20240712-00:09:53 argv ./main.py --nb_gpus=2 --nb_gpts=3 --result_dir=./results_test --accuracy_to_make_c_quizzes=0.8 --nb_train_samples=20000 --nb_test_samples=100
20240712-00:09:53 args.log_filename train.log
20240712-00:09:53 args.result_dir ./results_test
20240712-00:09:53 args.seed 0
20240712-00:09:53 args.max_percents_of_test_in_train -1
20240712-00:09:53 args.nb_epochs 10000
20240712-00:09:53 args.batch_size 25
20240712-00:09:53 args.physical_batch_size None
20240712-00:09:53 args.nb_train_samples 20000
20240712-00:09:53 args.nb_test_samples 100
20240712-00:09:53 args.learning_rate 0.0005
20240712-00:09:53 args.model 37M
20240712-00:09:53 args.dim_model 512
20240712-00:09:53 args.dim_keys 64
20240712-00:09:53 args.dim_hidden 2048
20240712-00:09:53 args.nb_heads 8
20240712-00:09:53 args.nb_blocks 12
20240712-00:09:53 args.dropout 0.1
20240712-00:09:53 args.deterministic_synthesis False
20240712-00:09:53 args.problem grids
20240712-00:09:53 args.nb_threads 1
20240712-00:09:53 args.nb_gpus 2
20240712-00:09:53 args.nb_gpts 3
20240712-00:09:53 args.min_to_validate 2
20240712-00:09:53 args.max_to_validate 2
20240712-00:09:53 args.accuracy_to_make_c_quizzes 0.8
20240712-00:09:53 args.generation_temperature 2.0
20240712-00:09:53 args.dirty_debug False
20240712-00:09:53 args.sky_height 6
20240712-00:09:53 args.sky_width 8
20240712-00:09:53 args.sky_nb_birds 3
20240712-00:09:53 args.sky_nb_iterations 2
20240712-00:09:53 args.sky_speed 3
20240712-00:09:54 device cuda
20240712-00:09:54 vocabulary_size 13
20240712-00:09:54 creating model 0 and its w_quizzes
20240712-00:10:02 creating model 1 and its w_quizzes
20240712-00:10:11 creating model 2 and its w_quizzes
20240712-00:10:20 nb_parameters 37817357 (37M)
20240712-00:10:20 nb_new_c_quizzes_for_train 400 nb_new_c_quizzes_for_test 2
20240712-00:10:20 --- epoch 0 ----------------------------------------
20240712-00:10:20 current_test_accuracies 0.0000 0.0000 0.0000
20240712-00:10:20 training model 0
20240712-00:10:20 training model 1
20240712-00:11:50 train_perplexity 0 model.id 1 2.8329381245005036
20240712-00:11:51 test_perplexity 0 1.3154352667543985
20240712-00:11:51 train_perplexity 0 model.id 0 3.0598072245866517
20240712-00:11:51 test_perplexity 0 1.3536251713423426
20240712-00:14:50 train_accuracy 0 model 0 forward 0 / 491 backward 0 / 509
20240712-00:14:51 train_accuracy 0 model 1 forward 0 / 474 backward 0 / 526
20240712-00:15:09 test_accuracy 0 model 0 forward 0 / 46 backward 0 / 54
20240712-00:15:09 main_test_accuracy 0 0.0
20240712-00:15:10 test_accuracy 0 model 1 forward 0 / 48 backward 0 / 52
20240712-00:15:10 main_test_accuracy 0 0.0
20240712-00:15:10 cache_w_quizzes contains 40000 quizzes
20240712-00:15:12 --- epoch 1 ----------------------------------------
20240712-00:15:12 current_test_accuracies 0.0000 0.0000 0.0000
20240712-00:15:12 training model 0
20240712-00:15:12 training model 1
20240712-00:16:42 train_perplexity 1 model.id 0 1.4287829704997788
20240712-00:16:42 train_perplexity 1 model.id 1 1.3263078535913266
20240712-00:16:42 test_perplexity 1 1.21347807725584
20240712-00:16:42 test_perplexity 1 1.2037519504965974
20240712-00:19:40 train_accuracy 1 model 0 forward 0 / 518 backward 0 / 482
20240712-00:19:42 train_accuracy 1 model 1 forward 0 / 487 backward 0 / 513
20240712-00:19:59 test_accuracy 1 model 0 forward 0 / 46 backward 0 / 54
20240712-00:19:59 main_test_accuracy 1 0.0
20240712-00:20:01 test_accuracy 1 model 1 forward 0 / 48 backward 0 / 52
20240712-00:20:01 main_test_accuracy 1 0.0
20240712-00:20:01 cache_w_quizzes contains 40000 quizzes
20240712-00:20:03 --- epoch 2 ----------------------------------------
20240712-00:20:03 current_test_accuracies 0.0000 0.0000 0.0000
20240712-00:20:03 training model 0
20240712-00:20:03 training model 1
20240712-00:21:33 train_perplexity 2 model.id 1 1.1929528075356586
20240712-00:21:33 test_perplexity 2 1.148990450343543
20240712-00:21:33 train_perplexity 2 model.id 0 1.2182572503459155
20240712-00:21:33 test_perplexity 2 1.156373115340453
20240712-00:24:31 train_accuracy 2 model 1 forward 3 / 501 backward 6 / 499
20240712-00:24:34 train_accuracy 2 model 0 forward 0 / 473 backward 3 / 527
20240712-00:24:50 test_accuracy 2 model 1 forward 0 / 48 backward 0 / 52
20240712-00:24:50 main_test_accuracy 2 0.0
20240712-00:24:52 test_accuracy 2 model 0 forward 0 / 46 backward 0 / 54
20240712-00:24:52 main_test_accuracy 2 0.0
20240712-00:24:53 cache_w_quizzes contains 40000 quizzes
20240712-00:24:54 --- epoch 3 ----------------------------------------
20240712-00:24:54 current_test_accuracies 0.0000 0.0000 0.0000
20240712-00:24:54 training model 0
20240712-00:24:54 training model 1
20240712-00:26:24 train_perplexity 3 model.id 0 1.1637319923352685
20240712-00:26:24 train_perplexity 3 model.id 1 1.1474518602370585
20240712-00:26:25 test_perplexity 3 1.135842353440433
20240712-00:26:25 test_perplexity 3 1.1241303999685648
20240712-00:29:23 train_accuracy 3 model 0 forward 5 / 494 backward 2 / 506
20240712-00:29:23 train_accuracy 3 model 1 forward 47 / 493 backward 23 / 507
20240712-00:29:42 test_accuracy 3 model 0 forward 1 / 46 backward 0 / 54
20240712-00:29:42 main_test_accuracy 3 0.009999999776482582
20240712-00:29:42 test_accuracy 3 model 1 forward 1 / 48 backward 3 / 52
20240712-00:29:42 main_test_accuracy 3 0.03999999910593033
20240712-00:29:43 cache_w_quizzes contains 40000 quizzes
20240712-00:29:44 --- epoch 4 ----------------------------------------
20240712-00:29:44 current_test_accuracies 0.0100 0.0400 0.0000
20240712-00:29:44 training model 2
20240712-00:29:44 training model 0
20240712-00:31:14 train_perplexity 4 model.id 0 1.135637752947998
20240712-00:31:14 train_perplexity 4 model.id 2 2.9182988177584552
20240712-00:31:14 test_perplexity 4 1.115004478443078
20240712-00:31:15 test_perplexity 4 1.2783484366163729
20240712-00:34:13 train_accuracy 4 model 0 forward 48 / 486 backward 18 / 514
20240712-00:34:13 train_accuracy 4 model 2 forward 0 / 481 backward 0 / 519
20240712-00:34:31 test_accuracy 4 model 2 forward 0 / 55 backward 0 / 45
20240712-00:34:31 main_test_accuracy 4 0.0
20240712-00:34:32 test_accuracy 4 model 0 forward 7 / 46 backward 2 / 54
20240712-00:34:32 main_test_accuracy 4 0.08999999612569809
20240712-00:34:33 cache_w_quizzes contains 40000 quizzes
20240712-00:34:34 --- epoch 5 ----------------------------------------
20240712-00:34:34 current_test_accuracies 0.0900 0.0400 0.0000
20240712-00:34:34 training model 2
20240712-00:34:34 training model 1
20240712-00:36:04 train_perplexity 5 model.id 1 1.1219744902704665
20240712-00:36:05 test_perplexity 5 1.1082799952198283
20240712-00:36:05 train_perplexity 5 model.id 2 1.3245696764411312
20240712-00:36:05 test_perplexity 5 1.2007636208419326
20240712-00:39:03 train_accuracy 5 model 2 forward 0 / 502 backward 0 / 498
20240712-00:39:04 train_accuracy 5 model 1 forward 128 / 492 backward 71 / 508
20240712-00:39:21 test_accuracy 5 model 2 forward 0 / 55 backward 0 / 45
20240712-00:39:21 main_test_accuracy 5 0.0
20240712-00:39:22 test_accuracy 5 model 1 forward 12 / 48 backward 11 / 52
20240712-00:39:22 main_test_accuracy 5 0.22999998927116394
20240712-00:39:23 cache_w_quizzes contains 40000 quizzes
20240712-00:39:24 --- epoch 6 ----------------------------------------
20240712-00:39:24 current_test_accuracies 0.0900 0.2300 0.0000
20240712-00:39:24 training model 2
20240712-00:39:24 training model 0
20240712-00:40:54 train_perplexity 6 model.id 2 1.2106294136512108
20240712-00:40:54 train_perplexity 6 model.id 0 1.1165075756934353
20240712-00:40:55 test_perplexity 6 1.1420373653607518
20240712-00:40:55 test_perplexity 6 1.1024002856546513
20240712-00:43:53 train_accuracy 6 model 2 forward 2 / 502 backward 2 / 498
20240712-00:43:54 train_accuracy 6 model 0 forward 141 / 515 backward 99 / 485
20240712-00:44:11 test_accuracy 6 model 2 forward 0 / 55 backward 1 / 45
20240712-00:44:11 main_test_accuracy 6 0.009999999776482582
20240712-00:44:12 test_accuracy 6 model 0 forward 20 / 46 backward 11 / 54
20240712-00:44:12 main_test_accuracy 6 0.3100000023841858
20240712-00:44:13 cache_w_quizzes contains 40000 quizzes
20240712-00:44:15 --- epoch 7 ----------------------------------------
20240712-00:44:15 current_test_accuracies 0.3100 0.2300 0.0100
20240712-00:44:15 training model 2
20240712-00:44:15 training model 1
20240712-00:45:45 train_perplexity 7 model.id 1 1.1075903765647908
