tue 22:21 -- 22/h)
20240806-07:02:04 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 68 / 420 (finishes Tue 22:32 -- 22/h)
20240806-07:03:49 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 68 / 420 (finishes Tue 22:42 -- 22/h)
20240806-07:05:34 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 69 / 420 (finishes Tue 22:37 -- 22/h)
20240806-07:07:21 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 71 / 420 (finishes Tue 22:16 -- 23/h)
20240806-07:09:05 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 73 / 420 (finishes Tue 21:56 -- 23/h)
20240806-07:10:48 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 73 / 420 (finishes Tue 22:06 -- 23/h)
20240806-07:12:33 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 73 / 420 (finishes Tue 22:16 -- 23/h)
20240806-07:14:17 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 74 / 420 (finishes Tue 22:11 -- 23/h)
20240806-07:16:01 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 74 / 420 (finishes Tue 22:21 -- 22/h)
20240806-07:17:44 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 75 / 420 (finishes Tue 22:16 -- 23/h)
20240806-07:19:28 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 75 / 420 (finishes Tue 22:25 -- 22/h)
20240806-07:21:12 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 76 / 420 (finishes Tue 22:21 -- 22/h)
20240806-07:22:58 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 78 / 420 (finishes Tue 22:02 -- 23/h)
20240806-07:24:42 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 78 / 420 (finishes Tue 22:11 -- 23/h)
20240806-07:26:26 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 78 / 420 (finishes Tue 22:21 -- 22/h)
20240806-07:28:10 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 78 / 420 (finishes Tue 22:30 -- 22/h)
20240806-07:29:54 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 79 / 420 (finishes Tue 22:25 -- 22/h)
20240806-07:31:39 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 80 / 420 (finishes Tue 22:20 -- 22/h)
20240806-07:33:23 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 80 / 420 (finishes Tue 22:30 -- 22/h)
20240806-07:35:07 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 81 / 420 (finishes Tue 22:25 -- 22/h)
20240806-07:36:51 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 83 / 420 (finishes Tue 22:07 -- 23/h)
20240806-07:38:35 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 83 / 420 (finishes Tue 22:16 -- 23/h)
20240806-07:40:23 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 83 / 420 (finishes Tue 22:25 -- 22/h)
20240806-07:42:07 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 84 / 420 (finishes Tue 22:21 -- 22/h)
20240806-07:43:51 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 84 / 420 (finishes Tue 22:29 -- 22/h)
20240806-07:45:36 keep c_quizzes model 1 validated 3 / 420 (0.71%) nb_accumulated 87 / 420 (finishes Tue 21:59 -- 23/h)
20240806-07:47:21 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 87 / 420 (finishes Tue 22:08 -- 23/h)
20240806-07:49:06 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 87 / 420 (finishes Tue 22:16 -- 23/h)
20240806-07:50:52 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 88 / 420 (finishes Tue 22:12 -- 23/h)
20240806-07:52:40 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 88 / 420 (finishes Tue 22:21 -- 22/h)
20240806-07:54:24 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 90 / 420 (finishes Tue 22:05 -- 23/h)
20240806-07:56:08 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 91 / 420 (finishes Tue 22:01 -- 23/h)
20240806-07:57:52 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 91 / 420 (finishes Tue 22:09 -- 23/h)
20240806-07:59:37 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 92 / 420 (finishes Tue 22:05 -- 23/h)
20240806-08:01:21 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 92 / 420 (finishes Tue 22:13 -- 23/h)
20240806-08:03:05 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 94 / 420 (finishes Tue 21:57 -- 23/h)
20240806-08:04:49 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 95 / 420 (finishes Tue 21:54 -- 23/h)
20240806-08:06:35 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 96 / 420 (finishes Tue 21:50 -- 23/h)
20240806-08:08:19 keep c_quizzes model 3 validated 4 / 420 (0.95%) nb_accumulated 100 / 420 (finishes Tue 21:15 -- 24/h)
20240806-08:10:03 keep c_quizzes model 2 validated 3 / 420 (0.71%) nb_accumulated 103 / 420 (finishes Tue 20:52 -- 24/h)
20240806-08:11:46 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 103 / 420 (finishes Tue 20:59 -- 24/h)
20240806-08:13:32 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 104 / 420 (finishes Tue 20:56 -- 24/h)
20240806-08:15:17 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 105 / 420 (finishes Tue 20:53 -- 24/h)
20240806-08:17:00 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 105 / 420 (finishes Tue 21:00 -- 24/h)
20240806-08:18:45 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 106 / 420 (finishes Tue 20:58 -- 24/h)
20240806-08:20:29 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 107 / 420 (finishes Tue 20:55 -- 24/h)
20240806-08:22:12 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 107 / 420 (finishes Tue 21:02 -- 24/h)
20240806-08:23:57 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 109 / 420 (finishes Tue 20:50 -- 25/h)
20240806-08:25:43 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 109 / 420 (finishes Tue 20:57 -- 24/h)
20240806-08:27:27 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 109 / 420 (finishes Tue 21:03 -- 24/h)
20240806-08:29:11 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 111 / 420 (finishes Tue 20:51 -- 24/h)
20240806-08:30:54 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 111 / 420 (finishes Tue 20:58 -- 24/h)
20240806-08:32:40 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 112 / 420 (finishes Tue 20:55 -- 24/h)
