20240626-15:45:44 argv ./main.py --nb_correct_to_validate=2
20240626-15:45:44 args.log_filename train.log
20240626-15:45:44 args.result_dir results_culture
20240626-15:45:44 args.seed 0
20240626-15:45:44 args.max_percents_of_test_in_train 1
20240626-15:45:44 args.nb_epochs 10000
20240626-15:45:44 args.batch_size 100
20240626-15:45:44 args.physical_batch_size None
20240626-15:45:44 args.nb_train_samples 100000
20240626-15:45:44 args.nb_test_samples 10000
20240626-15:45:44 args.learning_rate 0.001
20240626-15:45:44 args.model 37M
20240626-15:45:44 args.dim_model 512
20240626-15:45:44 args.dim_keys 64
20240626-15:45:44 args.dim_hidden 2048
20240626-15:45:44 args.nb_heads 8
20240626-15:45:44 args.nb_blocks 12
20240626-15:45:44 args.dropout 0.1
20240626-15:45:44 args.deterministic_synthesis False
20240626-15:45:44 args.nb_gpts 5
20240626-15:45:44 args.nb_correct_to_validate 2
20240626-15:45:44 args.dirty_debug False
20240626-15:48:14 device cuda
20240626-15:48:14 vocabulary_size 13
20240626-15:49:25 data_check 0.02% (2/10000) of test samples are in the train set
20240626-15:49:26 nb_parameters 37817357 (37M)
20240626-15:49:26 --- epoch 0 ----------------------------------------
20240626-15:49:26 current accuracies [(0, 0.0), (1, 0.0), (2, 0.0), (3, 0.0), (4, 0.0)]
20240626-15:49:26 training model 0 main_test_accuracy 0.0
20240626-15:50:30 train_perplexity 0 3.538598565942295
20240626-15:50:56 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-15:51:02 accuracy_train 0 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-15:51:05 accuracy_test 0 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-15:51:05 main_test_accuracy 0 0.0
20240626-15:51:06 test_perplexity 0 1.4051401273320756
20240626-15:51:06 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-15:51:06 --- epoch 1 ----------------------------------------
20240626-15:51:06 current accuracies [(0, 0.0), (1, 0.0), (2, 0.0), (3, 0.0), (4, 0.0)]
20240626-15:51:06 training model 0 main_test_accuracy 0.0
20240626-15:52:09 train_perplexity 1 1.7255996378776772
20240626-15:52:36 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-15:52:42 accuracy_train 1 nb_total 1000 nb_correct 215 accuracy 21.50%
20240626-15:52:45 accuracy_test 1 nb_total 1000 nb_correct 219 accuracy 21.90%
20240626-15:52:45 main_test_accuracy 1 0.21900001168251038
20240626-15:52:46 test_perplexity 1 1.272925784624015
20240626-15:52:46 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-15:52:46 --- epoch 2 ----------------------------------------
20240626-15:52:46 current accuracies [(0, 0.21900001168251038), (1, 0.0), (2, 0.0), (3, 0.0), (4, 0.0)]
20240626-15:52:46 training model 1 main_test_accuracy 0.0
20240626-15:53:50 train_perplexity 2 3.13166897115536
20240626-15:54:16 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-15:54:21 accuracy_train 2 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-15:54:25 accuracy_test 2 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-15:54:25 main_test_accuracy 2 0.0
20240626-15:54:25 test_perplexity 2 1.4177447821281493
20240626-15:54:25 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-15:54:25 --- epoch 3 ----------------------------------------
20240626-15:54:25 current accuracies [(0, 0.21900001168251038), (1, 0.0), (2, 0.0), (3, 0.0), (4, 0.0)]
20240626-15:54:25 training model 1 main_test_accuracy 0.0
20240626-15:55:29 train_perplexity 3 1.7627043950485344
20240626-15:55:56 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-15:56:01 accuracy_train 3 nb_total 1000 nb_correct 213 accuracy 21.30%
20240626-15:56:05 accuracy_test 3 nb_total 1000 nb_correct 198 accuracy 19.80%
20240626-15:56:05 main_test_accuracy 3 0.1980000138282776
20240626-15:56:05 test_perplexity 3 1.2707348845411788
20240626-15:56:05 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-15:56:05 --- epoch 4 ----------------------------------------
20240626-15:56:05 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.0), (3, 0.0), (4, 0.0)]
20240626-15:56:05 training model 2 main_test_accuracy 0.0
20240626-15:57:09 train_perplexity 4 3.887987941683803
20240626-15:57:35 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-15:57:41 accuracy_train 4 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-15:57:44 accuracy_test 4 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-15:57:44 main_test_accuracy 4 0.0
20240626-15:57:45 test_perplexity 4 1.4364683996354444
20240626-15:57:45 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-15:57:45 --- epoch 5 ----------------------------------------
20240626-15:57:45 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.0), (3, 0.0), (4, 0.0)]
20240626-15:57:45 training model 2 main_test_accuracy 0.0
20240626-15:58:49 train_perplexity 5 1.5979034081722767
20240626-15:59:15 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-15:59:21 accuracy_train 5 nb_total 1000 nb_correct 202 accuracy 20.20%
20240626-15:59:24 accuracy_test 5 nb_total 1000 nb_correct 173 accuracy 17.30%
20240626-15:59:24 main_test_accuracy 5 0.1730000078678131
20240626-15:59:25 test_perplexity 5 1.275167200096823
20240626-15:59:25 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-15:59:25 --- epoch 6 ----------------------------------------
20240626-15:59:25 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.1730000078678131), (3, 0.0), (4, 0.0)]
20240626-15:59:25 training model 3 main_test_accuracy 0.0
20240626-16:00:28 train_perplexity 6 4.177502539555831
20240626-16:00:55 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:01:01 accuracy_train 6 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-16:01:05 accuracy_test 6 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-16:01:05 main_test_accuracy 6 0.0
20240626-16:01:05 test_perplexity 6 1.4481013171509
20240626-16:01:05 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:01:05 --- epoch 7 ----------------------------------------
20240626-16:01:05 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.1730000078678131), (3, 0.0), (4, 0.0)]
20240626-16:01:05 training model 3 main_test_accuracy 0.0
20240626-16:02:09 train_perplexity 7 1.9172445220912722
20240626-16:02:35 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:02:41 accuracy_train 7 nb_total 1000 nb_correct 98 accuracy 9.80%
20240626-16:02:44 accuracy_test 7 nb_total 1000 nb_correct 105 accuracy 10.50%
20240626-16:02:44 main_test_accuracy 7 0.10500000417232513
20240626-16:02:45 test_perplexity 7 1.2861165133145713
20240626-16:02:45 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:02:45 --- epoch 8 ----------------------------------------
20240626-16:02:45 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.1730000078678131), (3, 0.10500000417232513), (4, 0.0)]
20240626-16:02:45 training model 4 main_test_accuracy 0.0
20240626-16:03:48 train_perplexity 8 4.163117240272009
20240626-16:04:16 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:04:21 accuracy_train 8 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-16:04:25 accuracy_test 8 nb_total 1000 nb_correct 0 accuracy 0.00%
20240626-16:04:25 main_test_accuracy 8 0.0
20240626-16:04:25 test_perplexity 8 1.4559736886904688
20240626-16:04:25 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:04:25 --- epoch 9 ----------------------------------------
20240626-16:04:25 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.1730000078678131), (3, 0.10500000417232513), (4, 0.0)]
20240626-16:04:25 training model 4 main_test_accuracy 0.0
20240626-16:05:29 train_perplexity 9 1.8883252560949315
20240626-16:05:55 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:06:01 accuracy_train 9 nb_total 1000 nb_correct 64 accuracy 6.40%
20240626-16:06:04 accuracy_test 9 nb_total 1000 nb_correct 75 accuracy 7.50%
20240626-16:06:04 main_test_accuracy 9 0.07500000298023224
20240626-16:06:05 test_perplexity 9 1.2918093346618484
20240626-16:06:05 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:06:05 --- epoch 10 ----------------------------------------
20240626-16:06:05 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.1730000078678131), (3, 0.10500000417232513), (4, 0.07500000298023224)]
20240626-16:06:05 training model 4 main_test_accuracy 0.07500000298023224
20240626-16:07:09 train_perplexity 10 1.4268868772784487
20240626-16:07:35 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:07:41 accuracy_train 10 nb_total 1000 nb_correct 624 accuracy 62.40%
20240626-16:07:44 accuracy_test 10 nb_total 1000 nb_correct 574 accuracy 57.40%
20240626-16:07:44 main_test_accuracy 10 0.5740000009536743
20240626-16:07:45 test_perplexity 10 1.2458365002936296
20240626-16:07:45 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:07:45 --- epoch 11 ----------------------------------------
20240626-16:07:45 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.1730000078678131), (3, 0.10500000417232513), (4, 0.5740000009536743)]
20240626-16:07:45 training model 3 main_test_accuracy 0.10500000417232513
20240626-16:08:48 train_perplexity 11 1.4243275043153754
20240626-16:09:15 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:09:21 accuracy_train 11 nb_total 1000 nb_correct 616 accuracy 61.60%
20240626-16:09:24 accuracy_test 11 nb_total 1000 nb_correct 586 accuracy 58.60%
20240626-16:09:24 main_test_accuracy 11 0.5860000252723694
20240626-16:09:25 test_perplexity 11 1.247598469706052
20240626-16:09:25 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:09:25 --- epoch 12 ----------------------------------------
20240626-16:09:25 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.1730000078678131), (3, 0.5860000252723694), (4, 0.5740000009536743)]
20240626-16:09:25 training model 2 main_test_accuracy 0.1730000078678131
20240626-16:10:28 train_perplexity 12 1.3296421866657506
20240626-16:10:55 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:11:00 accuracy_train 12 nb_total 1000 nb_correct 704 accuracy 70.40%
20240626-16:11:04 accuracy_test 12 nb_total 1000 nb_correct 705 accuracy 70.50%
20240626-16:11:04 main_test_accuracy 12 0.7050000429153442
20240626-16:11:04 test_perplexity 12 1.244691125332887
20240626-16:11:04 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:11:04 --- epoch 13 ----------------------------------------
20240626-16:11:04 current accuracies [(0, 0.21900001168251038), (1, 0.1980000138282776), (2, 0.7050000429153442), (3, 0.5860000252723694), (4, 0.5740000009536743)]
20240626-16:11:04 training model 1 main_test_accuracy 0.1980000138282776
20240626-16:12:08 train_perplexity 13 1.4312016834536596
20240626-16:12:35 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:12:41 accuracy_train 13 nb_total 1000 nb_correct 712 accuracy 71.20%
20240626-16:12:44 accuracy_test 13 nb_total 1000 nb_correct 688 accuracy 68.80%
20240626-16:12:44 main_test_accuracy 13 0.6880000233650208
20240626-16:12:45 test_perplexity 13 1.2435688498108433
20240626-16:12:45 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:12:45 --- epoch 14 ----------------------------------------
20240626-16:12:45 current accuracies [(0, 0.21900001168251038), (1, 0.6880000233650208), (2, 0.7050000429153442), (3, 0.5860000252723694), (4, 0.5740000009536743)]
20240626-16:12:45 training model 0 main_test_accuracy 0.21900001168251038
20240626-16:13:49 train_perplexity 14 1.483523609089145
20240626-16:14:15 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:14:21 accuracy_train 14 nb_total 1000 nb_correct 718 accuracy 71.80%
20240626-16:14:24 accuracy_test 14 nb_total 1000 nb_correct 729 accuracy 72.90%
20240626-16:14:24 main_test_accuracy 14 0.7290000319480896
20240626-16:14:25 test_perplexity 14 1.243867805022107
20240626-16:14:25 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:14:25 --- epoch 15 ----------------------------------------
20240626-16:14:25 current accuracies [(0, 0.7290000319480896), (1, 0.6880000233650208), (2, 0.7050000429153442), (3, 0.5860000252723694), (4, 0.5740000009536743)]
20240626-16:14:25 training model 4 main_test_accuracy 0.5740000009536743
20240626-16:15:28 train_perplexity 15 1.2834149855317245
20240626-16:15:56 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:16:02 accuracy_train 15 nb_total 1000 nb_correct 811 accuracy 81.10%
20240626-16:16:05 accuracy_test 15 nb_total 1000 nb_correct 806 accuracy 80.60%
20240626-16:16:05 main_test_accuracy 15 0.8060000538825989
20240626-16:16:05 test_perplexity 15 1.2385911727523244
20240626-16:16:05 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:16:05 --- epoch 16 ----------------------------------------
20240626-16:16:05 current accuracies [(0, 0.7290000319480896), (1, 0.6880000233650208), (2, 0.7050000429153442), (3, 0.5860000252723694), (4, 0.8060000538825989)]
20240626-16:16:05 training model 3 main_test_accuracy 0.5860000252723694
20240626-16:17:09 train_perplexity 16 1.2871339693962098
20240626-16:17:36 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:17:41 accuracy_train 16 nb_total 1000 nb_correct 833 accuracy 83.30%
20240626-16:17:45 accuracy_test 16 nb_total 1000 nb_correct 817 accuracy 81.70%
20240626-16:17:45 main_test_accuracy 16 0.8170000314712524
20240626-16:17:45 test_perplexity 16 1.2396460359089048
20240626-16:17:45 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:17:45 --- epoch 17 ----------------------------------------
20240626-16:17:45 current accuracies [(0, 0.7290000319480896), (1, 0.6880000233650208), (2, 0.7050000429153442), (3, 0.8170000314712524), (4, 0.8060000538825989)]
20240626-16:17:45 training model 1 main_test_accuracy 0.6880000233650208
20240626-16:18:49 train_perplexity 17 1.2815349992744767
20240626-16:19:15 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:19:21 accuracy_train 17 nb_total 1000 nb_correct 877 accuracy 87.70%
20240626-16:19:24 accuracy_test 17 nb_total 1000 nb_correct 875 accuracy 87.50%
20240626-16:19:24 main_test_accuracy 17 0.8750000596046448
20240626-16:19:25 test_perplexity 17 1.236709092380739
20240626-16:19:25 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:19:25 --- epoch 18 ----------------------------------------
20240626-16:19:25 current accuracies [(0, 0.7290000319480896), (1, 0.8750000596046448), (2, 0.7050000429153442), (3, 0.8170000314712524), (4, 0.8060000538825989)]
20240626-16:19:25 training model 2 main_test_accuracy 0.7050000429153442
20240626-16:20:29 train_perplexity 18 1.273536186223925
20240626-16:20:55 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:21:01 accuracy_train 18 nb_total 1000 nb_correct 891 accuracy 89.10%
20240626-16:21:04 accuracy_test 18 nb_total 1000 nb_correct 886 accuracy 88.60%
20240626-16:21:04 main_test_accuracy 18 0.8860000371932983
20240626-16:21:05 test_perplexity 18 1.2365455437609498
20240626-16:21:05 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:21:05 --- epoch 19 ----------------------------------------
20240626-16:21:05 current accuracies [(0, 0.7290000319480896), (1, 0.8750000596046448), (2, 0.8860000371932983), (3, 0.8170000314712524), (4, 0.8060000538825989)]
20240626-16:21:05 training model 0 main_test_accuracy 0.7290000319480896
20240626-16:22:09 train_perplexity 19 1.3026569883589352
20240626-16:22:35 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:22:41 accuracy_train 19 nb_total 1000 nb_correct 848 accuracy 84.80%
20240626-16:22:44 accuracy_test 19 nb_total 1000 nb_correct 861 accuracy 86.10%
20240626-16:22:44 main_test_accuracy 19 0.8610000610351562
20240626-16:22:45 test_perplexity 19 1.2387140982333167
20240626-16:22:45 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:22:45 --- epoch 20 ----------------------------------------
20240626-16:22:45 current accuracies [(0, 0.8610000610351562), (1, 0.8750000596046448), (2, 0.8860000371932983), (3, 0.8170000314712524), (4, 0.8060000538825989)]
20240626-16:22:45 training model 4 main_test_accuracy 0.8060000538825989
20240626-16:23:49 train_perplexity 20 1.2540304597571457
20240626-16:24:16 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:24:21 accuracy_train 20 nb_total 1000 nb_correct 867 accuracy 86.70%
20240626-16:24:25 accuracy_test 20 nb_total 1000 nb_correct 892 accuracy 89.20%
20240626-16:24:25 main_test_accuracy 20 0.8920000195503235
20240626-16:24:25 test_perplexity 20 1.2356881337025467
20240626-16:24:25 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:24:25 --- epoch 21 ----------------------------------------
20240626-16:24:25 current accuracies [(0, 0.8610000610351562), (1, 0.8750000596046448), (2, 0.8860000371932983), (3, 0.8170000314712524), (4, 0.8920000195503235)]
20240626-16:24:25 training model 3 main_test_accuracy 0.8170000314712524
20240626-16:25:29 train_perplexity 21 1.2536854428621742
20240626-16:25:56 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:26:01 accuracy_train 21 nb_total 1000 nb_correct 906 accuracy 90.60%
20240626-16:26:05 accuracy_test 21 nb_total 1000 nb_correct 922 accuracy 92.20%
20240626-16:26:05 main_test_accuracy 21 0.9220000505447388
20240626-16:26:05 test_perplexity 21 1.23440960066595
20240626-16:26:05 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:26:05 --- epoch 22 ----------------------------------------
20240626-16:26:05 current accuracies [(0, 0.8610000610351562), (1, 0.8750000596046448), (2, 0.8860000371932983), (3, 0.9220000505447388), (4, 0.8920000195503235)]
20240626-16:26:05 training model 0 main_test_accuracy 0.8610000610351562
20240626-16:27:09 train_perplexity 22 1.2566296481585741
20240626-16:27:36 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:27:42 accuracy_train 22 nb_total 1000 nb_correct 910 accuracy 91.00%
20240626-16:27:45 accuracy_test 22 nb_total 1000 nb_correct 924 accuracy 92.40%
20240626-16:27:45 main_test_accuracy 22 0.9240000247955322
20240626-16:27:46 test_perplexity 22 1.2369718951158188
20240626-16:27:46 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:27:46 --- epoch 23 ----------------------------------------
20240626-16:27:46 current accuracies [(0, 0.9240000247955322), (1, 0.8750000596046448), (2, 0.8860000371932983), (3, 0.9220000505447388), (4, 0.8920000195503235)]
20240626-16:27:46 training model 1 main_test_accuracy 0.8750000596046448
20240626-16:28:49 train_perplexity 23 1.2505202831120343
20240626-16:29:16 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:29:21 accuracy_train 23 nb_total 1000 nb_correct 891 accuracy 89.10%
20240626-16:29:25 accuracy_test 23 nb_total 1000 nb_correct 887 accuracy 88.70%
20240626-16:29:25 main_test_accuracy 23 0.8870000243186951
20240626-16:29:25 test_perplexity 23 1.2352227256642272
20240626-16:29:25 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:29:25 --- epoch 24 ----------------------------------------
20240626-16:29:25 current accuracies [(0, 0.9240000247955322), (1, 0.8870000243186951), (2, 0.8860000371932983), (3, 0.9220000505447388), (4, 0.8920000195503235)]
20240626-16:29:25 training model 2 main_test_accuracy 0.8860000371932983
20240626-16:30:29 train_perplexity 24 1.2493023171348485
20240626-16:30:56 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:31:01 accuracy_train 24 nb_total 1000 nb_correct 934 accuracy 93.40%
20240626-16:31:05 accuracy_test 24 nb_total 1000 nb_correct 939 accuracy 93.90%
20240626-16:31:05 main_test_accuracy 24 0.9390000700950623
20240626-16:31:05 test_perplexity 24 1.2334566664357869
20240626-16:31:05 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:31:05 --- epoch 25 ----------------------------------------
20240626-16:31:05 current accuracies [(0, 0.9240000247955322), (1, 0.8870000243186951), (2, 0.9390000700950623), (3, 0.9220000505447388), (4, 0.8920000195503235)]
20240626-16:31:05 training model 1 main_test_accuracy 0.8870000243186951
20240626-16:32:09 train_perplexity 25 1.2436825825029685
20240626-16:32:36 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:32:42 accuracy_train 25 nb_total 1000 nb_correct 948 accuracy 94.80%
20240626-16:32:45 accuracy_test 25 nb_total 1000 nb_correct 938 accuracy 93.80%
20240626-16:32:45 main_test_accuracy 25 0.9380000233650208
20240626-16:32:46 test_perplexity 25 1.236311153438029
20240626-16:32:46 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:32:46 --- epoch 26 ----------------------------------------
20240626-16:32:46 current accuracies [(0, 0.9240000247955322), (1, 0.9380000233650208), (2, 0.9390000700950623), (3, 0.9220000505447388), (4, 0.8920000195503235)]
20240626-16:32:46 training model 4 main_test_accuracy 0.8920000195503235
20240626-16:33:49 train_perplexity 26 1.243981740042806
20240626-16:34:16 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:34:21 accuracy_train 26 nb_total 1000 nb_correct 923 accuracy 92.30%
20240626-16:34:25 accuracy_test 26 nb_total 1000 nb_correct 920 accuracy 92.00%
20240626-16:34:25 main_test_accuracy 26 0.9200000166893005
20240626-16:34:25 test_perplexity 26 1.2341759456964445
20240626-16:34:25 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:34:25 --- epoch 27 ----------------------------------------
20240626-16:34:25 current accuracies [(0, 0.9240000247955322), (1, 0.9380000233650208), (2, 0.9390000700950623), (3, 0.9220000505447388), (4, 0.9200000166893005)]
20240626-16:34:25 training model 4 main_test_accuracy 0.9200000166893005
20240626-16:35:29 train_perplexity 27 1.240136969359566
20240626-16:35:56 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:36:02 accuracy_train 27 nb_total 1000 nb_correct 962 accuracy 96.20%
20240626-16:36:05 accuracy_test 27 nb_total 1000 nb_correct 947 accuracy 94.70%
20240626-16:36:05 main_test_accuracy 27 0.9470000267028809
20240626-16:36:06 test_perplexity 27 1.2334053396927407
20240626-16:36:06 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:36:06 --- epoch 28 ----------------------------------------
20240626-16:36:06 current accuracies [(0, 0.9240000247955322), (1, 0.9380000233650208), (2, 0.9390000700950623), (3, 0.9220000505447388), (4, 0.9470000267028809)]
20240626-16:36:06 training model 3 main_test_accuracy 0.9220000505447388
20240626-16:37:10 train_perplexity 28 1.2450971822282997
20240626-16:37:36 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:37:42 accuracy_train 28 nb_total 1000 nb_correct 932 accuracy 93.20%
20240626-16:37:45 accuracy_test 28 nb_total 1000 nb_correct 925 accuracy 92.50%
20240626-16:37:45 main_test_accuracy 28 0.9250000715255737
20240626-16:37:46 test_perplexity 28 1.2340514667360576
20240626-16:37:46 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:37:46 --- epoch 29 ----------------------------------------
20240626-16:37:46 current accuracies [(0, 0.9240000247955322), (1, 0.9380000233650208), (2, 0.9390000700950623), (3, 0.9250000715255737), (4, 0.9470000267028809)]
20240626-16:37:46 training model 0 main_test_accuracy 0.9240000247955322
20240626-16:38:50 train_perplexity 29 1.2458134920170407
20240626-16:39:17 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:39:23 accuracy_train 29 nb_total 1000 nb_correct 948 accuracy 94.80%
20240626-16:39:26 accuracy_test 29 nb_total 1000 nb_correct 934 accuracy 93.40%
20240626-16:39:26 main_test_accuracy 29 0.9340000152587891
20240626-16:39:27 test_perplexity 29 1.233232338574154
20240626-16:39:27 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:39:27 --- epoch 30 ----------------------------------------
20240626-16:39:27 current accuracies [(0, 0.9340000152587891), (1, 0.9380000233650208), (2, 0.9390000700950623), (3, 0.9250000715255737), (4, 0.9470000267028809)]
20240626-16:39:27 training model 3 main_test_accuracy 0.9250000715255737
20240626-16:40:30 train_perplexity 30 1.2410198711170455
20240626-16:40:57 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:41:02 accuracy_train 30 nb_total 1000 nb_correct 951 accuracy 95.10%
20240626-16:41:06 accuracy_test 30 nb_total 1000 nb_correct 947 accuracy 94.70%
20240626-16:41:06 main_test_accuracy 30 0.9470000267028809
20240626-16:41:06 test_perplexity 30 1.2322164858006697
20240626-16:41:06 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:41:06 --- epoch 31 ----------------------------------------
20240626-16:41:06 current accuracies [(0, 0.9340000152587891), (1, 0.9380000233650208), (2, 0.9390000700950623), (3, 0.9470000267028809), (4, 0.9470000267028809)]
20240626-16:41:06 training model 0 main_test_accuracy 0.9340000152587891
20240626-16:42:10 train_perplexity 31 1.2417927458399542
20240626-16:42:37 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:42:42 accuracy_train 31 nb_total 1000 nb_correct 966 accuracy 96.60%
20240626-16:42:46 accuracy_test 31 nb_total 1000 nb_correct 945 accuracy 94.50%
20240626-16:42:46 main_test_accuracy 31 0.9450000524520874
20240626-16:42:46 test_perplexity 31 1.2318134914877121
20240626-16:42:46 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:42:46 --- epoch 32 ----------------------------------------
20240626-16:42:46 current accuracies [(0, 0.9450000524520874), (1, 0.9380000233650208), (2, 0.9390000700950623), (3, 0.9470000267028809), (4, 0.9470000267028809)]
20240626-16:42:46 training model 1 main_test_accuracy 0.9380000233650208
20240626-16:43:50 train_perplexity 32 1.239394123985243
20240626-16:44:16 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:44:22 accuracy_train 32 nb_total 1000 nb_correct 961 accuracy 96.10%
20240626-16:44:26 accuracy_test 32 nb_total 1000 nb_correct 964 accuracy 96.40%
20240626-16:44:26 main_test_accuracy 32 0.9640000462532043
20240626-16:44:26 test_perplexity 32 1.2342407233281891
20240626-16:44:26 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:44:26 --- epoch 33 ----------------------------------------
20240626-16:44:26 current accuracies [(0, 0.9450000524520874), (1, 0.9640000462532043), (2, 0.9390000700950623), (3, 0.9470000267028809), (4, 0.9470000267028809)]
20240626-16:44:26 training model 2 main_test_accuracy 0.9390000700950623
20240626-16:45:30 train_perplexity 33 1.2447230575531578
20240626-16:45:56 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:46:02 accuracy_train 33 nb_total 1000 nb_correct 952 accuracy 95.20%
20240626-16:46:05 accuracy_test 33 nb_total 1000 nb_correct 939 accuracy 93.90%
20240626-16:46:05 main_test_accuracy 33 0.9390000700950623
20240626-16:46:06 test_perplexity 33 1.232831849551913