20240712-00:45:45 train_perplexity 7 model.id 2 1.156810661735417
20240712-00:45:45 test_perplexity 7 1.095918403663518
20240712-00:45:45 test_perplexity 7 1.1229088908121545
20240712-00:48:43 train_accuracy 7 model 2 forward 13 / 511 backward 6 / 489
20240712-00:48:44 train_accuracy 7 model 1 forward 209 / 496 backward 144 / 504
20240712-00:49:00 test_accuracy 7 model 2 forward 0 / 55 backward 1 / 45
20240712-00:49:00 main_test_accuracy 7 0.009999999776482582
20240712-00:49:02 test_accuracy 7 model 1 forward 20 / 48 backward 20 / 52
20240712-00:49:02 main_test_accuracy 7 0.3999999761581421
20240712-00:49:03 cache_w_quizzes contains 40000 quizzes
20240712-00:49:04 --- epoch 8 ----------------------------------------
20240712-00:49:04 current_test_accuracies 0.3100 0.4000 0.0100
20240712-00:49:04 training model 2
20240712-00:49:04 training model 0
20240712-00:50:34 train_perplexity 8 model.id 2 1.130330498412834
20240712-00:50:34 train_perplexity 8 model.id 0 1.1042011615350265
20240712-00:50:35 test_perplexity 8 1.1047027234331592
20240712-00:50:35 test_perplexity 8 1.0956358578679921
20240712-00:53:33 train_accuracy 8 model 2 forward 87 / 500 backward 50 / 500
20240712-00:53:36 train_accuracy 8 model 0 forward 193 / 458 backward 199 / 542
20240712-00:53:51 test_accuracy 8 model 2 forward 4 / 55 backward 4 / 45
20240712-00:53:51 main_test_accuracy 8 0.07999999821186066
20240712-00:53:53 test_accuracy 8 model 0 forward 21 / 46 backward 21 / 54
20240712-00:53:53 main_test_accuracy 8 0.41999998688697815
20240712-00:53:54 cache_w_quizzes contains 40000 quizzes
20240712-00:53:55 --- epoch 9 ----------------------------------------
20240712-00:53:55 current_test_accuracies 0.4200 0.4000 0.0800
20240712-00:53:55 training model 2
20240712-00:53:55 training model 1
20240712-00:55:25 train_perplexity 9 model.id 1 1.0985341608722774
20240712-00:55:26 test_perplexity 9 1.0912779543157485
20240712-00:55:26 train_perplexity 9 model.id 2 1.1116126831187543
20240712-00:55:26 test_perplexity 9 1.0947734023062978
20240712-00:58:24 train_accuracy 9 model 1 forward 270 / 510 backward 207 / 490
20240712-00:58:26 train_accuracy 9 model 2 forward 137 / 488 backward 104 / 512
20240712-00:58:44 test_accuracy 9 model 1 forward 27 / 48 backward 30 / 52
20240712-00:58:44 main_test_accuracy 9 0.5699999928474426
20240712-00:58:44 test_accuracy 9 model 2 forward 15 / 55 backward 10 / 45
20240712-00:58:44 main_test_accuracy 9 0.25
20240712-00:58:45 cache_w_quizzes contains 40000 quizzes
20240712-00:58:47 --- epoch 10 ----------------------------------------
20240712-00:58:47 current_test_accuracies 0.4200 0.5700 0.2500
20240712-00:58:47 training model 2
20240712-00:58:47 training model 0
20240712-01:00:16 train_perplexity 10 model.id 0 1.09694963016376
20240712-01:00:17 train_perplexity 10 model.id 2 1.1014612696269652
20240712-01:00:17 test_perplexity 10 1.0908180208748997
20240712-01:00:17 test_perplexity 10 1.087357715512786
20240712-01:03:15 train_accuracy 10 model 2 forward 225 / 500 backward 189 / 500
20240712-01:03:16 train_accuracy 10 model 0 forward 276 / 495 backward 252 / 505
20240712-01:03:33 test_accuracy 10 model 2 forward 31 / 55 backward 16 / 45
20240712-01:03:33 main_test_accuracy 10 0.4699999988079071
20240712-01:03:35 test_accuracy 10 model 0 forward 24 / 46 backward 23 / 54
20240712-01:03:35 main_test_accuracy 10 0.4699999988079071
20240712-01:03:35 cache_w_quizzes contains 40000 quizzes
20240712-01:03:37 --- epoch 11 ----------------------------------------
20240712-01:03:37 current_test_accuracies 0.4700 0.5700 0.4700
20240712-01:03:37 training model 0
20240712-01:03:37 training model 2
20240712-01:05:07 train_perplexity 11 model.id 2 1.09530734309074
20240712-01:05:07 train_perplexity 11 model.id 0 1.0921439519790348
20240712-01:05:08 test_perplexity 11 1.0845821357736563
20240712-01:05:08 test_perplexity 11 1.0866381503293714
20240712-01:08:07 train_accuracy 11 model 0 forward 294 / 492 backward 259 / 508
20240712-01:08:07 train_accuracy 11 model 2 forward 254 / 487 backward 246 / 513
20240712-01:08:25 test_accuracy 11 model 2 forward 21 / 55 backward 13 / 45
20240712-01:08:25 main_test_accuracy 11 0.3400000035762787
20240712-01:08:26 test_accuracy 11 model 0 forward 30 / 46 backward 23 / 54
20240712-01:08:26 main_test_accuracy 11 0.5299999713897705
20240712-01:08:26 cache_w_quizzes contains 40000 quizzes
20240712-01:08:28 --- epoch 12 ----------------------------------------
20240712-01:08:28 current_test_accuracies 0.5300 0.5700 0.3400
20240712-01:08:28 training model 2
20240712-01:08:28 training model 0
20240712-01:09:58 train_perplexity 12 model.id 0 1.0894994591007916
20240712-01:09:58 train_perplexity 12 model.id 2 1.0908356256585996
20240712-01:09:58 test_perplexity 12 1.0876826725635966
20240712-01:09:58 test_perplexity 12 1.0805581811123248
20240712-01:12:56 train_accuracy 12 model 2 forward 335 / 502 backward 278 / 498
20240712-01:12:56 train_accuracy 12 model 0 forward 346 / 502 backward 289 / 498
20240712-01:13:14 test_accuracy 12 model 2 forward 37 / 55 backward 31 / 45
20240712-01:13:14 main_test_accuracy 12 0.6800000071525574
20240712-01:13:15 test_accuracy 12 model 0 forward 37 / 46 backward 29 / 54
20240712-01:13:15 main_test_accuracy 12 0.6599999666213989
20240712-01:13:16 cache_w_quizzes contains 40000 quizzes
20240712-01:13:17 --- epoch 13 ----------------------------------------
20240712-01:13:17 current_test_accuracies 0.6600 0.5700 0.6800
20240712-01:13:17 training model 1
20240712-01:13:17 training model 0
20240712-01:14:47 train_perplexity 13 model.id 0 1.0872202565928162
20240712-01:14:48 train_perplexity 13 model.id 1 1.0926939415779362
20240712-01:14:48 test_perplexity 13 1.0835997920174312
20240712-01:14:48 test_perplexity 13 1.0860874444374722
20240712-01:17:47 train_accuracy 13 model 1 forward 306 / 506 backward 256 / 494
20240712-01:17:48 train_accuracy 13 model 0 forward 301 / 478 backward 303 / 522
20240712-01:18:06 test_accuracy 13 model 1 forward 28 / 48 backward 36 / 52
20240712-01:18:06 main_test_accuracy 13 0.6399999856948853
20240712-01:18:07 test_accuracy 13 model 0 forward 34 / 46 backward 33 / 54
20240712-01:18:07 main_test_accuracy 13 0.6699999570846558
20240712-01:18:07 cache_w_quizzes contains 40000 quizzes
20240712-01:18:09 --- epoch 14 ----------------------------------------
20240712-01:18:09 current_test_accuracies 0.6700 0.6400 0.6800
20240712-01:18:09 training model 1
20240712-01:18:09 training model 0
20240712-01:19:39 train_perplexity 14 model.id 0 1.0857068141758006
20240712-01:19:39 train_perplexity 14 model.id 1 1.089450139583547
20240712-01:19:39 test_perplexity 14 1.083412764544307
20240712-01:19:39 test_perplexity 14 1.085484045335814
20240712-01:22:38 train_accuracy 14 model 1 forward 325 / 505 backward 282 / 495
20240712-01:22:38 train_accuracy 14 model 0 forward 361 / 493 backward 339 / 507
20240712-01:22:57 test_accuracy 14 model 1 forward 31 / 48 backward 32 / 52
20240712-01:22:57 main_test_accuracy 14 0.6299999952316284
20240712-01:22:57 test_accuracy 14 model 0 forward 37 / 46 backward 39 / 54
20240712-01:22:57 main_test_accuracy 14 0.7599999904632568
20240712-01:22:58 cache_w_quizzes contains 40000 quizzes
20240712-01:22:59 --- epoch 15 ----------------------------------------
20240712-01:22:59 current_test_accuracies 0.7600 0.6300 0.6800
20240712-01:22:59 training model 1
20240712-01:22:59 training model 2
20240712-01:24:29 train_perplexity 15 model.id 1 1.0872624670311652
20240712-01:24:29 train_perplexity 15 model.id 2 1.08827975465973
20240712-01:24:30 test_perplexity 15 1.0847260657965976
20240712-01:24:30 test_perplexity 15 1.0794561420583917
20240712-01:27:27 train_accuracy 15 model 1 forward 370 / 520 backward 324 / 480
20240712-01:27:28 train_accuracy 15 model 2 forward 305 / 484 backward 291 / 516
20240712-01:27:45 test_accuracy 15 model 2 forward 24 / 55 backward 30 / 45
20240712-01:27:45 main_test_accuracy 15 0.5399999618530273
20240712-01:27:45 test_accuracy 15 model 1 forward 37 / 48 backward 35 / 52
20240712-01:27:45 main_test_accuracy 15 0.7199999690055847
20240712-01:27:46 cache_w_quizzes contains 40000 quizzes
20240712-01:27:48 --- epoch 16 ----------------------------------------
20240712-01:27:48 current_test_accuracies 0.7600 0.7200 0.5400
20240712-01:27:48 training model 2
20240712-01:27:48 training model 1
20240712-01:29:18 train_perplexity 16 model.id 2 1.0866860005817922