20240806-08:34:25 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 112 / 420 (finishes Tue 21:02 -- 24/h)
20240806-08:36:09 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 112 / 420 (finishes Tue 21:08 -- 24/h)
20240806-08:37:52 keep c_quizzes model 1 validated 3 / 420 (0.71%) nb_accumulated 115 / 420 (finishes Tue 20:48 -- 25/h)
20240806-08:39:37 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 116 / 420 (finishes Tue 20:46 -- 25/h)
20240806-08:41:21 keep c_quizzes model 3 validated 4 / 420 (0.95%) nb_accumulated 120 / 420 (finishes Tue 20:18 -- 25/h)
20240806-08:43:05 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 121 / 420 (finishes Tue 20:16 -- 25/h)
20240806-08:44:49 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 122 / 420 (finishes Tue 20:14 -- 25/h)
20240806-08:46:35 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 122 / 420 (finishes Tue 20:20 -- 25/h)
20240806-08:48:19 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 122 / 420 (finishes Tue 20:26 -- 25/h)
20240806-08:50:03 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 123 / 420 (finishes Tue 20:24 -- 25/h)
20240806-08:51:46 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 124 / 420 (finishes Tue 20:22 -- 25/h)
20240806-08:53:30 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 125 / 420 (finishes Tue 20:20 -- 25/h)
20240806-08:55:14 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 125 / 420 (finishes Tue 20:26 -- 25/h)
20240806-08:56:59 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 126 / 420 (finishes Tue 20:24 -- 25/h)
20240806-08:58:44 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 126 / 420 (finishes Tue 20:30 -- 25/h)
20240806-09:00:28 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 128 / 420 (finishes Tue 20:20 -- 25/h)
20240806-09:02:13 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 129 / 420 (finishes Tue 20:18 -- 25/h)
20240806-09:04:02 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 131 / 420 (finishes Tue 20:09 -- 26/h)
20240806-09:05:51 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 133 / 420 (finishes Tue 20:00 -- 26/h)
20240806-09:07:36 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 134 / 420 (finishes Tue 19:58 -- 26/h)
20240806-09:09:19 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 136 / 420 (finishes Tue 19:50 -- 26/h)
20240806-09:11:03 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 137 / 420 (finishes Tue 19:48 -- 26/h)
20240806-09:12:50 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 138 / 420 (finishes Tue 19:47 -- 26/h)
20240806-09:14:36 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 140 / 420 (finishes Tue 19:39 -- 26/h)
20240806-09:16:21 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 142 / 420 (finishes Tue 19:30 -- 27/h)
20240806-09:18:06 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 142 / 420 (finishes Tue 19:36 -- 26/h)
20240806-09:19:52 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 142 / 420 (finishes Tue 19:41 -- 26/h)
20240806-09:21:41 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 143 / 420 (finishes Tue 19:40 -- 26/h)
20240806-09:23:28 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 143 / 420 (finishes Tue 19:45 -- 26/h)
20240806-09:25:14 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 145 / 420 (finishes Tue 19:37 -- 26/h)
20240806-09:27:01 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 145 / 420 (finishes Tue 19:42 -- 26/h)
20240806-09:28:47 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 145 / 420 (finishes Tue 19:47 -- 26/h)
20240806-09:30:31 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 146 / 420 (finishes Tue 19:46 -- 26/h)
20240806-09:32:18 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 146 / 420 (finishes Tue 19:51 -- 26/h)
20240806-09:34:02 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 147 / 420 (finishes Tue 19:49 -- 26/h)
20240806-09:35:49 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 147 / 420 (finishes Tue 19:55 -- 26/h)
20240806-09:37:33 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 148 / 420 (finishes Tue 19:53 -- 26/h)
20240806-09:39:20 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 149 / 420 (finishes Tue 19:52 -- 26/h)
20240806-09:41:07 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 150 / 420 (finishes Tue 19:50 -- 26/h)
20240806-09:42:51 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 151 / 420 (finishes Tue 19:49 -- 26/h)
20240806-09:44:38 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 152 / 420 (finishes Tue 19:48 -- 26/h)
20240806-09:46:23 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 153 / 420 (finishes Tue 19:46 -- 26/h)
20240806-09:48:09 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 153 / 420 (finishes Tue 19:51 -- 26/h)
20240806-09:49:53 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 153 / 420 (finishes Tue 19:56 -- 26/h)
20240806-09:51:38 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 153 / 420 (finishes Tue 20:01 -- 26/h)
20240806-09:53:23 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 153 / 420 (finishes Tue 20:05 -- 26/h)
20240806-09:55:10 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 154 / 420 (finishes Tue 20:04 -- 26/h)
20240806-09:56:54 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 154 / 420 (finishes Tue 20:09 -- 26/h)
20240806-09:58:38 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 154 / 420 (finishes Tue 20:13 -- 25/h)
20240806-10:00:26 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 155 / 420 (finishes Tue 20:12 -- 25/h)
20240806-10:02:14 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 155 / 420 (finishes Tue 20:17 -- 25/h)
20240806-10:03:58 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 155 / 420 (finishes Tue 20:22 -- 25/h)