20240626-16:46:06 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:46:06 --- epoch 34 ----------------------------------------
20240626-16:46:06 current accuracies [(0, 0.9450000524520874), (1, 0.9640000462532043), (2, 0.9390000700950623), (3, 0.9470000267028809), (4, 0.9470000267028809)]
20240626-16:46:06 training model 2 main_test_accuracy 0.9390000700950623
20240626-16:47:10 train_perplexity 34 1.241947549470849
20240626-16:47:37 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:47:42 accuracy_train 34 nb_total 1000 nb_correct 966 accuracy 96.60%
20240626-16:47:46 accuracy_test 34 nb_total 1000 nb_correct 955 accuracy 95.50%
20240626-16:47:46 main_test_accuracy 34 0.9550000429153442
20240626-16:47:46 test_perplexity 34 1.2337891778326315
20240626-16:47:46 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:47:46 --- epoch 35 ----------------------------------------
20240626-16:47:46 current accuracies [(0, 0.9450000524520874), (1, 0.9640000462532043), (2, 0.9550000429153442), (3, 0.9470000267028809), (4, 0.9470000267028809)]
20240626-16:47:46 training model 0 main_test_accuracy 0.9450000524520874
20240626-16:48:50 train_perplexity 35 1.2385383666802576
20240626-16:49:16 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:49:22 accuracy_train 35 nb_total 1000 nb_correct 962 accuracy 96.20%
20240626-16:49:25 accuracy_test 35 nb_total 1000 nb_correct 963 accuracy 96.30%
20240626-16:49:25 main_test_accuracy 35 0.9630000591278076
20240626-16:49:26 test_perplexity 35 1.2316839156079593
20240626-16:49:26 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:49:26 --- epoch 36 ----------------------------------------
20240626-16:49:26 current accuracies [(0, 0.9630000591278076), (1, 0.9640000462532043), (2, 0.9550000429153442), (3, 0.9470000267028809), (4, 0.9470000267028809)]
20240626-16:49:26 training model 3 main_test_accuracy 0.9470000267028809
20240626-16:50:30 train_perplexity 36 1.2378269847626673
20240626-16:50:57 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:51:03 accuracy_train 36 nb_total 1000 nb_correct 948 accuracy 94.80%
20240626-16:51:06 accuracy_test 36 nb_total 1000 nb_correct 958 accuracy 95.80%
20240626-16:51:06 main_test_accuracy 36 0.9580000638961792
20240626-16:51:07 test_perplexity 36 1.2315776048588676
20240626-16:51:07 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:51:07 --- epoch 37 ----------------------------------------
20240626-16:51:07 current accuracies [(0, 0.9630000591278076), (1, 0.9640000462532043), (2, 0.9550000429153442), (3, 0.9580000638961792), (4, 0.9470000267028809)]
20240626-16:51:07 training model 4 main_test_accuracy 0.9470000267028809
20240626-16:52:11 train_perplexity 37 1.2375277055353233
20240626-16:52:37 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:52:42 accuracy_train 37 nb_total 1000 nb_correct 964 accuracy 96.40%
20240626-16:52:46 accuracy_test 37 nb_total 1000 nb_correct 959 accuracy 95.90%
20240626-16:52:46 main_test_accuracy 37 0.9590000510215759
20240626-16:52:46 test_perplexity 37 1.2310379150636053
20240626-16:52:46 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:52:46 --- epoch 38 ----------------------------------------
20240626-16:52:46 current accuracies [(0, 0.9630000591278076), (1, 0.9640000462532043), (2, 0.9550000429153442), (3, 0.9580000638961792), (4, 0.9590000510215759)]
20240626-16:52:46 training model 2 main_test_accuracy 0.9550000429153442
20240626-16:53:50 train_perplexity 38 1.2384304700881654
20240626-16:54:17 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:54:23 accuracy_train 38 nb_total 1000 nb_correct 970 accuracy 97.00%
20240626-16:54:26 accuracy_test 38 nb_total 1000 nb_correct 983 accuracy 98.30%
20240626-16:54:26 main_test_accuracy 38 0.9830000400543213
20240626-16:54:27 test_perplexity 38 1.232703699602031
20240626-16:54:27 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:54:27 --- epoch 39 ----------------------------------------
20240626-16:54:27 current accuracies [(0, 0.9630000591278076), (1, 0.9640000462532043), (2, 0.9830000400543213), (3, 0.9580000638961792), (4, 0.9590000510215759)]
20240626-16:54:27 training model 3 main_test_accuracy 0.9580000638961792
20240626-16:55:31 train_perplexity 39 1.2360055094353917
20240626-16:55:57 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:56:02 accuracy_train 39 nb_total 1000 nb_correct 986 accuracy 98.60%
20240626-16:56:06 accuracy_test 39 nb_total 1000 nb_correct 982 accuracy 98.20%
20240626-16:56:06 main_test_accuracy 39 0.9820000529289246
20240626-16:56:06 test_perplexity 39 1.2314667601139457
20240626-16:56:06 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:56:06 --- epoch 40 ----------------------------------------
20240626-16:56:06 current accuracies [(0, 0.9630000591278076), (1, 0.9640000462532043), (2, 0.9830000400543213), (3, 0.9820000529289246), (4, 0.9590000510215759)]
20240626-16:56:06 training model 4 main_test_accuracy 0.9590000510215759
20240626-16:57:10 train_perplexity 40 1.2355531418422148
20240626-16:57:38 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:57:43 accuracy_train 40 nb_total 1000 nb_correct 972 accuracy 97.20%
20240626-16:57:47 accuracy_test 40 nb_total 1000 nb_correct 976 accuracy 97.60%
20240626-16:57:47 main_test_accuracy 40 0.9760000705718994
20240626-16:57:48 test_perplexity 40 1.2313727540926585
20240626-16:57:48 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:57:48 --- epoch 41 ----------------------------------------
20240626-16:57:48 current accuracies [(0, 0.9630000591278076), (1, 0.9640000462532043), (2, 0.9830000400543213), (3, 0.9820000529289246), (4, 0.9760000705718994)]
20240626-16:57:48 training model 0 main_test_accuracy 0.9630000591278076
20240626-16:58:51 train_perplexity 41 1.2363951608106003
20240626-16:59:18 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-16:59:23 accuracy_train 41 nb_total 1000 nb_correct 973 accuracy 97.30%
20240626-16:59:27 accuracy_test 41 nb_total 1000 nb_correct 975 accuracy 97.50%
20240626-16:59:27 main_test_accuracy 41 0.9750000238418579
20240626-16:59:27 test_perplexity 41 1.2312755013256267
20240626-16:59:27 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-16:59:27 --- epoch 42 ----------------------------------------
20240626-16:59:27 current accuracies [(0, 0.9750000238418579), (1, 0.9640000462532043), (2, 0.9830000400543213), (3, 0.9820000529289246), (4, 0.9760000705718994)]
20240626-16:59:27 training model 1 main_test_accuracy 0.9640000462532043
20240626-17:00:31 train_perplexity 42 1.236627459836227
20240626-17:00:58 train_set_composition w_quizzes 100000 c_quizzes 0
20240626-17:01:03 accuracy_train 42 nb_total 1000 nb_correct 984 accuracy 98.40%
20240626-17:01:07 accuracy_test 42 nb_total 1000 nb_correct 986 accuracy 98.60%
20240626-17:01:07 main_test_accuracy 42 0.9860000610351562
20240626-17:01:07 test_perplexity 42 1.2303397733325712
20240626-17:01:07 test_set_composition w_quizzes 10000 c_quizzes 0
20240626-17:01:52 keep c_quizzes 0.64% kept total 7/1100
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20240626-17:57:01 keep c_quizzes 0.88% kept total 730/1100
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20240626-17:58:30 keep c_quizzes 0.88% kept total 749/1100
20240626-17:59:16 keep c_quizzes 0.88% kept total 753/1100
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20240626-18:00:45 keep c_quizzes 0.88% kept total 771/1100
20240626-18:01:30 keep c_quizzes 0.88% kept total 780/1100
20240626-18:02:15 keep c_quizzes 0.88% kept total 795/1100
20240626-18:03:00 keep c_quizzes 0.88% kept total 805/1100
20240626-18:03:44 keep c_quizzes 0.89% kept total 818/1100
20240626-18:04:29 keep c_quizzes 0.88% kept total 824/1100
20240626-18:05:15 keep c_quizzes 0.88% kept total 829/1100
20240626-18:05:59 keep c_quizzes 0.88% kept total 838/1100
20240626-18:06:44 keep c_quizzes 0.88% kept total 849/1100
20240626-18:07:31 keep c_quizzes 0.88% kept total 860/1100
20240626-18:08:16 keep c_quizzes 0.88% kept total 870/1100
20240626-18:09:02 keep c_quizzes 0.88% kept total 880/1100
20240626-18:09:47 keep c_quizzes 0.88% kept total 886/1100
20240626-18:10:31 keep c_quizzes 0.87% kept total 894/1100
20240626-18:11:16 keep c_quizzes 0.88% kept total 905/1100
20240626-18:12:02 keep c_quizzes 0.87% kept total 913/1100
20240626-18:12:46 keep c_quizzes 0.88% kept total 927/1100
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20240626-18:14:16 keep c_quizzes 0.88% kept total 950/1100
20240626-18:15:01 keep c_quizzes 0.88% kept total 961/1100
20240626-18:15:46 keep c_quizzes 0.88% kept total 965/1100
20240626-18:16:30 keep c_quizzes 0.88% kept total 973/1100
20240626-18:17:16 keep c_quizzes 0.87% kept total 981/1100
20240626-18:18:01 keep c_quizzes 0.88% kept total 993/1100
20240626-18:18:45 keep c_quizzes 0.87% kept total 1000/1100
20240626-18:19:30 keep c_quizzes 0.87% kept total 1008/1100
20240626-18:20:15 keep c_quizzes 0.87% kept total 1015/1100
20240626-18:21:00 keep c_quizzes 0.87% kept total 1022/1100
20240626-18:21:44 keep c_quizzes 0.87% kept total 1031/1100
20240626-18:22:28 keep c_quizzes 0.87% kept total 1041/1100
20240626-18:23:14 keep c_quizzes 0.87% kept total 1047/1100
20240626-18:23:59 keep c_quizzes 0.86% kept total 1050/1100
20240626-18:24:44 keep c_quizzes 0.86% kept total 1054/1100
20240626-18:25:28 keep c_quizzes 0.85% kept total 1060/1100
20240626-18:26:13 keep c_quizzes 0.85% kept total 1069/1100
20240626-18:26:58 keep c_quizzes 0.85% kept total 1073/1100
20240626-18:27:42 keep c_quizzes 0.85% kept total 1080/1100
20240626-18:28:27 keep c_quizzes 0.85% kept total 1088/1100
20240626-18:29:13 keep c_quizzes 0.85% kept total 1099/1100
20240626-18:29:57 keep c_quizzes 0.85% kept total 1111/1100
20240626-18:30:03 accuracy_train 42 nb_total 1000 nb_correct 983 accuracy 98.30%
20240626-18:30:07 accuracy_test 42 nb_total 1000 nb_correct 982 accuracy 98.20%
20240626-18:30:07 main_test_accuracy 42 0.9820000529289246
20240626-18:30:07 test_perplexity 42 1.2306222192476006
20240626-18:30:13 accuracy_train 42 nb_total 1000 nb_correct 977 accuracy 97.70%
20240626-18:30:16 accuracy_test 42 nb_total 1000 nb_correct 978 accuracy 97.80%
20240626-18:30:16 main_test_accuracy 42 0.9780000448226929
20240626-18:30:17 test_perplexity 42 1.231633547786608
20240626-18:30:22 accuracy_train 42 nb_total 1000 nb_correct 967 accuracy 96.70%
20240626-18:30:26 accuracy_test 42 nb_total 1000 nb_correct 979 accuracy 97.90%
20240626-18:30:26 main_test_accuracy 42 0.9790000319480896
20240626-18:30:26 test_perplexity 42 1.2318820833139255
20240626-18:30:32 accuracy_train 42 nb_total 1000 nb_correct 989 accuracy 98.90%
20240626-18:30:35 accuracy_test 42 nb_total 1000 nb_correct 982 accuracy 98.20%
20240626-18:30:35 main_test_accuracy 42 0.9820000529289246
20240626-18:30:36 test_perplexity 42 1.2317949647357234
20240626-18:30:41 accuracy_train 42 nb_total 1000 nb_correct 969 accuracy 96.90%
20240626-18:30:45 accuracy_test 42 nb_total 1000 nb_correct 975 accuracy 97.50%
20240626-18:30:45 main_test_accuracy 42 0.9750000238418579
20240626-18:30:45 test_perplexity 42 1.232931940643695
20240626-18:30:45 --- epoch 43 ----------------------------------------
20240626-18:30:45 current accuracies [(0, 0.9780000448226929), (1, 0.9820000529289246), (2, 0.9750000238418579), (3, 0.9820000529289246), (4, 0.9790000319480896)]
20240626-18:30:45 training model 2 main_test_accuracy 0.9750000238418579
20240626-18:31:49 train_perplexity 43 1.237043410723018
20240626-18:32:16 train_set_composition w_quizzes 99000 c_quizzes 1000
20240626-18:32:22 accuracy_train 43 nb_total 1000 nb_correct 975 accuracy 97.50%
20240626-18:32:25 accuracy_test 43 nb_total 1000 nb_correct 984 accuracy 98.40%
20240626-18:32:25 main_test_accuracy 43 0.984000027179718
20240626-18:32:26 test_perplexity 43 1.2314231402412386
20240626-18:32:26 test_set_composition w_quizzes 9900 c_quizzes 100
20240626-18:33:10 keep c_quizzes 1.00% kept total 11/1100
20240626-18:33:54 keep c_quizzes 1.14% kept total 25/1100
20240626-18:34:40 keep c_quizzes 1.15% kept total 38/1100
20240626-18:35:25 keep c_quizzes 1.07% kept total 47/1100
20240626-18:36:09 keep c_quizzes 1.11% kept total 61/1100
20240626-18:36:53 keep c_quizzes 1.17% kept total 77/1100
20240626-18:37:39 keep c_quizzes 1.05% kept total 81/1100
20240626-18:38:23 keep c_quizzes 1.05% kept total 92/1100
20240626-18:39:08 keep c_quizzes 1.04% kept total 103/1100
20240626-18:39:52 keep c_quizzes 1.05% kept total 115/1100
20240626-18:40:37 keep c_quizzes 1.04% kept total 126/1100
20240626-18:41:22 keep c_quizzes 1.10% kept total 145/1100
20240626-18:42:06 keep c_quizzes 1.08% kept total 155/1100
20240626-18:42:51 keep c_quizzes 1.06% kept total 164/1100
20240626-18:43:38 keep c_quizzes 1.04% kept total 172/1100
20240626-18:44:22 keep c_quizzes 1.03% kept total 182/1100
20240626-18:45:07 keep c_quizzes 1.01% kept total 189/1100
20240626-18:45:51 keep c_quizzes 0.99% kept total 196/1100
20240626-18:46:37 keep c_quizzes 0.99% kept total 207/1100
20240626-18:47:21 keep c_quizzes 1.03% kept total 227/1100
20240626-18:48:06 keep c_quizzes 1.02% kept total 236/1100
20240626-18:48:51 keep c_quizzes 1.02% kept total 247/1100
20240626-18:49:36 keep c_quizzes 1.02% kept total 257/1100
20240626-18:50:21 keep c_quizzes 1.01% kept total 266/1100
20240626-18:51:05 keep c_quizzes 1.02% kept total 281/1100
20240626-18:51:50 keep c_quizzes 1.02% kept total 293/1100
20240626-18:52:36 keep c_quizzes 1.01% kept total 299/1100
20240626-18:53:20 keep c_quizzes 1.01% kept total 312/1100
20240626-18:54:05 keep c_quizzes 0.99% kept total 317/1100
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20240626-18:55:35 keep c_quizzes 0.98% kept total 334/1100
20240626-18:56:19 keep c_quizzes 0.97% kept total 341/1100
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20240626-18:58:34 keep c_quizzes 0.97% kept total 373/1100
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20240626-19:10:32 keep c_quizzes 0.96% kept total 539/1100
20240626-19:11:17 keep c_quizzes 0.97% kept total 552/1100
20240626-19:12:01 keep c_quizzes 0.97% kept total 564/1100
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20240626-19:13:31 keep c_quizzes 0.98% kept total 594/1100
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20240626-19:15:00 keep c_quizzes 0.96% kept total 602/1100
20240626-19:15:46 keep c_quizzes 0.95% kept total 609/1100
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20240626-19:18:00 keep c_quizzes 0.96% kept total 647/1100
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20240626-19:22:32 keep c_quizzes 0.96% kept total 707/1100
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20240626-19:24:01 keep c_quizzes 0.96% kept total 728/1100
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20240626-19:25:32 keep c_quizzes 0.96% kept total 747/1100
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20240626-19:27:01 keep c_quizzes 0.95% kept total 764/1100
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20240626-19:28:31 keep c_quizzes 0.95% kept total 781/1100
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20240626-19:30:00 keep c_quizzes 0.95% kept total 807/1100
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20240626-19:36:44 keep c_quizzes 0.94% kept total 886/1100
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20240626-19:38:14 keep c_quizzes 0.94% kept total 906/1100
20240626-19:38:59 keep c_quizzes 0.93% kept total 912/1100
20240626-19:39:44 keep c_quizzes 0.94% kept total 927/1100
20240626-19:40:29 keep c_quizzes 0.93% kept total 935/1100
20240626-19:41:14 keep c_quizzes 0.93% kept total 944/1100
20240626-19:41:58 keep c_quizzes 0.94% kept total 960/1100
20240626-19:42:43 keep c_quizzes 0.94% kept total 972/1100
20240626-19:43:28 keep c_quizzes 0.94% kept total 982/1100
20240626-19:44:12 keep c_quizzes 0.94% kept total 994/1100
20240626-19:44:57 keep c_quizzes 0.95% kept total 1011/1100
20240626-19:45:42 keep c_quizzes 0.95% kept total 1024/1100
20240626-19:46:27 keep c_quizzes 0.95% kept total 1036/1100
20240626-19:47:11 keep c_quizzes 0.95% kept total 1042/1100
20240626-19:47:56 keep c_quizzes 0.95% kept total 1051/1100
20240626-19:48:41 keep c_quizzes 0.95% kept total 1066/1100
20240626-19:49:26 keep c_quizzes 0.95% kept total 1076/1100
20240626-19:50:10 keep c_quizzes 0.96% kept total 1096/1100
20240626-19:50:55 keep c_quizzes 0.96% kept total 1110/1100
20240626-19:51:01 accuracy_train 43 nb_total 1000 nb_correct 982 accuracy 98.20%
20240626-19:51:05 accuracy_test 43 nb_total 1000 nb_correct 984 accuracy 98.40%
20240626-19:51:05 main_test_accuracy 43 0.984000027179718
20240626-19:51:05 test_perplexity 43 1.2316186437757741
20240626-19:51:11 accuracy_train 43 nb_total 1000 nb_correct 971 accuracy 97.10%
20240626-19:51:15 accuracy_test 43 nb_total 1000 nb_correct 982 accuracy 98.20%
20240626-19:51:15 main_test_accuracy 43 0.9820000529289246
20240626-19:51:15 test_perplexity 43 1.2319304432911689
20240626-19:51:21 accuracy_train 43 nb_total 1000 nb_correct 972 accuracy 97.20%
20240626-19:51:24 accuracy_test 43 nb_total 1000 nb_correct 971 accuracy 97.10%
20240626-19:51:24 main_test_accuracy 43 0.971000075340271
20240626-19:51:25 test_perplexity 43 1.2323289923148295
20240626-19:51:30 accuracy_train 43 nb_total 1000 nb_correct 982 accuracy 98.20%
20240626-19:51:34 accuracy_test 43 nb_total 1000 nb_correct 986 accuracy 98.60%
20240626-19:51:34 main_test_accuracy 43 0.9860000610351562
20240626-19:51:34 test_perplexity 43 1.2309801828619544
20240626-19:51:40 accuracy_train 43 nb_total 1000 nb_correct 983 accuracy 98.30%
20240626-19:51:44 accuracy_test 43 nb_total 1000 nb_correct 985 accuracy 98.50%
20240626-19:51:44 main_test_accuracy 43 0.9850000739097595
20240626-19:51:44 test_perplexity 43 1.2323480926919657
20240626-19:51:44 --- epoch 44 ----------------------------------------
20240626-19:51:44 current accuracies [(0, 0.9820000529289246), (1, 0.9860000610351562), (2, 0.984000027179718), (3, 0.9850000739097595), (4, 0.971000075340271)]
20240626-19:51:44 training model 4 main_test_accuracy 0.971000075340271
20240626-19:52:48 train_perplexity 44 1.234840595507785
20240626-19:53:14 train_set_composition w_quizzes 98000 c_quizzes 2000
20240626-19:53:20 accuracy_train 44 nb_total 1000 nb_correct 977 accuracy 97.70%
20240626-19:53:23 accuracy_test 44 nb_total 1000 nb_correct 964 accuracy 96.40%
20240626-19:53:23 main_test_accuracy 44 0.9640000462532043
20240626-19:53:24 test_perplexity 44 1.2309903715424277
20240626-19:53:24 test_set_composition w_quizzes 9800 c_quizzes 200
20240626-19:53:24 --- epoch 45 ----------------------------------------
20240626-19:53:24 current accuracies [(0, 0.9820000529289246), (1, 0.9860000610351562), (2, 0.984000027179718), (3, 0.9850000739097595), (4, 0.9640000462532043)]
20240626-19:53:24 training model 4 main_test_accuracy 0.9640000462532043
20240626-19:54:28 train_perplexity 45 1.2335455196096414
20240626-19:54:54 train_set_composition w_quizzes 98000 c_quizzes 2000
20240626-19:55:00 accuracy_train 45 nb_total 1000 nb_correct 973 accuracy 97.30%
20240626-19:55:03 accuracy_test 45 nb_total 1000 nb_correct 969 accuracy 96.90%
20240626-19:55:03 main_test_accuracy 45 0.9690000414848328
20240626-19:55:04 test_perplexity 45 1.2301469829945166
20240626-19:55:04 test_set_composition w_quizzes 9800 c_quizzes 200
20240626-19:55:04 --- epoch 46 ----------------------------------------
20240626-19:55:04 current accuracies [(0, 0.9820000529289246), (1, 0.9860000610351562), (2, 0.984000027179718), (3, 0.9850000739097595), (4, 0.9690000414848328)]
20240626-19:55:04 training model 4 main_test_accuracy 0.9690000414848328
20240626-19:56:08 train_perplexity 46 1.2326913646297457
20240626-19:56:34 train_set_composition w_quizzes 98000 c_quizzes 2000
20240626-19:56:40 accuracy_train 46 nb_total 1000 nb_correct 996 accuracy 99.60%
20240626-19:56:43 accuracy_test 46 nb_total 1000 nb_correct 985 accuracy 98.50%
20240626-19:56:43 main_test_accuracy 46 0.9850000739097595
20240626-19:56:44 test_perplexity 46 1.231555988853224
20240626-19:56:44 test_set_composition w_quizzes 9800 c_quizzes 200
20240626-19:57:29 keep c_quizzes 1.09% kept total 12/1100
20240626-19:58:13 keep c_quizzes 1.09% kept total 24/1100
20240626-19:58:58 keep c_quizzes 0.97% kept total 32/1100
20240626-19:59:43 keep c_quizzes 1.16% kept total 51/1100
20240626-20:00:28 keep c_quizzes 1.16% kept total 64/1100
20240626-20:01:12 keep c_quizzes 1.17% kept total 77/1100
20240626-20:01:57 keep c_quizzes 1.09% kept total 84/1100
20240626-20:02:41 keep c_quizzes 1.10% kept total 97/1100
20240626-20:03:27 keep c_quizzes 1.13% kept total 112/1100
20240626-20:04:11 keep c_quizzes 1.16% kept total 128/1100
20240626-20:04:56 keep c_quizzes 1.21% kept total 147/1100
20240626-20:05:41 keep c_quizzes 1.28% kept total 169/1100
20240626-20:06:26 keep c_quizzes 1.28% kept total 183/1100
20240626-20:07:11 keep c_quizzes 1.31% kept total 201/1100
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20240626-20:08:40 keep c_quizzes 1.31% kept total 231/1100
20240626-20:09:25 keep c_quizzes 1.38% kept total 258/1100
20240626-20:10:10 keep c_quizzes 1.33% kept total 264/1100
20240626-20:10:54 keep c_quizzes 1.29% kept total 269/1100
20240626-20:11:39 keep c_quizzes 1.27% kept total 280/1100
20240626-20:12:24 keep c_quizzes 1.27% kept total 293/1100
20240626-20:13:09 keep c_quizzes 1.24% kept total 301/1100
20240626-20:13:54 keep c_quizzes 1.26% kept total 318/1100
20240626-20:14:39 keep c_quizzes 1.25% kept total 330/1100
20240626-20:15:24 keep c_quizzes 1.27% kept total 349/1100
20240626-20:16:08 keep c_quizzes 1.23% kept total 353/1100
20240626-20:16:53 keep c_quizzes 1.26% kept total 375/1100
20240626-20:17:38 keep c_quizzes 1.24% kept total 381/1100
20240626-20:18:23 keep c_quizzes 1.25% kept total 399/1100
20240626-20:19:08 keep c_quizzes 1.27% kept total 419/1100
20240626-20:19:52 keep c_quizzes 1.29% kept total 440/1100
20240626-20:20:38 keep c_quizzes 1.30% kept total 457/1100
20240626-20:21:23 keep c_quizzes 1.31% kept total 477/1100
20240626-20:22:07 keep c_quizzes 1.30% kept total 487/1100
20240626-20:22:52 keep c_quizzes 1.31% kept total 504/1100
20240626-20:23:37 keep c_quizzes 1.32% kept total 524/1100
20240626-20:24:22 keep c_quizzes 1.36% kept total 552/1100
20240626-20:25:07 keep c_quizzes 1.35% kept total 565/1100
20240626-20:25:52 keep c_quizzes 1.34% kept total 576/1100
20240626-20:26:37 keep c_quizzes 1.32% kept total 583/1100
20240626-20:27:23 keep c_quizzes 1.33% kept total 600/1100
20240626-20:28:07 keep c_quizzes 1.33% kept total 614/1100
20240626-20:28:52 keep c_quizzes 1.31% kept total 620/1100
20240626-20:29:37 keep c_quizzes 1.30% kept total 631/1100
20240626-20:30:22 keep c_quizzes 1.31% kept total 646/1100
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20240626-20:31:51 keep c_quizzes 1.30% kept total 674/1100
20240626-20:32:36 keep c_quizzes 1.30% kept total 688/1100
20240626-20:33:21 keep c_quizzes 1.31% kept total 706/1100
20240626-20:34:06 keep c_quizzes 1.31% kept total 718/1100
20240626-20:34:51 keep c_quizzes 1.30% kept total 728/1100
20240626-20:35:37 keep c_quizzes 1.30% kept total 744/1100
20240626-20:36:23 keep c_quizzes 1.30% kept total 760/1100
20240626-20:37:08 keep c_quizzes 1.31% kept total 779/1100
20240626-20:37:53 keep c_quizzes 1.32% kept total 799/1100
20240626-20:38:37 keep c_quizzes 1.32% kept total 816/1100
20240626-20:39:23 keep c_quizzes 1.32% kept total 830/1100
20240626-20:40:08 keep c_quizzes 1.32% kept total 844/1100
20240626-20:40:53 keep c_quizzes 1.32% kept total 859/1100
20240626-20:41:38 keep c_quizzes 1.32% kept total 869/1100
20240626-20:42:24 keep c_quizzes 1.33% kept total 890/1100
20240626-20:43:09 keep c_quizzes 1.32% kept total 901/1100
20240626-20:43:54 keep c_quizzes 1.33% kept total 920/1100
20240626-20:44:39 keep c_quizzes 1.32% kept total 929/1100
20240626-20:45:27 keep c_quizzes 1.32% kept total 943/1100
20240626-20:46:12 keep c_quizzes 1.31% kept total 952/1100
20240626-20:46:56 keep c_quizzes 1.32% kept total 972/1100
20240626-20:47:42 keep c_quizzes 1.31% kept total 979/1100
20240626-20:48:27 keep c_quizzes 1.32% kept total 999/1100
20240626-20:49:12 keep c_quizzes 1.31% kept total 1011/1100
20240626-20:49:57 keep c_quizzes 1.31% kept total 1022/1100
20240626-20:50:42 keep c_quizzes 1.30% kept total 1026/1100
20240626-20:51:27 keep c_quizzes 1.29% kept total 1038/1100
20240626-20:52:12 keep c_quizzes 1.30% kept total 1056/1100
20240626-20:52:57 keep c_quizzes 1.31% kept total 1077/1100
20240626-20:53:42 keep c_quizzes 1.30% kept total 1089/1100
20240626-20:54:27 keep c_quizzes 1.31% kept total 1108/1100
20240626-20:54:34 accuracy_train 46 nb_total 1000 nb_correct 991 accuracy 99.10%
20240626-20:54:37 accuracy_test 46 nb_total 1000 nb_correct 988 accuracy 98.80%
20240626-20:54:37 main_test_accuracy 46 0.9880000352859497
20240626-20:54:38 test_perplexity 46 1.231641602293127
20240626-20:54:43 accuracy_train 46 nb_total 1000 nb_correct 980 accuracy 98.00%
20240626-20:54:47 accuracy_test 46 nb_total 1000 nb_correct 980 accuracy 98.00%
20240626-20:54:47 main_test_accuracy 46 0.9800000190734863
20240626-20:54:47 test_perplexity 46 1.2324175680498224
20240626-20:54:53 accuracy_train 46 nb_total 1000 nb_correct 983 accuracy 98.30%
20240626-20:54:56 accuracy_test 46 nb_total 1000 nb_correct 984 accuracy 98.40%
20240626-20:54:56 main_test_accuracy 46 0.984000027179718
20240626-20:54:57 test_perplexity 46 1.2318483475146225
20240626-20:55:02 accuracy_train 46 nb_total 1000 nb_correct 985 accuracy 98.50%
20240626-20:55:06 accuracy_test 46 nb_total 1000 nb_correct 977 accuracy 97.70%
20240626-20:55:06 main_test_accuracy 46 0.9770000576972961
20240626-20:55:06 test_perplexity 46 1.2329612608710585
20240626-20:55:12 accuracy_train 46 nb_total 1000 nb_correct 987 accuracy 98.70%
20240626-20:55:15 accuracy_test 46 nb_total 1000 nb_correct 986 accuracy 98.60%
20240626-20:55:15 main_test_accuracy 46 0.9860000610351562
20240626-20:55:16 test_perplexity 46 1.2313939936594125
20240626-20:55:16 --- epoch 47 ----------------------------------------