20240712-01:29:18 train_perplexity 16 model.id 1 1.0854964900369064
20240712-01:29:18 test_perplexity 16 1.0784839211750048
20240712-01:29:18 test_perplexity 16 1.0829550325176804
20240712-01:32:17 train_accuracy 16 model 2 forward 353 / 486 backward 341 / 514
20240712-01:32:17 train_accuracy 16 model 1 forward 367 / 498 backward 342 / 502
20240712-01:32:34 test_accuracy 16 model 2 forward 40 / 55 backward 35 / 45
20240712-01:32:34 main_test_accuracy 16 0.75
20240712-01:32:35 test_accuracy 16 model 1 forward 35 / 48 backward 37 / 52
20240712-01:32:35 main_test_accuracy 16 0.7199999690055847
20240712-01:32:36 cache_w_quizzes contains 40000 quizzes
20240712-01:32:37 --- epoch 17 ----------------------------------------
20240712-01:32:37 current_test_accuracies 0.7600 0.7200 0.7500
20240712-01:32:37 training model 1
20240712-01:32:37 training model 2
20240712-01:34:07 train_perplexity 17 model.id 1 1.08441184921898
20240712-01:34:07 train_perplexity 17 model.id 2 1.0850786665264793
20240712-01:34:08 test_perplexity 17 1.0828464642726316
20240712-01:34:08 test_perplexity 17 1.0785013780737036
20240712-01:37:06 train_accuracy 17 model 2 forward 367 / 502 backward 352 / 498
20240712-01:37:07 train_accuracy 17 model 1 forward 390 / 498 backward 357 / 502
20240712-01:37:24 test_accuracy 17 model 2 forward 38 / 55 backward 34 / 45
20240712-01:37:24 main_test_accuracy 17 0.7199999690055847
20240712-01:37:25 test_accuracy 17 model 1 forward 33 / 48 backward 42 / 52
20240712-01:37:25 main_test_accuracy 17 0.75
20240712-01:37:26 cache_w_quizzes contains 40000 quizzes
20240712-01:37:28 --- epoch 18 ----------------------------------------
20240712-01:37:28 current_test_accuracies 0.7600 0.7500 0.7200
20240712-01:37:28 training model 2
20240712-01:37:28 training model 1
20240712-01:38:58 train_perplexity 18 model.id 1 1.0833005171762515
20240712-01:38:58 train_perplexity 18 model.id 2 1.0839308352657662
20240712-01:38:58 test_perplexity 18 1.082476084924535
20240712-01:38:58 test_perplexity 18 1.076507848971415
20240712-01:41:55 train_accuracy 18 model 2 forward 425 / 521 backward 365 / 479
20240712-01:41:56 train_accuracy 18 model 1 forward 392 / 498 backward 357 / 502
20240712-01:42:13 test_accuracy 18 model 2 forward 42 / 55 backward 40 / 45
20240712-01:42:13 main_test_accuracy 18 0.8199999928474426
20240712-01:42:15 test_accuracy 18 model 1 forward 42 / 48 backward 41 / 52
20240712-01:42:15 main_test_accuracy 18 0.8299999833106995
20240712-01:42:15 cache_w_quizzes contains 40000 quizzes
20240712-01:42:17 --- epoch 19 ----------------------------------------
20240712-01:42:17 current_test_accuracies 0.7600 0.8300 0.8200
20240712-01:42:17 training model 0
20240712-01:42:17 training model 2
20240712-01:43:47 train_perplexity 19 model.id 2 1.0834245240875622
20240712-01:43:47 train_perplexity 19 model.id 0 1.085087628850981
20240712-01:43:47 test_perplexity 19 1.075559971936256
20240712-01:43:47 test_perplexity 19 1.0822049105764064
20240712-01:46:46 train_accuracy 19 model 2 forward 401 / 509 backward 356 / 491
20240712-01:46:47 train_accuracy 19 model 0 forward 386 / 492 backward 374 / 508
20240712-01:47:03 test_accuracy 19 model 2 forward 40 / 55 backward 34 / 45
20240712-01:47:03 main_test_accuracy 19 0.7400000095367432
20240712-01:47:05 test_accuracy 19 model 0 forward 41 / 46 backward 35 / 54
20240712-01:47:05 main_test_accuracy 19 0.7599999904632568
20240712-01:47:06 cache_w_quizzes contains 40000 quizzes
20240712-01:47:07 --- epoch 20 ----------------------------------------
20240712-01:47:07 current_test_accuracies 0.7600 0.8300 0.7400
20240712-01:47:07 training model 2
20240712-01:47:07 training model 0
20240712-01:48:37 train_perplexity 20 model.id 0 1.0837656021217072
20240712-01:48:38 test_perplexity 20 1.0821750555116607
20240712-01:48:38 train_perplexity 20 model.id 2 1.082427387582988
20240712-01:48:38 test_perplexity 20 1.0766159220695743
20240712-01:51:36 train_accuracy 20 model 2 forward 428 / 511 backward 397 / 489
20240712-01:51:38 train_accuracy 20 model 0 forward 373 / 467 backward 415 / 533
20240712-01:51:53 test_accuracy 20 model 2 forward 42 / 55 backward 32 / 45
20240712-01:51:53 main_test_accuracy 20 0.7400000095367432
20240712-01:51:56 test_accuracy 20 model 0 forward 39 / 46 backward 42 / 54
20240712-01:51:56 main_test_accuracy 20 0.8100000023841858
20240712-01:51:56 cache_w_quizzes contains 40000 quizzes
20240712-01:51:58 --- epoch 21 ----------------------------------------
20240712-01:51:58 current_test_accuracies 0.8100 0.8300 0.7400
20240712-01:51:58 training model 2
20240712-01:51:58 training model 0
20240712-01:53:28 train_perplexity 21 model.id 0 1.082909051705116
20240712-01:53:28 train_perplexity 21 model.id 2 1.0821060616650293
20240712-01:53:28 test_perplexity 21 1.0826004172165886
20240712-01:53:28 test_perplexity 21 1.0759177621484868
20240712-01:56:26 train_accuracy 21 model 0 forward 408 / 501 backward 374 / 499
20240712-01:56:27 train_accuracy 21 model 2 forward 412 / 482 backward 403 / 518
20240712-01:56:45 test_accuracy 21 model 2 forward 44 / 55 backward 37 / 45
20240712-01:56:45 main_test_accuracy 21 0.8100000023841858
20240712-01:56:45 test_accuracy 21 model 0 forward 42 / 46 backward 41 / 54
20240712-01:56:45 main_test_accuracy 21 0.8299999833106995
20240712-01:56:46 cache_w_quizzes contains 40000 quizzes
20240712-01:57:59 keep c_quizzes model 1 nb_accumulated 2 / 402
20240712-01:58:59 keep c_quizzes model 2 nb_accumulated 4 / 402
20240712-01:59:59 keep c_quizzes model 0 nb_accumulated 6 / 402
20240712-02:00:58 keep c_quizzes model 1 nb_accumulated 7 / 402
20240712-02:01:58 keep c_quizzes model 1 nb_accumulated 9 / 402
20240712-02:02:57 keep c_quizzes model 0 nb_accumulated 9 / 402
20240712-02:03:57 keep c_quizzes model 2 nb_accumulated 16 / 402
20240712-02:04:56 keep c_quizzes model 0 nb_accumulated 22 / 402
20240712-02:05:56 keep c_quizzes model 2 nb_accumulated 23 / 402
20240712-02:06:55 keep c_quizzes model 2 nb_accumulated 30 / 402
20240712-02:07:55 keep c_quizzes model 1 nb_accumulated 32 / 402
20240712-02:08:54 keep c_quizzes model 2 nb_accumulated 34 / 402
20240712-02:09:54 keep c_quizzes model 2 nb_accumulated 38 / 402
20240712-02:10:53 keep c_quizzes model 0 nb_accumulated 42 / 402
20240712-02:11:53 keep c_quizzes model 1 nb_accumulated 44 / 402
20240712-02:12:52 keep c_quizzes model 0 nb_accumulated 47 / 402
20240712-02:13:52 keep c_quizzes model 2 nb_accumulated 51 / 402
20240712-02:14:52 keep c_quizzes model 1 nb_accumulated 54 / 402
20240712-02:15:51 keep c_quizzes model 0 nb_accumulated 57 / 402
20240712-02:16:51 keep c_quizzes model 0 nb_accumulated 59 / 402
20240712-02:17:50 keep c_quizzes model 0 nb_accumulated 60 / 402
20240712-02:18:50 keep c_quizzes model 0 nb_accumulated 63 / 402
20240712-02:19:50 keep c_quizzes model 1 nb_accumulated 65 / 402
20240712-02:20:49 keep c_quizzes model 1 nb_accumulated 66 / 402
20240712-02:21:49 keep c_quizzes model 2 nb_accumulated 70 / 402
20240712-02:22:49 keep c_quizzes model 1 nb_accumulated 72 / 402
20240712-02:23:49 keep c_quizzes model 2 nb_accumulated 74 / 402
20240712-02:24:49 keep c_quizzes model 0 nb_accumulated 77 / 402
20240712-02:25:49 keep c_quizzes model 0 nb_accumulated 80 / 402
20240712-02:26:49 keep c_quizzes model 2 nb_accumulated 83 / 402
20240712-02:27:49 keep c_quizzes model 2 nb_accumulated 86 / 402
20240712-02:28:49 keep c_quizzes model 0 nb_accumulated 86 / 402
20240712-02:29:48 keep c_quizzes model 1 nb_accumulated 88 / 402
20240712-02:30:48 keep c_quizzes model 0 nb_accumulated 90 / 402
20240712-02:31:48 keep c_quizzes model 1 nb_accumulated 93 / 402
20240712-02:32:48 keep c_quizzes model 2 nb_accumulated 97 / 402
20240712-02:33:48 keep c_quizzes model 2 nb_accumulated 98 / 402
20240712-02:34:48 keep c_quizzes model 1 nb_accumulated 100 / 402
20240712-02:35:48 keep c_quizzes model 0 nb_accumulated 100 / 402
20240712-02:36:48 keep c_quizzes model 0 nb_accumulated 101 / 402
20240712-02:37:48 keep c_quizzes model 1 nb_accumulated 102 / 402
20240712-02:38:48 keep c_quizzes model 2 nb_accumulated 106 / 402
20240712-02:39:48 keep c_quizzes model 2 nb_accumulated 109 / 402
20240712-02:40:48 keep c_quizzes model 0 nb_accumulated 111 / 402
20240712-02:41:48 keep c_quizzes model 1 nb_accumulated 117 / 402
20240712-02:42:48 keep c_quizzes model 1 nb_accumulated 121 / 402
20240712-02:43:48 keep c_quizzes model 2 nb_accumulated 123 / 402