20240806-10:05:43 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 155 / 420 (finishes Tue 20:26 -- 25/h)
20240806-10:07:28 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 156 / 420 (finishes Tue 20:25 -- 25/h)
20240806-10:09:16 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 156 / 420 (finishes Tue 20:30 -- 25/h)
20240806-10:11:00 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 157 / 420 (finishes Tue 20:28 -- 25/h)
20240806-10:12:46 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 157 / 420 (finishes Tue 20:33 -- 25/h)
20240806-10:14:34 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 159 / 420 (finishes Tue 20:25 -- 25/h)
20240806-10:16:20 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 160 / 420 (finishes Tue 20:23 -- 25/h)
20240806-10:18:06 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 160 / 420 (finishes Tue 20:28 -- 25/h)
20240806-10:19:50 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 162 / 420 (finishes Tue 20:20 -- 25/h)
20240806-10:21:34 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 163 / 420 (finishes Tue 20:19 -- 25/h)
20240806-10:23:18 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 164 / 420 (finishes Tue 20:17 -- 25/h)
20240806-10:25:03 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 164 / 420 (finishes Tue 20:22 -- 25/h)
20240806-10:26:46 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 164 / 420 (finishes Tue 20:26 -- 25/h)
20240806-10:28:31 keep c_quizzes model 2 validated 3 / 420 (0.71%) nb_accumulated 167 / 420 (finishes Tue 20:13 -- 25/h)
20240806-10:30:20 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 169 / 420 (finishes Tue 20:06 -- 26/h)
20240806-10:32:06 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 171 / 420 (finishes Tue 19:59 -- 26/h)
20240806-10:33:54 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 172 / 420 (finishes Tue 19:58 -- 26/h)
20240806-10:35:38 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 173 / 420 (finishes Tue 19:57 -- 26/h)
20240806-10:37:22 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 173 / 420 (finishes Tue 20:01 -- 26/h)
20240806-10:39:11 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 174 / 420 (finishes Tue 20:00 -- 26/h)
20240806-10:40:55 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 175 / 420 (finishes Tue 19:58 -- 26/h)
20240806-10:42:39 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 176 / 420 (finishes Tue 19:57 -- 26/h)
20240806-10:44:22 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 176 / 420 (finishes Tue 20:01 -- 26/h)
20240806-10:46:08 keep c_quizzes model 1 validated 5 / 420 (1.19%) nb_accumulated 181 / 420 (finishes Tue 19:39 -- 26/h)
20240806-10:47:53 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 183 / 420 (finishes Tue 19:33 -- 27/h)
20240806-10:49:37 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 185 / 420 (finishes Tue 19:26 -- 27/h)
20240806-10:51:21 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 185 / 420 (finishes Tue 19:30 -- 27/h)
20240806-10:53:04 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 185 / 420 (finishes Tue 19:34 -- 27/h)
20240806-10:54:48 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 185 / 420 (finishes Tue 19:38 -- 26/h)
20240806-10:56:35 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 186 / 420 (finishes Tue 19:37 -- 26/h)
20240806-10:58:21 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 187 / 420 (finishes Tue 19:36 -- 26/h)
20240806-11:00:08 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 187 / 420 (finishes Tue 19:40 -- 26/h)
20240806-11:01:52 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 187 / 420 (finishes Tue 19:44 -- 26/h)
20240806-11:03:35 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 187 / 420 (finishes Tue 19:48 -- 26/h)
20240806-11:05:18 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 187 / 420 (finishes Tue 19:52 -- 26/h)
20240806-11:07:03 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 187 / 420 (finishes Tue 19:56 -- 26/h)
20240806-11:08:50 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 189 / 420 (finishes Tue 19:50 -- 26/h)
20240806-11:10:35 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 189 / 420 (finishes Tue 19:53 -- 26/h)
20240806-11:12:19 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 189 / 420 (finishes Tue 19:57 -- 26/h)
20240806-11:14:03 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 191 / 420 (finishes Tue 19:51 -- 26/h)
20240806-11:15:49 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 192 / 420 (finishes Tue 19:50 -- 26/h)
20240806-11:17:33 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 192 / 420 (finishes Tue 19:54 -- 26/h)
20240806-11:19:18 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 192 / 420 (finishes Tue 19:58 -- 26/h)
20240806-11:21:01 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 193 / 420 (finishes Tue 19:56 -- 26/h)
20240806-11:22:45 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 193 / 420 (finishes Tue 20:00 -- 26/h)
20240806-11:24:29 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 193 / 420 (finishes Tue 20:04 -- 26/h)
20240806-11:26:13 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 193 / 420 (finishes Tue 20:08 -- 26/h)
20240806-11:27:57 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 195 / 420 (finishes Tue 20:02 -- 26/h)
20240806-11:29:41 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 196 / 420 (finishes Tue 20:00 -- 26/h)
20240806-11:31:25 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 196 / 420 (finishes Tue 20:04 -- 26/h)
20240806-11:33:09 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 198 / 420 (finishes Tue 19:58 -- 26/h)
20240806-11:34:53 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 198 / 420 (finishes Tue 20:02 -- 26/h)