20240626-20:55:16 current accuracies [(0, 0.9800000190734863), (1, 0.9860000610351562), (2, 0.984000027179718), (3, 0.9770000576972961), (4, 0.9880000352859497)]
20240626-20:55:16 training model 3 main_test_accuracy 0.9770000576972961
20240626-20:56:19 train_perplexity 47 1.2357453497187822
20240626-20:56:47 train_set_composition w_quizzes 97000 c_quizzes 3000
20240626-20:56:52 accuracy_train 47 nb_total 1000 nb_correct 981 accuracy 98.10%
20240626-20:56:56 accuracy_test 47 nb_total 1000 nb_correct 980 accuracy 98.00%
20240626-20:56:56 main_test_accuracy 47 0.9800000190734863
20240626-20:56:56 test_perplexity 47 1.230820849988488
20240626-20:56:56 test_set_composition w_quizzes 9700 c_quizzes 300
20240626-20:57:41 keep c_quizzes 0.45% kept total 5/1100
20240626-20:58:25 keep c_quizzes 1.09% kept total 24/1100
20240626-20:59:10 keep c_quizzes 1.30% kept total 43/1100
20240626-20:59:55 keep c_quizzes 1.36% kept total 60/1100
20240626-21:00:40 keep c_quizzes 1.33% kept total 73/1100
20240626-21:01:25 keep c_quizzes 1.29% kept total 85/1100
20240626-21:02:09 keep c_quizzes 1.32% kept total 102/1100
20240626-21:02:55 keep c_quizzes 1.33% kept total 117/1100
20240626-21:03:39 keep c_quizzes 1.37% kept total 136/1100
20240626-21:04:24 keep c_quizzes 1.43% kept total 157/1100
20240626-21:05:08 keep c_quizzes 1.39% kept total 168/1100
20240626-21:05:54 keep c_quizzes 1.39% kept total 183/1100
20240626-21:06:38 keep c_quizzes 1.45% kept total 207/1100
20240626-21:07:22 keep c_quizzes 1.44% kept total 222/1100
20240626-21:08:07 keep c_quizzes 1.44% kept total 237/1100
20240626-21:08:53 keep c_quizzes 1.47% kept total 259/1100
20240626-21:09:38 keep c_quizzes 1.49% kept total 278/1100
20240626-21:10:22 keep c_quizzes 1.45% kept total 287/1100
20240626-21:11:07 keep c_quizzes 1.42% kept total 297/1100
20240626-21:11:52 keep c_quizzes 1.42% kept total 312/1100
20240626-21:12:37 keep c_quizzes 1.40% kept total 323/1100
20240626-21:13:21 keep c_quizzes 1.38% kept total 335/1100
20240626-21:14:06 keep c_quizzes 1.37% kept total 347/1100
20240626-21:14:52 keep c_quizzes 1.36% kept total 359/1100
20240626-21:15:36 keep c_quizzes 1.35% kept total 372/1100
20240626-21:16:21 keep c_quizzes 1.38% kept total 395/1100
20240626-21:17:06 keep c_quizzes 1.38% kept total 409/1100
20240626-21:17:52 keep c_quizzes 1.35% kept total 417/1100
20240626-21:18:36 keep c_quizzes 1.35% kept total 432/1100
20240626-21:19:21 keep c_quizzes 1.35% kept total 446/1100
20240626-21:20:07 keep c_quizzes 1.34% kept total 457/1100
20240626-21:20:52 keep c_quizzes 1.35% kept total 474/1100
20240626-21:21:36 keep c_quizzes 1.34% kept total 485/1100
20240626-21:22:21 keep c_quizzes 1.34% kept total 501/1100
20240626-21:23:07 keep c_quizzes 1.32% kept total 507/1100
20240626-21:23:51 keep c_quizzes 1.32% kept total 522/1100
20240626-21:24:36 keep c_quizzes 1.32% kept total 539/1100
20240626-21:25:21 keep c_quizzes 1.33% kept total 557/1100
20240626-21:26:07 keep c_quizzes 1.32% kept total 568/1100
20240626-21:26:51 keep c_quizzes 1.32% kept total 580/1100
20240626-21:27:36 keep c_quizzes 1.31% kept total 589/1100
20240626-21:28:21 keep c_quizzes 1.31% kept total 603/1100
20240626-21:29:06 keep c_quizzes 1.31% kept total 618/1100
20240626-21:29:51 keep c_quizzes 1.29% kept total 624/1100
20240626-21:30:36 keep c_quizzes 1.29% kept total 637/1100
20240626-21:31:22 keep c_quizzes 1.28% kept total 649/1100
20240626-21:32:08 keep c_quizzes 1.28% kept total 661/1100
20240626-21:32:52 keep c_quizzes 1.29% kept total 680/1100
20240626-21:33:37 keep c_quizzes 1.29% kept total 696/1100
20240626-21:34:22 keep c_quizzes 1.28% kept total 704/1100
20240626-21:35:07 keep c_quizzes 1.30% kept total 727/1100
20240626-21:35:51 keep c_quizzes 1.30% kept total 742/1100
20240626-21:36:36 keep c_quizzes 1.29% kept total 754/1100
20240626-21:37:21 keep c_quizzes 1.28% kept total 762/1100
20240626-21:38:06 keep c_quizzes 1.29% kept total 778/1100
20240626-21:38:51 keep c_quizzes 1.29% kept total 793/1100
20240626-21:39:35 keep c_quizzes 1.29% kept total 810/1100
20240626-21:40:20 keep c_quizzes 1.28% kept total 818/1100
20240626-21:41:05 keep c_quizzes 1.28% kept total 830/1100
20240626-21:41:50 keep c_quizzes 1.30% kept total 859/1100
20240626-21:42:35 keep c_quizzes 1.30% kept total 870/1100
20240626-21:43:21 keep c_quizzes 1.30% kept total 886/1100
20240626-21:44:06 keep c_quizzes 1.29% kept total 895/1100
20240626-21:44:50 keep c_quizzes 1.30% kept total 914/1100
20240626-21:45:35 keep c_quizzes 1.30% kept total 929/1100
20240626-21:46:20 keep c_quizzes 1.30% kept total 941/1100
20240626-21:47:05 keep c_quizzes 1.29% kept total 952/1100
20240626-21:47:50 keep c_quizzes 1.28% kept total 961/1100
20240626-21:48:35 keep c_quizzes 1.29% kept total 976/1100
20240626-21:49:21 keep c_quizzes 1.29% kept total 991/1100
20240626-21:50:07 keep c_quizzes 1.29% kept total 1011/1100
20240626-21:50:52 keep c_quizzes 1.29% kept total 1023/1100
20240626-21:51:37 keep c_quizzes 1.29% kept total 1037/1100
20240626-21:52:22 keep c_quizzes 1.29% kept total 1054/1100
20240626-21:53:07 keep c_quizzes 1.29% kept total 1066/1100
20240626-21:53:52 keep c_quizzes 1.30% kept total 1090/1100
20240626-21:54:38 keep c_quizzes 1.30% kept total 1102/1100
20240626-21:54:44 accuracy_train 47 nb_total 1000 nb_correct 981 accuracy 98.10%
20240626-21:54:47 accuracy_test 47 nb_total 1000 nb_correct 982 accuracy 98.20%
20240626-21:54:47 main_test_accuracy 47 0.9820000529289246
20240626-21:54:48 test_perplexity 47 1.231056768879214
20240626-21:54:54 accuracy_train 47 nb_total 1000 nb_correct 978 accuracy 97.80%
20240626-21:54:57 accuracy_test 47 nb_total 1000 nb_correct 979 accuracy 97.90%
20240626-21:54:57 main_test_accuracy 47 0.9790000319480896
20240626-21:54:58 test_perplexity 47 1.2329781381988534
20240626-21:55:03 accuracy_train 47 nb_total 1000 nb_correct 976 accuracy 97.60%
20240626-21:55:07 accuracy_test 47 nb_total 1000 nb_correct 974 accuracy 97.40%
20240626-21:55:07 main_test_accuracy 47 0.9740000367164612
20240626-21:55:07 test_perplexity 47 1.2321027853404947
20240626-21:55:13 accuracy_train 47 nb_total 1000 nb_correct 977 accuracy 97.70%
20240626-21:55:16 accuracy_test 47 nb_total 1000 nb_correct 981 accuracy 98.10%
20240626-21:55:16 main_test_accuracy 47 0.9810000658035278
20240626-21:55:17 test_perplexity 47 1.231890671787118
20240626-21:55:22 accuracy_train 47 nb_total 1000 nb_correct 995 accuracy 99.50%
20240626-21:55:26 accuracy_test 47 nb_total 1000 nb_correct 989 accuracy 98.90%
20240626-21:55:26 main_test_accuracy 47 0.9890000224113464
20240626-21:55:26 test_perplexity 47 1.2318844041250556
20240626-21:55:26 --- epoch 48 ----------------------------------------
20240626-21:55:26 current accuracies [(0, 0.9790000319480896), (1, 0.9810000658035278), (2, 0.9740000367164612), (3, 0.9820000529289246), (4, 0.9890000224113464)]
20240626-21:55:26 training model 2 main_test_accuracy 0.9740000367164612
20240626-21:56:30 train_perplexity 48 1.2361002792020688
20240626-21:56:56 train_set_composition w_quizzes 96000 c_quizzes 4000
20240626-21:57:02 accuracy_train 48 nb_total 1000 nb_correct 989 accuracy 98.90%
20240626-21:57:05 accuracy_test 48 nb_total 1000 nb_correct 980 accuracy 98.00%
20240626-21:57:05 main_test_accuracy 48 0.9800000190734863
20240626-21:57:06 test_perplexity 48 1.2320580391897797
20240626-21:57:06 test_set_composition w_quizzes 9600 c_quizzes 400
20240626-21:57:50 keep c_quizzes 1.91% kept total 21/1100
20240626-21:58:35 keep c_quizzes 1.55% kept total 34/1100
20240626-21:59:20 keep c_quizzes 1.36% kept total 45/1100
20240626-22:00:04 keep c_quizzes 1.30% kept total 57/1100
20240626-22:00:48 keep c_quizzes 1.40% kept total 77/1100
20240626-22:01:33 keep c_quizzes 1.36% kept total 90/1100
20240626-22:02:18 keep c_quizzes 1.35% kept total 104/1100
20240626-22:03:03 keep c_quizzes 1.35% kept total 119/1100
20240626-22:03:47 keep c_quizzes 1.33% kept total 132/1100
20240626-22:04:33 keep c_quizzes 1.40% kept total 154/1100
20240626-22:05:19 keep c_quizzes 1.36% kept total 165/1100
20240626-22:06:05 keep c_quizzes 1.36% kept total 179/1100
20240626-22:06:50 keep c_quizzes 1.31% kept total 187/1100
20240626-22:07:36 keep c_quizzes 1.31% kept total 202/1100
20240626-22:08:21 keep c_quizzes 1.36% kept total 225/1100
20240626-22:09:07 keep c_quizzes 1.35% kept total 237/1100
20240626-22:09:54 keep c_quizzes 1.33% kept total 248/1100
20240626-22:10:41 keep c_quizzes 1.36% kept total 270/1100
20240626-22:11:26 keep c_quizzes 1.36% kept total 284/1100
20240626-22:12:10 keep c_quizzes 1.36% kept total 300/1100
20240626-22:12:55 keep c_quizzes 1.35% kept total 313/1100
20240626-22:13:41 keep c_quizzes 1.37% kept total 332/1100
20240626-22:14:27 keep c_quizzes 1.34% kept total 339/1100
20240626-22:15:11 keep c_quizzes 1.39% kept total 366/1100
20240626-22:15:57 keep c_quizzes 1.39% kept total 382/1100
20240626-22:16:43 keep c_quizzes 1.39% kept total 398/1100
20240626-22:17:29 keep c_quizzes 1.41% kept total 419/1100
20240626-22:18:15 keep c_quizzes 1.42% kept total 437/1100
20240626-22:19:02 keep c_quizzes 1.40% kept total 448/1100
20240626-22:19:48 keep c_quizzes 1.40% kept total 463/1100
20240626-22:20:33 keep c_quizzes 1.40% kept total 477/1100
20240626-22:21:18 keep c_quizzes 1.39% kept total 489/1100
20240626-22:22:03 keep c_quizzes 1.37% kept total 499/1100
20240626-22:22:48 keep c_quizzes 1.38% kept total 517/1100
20240626-22:23:32 keep c_quizzes 1.38% kept total 531/1100
20240626-22:24:17 keep c_quizzes 1.39% kept total 551/1100
20240626-22:25:02 keep c_quizzes 1.40% kept total 569/1100
20240626-22:25:47 keep c_quizzes 1.37% kept total 572/1100
20240626-22:26:32 keep c_quizzes 1.38% kept total 590/1100
20240626-22:27:16 keep c_quizzes 1.36% kept total 598/1100
20240626-22:28:02 keep c_quizzes 1.37% kept total 620/1100
20240626-22:28:47 keep c_quizzes 1.37% kept total 635/1100
20240626-22:29:32 keep c_quizzes 1.40% kept total 660/1100
20240626-22:30:17 keep c_quizzes 1.42% kept total 686/1100
20240626-22:31:03 keep c_quizzes 1.40% kept total 695/1100
20240626-22:31:47 keep c_quizzes 1.40% kept total 707/1100
20240626-22:32:32 keep c_quizzes 1.38% kept total 713/1100
20240626-22:33:17 keep c_quizzes 1.37% kept total 725/1100
20240626-22:34:03 keep c_quizzes 1.36% kept total 732/1100
20240626-22:34:48 keep c_quizzes 1.38% kept total 757/1100
20240626-22:35:33 keep c_quizzes 1.38% kept total 772/1100
20240626-22:36:18 keep c_quizzes 1.36% kept total 780/1100
20240626-22:37:03 keep c_quizzes 1.36% kept total 791/1100
20240626-22:37:48 keep c_quizzes 1.36% kept total 805/1100
20240626-22:38:32 keep c_quizzes 1.37% kept total 827/1100
20240626-22:39:17 keep c_quizzes 1.37% kept total 844/1100
20240626-22:40:02 keep c_quizzes 1.36% kept total 854/1100
20240626-22:40:47 keep c_quizzes 1.37% kept total 872/1100
20240626-22:41:31 keep c_quizzes 1.39% kept total 899/1100
20240626-22:42:16 keep c_quizzes 1.38% kept total 909/1100
20240626-22:43:01 keep c_quizzes 1.38% kept total 926/1100
20240626-22:43:46 keep c_quizzes 1.38% kept total 942/1100
20240626-22:44:30 keep c_quizzes 1.37% kept total 951/1100
20240626-22:45:15 keep c_quizzes 1.38% kept total 973/1100
20240626-22:46:00 keep c_quizzes 1.38% kept total 987/1100
20240626-22:46:44 keep c_quizzes 1.38% kept total 999/1100
20240626-22:47:29 keep c_quizzes 1.39% kept total 1024/1100
20240626-22:48:14 keep c_quizzes 1.39% kept total 1043/1100
20240626-22:48:59 keep c_quizzes 1.38% kept total 1048/1100
20240626-22:49:44 keep c_quizzes 1.39% kept total 1073/1100
20240626-22:50:28 keep c_quizzes 1.40% kept total 1091/1100
20240626-22:51:14 keep c_quizzes 1.39% kept total 1102/1100
20240626-22:51:20 accuracy_train 48 nb_total 1000 nb_correct 979 accuracy 97.90%
20240626-22:51:24 accuracy_test 48 nb_total 1000 nb_correct 982 accuracy 98.20%
20240626-22:51:24 main_test_accuracy 48 0.9820000529289246
20240626-22:51:24 test_perplexity 48 1.2321430711729322
20240626-22:51:30 accuracy_train 48 nb_total 1000 nb_correct 974 accuracy 97.40%
20240626-22:51:33 accuracy_test 48 nb_total 1000 nb_correct 978 accuracy 97.80%
20240626-22:51:33 main_test_accuracy 48 0.9780000448226929
20240626-22:51:34 test_perplexity 48 1.2335548101954745
20240626-22:51:39 accuracy_train 48 nb_total 1000 nb_correct 977 accuracy 97.70%
20240626-22:51:43 accuracy_test 48 nb_total 1000 nb_correct 985 accuracy 98.50%
20240626-22:51:43 main_test_accuracy 48 0.9850000739097595
20240626-22:51:43 test_perplexity 48 1.2325621372774638
20240626-22:51:49 accuracy_train 48 nb_total 1000 nb_correct 986 accuracy 98.60%
20240626-22:51:52 accuracy_test 48 nb_total 1000 nb_correct 984 accuracy 98.40%
20240626-22:51:52 main_test_accuracy 48 0.984000027179718
20240626-22:51:53 test_perplexity 48 1.2312226992746165
20240626-22:51:58 accuracy_train 48 nb_total 1000 nb_correct 991 accuracy 99.10%
20240626-22:52:02 accuracy_test 48 nb_total 1000 nb_correct 988 accuracy 98.80%
20240626-22:52:02 main_test_accuracy 48 0.9880000352859497
20240626-22:52:02 test_perplexity 48 1.2320334230097536
20240626-22:52:02 --- epoch 49 ----------------------------------------
20240626-22:52:02 current accuracies [(0, 0.9780000448226929), (1, 0.9850000739097595), (2, 0.9820000529289246), (3, 0.984000027179718), (4, 0.9880000352859497)]
20240626-22:52:02 training model 0 main_test_accuracy 0.9780000448226929
20240626-22:53:06 train_perplexity 49 1.2363323693807118
20240626-22:53:33 train_set_composition w_quizzes 95000 c_quizzes 5000
20240626-22:53:38 accuracy_train 49 nb_total 1000 nb_correct 972 accuracy 97.20%
20240626-22:53:42 accuracy_test 49 nb_total 1000 nb_correct 972 accuracy 97.20%
20240626-22:53:42 main_test_accuracy 49 0.9720000624656677
20240626-22:53:42 test_perplexity 49 1.2317003751551805
20240626-22:53:42 test_set_composition w_quizzes 9500 c_quizzes 500
20240626-22:53:42 --- epoch 50 ----------------------------------------
20240626-22:53:42 current accuracies [(0, 0.9720000624656677), (1, 0.9850000739097595), (2, 0.9820000529289246), (3, 0.984000027179718), (4, 0.9880000352859497)]
20240626-22:53:42 training model 0 main_test_accuracy 0.9720000624656677
20240626-22:54:46 train_perplexity 50 1.234585779565625
20240626-22:55:12 train_set_composition w_quizzes 95000 c_quizzes 5000
20240626-22:55:18 accuracy_train 50 nb_total 1000 nb_correct 988 accuracy 98.80%
20240626-22:55:21 accuracy_test 50 nb_total 1000 nb_correct 979 accuracy 97.90%
20240626-22:55:21 main_test_accuracy 50 0.9790000319480896
20240626-22:55:22 test_perplexity 50 1.2303409871936282
20240626-22:55:22 test_set_composition w_quizzes 9500 c_quizzes 500
20240626-22:56:06 keep c_quizzes 2.09% kept total 23/1100
20240626-22:56:51 keep c_quizzes 2.14% kept total 47/1100
20240626-22:57:37 keep c_quizzes 2.09% kept total 69/1100
20240626-22:58:21 keep c_quizzes 1.73% kept total 76/1100
20240626-22:59:06 keep c_quizzes 1.80% kept total 99/1100
20240626-22:59:51 keep c_quizzes 1.68% kept total 111/1100
20240626-23:00:36 keep c_quizzes 1.70% kept total 131/1100
20240626-23:01:21 keep c_quizzes 1.72% kept total 151/1100
20240626-23:02:05 keep c_quizzes 1.73% kept total 171/1100
20240626-23:02:52 keep c_quizzes 1.84% kept total 202/1100
20240626-23:03:38 keep c_quizzes 1.83% kept total 222/1100
20240626-23:04:23 keep c_quizzes 1.83% kept total 241/1100
20240626-23:05:08 keep c_quizzes 1.76% kept total 252/1100
20240626-23:05:53 keep c_quizzes 1.76% kept total 271/1100
20240626-23:06:38 keep c_quizzes 1.79% kept total 296/1100
20240626-23:07:23 keep c_quizzes 1.84% kept total 324/1100
20240626-23:08:08 keep c_quizzes 1.78% kept total 332/1100
20240626-23:08:53 keep c_quizzes 1.75% kept total 347/1100
20240626-23:09:38 keep c_quizzes 1.75% kept total 366/1100
20240626-23:10:23 keep c_quizzes 1.78% kept total 392/1100
20240626-23:11:08 keep c_quizzes 1.74% kept total 401/1100
20240626-23:11:52 keep c_quizzes 1.74% kept total 422/1100
20240626-23:12:38 keep c_quizzes 1.77% kept total 448/1100
20240626-23:13:23 keep c_quizzes 1.76% kept total 464/1100
20240626-23:14:07 keep c_quizzes 1.76% kept total 485/1100
20240626-23:14:52 keep c_quizzes 1.78% kept total 508/1100
20240626-23:15:37 keep c_quizzes 1.78% kept total 528/1100
20240626-23:16:22 keep c_quizzes 1.77% kept total 546/1100
20240626-23:17:06 keep c_quizzes 1.78% kept total 568/1100
20240626-23:17:51 keep c_quizzes 1.76% kept total 580/1100
20240626-23:18:36 keep c_quizzes 1.73% kept total 589/1100
20240626-23:19:21 keep c_quizzes 1.72% kept total 606/1100
20240626-23:20:06 keep c_quizzes 1.71% kept total 619/1100
20240626-23:20:51 keep c_quizzes 1.70% kept total 637/1100
20240626-23:21:36 keep c_quizzes 1.72% kept total 661/1100
20240626-23:22:21 keep c_quizzes 1.72% kept total 682/1100
20240626-23:23:06 keep c_quizzes 1.73% kept total 705/1100
20240626-23:23:51 keep c_quizzes 1.72% kept total 717/1100
20240626-23:24:36 keep c_quizzes 1.71% kept total 735/1100
20240626-23:25:24 keep c_quizzes 1.71% kept total 752/1100
20240626-23:26:09 keep c_quizzes 1.68% kept total 759/1100
20240626-23:26:54 keep c_quizzes 1.68% kept total 776/1100
20240626-23:27:39 keep c_quizzes 1.68% kept total 795/1100
20240626-23:28:24 keep c_quizzes 1.69% kept total 819/1100
20240626-23:29:09 keep c_quizzes 1.69% kept total 838/1100
20240626-23:29:54 keep c_quizzes 1.69% kept total 857/1100
20240626-23:30:39 keep c_quizzes 1.69% kept total 876/1100
20240626-23:31:24 keep c_quizzes 1.68% kept total 886/1100
20240626-23:32:09 keep c_quizzes 1.67% kept total 902/1100
20240626-23:32:55 keep c_quizzes 1.67% kept total 920/1100
20240626-23:33:40 keep c_quizzes 1.67% kept total 936/1100
20240626-23:34:25 keep c_quizzes 1.66% kept total 950/1100
20240626-23:35:09 keep c_quizzes 1.66% kept total 968/1100
20240626-23:35:55 keep c_quizzes 1.67% kept total 992/1100
20240626-23:36:40 keep c_quizzes 1.66% kept total 1007/1100
20240626-23:37:24 keep c_quizzes 1.67% kept total 1031/1100
20240626-23:38:09 keep c_quizzes 1.68% kept total 1053/1100
20240626-23:38:55 keep c_quizzes 1.67% kept total 1065/1100
20240626-23:39:40 keep c_quizzes 1.67% kept total 1084/1100
20240626-23:40:24 keep c_quizzes 1.67% kept total 1100/1100
20240626-23:40:31 accuracy_train 50 nb_total 1000 nb_correct 994 accuracy 99.40%
20240626-23:40:34 accuracy_test 50 nb_total 1000 nb_correct 984 accuracy 98.40%
20240626-23:40:34 main_test_accuracy 50 0.984000027179718
20240626-23:40:35 test_perplexity 50 1.230505250818628
20240626-23:40:40 accuracy_train 50 nb_total 1000 nb_correct 980 accuracy 98.00%
20240626-23:40:44 accuracy_test 50 nb_total 1000 nb_correct 989 accuracy 98.90%
20240626-23:40:44 main_test_accuracy 50 0.9890000224113464
20240626-23:40:44 test_perplexity 50 1.2323190738757392
20240626-23:40:50 accuracy_train 50 nb_total 1000 nb_correct 988 accuracy 98.80%
20240626-23:40:53 accuracy_test 50 nb_total 1000 nb_correct 981 accuracy 98.10%
20240626-23:40:53 main_test_accuracy 50 0.9810000658035278
20240626-23:40:54 test_perplexity 50 1.231420142281569
20240626-23:40:59 accuracy_train 50 nb_total 1000 nb_correct 977 accuracy 97.70%
20240626-23:41:03 accuracy_test 50 nb_total 1000 nb_correct 977 accuracy 97.70%
20240626-23:41:03 main_test_accuracy 50 0.9770000576972961
20240626-23:41:03 test_perplexity 50 1.2330541446140666
20240626-23:41:09 accuracy_train 50 nb_total 1000 nb_correct 993 accuracy 99.30%
20240626-23:41:12 accuracy_test 50 nb_total 1000 nb_correct 987 accuracy 98.70%
20240626-23:41:12 main_test_accuracy 50 0.987000048160553
20240626-23:41:13 test_perplexity 50 1.2322169400631866
20240626-23:41:13 --- epoch 51 ----------------------------------------
20240626-23:41:13 current accuracies [(0, 0.984000027179718), (1, 0.9770000576972961), (2, 0.9890000224113464), (3, 0.9810000658035278), (4, 0.987000048160553)]
20240626-23:41:13 training model 1 main_test_accuracy 0.9770000576972961
20240626-23:42:17 train_perplexity 51 1.2360212257467675
20240626-23:42:43 train_set_composition w_quizzes 94000 c_quizzes 6000
20240626-23:42:49 accuracy_train 51 nb_total 1000 nb_correct 968 accuracy 96.80%
20240626-23:42:52 accuracy_test 51 nb_total 1000 nb_correct 971 accuracy 97.10%
20240626-23:42:52 main_test_accuracy 51 0.971000075340271
20240626-23:42:53 test_perplexity 51 1.231837931095917
20240626-23:42:53 test_set_composition w_quizzes 9400 c_quizzes 600
20240626-23:42:53 --- epoch 52 ----------------------------------------
20240626-23:42:53 current accuracies [(0, 0.984000027179718), (1, 0.971000075340271), (2, 0.9890000224113464), (3, 0.9810000658035278), (4, 0.987000048160553)]
20240626-23:42:53 training model 1 main_test_accuracy 0.971000075340271
20240626-23:43:57 train_perplexity 52 1.234979287663237
20240626-23:44:23 train_set_composition w_quizzes 94000 c_quizzes 6000
20240626-23:44:29 accuracy_train 52 nb_total 1000 nb_correct 985 accuracy 98.50%
20240626-23:44:33 accuracy_test 52 nb_total 1000 nb_correct 987 accuracy 98.70%
20240626-23:44:33 main_test_accuracy 52 0.987000048160553
20240626-23:44:33 test_perplexity 52 1.2313853438767273
20240626-23:44:33 test_set_composition w_quizzes 9400 c_quizzes 600
20240626-23:45:18 keep c_quizzes 1.27% kept total 14/1100
20240626-23:46:03 keep c_quizzes 1.36% kept total 30/1100
20240626-23:46:47 keep c_quizzes 1.33% kept total 44/1100
20240626-23:47:33 keep c_quizzes 1.32% kept total 58/1100
20240626-23:48:17 keep c_quizzes 1.35% kept total 74/1100
20240626-23:49:02 keep c_quizzes 1.23% kept total 81/1100
20240626-23:49:47 keep c_quizzes 1.29% kept total 99/1100
20240626-23:50:32 keep c_quizzes 1.31% kept total 115/1100
20240626-23:51:17 keep c_quizzes 1.46% kept total 145/1100
20240626-23:52:01 keep c_quizzes 1.47% kept total 162/1100
20240626-23:52:46 keep c_quizzes 1.50% kept total 181/1100
20240626-23:53:31 keep c_quizzes 1.52% kept total 200/1100
20240626-23:54:16 keep c_quizzes 1.52% kept total 217/1100
20240626-23:55:00 keep c_quizzes 1.54% kept total 237/1100
20240626-23:55:45 keep c_quizzes 1.55% kept total 256/1100
20240626-23:56:30 keep c_quizzes 1.58% kept total 278/1100
20240626-23:57:15 keep c_quizzes 1.57% kept total 293/1100
20240626-23:57:59 keep c_quizzes 1.55% kept total 306/1100
20240626-23:58:44 keep c_quizzes 1.53% kept total 320/1100
20240626-23:59:30 keep c_quizzes 1.53% kept total 337/1100
20240627-00:00:14 keep c_quizzes 1.57% kept total 363/1100
20240627-00:00:59 keep c_quizzes 1.57% kept total 380/1100
20240627-00:01:44 keep c_quizzes 1.57% kept total 396/1100
20240627-00:02:29 keep c_quizzes 1.57% kept total 414/1100
20240627-00:03:13 keep c_quizzes 1.58% kept total 434/1100
20240627-00:03:58 keep c_quizzes 1.60% kept total 457/1100
20240627-00:04:43 keep c_quizzes 1.60% kept total 475/1100
20240627-00:05:28 keep c_quizzes 1.61% kept total 496/1100
20240627-00:06:12 keep c_quizzes 1.61% kept total 515/1100
20240627-00:06:57 keep c_quizzes 1.61% kept total 531/1100
20240627-00:07:42 keep c_quizzes 1.60% kept total 546/1100
20240627-00:08:27 keep c_quizzes 1.59% kept total 559/1100
20240627-00:09:12 keep c_quizzes 1.59% kept total 578/1100
20240627-00:09:57 keep c_quizzes 1.58% kept total 592/1100
20240627-00:10:42 keep c_quizzes 1.58% kept total 607/1100
20240627-00:11:27 keep c_quizzes 1.61% kept total 638/1100
20240627-00:12:12 keep c_quizzes 1.61% kept total 654/1100
20240627-00:12:56 keep c_quizzes 1.61% kept total 675/1100
20240627-00:13:42 keep c_quizzes 1.60% kept total 688/1100
20240627-00:14:27 keep c_quizzes 1.60% kept total 704/1100
20240627-00:15:11 keep c_quizzes 1.60% kept total 723/1100
20240627-00:15:56 keep c_quizzes 1.61% kept total 742/1100
20240627-00:16:44 keep c_quizzes 1.59% kept total 754/1100
20240627-00:17:30 keep c_quizzes 1.58% kept total 764/1100
20240627-00:18:15 keep c_quizzes 1.60% kept total 791/1100
20240627-00:18:59 keep c_quizzes 1.60% kept total 810/1100
20240627-00:19:44 keep c_quizzes 1.59% kept total 822/1100
20240627-00:20:29 keep c_quizzes 1.58% kept total 836/1100
20240627-00:21:14 keep c_quizzes 1.58% kept total 851/1100
20240627-00:21:59 keep c_quizzes 1.59% kept total 874/1100
20240627-00:22:43 keep c_quizzes 1.59% kept total 894/1100
20240627-00:23:29 keep c_quizzes 1.60% kept total 913/1100
20240627-00:24:14 keep c_quizzes 1.62% kept total 942/1100
20240627-00:24:58 keep c_quizzes 1.62% kept total 964/1100
20240627-00:25:43 keep c_quizzes 1.60% kept total 970/1100
20240627-00:26:28 keep c_quizzes 1.61% kept total 993/1100
20240627-00:27:13 keep c_quizzes 1.62% kept total 1013/1100
20240627-00:27:57 keep c_quizzes 1.61% kept total 1029/1100
20240627-00:28:42 keep c_quizzes 1.60% kept total 1040/1100
20240627-00:29:27 keep c_quizzes 1.59% kept total 1050/1100
20240627-00:30:12 keep c_quizzes 1.58% kept total 1060/1100
20240627-00:30:56 keep c_quizzes 1.58% kept total 1076/1100
20240627-00:31:41 keep c_quizzes 1.59% kept total 1100/1100
20240627-00:31:47 accuracy_train 52 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-00:31:51 accuracy_test 52 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-00:31:51 main_test_accuracy 52 0.9920000433921814
20240627-00:31:51 test_perplexity 52 1.2314292156367816
20240627-00:31:57 accuracy_train 52 nb_total 1000 nb_correct 981 accuracy 98.10%
20240627-00:32:00 accuracy_test 52 nb_total 1000 nb_correct 980 accuracy 98.00%
20240627-00:32:00 main_test_accuracy 52 0.9800000190734863
20240627-00:32:01 test_perplexity 52 1.2316755563418489
20240627-00:32:06 accuracy_train 52 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-00:32:10 accuracy_test 52 nb_total 1000 nb_correct 979 accuracy 97.90%
20240627-00:32:10 main_test_accuracy 52 0.9790000319480896
20240627-00:32:10 test_perplexity 52 1.2306658881376609
20240627-00:32:16 accuracy_train 52 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-00:32:20 accuracy_test 52 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-00:32:20 main_test_accuracy 52 0.9900000691413879
20240627-00:32:20 test_perplexity 52 1.2325132816015625
20240627-00:32:26 accuracy_train 52 nb_total 1000 nb_correct 981 accuracy 98.10%
20240627-00:32:29 accuracy_test 52 nb_total 1000 nb_correct 981 accuracy 98.10%
20240627-00:32:29 main_test_accuracy 52 0.9810000658035278
20240627-00:32:30 test_perplexity 52 1.2325863368055239