20240712-02:44:47 keep c_quizzes model 1 nb_accumulated 126 / 402
20240712-02:45:47 keep c_quizzes model 0 nb_accumulated 128 / 402
20240712-02:46:47 keep c_quizzes model 2 nb_accumulated 133 / 402
20240712-02:47:48 keep c_quizzes model 0 nb_accumulated 133 / 402
20240712-02:48:48 keep c_quizzes model 0 nb_accumulated 136 / 402
20240712-02:49:48 keep c_quizzes model 1 nb_accumulated 136 / 402
20240712-02:50:48 keep c_quizzes model 2 nb_accumulated 139 / 402
20240712-02:51:49 keep c_quizzes model 0 nb_accumulated 143 / 402
20240712-02:52:49 keep c_quizzes model 0 nb_accumulated 143 / 402
20240712-02:53:50 keep c_quizzes model 2 nb_accumulated 144 / 402
20240712-02:54:50 keep c_quizzes model 0 nb_accumulated 149 / 402
20240712-02:55:50 keep c_quizzes model 0 nb_accumulated 151 / 402
20240712-02:56:50 keep c_quizzes model 1 nb_accumulated 155 / 402
20240712-02:57:50 keep c_quizzes model 0 nb_accumulated 157 / 402
20240712-02:58:50 keep c_quizzes model 0 nb_accumulated 159 / 402
20240712-02:59:49 keep c_quizzes model 0 nb_accumulated 162 / 402
20240712-03:00:49 keep c_quizzes model 0 nb_accumulated 162 / 402
20240712-03:01:49 keep c_quizzes model 0 nb_accumulated 163 / 402
20240712-03:02:49 keep c_quizzes model 0 nb_accumulated 163 / 402
20240712-03:03:49 keep c_quizzes model 2 nb_accumulated 166 / 402
20240712-03:04:48 keep c_quizzes model 1 nb_accumulated 167 / 402
20240712-03:05:48 keep c_quizzes model 1 nb_accumulated 169 / 402
20240712-03:06:48 keep c_quizzes model 2 nb_accumulated 173 / 402
20240712-03:07:48 keep c_quizzes model 0 nb_accumulated 177 / 402
20240712-03:08:47 keep c_quizzes model 2 nb_accumulated 180 / 402
20240712-03:09:47 keep c_quizzes model 0 nb_accumulated 181 / 402
20240712-03:10:47 keep c_quizzes model 2 nb_accumulated 186 / 402
20240712-03:11:47 keep c_quizzes model 0 nb_accumulated 187 / 402
20240712-03:12:47 keep c_quizzes model 2 nb_accumulated 191 / 402
20240712-03:13:46 keep c_quizzes model 2 nb_accumulated 191 / 402
20240712-03:14:46 keep c_quizzes model 2 nb_accumulated 193 / 402
20240712-03:15:46 keep c_quizzes model 1 nb_accumulated 197 / 402
20240712-03:16:46 keep c_quizzes model 1 nb_accumulated 197 / 402
20240712-03:17:46 keep c_quizzes model 1 nb_accumulated 201 / 402
20240712-03:18:46 keep c_quizzes model 2 nb_accumulated 202 / 402
20240712-03:19:45 keep c_quizzes model 0 nb_accumulated 202 / 402
20240712-03:20:45 keep c_quizzes model 0 nb_accumulated 204 / 402
20240712-03:21:45 keep c_quizzes model 2 nb_accumulated 206 / 402
20240712-03:22:45 keep c_quizzes model 2 nb_accumulated 207 / 402
20240712-03:23:45 keep c_quizzes model 1 nb_accumulated 212 / 402
20240712-03:24:45 keep c_quizzes model 0 nb_accumulated 212 / 402
20240712-03:25:44 keep c_quizzes model 0 nb_accumulated 212 / 402
20240712-03:26:44 keep c_quizzes model 2 nb_accumulated 215 / 402
20240712-03:27:44 keep c_quizzes model 1 nb_accumulated 217 / 402
20240712-03:28:44 keep c_quizzes model 2 nb_accumulated 220 / 402
20240712-03:29:44 keep c_quizzes model 2 nb_accumulated 224 / 402
20240712-03:30:44 keep c_quizzes model 2 nb_accumulated 225 / 402
20240712-03:31:43 keep c_quizzes model 0 nb_accumulated 226 / 402
20240712-03:32:43 keep c_quizzes model 0 nb_accumulated 226 / 402
20240712-03:33:43 keep c_quizzes model 0 nb_accumulated 226 / 402
20240712-03:34:43 keep c_quizzes model 2 nb_accumulated 234 / 402
20240712-03:35:43 keep c_quizzes model 0 nb_accumulated 238 / 402
20240712-03:36:42 keep c_quizzes model 2 nb_accumulated 242 / 402
20240712-03:37:42 keep c_quizzes model 1 nb_accumulated 244 / 402
20240712-03:38:42 keep c_quizzes model 1 nb_accumulated 245 / 402
20240712-03:39:42 keep c_quizzes model 0 nb_accumulated 248 / 402
20240712-03:40:41 keep c_quizzes model 0 nb_accumulated 251 / 402
20240712-03:41:41 keep c_quizzes model 2 nb_accumulated 253 / 402
20240712-03:42:41 keep c_quizzes model 2 nb_accumulated 258 / 402
20240712-03:43:41 keep c_quizzes model 2 nb_accumulated 260 / 402
20240712-03:44:40 keep c_quizzes model 2 nb_accumulated 263 / 402
20240712-03:45:40 keep c_quizzes model 2 nb_accumulated 268 / 402
20240712-03:46:40 keep c_quizzes model 0 nb_accumulated 271 / 402
20240712-03:47:40 keep c_quizzes model 1 nb_accumulated 273 / 402
20240712-03:48:40 keep c_quizzes model 2 nb_accumulated 274 / 402
20240712-03:49:40 keep c_quizzes model 1 nb_accumulated 276 / 402
20240712-03:50:39 keep c_quizzes model 0 nb_accumulated 277 / 402
20240712-03:51:39 keep c_quizzes model 1 nb_accumulated 279 / 402
20240712-03:52:39 keep c_quizzes model 1 nb_accumulated 282 / 402
20240712-03:53:39 keep c_quizzes model 0 nb_accumulated 287 / 402
20240712-03:54:39 keep c_quizzes model 1 nb_accumulated 290 / 402
20240712-03:55:38 keep c_quizzes model 2 nb_accumulated 293 / 402
20240712-03:56:38 keep c_quizzes model 2 nb_accumulated 296 / 402
20240712-03:57:38 keep c_quizzes model 1 nb_accumulated 297 / 402
20240712-03:58:37 keep c_quizzes model 0 nb_accumulated 299 / 402
20240712-03:59:37 keep c_quizzes model 2 nb_accumulated 304 / 402
20240712-04:00:37 keep c_quizzes model 1 nb_accumulated 306 / 402
20240712-04:01:37 keep c_quizzes model 0 nb_accumulated 309 / 402
20240712-04:02:37 keep c_quizzes model 0 nb_accumulated 312 / 402
20240712-04:03:36 keep c_quizzes model 2 nb_accumulated 315 / 402
20240712-04:04:36 keep c_quizzes model 2 nb_accumulated 318 / 402
20240712-04:05:36 keep c_quizzes model 0 nb_accumulated 320 / 402
20240712-04:06:36 keep c_quizzes model 1 nb_accumulated 322 / 402
20240712-04:07:35 keep c_quizzes model 0 nb_accumulated 326 / 402
20240712-04:08:35 keep c_quizzes model 1 nb_accumulated 329 / 402
20240712-04:09:35 keep c_quizzes model 1 nb_accumulated 332 / 402
20240712-04:10:35 keep c_quizzes model 0 nb_accumulated 332 / 402
20240712-04:11:35 keep c_quizzes model 1 nb_accumulated 333 / 402
20240712-04:12:34 keep c_quizzes model 0 nb_accumulated 333 / 402
20240712-04:13:34 keep c_quizzes model 1 nb_accumulated 334 / 402
20240712-04:14:34 keep c_quizzes model 1 nb_accumulated 336 / 402
20240712-04:15:34 keep c_quizzes model 0 nb_accumulated 338 / 402
20240712-04:16:34 keep c_quizzes model 2 nb_accumulated 343 / 402
20240712-04:17:33 keep c_quizzes model 2 nb_accumulated 345 / 402
20240712-04:18:33 keep c_quizzes model 0 nb_accumulated 348 / 402
20240712-04:19:33 keep c_quizzes model 2 nb_accumulated 350 / 402
20240712-04:20:33 keep c_quizzes model 0 nb_accumulated 350 / 402
20240712-04:21:33 keep c_quizzes model 0 nb_accumulated 352 / 402
20240712-04:22:32 keep c_quizzes model 0 nb_accumulated 354 / 402
20240712-04:23:32 keep c_quizzes model 1 nb_accumulated 356 / 402
20240712-04:24:32 keep c_quizzes model 0 nb_accumulated 359 / 402
20240712-04:25:32 keep c_quizzes model 2 nb_accumulated 363 / 402
20240712-04:26:31 keep c_quizzes model 0 nb_accumulated 364 / 402
20240712-04:27:31 keep c_quizzes model 2 nb_accumulated 367 / 402
20240712-04:28:31 keep c_quizzes model 0 nb_accumulated 370 / 402
20240712-04:29:31 keep c_quizzes model 0 nb_accumulated 377 / 402
20240712-04:30:30 keep c_quizzes model 2 nb_accumulated 381 / 402
20240712-04:31:30 keep c_quizzes model 1 nb_accumulated 383 / 402
20240712-04:32:30 keep c_quizzes model 1 nb_accumulated 383 / 402
20240712-04:33:29 keep c_quizzes model 2 nb_accumulated 385 / 402
20240712-04:34:29 keep c_quizzes model 2 nb_accumulated 389 / 402
20240712-04:35:29 keep c_quizzes model 1 nb_accumulated 392 / 402
20240712-04:36:29 keep c_quizzes model 2 nb_accumulated 393 / 402
20240712-04:37:28 keep c_quizzes model 1 nb_accumulated 394 / 402
20240712-04:38:28 keep c_quizzes model 1 nb_accumulated 398 / 402
20240712-04:39:28 keep c_quizzes model 1 nb_accumulated 399 / 402
20240712-04:40:27 keep c_quizzes model 0 nb_accumulated 402 / 402
20240712-04:40:28 --- epoch 22 ----------------------------------------
20240712-04:40:28 current_test_accuracies 0.8300 0.8300 0.8100
20240712-04:40:28 training model 2
20240712-04:40:28 training model 0
20240712-04:41:58 train_perplexity 22 model.id 0 1.0833668388191353
20240712-04:41:58 test_perplexity 22 1.0799710740843569
20240712-04:41:58 train_perplexity 22 model.id 2 1.0828651052361085
20240712-04:41:58 test_perplexity 22 1.0752207679480228
20240712-04:44:57 train_accuracy 22 model 0 forward 410 / 499 backward 390 / 501
20240712-04:44:57 train_accuracy 22 model 2 forward 401 / 496 backward 369 / 504
20240712-04:45:15 test_accuracy 22 model 2 forward 42 / 55 backward 35 / 45