20240806-11:36:36 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 199 / 420 (finishes Tue 20:01 -- 26/h)
20240806-11:38:24 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 199 / 420 (finishes Tue 20:04 -- 26/h)
20240806-11:40:08 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 201 / 420 (finishes Tue 19:58 -- 26/h)
20240806-11:41:52 keep c_quizzes model 2 validated 3 / 420 (0.71%) nb_accumulated 204 / 420 (finishes Tue 19:48 -- 26/h)
20240806-11:43:36 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 205 / 420 (finishes Tue 19:47 -- 26/h)
20240806-11:45:20 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 207 / 420 (finishes Tue 19:41 -- 26/h)
20240806-11:47:04 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 208 / 420 (finishes Tue 19:40 -- 26/h)
20240806-11:48:47 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 209 / 420 (finishes Tue 19:39 -- 26/h)
20240806-11:50:31 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 210 / 420 (finishes Tue 19:38 -- 26/h)
20240806-11:52:15 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 210 / 420 (finishes Tue 19:42 -- 26/h)
20240806-11:53:59 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 210 / 420 (finishes Tue 19:45 -- 26/h)
20240806-11:55:44 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 211 / 420 (finishes Tue 19:44 -- 26/h)
20240806-11:57:28 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 212 / 420 (finishes Tue 19:43 -- 26/h)
20240806-11:59:12 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 213 / 420 (finishes Tue 19:42 -- 26/h)
20240806-12:00:56 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 214 / 420 (finishes Tue 19:41 -- 26/h)
20240806-12:02:40 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 214 / 420 (finishes Tue 19:44 -- 26/h)
20240806-12:04:24 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 214 / 420 (finishes Tue 19:48 -- 26/h)
20240806-12:06:08 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 215 / 420 (finishes Tue 19:47 -- 26/h)
20240806-12:07:53 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 216 / 420 (finishes Tue 19:46 -- 26/h)
20240806-12:09:37 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 216 / 420 (finishes Tue 19:49 -- 26/h)
20240806-12:11:21 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 216 / 420 (finishes Tue 19:53 -- 26/h)
20240806-12:13:06 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 216 / 420 (finishes Tue 19:56 -- 26/h)
20240806-12:14:49 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 216 / 420 (finishes Tue 19:59 -- 26/h)
20240806-12:16:33 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 216 / 420 (finishes Tue 20:03 -- 26/h)
20240806-12:18:17 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 216 / 420 (finishes Tue 20:06 -- 26/h)
20240806-12:20:00 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 217 / 420 (finishes Tue 20:05 -- 26/h)
20240806-12:21:47 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 217 / 420 (finishes Tue 20:08 -- 26/h)
20240806-12:23:35 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 219 / 420 (finishes Tue 20:03 -- 26/h)
20240806-12:25:22 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 219 / 420 (finishes Tue 20:06 -- 26/h)
20240806-12:27:06 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 219 / 420 (finishes Tue 20:10 -- 26/h)
20240806-12:28:50 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 221 / 420 (finishes Tue 20:04 -- 26/h)
20240806-12:30:33 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 221 / 420 (finishes Tue 20:08 -- 26/h)
20240806-12:32:17 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 221 / 420 (finishes Tue 20:11 -- 26/h)
20240806-12:34:01 keep c_quizzes model 2 validated 3 / 420 (0.71%) nb_accumulated 224 / 420 (finishes Tue 20:01 -- 26/h)
20240806-12:35:45 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 224 / 420 (finishes Tue 20:04 -- 26/h)
20240806-12:37:29 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 226 / 420 (finishes Tue 19:59 -- 26/h)
20240806-12:39:13 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 227 / 420 (finishes Tue 19:58 -- 26/h)
20240806-12:40:57 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 228 / 420 (finishes Tue 19:57 -- 26/h)
20240806-12:42:43 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 228 / 420 (finishes Tue 20:00 -- 26/h)
20240806-12:44:27 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 228 / 420 (finishes Tue 20:04 -- 26/h)
20240806-12:46:10 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 230 / 420 (finishes Tue 19:58 -- 26/h)
20240806-12:47:56 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 230 / 420 (finishes Tue 20:02 -- 26/h)
20240806-12:49:40 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 231 / 420 (finishes Tue 20:01 -- 26/h)
20240806-12:51:25 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 231 / 420 (finishes Tue 20:04 -- 26/h)
20240806-12:53:08 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 233 / 420 (finishes Tue 19:59 -- 26/h)
20240806-12:54:54 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 233 / 420 (finishes Tue 20:02 -- 26/h)
20240806-12:56:40 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 233 / 420 (finishes Tue 20:05 -- 26/h)
20240806-12:58:25 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 234 / 420 (finishes Tue 20:04 -- 26/h)
20240806-13:00:09 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 234 / 420 (finishes Tue 20:07 -- 26/h)
20240806-13:01:54 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 235 / 420 (finishes Tue 20:06 -- 26/h)
20240806-13:03:40 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 236 / 420 (finishes Tue 20:05 -- 26/h)
20240806-13:05:24 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 237 / 420 (finishes Tue 20:04 -- 26/h)
20240806-13:07:08 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 238 / 420 (finishes Tue 20:03 -- 26/h)