20240627-00:32:30 --- epoch 53 ----------------------------------------
20240627-00:32:30 current accuracies [(0, 0.9790000319480896), (1, 0.9920000433921814), (2, 0.9810000658035278), (3, 0.9800000190734863), (4, 0.9900000691413879)]
20240627-00:32:30 training model 0 main_test_accuracy 0.9790000319480896
20240627-00:33:33 train_perplexity 53 1.2340412632745472
20240627-00:34:00 train_set_composition w_quizzes 93000 c_quizzes 7000
20240627-00:34:05 accuracy_train 53 nb_total 1000 nb_correct 984 accuracy 98.40%
20240627-00:34:09 accuracy_test 53 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-00:34:09 main_test_accuracy 53 0.9930000305175781
20240627-00:34:09 test_perplexity 53 1.2303697324554317
20240627-00:34:09 test_set_composition w_quizzes 9300 c_quizzes 700
20240627-00:34:54 keep c_quizzes 2.91% kept total 32/1100
20240627-00:35:39 keep c_quizzes 2.41% kept total 53/1100
20240627-00:36:24 keep c_quizzes 2.12% kept total 70/1100
20240627-00:37:08 keep c_quizzes 1.84% kept total 81/1100
20240627-00:37:54 keep c_quizzes 1.64% kept total 90/1100
20240627-00:38:38 keep c_quizzes 1.62% kept total 107/1100
20240627-00:39:23 keep c_quizzes 1.58% kept total 122/1100
20240627-00:40:07 keep c_quizzes 1.52% kept total 134/1100
20240627-00:40:52 keep c_quizzes 1.59% kept total 157/1100
20240627-00:41:37 keep c_quizzes 1.62% kept total 178/1100
20240627-00:42:21 keep c_quizzes 1.66% kept total 201/1100
20240627-00:43:06 keep c_quizzes 1.64% kept total 217/1100
20240627-00:43:51 keep c_quizzes 1.63% kept total 233/1100
20240627-00:44:36 keep c_quizzes 1.67% kept total 257/1100
20240627-00:45:21 keep c_quizzes 1.68% kept total 278/1100
20240627-00:46:06 keep c_quizzes 1.73% kept total 305/1100
20240627-00:46:51 keep c_quizzes 1.74% kept total 325/1100
20240627-00:47:36 keep c_quizzes 1.72% kept total 341/1100
20240627-00:48:21 keep c_quizzes 1.69% kept total 353/1100
20240627-00:49:06 keep c_quizzes 1.68% kept total 370/1100
20240627-00:49:51 keep c_quizzes 1.69% kept total 390/1100
20240627-00:50:35 keep c_quizzes 1.67% kept total 403/1100
20240627-00:51:20 keep c_quizzes 1.68% kept total 424/1100
20240627-00:52:05 keep c_quizzes 1.70% kept total 449/1100
20240627-00:52:50 keep c_quizzes 1.69% kept total 466/1100
20240627-00:53:35 keep c_quizzes 1.70% kept total 487/1100
20240627-00:54:19 keep c_quizzes 1.70% kept total 506/1100
20240627-00:55:04 keep c_quizzes 1.68% kept total 516/1100
20240627-00:55:49 keep c_quizzes 1.68% kept total 535/1100
20240627-00:56:34 keep c_quizzes 1.68% kept total 553/1100
20240627-00:57:19 keep c_quizzes 1.67% kept total 570/1100
20240627-00:58:04 keep c_quizzes 1.68% kept total 591/1100
20240627-00:58:49 keep c_quizzes 1.67% kept total 605/1100
20240627-00:59:33 keep c_quizzes 1.66% kept total 620/1100
20240627-01:00:18 keep c_quizzes 1.64% kept total 633/1100
20240627-01:01:03 keep c_quizzes 1.65% kept total 653/1100
20240627-01:01:48 keep c_quizzes 1.66% kept total 676/1100
20240627-01:02:33 keep c_quizzes 1.67% kept total 699/1100
20240627-01:03:18 keep c_quizzes 1.66% kept total 710/1100
20240627-01:04:03 keep c_quizzes 1.65% kept total 724/1100
20240627-01:04:48 keep c_quizzes 1.64% kept total 738/1100
20240627-01:05:33 keep c_quizzes 1.64% kept total 757/1100
20240627-01:06:17 keep c_quizzes 1.66% kept total 784/1100
20240627-01:07:02 keep c_quizzes 1.66% kept total 803/1100
20240627-01:07:47 keep c_quizzes 1.68% kept total 832/1100
20240627-01:08:32 keep c_quizzes 1.68% kept total 850/1100
20240627-01:09:16 keep c_quizzes 1.68% kept total 871/1100
20240627-01:10:01 keep c_quizzes 1.69% kept total 890/1100
20240627-01:10:46 keep c_quizzes 1.69% kept total 909/1100
20240627-01:11:31 keep c_quizzes 1.69% kept total 929/1100
20240627-01:12:15 keep c_quizzes 1.71% kept total 957/1100
20240627-01:13:00 keep c_quizzes 1.70% kept total 970/1100
20240627-01:13:45 keep c_quizzes 1.69% kept total 983/1100
20240627-01:14:29 keep c_quizzes 1.67% kept total 994/1100
20240627-01:15:14 keep c_quizzes 1.67% kept total 1013/1100
20240627-01:15:59 keep c_quizzes 1.66% kept total 1024/1100
20240627-01:16:44 keep c_quizzes 1.66% kept total 1039/1100
20240627-01:17:28 keep c_quizzes 1.66% kept total 1061/1100
20240627-01:18:12 keep c_quizzes 1.65% kept total 1074/1100
20240627-01:18:58 keep c_quizzes 1.66% kept total 1093/1100
20240627-01:19:42 keep c_quizzes 1.65% kept total 1106/1100
20240627-01:19:48 accuracy_train 53 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-01:19:52 accuracy_test 53 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-01:19:52 main_test_accuracy 53 0.9910000562667847
20240627-01:19:52 test_perplexity 53 1.2304967823859854
20240627-01:19:58 accuracy_train 53 nb_total 1000 nb_correct 981 accuracy 98.10%
20240627-01:20:01 accuracy_test 53 nb_total 1000 nb_correct 976 accuracy 97.60%
20240627-01:20:01 main_test_accuracy 53 0.9760000705718994
20240627-01:20:02 test_perplexity 53 1.231952413927715
20240627-01:20:07 accuracy_train 53 nb_total 1000 nb_correct 979 accuracy 97.90%
20240627-01:20:11 accuracy_test 53 nb_total 1000 nb_correct 978 accuracy 97.80%
20240627-01:20:11 main_test_accuracy 53 0.9780000448226929
20240627-01:20:11 test_perplexity 53 1.232781375636571
20240627-01:20:17 accuracy_train 53 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-01:20:20 accuracy_test 53 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-01:20:20 main_test_accuracy 53 0.9880000352859497
20240627-01:20:20 test_perplexity 53 1.2327452650345547
20240627-01:20:26 accuracy_train 53 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-01:20:30 accuracy_test 53 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-01:20:30 main_test_accuracy 53 0.9900000691413879
20240627-01:20:30 test_perplexity 53 1.2315506645108736
20240627-01:20:30 --- epoch 54 ----------------------------------------
20240627-01:20:30 current accuracies [(0, 0.9910000562667847), (1, 0.9900000691413879), (2, 0.9780000448226929), (3, 0.9760000705718994), (4, 0.9880000352859497)]
20240627-01:20:30 training model 3 main_test_accuracy 0.9760000705718994
20240627-01:21:34 train_perplexity 54 1.2352809351541134
20240627-01:22:01 train_set_composition w_quizzes 92000 c_quizzes 8000
20240627-01:22:06 accuracy_train 54 nb_total 1000 nb_correct 978 accuracy 97.80%
20240627-01:22:10 accuracy_test 54 nb_total 1000 nb_correct 976 accuracy 97.60%
20240627-01:22:10 main_test_accuracy 54 0.9760000705718994
20240627-01:22:10 test_perplexity 54 1.231448083152311
20240627-01:22:10 test_set_composition w_quizzes 9200 c_quizzes 800
20240627-01:22:55 keep c_quizzes 0.91% kept total 10/1100
20240627-01:23:39 keep c_quizzes 1.27% kept total 28/1100
20240627-01:24:25 keep c_quizzes 1.30% kept total 43/1100
20240627-01:25:10 keep c_quizzes 1.43% kept total 63/1100
20240627-01:25:55 keep c_quizzes 1.62% kept total 89/1100
20240627-01:26:40 keep c_quizzes 1.80% kept total 119/1100
20240627-01:27:25 keep c_quizzes 1.71% kept total 132/1100
20240627-01:28:10 keep c_quizzes 1.74% kept total 153/1100
20240627-01:28:55 keep c_quizzes 1.78% kept total 176/1100
20240627-01:29:41 keep c_quizzes 1.75% kept total 192/1100
20240627-01:30:31 keep c_quizzes 1.79% kept total 217/1100
20240627-01:31:16 keep c_quizzes 1.77% kept total 234/1100
20240627-01:32:01 keep c_quizzes 1.73% kept total 248/1100
20240627-01:32:45 keep c_quizzes 1.73% kept total 267/1100
20240627-01:33:30 keep c_quizzes 1.74% kept total 287/1100
20240627-01:34:15 keep c_quizzes 1.72% kept total 303/1100
20240627-01:35:00 keep c_quizzes 1.74% kept total 325/1100
20240627-01:35:44 keep c_quizzes 1.71% kept total 339/1100
20240627-01:36:29 keep c_quizzes 1.75% kept total 365/1100
20240627-01:37:15 keep c_quizzes 1.71% kept total 377/1100
20240627-01:37:59 keep c_quizzes 1.72% kept total 397/1100
20240627-01:38:44 keep c_quizzes 1.70% kept total 411/1100
20240627-01:39:29 keep c_quizzes 1.72% kept total 436/1100
20240627-01:40:14 keep c_quizzes 1.67% kept total 441/1100
20240627-01:40:58 keep c_quizzes 1.65% kept total 455/1100
20240627-01:41:43 keep c_quizzes 1.67% kept total 477/1100
20240627-01:42:28 keep c_quizzes 1.73% kept total 513/1100
20240627-01:43:13 keep c_quizzes 1.68% kept total 516/1100
20240627-01:43:58 keep c_quizzes 1.68% kept total 535/1100
20240627-01:44:42 keep c_quizzes 1.68% kept total 556/1100
20240627-01:45:27 keep c_quizzes 1.67% kept total 568/1100
20240627-01:46:12 keep c_quizzes 1.68% kept total 592/1100
20240627-01:46:57 keep c_quizzes 1.68% kept total 611/1100
20240627-01:47:42 keep c_quizzes 1.67% kept total 623/1100
20240627-01:48:26 keep c_quizzes 1.66% kept total 640/1100
20240627-01:49:12 keep c_quizzes 1.63% kept total 647/1100
20240627-01:49:56 keep c_quizzes 1.64% kept total 666/1100
20240627-01:50:41 keep c_quizzes 1.63% kept total 683/1100
20240627-01:51:26 keep c_quizzes 1.62% kept total 695/1100
20240627-01:52:11 keep c_quizzes 1.63% kept total 717/1100
20240627-01:52:56 keep c_quizzes 1.63% kept total 733/1100
20240627-01:53:40 keep c_quizzes 1.62% kept total 748/1100
20240627-01:54:25 keep c_quizzes 1.63% kept total 772/1100
20240627-01:55:10 keep c_quizzes 1.63% kept total 788/1100
20240627-01:55:55 keep c_quizzes 1.65% kept total 819/1100
20240627-01:56:39 keep c_quizzes 1.67% kept total 847/1100
20240627-01:57:25 keep c_quizzes 1.68% kept total 868/1100
20240627-01:58:10 keep c_quizzes 1.68% kept total 885/1100
20240627-01:58:54 keep c_quizzes 1.68% kept total 903/1100
20240627-01:59:39 keep c_quizzes 1.67% kept total 918/1100
20240627-02:00:24 keep c_quizzes 1.68% kept total 940/1100
20240627-02:01:09 keep c_quizzes 1.67% kept total 954/1100
20240627-02:01:54 keep c_quizzes 1.68% kept total 980/1100
20240627-02:02:38 keep c_quizzes 1.67% kept total 991/1100
20240627-02:03:24 keep c_quizzes 1.67% kept total 1010/1100
20240627-02:04:08 keep c_quizzes 1.68% kept total 1032/1100
20240627-02:04:53 keep c_quizzes 1.66% kept total 1043/1100
20240627-02:05:38 keep c_quizzes 1.65% kept total 1052/1100
20240627-02:06:23 keep c_quizzes 1.65% kept total 1074/1100
20240627-02:07:08 keep c_quizzes 1.66% kept total 1096/1100
20240627-02:07:52 keep c_quizzes 1.66% kept total 1117/1100
20240627-02:07:58 accuracy_train 54 nb_total 1000 nb_correct 982 accuracy 98.20%
20240627-02:08:02 accuracy_test 54 nb_total 1000 nb_correct 983 accuracy 98.30%
20240627-02:08:02 main_test_accuracy 54 0.9830000400543213
20240627-02:08:02 test_perplexity 54 1.231575888036413
20240627-02:08:08 accuracy_train 54 nb_total 1000 nb_correct 977 accuracy 97.70%
20240627-02:08:11 accuracy_test 54 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-02:08:11 main_test_accuracy 54 0.9860000610351562
20240627-02:08:12 test_perplexity 54 1.2329786871784185
20240627-02:08:17 accuracy_train 54 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-02:08:21 accuracy_test 54 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-02:08:21 main_test_accuracy 54 0.9900000691413879
20240627-02:08:21 test_perplexity 54 1.2330700431343864
20240627-02:08:27 accuracy_train 54 nb_total 1000 nb_correct 983 accuracy 98.30%
20240627-02:08:31 accuracy_test 54 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-02:08:31 main_test_accuracy 54 0.9860000610351562
20240627-02:08:31 test_perplexity 54 1.23173464945436
20240627-02:08:37 accuracy_train 54 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-02:08:40 accuracy_test 54 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-02:08:40 main_test_accuracy 54 0.9960000514984131
20240627-02:08:41 test_perplexity 54 1.2307213194351863
20240627-02:08:41 --- epoch 55 ----------------------------------------
20240627-02:08:41 current accuracies [(0, 0.9960000514984131), (1, 0.9860000610351562), (2, 0.9860000610351562), (3, 0.9830000400543213), (4, 0.9900000691413879)]
20240627-02:08:41 training model 3 main_test_accuracy 0.9830000400543213
20240627-02:09:45 train_perplexity 55 1.2341436957507745
20240627-02:10:11 train_set_composition w_quizzes 91000 c_quizzes 9000
20240627-02:10:16 accuracy_train 55 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-02:10:20 accuracy_test 55 nb_total 1000 nb_correct 984 accuracy 98.40%
20240627-02:10:20 main_test_accuracy 55 0.984000027179718
20240627-02:10:20 test_perplexity 55 1.230539102761528
20240627-02:10:20 test_set_composition w_quizzes 9100 c_quizzes 900
20240627-02:11:05 keep c_quizzes 1.82% kept total 20/1100
20240627-02:11:50 keep c_quizzes 1.32% kept total 29/1100
20240627-02:12:35 keep c_quizzes 1.36% kept total 45/1100
20240627-02:13:20 keep c_quizzes 1.57% kept total 69/1100
20240627-02:14:04 keep c_quizzes 1.64% kept total 90/1100
20240627-02:14:50 keep c_quizzes 1.65% kept total 109/1100
20240627-02:15:35 keep c_quizzes 1.61% kept total 124/1100
20240627-02:16:19 keep c_quizzes 1.67% kept total 147/1100
20240627-02:17:04 keep c_quizzes 1.70% kept total 168/1100
20240627-02:17:49 keep c_quizzes 1.68% kept total 185/1100
20240627-02:18:34 keep c_quizzes 1.60% kept total 193/1100
20240627-02:19:18 keep c_quizzes 1.58% kept total 208/1100
20240627-02:20:03 keep c_quizzes 1.57% kept total 225/1100
20240627-02:20:48 keep c_quizzes 1.55% kept total 238/1100
20240627-02:21:33 keep c_quizzes 1.55% kept total 255/1100
20240627-02:22:18 keep c_quizzes 1.55% kept total 272/1100
20240627-02:23:03 keep c_quizzes 1.56% kept total 292/1100
20240627-02:23:49 keep c_quizzes 1.54% kept total 304/1100
20240627-02:24:33 keep c_quizzes 1.58% kept total 331/1100
20240627-02:25:18 keep c_quizzes 1.60% kept total 352/1100
20240627-02:26:03 keep c_quizzes 1.62% kept total 375/1100
20240627-02:26:48 keep c_quizzes 1.64% kept total 397/1100
20240627-02:27:33 keep c_quizzes 1.64% kept total 414/1100
20240627-02:28:17 keep c_quizzes 1.61% kept total 425/1100
20240627-02:29:02 keep c_quizzes 1.63% kept total 447/1100
20240627-02:29:48 keep c_quizzes 1.64% kept total 468/1100
20240627-02:30:32 keep c_quizzes 1.64% kept total 487/1100
20240627-02:31:17 keep c_quizzes 1.64% kept total 504/1100
20240627-02:32:02 keep c_quizzes 1.65% kept total 527/1100
20240627-02:32:47 keep c_quizzes 1.63% kept total 539/1100
20240627-02:33:32 keep c_quizzes 1.62% kept total 551/1100
20240627-02:34:16 keep c_quizzes 1.62% kept total 569/1100
20240627-02:35:01 keep c_quizzes 1.65% kept total 598/1100
20240627-02:35:47 keep c_quizzes 1.64% kept total 614/1100
20240627-02:36:31 keep c_quizzes 1.64% kept total 630/1100
20240627-02:37:16 keep c_quizzes 1.63% kept total 646/1100
20240627-02:38:01 keep c_quizzes 1.64% kept total 666/1100
20240627-02:38:46 keep c_quizzes 1.64% kept total 685/1100
20240627-02:39:31 keep c_quizzes 1.63% kept total 701/1100
20240627-02:40:15 keep c_quizzes 1.64% kept total 722/1100
20240627-02:41:01 keep c_quizzes 1.64% kept total 738/1100
20240627-02:41:46 keep c_quizzes 1.64% kept total 759/1100
20240627-02:42:30 keep c_quizzes 1.67% kept total 789/1100
20240627-02:43:16 keep c_quizzes 1.66% kept total 802/1100
20240627-02:44:05 keep c_quizzes 1.65% kept total 817/1100
20240627-02:44:49 keep c_quizzes 1.65% kept total 835/1100
20240627-02:45:34 keep c_quizzes 1.67% kept total 865/1100
20240627-02:46:18 keep c_quizzes 1.67% kept total 883/1100
20240627-02:47:03 keep c_quizzes 1.69% kept total 911/1100
20240627-02:47:47 keep c_quizzes 1.68% kept total 925/1100
20240627-02:48:32 keep c_quizzes 1.70% kept total 951/1100
20240627-02:49:16 keep c_quizzes 1.71% kept total 979/1100
20240627-02:50:01 keep c_quizzes 1.72% kept total 1003/1100
20240627-02:50:45 keep c_quizzes 1.70% kept total 1012/1100
20240627-02:51:30 keep c_quizzes 1.70% kept total 1029/1100
20240627-02:52:14 keep c_quizzes 1.71% kept total 1051/1100
20240627-02:52:58 keep c_quizzes 1.72% kept total 1079/1100
20240627-02:53:43 keep c_quizzes 1.73% kept total 1101/1100
20240627-02:53:49 accuracy_train 55 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-02:53:53 accuracy_test 55 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-02:53:53 main_test_accuracy 55 0.9900000691413879
20240627-02:53:53 test_perplexity 55 1.2306609428445434
20240627-02:53:59 accuracy_train 55 nb_total 1000 nb_correct 979 accuracy 97.90%
20240627-02:54:02 accuracy_test 55 nb_total 1000 nb_correct 974 accuracy 97.40%
20240627-02:54:02 main_test_accuracy 55 0.9740000367164612
20240627-02:54:03 test_perplexity 55 1.233172915614253
20240627-02:54:08 accuracy_train 55 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-02:54:12 accuracy_test 55 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-02:54:12 main_test_accuracy 55 0.9910000562667847
20240627-02:54:12 test_perplexity 55 1.2317683546077223
20240627-02:54:18 accuracy_train 55 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-02:54:21 accuracy_test 55 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-02:54:21 main_test_accuracy 55 0.9880000352859497
20240627-02:54:22 test_perplexity 55 1.2333695324397111
20240627-02:54:27 accuracy_train 55 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-02:54:31 accuracy_test 55 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-02:54:31 main_test_accuracy 55 0.9890000224113464
20240627-02:54:31 test_perplexity 55 1.2307796828649653
20240627-02:54:31 --- epoch 56 ----------------------------------------
20240627-02:54:31 current accuracies [(0, 0.9890000224113464), (1, 0.9910000562667847), (2, 0.9740000367164612), (3, 0.9900000691413879), (4, 0.9880000352859497)]
20240627-02:54:31 training model 2 main_test_accuracy 0.9740000367164612
20240627-02:55:35 train_perplexity 56 1.23549942159043
20240627-02:56:01 train_set_composition w_quizzes 90000 c_quizzes 10000
20240627-02:56:07 accuracy_train 56 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-02:56:10 accuracy_test 56 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-02:56:10 main_test_accuracy 56 0.9920000433921814
20240627-02:56:10 test_perplexity 56 1.2308986973636584
20240627-02:56:10 test_set_composition w_quizzes 9000 c_quizzes 1000
20240627-02:56:55 keep c_quizzes 2.64% kept total 29/1100
20240627-02:57:39 keep c_quizzes 1.86% kept total 41/1100
20240627-02:58:24 keep c_quizzes 2.06% kept total 68/1100
20240627-02:59:08 keep c_quizzes 1.98% kept total 87/1100
20240627-02:59:53 keep c_quizzes 1.89% kept total 104/1100
20240627-03:00:37 keep c_quizzes 1.80% kept total 119/1100
20240627-03:01:22 keep c_quizzes 1.81% kept total 139/1100
20240627-03:02:06 keep c_quizzes 1.73% kept total 152/1100
20240627-03:02:50 keep c_quizzes 1.74% kept total 172/1100
20240627-03:03:35 keep c_quizzes 1.77% kept total 195/1100
20240627-03:04:19 keep c_quizzes 1.82% kept total 220/1100
20240627-03:05:04 keep c_quizzes 1.83% kept total 242/1100
20240627-03:05:48 keep c_quizzes 1.81% kept total 259/1100
20240627-03:06:32 keep c_quizzes 1.81% kept total 278/1100
20240627-03:07:17 keep c_quizzes 1.75% kept total 288/1100
20240627-03:08:01 keep c_quizzes 1.74% kept total 307/1100
20240627-03:08:46 keep c_quizzes 1.78% kept total 333/1100
20240627-03:09:30 keep c_quizzes 1.74% kept total 345/1100
20240627-03:10:15 keep c_quizzes 1.76% kept total 368/1100
20240627-03:10:59 keep c_quizzes 1.72% kept total 378/1100
20240627-03:11:43 keep c_quizzes 1.68% kept total 387/1100
20240627-03:12:28 keep c_quizzes 1.68% kept total 407/1100
20240627-03:13:12 keep c_quizzes 1.68% kept total 425/1100
20240627-03:13:56 keep c_quizzes 1.67% kept total 440/1100
20240627-03:14:41 keep c_quizzes 1.68% kept total 462/1100
20240627-03:15:25 keep c_quizzes 1.67% kept total 479/1100
20240627-03:16:10 keep c_quizzes 1.63% kept total 485/1100
20240627-03:16:54 keep c_quizzes 1.64% kept total 506/1100
20240627-03:17:38 keep c_quizzes 1.66% kept total 528/1100
20240627-03:18:23 keep c_quizzes 1.66% kept total 548/1100
20240627-03:19:07 keep c_quizzes 1.66% kept total 567/1100
20240627-03:19:52 keep c_quizzes 1.65% kept total 582/1100
20240627-03:20:36 keep c_quizzes 1.66% kept total 601/1100
20240627-03:21:21 keep c_quizzes 1.64% kept total 615/1100
20240627-03:22:05 keep c_quizzes 1.64% kept total 632/1100
20240627-03:22:50 keep c_quizzes 1.64% kept total 649/1100
20240627-03:23:35 keep c_quizzes 1.65% kept total 673/1100
20240627-03:24:19 keep c_quizzes 1.65% kept total 688/1100
20240627-03:25:03 keep c_quizzes 1.66% kept total 712/1100
20240627-03:25:48 keep c_quizzes 1.64% kept total 723/1100
20240627-03:26:32 keep c_quizzes 1.64% kept total 739/1100
20240627-03:27:17 keep c_quizzes 1.65% kept total 760/1100
20240627-03:28:01 keep c_quizzes 1.64% kept total 776/1100
20240627-03:28:46 keep c_quizzes 1.63% kept total 788/1100
20240627-03:29:30 keep c_quizzes 1.64% kept total 810/1100
20240627-03:30:14 keep c_quizzes 1.62% kept total 818/1100
20240627-03:30:59 keep c_quizzes 1.63% kept total 841/1100
20240627-03:31:43 keep c_quizzes 1.63% kept total 859/1100
20240627-03:32:27 keep c_quizzes 1.63% kept total 877/1100
20240627-03:33:12 keep c_quizzes 1.63% kept total 894/1100
20240627-03:33:56 keep c_quizzes 1.61% kept total 903/1100
20240627-03:34:41 keep c_quizzes 1.62% kept total 926/1100
20240627-03:35:25 keep c_quizzes 1.61% kept total 939/1100
20240627-03:36:10 keep c_quizzes 1.61% kept total 959/1100
20240627-03:36:54 keep c_quizzes 1.62% kept total 980/1100
20240627-03:37:39 keep c_quizzes 1.61% kept total 992/1100
20240627-03:38:23 keep c_quizzes 1.60% kept total 1003/1100
20240627-03:39:07 keep c_quizzes 1.62% kept total 1031/1100
20240627-03:39:52 keep c_quizzes 1.63% kept total 1055/1100
20240627-03:40:36 keep c_quizzes 1.62% kept total 1072/1100
20240627-03:41:21 keep c_quizzes 1.62% kept total 1084/1100
20240627-03:42:05 keep c_quizzes 1.62% kept total 1104/1100
20240627-03:42:11 accuracy_train 56 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-03:42:15 accuracy_test 56 nb_total 1000 nb_correct 985 accuracy 98.50%
20240627-03:42:15 main_test_accuracy 56 0.9850000739097595
20240627-03:42:15 test_perplexity 56 1.2309696765671305
20240627-03:42:21 accuracy_train 56 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-03:42:24 accuracy_test 56 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-03:42:24 main_test_accuracy 56 0.9900000691413879
20240627-03:42:25 test_perplexity 56 1.233670457960734
20240627-03:42:30 accuracy_train 56 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-03:42:34 accuracy_test 56 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-03:42:34 main_test_accuracy 56 0.9930000305175781
20240627-03:42:34 test_perplexity 56 1.2309017685218142
20240627-03:42:40 accuracy_train 56 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-03:42:43 accuracy_test 56 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-03:42:43 main_test_accuracy 56 0.9900000691413879
20240627-03:42:44 test_perplexity 56 1.2308287812490033
20240627-03:42:49 accuracy_train 56 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-03:42:53 accuracy_test 56 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-03:42:53 main_test_accuracy 56 0.9950000643730164
20240627-03:42:53 test_perplexity 56 1.2319866877135377
20240627-03:42:53 --- epoch 57 ----------------------------------------
20240627-03:42:53 current accuracies [(0, 0.9930000305175781), (1, 0.9950000643730164), (2, 0.9850000739097595), (3, 0.9900000691413879), (4, 0.9900000691413879)]
20240627-03:42:53 training model 2 main_test_accuracy 0.9850000739097595
20240627-03:43:57 train_perplexity 57 1.234503667853751
20240627-03:44:23 train_set_composition w_quizzes 89000 c_quizzes 11000
20240627-03:44:28 accuracy_train 57 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-03:44:32 accuracy_test 57 nb_total 1000 nb_correct 982 accuracy 98.20%
20240627-03:44:32 main_test_accuracy 57 0.9820000529289246
20240627-03:44:32 test_perplexity 57 1.230421277567599
20240627-03:44:32 test_set_composition w_quizzes 8900 c_quizzes 1100
20240627-03:45:16 keep c_quizzes 0.91% kept total 10/1100
20240627-03:46:01 keep c_quizzes 1.41% kept total 31/1100
20240627-03:46:45 keep c_quizzes 1.30% kept total 43/1100
20240627-03:47:30 keep c_quizzes 1.34% kept total 59/1100
20240627-03:48:14 keep c_quizzes 1.56% kept total 86/1100
20240627-03:48:58 keep c_quizzes 1.52% kept total 100/1100
20240627-03:49:43 keep c_quizzes 1.52% kept total 117/1100
20240627-03:50:27 keep c_quizzes 1.52% kept total 134/1100
20240627-03:51:11 keep c_quizzes 1.49% kept total 148/1100
20240627-03:51:56 keep c_quizzes 1.56% kept total 172/1100
20240627-03:52:40 keep c_quizzes 1.55% kept total 187/1100
20240627-03:53:25 keep c_quizzes 1.55% kept total 204/1100
20240627-03:54:09 keep c_quizzes 1.55% kept total 222/1100
20240627-03:54:54 keep c_quizzes 1.60% kept total 246/1100
20240627-03:55:38 keep c_quizzes 1.63% kept total 269/1100
20240627-03:56:22 keep c_quizzes 1.64% kept total 289/1100
20240627-03:57:07 keep c_quizzes 1.62% kept total 303/1100
20240627-03:57:51 keep c_quizzes 1.59% kept total 314/1100
20240627-03:58:35 keep c_quizzes 1.60% kept total 334/1100
20240627-03:59:20 keep c_quizzes 1.60% kept total 353/1100
20240627-04:00:04 keep c_quizzes 1.65% kept total 382/1100
20240627-04:00:49 keep c_quizzes 1.67% kept total 404/1100
20240627-04:01:33 keep c_quizzes 1.68% kept total 426/1100
20240627-04:02:18 keep c_quizzes 1.66% kept total 438/1100
20240627-04:03:02 keep c_quizzes 1.64% kept total 450/1100
20240627-04:03:46 keep c_quizzes 1.65% kept total 472/1100
20240627-04:04:31 keep c_quizzes 1.66% kept total 492/1100
20240627-04:05:15 keep c_quizzes 1.67% kept total 514/1100
20240627-04:05:59 keep c_quizzes 1.67% kept total 534/1100
20240627-04:06:44 keep c_quizzes 1.67% kept total 550/1100
20240627-04:07:29 keep c_quizzes 1.69% kept total 575/1100
20240627-04:08:13 keep c_quizzes 1.70% kept total 599/1100
20240627-04:08:57 keep c_quizzes 1.67% kept total 605/1100
20240627-04:09:42 keep c_quizzes 1.68% kept total 627/1100
20240627-04:10:26 keep c_quizzes 1.71% kept total 659/1100
20240627-04:11:10 keep c_quizzes 1.71% kept total 678/1100
20240627-04:11:55 keep c_quizzes 1.70% kept total 691/1100
20240627-04:12:39 keep c_quizzes 1.71% kept total 714/1100
20240627-04:13:24 keep c_quizzes 1.71% kept total 734/1100
20240627-04:14:08 keep c_quizzes 1.71% kept total 754/1100