20240712-04:45:15 main_test_accuracy 22 0.7699999809265137
20240712-04:45:16 test_accuracy 22 model 0 forward 40 / 46 backward 43 / 54
20240712-04:45:16 main_test_accuracy 22 0.8299999833106995
20240712-04:45:16 cache_w_quizzes contains 40000 quizzes
20240712-04:45:17 --- epoch 23 ----------------------------------------
20240712-04:45:17 current_test_accuracies 0.8300 0.8300 0.7700
20240712-04:45:17 training model 2
20240712-04:45:17 training model 0
20240712-04:46:47 train_perplexity 23 model.id 0 1.082362445762432
20240712-04:46:48 test_perplexity 23 1.080829144150018
20240712-04:46:48 train_perplexity 23 model.id 2 1.0818733998264354
20240712-04:46:48 test_perplexity 23 1.0744392727687435
20240712-04:49:45 train_accuracy 23 model 0 forward 433 / 506 backward 405 / 494
20240712-04:49:46 train_accuracy 23 model 2 forward 428 / 491 backward 418 / 509
20240712-04:50:04 test_accuracy 23 model 0 forward 39 / 46 backward 42 / 54
20240712-04:50:04 main_test_accuracy 23 0.8100000023841858
20240712-04:50:04 test_accuracy 23 model 2 forward 45 / 55 backward 39 / 45
20240712-04:50:04 main_test_accuracy 23 0.8399999737739563
20240712-04:50:05 cache_w_quizzes contains 40000 quizzes
20240712-04:51:17 keep c_quizzes model 1 nb_accumulated 0 / 402
20240712-04:52:17 keep c_quizzes model 2 nb_accumulated 7 / 402
20240712-04:53:16 keep c_quizzes model 1 nb_accumulated 9 / 402
20240712-04:54:15 keep c_quizzes model 1 nb_accumulated 9 / 402
20240712-04:55:15 keep c_quizzes model 1 nb_accumulated 10 / 402
20240712-04:56:14 keep c_quizzes model 1 nb_accumulated 11 / 402
20240712-04:57:13 keep c_quizzes model 2 nb_accumulated 17 / 402
20240712-04:58:12 keep c_quizzes model 1 nb_accumulated 18 / 402
20240712-04:59:12 keep c_quizzes model 0 nb_accumulated 21 / 402
20240712-05:00:11 keep c_quizzes model 2 nb_accumulated 22 / 402
20240712-05:01:10 keep c_quizzes model 0 nb_accumulated 24 / 402
20240712-05:02:10 keep c_quizzes model 1 nb_accumulated 24 / 402
20240712-05:03:09 keep c_quizzes model 1 nb_accumulated 25 / 402
20240712-05:04:09 keep c_quizzes model 1 nb_accumulated 28 / 402
20240712-05:05:08 keep c_quizzes model 0 nb_accumulated 32 / 402
20240712-05:06:07 keep c_quizzes model 0 nb_accumulated 34 / 402
20240712-05:07:07 keep c_quizzes model 0 nb_accumulated 38 / 402
20240712-05:08:06 keep c_quizzes model 2 nb_accumulated 38 / 402
20240712-05:09:05 keep c_quizzes model 0 nb_accumulated 44 / 402
20240712-05:10:05 keep c_quizzes model 1 nb_accumulated 45 / 402
20240712-05:11:04 keep c_quizzes model 2 nb_accumulated 46 / 402
20240712-05:12:03 keep c_quizzes model 0 nb_accumulated 51 / 402
20240712-05:13:03 keep c_quizzes model 1 nb_accumulated 55 / 402
20240712-05:14:02 keep c_quizzes model 0 nb_accumulated 60 / 402
20240712-05:15:01 keep c_quizzes model 1 nb_accumulated 61 / 402
20240712-05:16:01 keep c_quizzes model 1 nb_accumulated 63 / 402
20240712-05:17:00 keep c_quizzes model 2 nb_accumulated 63 / 402
20240712-05:17:59 keep c_quizzes model 2 nb_accumulated 64 / 402
20240712-05:18:59 keep c_quizzes model 0 nb_accumulated 66 / 402
20240712-05:19:58 keep c_quizzes model 0 nb_accumulated 67 / 402
20240712-05:20:58 keep c_quizzes model 0 nb_accumulated 68 / 402
20240712-05:21:57 keep c_quizzes model 1 nb_accumulated 71 / 402
20240712-05:22:56 keep c_quizzes model 1 nb_accumulated 72 / 402
20240712-05:23:55 keep c_quizzes model 2 nb_accumulated 78 / 402
20240712-05:24:55 keep c_quizzes model 2 nb_accumulated 81 / 402
20240712-05:25:54 keep c_quizzes model 1 nb_accumulated 82 / 402
20240712-05:26:53 keep c_quizzes model 2 nb_accumulated 83 / 402
20240712-05:27:52 keep c_quizzes model 0 nb_accumulated 85 / 402
20240712-05:28:52 keep c_quizzes model 0 nb_accumulated 90 / 402
20240712-05:29:51 keep c_quizzes model 2 nb_accumulated 91 / 402
20240712-05:30:51 keep c_quizzes model 0 nb_accumulated 94 / 402
20240712-05:31:50 keep c_quizzes model 0 nb_accumulated 97 / 402
20240712-05:32:50 keep c_quizzes model 0 nb_accumulated 101 / 402
20240712-05:33:49 keep c_quizzes model 1 nb_accumulated 104 / 402
20240712-05:34:48 keep c_quizzes model 1 nb_accumulated 105 / 402
20240712-05:35:48 keep c_quizzes model 2 nb_accumulated 107 / 402
20240712-05:36:47 keep c_quizzes model 2 nb_accumulated 110 / 402
20240712-05:37:46 keep c_quizzes model 0 nb_accumulated 114 / 402
20240712-05:38:45 keep c_quizzes model 1 nb_accumulated 117 / 402
20240712-05:39:45 keep c_quizzes model 1 nb_accumulated 117 / 402
20240712-05:40:44 keep c_quizzes model 1 nb_accumulated 119 / 402
20240712-05:41:43 keep c_quizzes model 1 nb_accumulated 121 / 402
20240712-05:42:43 keep c_quizzes model 1 nb_accumulated 123 / 402
20240712-05:43:42 keep c_quizzes model 0 nb_accumulated 127 / 402
20240712-05:44:41 keep c_quizzes model 1 nb_accumulated 128 / 402
20240712-05:45:40 keep c_quizzes model 2 nb_accumulated 131 / 402
20240712-05:46:39 keep c_quizzes model 2 nb_accumulated 132 / 402
20240712-05:47:38 keep c_quizzes model 2 nb_accumulated 133 / 402
20240712-05:48:37 keep c_quizzes model 0 nb_accumulated 140 / 402
20240712-05:49:36 keep c_quizzes model 1 nb_accumulated 142 / 402
20240712-05:50:35 keep c_quizzes model 2 nb_accumulated 146 / 402
20240712-05:51:34 keep c_quizzes model 2 nb_accumulated 149 / 402
20240712-05:52:33 keep c_quizzes model 1 nb_accumulated 151 / 402
20240712-05:53:33 keep c_quizzes model 2 nb_accumulated 154 / 402
20240712-05:54:32 keep c_quizzes model 1 nb_accumulated 154 / 402
20240712-05:55:32 keep c_quizzes model 0 nb_accumulated 155 / 402
20240712-05:56:31 keep c_quizzes model 1 nb_accumulated 158 / 402
20240712-05:57:30 keep c_quizzes model 2 nb_accumulated 162 / 402
20240712-05:58:29 keep c_quizzes model 0 nb_accumulated 166 / 402
20240712-05:59:28 keep c_quizzes model 1 nb_accumulated 167 / 402
20240712-06:00:27 keep c_quizzes model 2 nb_accumulated 168 / 402
20240712-06:01:26 keep c_quizzes model 0 nb_accumulated 171 / 402
20240712-06:02:25 keep c_quizzes model 1 nb_accumulated 171 / 402
20240712-06:03:24 keep c_quizzes model 1 nb_accumulated 172 / 402
20240712-06:04:24 keep c_quizzes model 1 nb_accumulated 172 / 402
20240712-06:05:23 keep c_quizzes model 1 nb_accumulated 174 / 402
20240712-06:06:22 keep c_quizzes model 0 nb_accumulated 180 / 402
20240712-06:07:22 keep c_quizzes model 0 nb_accumulated 188 / 402
20240712-06:08:21 keep c_quizzes model 1 nb_accumulated 190 / 402
20240712-06:09:21 keep c_quizzes model 2 nb_accumulated 192 / 402
20240712-06:10:20 keep c_quizzes model 0 nb_accumulated 192 / 402
20240712-06:11:19 keep c_quizzes model 0 nb_accumulated 192 / 402
20240712-06:12:18 keep c_quizzes model 0 nb_accumulated 195 / 402
20240712-06:13:18 keep c_quizzes model 1 nb_accumulated 196 / 402
20240712-06:14:17 keep c_quizzes model 1 nb_accumulated 199 / 402
20240712-06:15:17 keep c_quizzes model 0 nb_accumulated 202 / 402
20240712-06:16:16 keep c_quizzes model 0 nb_accumulated 205 / 402
20240712-06:17:16 keep c_quizzes model 0 nb_accumulated 210 / 402
20240712-06:18:16 keep c_quizzes model 1 nb_accumulated 211 / 402
20240712-06:19:15 keep c_quizzes model 1 nb_accumulated 212 / 402
20240712-06:20:15 keep c_quizzes model 1 nb_accumulated 213 / 402
20240712-06:21:15 keep c_quizzes model 2 nb_accumulated 216 / 402
20240712-06:22:14 keep c_quizzes model 0 nb_accumulated 220 / 402
20240712-06:23:15 keep c_quizzes model 1 nb_accumulated 226 / 402
20240712-06:24:16 keep c_quizzes model 1 nb_accumulated 227 / 402
20240712-06:25:15 keep c_quizzes model 1 nb_accumulated 227 / 402
20240712-06:26:16 keep c_quizzes model 0 nb_accumulated 229 / 402
20240712-06:27:15 keep c_quizzes model 1 nb_accumulated 229 / 402
20240712-06:28:14 keep c_quizzes model 1 nb_accumulated 230 / 402
20240712-06:29:13 keep c_quizzes model 0 nb_accumulated 235 / 402
20240712-06:30:12 keep c_quizzes model 1 nb_accumulated 238 / 402
20240712-06:31:12 keep c_quizzes model 2 nb_accumulated 240 / 402
20240712-06:32:11 keep c_quizzes model 1 nb_accumulated 242 / 402
20240712-06:33:10 keep c_quizzes model 0 nb_accumulated 245 / 402
20240712-06:34:09 keep c_quizzes model 2 nb_accumulated 248 / 402
20240712-06:35:08 keep c_quizzes model 0 nb_accumulated 250 / 402
20240712-06:36:07 keep c_quizzes model 0 nb_accumulated 253 / 402
20240712-06:37:06 keep c_quizzes model 2 nb_accumulated 254 / 402
20240712-06:38:05 keep c_quizzes model 2 nb_accumulated 254 / 402
20240712-06:39:05 keep c_quizzes model 2 nb_accumulated 257 / 402