20240806-13:08:54 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 238 / 420 (finishes Tue 20:06 -- 26/h)
20240806-13:10:39 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 238 / 420 (finishes Tue 20:09 -- 26/h)
20240806-13:12:24 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 238 / 420 (finishes Tue 20:13 -- 25/h)
20240806-13:14:08 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 239 / 420 (finishes Tue 20:11 -- 25/h)
20240806-13:15:52 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 241 / 420 (finishes Tue 20:06 -- 26/h)
20240806-13:17:36 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 242 / 420 (finishes Tue 20:05 -- 26/h)
20240806-13:19:21 keep c_quizzes model 2 validated 3 / 420 (0.71%) nb_accumulated 245 / 420 (finishes Tue 19:57 -- 26/h)
20240806-13:21:05 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 245 / 420 (finishes Tue 20:00 -- 26/h)
20240806-13:22:50 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 245 / 420 (finishes Tue 20:03 -- 26/h)
20240806-13:24:34 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 245 / 420 (finishes Tue 20:06 -- 26/h)
20240806-13:26:18 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 245 / 420 (finishes Tue 20:09 -- 26/h)
20240806-13:28:03 keep c_quizzes model 2 validated 3 / 420 (0.71%) nb_accumulated 248 / 420 (finishes Tue 20:00 -- 26/h)
20240806-13:29:46 keep c_quizzes model 0 validated 4 / 420 (0.95%) nb_accumulated 252 / 420 (finishes Tue 19:48 -- 26/h)
20240806-13:31:31 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 253 / 420 (finishes Tue 19:47 -- 26/h)
20240806-13:33:15 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 253 / 420 (finishes Tue 19:50 -- 26/h)
20240806-13:34:58 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 255 / 420 (finishes Tue 19:45 -- 26/h)
20240806-13:36:44 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 255 / 420 (finishes Tue 19:48 -- 26/h)
20240806-13:38:28 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 257 / 420 (finishes Tue 19:43 -- 26/h)
20240806-13:40:12 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 258 / 420 (finishes Tue 19:43 -- 26/h)
20240806-13:41:57 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 258 / 420 (finishes Tue 19:45 -- 26/h)
20240806-13:43:41 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 259 / 420 (finishes Tue 19:45 -- 26/h)
20240806-13:45:26 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 259 / 420 (finishes Tue 19:47 -- 26/h)
20240806-13:47:10 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 261 / 420 (finishes Tue 19:43 -- 26/h)
20240806-13:48:54 keep c_quizzes model 3 validated 3 / 420 (0.71%) nb_accumulated 264 / 420 (finishes Tue 19:35 -- 27/h)
20240806-13:50:38 keep c_quizzes model 1 validated 3 / 420 (0.71%) nb_accumulated 267 / 420 (finishes Tue 19:27 -- 27/h)
20240806-13:52:22 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 268 / 420 (finishes Tue 19:26 -- 27/h)
20240806-13:54:07 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 269 / 420 (finishes Tue 19:26 -- 27/h)
20240806-13:55:51 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 270 / 420 (finishes Tue 19:25 -- 27/h)
20240806-13:57:42 keep c_quizzes model 1 validated 3 / 420 (0.71%) nb_accumulated 273 / 420 (finishes Tue 19:18 -- 27/h)
20240806-13:59:29 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 274 / 420 (finishes Tue 19:17 -- 27/h)
20240806-14:01:14 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 274 / 420 (finishes Tue 19:20 -- 27/h)
20240806-14:02:58 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 275 / 420 (finishes Tue 19:19 -- 27/h)
20240806-14:04:45 keep c_quizzes model 3 validated 3 / 420 (0.71%) nb_accumulated 278 / 420 (finishes Tue 19:12 -- 27/h)
20240806-14:06:29 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 278 / 420 (finishes Tue 19:15 -- 27/h)
20240806-14:08:14 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 278 / 420 (finishes Tue 19:17 -- 27/h)
20240806-14:09:59 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 279 / 420 (finishes Tue 19:17 -- 27/h)
20240806-14:11:44 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 279 / 420 (finishes Tue 19:19 -- 27/h)
20240806-14:13:27 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 280 / 420 (finishes Tue 19:18 -- 27/h)
20240806-14:15:11 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 280 / 420 (finishes Tue 19:21 -- 27/h)
20240806-14:16:55 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 280 / 420 (finishes Tue 19:24 -- 27/h)
20240806-14:18:39 keep c_quizzes model 1 validated 3 / 420 (0.71%) nb_accumulated 283 / 420 (finishes Tue 19:16 -- 27/h)
20240806-14:20:23 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 284 / 420 (finishes Tue 19:16 -- 27/h)
20240806-14:22:07 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 285 / 420 (finishes Tue 19:15 -- 27/h)
20240806-14:23:51 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 286 / 420 (finishes Tue 19:15 -- 27/h)
20240806-14:25:35 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 287 / 420 (finishes Tue 19:14 -- 27/h)
20240806-14:27:19 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 288 / 420 (finishes Tue 19:13 -- 27/h)
20240806-14:29:03 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 289 / 420 (finishes Tue 19:13 -- 27/h)
20240806-14:30:47 keep c_quizzes model 4 validated 6 / 420 (1.43%) nb_accumulated 295 / 420 (finishes Tue 18:57 -- 28/h)
20240806-14:32:30 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 296 / 420 (finishes Tue 18:56 -- 28/h)
20240806-14:34:14 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 296 / 420 (finishes Tue 18:58 -- 28/h)
20240806-14:36:02 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 298 / 420 (finishes Tue 18:55 -- 28/h)
20240806-14:37:46 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 299 / 420 (finishes Tue 18:54 -- 28/h)