20240627-04:14:53 keep c_quizzes 1.71% kept total 772/1100
20240627-04:15:37 keep c_quizzes 1.74% kept total 802/1100
20240627-04:16:21 keep c_quizzes 1.74% kept total 825/1100
20240627-04:17:06 keep c_quizzes 1.73% kept total 837/1100
20240627-04:17:50 keep c_quizzes 1.72% kept total 852/1100
20240627-04:18:35 keep c_quizzes 1.74% kept total 881/1100
20240627-04:19:19 keep c_quizzes 1.74% kept total 901/1100
20240627-04:20:04 keep c_quizzes 1.75% kept total 923/1100
20240627-04:20:48 keep c_quizzes 1.76% kept total 948/1100
20240627-04:21:32 keep c_quizzes 1.77% kept total 976/1100
20240627-04:22:17 keep c_quizzes 1.77% kept total 994/1100
20240627-04:23:01 keep c_quizzes 1.77% kept total 1013/1100
20240627-04:23:46 keep c_quizzes 1.77% kept total 1029/1100
20240627-04:24:30 keep c_quizzes 1.76% kept total 1047/1100
20240627-04:25:15 keep c_quizzes 1.76% kept total 1063/1100
20240627-04:25:59 keep c_quizzes 1.75% kept total 1076/1100
20240627-04:26:43 keep c_quizzes 1.74% kept total 1088/1100
20240627-04:27:28 keep c_quizzes 1.75% kept total 1115/1100
20240627-04:27:34 accuracy_train 57 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-04:27:37 accuracy_test 57 nb_total 1000 nb_correct 982 accuracy 98.20%
20240627-04:27:37 main_test_accuracy 57 0.9820000529289246
20240627-04:27:38 test_perplexity 57 1.2305070649795602
20240627-04:27:43 accuracy_train 57 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-04:27:47 accuracy_test 57 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-04:27:47 main_test_accuracy 57 0.9910000562667847
20240627-04:27:47 test_perplexity 57 1.2338725804020958
20240627-04:27:53 accuracy_train 57 nb_total 1000 nb_correct 984 accuracy 98.40%
20240627-04:27:56 accuracy_test 57 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-04:27:56 main_test_accuracy 57 0.9900000691413879
20240627-04:27:57 test_perplexity 57 1.2308840821380738
20240627-04:28:02 accuracy_train 57 nb_total 1000 nb_correct 982 accuracy 98.20%
20240627-04:28:06 accuracy_test 57 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-04:28:06 main_test_accuracy 57 0.9880000352859497
20240627-04:28:06 test_perplexity 57 1.2311590798804535
20240627-04:28:12 accuracy_train 57 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-04:28:15 accuracy_test 57 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-04:28:15 main_test_accuracy 57 0.9900000691413879
20240627-04:28:16 test_perplexity 57 1.232109318495601
20240627-04:28:16 --- epoch 58 ----------------------------------------
20240627-04:28:16 current accuracies [(0, 0.9880000352859497), (1, 0.9900000691413879), (2, 0.9820000529289246), (3, 0.9900000691413879), (4, 0.9910000562667847)]
20240627-04:28:16 training model 2 main_test_accuracy 0.9820000529289246
20240627-04:29:20 train_perplexity 58 1.2337728443435898
20240627-04:29:46 train_set_composition w_quizzes 88000 c_quizzes 12000
20240627-04:29:51 accuracy_train 58 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-04:29:55 accuracy_test 58 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-04:29:55 main_test_accuracy 58 0.9940000176429749
20240627-04:29:55 test_perplexity 58 1.2311679720733093
20240627-04:29:55 test_set_composition w_quizzes 8800 c_quizzes 1200
20240627-04:30:40 keep c_quizzes 2.09% kept total 23/1100
20240627-04:31:24 keep c_quizzes 2.05% kept total 45/1100
20240627-04:32:08 keep c_quizzes 1.82% kept total 60/1100
20240627-04:32:53 keep c_quizzes 1.86% kept total 82/1100
20240627-04:33:37 keep c_quizzes 1.93% kept total 106/1100
20240627-04:34:22 keep c_quizzes 1.88% kept total 124/1100
20240627-04:35:06 keep c_quizzes 1.74% kept total 134/1100
20240627-04:35:51 keep c_quizzes 1.80% kept total 158/1100
20240627-04:36:35 keep c_quizzes 1.80% kept total 178/1100
20240627-04:37:20 keep c_quizzes 1.79% kept total 197/1100
20240627-04:38:04 keep c_quizzes 1.84% kept total 223/1100
20240627-04:38:48 keep c_quizzes 1.82% kept total 240/1100
20240627-04:39:33 keep c_quizzes 1.78% kept total 254/1100
20240627-04:40:17 keep c_quizzes 1.72% kept total 265/1100
20240627-04:41:02 keep c_quizzes 1.73% kept total 286/1100
20240627-04:41:46 keep c_quizzes 1.73% kept total 304/1100
20240627-04:42:30 keep c_quizzes 1.66% kept total 311/1100
20240627-04:43:15 keep c_quizzes 1.66% kept total 328/1100
20240627-04:43:59 keep c_quizzes 1.69% kept total 354/1100
20240627-04:44:43 keep c_quizzes 1.76% kept total 388/1100
20240627-04:45:28 keep c_quizzes 1.80% kept total 415/1100
20240627-04:46:12 keep c_quizzes 1.81% kept total 438/1100
20240627-04:46:57 keep c_quizzes 1.78% kept total 450/1100
20240627-04:47:41 keep c_quizzes 1.76% kept total 464/1100
20240627-04:48:25 keep c_quizzes 1.76% kept total 485/1100
20240627-04:49:10 keep c_quizzes 1.73% kept total 494/1100
20240627-04:49:54 keep c_quizzes 1.74% kept total 517/1100
20240627-04:50:39 keep c_quizzes 1.75% kept total 538/1100
20240627-04:51:23 keep c_quizzes 1.73% kept total 553/1100
20240627-04:52:08 keep c_quizzes 1.76% kept total 582/1100
20240627-04:52:52 keep c_quizzes 1.77% kept total 605/1100
20240627-04:53:37 keep c_quizzes 1.79% kept total 630/1100
20240627-04:54:21 keep c_quizzes 1.79% kept total 651/1100
20240627-04:55:06 keep c_quizzes 1.77% kept total 661/1100
20240627-04:55:50 keep c_quizzes 1.77% kept total 681/1100
20240627-04:56:35 keep c_quizzes 1.76% kept total 697/1100
20240627-04:57:19 keep c_quizzes 1.77% kept total 720/1100
20240627-04:58:04 keep c_quizzes 1.76% kept total 734/1100
20240627-04:58:48 keep c_quizzes 1.74% kept total 745/1100
20240627-04:59:33 keep c_quizzes 1.75% kept total 769/1100
20240627-05:00:17 keep c_quizzes 1.75% kept total 788/1100
20240627-05:01:02 keep c_quizzes 1.75% kept total 810/1100
20240627-05:01:46 keep c_quizzes 1.77% kept total 838/1100
20240627-05:02:31 keep c_quizzes 1.77% kept total 856/1100
20240627-05:03:16 keep c_quizzes 1.79% kept total 885/1100
20240627-05:04:00 keep c_quizzes 1.79% kept total 906/1100
20240627-05:04:45 keep c_quizzes 1.78% kept total 920/1100
20240627-05:05:29 keep c_quizzes 1.79% kept total 947/1100
20240627-05:06:14 keep c_quizzes 1.79% kept total 963/1100
20240627-05:06:58 keep c_quizzes 1.79% kept total 984/1100
20240627-05:07:43 keep c_quizzes 1.79% kept total 1003/1100
20240627-05:08:27 keep c_quizzes 1.77% kept total 1015/1100
20240627-05:09:12 keep c_quizzes 1.77% kept total 1034/1100
20240627-05:09:57 keep c_quizzes 1.79% kept total 1062/1100
20240627-05:10:41 keep c_quizzes 1.78% kept total 1078/1100
20240627-05:11:26 keep c_quizzes 1.77% kept total 1090/1100
20240627-05:12:10 keep c_quizzes 1.78% kept total 1118/1100
20240627-05:12:16 accuracy_train 58 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-05:12:20 accuracy_test 58 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-05:12:20 main_test_accuracy 58 0.987000048160553
20240627-05:12:20 test_perplexity 58 1.2312103856165164
20240627-05:12:26 accuracy_train 58 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-05:12:29 accuracy_test 58 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-05:12:29 main_test_accuracy 58 0.9910000562667847
20240627-05:12:30 test_perplexity 58 1.2313254247902006
20240627-05:12:35 accuracy_train 58 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-05:12:39 accuracy_test 58 nb_total 1000 nb_correct 985 accuracy 98.50%
20240627-05:12:39 main_test_accuracy 58 0.9850000739097595
20240627-05:12:39 test_perplexity 58 1.2310122122339668
20240627-05:12:45 accuracy_train 58 nb_total 1000 nb_correct 985 accuracy 98.50%
20240627-05:12:48 accuracy_test 58 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-05:12:48 main_test_accuracy 58 0.987000048160553
20240627-05:12:49 test_perplexity 58 1.232215830113233
20240627-05:12:54 accuracy_train 58 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-05:12:58 accuracy_test 58 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-05:12:58 main_test_accuracy 58 0.9860000610351562
20240627-05:12:58 test_perplexity 58 1.2341766287255496
20240627-05:12:58 --- epoch 59 ----------------------------------------
20240627-05:12:58 current accuracies [(0, 0.9910000562667847), (1, 0.987000048160553), (2, 0.987000048160553), (3, 0.9850000739097595), (4, 0.9860000610351562)]
20240627-05:12:58 training model 3 main_test_accuracy 0.9850000739097595
20240627-05:14:02 train_perplexity 59 1.2339132321709785
20240627-05:14:28 train_set_composition w_quizzes 87000 c_quizzes 13000
20240627-05:14:34 accuracy_train 59 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-05:14:37 accuracy_test 59 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-05:14:37 main_test_accuracy 59 0.9890000224113464
20240627-05:14:38 test_perplexity 59 1.230973937991825
20240627-05:14:38 test_set_composition w_quizzes 8700 c_quizzes 1300
20240627-05:15:22 keep c_quizzes 1.55% kept total 17/1100
20240627-05:16:07 keep c_quizzes 2.18% kept total 48/1100
20240627-05:16:51 keep c_quizzes 2.15% kept total 71/1100
20240627-05:17:36 keep c_quizzes 1.95% kept total 86/1100
20240627-05:18:20 keep c_quizzes 2.16% kept total 119/1100
20240627-05:19:05 keep c_quizzes 2.14% kept total 141/1100
20240627-05:19:49 keep c_quizzes 2.13% kept total 164/1100
20240627-05:20:34 keep c_quizzes 2.07% kept total 182/1100
20240627-05:21:19 keep c_quizzes 1.98% kept total 196/1100
20240627-05:22:03 keep c_quizzes 1.96% kept total 216/1100
20240627-05:22:48 keep c_quizzes 2.05% kept total 248/1100
20240627-05:23:32 keep c_quizzes 1.98% kept total 261/1100
20240627-05:24:17 keep c_quizzes 1.99% kept total 284/1100
20240627-05:25:01 keep c_quizzes 1.95% kept total 300/1100
20240627-05:25:46 keep c_quizzes 1.95% kept total 322/1100
20240627-05:26:31 keep c_quizzes 1.96% kept total 345/1100
20240627-05:27:15 keep c_quizzes 1.99% kept total 372/1100
20240627-05:28:00 keep c_quizzes 1.96% kept total 388/1100
20240627-05:28:44 keep c_quizzes 1.94% kept total 405/1100
20240627-05:29:29 keep c_quizzes 1.94% kept total 427/1100
20240627-05:30:14 keep c_quizzes 1.89% kept total 437/1100
20240627-05:30:58 keep c_quizzes 1.90% kept total 460/1100
20240627-05:31:43 keep c_quizzes 1.90% kept total 480/1100
20240627-05:32:27 keep c_quizzes 1.88% kept total 497/1100
20240627-05:33:12 keep c_quizzes 1.91% kept total 524/1100
20240627-05:33:56 keep c_quizzes 1.92% kept total 548/1100
20240627-05:34:41 keep c_quizzes 1.91% kept total 567/1100
20240627-05:35:26 keep c_quizzes 1.92% kept total 590/1100
20240627-05:36:10 keep c_quizzes 1.93% kept total 616/1100
20240627-05:36:55 keep c_quizzes 1.93% kept total 636/1100
20240627-05:37:39 keep c_quizzes 1.92% kept total 655/1100
20240627-05:38:24 keep c_quizzes 1.91% kept total 671/1100
20240627-05:39:09 keep c_quizzes 1.90% kept total 688/1100
20240627-05:39:53 keep c_quizzes 1.86% kept total 695/1100
20240627-05:40:38 keep c_quizzes 1.86% kept total 715/1100
20240627-05:41:22 keep c_quizzes 1.86% kept total 735/1100
20240627-05:42:07 keep c_quizzes 1.87% kept total 761/1100
20240627-05:42:52 keep c_quizzes 1.86% kept total 778/1100
20240627-05:43:36 keep c_quizzes 1.87% kept total 801/1100
20240627-05:44:21 keep c_quizzes 1.86% kept total 818/1100
20240627-05:45:06 keep c_quizzes 1.86% kept total 841/1100
20240627-05:45:50 keep c_quizzes 1.85% kept total 854/1100
20240627-05:46:35 keep c_quizzes 1.87% kept total 885/1100
20240627-05:47:20 keep c_quizzes 1.87% kept total 907/1100
20240627-05:48:04 keep c_quizzes 1.87% kept total 925/1100
20240627-05:48:49 keep c_quizzes 1.86% kept total 941/1100
20240627-05:49:34 keep c_quizzes 1.87% kept total 967/1100
20240627-05:50:18 keep c_quizzes 1.89% kept total 997/1100
20240627-05:51:03 keep c_quizzes 1.87% kept total 1009/1100
20240627-05:51:47 keep c_quizzes 1.87% kept total 1027/1100
20240627-05:52:32 keep c_quizzes 1.87% kept total 1050/1100
20240627-05:53:17 keep c_quizzes 1.87% kept total 1068/1100
20240627-05:54:01 keep c_quizzes 1.87% kept total 1091/1100
20240627-05:54:46 keep c_quizzes 1.88% kept total 1117/1100
20240627-05:54:52 accuracy_train 59 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-05:54:56 accuracy_test 59 nb_total 1000 nb_correct 985 accuracy 98.50%
20240627-05:54:56 main_test_accuracy 59 0.9850000739097595
20240627-05:54:56 test_perplexity 59 1.2310383477961504
20240627-05:55:02 accuracy_train 59 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-05:55:05 accuracy_test 59 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-05:55:05 main_test_accuracy 59 0.9930000305175781
20240627-05:55:06 test_perplexity 59 1.2345228659177585
20240627-05:55:11 accuracy_train 59 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-05:55:15 accuracy_test 59 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-05:55:15 main_test_accuracy 59 0.9920000433921814
20240627-05:55:15 test_perplexity 59 1.231276184584285
20240627-05:55:21 accuracy_train 59 nb_total 1000 nb_correct 981 accuracy 98.10%
20240627-05:55:24 accuracy_test 59 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-05:55:24 main_test_accuracy 59 0.9900000691413879
20240627-05:55:25 test_perplexity 59 1.2322861627041752
20240627-05:55:30 accuracy_train 59 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-05:55:34 accuracy_test 59 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-05:55:34 main_test_accuracy 59 0.9930000305175781
20240627-05:55:34 test_perplexity 59 1.231496466647123
20240627-05:55:34 --- epoch 60 ----------------------------------------
20240627-05:55:34 current accuracies [(0, 0.9930000305175781), (1, 0.9900000691413879), (2, 0.9920000433921814), (3, 0.9850000739097595), (4, 0.9930000305175781)]
20240627-05:55:34 training model 3 main_test_accuracy 0.9850000739097595
20240627-05:56:38 train_perplexity 60 1.2330839458672682
20240627-05:57:04 train_set_composition w_quizzes 86000 c_quizzes 14000
20240627-05:57:09 accuracy_train 60 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-05:57:13 accuracy_test 60 nb_total 1000 nb_correct 981 accuracy 98.10%
20240627-05:57:13 main_test_accuracy 60 0.9810000658035278
20240627-05:57:13 test_perplexity 60 1.2310738852144576
20240627-05:57:13 test_set_composition w_quizzes 8600 c_quizzes 1400
20240627-05:57:57 keep c_quizzes 2.64% kept total 29/1100
20240627-05:58:42 keep c_quizzes 1.91% kept total 42/1100
20240627-05:59:26 keep c_quizzes 1.82% kept total 60/1100
20240627-06:00:11 keep c_quizzes 1.84% kept total 81/1100
20240627-06:00:55 keep c_quizzes 1.84% kept total 101/1100
20240627-06:01:39 keep c_quizzes 1.70% kept total 112/1100
20240627-06:02:24 keep c_quizzes 1.77% kept total 136/1100
20240627-06:03:09 keep c_quizzes 1.86% kept total 164/1100
20240627-06:03:53 keep c_quizzes 1.85% kept total 183/1100
20240627-06:04:37 keep c_quizzes 1.84% kept total 202/1100
20240627-06:05:22 keep c_quizzes 1.90% kept total 230/1100
20240627-06:06:07 keep c_quizzes 1.88% kept total 248/1100
20240627-06:06:51 keep c_quizzes 1.83% kept total 261/1100
20240627-06:07:36 keep c_quizzes 1.75% kept total 270/1100
20240627-06:08:20 keep c_quizzes 1.79% kept total 296/1100
20240627-06:09:05 keep c_quizzes 1.73% kept total 305/1100
20240627-06:09:49 keep c_quizzes 1.79% kept total 335/1100
20240627-06:10:34 keep c_quizzes 1.79% kept total 355/1100
20240627-06:11:18 keep c_quizzes 1.75% kept total 365/1100
20240627-06:12:03 keep c_quizzes 1.75% kept total 386/1100
20240627-06:12:47 keep c_quizzes 1.75% kept total 404/1100
20240627-06:13:32 keep c_quizzes 1.77% kept total 428/1100
20240627-06:14:16 keep c_quizzes 1.76% kept total 445/1100
20240627-06:15:01 keep c_quizzes 1.75% kept total 462/1100
20240627-06:15:45 keep c_quizzes 1.73% kept total 477/1100
20240627-06:16:30 keep c_quizzes 1.72% kept total 493/1100
20240627-06:17:14 keep c_quizzes 1.73% kept total 515/1100
20240627-06:17:59 keep c_quizzes 1.76% kept total 543/1100
20240627-06:18:43 keep c_quizzes 1.76% kept total 563/1100
20240627-06:19:28 keep c_quizzes 1.75% kept total 577/1100
20240627-06:20:12 keep c_quizzes 1.73% kept total 589/1100
20240627-06:20:57 keep c_quizzes 1.73% kept total 609/1100
20240627-06:21:41 keep c_quizzes 1.76% kept total 638/1100
20240627-06:22:26 keep c_quizzes 1.78% kept total 665/1100
20240627-06:23:10 keep c_quizzes 1.78% kept total 684/1100
20240627-06:23:55 keep c_quizzes 1.76% kept total 698/1100
20240627-06:24:39 keep c_quizzes 1.76% kept total 717/1100
20240627-06:25:24 keep c_quizzes 1.75% kept total 731/1100
20240627-06:26:08 keep c_quizzes 1.75% kept total 752/1100
20240627-06:26:53 keep c_quizzes 1.74% kept total 767/1100
20240627-06:27:37 keep c_quizzes 1.75% kept total 789/1100
20240627-06:28:22 keep c_quizzes 1.74% kept total 806/1100
20240627-06:29:07 keep c_quizzes 1.75% kept total 828/1100
20240627-06:29:51 keep c_quizzes 1.74% kept total 844/1100
20240627-06:30:36 keep c_quizzes 1.73% kept total 858/1100
20240627-06:31:20 keep c_quizzes 1.75% kept total 883/1100
20240627-06:32:05 keep c_quizzes 1.72% kept total 891/1100
20240627-06:32:49 keep c_quizzes 1.71% kept total 905/1100
20240627-06:33:34 keep c_quizzes 1.72% kept total 926/1100
20240627-06:34:18 keep c_quizzes 1.71% kept total 940/1100
20240627-06:35:03 keep c_quizzes 1.70% kept total 956/1100
20240627-06:35:47 keep c_quizzes 1.70% kept total 975/1100
20240627-06:36:32 keep c_quizzes 1.72% kept total 1002/1100
20240627-06:37:16 keep c_quizzes 1.72% kept total 1020/1100
20240627-06:38:01 keep c_quizzes 1.71% kept total 1032/1100
20240627-06:38:45 keep c_quizzes 1.69% kept total 1043/1100
20240627-06:39:30 keep c_quizzes 1.68% kept total 1056/1100
20240627-06:40:15 keep c_quizzes 1.69% kept total 1079/1100
20240627-06:40:59 keep c_quizzes 1.69% kept total 1099/1100
20240627-06:41:44 keep c_quizzes 1.70% kept total 1123/1100
20240627-06:41:50 accuracy_train 60 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-06:41:53 accuracy_test 60 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-06:41:53 main_test_accuracy 60 0.9880000352859497
20240627-06:41:54 test_perplexity 60 1.2310817412418449
20240627-06:41:59 accuracy_train 60 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-06:42:03 accuracy_test 60 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-06:42:03 main_test_accuracy 60 0.9890000224113464
20240627-06:42:03 test_perplexity 60 1.2324934921584063
20240627-06:42:09 accuracy_train 60 nb_total 1000 nb_correct 985 accuracy 98.50%
20240627-06:42:12 accuracy_test 60 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-06:42:12 main_test_accuracy 60 0.9910000562667847
20240627-06:42:13 test_perplexity 60 1.2313019281533453
20240627-06:42:18 accuracy_train 60 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-06:42:22 accuracy_test 60 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-06:42:22 main_test_accuracy 60 0.9880000352859497
20240627-06:42:22 test_perplexity 60 1.2348858583997717
20240627-06:42:28 accuracy_train 60 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-06:42:31 accuracy_test 60 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-06:42:31 main_test_accuracy 60 0.9920000433921814
20240627-06:42:32 test_perplexity 60 1.2316941251631586
20240627-06:42:32 --- epoch 61 ----------------------------------------
20240627-06:42:32 current accuracies [(0, 0.9920000433921814), (1, 0.9890000224113464), (2, 0.9910000562667847), (3, 0.9880000352859497), (4, 0.9880000352859497)]
20240627-06:42:32 training model 3 main_test_accuracy 0.9880000352859497
20240627-06:43:35 train_perplexity 61 1.2327386444497634
20240627-06:44:01 train_set_composition w_quizzes 85000 c_quizzes 15000
20240627-06:44:07 accuracy_train 61 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-06:44:10 accuracy_test 61 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-06:44:10 main_test_accuracy 61 0.9910000562667847
20240627-06:44:11 test_perplexity 61 1.2300400321512799
20240627-06:44:11 test_set_composition w_quizzes 8500 c_quizzes 1500
20240627-06:44:55 keep c_quizzes 0.91% kept total 10/1100
20240627-06:45:40 keep c_quizzes 1.27% kept total 28/1100
20240627-06:46:25 keep c_quizzes 1.85% kept total 61/1100
20240627-06:47:09 keep c_quizzes 2.18% kept total 96/1100
20240627-06:47:54 keep c_quizzes 2.07% kept total 114/1100
20240627-06:48:38 keep c_quizzes 2.05% kept total 135/1100
20240627-06:49:23 keep c_quizzes 1.95% kept total 150/1100
20240627-06:50:07 keep c_quizzes 1.82% kept total 160/1100
20240627-06:50:52 keep c_quizzes 1.87% kept total 185/1100
20240627-06:51:37 keep c_quizzes 1.82% kept total 200/1100
20240627-06:52:21 keep c_quizzes 1.83% kept total 221/1100
20240627-06:53:06 keep c_quizzes 1.81% kept total 239/1100
20240627-06:53:50 keep c_quizzes 1.83% kept total 261/1100
20240627-06:54:35 keep c_quizzes 1.79% kept total 276/1100
20240627-06:55:19 keep c_quizzes 1.82% kept total 300/1100
20240627-06:56:04 keep c_quizzes 1.77% kept total 312/1100
20240627-06:56:49 keep c_quizzes 1.81% kept total 338/1100
20240627-06:57:33 keep c_quizzes 1.83% kept total 362/1100
20240627-06:58:18 keep c_quizzes 1.81% kept total 379/1100
20240627-06:59:02 keep c_quizzes 1.80% kept total 396/1100
20240627-06:59:47 keep c_quizzes 1.80% kept total 415/1100
20240627-07:00:32 keep c_quizzes 1.82% kept total 440/1100
20240627-07:01:16 keep c_quizzes 1.84% kept total 466/1100
20240627-07:02:01 keep c_quizzes 1.84% kept total 487/1100
20240627-07:02:46 keep c_quizzes 1.83% kept total 503/1100
20240627-07:03:30 keep c_quizzes 1.85% kept total 530/1100
20240627-07:04:15 keep c_quizzes 1.81% kept total 539/1100
20240627-07:04:59 keep c_quizzes 1.86% kept total 572/1100
20240627-07:05:44 keep c_quizzes 1.85% kept total 589/1100
20240627-07:06:29 keep c_quizzes 1.83% kept total 605/1100
20240627-07:07:13 keep c_quizzes 1.83% kept total 623/1100
20240627-07:07:58 keep c_quizzes 1.86% kept total 654/1100
20240627-07:08:43 keep c_quizzes 1.83% kept total 663/1100
20240627-07:09:27 keep c_quizzes 1.85% kept total 691/1100
20240627-07:10:11 keep c_quizzes 1.81% kept total 696/1100
20240627-07:10:56 keep c_quizzes 1.84% kept total 727/1100
20240627-07:11:40 keep c_quizzes 1.84% kept total 748/1100
20240627-07:12:25 keep c_quizzes 1.87% kept total 780/1100
20240627-07:13:09 keep c_quizzes 1.85% kept total 792/1100
20240627-07:13:54 keep c_quizzes 1.83% kept total 805/1100
20240627-07:14:38 keep c_quizzes 1.84% kept total 828/1100
20240627-07:15:23 keep c_quizzes 1.85% kept total 856/1100
20240627-07:16:08 keep c_quizzes 1.83% kept total 865/1100
20240627-07:16:52 keep c_quizzes 1.83% kept total 884/1100
20240627-07:17:37 keep c_quizzes 1.81% kept total 898/1100
20240627-07:18:21 keep c_quizzes 1.81% kept total 915/1100
20240627-07:19:06 keep c_quizzes 1.82% kept total 940/1100
20240627-07:19:51 keep c_quizzes 1.80% kept total 950/1100
20240627-07:20:35 keep c_quizzes 1.82% kept total 982/1100
20240627-07:21:20 keep c_quizzes 1.85% kept total 1017/1100
20240627-07:22:04 keep c_quizzes 1.83% kept total 1028/1100
20240627-07:22:49 keep c_quizzes 1.84% kept total 1052/1100
20240627-07:23:33 keep c_quizzes 1.84% kept total 1070/1100
20240627-07:24:18 keep c_quizzes 1.83% kept total 1087/1100
20240627-07:25:02 keep c_quizzes 1.84% kept total 1116/1100
20240627-07:25:08 accuracy_train 61 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-07:25:12 accuracy_test 61 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-07:25:12 main_test_accuracy 61 0.9900000691413879
20240627-07:25:12 test_perplexity 61 1.2300584733046518
20240627-07:25:18 accuracy_train 61 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-07:25:21 accuracy_test 61 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-07:25:21 main_test_accuracy 61 0.9890000224113464
20240627-07:25:22 test_perplexity 61 1.2350845112728872
20240627-07:25:27 accuracy_train 61 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-07:25:31 accuracy_test 61 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-07:25:31 main_test_accuracy 61 0.9910000562667847
20240627-07:25:31 test_perplexity 61 1.2326499511539573
20240627-07:25:37 accuracy_train 61 nb_total 1000 nb_correct 981 accuracy 98.10%
20240627-07:25:40 accuracy_test 61 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-07:25:40 main_test_accuracy 61 0.9910000562667847
20240627-07:25:41 test_perplexity 61 1.2313652029996203
20240627-07:25:46 accuracy_train 61 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-07:25:50 accuracy_test 61 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-07:25:50 main_test_accuracy 61 0.9900000691413879
20240627-07:25:50 test_perplexity 61 1.2317881505792825
20240627-07:25:50 --- epoch 62 ----------------------------------------
20240627-07:25:50 current accuracies [(0, 0.9900000691413879), (1, 0.9910000562667847), (2, 0.9910000562667847), (3, 0.9900000691413879), (4, 0.9890000224113464)]
20240627-07:25:50 training model 4 main_test_accuracy 0.9890000224113464
20240627-07:26:54 train_perplexity 62 1.2343177816739417
20240627-07:27:20 train_set_composition w_quizzes 84000 c_quizzes 16000
20240627-07:27:25 accuracy_train 62 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-07:27:29 accuracy_test 62 nb_total 1000 nb_correct 1000 accuracy 100.00%
20240627-07:27:29 main_test_accuracy 62 1.0
20240627-07:27:29 test_perplexity 62 1.230877058058168
20240627-07:27:29 test_set_composition w_quizzes 8400 c_quizzes 1600
20240627-07:28:14 keep c_quizzes 2.45% kept total 27/1100
20240627-07:28:58 keep c_quizzes 2.18% kept total 48/1100
20240627-07:29:43 keep c_quizzes 2.06% kept total 68/1100
20240627-07:30:27 keep c_quizzes 2.25% kept total 99/1100
20240627-07:31:12 keep c_quizzes 2.18% kept total 120/1100
20240627-07:31:56 keep c_quizzes 2.20% kept total 145/1100
20240627-07:32:41 keep c_quizzes 2.25% kept total 173/1100
20240627-07:33:25 keep c_quizzes 2.15% kept total 189/1100
20240627-07:34:10 keep c_quizzes 2.14% kept total 212/1100
20240627-07:34:54 keep c_quizzes 2.09% kept total 230/1100
20240627-07:35:39 keep c_quizzes 2.12% kept total 257/1100
20240627-07:36:23 keep c_quizzes 2.16% kept total 285/1100
20240627-07:37:07 keep c_quizzes 2.11% kept total 302/1100
20240627-07:37:52 keep c_quizzes 2.12% kept total 327/1100
20240627-07:38:36 keep c_quizzes 2.05% kept total 338/1100