20240712-06:40:04 keep c_quizzes model 0 nb_accumulated 268 / 402
20240712-06:41:03 keep c_quizzes model 2 nb_accumulated 268 / 402
20240712-06:42:02 keep c_quizzes model 0 nb_accumulated 271 / 402
20240712-06:43:01 keep c_quizzes model 1 nb_accumulated 273 / 402
20240712-06:44:00 keep c_quizzes model 0 nb_accumulated 276 / 402
20240712-06:45:00 keep c_quizzes model 2 nb_accumulated 276 / 402
20240712-06:45:59 keep c_quizzes model 1 nb_accumulated 278 / 402
20240712-06:47:00 keep c_quizzes model 0 nb_accumulated 282 / 402
20240712-06:47:59 keep c_quizzes model 1 nb_accumulated 284 / 402
20240712-06:48:58 keep c_quizzes model 1 nb_accumulated 285 / 402
20240712-06:49:58 keep c_quizzes model 0 nb_accumulated 288 / 402
20240712-06:50:57 keep c_quizzes model 1 nb_accumulated 290 / 402
20240712-06:51:56 keep c_quizzes model 2 nb_accumulated 292 / 402
20240712-06:52:55 keep c_quizzes model 0 nb_accumulated 294 / 402
20240712-06:53:54 keep c_quizzes model 0 nb_accumulated 295 / 402
20240712-06:54:53 keep c_quizzes model 0 nb_accumulated 296 / 402
20240712-06:55:52 keep c_quizzes model 2 nb_accumulated 299 / 402
20240712-06:56:51 keep c_quizzes model 2 nb_accumulated 302 / 402
20240712-06:57:51 keep c_quizzes model 1 nb_accumulated 304 / 402
20240712-06:58:50 keep c_quizzes model 2 nb_accumulated 304 / 402
20240712-06:59:50 keep c_quizzes model 0 nb_accumulated 308 / 402
20240712-07:00:49 keep c_quizzes model 0 nb_accumulated 311 / 402
20240712-07:01:48 keep c_quizzes model 0 nb_accumulated 313 / 402
20240712-07:02:49 keep c_quizzes model 0 nb_accumulated 315 / 402
20240712-07:03:49 keep c_quizzes model 2 nb_accumulated 318 / 402
20240712-07:04:48 keep c_quizzes model 0 nb_accumulated 325 / 402
20240712-07:05:47 keep c_quizzes model 1 nb_accumulated 327 / 402
20240712-07:06:46 keep c_quizzes model 2 nb_accumulated 329 / 402
20240712-07:07:45 keep c_quizzes model 1 nb_accumulated 330 / 402
20240712-07:08:44 keep c_quizzes model 1 nb_accumulated 333 / 402
20240712-07:09:44 keep c_quizzes model 1 nb_accumulated 334 / 402
20240712-07:10:43 keep c_quizzes model 2 nb_accumulated 336 / 402
20240712-07:11:42 keep c_quizzes model 2 nb_accumulated 338 / 402
20240712-07:12:41 keep c_quizzes model 2 nb_accumulated 342 / 402
20240712-07:13:40 keep c_quizzes model 1 nb_accumulated 342 / 402
20240712-07:14:39 keep c_quizzes model 0 nb_accumulated 345 / 402
20240712-07:15:39 keep c_quizzes model 2 nb_accumulated 346 / 402
20240712-07:16:39 keep c_quizzes model 2 nb_accumulated 349 / 402
20240712-07:17:38 keep c_quizzes model 2 nb_accumulated 350 / 402
20240712-07:18:37 keep c_quizzes model 1 nb_accumulated 351 / 402
20240712-07:19:37 keep c_quizzes model 0 nb_accumulated 352 / 402
20240712-07:20:36 keep c_quizzes model 2 nb_accumulated 353 / 402
20240712-07:21:36 keep c_quizzes model 2 nb_accumulated 356 / 402
20240712-07:22:36 keep c_quizzes model 2 nb_accumulated 359 / 402
20240712-07:23:35 keep c_quizzes model 0 nb_accumulated 364 / 402
20240712-07:24:34 keep c_quizzes model 0 nb_accumulated 369 / 402
20240712-07:25:33 keep c_quizzes model 2 nb_accumulated 371 / 402
20240712-07:26:32 keep c_quizzes model 0 nb_accumulated 373 / 402
20240712-07:27:32 keep c_quizzes model 0 nb_accumulated 376 / 402
20240712-07:28:31 keep c_quizzes model 0 nb_accumulated 378 / 402
20240712-07:29:30 keep c_quizzes model 1 nb_accumulated 381 / 402
20240712-07:30:29 keep c_quizzes model 1 nb_accumulated 382 / 402
20240712-07:31:29 keep c_quizzes model 0 nb_accumulated 388 / 402
20240712-07:32:28 keep c_quizzes model 0 nb_accumulated 391 / 402
20240712-07:33:27 keep c_quizzes model 2 nb_accumulated 391 / 402
20240712-07:34:26 keep c_quizzes model 2 nb_accumulated 391 / 402
20240712-07:35:26 keep c_quizzes model 2 nb_accumulated 393 / 402
20240712-07:36:25 keep c_quizzes model 1 nb_accumulated 394 / 402
20240712-07:37:24 keep c_quizzes model 2 nb_accumulated 394 / 402
20240712-07:38:23 keep c_quizzes model 1 nb_accumulated 395 / 402
20240712-07:39:22 keep c_quizzes model 1 nb_accumulated 397 / 402
20240712-07:40:22 keep c_quizzes model 2 nb_accumulated 400 / 402
20240712-07:41:21 keep c_quizzes model 1 nb_accumulated 402 / 402
20240712-07:41:22 --- epoch 24 ----------------------------------------
20240712-07:41:22 current_test_accuracies 0.8100 0.8300 0.8400
20240712-07:41:22 training model 0
20240712-07:41:22 training model 1
20240712-07:42:52 train_perplexity 24 model.id 1 1.0838216673169694
20240712-07:42:52 train_perplexity 24 model.id 0 1.082336398556872
20240712-07:42:52 test_perplexity 24 1.08281944139697
20240712-07:42:52 test_perplexity 24 1.0810563678485876
20240712-07:45:51 train_accuracy 24 model 1 forward 443 / 511 backward 377 / 489
20240712-07:45:52 train_accuracy 24 model 0 forward 414 / 484 backward 421 / 516
20240712-07:46:10 test_accuracy 24 model 1 forward 37 / 48 backward 41 / 52
20240712-07:46:10 main_test_accuracy 24 0.7799999713897705
20240712-07:46:11 test_accuracy 24 model 0 forward 42 / 46 backward 45 / 54
20240712-07:46:11 main_test_accuracy 24 0.8700000047683716
20240712-07:46:11 cache_w_quizzes contains 40000 quizzes
20240712-07:46:13 --- epoch 25 ----------------------------------------
20240712-07:46:13 current_test_accuracies 0.8700 0.7800 0.8400
20240712-07:46:13 training model 1
20240712-07:46:13 training model 2
20240712-07:47:43 train_perplexity 25 model.id 1 1.08277165375375
20240712-07:47:43 train_perplexity 25 model.id 2 1.0817617997008346
20240712-07:47:43 test_perplexity 25 1.083650886035032
20240712-07:47:43 test_perplexity 25 1.0757395043782434
20240712-07:50:40 train_accuracy 25 model 1 forward 410 / 506 backward 353 / 494
20240712-07:50:41 train_accuracy 25 model 2 forward 464 / 519 backward 394 / 481
20240712-07:50:58 test_accuracy 25 model 2 forward 51 / 55 backward 43 / 45
20240712-07:50:58 main_test_accuracy 25 0.9399999976158142
20240712-07:50:59 test_accuracy 25 model 1 forward 36 / 48 backward 47 / 52
20240712-07:50:59 main_test_accuracy 25 0.8299999833106995
20240712-07:51:00 cache_w_quizzes contains 40000 quizzes
20240712-07:52:15 keep c_quizzes model 1 nb_accumulated 0 / 402
20240712-07:53:14 keep c_quizzes model 2 nb_accumulated 1 / 402
20240712-07:54:14 keep c_quizzes model 1 nb_accumulated 2 / 402
20240712-07:55:13 keep c_quizzes model 1 nb_accumulated 2 / 402
20240712-07:56:15 keep c_quizzes model 0 nb_accumulated 4 / 402
20240712-07:57:20 keep c_quizzes model 1 nb_accumulated 4 / 402
20240712-07:58:21 keep c_quizzes model 1 nb_accumulated 4 / 402
20240712-07:59:20 keep c_quizzes model 0 nb_accumulated 5 / 402
20240712-08:00:19 keep c_quizzes model 0 nb_accumulated 6 / 402
20240712-08:01:18 keep c_quizzes model 1 nb_accumulated 7 / 402
20240712-08:02:17 keep c_quizzes model 2 nb_accumulated 7 / 402
20240712-08:03:16 keep c_quizzes model 1 nb_accumulated 7 / 402
20240712-08:04:15 keep c_quizzes model 1 nb_accumulated 8 / 402
20240712-08:05:15 keep c_quizzes model 1 nb_accumulated 9 / 402
20240712-08:06:15 keep c_quizzes model 0 nb_accumulated 11 / 402
20240712-08:07:14 keep c_quizzes model 2 nb_accumulated 11 / 402
20240712-08:08:13 keep c_quizzes model 2 nb_accumulated 11 / 402
20240712-08:09:13 keep c_quizzes model 0 nb_accumulated 13 / 402
20240712-08:10:12 keep c_quizzes model 0 nb_accumulated 13 / 402
20240712-08:11:11 keep c_quizzes model 2 nb_accumulated 13 / 402
20240712-08:12:10 keep c_quizzes model 0 nb_accumulated 14 / 402
20240712-08:13:10 keep c_quizzes model 0 nb_accumulated 15 / 402
20240712-08:14:09 keep c_quizzes model 1 nb_accumulated 16 / 402
20240712-08:15:09 keep c_quizzes model 2 nb_accumulated 18 / 402
20240712-08:16:08 keep c_quizzes model 0 nb_accumulated 19 / 402
20240712-08:17:09 keep c_quizzes model 2 nb_accumulated 19 / 402
20240712-08:18:08 keep c_quizzes model 0 nb_accumulated 19 / 402
20240712-08:19:08 keep c_quizzes model 0 nb_accumulated 20 / 402
20240712-08:20:07 keep c_quizzes model 2 nb_accumulated 20 / 402
20240712-08:21:06 keep c_quizzes model 0 nb_accumulated 20 / 402
20240712-08:22:05 keep c_quizzes model 0 nb_accumulated 21 / 402
20240712-08:23:05 keep c_quizzes model 1 nb_accumulated 22 / 402
20240712-08:24:04 keep c_quizzes model 1 nb_accumulated 24 / 402
20240712-08:25:03 keep c_quizzes model 0 nb_accumulated 25 / 402
20240712-08:26:03 keep c_quizzes model 2 nb_accumulated 26 / 402
20240712-08:27:02 keep c_quizzes model 1 nb_accumulated 27 / 402
20240712-08:28:01 keep c_quizzes model 1 nb_accumulated 27 / 402