20240806-14:39:32 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 300 / 420 (finishes Tue 18:54 -- 28/h)
20240806-14:41:16 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 302 / 420 (finishes Tue 18:50 -- 28/h)
20240806-14:43:02 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 303 / 420 (finishes Tue 18:50 -- 28/h)
20240806-14:44:46 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 304 / 420 (finishes Tue 18:49 -- 28/h)
20240806-14:46:32 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 304 / 420 (finishes Tue 18:52 -- 28/h)
20240806-14:48:17 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 306 / 420 (finishes Tue 18:48 -- 28/h)
20240806-14:50:01 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 308 / 420 (finishes Tue 18:45 -- 28/h)
20240806-14:51:45 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 308 / 420 (finishes Tue 18:47 -- 28/h)
20240806-14:53:29 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 308 / 420 (finishes Tue 18:50 -- 28/h)
20240806-14:55:13 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 308 / 420 (finishes Tue 18:52 -- 28/h)
20240806-14:56:56 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 309 / 420 (finishes Tue 18:52 -- 28/h)
20240806-14:58:41 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 309 / 420 (finishes Tue 18:54 -- 28/h)
20240806-15:00:28 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 310 / 420 (finishes Tue 18:53 -- 28/h)
20240806-15:02:12 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 310 / 420 (finishes Tue 18:56 -- 28/h)
20240806-15:03:58 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 310 / 420 (finishes Tue 18:58 -- 28/h)
20240806-15:05:42 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 311 / 420 (finishes Tue 18:58 -- 28/h)
20240806-15:07:26 keep c_quizzes model 3 validated 2 / 420 (0.48%) nb_accumulated 313 / 420 (finishes Tue 18:54 -- 28/h)
20240806-15:09:09 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 314 / 420 (finishes Tue 18:54 -- 28/h)
20240806-15:10:53 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 315 / 420 (finishes Tue 18:53 -- 28/h)
20240806-15:12:41 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 316 / 420 (finishes Tue 18:53 -- 28/h)
20240806-15:14:25 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 316 / 420 (finishes Tue 18:55 -- 28/h)
20240806-15:16:09 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 316 / 420 (finishes Tue 18:57 -- 28/h)
20240806-15:17:53 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 318 / 420 (finishes Tue 18:54 -- 28/h)
20240806-15:19:37 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 320 / 420 (finishes Tue 18:51 -- 28/h)
20240806-15:21:22 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 322 / 420 (finishes Tue 18:48 -- 28/h)
20240806-15:23:06 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 322 / 420 (finishes Tue 18:50 -- 28/h)
20240806-15:24:54 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 323 / 420 (finishes Tue 18:49 -- 28/h)
20240806-15:26:40 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 323 / 420 (finishes Tue 18:52 -- 28/h)
20240806-15:28:24 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 324 / 420 (finishes Tue 18:51 -- 28/h)
20240806-15:30:08 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 326 / 420 (finishes Tue 18:48 -- 28/h)
20240806-15:31:53 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 326 / 420 (finishes Tue 18:50 -- 28/h)
20240806-15:33:38 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 326 / 420 (finishes Tue 18:52 -- 28/h)
20240806-15:35:22 keep c_quizzes model 4 validated 3 / 420 (0.71%) nb_accumulated 329 / 420 (finishes Tue 18:47 -- 28/h)
20240806-15:37:06 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 331 / 420 (finishes Tue 18:43 -- 28/h)
20240806-15:38:49 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 331 / 420 (finishes Tue 18:46 -- 28/h)
20240806-15:40:33 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 331 / 420 (finishes Tue 18:48 -- 28/h)
20240806-15:42:17 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 331 / 420 (finishes Tue 18:50 -- 28/h)
20240806-15:44:06 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 333 / 420 (finishes Tue 18:47 -- 28/h)
20240806-15:45:51 keep c_quizzes model 4 validated 3 / 420 (0.71%) nb_accumulated 336 / 420 (finishes Tue 18:41 -- 28/h)
20240806-15:47:36 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 336 / 420 (finishes Tue 18:43 -- 28/h)
20240806-15:49:20 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 337 / 420 (finishes Tue 18:43 -- 28/h)
20240806-15:51:05 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 337 / 420 (finishes Tue 18:45 -- 28/h)
20240806-15:52:50 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 337 / 420 (finishes Tue 18:47 -- 28/h)
20240806-15:54:34 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 337 / 420 (finishes Tue 18:49 -- 28/h)
20240806-15:56:20 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 338 / 420 (finishes Tue 18:49 -- 28/h)
20240806-15:58:04 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 338 / 420 (finishes Tue 18:51 -- 28/h)
20240806-15:59:48 keep c_quizzes model 1 validated 3 / 420 (0.71%) nb_accumulated 341 / 420 (finishes Tue 18:46 -- 28/h)
20240806-16:01:32 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 341 / 420 (finishes Tue 18:48 -- 28/h)
20240806-16:03:15 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 342 / 420 (finishes Tue 18:47 -- 28/h)
20240806-16:05:00 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 343 / 420 (finishes Tue 18:47 -- 28/h)
20240806-16:06:44 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 343 / 420 (finishes Tue 18:49 -- 28/h)
20240806-16:08:28 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 344 / 420 (finishes Tue 18:48 -- 28/h)