20240627-07:39:20 keep c_quizzes 2.04% kept total 359/1100
20240627-07:40:05 keep c_quizzes 2.01% kept total 376/1100
20240627-07:40:49 keep c_quizzes 1.98% kept total 393/1100
20240627-07:41:33 keep c_quizzes 1.97% kept total 411/1100
20240627-07:42:17 keep c_quizzes 2.01% kept total 443/1100
20240627-07:43:01 keep c_quizzes 2.01% kept total 464/1100
20240627-07:43:45 keep c_quizzes 1.98% kept total 478/1100
20240627-07:44:30 keep c_quizzes 1.98% kept total 500/1100
20240627-07:45:14 keep c_quizzes 1.98% kept total 524/1100
20240627-07:45:58 keep c_quizzes 1.99% kept total 548/1100
20240627-07:46:42 keep c_quizzes 1.98% kept total 567/1100
20240627-07:47:27 keep c_quizzes 1.95% kept total 579/1100
20240627-07:48:11 keep c_quizzes 1.93% kept total 594/1100
20240627-07:48:55 keep c_quizzes 1.90% kept total 607/1100
20240627-07:49:39 keep c_quizzes 1.93% kept total 638/1100
20240627-07:50:23 keep c_quizzes 1.93% kept total 659/1100
20240627-07:51:07 keep c_quizzes 1.94% kept total 682/1100
20240627-07:51:52 keep c_quizzes 1.94% kept total 706/1100
20240627-07:52:36 keep c_quizzes 1.93% kept total 723/1100
20240627-07:53:20 keep c_quizzes 1.93% kept total 742/1100
20240627-07:54:04 keep c_quizzes 1.93% kept total 765/1100
20240627-07:54:48 keep c_quizzes 1.93% kept total 787/1100
20240627-07:55:32 keep c_quizzes 1.92% kept total 803/1100
20240627-07:56:17 keep c_quizzes 1.92% kept total 824/1100
20240627-07:57:01 keep c_quizzes 1.91% kept total 841/1100
20240627-07:57:46 keep c_quizzes 1.93% kept total 869/1100
20240627-07:58:30 keep c_quizzes 1.92% kept total 889/1100
20240627-07:59:14 keep c_quizzes 1.90% kept total 900/1100
20240627-07:59:59 keep c_quizzes 1.89% kept total 916/1100
20240627-08:00:43 keep c_quizzes 1.91% kept total 944/1100
20240627-08:01:27 keep c_quizzes 1.89% kept total 956/1100
20240627-08:02:12 keep c_quizzes 1.89% kept total 979/1100
20240627-08:02:56 keep c_quizzes 1.89% kept total 998/1100
20240627-08:03:41 keep c_quizzes 1.89% kept total 1017/1100
20240627-08:04:25 keep c_quizzes 1.88% kept total 1036/1100
20240627-08:05:09 keep c_quizzes 1.87% kept total 1051/1100
20240627-08:05:54 keep c_quizzes 1.87% kept total 1072/1100
20240627-08:06:38 keep c_quizzes 1.88% kept total 1098/1100
20240627-08:07:22 keep c_quizzes 1.89% kept total 1122/1100
20240627-08:07:29 accuracy_train 62 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-08:07:32 accuracy_test 62 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-08:07:32 main_test_accuracy 62 0.9910000562667847
20240627-08:07:33 test_perplexity 62 1.2310331691403922
20240627-08:07:38 accuracy_train 62 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-08:07:42 accuracy_test 62 nb_total 1000 nb_correct 983 accuracy 98.30%
20240627-08:07:42 main_test_accuracy 62 0.9830000400543213
20240627-08:07:42 test_perplexity 62 1.2302510318018374
20240627-08:07:48 accuracy_train 62 nb_total 1000 nb_correct 985 accuracy 98.50%
20240627-08:07:51 accuracy_test 62 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-08:07:51 main_test_accuracy 62 0.9860000610351562
20240627-08:07:52 test_perplexity 62 1.2320313148787483
20240627-08:07:57 accuracy_train 62 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-08:08:01 accuracy_test 62 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-08:08:01 main_test_accuracy 62 0.987000048160553
20240627-08:08:01 test_perplexity 62 1.2329522296912472
20240627-08:08:07 accuracy_train 62 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-08:08:10 accuracy_test 62 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-08:08:10 main_test_accuracy 62 0.9930000305175781
20240627-08:08:11 test_perplexity 62 1.2315224141149308
20240627-08:08:11 --- epoch 63 ----------------------------------------
20240627-08:08:11 current accuracies [(0, 0.9860000610351562), (1, 0.987000048160553), (2, 0.9930000305175781), (3, 0.9830000400543213), (4, 0.9910000562667847)]
20240627-08:08:11 training model 3 main_test_accuracy 0.9830000400543213
20240627-08:09:14 train_perplexity 63 1.2323870603883247
20240627-08:09:40 train_set_composition w_quizzes 83000 c_quizzes 17000
20240627-08:09:46 accuracy_train 63 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-08:09:49 accuracy_test 63 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-08:09:49 main_test_accuracy 63 0.9890000224113464
20240627-08:09:50 test_perplexity 63 1.2304473571295018
20240627-08:09:50 test_set_composition w_quizzes 8300 c_quizzes 1700
20240627-08:10:34 keep c_quizzes 2.09% kept total 23/1100
20240627-08:11:18 keep c_quizzes 1.86% kept total 41/1100
20240627-08:12:03 keep c_quizzes 1.79% kept total 59/1100
20240627-08:12:47 keep c_quizzes 1.73% kept total 76/1100
20240627-08:13:31 keep c_quizzes 1.71% kept total 94/1100
20240627-08:14:16 keep c_quizzes 1.73% kept total 114/1100
20240627-08:15:00 keep c_quizzes 1.66% kept total 128/1100
20240627-08:15:44 keep c_quizzes 1.69% kept total 149/1100
20240627-08:16:29 keep c_quizzes 1.67% kept total 165/1100
20240627-08:17:13 keep c_quizzes 1.69% kept total 186/1100
20240627-08:17:58 keep c_quizzes 1.66% kept total 201/1100
20240627-08:18:42 keep c_quizzes 1.70% kept total 225/1100
20240627-08:19:26 keep c_quizzes 1.73% kept total 248/1100
20240627-08:20:11 keep c_quizzes 1.74% kept total 268/1100
20240627-08:20:55 keep c_quizzes 1.81% kept total 299/1100
20240627-08:21:40 keep c_quizzes 1.88% kept total 330/1100
20240627-08:22:24 keep c_quizzes 1.89% kept total 353/1100
20240627-08:23:08 keep c_quizzes 1.85% kept total 367/1100
20240627-08:23:53 keep c_quizzes 1.89% kept total 396/1100
20240627-08:24:37 keep c_quizzes 1.89% kept total 416/1100
20240627-08:25:21 keep c_quizzes 1.90% kept total 439/1100
20240627-08:26:06 keep c_quizzes 1.89% kept total 458/1100
20240627-08:26:50 keep c_quizzes 1.89% kept total 478/1100
20240627-08:27:34 keep c_quizzes 1.91% kept total 503/1100
20240627-08:28:19 keep c_quizzes 1.92% kept total 527/1100
20240627-08:29:03 keep c_quizzes 1.87% kept total 535/1100
20240627-08:29:48 keep c_quizzes 1.89% kept total 562/1100
20240627-08:30:32 keep c_quizzes 1.91% kept total 589/1100
20240627-08:31:16 keep c_quizzes 1.92% kept total 611/1100
20240627-08:32:01 keep c_quizzes 1.90% kept total 628/1100
20240627-08:32:45 keep c_quizzes 1.90% kept total 647/1100
20240627-08:33:30 keep c_quizzes 1.91% kept total 671/1100
20240627-08:34:14 keep c_quizzes 1.93% kept total 701/1100
20240627-08:34:58 keep c_quizzes 1.93% kept total 723/1100
20240627-08:35:43 keep c_quizzes 1.93% kept total 743/1100
20240627-08:36:27 keep c_quizzes 1.94% kept total 768/1100
20240627-08:37:11 keep c_quizzes 1.94% kept total 790/1100
20240627-08:37:56 keep c_quizzes 1.92% kept total 804/1100
20240627-08:38:40 keep c_quizzes 1.93% kept total 830/1100
20240627-08:39:24 keep c_quizzes 1.93% kept total 848/1100
20240627-08:40:09 keep c_quizzes 1.93% kept total 872/1100
20240627-08:40:53 keep c_quizzes 1.93% kept total 893/1100
20240627-08:41:38 keep c_quizzes 1.92% kept total 906/1100
20240627-08:42:22 keep c_quizzes 1.93% kept total 932/1100
20240627-08:43:06 keep c_quizzes 1.93% kept total 953/1100
20240627-08:43:51 keep c_quizzes 1.93% kept total 978/1100
20240627-08:44:35 keep c_quizzes 1.93% kept total 996/1100
20240627-08:45:20 keep c_quizzes 1.90% kept total 1003/1100
20240627-08:46:04 keep c_quizzes 1.92% kept total 1033/1100
20240627-08:46:49 keep c_quizzes 1.91% kept total 1052/1100
20240627-08:47:33 keep c_quizzes 1.90% kept total 1066/1100
20240627-08:48:17 keep c_quizzes 1.90% kept total 1085/1100
20240627-08:49:02 keep c_quizzes 1.88% kept total 1098/1100
20240627-08:49:46 keep c_quizzes 1.90% kept total 1127/1100
20240627-08:49:52 accuracy_train 63 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-08:49:56 accuracy_test 63 nb_total 1000 nb_correct 984 accuracy 98.40%
20240627-08:49:56 main_test_accuracy 63 0.984000027179718
20240627-08:49:56 test_perplexity 63 1.2305974216090352
20240627-08:50:02 accuracy_train 63 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-08:50:05 accuracy_test 63 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-08:50:05 main_test_accuracy 63 0.9910000562667847
20240627-08:50:06 test_perplexity 63 1.232080258485391
20240627-08:50:11 accuracy_train 63 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-08:50:15 accuracy_test 63 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-08:50:15 main_test_accuracy 63 0.9930000305175781
20240627-08:50:15 test_perplexity 63 1.2330931830531344
20240627-08:50:21 accuracy_train 63 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-08:50:24 accuracy_test 63 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-08:50:24 main_test_accuracy 63 0.9960000514984131
20240627-08:50:25 test_perplexity 63 1.2310941205716086
20240627-08:50:30 accuracy_train 63 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-08:50:34 accuracy_test 63 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-08:50:34 main_test_accuracy 63 0.9890000224113464
20240627-08:50:34 test_perplexity 63 1.23167377441192
20240627-08:50:34 --- epoch 64 ----------------------------------------
20240627-08:50:34 current accuracies [(0, 0.9910000562667847), (1, 0.9930000305175781), (2, 0.9890000224113464), (3, 0.984000027179718), (4, 0.9960000514984131)]
20240627-08:50:34 training model 3 main_test_accuracy 0.984000027179718
20240627-08:51:38 train_perplexity 64 1.232213261184263
20240627-08:52:04 train_set_composition w_quizzes 82000 c_quizzes 18000
20240627-08:52:09 accuracy_train 64 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-08:52:13 accuracy_test 64 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-08:52:13 main_test_accuracy 64 0.9930000305175781
20240627-08:52:13 test_perplexity 64 1.2305734874078433
20240627-08:52:13 test_set_composition w_quizzes 8200 c_quizzes 1800
20240627-08:52:57 keep c_quizzes 1.18% kept total 13/1100
20240627-08:53:42 keep c_quizzes 1.14% kept total 25/1100
20240627-08:54:26 keep c_quizzes 1.61% kept total 53/1100
20240627-08:55:11 keep c_quizzes 1.41% kept total 62/1100
20240627-08:55:55 keep c_quizzes 1.35% kept total 74/1100
20240627-08:56:40 keep c_quizzes 1.36% kept total 90/1100
20240627-08:57:24 keep c_quizzes 1.40% kept total 108/1100
20240627-08:58:09 keep c_quizzes 1.56% kept total 137/1100
20240627-08:58:53 keep c_quizzes 1.62% kept total 160/1100
20240627-08:59:37 keep c_quizzes 1.57% kept total 173/1100
20240627-09:00:22 keep c_quizzes 1.59% kept total 192/1100
20240627-09:01:06 keep c_quizzes 1.67% kept total 220/1100
20240627-09:01:50 keep c_quizzes 1.69% kept total 242/1100
20240627-09:02:35 keep c_quizzes 1.66% kept total 256/1100
20240627-09:03:19 keep c_quizzes 1.67% kept total 275/1100
20240627-09:04:03 keep c_quizzes 1.72% kept total 302/1100
20240627-09:04:48 keep c_quizzes 1.70% kept total 318/1100
20240627-09:05:32 keep c_quizzes 1.70% kept total 337/1100
20240627-09:06:17 keep c_quizzes 1.68% kept total 351/1100
20240627-09:07:01 keep c_quizzes 1.67% kept total 367/1100
20240627-09:07:45 keep c_quizzes 1.68% kept total 388/1100
20240627-09:08:30 keep c_quizzes 1.67% kept total 404/1100
20240627-09:09:14 keep c_quizzes 1.70% kept total 431/1100
20240627-09:09:59 keep c_quizzes 1.71% kept total 452/1100
20240627-09:10:43 keep c_quizzes 1.70% kept total 468/1100
20240627-09:11:28 keep c_quizzes 1.73% kept total 494/1100
20240627-09:12:12 keep c_quizzes 1.73% kept total 515/1100
20240627-09:12:56 keep c_quizzes 1.73% kept total 534/1100
20240627-09:13:41 keep c_quizzes 1.73% kept total 551/1100
20240627-09:14:25 keep c_quizzes 1.73% kept total 571/1100
20240627-09:15:10 keep c_quizzes 1.74% kept total 593/1100
20240627-09:15:54 keep c_quizzes 1.73% kept total 610/1100
20240627-09:16:39 keep c_quizzes 1.74% kept total 630/1100
20240627-09:17:23 keep c_quizzes 1.72% kept total 642/1100
20240627-09:18:07 keep c_quizzes 1.74% kept total 669/1100
20240627-09:18:52 keep c_quizzes 1.70% kept total 674/1100
20240627-09:19:36 keep c_quizzes 1.71% kept total 695/1100
20240627-09:20:21 keep c_quizzes 1.72% kept total 718/1100
20240627-09:21:05 keep c_quizzes 1.72% kept total 738/1100
20240627-09:21:50 keep c_quizzes 1.71% kept total 751/1100
20240627-09:22:34 keep c_quizzes 1.74% kept total 783/1100
20240627-09:23:18 keep c_quizzes 1.74% kept total 806/1100
20240627-09:24:03 keep c_quizzes 1.73% kept total 820/1100
20240627-09:24:47 keep c_quizzes 1.73% kept total 836/1100
20240627-09:25:32 keep c_quizzes 1.73% kept total 855/1100
20240627-09:26:16 keep c_quizzes 1.73% kept total 874/1100
20240627-09:27:01 keep c_quizzes 1.73% kept total 894/1100
20240627-09:27:45 keep c_quizzes 1.74% kept total 917/1100
20240627-09:28:29 keep c_quizzes 1.74% kept total 937/1100
20240627-09:29:14 keep c_quizzes 1.75% kept total 961/1100
20240627-09:29:58 keep c_quizzes 1.76% kept total 987/1100
20240627-09:30:43 keep c_quizzes 1.75% kept total 1001/1100
20240627-09:31:27 keep c_quizzes 1.77% kept total 1030/1100
20240627-09:32:11 keep c_quizzes 1.77% kept total 1052/1100
20240627-09:32:56 keep c_quizzes 1.78% kept total 1074/1100
20240627-09:33:40 keep c_quizzes 1.78% kept total 1096/1100
20240627-09:34:24 keep c_quizzes 1.77% kept total 1111/1100
20240627-09:34:31 accuracy_train 64 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-09:34:34 accuracy_test 64 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-09:34:34 main_test_accuracy 64 0.9930000305175781
20240627-09:34:35 test_perplexity 64 1.2306286293907276
20240627-09:34:40 accuracy_train 64 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-09:34:44 accuracy_test 64 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-09:34:44 main_test_accuracy 64 0.9900000691413879
20240627-09:34:44 test_perplexity 64 1.2317268531329792
20240627-09:34:50 accuracy_train 64 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-09:34:53 accuracy_test 64 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-09:34:53 main_test_accuracy 64 0.9920000433921814
20240627-09:34:53 test_perplexity 64 1.2322472063692214
20240627-09:34:59 accuracy_train 64 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-09:35:02 accuracy_test 64 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-09:35:02 main_test_accuracy 64 0.9890000224113464
20240627-09:35:03 test_perplexity 64 1.2333147919616632
20240627-09:35:08 accuracy_train 64 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-09:35:12 accuracy_test 64 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-09:35:12 main_test_accuracy 64 0.9940000176429749
20240627-09:35:12 test_perplexity 64 1.231193025030027
20240627-09:35:12 --- epoch 65 ----------------------------------------
20240627-09:35:12 current accuracies [(0, 0.9920000433921814), (1, 0.9890000224113464), (2, 0.9900000691413879), (3, 0.9930000305175781), (4, 0.9940000176429749)]
20240627-09:35:12 training model 1 main_test_accuracy 0.9890000224113464
20240627-09:36:16 train_perplexity 65 1.2351685500162315
20240627-09:36:42 train_set_composition w_quizzes 81000 c_quizzes 19000
20240627-09:36:48 accuracy_train 65 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-09:36:51 accuracy_test 65 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-09:36:51 main_test_accuracy 65 0.9920000433921814
20240627-09:36:51 test_perplexity 65 1.231430153124601
20240627-09:36:51 test_set_composition w_quizzes 8100 c_quizzes 1900
20240627-09:37:36 keep c_quizzes 2.18% kept total 24/1100
20240627-09:38:20 keep c_quizzes 1.64% kept total 36/1100
20240627-09:39:05 keep c_quizzes 1.61% kept total 53/1100
20240627-09:39:49 keep c_quizzes 1.70% kept total 75/1100
20240627-09:40:33 keep c_quizzes 1.58% kept total 87/1100
20240627-09:41:18 keep c_quizzes 1.70% kept total 112/1100
20240627-09:42:03 keep c_quizzes 1.71% kept total 132/1100
20240627-09:42:47 keep c_quizzes 1.68% kept total 148/1100
20240627-09:43:31 keep c_quizzes 1.74% kept total 172/1100
20240627-09:44:16 keep c_quizzes 1.75% kept total 193/1100
20240627-09:45:00 keep c_quizzes 1.75% kept total 212/1100
20240627-09:45:45 keep c_quizzes 1.71% kept total 226/1100
20240627-09:46:29 keep c_quizzes 1.75% kept total 250/1100
20240627-09:47:14 keep c_quizzes 1.68% kept total 259/1100
20240627-09:47:58 keep c_quizzes 1.70% kept total 280/1100
20240627-09:48:42 keep c_quizzes 1.67% kept total 294/1100
20240627-09:49:27 keep c_quizzes 1.70% kept total 318/1100
20240627-09:50:11 keep c_quizzes 1.69% kept total 335/1100
20240627-09:50:55 keep c_quizzes 1.66% kept total 346/1100
20240627-09:51:40 keep c_quizzes 1.70% kept total 374/1100
20240627-09:52:24 keep c_quizzes 1.71% kept total 395/1100
20240627-09:53:09 keep c_quizzes 1.72% kept total 416/1100
20240627-09:53:53 keep c_quizzes 1.75% kept total 442/1100
20240627-09:54:37 keep c_quizzes 1.78% kept total 470/1100
20240627-09:55:22 keep c_quizzes 1.80% kept total 494/1100
20240627-09:56:06 keep c_quizzes 1.80% kept total 515/1100
20240627-09:56:50 keep c_quizzes 1.77% kept total 525/1100
20240627-09:57:35 keep c_quizzes 1.78% kept total 547/1100
20240627-09:58:19 keep c_quizzes 1.76% kept total 563/1100
20240627-09:59:03 keep c_quizzes 1.79% kept total 590/1100
20240627-09:59:48 keep c_quizzes 1.79% kept total 610/1100
20240627-10:00:32 keep c_quizzes 1.78% kept total 628/1100
20240627-10:01:17 keep c_quizzes 1.78% kept total 645/1100
20240627-10:02:01 keep c_quizzes 1.78% kept total 667/1100
20240627-10:02:45 keep c_quizzes 1.79% kept total 690/1100
20240627-10:03:30 keep c_quizzes 1.84% kept total 727/1100
20240627-10:04:14 keep c_quizzes 1.85% kept total 752/1100
20240627-10:04:59 keep c_quizzes 1.85% kept total 773/1100
20240627-10:05:43 keep c_quizzes 1.85% kept total 795/1100
20240627-10:06:27 keep c_quizzes 1.86% kept total 817/1100
20240627-10:07:12 keep c_quizzes 1.87% kept total 845/1100
20240627-10:07:56 keep c_quizzes 1.88% kept total 868/1100
20240627-10:08:40 keep c_quizzes 1.87% kept total 886/1100
20240627-10:09:25 keep c_quizzes 1.90% kept total 918/1100
20240627-10:10:09 keep c_quizzes 1.88% kept total 930/1100
20240627-10:10:53 keep c_quizzes 1.89% kept total 958/1100
20240627-10:11:38 keep c_quizzes 1.87% kept total 968/1100
20240627-10:12:22 keep c_quizzes 1.87% kept total 986/1100
20240627-10:13:06 keep c_quizzes 1.86% kept total 1005/1100
20240627-10:13:51 keep c_quizzes 1.87% kept total 1027/1100
20240627-10:14:35 keep c_quizzes 1.86% kept total 1045/1100
20240627-10:15:19 keep c_quizzes 1.85% kept total 1060/1100
20240627-10:16:03 keep c_quizzes 1.86% kept total 1086/1100
20240627-10:16:47 keep c_quizzes 1.86% kept total 1102/1100
20240627-10:16:54 accuracy_train 65 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-10:16:57 accuracy_test 65 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-10:16:57 main_test_accuracy 65 0.9880000352859497
20240627-10:16:58 test_perplexity 65 1.2315737348085976
20240627-10:17:03 accuracy_train 65 nb_total 1000 nb_correct 981 accuracy 98.10%
20240627-10:17:07 accuracy_test 65 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-10:17:07 main_test_accuracy 65 0.9910000562667847
20240627-10:17:07 test_perplexity 65 1.2318286195929848
20240627-10:17:13 accuracy_train 65 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-10:17:16 accuracy_test 65 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-10:17:16 main_test_accuracy 65 0.9970000386238098
20240627-10:17:17 test_perplexity 65 1.232583535295126
20240627-10:17:22 accuracy_train 65 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-10:17:26 accuracy_test 65 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-10:17:26 main_test_accuracy 65 0.9920000433921814
20240627-10:17:26 test_perplexity 65 1.2307827786686993
20240627-10:17:32 accuracy_train 65 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-10:17:35 accuracy_test 65 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-10:17:35 main_test_accuracy 65 0.9970000386238098
20240627-10:17:36 test_perplexity 65 1.2312826333611064
20240627-10:17:36 --- epoch 66 ----------------------------------------
20240627-10:17:36 current accuracies [(0, 0.9970000386238098), (1, 0.9880000352859497), (2, 0.9910000562667847), (3, 0.9920000433921814), (4, 0.9970000386238098)]
20240627-10:17:36 training model 1 main_test_accuracy 0.9880000352859497
20240627-10:18:39 train_perplexity 66 1.2339380960377044
20240627-10:19:05 train_set_composition w_quizzes 80000 c_quizzes 20000
20240627-10:19:11 accuracy_train 66 nb_total 1000 nb_correct 976 accuracy 97.60%
20240627-10:19:14 accuracy_test 66 nb_total 1000 nb_correct 982 accuracy 98.20%
20240627-10:19:14 main_test_accuracy 66 0.9820000529289246
20240627-10:19:15 test_perplexity 66 1.2319919241697772
20240627-10:19:15 test_set_composition w_quizzes 8000 c_quizzes 2000
20240627-10:19:59 keep c_quizzes 1.45% kept total 16/1100
20240627-10:20:44 keep c_quizzes 1.09% kept total 24/1100
20240627-10:21:28 keep c_quizzes 1.61% kept total 53/1100
20240627-10:22:13 keep c_quizzes 1.57% kept total 69/1100
20240627-10:22:57 keep c_quizzes 1.64% kept total 90/1100
20240627-10:23:42 keep c_quizzes 1.61% kept total 106/1100
20240627-10:24:26 keep c_quizzes 1.65% kept total 127/1100
20240627-10:25:11 keep c_quizzes 1.76% kept total 155/1100
20240627-10:25:56 keep c_quizzes 1.89% kept total 187/1100
20240627-10:26:40 keep c_quizzes 1.83% kept total 201/1100
20240627-10:27:25 keep c_quizzes 1.79% kept total 217/1100
20240627-10:28:09 keep c_quizzes 1.90% kept total 251/1100
20240627-10:28:54 keep c_quizzes 1.90% kept total 272/1100
20240627-10:29:38 keep c_quizzes 1.90% kept total 293/1100
20240627-10:30:23 keep c_quizzes 1.88% kept total 311/1100
20240627-10:31:07 keep c_quizzes 1.82% kept total 320/1100
20240627-10:31:51 keep c_quizzes 1.82% kept total 340/1100
20240627-10:32:36 keep c_quizzes 1.82% kept total 361/1100
20240627-10:33:20 keep c_quizzes 1.80% kept total 377/1100
20240627-10:34:04 keep c_quizzes 1.88% kept total 413/1100
20240627-10:34:49 keep c_quizzes 1.84% kept total 426/1100
20240627-10:35:33 keep c_quizzes 1.87% kept total 452/1100
20240627-10:36:18 keep c_quizzes 1.84% kept total 466/1100
20240627-10:37:02 keep c_quizzes 1.85% kept total 489/1100
20240627-10:37:46 keep c_quizzes 1.85% kept total 509/1100
20240627-10:38:31 keep c_quizzes 1.85% kept total 530/1100
20240627-10:39:15 keep c_quizzes 1.82% kept total 540/1100
20240627-10:40:00 keep c_quizzes 1.83% kept total 563/1100
20240627-10:40:44 keep c_quizzes 1.84% kept total 586/1100
20240627-10:41:28 keep c_quizzes 1.82% kept total 600/1100
20240627-10:42:13 keep c_quizzes 1.81% kept total 617/1100
20240627-10:42:57 keep c_quizzes 1.82% kept total 641/1100
20240627-10:43:42 keep c_quizzes 1.81% kept total 656/1100
20240627-10:44:26 keep c_quizzes 1.77% kept total 663/1100
20240627-10:45:11 keep c_quizzes 1.80% kept total 694/1100
20240627-10:45:55 keep c_quizzes 1.81% kept total 717/1100
20240627-10:46:39 keep c_quizzes 1.83% kept total 745/1100
20240627-10:47:24 keep c_quizzes 1.81% kept total 758/1100
20240627-10:48:08 keep c_quizzes 1.83% kept total 783/1100
20240627-10:48:53 keep c_quizzes 1.81% kept total 798/1100
20240627-10:49:37 keep c_quizzes 1.82% kept total 819/1100
20240627-10:50:22 keep c_quizzes 1.82% kept total 841/1100
20240627-10:51:06 keep c_quizzes 1.83% kept total 864/1100
20240627-10:51:51 keep c_quizzes 1.83% kept total 886/1100
20240627-10:52:35 keep c_quizzes 1.82% kept total 900/1100
20240627-10:53:20 keep c_quizzes 1.81% kept total 915/1100
20240627-10:54:04 keep c_quizzes 1.80% kept total 932/1100
20240627-10:54:49 keep c_quizzes 1.82% kept total 961/1100
20240627-10:55:33 keep c_quizzes 1.83% kept total 985/1100
20240627-10:56:17 keep c_quizzes 1.81% kept total 997/1100
20240627-10:57:02 keep c_quizzes 1.81% kept total 1015/1100
20240627-10:57:46 keep c_quizzes 1.80% kept total 1027/1100
20240627-10:58:31 keep c_quizzes 1.81% kept total 1056/1100
20240627-10:59:15 keep c_quizzes 1.82% kept total 1079/1100
20240627-11:00:00 keep c_quizzes 1.83% kept total 1107/1100
20240627-11:00:06 accuracy_train 66 nb_total 1000 nb_correct 978 accuracy 97.80%
20240627-11:00:09 accuracy_test 66 nb_total 1000 nb_correct 981 accuracy 98.10%
20240627-11:00:09 main_test_accuracy 66 0.9810000658035278
20240627-11:00:10 test_perplexity 66 1.2320672015140193
20240627-11:00:15 accuracy_train 66 nb_total 1000 nb_correct 978 accuracy 97.80%
20240627-11:00:19 accuracy_test 66 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-11:00:19 main_test_accuracy 66 0.9900000691413879
20240627-11:00:19 test_perplexity 66 1.232062761158176
20240627-11:00:25 accuracy_train 66 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-11:00:28 accuracy_test 66 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-11:00:28 main_test_accuracy 66 0.9960000514984131
20240627-11:00:29 test_perplexity 66 1.2308866442791404
20240627-11:00:34 accuracy_train 66 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-11:00:38 accuracy_test 66 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-11:00:38 main_test_accuracy 66 0.9930000305175781
20240627-11:00:38 test_perplexity 66 1.232797049096397
20240627-11:00:44 accuracy_train 66 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-11:00:47 accuracy_test 66 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-11:00:47 main_test_accuracy 66 0.9940000176429749
20240627-11:00:48 test_perplexity 66 1.2314365496768056
20240627-11:00:48 --- epoch 67 ----------------------------------------
20240627-11:00:48 current accuracies [(0, 0.9930000305175781), (1, 0.9810000658035278), (2, 0.9900000691413879), (3, 0.9960000514984131), (4, 0.9940000176429749)]
20240627-11:00:48 training model 1 main_test_accuracy 0.9810000658035278
20240627-11:01:51 train_perplexity 67 1.2337293576958486
20240627-11:02:18 train_set_composition w_quizzes 79000 c_quizzes 21000
20240627-11:02:23 accuracy_train 67 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-11:02:27 accuracy_test 67 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-11:02:27 main_test_accuracy 67 0.9950000643730164
20240627-11:02:27 test_perplexity 67 1.2318544853994275
20240627-11:02:27 test_set_composition w_quizzes 7900 c_quizzes 2100