20240712-08:29:00 keep c_quizzes model 0 nb_accumulated 27 / 402
20240712-08:30:00 keep c_quizzes model 1 nb_accumulated 27 / 402
20240712-08:30:59 keep c_quizzes model 1 nb_accumulated 27 / 402
20240712-08:31:58 keep c_quizzes model 2 nb_accumulated 27 / 402
20240712-08:32:57 keep c_quizzes model 2 nb_accumulated 28 / 402
20240712-08:33:57 keep c_quizzes model 1 nb_accumulated 29 / 402
20240712-08:34:56 keep c_quizzes model 1 nb_accumulated 29 / 402
20240712-08:35:56 keep c_quizzes model 0 nb_accumulated 29 / 402
20240712-08:36:55 keep c_quizzes model 1 nb_accumulated 30 / 402
20240712-08:37:55 keep c_quizzes model 1 nb_accumulated 30 / 402
20240712-08:38:54 keep c_quizzes model 1 nb_accumulated 30 / 402
20240712-08:39:54 keep c_quizzes model 0 nb_accumulated 30 / 402
20240712-08:40:54 keep c_quizzes model 0 nb_accumulated 30 / 402
20240712-08:41:53 keep c_quizzes model 2 nb_accumulated 30 / 402
20240712-08:42:53 keep c_quizzes model 1 nb_accumulated 30 / 402
20240712-08:43:52 keep c_quizzes model 2 nb_accumulated 30 / 402
20240712-08:44:51 keep c_quizzes model 2 nb_accumulated 30 / 402
20240712-08:45:51 keep c_quizzes model 2 nb_accumulated 30 / 402
20240712-08:46:50 keep c_quizzes model 2 nb_accumulated 31 / 402
20240712-08:47:49 keep c_quizzes model 0 nb_accumulated 31 / 402
20240712-08:48:49 keep c_quizzes model 1 nb_accumulated 31 / 402
20240712-08:49:49 keep c_quizzes model 1 nb_accumulated 31 / 402
20240712-08:50:48 keep c_quizzes model 1 nb_accumulated 32 / 402
20240712-08:51:47 keep c_quizzes model 0 nb_accumulated 32 / 402
20240712-08:52:47 keep c_quizzes model 1 nb_accumulated 32 / 402
20240712-08:53:46 keep c_quizzes model 2 nb_accumulated 32 / 402
20240712-08:54:45 keep c_quizzes model 0 nb_accumulated 32 / 402
20240712-08:55:44 keep c_quizzes model 2 nb_accumulated 32 / 402
20240712-08:56:43 keep c_quizzes model 2 nb_accumulated 32 / 402
20240712-08:57:43 keep c_quizzes model 0 nb_accumulated 32 / 402
20240712-08:58:43 keep c_quizzes model 2 nb_accumulated 34 / 402
20240712-08:59:43 keep c_quizzes model 0 nb_accumulated 34 / 402
20240712-09:00:42 keep c_quizzes model 0 nb_accumulated 35 / 402
20240712-09:01:41 keep c_quizzes model 0 nb_accumulated 36 / 402
20240712-09:02:40 keep c_quizzes model 2 nb_accumulated 37 / 402
20240712-09:03:39 keep c_quizzes model 2 nb_accumulated 37 / 402
20240712-09:04:40 keep c_quizzes model 0 nb_accumulated 37 / 402
20240712-09:05:39 keep c_quizzes model 2 nb_accumulated 39 / 402
20240712-09:06:39 keep c_quizzes model 2 nb_accumulated 39 / 402
20240712-09:07:38 keep c_quizzes model 2 nb_accumulated 40 / 402
20240712-09:08:38 keep c_quizzes model 2 nb_accumulated 40 / 402
20240712-09:09:37 keep c_quizzes model 0 nb_accumulated 41 / 402
20240712-09:10:36 keep c_quizzes model 2 nb_accumulated 41 / 402
20240712-09:11:35 keep c_quizzes model 2 nb_accumulated 42 / 402
20240712-09:12:34 keep c_quizzes model 2 nb_accumulated 42 / 402
20240712-09:13:34 keep c_quizzes model 0 nb_accumulated 42 / 402
20240712-09:14:33 keep c_quizzes model 1 nb_accumulated 42 / 402
20240712-09:15:33 keep c_quizzes model 2 nb_accumulated 44 / 402
20240712-09:16:32 keep c_quizzes model 0 nb_accumulated 44 / 402
20240712-09:17:32 keep c_quizzes model 2 nb_accumulated 44 / 402
20240712-09:18:31 keep c_quizzes model 0 nb_accumulated 44 / 402
20240712-09:19:31 keep c_quizzes model 0 nb_accumulated 44 / 402
20240712-09:20:30 keep c_quizzes model 1 nb_accumulated 44 / 402
20240712-09:21:30 keep c_quizzes model 2 nb_accumulated 45 / 402
20240712-09:22:29 keep c_quizzes model 2 nb_accumulated 45 / 402
20240712-09:23:29 keep c_quizzes model 2 nb_accumulated 45 / 402
20240712-09:24:28 keep c_quizzes model 0 nb_accumulated 45 / 402
20240712-09:25:28 keep c_quizzes model 2 nb_accumulated 46 / 402
20240712-09:26:27 keep c_quizzes model 2 nb_accumulated 46 / 402
20240712-09:27:26 keep c_quizzes model 2 nb_accumulated 46 / 402
20240712-09:28:26 keep c_quizzes model 2 nb_accumulated 49 / 402
20240712-09:29:25 keep c_quizzes model 0 nb_accumulated 49 / 402
20240712-09:30:25 keep c_quizzes model 0 nb_accumulated 49 / 402
20240712-09:31:24 keep c_quizzes model 1 nb_accumulated 49 / 402
20240712-09:32:24 keep c_quizzes model 2 nb_accumulated 50 / 402
20240712-09:33:23 keep c_quizzes model 2 nb_accumulated 50 / 402
20240712-09:34:23 keep c_quizzes model 2 nb_accumulated 50 / 402
20240712-09:35:22 keep c_quizzes model 2 nb_accumulated 51 / 402
20240712-09:36:21 keep c_quizzes model 2 nb_accumulated 51 / 402
20240712-09:37:21 keep c_quizzes model 1 nb_accumulated 51 / 402
20240712-09:38:21 keep c_quizzes model 1 nb_accumulated 51 / 402
20240712-09:39:20 keep c_quizzes model 1 nb_accumulated 52 / 402
20240712-09:40:20 keep c_quizzes model 1 nb_accumulated 53 / 402
20240712-09:41:19 keep c_quizzes model 2 nb_accumulated 53 / 402
20240712-09:42:18 keep c_quizzes model 2 nb_accumulated 53 / 402
20240712-09:43:18 keep c_quizzes model 0 nb_accumulated 54 / 402
20240712-09:44:17 keep c_quizzes model 2 nb_accumulated 54 / 402
20240712-09:45:17 keep c_quizzes model 0 nb_accumulated 55 / 402
20240712-09:46:16 keep c_quizzes model 2 nb_accumulated 58 / 402
20240712-09:47:16 keep c_quizzes model 2 nb_accumulated 58 / 402
20240712-09:48:15 keep c_quizzes model 2 nb_accumulated 59 / 402
20240712-09:49:14 keep c_quizzes model 1 nb_accumulated 59 / 402
20240712-09:50:14 keep c_quizzes model 1 nb_accumulated 60 / 402
20240712-09:51:13 keep c_quizzes model 0 nb_accumulated 60 / 402
20240712-09:52:13 keep c_quizzes model 1 nb_accumulated 60 / 402
20240712-09:53:13 keep c_quizzes model 0 nb_accumulated 61 / 402
20240712-09:54:12 keep c_quizzes model 2 nb_accumulated 61 / 402
20240712-09:55:12 keep c_quizzes model 2 nb_accumulated 62 / 402
20240712-09:56:11 keep c_quizzes model 0 nb_accumulated 63 / 402
20240712-09:57:11 keep c_quizzes model 1 nb_accumulated 63 / 402
20240712-09:58:10 keep c_quizzes model 0 nb_accumulated 63 / 402
20240712-09:59:10 keep c_quizzes model 1 nb_accumulated 64 / 402
20240712-10:00:09 keep c_quizzes model 1 nb_accumulated 64 / 402
20240712-10:01:09 keep c_quizzes model 0 nb_accumulated 65 / 402
20240712-10:02:08 keep c_quizzes model 0 nb_accumulated 65 / 402
20240712-10:03:08 keep c_quizzes model 1 nb_accumulated 66 / 402
20240712-10:04:08 keep c_quizzes model 0 nb_accumulated 66 / 402
20240712-10:05:07 keep c_quizzes model 2 nb_accumulated 67 / 402
20240712-10:06:07 keep c_quizzes model 1 nb_accumulated 67 / 402
20240712-10:07:06 keep c_quizzes model 1 nb_accumulated 67 / 402
20240712-10:08:06 keep c_quizzes model 0 nb_accumulated 67 / 402
20240712-10:09:05 keep c_quizzes model 1 nb_accumulated 68 / 402
20240712-10:10:05 keep c_quizzes model 0 nb_accumulated 68 / 402
20240712-10:11:05 keep c_quizzes model 1 nb_accumulated 68 / 402
20240712-10:12:04 keep c_quizzes model 0 nb_accumulated 68 / 402
20240712-10:13:04 keep c_quizzes model 0 nb_accumulated 70 / 402
20240712-10:14:04 keep c_quizzes model 0 nb_accumulated 70 / 402
20240712-10:15:03 keep c_quizzes model 2 nb_accumulated 70 / 402
20240712-10:16:03 keep c_quizzes model 2 nb_accumulated 70 / 402
20240712-10:17:03 keep c_quizzes model 1 nb_accumulated 70 / 402
20240712-10:18:03 keep c_quizzes model 1 nb_accumulated 70 / 402
20240712-10:19:02 keep c_quizzes model 1 nb_accumulated 70 / 402
20240712-10:20:02 keep c_quizzes model 0 nb_accumulated 72 / 402
20240712-10:21:01 keep c_quizzes model 0 nb_accumulated 72 / 402
20240712-10:22:01 keep c_quizzes model 0 nb_accumulated 73 / 402
20240712-10:23:00 keep c_quizzes model 1 nb_accumulated 73 / 402
20240712-10:24:00 keep c_quizzes model 0 nb_accumulated 73 / 402
20240712-10:24:59 keep c_quizzes model 2 nb_accumulated 73 / 402
20240712-10:25:59 keep c_quizzes model 1 nb_accumulated 73 / 402
20240712-10:26:58 keep c_quizzes model 0 nb_accumulated 73 / 402
20240712-10:27:58 keep c_quizzes model 0 nb_accumulated 73 / 402
20240712-10:28:57 keep c_quizzes model 2 nb_accumulated 73 / 402
20240712-10:29:57 keep c_quizzes model 0 nb_accumulated 74 / 402
20240712-10:30:56 keep c_quizzes model 1 nb_accumulated 75 / 402
20240712-10:31:56 keep c_quizzes model 2 nb_accumulated 76 / 402
20240712-10:32:55 keep c_quizzes model 1 nb_accumulated 76 / 402
20240712-10:33:55 keep c_quizzes model 2 nb_accumulated 76 / 402
20240712-10:34:54 keep c_quizzes model 2 nb_accumulated 76 / 402
20240712-10:35:54 keep c_quizzes model 0 nb_accumulated 76 / 402