20240806-16:10:12 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 344 / 420 (finishes Tue 18:51 -- 28/h)
20240806-16:11:57 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 345 / 420 (finishes Tue 18:50 -- 28/h)
20240806-16:13:42 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 345 / 420 (finishes Tue 18:52 -- 28/h)
20240806-16:15:27 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 346 / 420 (finishes Tue 18:52 -- 28/h)
20240806-16:17:11 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 346 / 420 (finishes Tue 18:54 -- 28/h)
20240806-16:18:55 keep c_quizzes model 3 validated 4 / 420 (0.95%) nb_accumulated 350 / 420 (finishes Tue 18:46 -- 28/h)
20240806-16:20:39 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 351 / 420 (finishes Tue 18:45 -- 28/h)
20240806-16:22:23 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 352 / 420 (finishes Tue 18:45 -- 28/h)
20240806-16:24:06 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 354 / 420 (finishes Tue 18:42 -- 28/h)
20240806-16:25:51 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 355 / 420 (finishes Tue 18:41 -- 28/h)
20240806-16:27:34 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 355 / 420 (finishes Tue 18:44 -- 28/h)
20240806-16:29:21 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 356 / 420 (finishes Tue 18:43 -- 28/h)
20240806-16:31:05 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 358 / 420 (finishes Tue 18:40 -- 28/h)
20240806-16:32:49 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 359 / 420 (finishes Tue 18:40 -- 28/h)
20240806-16:34:33 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 359 / 420 (finishes Tue 18:42 -- 28/h)
20240806-16:36:20 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 360 / 420 (finishes Tue 18:41 -- 28/h)
20240806-16:38:04 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 362 / 420 (finishes Tue 18:39 -- 28/h)
20240806-16:39:48 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 362 / 420 (finishes Tue 18:41 -- 28/h)
20240806-16:41:33 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 362 / 420 (finishes Tue 18:43 -- 28/h)
20240806-16:43:18 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 363 / 420 (finishes Tue 18:42 -- 28/h)
20240806-16:45:03 keep c_quizzes model 0 validated 4 / 420 (0.95%) nb_accumulated 367 / 420 (finishes Tue 18:35 -- 28/h)
20240806-16:46:47 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 369 / 420 (finishes Tue 18:32 -- 28/h)
20240806-16:48:31 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 369 / 420 (finishes Tue 18:34 -- 28/h)
20240806-16:50:16 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 370 / 420 (finishes Tue 18:34 -- 28/h)
20240806-16:52:02 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 372 / 420 (finishes Tue 18:31 -- 29/h)
20240806-16:53:46 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 372 / 420 (finishes Tue 18:33 -- 28/h)
20240806-16:55:30 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 373 / 420 (finishes Tue 18:32 -- 28/h)
20240806-16:57:14 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 374 / 420 (finishes Tue 18:32 -- 28/h)
20240806-16:58:58 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 374 / 420 (finishes Tue 18:34 -- 28/h)
20240806-17:00:42 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 374 / 420 (finishes Tue 18:36 -- 28/h)
20240806-17:02:30 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 374 / 420 (finishes Tue 18:38 -- 28/h)
20240806-17:04:14 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 374 / 420 (finishes Tue 18:40 -- 28/h)
20240806-17:06:02 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 375 / 420 (finishes Tue 18:40 -- 28/h)
20240806-17:07:46 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 376 / 420 (finishes Tue 18:39 -- 28/h)
20240806-17:09:30 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 376 / 420 (finishes Tue 18:41 -- 28/h)
20240806-17:11:15 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 376 / 420 (finishes Tue 18:43 -- 28/h)
20240806-17:12:59 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 376 / 420 (finishes Tue 18:45 -- 28/h)
20240806-17:14:43 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 376 / 420 (finishes Tue 18:47 -- 28/h)
20240806-17:16:29 keep c_quizzes model 1 validated 2 / 420 (0.48%) nb_accumulated 378 / 420 (finishes Tue 18:44 -- 28/h)
20240806-17:18:13 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 379 / 420 (finishes Tue 18:44 -- 28/h)
20240806-17:19:57 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 379 / 420 (finishes Tue 18:46 -- 28/h)
20240806-17:21:41 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 381 / 420 (finishes Tue 18:43 -- 28/h)
20240806-17:23:26 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 382 / 420 (finishes Tue 18:43 -- 28/h)
20240806-17:25:13 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 384 / 420 (finishes Tue 18:40 -- 28/h)
20240806-17:26:58 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 385 / 420 (finishes Tue 18:40 -- 28/h)
20240806-17:28:42 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 386 / 420 (finishes Tue 18:39 -- 28/h)
20240806-17:30:27 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 387 / 420 (finishes Tue 18:39 -- 28/h)
20240806-17:32:11 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 388 / 420 (finishes Tue 18:38 -- 28/h)
20240806-17:33:58 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 388 / 420 (finishes Tue 18:40 -- 28/h)
20240806-17:35:49 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 388 / 420 (finishes Tue 18:42 -- 28/h)
20240806-17:37:34 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 389 / 420 (finishes Tue 18:42 -- 28/h)
20240806-17:39:18 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 390 / 420 (finishes Tue 18:42 -- 28/h)