20240627-11:03:11 keep c_quizzes 1.45% kept total 16/1100
20240627-11:03:56 keep c_quizzes 1.73% kept total 38/1100
20240627-11:04:40 keep c_quizzes 1.88% kept total 62/1100
20240627-11:05:24 keep c_quizzes 1.66% kept total 73/1100
20240627-11:06:08 keep c_quizzes 1.69% kept total 93/1100
20240627-11:06:53 keep c_quizzes 1.82% kept total 120/1100
20240627-11:07:37 keep c_quizzes 1.86% kept total 143/1100
20240627-11:08:22 keep c_quizzes 1.86% kept total 164/1100
20240627-11:09:06 keep c_quizzes 1.81% kept total 179/1100
20240627-11:09:50 keep c_quizzes 1.81% kept total 199/1100
20240627-11:10:35 keep c_quizzes 1.80% kept total 218/1100
20240627-11:11:19 keep c_quizzes 1.88% kept total 248/1100
20240627-11:12:04 keep c_quizzes 1.83% kept total 262/1100
20240627-11:12:48 keep c_quizzes 1.81% kept total 279/1100
20240627-11:13:32 keep c_quizzes 1.83% kept total 302/1100
20240627-11:14:17 keep c_quizzes 1.88% kept total 331/1100
20240627-11:15:01 keep c_quizzes 1.90% kept total 355/1100
20240627-11:15:45 keep c_quizzes 1.88% kept total 373/1100
20240627-11:16:29 keep c_quizzes 1.92% kept total 402/1100
20240627-11:17:13 keep c_quizzes 1.92% kept total 422/1100
20240627-11:17:58 keep c_quizzes 1.92% kept total 444/1100
20240627-11:18:42 keep c_quizzes 1.93% kept total 467/1100
20240627-11:19:26 keep c_quizzes 1.91% kept total 484/1100
20240627-11:20:11 keep c_quizzes 1.94% kept total 513/1100
20240627-11:20:55 keep c_quizzes 1.91% kept total 524/1100
20240627-11:21:39 keep c_quizzes 1.91% kept total 546/1100
20240627-11:22:23 keep c_quizzes 1.93% kept total 572/1100
20240627-11:23:08 keep c_quizzes 1.91% kept total 589/1100
20240627-11:23:52 keep c_quizzes 1.92% kept total 611/1100
20240627-11:24:36 keep c_quizzes 1.95% kept total 642/1100
20240627-11:25:21 keep c_quizzes 1.94% kept total 661/1100
20240627-11:26:05 keep c_quizzes 1.93% kept total 681/1100
20240627-11:26:49 keep c_quizzes 1.95% kept total 708/1100
20240627-11:27:33 keep c_quizzes 1.93% kept total 722/1100
20240627-11:28:18 keep c_quizzes 1.91% kept total 734/1100
20240627-11:29:02 keep c_quizzes 1.90% kept total 752/1100
20240627-11:29:47 keep c_quizzes 1.89% kept total 769/1100
20240627-11:30:31 keep c_quizzes 1.87% kept total 783/1100
20240627-11:31:15 keep c_quizzes 1.87% kept total 802/1100
20240627-11:32:00 keep c_quizzes 1.87% kept total 823/1100
20240627-11:32:44 keep c_quizzes 1.88% kept total 847/1100
20240627-11:33:28 keep c_quizzes 1.88% kept total 869/1100
20240627-11:34:13 keep c_quizzes 1.86% kept total 882/1100
20240627-11:34:57 keep c_quizzes 1.87% kept total 903/1100
20240627-11:35:41 keep c_quizzes 1.89% kept total 935/1100
20240627-11:36:26 keep c_quizzes 1.89% kept total 957/1100
20240627-11:37:10 keep c_quizzes 1.89% kept total 979/1100
20240627-11:37:54 keep c_quizzes 1.89% kept total 1000/1100
20240627-11:38:39 keep c_quizzes 1.90% kept total 1026/1100
20240627-11:39:23 keep c_quizzes 1.91% kept total 1050/1100
20240627-11:40:07 keep c_quizzes 1.90% kept total 1066/1100
20240627-11:40:52 keep c_quizzes 1.90% kept total 1087/1100
20240627-11:41:36 keep c_quizzes 1.91% kept total 1112/1100
20240627-11:41:42 accuracy_train 67 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-11:41:46 accuracy_test 67 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-11:41:46 main_test_accuracy 67 0.9960000514984131
20240627-11:41:46 test_perplexity 67 1.2319428239958075
20240627-11:41:52 accuracy_train 67 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-11:41:55 accuracy_test 67 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-11:41:55 main_test_accuracy 67 0.9890000224113464
20240627-11:41:56 test_perplexity 67 1.2321076835511915
20240627-11:42:01 accuracy_train 67 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-11:42:05 accuracy_test 67 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-11:42:05 main_test_accuracy 67 0.9920000433921814
20240627-11:42:05 test_perplexity 67 1.2329321306114054
20240627-11:42:11 accuracy_train 67 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-11:42:14 accuracy_test 67 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-11:42:14 main_test_accuracy 67 0.9920000433921814
20240627-11:42:15 test_perplexity 67 1.2314556435616515
20240627-11:42:20 accuracy_train 67 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-11:42:24 accuracy_test 67 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-11:42:24 main_test_accuracy 67 0.9980000257492065
20240627-11:42:24 test_perplexity 67 1.2309668587375024
20240627-11:42:24 --- epoch 68 ----------------------------------------
20240627-11:42:24 current accuracies [(0, 0.9920000433921814), (1, 0.9960000514984131), (2, 0.9890000224113464), (3, 0.9980000257492065), (4, 0.9920000433921814)]
20240627-11:42:24 training model 2 main_test_accuracy 0.9890000224113464
20240627-11:43:28 train_perplexity 68 1.2343200018485987
20240627-11:43:54 train_set_composition w_quizzes 78000 c_quizzes 22000
20240627-11:43:59 accuracy_train 68 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-11:44:03 accuracy_test 68 nb_total 1000 nb_correct 983 accuracy 98.30%
20240627-11:44:03 main_test_accuracy 68 0.9830000400543213
20240627-11:44:03 test_perplexity 68 1.2319150433537092
20240627-11:44:03 test_set_composition w_quizzes 7800 c_quizzes 2200
20240627-11:44:48 keep c_quizzes 2.18% kept total 24/1100
20240627-11:45:32 keep c_quizzes 2.23% kept total 49/1100
20240627-11:46:16 keep c_quizzes 1.94% kept total 64/1100
20240627-11:47:01 keep c_quizzes 2.05% kept total 90/1100
20240627-11:47:45 keep c_quizzes 2.05% kept total 113/1100
20240627-11:48:30 keep c_quizzes 1.89% kept total 125/1100
20240627-11:49:14 keep c_quizzes 1.87% kept total 144/1100
20240627-11:49:59 keep c_quizzes 1.94% kept total 171/1100
20240627-11:50:43 keep c_quizzes 1.90% kept total 188/1100
20240627-11:51:28 keep c_quizzes 1.92% kept total 211/1100
20240627-11:52:12 keep c_quizzes 1.93% kept total 233/1100
20240627-11:52:56 keep c_quizzes 1.94% kept total 256/1100
20240627-11:53:41 keep c_quizzes 1.95% kept total 279/1100
20240627-11:54:25 keep c_quizzes 1.90% kept total 292/1100
20240627-11:55:10 keep c_quizzes 1.84% kept total 304/1100
20240627-11:55:54 keep c_quizzes 1.83% kept total 322/1100
20240627-11:56:39 keep c_quizzes 1.84% kept total 344/1100
20240627-11:57:24 keep c_quizzes 1.90% kept total 377/1100
20240627-11:58:08 keep c_quizzes 1.87% kept total 391/1100
20240627-11:58:53 keep c_quizzes 1.89% kept total 416/1100
20240627-11:59:37 keep c_quizzes 1.89% kept total 436/1100
20240627-12:00:22 keep c_quizzes 1.86% kept total 449/1100
20240627-12:01:06 keep c_quizzes 1.87% kept total 472/1100
20240627-12:01:51 keep c_quizzes 1.88% kept total 495/1100
20240627-12:02:35 keep c_quizzes 1.87% kept total 514/1100
20240627-12:03:19 keep c_quizzes 1.87% kept total 534/1100
20240627-12:04:04 keep c_quizzes 1.85% kept total 548/1100
20240627-12:04:48 keep c_quizzes 1.84% kept total 566/1100
20240627-12:05:33 keep c_quizzes 1.87% kept total 595/1100
20240627-12:06:17 keep c_quizzes 1.88% kept total 620/1100
20240627-12:07:02 keep c_quizzes 1.88% kept total 642/1100
20240627-12:07:46 keep c_quizzes 1.88% kept total 660/1100
20240627-12:08:31 keep c_quizzes 1.85% kept total 672/1100
20240627-12:09:15 keep c_quizzes 1.86% kept total 694/1100
20240627-12:09:59 keep c_quizzes 1.86% kept total 718/1100
20240627-12:10:44 keep c_quizzes 1.86% kept total 738/1100
20240627-12:11:28 keep c_quizzes 1.86% kept total 756/1100
20240627-12:12:13 keep c_quizzes 1.86% kept total 777/1100
20240627-12:12:57 keep c_quizzes 1.86% kept total 796/1100
20240627-12:13:42 keep c_quizzes 1.84% kept total 810/1100
20240627-12:14:26 keep c_quizzes 1.86% kept total 839/1100
20240627-12:15:11 keep c_quizzes 1.89% kept total 872/1100
20240627-12:15:55 keep c_quizzes 1.91% kept total 903/1100
20240627-12:16:40 keep c_quizzes 1.92% kept total 928/1100
20240627-12:17:24 keep c_quizzes 1.89% kept total 937/1100
20240627-12:18:09 keep c_quizzes 1.89% kept total 957/1100
20240627-12:18:53 keep c_quizzes 1.89% kept total 978/1100
20240627-12:19:38 keep c_quizzes 1.88% kept total 992/1100
20240627-12:20:22 keep c_quizzes 1.89% kept total 1020/1100
20240627-12:21:06 keep c_quizzes 1.90% kept total 1044/1100
20240627-12:21:51 keep c_quizzes 1.90% kept total 1067/1100
20240627-12:22:35 keep c_quizzes 1.89% kept total 1082/1100
20240627-12:23:20 keep c_quizzes 1.88% kept total 1098/1100
20240627-12:24:04 keep c_quizzes 1.88% kept total 1117/1100
20240627-12:24:10 accuracy_train 68 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-12:24:14 accuracy_test 68 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-12:24:14 main_test_accuracy 68 0.987000048160553
20240627-12:24:14 test_perplexity 68 1.231959464337598
20240627-12:24:20 accuracy_train 68 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-12:24:23 accuracy_test 68 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-12:24:23 main_test_accuracy 68 0.9890000224113464
20240627-12:24:24 test_perplexity 68 1.2330813335656805
20240627-12:24:29 accuracy_train 68 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-12:24:33 accuracy_test 68 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-12:24:33 main_test_accuracy 68 0.9940000176429749
20240627-12:24:33 test_perplexity 68 1.2316914023988228
20240627-12:24:39 accuracy_train 68 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-12:24:42 accuracy_test 68 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-12:24:42 main_test_accuracy 68 0.9900000691413879
20240627-12:24:43 test_perplexity 68 1.2319975382762647
20240627-12:24:48 accuracy_train 68 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-12:24:52 accuracy_test 68 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-12:24:52 main_test_accuracy 68 0.9960000514984131
20240627-12:24:52 test_perplexity 68 1.2310517655155544
20240627-12:24:52 --- epoch 69 ----------------------------------------
20240627-12:24:52 current accuracies [(0, 0.9890000224113464), (1, 0.9900000691413879), (2, 0.987000048160553), (3, 0.9960000514984131), (4, 0.9940000176429749)]
20240627-12:24:52 training model 2 main_test_accuracy 0.987000048160553
20240627-12:25:56 train_perplexity 69 1.2335024246697397
20240627-12:26:22 train_set_composition w_quizzes 77000 c_quizzes 23000
20240627-12:26:28 accuracy_train 69 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-12:26:31 accuracy_test 69 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-12:26:31 main_test_accuracy 69 0.9930000305175781
20240627-12:26:32 test_perplexity 69 1.2310020650121491
20240627-12:26:32 test_set_composition w_quizzes 7700 c_quizzes 2300
20240627-12:27:16 keep c_quizzes 1.82% kept total 20/1100
20240627-12:28:00 keep c_quizzes 1.91% kept total 42/1100
20240627-12:28:45 keep c_quizzes 1.94% kept total 64/1100
20240627-12:29:29 keep c_quizzes 2.09% kept total 92/1100
20240627-12:30:13 keep c_quizzes 2.02% kept total 111/1100
20240627-12:30:58 keep c_quizzes 1.92% kept total 127/1100
20240627-12:31:42 keep c_quizzes 1.94% kept total 149/1100
20240627-12:32:27 keep c_quizzes 1.98% kept total 174/1100
20240627-12:33:11 keep c_quizzes 2.04% kept total 202/1100
20240627-12:33:56 keep c_quizzes 2.02% kept total 222/1100
20240627-12:34:40 keep c_quizzes 2.08% kept total 252/1100
20240627-12:35:24 keep c_quizzes 2.06% kept total 272/1100
20240627-12:36:09 keep c_quizzes 2.08% kept total 298/1100
20240627-12:36:53 keep c_quizzes 1.97% kept total 304/1100
20240627-12:37:38 keep c_quizzes 1.98% kept total 326/1100
20240627-12:38:22 keep c_quizzes 2.00% kept total 352/1100
20240627-12:39:06 keep c_quizzes 1.99% kept total 372/1100
20240627-12:39:51 keep c_quizzes 2.07% kept total 410/1100
20240627-12:40:35 keep c_quizzes 2.11% kept total 441/1100
20240627-12:41:20 keep c_quizzes 2.07% kept total 456/1100
20240627-12:42:04 keep c_quizzes 2.04% kept total 472/1100
20240627-12:42:48 keep c_quizzes 2.08% kept total 503/1100
20240627-12:43:33 keep c_quizzes 2.04% kept total 515/1100
20240627-12:44:17 keep c_quizzes 2.00% kept total 527/1100
20240627-12:45:01 keep c_quizzes 2.02% kept total 556/1100
20240627-12:45:46 keep c_quizzes 2.03% kept total 582/1100
20240627-12:46:30 keep c_quizzes 2.03% kept total 604/1100
20240627-12:47:15 keep c_quizzes 2.05% kept total 630/1100
20240627-12:47:59 keep c_quizzes 2.06% kept total 657/1100
20240627-12:48:43 keep c_quizzes 2.04% kept total 673/1100
20240627-12:49:28 keep c_quizzes 2.02% kept total 690/1100
20240627-12:50:12 keep c_quizzes 2.03% kept total 713/1100
20240627-12:50:57 keep c_quizzes 1.99% kept total 724/1100
20240627-12:51:41 keep c_quizzes 1.99% kept total 744/1100
20240627-12:52:25 keep c_quizzes 2.00% kept total 770/1100
20240627-12:53:10 keep c_quizzes 1.99% kept total 787/1100
20240627-12:53:54 keep c_quizzes 1.99% kept total 811/1100
20240627-12:54:38 keep c_quizzes 2.00% kept total 838/1100
20240627-12:55:23 keep c_quizzes 2.00% kept total 856/1100
20240627-12:56:07 keep c_quizzes 1.99% kept total 875/1100
20240627-12:56:52 keep c_quizzes 1.98% kept total 891/1100
20240627-12:57:36 keep c_quizzes 1.97% kept total 909/1100
20240627-12:58:21 keep c_quizzes 1.97% kept total 932/1100
20240627-12:59:05 keep c_quizzes 1.98% kept total 956/1100
20240627-12:59:49 keep c_quizzes 1.97% kept total 973/1100
20240627-13:00:34 keep c_quizzes 1.97% kept total 996/1100
20240627-13:01:18 keep c_quizzes 1.97% kept total 1018/1100
20240627-13:02:02 keep c_quizzes 1.98% kept total 1043/1100
20240627-13:02:47 keep c_quizzes 1.97% kept total 1063/1100
20240627-13:03:31 keep c_quizzes 1.97% kept total 1083/1100
20240627-13:04:16 keep c_quizzes 1.96% kept total 1100/1100
20240627-13:04:22 accuracy_train 69 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-13:04:25 accuracy_test 69 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-13:04:25 main_test_accuracy 69 0.9950000643730164
20240627-13:04:26 test_perplexity 69 1.231136117515849
20240627-13:04:31 accuracy_train 69 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-13:04:35 accuracy_test 69 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-13:04:35 main_test_accuracy 69 0.9920000433921814
20240627-13:04:35 test_perplexity 69 1.2333863258509208
20240627-13:04:41 accuracy_train 69 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-13:04:44 accuracy_test 69 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-13:04:44 main_test_accuracy 69 0.9960000514984131
20240627-13:04:45 test_perplexity 69 1.2320511338025626
20240627-13:04:50 accuracy_train 69 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-13:04:54 accuracy_test 69 nb_total 1000 nb_correct 999 accuracy 99.90%
20240627-13:04:54 main_test_accuracy 69 0.999000072479248
20240627-13:04:54 test_perplexity 69 1.2317553692208076
20240627-13:04:59 accuracy_train 69 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-13:05:03 accuracy_test 69 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-13:05:03 main_test_accuracy 69 0.9960000514984131
20240627-13:05:03 test_perplexity 69 1.2311591132696276
20240627-13:05:03 --- epoch 70 ----------------------------------------
20240627-13:05:03 current accuracies [(0, 0.9920000433921814), (1, 0.9960000514984131), (2, 0.9950000643730164), (3, 0.9960000514984131), (4, 0.999000072479248)]
20240627-13:05:03 training model 0 main_test_accuracy 0.9920000433921814
20240627-13:06:07 train_perplexity 70 1.2351873976860948
20240627-13:06:33 train_set_composition w_quizzes 76000 c_quizzes 24000
20240627-13:06:38 accuracy_train 70 nb_total 1000 nb_correct 976 accuracy 97.60%
20240627-13:06:42 accuracy_test 70 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-13:06:42 main_test_accuracy 70 0.9900000691413879
20240627-13:06:42 test_perplexity 70 1.2341256868995532
20240627-13:06:42 test_set_composition w_quizzes 7600 c_quizzes 2400
20240627-13:07:27 keep c_quizzes 2.36% kept total 26/1100
20240627-13:08:11 keep c_quizzes 2.68% kept total 59/1100
20240627-13:08:55 keep c_quizzes 2.48% kept total 82/1100
20240627-13:09:40 keep c_quizzes 2.39% kept total 105/1100
20240627-13:10:24 keep c_quizzes 2.16% kept total 119/1100
20240627-13:11:08 keep c_quizzes 2.00% kept total 132/1100
20240627-13:11:53 keep c_quizzes 2.01% kept total 155/1100
20240627-13:12:37 keep c_quizzes 1.97% kept total 173/1100
20240627-13:13:22 keep c_quizzes 1.89% kept total 187/1100
20240627-13:14:06 keep c_quizzes 1.93% kept total 212/1100
20240627-13:14:51 keep c_quizzes 1.85% kept total 224/1100
20240627-13:15:35 keep c_quizzes 1.81% kept total 239/1100
20240627-13:16:20 keep c_quizzes 1.81% kept total 259/1100
20240627-13:17:04 keep c_quizzes 1.83% kept total 282/1100
20240627-13:17:48 keep c_quizzes 1.84% kept total 303/1100
20240627-13:18:33 keep c_quizzes 1.82% kept total 321/1100
20240627-13:19:17 keep c_quizzes 1.84% kept total 344/1100
20240627-13:20:02 keep c_quizzes 1.88% kept total 373/1100
20240627-13:20:46 keep c_quizzes 1.87% kept total 390/1100
20240627-13:21:30 keep c_quizzes 1.90% kept total 417/1100
20240627-13:22:15 keep c_quizzes 1.89% kept total 436/1100
20240627-13:22:59 keep c_quizzes 1.87% kept total 453/1100
20240627-13:23:44 keep c_quizzes 1.88% kept total 476/1100
20240627-13:24:28 keep c_quizzes 1.89% kept total 498/1100
20240627-13:25:13 keep c_quizzes 1.88% kept total 516/1100
20240627-13:25:57 keep c_quizzes 1.92% kept total 548/1100
20240627-13:26:42 keep c_quizzes 1.88% kept total 558/1100
20240627-13:27:26 keep c_quizzes 1.89% kept total 583/1100
20240627-13:28:10 keep c_quizzes 1.90% kept total 605/1100
20240627-13:28:55 keep c_quizzes 1.91% kept total 629/1100
20240627-13:29:39 keep c_quizzes 1.89% kept total 646/1100
20240627-13:30:23 keep c_quizzes 1.88% kept total 660/1100
20240627-13:31:08 keep c_quizzes 1.88% kept total 683/1100
20240627-13:31:52 keep c_quizzes 1.92% kept total 717/1100
20240627-13:32:37 keep c_quizzes 1.92% kept total 741/1100
20240627-13:33:21 keep c_quizzes 1.92% kept total 761/1100
20240627-13:34:05 keep c_quizzes 1.92% kept total 782/1100
20240627-13:34:50 keep c_quizzes 1.92% kept total 803/1100
20240627-13:35:34 keep c_quizzes 1.92% kept total 822/1100
20240627-13:36:19 keep c_quizzes 1.92% kept total 843/1100
20240627-13:37:03 keep c_quizzes 1.90% kept total 858/1100
20240627-13:37:48 keep c_quizzes 1.91% kept total 884/1100
20240627-13:38:32 keep c_quizzes 1.90% kept total 900/1100
20240627-13:39:16 keep c_quizzes 1.90% kept total 921/1100
20240627-13:40:01 keep c_quizzes 1.91% kept total 943/1100
20240627-13:40:46 keep c_quizzes 1.90% kept total 960/1100
20240627-13:41:30 keep c_quizzes 1.89% kept total 976/1100
20240627-13:42:14 keep c_quizzes 1.90% kept total 1003/1100
20240627-13:42:59 keep c_quizzes 1.90% kept total 1024/1100
20240627-13:43:43 keep c_quizzes 1.90% kept total 1047/1100
20240627-13:44:28 keep c_quizzes 1.90% kept total 1066/1100
20240627-13:45:12 keep c_quizzes 1.90% kept total 1086/1100
20240627-13:45:56 keep c_quizzes 1.90% kept total 1105/1100
20240627-13:46:03 accuracy_train 70 nb_total 1000 nb_correct 980 accuracy 98.00%
20240627-13:46:06 accuracy_test 70 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-13:46:06 main_test_accuracy 70 0.9920000433921814
20240627-13:46:07 test_perplexity 70 1.2341938178640928
20240627-13:46:12 accuracy_train 70 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-13:46:16 accuracy_test 70 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-13:46:16 main_test_accuracy 70 0.9930000305175781
20240627-13:46:16 test_perplexity 70 1.2311599718487058
20240627-13:46:22 accuracy_train 70 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-13:46:25 accuracy_test 70 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-13:46:25 main_test_accuracy 70 0.9880000352859497
20240627-13:46:26 test_perplexity 70 1.2321107984847692
20240627-13:46:31 accuracy_train 70 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-13:46:35 accuracy_test 70 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-13:46:35 main_test_accuracy 70 0.9920000433921814
20240627-13:46:35 test_perplexity 70 1.231164659554266
20240627-13:46:41 accuracy_train 70 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-13:46:44 accuracy_test 70 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-13:46:44 main_test_accuracy 70 0.9940000176429749
20240627-13:46:45 test_perplexity 70 1.2319154345406877
20240627-13:46:45 --- epoch 71 ----------------------------------------
20240627-13:46:45 current accuracies [(0, 0.9920000433921814), (1, 0.9880000352859497), (2, 0.9930000305175781), (3, 0.9920000433921814), (4, 0.9940000176429749)]
20240627-13:46:45 training model 1 main_test_accuracy 0.9880000352859497
20240627-13:47:48 train_perplexity 71 1.2334887262039007
20240627-13:48:15 train_set_composition w_quizzes 75000 c_quizzes 25000
20240627-13:48:20 accuracy_train 71 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-13:48:24 accuracy_test 71 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-13:48:24 main_test_accuracy 71 0.9890000224113464
20240627-13:48:24 test_perplexity 71 1.231197031664415
20240627-13:48:24 test_set_composition w_quizzes 7500 c_quizzes 2500
20240627-13:49:08 keep c_quizzes 2.36% kept total 26/1100
20240627-13:49:53 keep c_quizzes 2.14% kept total 47/1100
20240627-13:50:37 keep c_quizzes 1.91% kept total 63/1100
20240627-13:51:22 keep c_quizzes 1.80% kept total 79/1100
20240627-13:52:06 keep c_quizzes 1.80% kept total 99/1100
20240627-13:52:51 keep c_quizzes 1.77% kept total 117/1100
20240627-13:53:35 keep c_quizzes 1.73% kept total 133/1100
20240627-13:54:20 keep c_quizzes 1.80% kept total 158/1100
20240627-13:55:04 keep c_quizzes 1.79% kept total 177/1100
20240627-13:55:49 keep c_quizzes 1.87% kept total 206/1100
20240627-13:56:33 keep c_quizzes 1.89% kept total 229/1100
20240627-13:57:18 keep c_quizzes 1.87% kept total 247/1100
20240627-13:58:02 keep c_quizzes 1.89% kept total 270/1100
20240627-13:58:47 keep c_quizzes 1.89% kept total 291/1100
20240627-13:59:32 keep c_quizzes 1.87% kept total 308/1100
20240627-14:00:16 keep c_quizzes 1.88% kept total 331/1100
20240627-14:01:01 keep c_quizzes 1.89% kept total 353/1100
20240627-14:01:45 keep c_quizzes 1.85% kept total 367/1100
20240627-14:02:30 keep c_quizzes 1.86% kept total 388/1100
20240627-14:03:14 keep c_quizzes 1.84% kept total 404/1100
20240627-14:03:59 keep c_quizzes 1.87% kept total 431/1100
20240627-14:04:43 keep c_quizzes 1.89% kept total 457/1100
20240627-14:05:28 keep c_quizzes 1.87% kept total 473/1100
20240627-14:06:12 keep c_quizzes 1.85% kept total 488/1100
20240627-14:06:56 keep c_quizzes 1.86% kept total 512/1100
20240627-14:07:41 keep c_quizzes 1.88% kept total 537/1100
20240627-14:08:25 keep c_quizzes 1.89% kept total 562/1100
20240627-14:09:10 keep c_quizzes 1.91% kept total 588/1100
20240627-14:09:54 keep c_quizzes 1.89% kept total 602/1100
20240627-14:10:38 keep c_quizzes 1.88% kept total 621/1100
20240627-14:11:23 keep c_quizzes 1.88% kept total 640/1100
20240627-14:12:07 keep c_quizzes 1.88% kept total 660/1100
20240627-14:12:52 keep c_quizzes 1.88% kept total 681/1100
20240627-14:13:36 keep c_quizzes 1.87% kept total 701/1100
20240627-14:14:21 keep c_quizzes 1.86% kept total 716/1100
20240627-14:15:05 keep c_quizzes 1.85% kept total 732/1100
20240627-14:15:50 keep c_quizzes 1.84% kept total 748/1100
20240627-14:16:34 keep c_quizzes 1.84% kept total 770/1100
20240627-14:17:19 keep c_quizzes 1.86% kept total 796/1100
20240627-14:18:03 keep c_quizzes 1.85% kept total 815/1100
20240627-14:18:48 keep c_quizzes 1.84% kept total 832/1100
20240627-14:19:32 keep c_quizzes 1.84% kept total 851/1100
20240627-14:20:17 keep c_quizzes 1.84% kept total 872/1100
20240627-14:21:01 keep c_quizzes 1.82% kept total 879/1100
20240627-14:21:46 keep c_quizzes 1.81% kept total 898/1100
20240627-14:22:30 keep c_quizzes 1.81% kept total 917/1100
20240627-14:23:15 keep c_quizzes 1.82% kept total 943/1100
20240627-14:23:59 keep c_quizzes 1.83% kept total 964/1100
20240627-14:24:44 keep c_quizzes 1.83% kept total 987/1100
20240627-14:25:28 keep c_quizzes 1.84% kept total 1010/1100
20240627-14:26:13 keep c_quizzes 1.84% kept total 1031/1100
20240627-14:26:58 keep c_quizzes 1.83% kept total 1048/1100
20240627-14:27:42 keep c_quizzes 1.85% kept total 1079/1100
20240627-14:28:27 keep c_quizzes 1.85% kept total 1096/1100
20240627-14:29:11 keep c_quizzes 1.83% kept total 1106/1100
20240627-14:29:17 accuracy_train 71 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-14:29:21 accuracy_test 71 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-14:29:21 main_test_accuracy 71 0.987000048160553
20240627-14:29:21 test_perplexity 71 1.2313847829457394
20240627-14:29:27 accuracy_train 71 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-14:29:31 accuracy_test 71 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-14:29:31 main_test_accuracy 71 0.9900000691413879
20240627-14:29:31 test_perplexity 71 1.2342940940205709
20240627-14:29:37 accuracy_train 71 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-14:29:40 accuracy_test 71 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-14:29:40 main_test_accuracy 71 0.9930000305175781
20240627-14:29:40 test_perplexity 71 1.2313155274554575
20240627-14:29:46 accuracy_train 71 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-14:29:49 accuracy_test 71 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-14:29:49 main_test_accuracy 71 0.9920000433921814
20240627-14:29:50 test_perplexity 71 1.2313048511493745
20240627-14:29:56 accuracy_train 71 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-14:29:59 accuracy_test 71 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-14:29:59 main_test_accuracy 71 0.9940000176429749
20240627-14:29:59 test_perplexity 71 1.2320379451400896
20240627-14:29:59 --- epoch 72 ----------------------------------------
20240627-14:29:59 current accuracies [(0, 0.9900000691413879), (1, 0.987000048160553), (2, 0.9920000433921814), (3, 0.9930000305175781), (4, 0.9940000176429749)]
20240627-14:29:59 training model 1 main_test_accuracy 0.987000048160553