20240712-10:36:53 keep c_quizzes model 2 nb_accumulated 76 / 402
20240712-10:37:53 keep c_quizzes model 1 nb_accumulated 76 / 402
20240712-10:38:53 keep c_quizzes model 1 nb_accumulated 77 / 402
20240712-10:39:52 keep c_quizzes model 2 nb_accumulated 77 / 402
20240712-10:40:52 keep c_quizzes model 0 nb_accumulated 77 / 402
20240712-10:41:51 keep c_quizzes model 0 nb_accumulated 78 / 402
20240712-10:42:51 keep c_quizzes model 0 nb_accumulated 78 / 402
20240712-10:43:50 keep c_quizzes model 1 nb_accumulated 78 / 402
20240712-10:44:50 keep c_quizzes model 1 nb_accumulated 79 / 402
20240712-10:45:49 keep c_quizzes model 0 nb_accumulated 79 / 402
20240712-10:46:49 keep c_quizzes model 1 nb_accumulated 79 / 402
20240712-10:47:49 keep c_quizzes model 2 nb_accumulated 79 / 402
20240712-10:48:48 keep c_quizzes model 0 nb_accumulated 80 / 402
20240712-10:49:48 keep c_quizzes model 2 nb_accumulated 81 / 402
20240712-10:50:47 keep c_quizzes model 2 nb_accumulated 81 / 402
20240712-10:51:47 keep c_quizzes model 0 nb_accumulated 82 / 402
20240712-10:52:46 keep c_quizzes model 2 nb_accumulated 83 / 402
20240712-10:53:46 keep c_quizzes model 0 nb_accumulated 83 / 402
20240712-10:54:45 keep c_quizzes model 2 nb_accumulated 84 / 402
20240712-10:55:45 keep c_quizzes model 1 nb_accumulated 84 / 402
20240712-10:56:45 keep c_quizzes model 1 nb_accumulated 84 / 402
20240712-10:57:45 keep c_quizzes model 1 nb_accumulated 84 / 402
20240712-10:58:44 keep c_quizzes model 2 nb_accumulated 86 / 402
20240712-10:59:44 keep c_quizzes model 1 nb_accumulated 86 / 402
20240712-11:00:43 keep c_quizzes model 0 nb_accumulated 88 / 402
20240712-11:01:43 keep c_quizzes model 0 nb_accumulated 89 / 402
20240712-11:02:43 keep c_quizzes model 0 nb_accumulated 90 / 402
20240712-11:03:42 keep c_quizzes model 2 nb_accumulated 91 / 402
20240712-11:04:42 keep c_quizzes model 0 nb_accumulated 92 / 402
20240712-11:05:41 keep c_quizzes model 0 nb_accumulated 92 / 402
20240712-11:06:41 keep c_quizzes model 2 nb_accumulated 93 / 402
20240712-11:07:40 keep c_quizzes model 0 nb_accumulated 94 / 402
20240712-11:08:40 keep c_quizzes model 2 nb_accumulated 94 / 402
20240712-11:09:39 keep c_quizzes model 2 nb_accumulated 94 / 402
20240712-11:10:39 keep c_quizzes model 2 nb_accumulated 94 / 402
20240712-11:11:38 keep c_quizzes model 2 nb_accumulated 94 / 402
20240712-11:12:37 keep c_quizzes model 2 nb_accumulated 95 / 402
20240712-11:13:37 keep c_quizzes model 0 nb_accumulated 95 / 402
20240712-11:14:36 keep c_quizzes model 1 nb_accumulated 95 / 402
20240712-11:15:36 keep c_quizzes model 0 nb_accumulated 95 / 402
20240712-11:16:35 keep c_quizzes model 2 nb_accumulated 95 / 402
20240712-11:17:35 keep c_quizzes model 2 nb_accumulated 95 / 402
20240712-11:18:34 keep c_quizzes model 0 nb_accumulated 95 / 402
20240712-11:19:34 keep c_quizzes model 2 nb_accumulated 95 / 402
20240712-11:20:33 keep c_quizzes model 2 nb_accumulated 95 / 402
20240712-11:21:33 keep c_quizzes model 0 nb_accumulated 95 / 402
20240712-11:22:32 keep c_quizzes model 0 nb_accumulated 95 / 402
20240712-11:23:32 keep c_quizzes model 0 nb_accumulated 96 / 402
20240712-11:24:32 keep c_quizzes model 0 nb_accumulated 99 / 402
20240712-11:25:31 keep c_quizzes model 1 nb_accumulated 99 / 402
20240712-11:26:31 keep c_quizzes model 2 nb_accumulated 100 / 402
20240712-11:27:30 keep c_quizzes model 0 nb_accumulated 100 / 402
20240712-11:28:29 keep c_quizzes model 2 nb_accumulated 100 / 402
20240712-11:29:29 keep c_quizzes model 0 nb_accumulated 101 / 402
20240712-11:30:28 keep c_quizzes model 2 nb_accumulated 101 / 402
20240712-11:31:28 keep c_quizzes model 2 nb_accumulated 101 / 402
20240712-11:32:27 keep c_quizzes model 2 nb_accumulated 101 / 402
20240712-11:33:27 keep c_quizzes model 2 nb_accumulated 101 / 402
20240712-11:34:26 keep c_quizzes model 1 nb_accumulated 101 / 402
20240712-11:35:26 keep c_quizzes model 0 nb_accumulated 103 / 402
20240712-11:36:25 keep c_quizzes model 0 nb_accumulated 103 / 402
20240712-11:37:25 keep c_quizzes model 1 nb_accumulated 105 / 402
20240712-11:38:24 keep c_quizzes model 2 nb_accumulated 106 / 402
20240712-11:39:23 keep c_quizzes model 0 nb_accumulated 107 / 402
20240712-11:40:23 keep c_quizzes model 1 nb_accumulated 107 / 402
20240712-11:41:23 keep c_quizzes model 0 nb_accumulated 107 / 402
20240712-11:42:22 keep c_quizzes model 2 nb_accumulated 108 / 402
20240712-11:43:22 keep c_quizzes model 1 nb_accumulated 108 / 402
20240712-11:44:22 keep c_quizzes model 1 nb_accumulated 108 / 402
20240712-11:45:21 keep c_quizzes model 0 nb_accumulated 108 / 402
20240712-11:46:21 keep c_quizzes model 0 nb_accumulated 108 / 402
20240712-11:47:20 keep c_quizzes model 0 nb_accumulated 109 / 402
20240712-11:48:20 keep c_quizzes model 0 nb_accumulated 109 / 402
20240712-11:49:20 keep c_quizzes model 2 nb_accumulated 109 / 402
20240712-11:50:19 keep c_quizzes model 0 nb_accumulated 109 / 402
20240712-11:51:19 keep c_quizzes model 0 nb_accumulated 110 / 402
20240712-11:52:18 keep c_quizzes model 2 nb_accumulated 110 / 402
20240712-11:53:18 keep c_quizzes model 1 nb_accumulated 111 / 402
20240712-11:54:18 keep c_quizzes model 2 nb_accumulated 111 / 402
20240712-11:55:17 keep c_quizzes model 0 nb_accumulated 111 / 402
20240712-11:56:17 keep c_quizzes model 1 nb_accumulated 111 / 402
20240712-11:57:17 keep c_quizzes model 0 nb_accumulated 113 / 402
20240712-11:58:17 keep c_quizzes model 1 nb_accumulated 113 / 402
20240712-11:59:17 keep c_quizzes model 2 nb_accumulated 114 / 402
20240712-12:00:16 keep c_quizzes model 0 nb_accumulated 115 / 402
20240712-12:01:16 keep c_quizzes model 0 nb_accumulated 117 / 402
20240712-12:02:16 keep c_quizzes model 2 nb_accumulated 117 / 402
20240712-12:03:15 keep c_quizzes model 1 nb_accumulated 118 / 402
20240712-12:04:15 keep c_quizzes model 2 nb_accumulated 119 / 402
20240712-12:05:15 keep c_quizzes model 1 nb_accumulated 121 / 402
20240712-12:06:15 keep c_quizzes model 1 nb_accumulated 123 / 402
20240712-12:07:14 keep c_quizzes model 1 nb_accumulated 124 / 402
20240712-12:08:14 keep c_quizzes model 0 nb_accumulated 125 / 402
20240712-12:09:14 keep c_quizzes model 1 nb_accumulated 126 / 402
20240712-12:10:14 keep c_quizzes model 1 nb_accumulated 126 / 402
20240712-12:11:14 keep c_quizzes model 2 nb_accumulated 127 / 402
20240712-12:12:14 keep c_quizzes model 1 nb_accumulated 127 / 402
20240712-12:13:13 keep c_quizzes model 2 nb_accumulated 128 / 402
20240712-12:14:13 keep c_quizzes model 2 nb_accumulated 128 / 402
20240712-12:15:13 keep c_quizzes model 0 nb_accumulated 129 / 402
20240712-12:16:12 keep c_quizzes model 1 nb_accumulated 131 / 402
20240712-12:17:12 keep c_quizzes model 2 nb_accumulated 133 / 402
20240712-12:18:11 keep c_quizzes model 1 nb_accumulated 133 / 402
20240712-12:19:11 keep c_quizzes model 2 nb_accumulated 133 / 402
20240712-12:20:11 keep c_quizzes model 0 nb_accumulated 134 / 402
20240712-12:21:11 keep c_quizzes model 0 nb_accumulated 134 / 402
20240712-12:22:11 keep c_quizzes model 1 nb_accumulated 134 / 402
20240712-12:23:10 keep c_quizzes model 1 nb_accumulated 135 / 402
20240712-12:24:10 keep c_quizzes model 0 nb_accumulated 137 / 402
20240712-12:25:10 keep c_quizzes model 2 nb_accumulated 137 / 402
20240712-12:26:09 keep c_quizzes model 2 nb_accumulated 138 / 402
20240712-12:27:09 keep c_quizzes model 1 nb_accumulated 139 / 402
20240712-12:28:09 keep c_quizzes model 1 nb_accumulated 141 / 402
20240712-12:29:09 keep c_quizzes model 0 nb_accumulated 141 / 402
20240712-12:30:08 keep c_quizzes model 1 nb_accumulated 142 / 402
20240712-12:31:08 keep c_quizzes model 2 nb_accumulated 143 / 402
20240712-12:32:08 keep c_quizzes model 2 nb_accumulated 143 / 402
20240712-12:33:07 keep c_quizzes model 2 nb_accumulated 143 / 402
20240712-12:34:07 keep c_quizzes model 0 nb_accumulated 143 / 402
20240712-12:35:07 keep c_quizzes model 1 nb_accumulated 145 / 402
20240712-12:36:07 keep c_quizzes model 1 nb_accumulated 145 / 402
20240712-12:37:07 keep c_quizzes model 1 nb_accumulated 145 / 402
20240712-12:38:06 keep c_quizzes model 0 nb_accumulated 145 / 402
20240712-12:39:06 keep c_quizzes model 2 nb_accumulated 148 / 402
20240712-12:40:06 keep c_quizzes model 1 nb_accumulated 149 / 402
20240712-12:41:05 keep c_quizzes model 2 nb_accumulated 149 / 402
20240712-12:42:05 keep c_quizzes model 2 nb_accumulated 150 / 402
20240712-12:43:05 keep c_quizzes model 1 nb_accumulated 150 / 402