20240806-17:41:01 keep c_quizzes model 1 validated 1 / 420 (0.24%) nb_accumulated 391 / 420 (finishes Tue 18:41 -- 28/h)
20240806-17:42:46 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 392 / 420 (finishes Tue 18:41 -- 28/h)
20240806-17:44:30 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 393 / 420 (finishes Tue 18:40 -- 28/h)
20240806-17:46:14 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 393 / 420 (finishes Tue 18:42 -- 28/h)
20240806-17:47:58 keep c_quizzes model 0 validated 1 / 420 (0.24%) nb_accumulated 394 / 420 (finishes Tue 18:42 -- 28/h)
20240806-17:49:45 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 396 / 420 (finishes Tue 18:39 -- 28/h)
20240806-17:51:33 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 398 / 420 (finishes Tue 18:37 -- 28/h)
20240806-17:53:21 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 399 / 420 (finishes Tue 18:37 -- 28/h)
20240806-17:55:06 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 399 / 420 (finishes Tue 18:38 -- 28/h)
20240806-17:56:50 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 401 / 420 (finishes Tue 18:36 -- 28/h)
20240806-17:58:35 keep c_quizzes model 4 validated 2 / 420 (0.48%) nb_accumulated 403 / 420 (finishes Tue 18:33 -- 28/h)
20240806-18:00:19 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 403 / 420 (finishes Tue 18:35 -- 28/h)
20240806-18:02:03 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 403 / 420 (finishes Tue 18:37 -- 28/h)
20240806-18:03:47 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 403 / 420 (finishes Tue 18:39 -- 28/h)
20240806-18:05:34 keep c_quizzes model 4 validated 1 / 420 (0.24%) nb_accumulated 404 / 420 (finishes Tue 18:38 -- 28/h)
20240806-18:07:19 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 404 / 420 (finishes Tue 18:40 -- 28/h)
20240806-18:09:03 keep c_quizzes model 2 validated 1 / 420 (0.24%) nb_accumulated 405 / 420 (finishes Tue 18:40 -- 28/h)
20240806-18:10:48 keep c_quizzes model 4 validated 0 / 420 (0.00%) nb_accumulated 405 / 420 (finishes Tue 18:42 -- 28/h)
20240806-18:12:32 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 406 / 420 (finishes Tue 18:41 -- 28/h)
20240806-18:14:17 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 406 / 420 (finishes Tue 18:43 -- 28/h)
20240806-18:16:03 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 408 / 420 (finishes Tue 18:41 -- 28/h)
20240806-18:17:52 keep c_quizzes model 4 validated 3 / 420 (0.71%) nb_accumulated 411 / 420 (finishes Tue 18:36 -- 28/h)
20240806-18:19:35 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 411 / 420 (finishes Tue 18:38 -- 28/h)
20240806-18:21:19 keep c_quizzes model 0 validated 0 / 420 (0.00%) nb_accumulated 411 / 420 (finishes Tue 18:40 -- 28/h)
20240806-18:23:05 keep c_quizzes model 2 validated 0 / 420 (0.00%) nb_accumulated 411 / 420 (finishes Tue 18:41 -- 28/h)
20240806-18:24:50 keep c_quizzes model 2 validated 3 / 420 (0.71%) nb_accumulated 414 / 420 (finishes Tue 18:37 -- 28/h)
20240806-18:26:36 keep c_quizzes model 1 validated 0 / 420 (0.00%) nb_accumulated 414 / 420 (finishes Tue 18:39 -- 28/h)
20240806-18:28:20 keep c_quizzes model 0 validated 2 / 420 (0.48%) nb_accumulated 416 / 420 (finishes Tue 18:36 -- 28/h)
20240806-18:30:04 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 417 / 420 (finishes Tue 18:36 -- 28/h)
20240806-18:31:50 keep c_quizzes model 3 validated 0 / 420 (0.00%) nb_accumulated 417 / 420 (finishes Tue 18:38 -- 28/h)
20240806-18:33:36 keep c_quizzes model 3 validated 1 / 420 (0.24%) nb_accumulated 418 / 420 (finishes Tue 18:37 -- 28/h)
20240806-18:35:21 keep c_quizzes model 2 validated 2 / 420 (0.48%) nb_accumulated 420 / 420 (finishes now! -- 28/h)
20240806-18:35:32 wrote c_quizzes.pth
20240806-18:35:32 training model 0
20240806-18:41:00 train_perplexity 269 model 0 1.1888645302426357
20240806-18:41:05 test_perplexity 269 model 0 1.183109882777269
20240806-18:43:02 test_accuracy 269 model 0 val 1466 / 1591
20240806-18:43:03 wrote gpt_000.pth
20240806-18:43:26 wrote non_validated_0269_00.png
20240806-18:43:26 wrote state.pth
20240806-18:43:26 --- epoch 270 ----------------------------------------
20240806-18:43:26 current_test_accuracies 0.9214 0.0000 0.0000 0.0000 0.0000
20240806-18:43:26 training model 1
20240806-18:48:54 train_perplexity 270 model 1 1.1844810813927997
20240806-18:48:59 test_perplexity 270 model 1 1.1771054623921977
20240806-18:50:52 test_accuracy 270 model 1 val 1442 / 1553
20240806-18:50:54 wrote gpt_001.pth
20240806-18:51:17 wrote non_validated_0270_01.png
20240806-18:51:17 wrote state.pth
20240806-18:51:17 --- epoch 271 ----------------------------------------
20240806-18:51:17 current_test_accuracies 0.9214 0.9285 0.0000 0.0000 0.0000
20240806-18:51:17 training model 2
20240806-18:56:45 train_perplexity 271 model 2 1.1865304235040026
20240806-18:56:50 test_perplexity 271 model 2 1.1826888482629418
20240806-18:58:47 test_accuracy 271 model 2 val 1503 / 1622
20240806-18:58:48 wrote gpt_002.pth
20240806-18:59:11 wrote non_validated_0271_02.png
20240806-18:59:12 wrote state.pth
20240806-18:59:12 --- epoch 272 ----------------------------------------
20240806-18:59:12 current_test_accuracies 0.9214 0.9285 0.9266 0.0000 0.0000
20240806-18:59:12 training model 3
20240806-19:04:39 train_perplexity 272 model 3 1.1894960553360914
20240806-19:04:45 test_perplexity 272 model 3 1.1831878716967765
20240806-19:06:41 test_accuracy 272 model 3 val 1487 / 1610
20240806-19:06:42 wrote gpt_003.pth
20240806-19:07:05 wrote non_validated_0272_03.png
20240806-19:07:05 wrote state.pth
20240806-19:07:05 --- epoch 273 ----------------------------------------
20240806-19:07:05 current_test_accuracies 0.9214 0.9285 0.9266 0.9236 0.0000
20240806-19:07:05 training model 4
20240806-19:12:33 train_perplexity 273 model 4 1.1854696718890043
20240806-19:12:38 test_perplexity 273 model 4 1.1780065628163483