20240627-14:31:03 train_perplexity 72 1.2329111940493456
20240627-14:31:29 train_set_composition w_quizzes 74000 c_quizzes 26000
20240627-14:31:35 accuracy_train 72 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-14:31:38 accuracy_test 72 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-14:31:38 main_test_accuracy 72 0.9910000562667847
20240627-14:31:39 test_perplexity 72 1.2310506342353782
20240627-14:31:39 test_set_composition w_quizzes 7400 c_quizzes 2600
20240627-14:32:23 keep c_quizzes 2.36% kept total 26/1100
20240627-14:33:07 keep c_quizzes 1.95% kept total 43/1100
20240627-14:33:52 keep c_quizzes 2.06% kept total 68/1100
20240627-14:34:36 keep c_quizzes 1.91% kept total 84/1100
20240627-14:35:20 keep c_quizzes 1.96% kept total 108/1100
20240627-14:36:04 keep c_quizzes 1.95% kept total 129/1100
20240627-14:36:49 keep c_quizzes 1.84% kept total 142/1100
20240627-14:37:33 keep c_quizzes 1.90% kept total 167/1100
20240627-14:38:18 keep c_quizzes 1.88% kept total 186/1100
20240627-14:39:02 keep c_quizzes 1.97% kept total 217/1100
20240627-14:39:47 keep c_quizzes 2.04% kept total 247/1100
20240627-14:40:31 keep c_quizzes 2.02% kept total 267/1100
20240627-14:41:16 keep c_quizzes 2.03% kept total 291/1100
20240627-14:42:00 keep c_quizzes 2.01% kept total 309/1100
20240627-14:42:44 keep c_quizzes 2.01% kept total 332/1100
20240627-14:43:29 keep c_quizzes 2.05% kept total 360/1100
20240627-14:44:13 keep c_quizzes 2.07% kept total 388/1100
20240627-14:44:57 keep c_quizzes 2.03% kept total 401/1100
20240627-14:45:42 keep c_quizzes 1.99% kept total 415/1100
20240627-14:46:26 keep c_quizzes 1.96% kept total 431/1100
20240627-14:47:10 keep c_quizzes 1.96% kept total 453/1100
20240627-14:47:55 keep c_quizzes 2.01% kept total 487/1100
20240627-14:48:39 keep c_quizzes 2.01% kept total 509/1100
20240627-14:49:24 keep c_quizzes 1.99% kept total 526/1100
20240627-14:50:08 keep c_quizzes 2.00% kept total 549/1100
20240627-14:50:53 keep c_quizzes 2.00% kept total 572/1100
20240627-14:51:37 keep c_quizzes 1.99% kept total 590/1100
20240627-14:52:22 keep c_quizzes 1.98% kept total 609/1100
20240627-14:53:06 keep c_quizzes 2.01% kept total 640/1100
20240627-14:53:50 keep c_quizzes 1.98% kept total 655/1100
20240627-14:54:34 keep c_quizzes 1.99% kept total 677/1100
20240627-14:55:19 keep c_quizzes 2.00% kept total 703/1100
20240627-14:56:03 keep c_quizzes 1.99% kept total 724/1100
20240627-14:56:47 keep c_quizzes 1.99% kept total 743/1100
20240627-14:57:32 keep c_quizzes 1.98% kept total 763/1100
20240627-14:58:16 keep c_quizzes 1.97% kept total 782/1100
20240627-14:59:00 keep c_quizzes 1.98% kept total 805/1100
20240627-14:59:45 keep c_quizzes 1.97% kept total 822/1100
20240627-15:00:29 keep c_quizzes 1.95% kept total 836/1100
20240627-15:01:13 keep c_quizzes 1.96% kept total 864/1100
20240627-15:01:58 keep c_quizzes 1.96% kept total 884/1100
20240627-15:02:42 keep c_quizzes 1.97% kept total 910/1100
20240627-15:03:27 keep c_quizzes 1.96% kept total 928/1100
20240627-15:04:11 keep c_quizzes 1.96% kept total 950/1100
20240627-15:04:55 keep c_quizzes 1.94% kept total 961/1100
20240627-15:05:40 keep c_quizzes 1.93% kept total 976/1100
20240627-15:06:24 keep c_quizzes 1.93% kept total 999/1100
20240627-15:07:09 keep c_quizzes 1.91% kept total 1011/1100
20240627-15:07:53 keep c_quizzes 1.91% kept total 1032/1100
20240627-15:08:37 keep c_quizzes 1.91% kept total 1052/1100
20240627-15:09:22 keep c_quizzes 1.90% kept total 1064/1100
20240627-15:10:06 keep c_quizzes 1.90% kept total 1086/1100
20240627-15:10:51 keep c_quizzes 1.89% kept total 1103/1100
20240627-15:10:57 accuracy_train 72 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-15:11:00 accuracy_test 72 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-15:11:00 main_test_accuracy 72 0.9980000257492065
20240627-15:11:01 test_perplexity 72 1.2311079127686775
20240627-15:11:06 accuracy_train 72 nb_total 1000 nb_correct 982 accuracy 98.20%
20240627-15:11:10 accuracy_test 72 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-15:11:10 main_test_accuracy 72 0.9900000691413879
20240627-15:11:10 test_perplexity 72 1.234295425816078
20240627-15:11:16 accuracy_train 72 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-15:11:19 accuracy_test 72 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-15:11:19 main_test_accuracy 72 0.9920000433921814
20240627-15:11:20 test_perplexity 72 1.2314272035910527
20240627-15:11:25 accuracy_train 72 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-15:11:29 accuracy_test 72 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-15:11:29 main_test_accuracy 72 0.9940000176429749
20240627-15:11:29 test_perplexity 72 1.2313977427737441
20240627-15:11:35 accuracy_train 72 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-15:11:38 accuracy_test 72 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-15:11:38 main_test_accuracy 72 0.9960000514984131
20240627-15:11:39 test_perplexity 72 1.2321069614590847
20240627-15:11:39 --- epoch 73 ----------------------------------------
20240627-15:11:39 current accuracies [(0, 0.9900000691413879), (1, 0.9980000257492065), (2, 0.9920000433921814), (3, 0.9940000176429749), (4, 0.9960000514984131)]
20240627-15:11:39 training model 0 main_test_accuracy 0.9900000691413879
20240627-15:12:43 train_perplexity 73 1.2344755701846988
20240627-15:13:09 train_set_composition w_quizzes 73000 c_quizzes 27000
20240627-15:13:14 accuracy_train 73 nb_total 1000 nb_correct 985 accuracy 98.50%
20240627-15:13:18 accuracy_test 73 nb_total 1000 nb_correct 985 accuracy 98.50%
20240627-15:13:18 main_test_accuracy 73 0.9850000739097595
20240627-15:13:18 test_perplexity 73 1.2327968064273003
20240627-15:13:18 test_set_composition w_quizzes 7300 c_quizzes 2700
20240627-15:14:02 keep c_quizzes 1.09% kept total 12/1100
20240627-15:14:47 keep c_quizzes 1.77% kept total 39/1100
20240627-15:15:31 keep c_quizzes 1.79% kept total 59/1100
20240627-15:16:15 keep c_quizzes 1.89% kept total 83/1100
20240627-15:16:59 keep c_quizzes 1.71% kept total 94/1100
20240627-15:17:44 keep c_quizzes 1.68% kept total 111/1100
20240627-15:18:28 keep c_quizzes 1.73% kept total 133/1100
20240627-15:19:12 keep c_quizzes 1.73% kept total 152/1100
20240627-15:19:56 keep c_quizzes 1.80% kept total 178/1100
20240627-15:20:41 keep c_quizzes 1.76% kept total 194/1100
20240627-15:21:25 keep c_quizzes 1.70% kept total 206/1100
20240627-15:22:09 keep c_quizzes 1.76% kept total 232/1100
20240627-15:22:54 keep c_quizzes 1.73% kept total 247/1100
20240627-15:23:38 keep c_quizzes 1.83% kept total 282/1100
20240627-15:24:23 keep c_quizzes 1.88% kept total 310/1100
20240627-15:25:07 keep c_quizzes 1.88% kept total 331/1100
20240627-15:25:51 keep c_quizzes 1.90% kept total 355/1100
20240627-15:26:35 keep c_quizzes 1.93% kept total 383/1100
20240627-15:27:19 keep c_quizzes 1.92% kept total 401/1100
20240627-15:28:04 keep c_quizzes 1.91% kept total 421/1100
20240627-15:28:48 keep c_quizzes 1.94% kept total 447/1100
20240627-15:29:32 keep c_quizzes 1.89% kept total 457/1100
20240627-15:30:17 keep c_quizzes 1.90% kept total 480/1100
20240627-15:31:01 keep c_quizzes 1.90% kept total 502/1100
20240627-15:31:45 keep c_quizzes 1.89% kept total 519/1100
20240627-15:32:30 keep c_quizzes 1.89% kept total 541/1100
20240627-15:33:14 keep c_quizzes 1.89% kept total 560/1100
20240627-15:33:58 keep c_quizzes 1.88% kept total 578/1100
20240627-15:34:43 keep c_quizzes 1.91% kept total 609/1100
20240627-15:35:27 keep c_quizzes 1.91% kept total 630/1100
20240627-15:36:11 keep c_quizzes 1.91% kept total 652/1100
20240627-15:36:55 keep c_quizzes 1.91% kept total 674/1100
20240627-15:37:39 keep c_quizzes 1.93% kept total 699/1100
20240627-15:38:24 keep c_quizzes 1.91% kept total 715/1100
20240627-15:39:08 keep c_quizzes 1.90% kept total 731/1100
20240627-15:39:52 keep c_quizzes 1.87% kept total 742/1100
20240627-15:40:37 keep c_quizzes 1.88% kept total 764/1100
20240627-15:41:21 keep c_quizzes 1.89% kept total 791/1100
20240627-15:42:05 keep c_quizzes 1.89% kept total 810/1100
20240627-15:42:49 keep c_quizzes 1.90% kept total 834/1100
20240627-15:43:34 keep c_quizzes 1.91% kept total 862/1100
20240627-15:44:18 keep c_quizzes 1.92% kept total 886/1100
20240627-15:45:02 keep c_quizzes 1.93% kept total 911/1100
20240627-15:45:46 keep c_quizzes 1.93% kept total 932/1100
20240627-15:46:31 keep c_quizzes 1.92% kept total 952/1100
20240627-15:47:15 keep c_quizzes 1.92% kept total 973/1100
20240627-15:47:59 keep c_quizzes 1.93% kept total 1000/1100
20240627-15:48:43 keep c_quizzes 1.93% kept total 1020/1100
20240627-15:49:28 keep c_quizzes 1.94% kept total 1044/1100
20240627-15:50:12 keep c_quizzes 1.95% kept total 1070/1100
20240627-15:50:56 keep c_quizzes 1.95% kept total 1093/1100
20240627-15:51:41 keep c_quizzes 1.94% kept total 1107/1100
20240627-15:51:47 accuracy_train 73 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-15:51:50 accuracy_test 73 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-15:51:50 main_test_accuracy 73 0.987000048160553
20240627-15:51:51 test_perplexity 73 1.2328028628817425
20240627-15:51:56 accuracy_train 73 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-15:52:00 accuracy_test 73 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-15:52:00 main_test_accuracy 73 0.9950000643730164
20240627-15:52:00 test_perplexity 73 1.2314624657878084
20240627-15:52:06 accuracy_train 73 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-15:52:09 accuracy_test 73 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-15:52:09 main_test_accuracy 73 0.9920000433921814
20240627-15:52:10 test_perplexity 73 1.2315014694325772
20240627-15:52:15 accuracy_train 73 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-15:52:19 accuracy_test 73 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-15:52:19 main_test_accuracy 73 0.9930000305175781
20240627-15:52:19 test_perplexity 73 1.2322452280581677
20240627-15:52:25 accuracy_train 73 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-15:52:28 accuracy_test 73 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-15:52:28 main_test_accuracy 73 0.9980000257492065
20240627-15:52:29 test_perplexity 73 1.2312031446552318
20240627-15:52:29 --- epoch 74 ----------------------------------------
20240627-15:52:29 current accuracies [(0, 0.987000048160553), (1, 0.9980000257492065), (2, 0.9950000643730164), (3, 0.9920000433921814), (4, 0.9930000305175781)]
20240627-15:52:29 training model 0 main_test_accuracy 0.987000048160553
20240627-15:53:33 train_perplexity 74 1.233747408434086
20240627-15:53:59 train_set_composition w_quizzes 72000 c_quizzes 28000
20240627-15:54:04 accuracy_train 74 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-15:54:08 accuracy_test 74 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-15:54:08 main_test_accuracy 74 0.9880000352859497
20240627-15:54:08 test_perplexity 74 1.231841482767793
20240627-15:54:08 test_set_composition w_quizzes 7200 c_quizzes 2800
20240627-15:54:52 keep c_quizzes 1.45% kept total 16/1100
20240627-15:55:37 keep c_quizzes 2.05% kept total 45/1100
20240627-15:56:21 keep c_quizzes 2.12% kept total 70/1100
20240627-15:57:05 keep c_quizzes 2.00% kept total 88/1100
20240627-15:57:49 keep c_quizzes 2.05% kept total 113/1100
20240627-15:58:34 keep c_quizzes 1.98% kept total 131/1100
20240627-15:59:18 keep c_quizzes 2.12% kept total 163/1100
20240627-16:00:02 keep c_quizzes 2.09% kept total 184/1100
20240627-16:00:47 keep c_quizzes 2.00% kept total 198/1100
20240627-16:01:31 keep c_quizzes 2.03% kept total 223/1100
20240627-16:02:15 keep c_quizzes 2.00% kept total 242/1100
20240627-16:03:00 keep c_quizzes 1.98% kept total 261/1100
20240627-16:03:44 keep c_quizzes 2.01% kept total 287/1100
20240627-16:04:28 keep c_quizzes 2.00% kept total 308/1100
20240627-16:05:13 keep c_quizzes 2.02% kept total 333/1100
20240627-16:05:57 keep c_quizzes 2.01% kept total 353/1100
20240627-16:06:42 keep c_quizzes 1.97% kept total 368/1100
20240627-16:07:26 keep c_quizzes 1.98% kept total 393/1100
20240627-16:08:10 keep c_quizzes 2.01% kept total 421/1100
20240627-16:08:55 keep c_quizzes 2.04% kept total 449/1100
20240627-16:09:39 keep c_quizzes 2.06% kept total 476/1100
20240627-16:10:23 keep c_quizzes 2.06% kept total 499/1100
20240627-16:11:07 keep c_quizzes 2.11% kept total 533/1100
20240627-16:11:52 keep c_quizzes 2.07% kept total 547/1100
20240627-16:12:36 keep c_quizzes 2.06% kept total 567/1100
20240627-16:13:20 keep c_quizzes 2.05% kept total 586/1100
20240627-16:14:04 keep c_quizzes 2.08% kept total 619/1100
20240627-16:14:49 keep c_quizzes 2.07% kept total 638/1100
20240627-16:15:33 keep c_quizzes 2.06% kept total 656/1100
20240627-16:16:17 keep c_quizzes 2.02% kept total 668/1100
20240627-16:17:02 keep c_quizzes 2.03% kept total 693/1100
20240627-16:17:46 keep c_quizzes 2.02% kept total 712/1100
20240627-16:18:30 keep c_quizzes 2.04% kept total 739/1100
20240627-16:19:15 keep c_quizzes 2.04% kept total 763/1100
20240627-16:19:59 keep c_quizzes 2.04% kept total 784/1100
20240627-16:20:44 keep c_quizzes 2.06% kept total 815/1100
20240627-16:21:28 keep c_quizzes 2.04% kept total 832/1100
20240627-16:22:12 keep c_quizzes 2.04% kept total 853/1100
20240627-16:22:57 keep c_quizzes 2.04% kept total 874/1100
20240627-16:23:41 keep c_quizzes 2.02% kept total 891/1100
20240627-16:24:25 keep c_quizzes 2.00% kept total 902/1100
20240627-16:25:10 keep c_quizzes 2.01% kept total 930/1100
20240627-16:25:54 keep c_quizzes 2.01% kept total 953/1100
20240627-16:26:39 keep c_quizzes 1.99% kept total 965/1100
20240627-16:27:23 keep c_quizzes 2.00% kept total 989/1100
20240627-16:28:08 keep c_quizzes 2.00% kept total 1012/1100
20240627-16:28:52 keep c_quizzes 1.99% kept total 1029/1100
20240627-16:29:37 keep c_quizzes 2.00% kept total 1054/1100
20240627-16:30:21 keep c_quizzes 1.99% kept total 1073/1100
20240627-16:31:05 keep c_quizzes 1.99% kept total 1096/1100
20240627-16:31:50 keep c_quizzes 1.99% kept total 1118/1100
20240627-16:31:56 accuracy_train 74 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-16:31:59 accuracy_test 74 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-16:31:59 main_test_accuracy 74 0.9880000352859497
20240627-16:32:00 test_perplexity 74 1.2319137023781723
20240627-16:32:05 accuracy_train 74 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-16:32:09 accuracy_test 74 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-16:32:09 main_test_accuracy 74 0.9930000305175781
20240627-16:32:09 test_perplexity 74 1.2316145737379425
20240627-16:32:15 accuracy_train 74 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-16:32:18 accuracy_test 74 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-16:32:18 main_test_accuracy 74 0.9950000643730164
20240627-16:32:19 test_perplexity 74 1.23245852917341
20240627-16:32:24 accuracy_train 74 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-16:32:28 accuracy_test 74 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-16:32:28 main_test_accuracy 74 0.9920000433921814
20240627-16:32:28 test_perplexity 74 1.23145703835499
20240627-16:32:34 accuracy_train 74 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-16:32:37 accuracy_test 74 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-16:32:37 main_test_accuracy 74 0.9960000514984131
20240627-16:32:38 test_perplexity 74 1.2312304474553406
20240627-16:32:38 --- epoch 75 ----------------------------------------
20240627-16:32:38 current accuracies [(0, 0.9880000352859497), (1, 0.9960000514984131), (2, 0.9920000433921814), (3, 0.9930000305175781), (4, 0.9950000643730164)]
20240627-16:32:38 training model 0 main_test_accuracy 0.9880000352859497
20240627-16:33:41 train_perplexity 75 1.2333105273034322
20240627-16:34:07 train_set_composition w_quizzes 71000 c_quizzes 29000
20240627-16:34:13 accuracy_train 75 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-16:34:16 accuracy_test 75 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-16:34:16 main_test_accuracy 75 0.9900000691413879
20240627-16:34:17 test_perplexity 75 1.2309634776072624
20240627-16:34:17 test_set_composition w_quizzes 7100 c_quizzes 2900
20240627-16:35:01 keep c_quizzes 1.82% kept total 20/1100
20240627-16:35:45 keep c_quizzes 1.82% kept total 40/1100
20240627-16:36:30 keep c_quizzes 1.85% kept total 61/1100
20240627-16:37:14 keep c_quizzes 1.93% kept total 85/1100
20240627-16:37:58 keep c_quizzes 2.05% kept total 113/1100
20240627-16:38:43 keep c_quizzes 2.03% kept total 134/1100
20240627-16:39:27 keep c_quizzes 1.97% kept total 152/1100
20240627-16:40:11 keep c_quizzes 2.09% kept total 184/1100
20240627-16:40:56 keep c_quizzes 2.03% kept total 201/1100
20240627-16:41:40 keep c_quizzes 2.02% kept total 222/1100
20240627-16:42:24 keep c_quizzes 2.05% kept total 248/1100
20240627-16:43:09 keep c_quizzes 2.02% kept total 266/1100
20240627-16:43:53 keep c_quizzes 1.96% kept total 280/1100
20240627-16:44:38 keep c_quizzes 1.92% kept total 295/1100
20240627-16:45:22 keep c_quizzes 1.95% kept total 321/1100
20240627-16:46:06 keep c_quizzes 1.94% kept total 341/1100
20240627-16:46:51 keep c_quizzes 1.94% kept total 363/1100
20240627-16:47:35 keep c_quizzes 1.93% kept total 382/1100
20240627-16:48:19 keep c_quizzes 1.97% kept total 411/1100
20240627-16:49:04 keep c_quizzes 1.98% kept total 435/1100
20240627-16:49:48 keep c_quizzes 1.95% kept total 451/1100
20240627-16:50:32 keep c_quizzes 1.94% kept total 470/1100
20240627-16:51:16 keep c_quizzes 1.93% kept total 488/1100
20240627-16:52:01 keep c_quizzes 1.94% kept total 512/1100
20240627-16:52:45 keep c_quizzes 1.92% kept total 528/1100
20240627-16:53:29 keep c_quizzes 1.91% kept total 546/1100
20240627-16:54:14 keep c_quizzes 1.91% kept total 567/1100
20240627-16:54:58 keep c_quizzes 1.93% kept total 595/1100
20240627-16:55:42 keep c_quizzes 1.94% kept total 618/1100
20240627-16:56:27 keep c_quizzes 1.93% kept total 636/1100
20240627-16:57:11 keep c_quizzes 1.95% kept total 664/1100
20240627-16:57:55 keep c_quizzes 1.95% kept total 686/1100
20240627-16:58:39 keep c_quizzes 1.96% kept total 710/1100
20240627-16:59:24 keep c_quizzes 1.97% kept total 735/1100
20240627-17:00:08 keep c_quizzes 1.97% kept total 759/1100
20240627-17:00:52 keep c_quizzes 1.97% kept total 781/1100
20240627-17:01:37 keep c_quizzes 1.96% kept total 799/1100
20240627-17:02:21 keep c_quizzes 1.97% kept total 825/1100
20240627-17:03:05 keep c_quizzes 1.97% kept total 847/1100
20240627-17:03:50 keep c_quizzes 1.98% kept total 869/1100
20240627-17:04:34 keep c_quizzes 1.98% kept total 893/1100
20240627-17:05:19 keep c_quizzes 1.98% kept total 914/1100
20240627-17:06:03 keep c_quizzes 1.99% kept total 941/1100
20240627-17:06:47 keep c_quizzes 1.97% kept total 952/1100
20240627-17:07:32 keep c_quizzes 1.97% kept total 977/1100
20240627-17:08:16 keep c_quizzes 1.97% kept total 999/1100
20240627-17:09:00 keep c_quizzes 1.96% kept total 1013/1100
20240627-17:09:45 keep c_quizzes 1.96% kept total 1033/1100
20240627-17:10:29 keep c_quizzes 1.96% kept total 1059/1100
20240627-17:11:14 keep c_quizzes 1.98% kept total 1087/1100
20240627-17:11:58 keep c_quizzes 1.99% kept total 1114/1100
20240627-17:12:04 accuracy_train 75 nb_total 1000 nb_correct 984 accuracy 98.40%
20240627-17:12:08 accuracy_test 75 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-17:12:08 main_test_accuracy 75 0.9880000352859497
20240627-17:12:08 test_perplexity 75 1.2311266625382309
20240627-17:12:14 accuracy_train 75 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-17:12:17 accuracy_test 75 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-17:12:17 main_test_accuracy 75 0.9940000176429749
20240627-17:12:18 test_perplexity 75 1.2315855854077928
20240627-17:12:23 accuracy_train 75 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-17:12:27 accuracy_test 75 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-17:12:27 main_test_accuracy 75 0.9960000514984131
20240627-17:12:27 test_perplexity 75 1.2316263564581953
20240627-17:12:33 accuracy_train 75 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-17:12:36 accuracy_test 75 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-17:12:36 main_test_accuracy 75 0.9930000305175781
20240627-17:12:37 test_perplexity 75 1.2326177630878605
20240627-17:12:42 accuracy_train 75 nb_total 1000 nb_correct 999 accuracy 99.90%
20240627-17:12:46 accuracy_test 75 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-17:12:46 main_test_accuracy 75 0.9950000643730164
20240627-17:12:46 test_perplexity 75 1.2313805402826685
20240627-17:12:46 --- epoch 76 ----------------------------------------
20240627-17:12:46 current accuracies [(0, 0.9880000352859497), (1, 0.9950000643730164), (2, 0.9940000176429749), (3, 0.9960000514984131), (4, 0.9930000305175781)]
20240627-17:12:46 training model 0 main_test_accuracy 0.9880000352859497
20240627-17:13:50 train_perplexity 76 1.232917673821582
20240627-17:14:16 train_set_composition w_quizzes 70000 c_quizzes 30000
20240627-17:14:21 accuracy_train 76 nb_total 1000 nb_correct 983 accuracy 98.30%
20240627-17:14:25 accuracy_test 76 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-17:14:25 main_test_accuracy 76 0.9920000433921814
20240627-17:14:25 test_perplexity 76 1.2328126832592612
20240627-17:14:25 test_set_composition w_quizzes 7000 c_quizzes 3000
20240627-17:15:10 keep c_quizzes 1.91% kept total 21/1100
20240627-17:15:54 keep c_quizzes 2.14% kept total 47/1100
20240627-17:16:38 keep c_quizzes 1.94% kept total 64/1100
20240627-17:17:23 keep c_quizzes 1.91% kept total 84/1100
20240627-17:18:07 keep c_quizzes 1.89% kept total 104/1100
20240627-17:18:51 keep c_quizzes 2.02% kept total 133/1100
20240627-17:19:36 keep c_quizzes 1.96% kept total 151/1100
20240627-17:20:20 keep c_quizzes 1.99% kept total 175/1100
20240627-17:21:04 keep c_quizzes 1.93% kept total 191/1100
20240627-17:21:48 keep c_quizzes 1.99% kept total 219/1100
20240627-17:22:33 keep c_quizzes 1.97% kept total 238/1100
20240627-17:23:17 keep c_quizzes 1.97% kept total 260/1100
20240627-17:24:01 keep c_quizzes 1.97% kept total 282/1100
20240627-17:24:46 keep c_quizzes 1.99% kept total 306/1100
20240627-17:25:30 keep c_quizzes 1.99% kept total 329/1100
20240627-17:26:14 keep c_quizzes 1.98% kept total 349/1100
20240627-17:26:59 keep c_quizzes 2.01% kept total 376/1100
20240627-17:27:43 keep c_quizzes 1.97% kept total 390/1100
20240627-17:28:27 keep c_quizzes 2.01% kept total 420/1100
20240627-17:29:12 keep c_quizzes 2.01% kept total 443/1100
20240627-17:29:56 keep c_quizzes 2.01% kept total 465/1100
20240627-17:30:41 keep c_quizzes 2.00% kept total 483/1100
20240627-17:31:25 keep c_quizzes 1.96% kept total 496/1100
20240627-17:32:09 keep c_quizzes 1.97% kept total 519/1100
20240627-17:32:53 keep c_quizzes 1.98% kept total 545/1100
20240627-17:33:38 keep c_quizzes 1.96% kept total 561/1100
20240627-17:34:22 keep c_quizzes 1.98% kept total 588/1100
20240627-17:35:06 keep c_quizzes 1.98% kept total 609/1100
20240627-17:35:51 keep c_quizzes 1.96% kept total 625/1100
20240627-17:36:35 keep c_quizzes 1.93% kept total 637/1100
20240627-17:37:20 keep c_quizzes 1.95% kept total 666/1100
20240627-17:38:04 keep c_quizzes 1.98% kept total 696/1100
20240627-17:38:48 keep c_quizzes 1.99% kept total 724/1100
20240627-17:39:32 keep c_quizzes 1.97% kept total 736/1100
20240627-17:40:17 keep c_quizzes 1.97% kept total 758/1100
20240627-17:41:01 keep c_quizzes 1.97% kept total 780/1100
20240627-17:41:45 keep c_quizzes 1.97% kept total 803/1100
20240627-17:42:29 keep c_quizzes 1.99% kept total 831/1100
20240627-17:43:14 keep c_quizzes 1.98% kept total 851/1100
20240627-17:43:58 keep c_quizzes 1.99% kept total 876/1100
20240627-17:44:43 keep c_quizzes 2.00% kept total 900/1100
20240627-17:45:27 keep c_quizzes 2.02% kept total 931/1100
20240627-17:46:11 keep c_quizzes 2.00% kept total 946/1100
20240627-17:46:56 keep c_quizzes 2.00% kept total 969/1100
20240627-17:47:40 keep c_quizzes 2.02% kept total 998/1100
20240627-17:48:25 keep c_quizzes 2.02% kept total 1022/1100
20240627-17:49:09 keep c_quizzes 2.02% kept total 1045/1100
20240627-17:49:53 keep c_quizzes 2.03% kept total 1072/1100
20240627-17:50:38 keep c_quizzes 2.03% kept total 1094/1100
20240627-17:51:22 keep c_quizzes 2.02% kept total 1110/1100
20240627-17:51:28 accuracy_train 76 nb_total 1000 nb_correct 985 accuracy 98.50%
20240627-17:51:32 accuracy_test 76 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-17:51:32 main_test_accuracy 76 0.9890000224113464
20240627-17:51:32 test_perplexity 76 1.2328845032789175
20240627-17:51:38 accuracy_train 76 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-17:51:41 accuracy_test 76 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-17:51:41 main_test_accuracy 76 0.9960000514984131
20240627-17:51:42 test_perplexity 76 1.232776420556718
20240627-17:51:47 accuracy_train 76 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-17:51:51 accuracy_test 76 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-17:51:51 main_test_accuracy 76 0.9950000643730164
20240627-17:51:51 test_perplexity 76 1.2316814351321526
20240627-17:51:57 accuracy_train 76 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-17:52:00 accuracy_test 76 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-17:52:00 main_test_accuracy 76 0.9950000643730164
20240627-17:52:01 test_perplexity 76 1.2314807726545656
20240627-17:52:06 accuracy_train 76 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-17:52:10 accuracy_test 76 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-17:52:10 main_test_accuracy 76 0.9950000643730164
20240627-17:52:10 test_perplexity 76 1.2317636469830502
20240627-17:52:10 --- epoch 77 ----------------------------------------
20240627-17:52:10 current accuracies [(0, 0.9890000224113464), (1, 0.9950000643730164), (2, 0.9950000643730164), (3, 0.9950000643730164), (4, 0.9960000514984131)]
20240627-17:52:10 training model 0 main_test_accuracy 0.9890000224113464
20240627-17:53:14 train_perplexity 77 1.2324958629739506
20240627-17:53:40 train_set_composition w_quizzes 69000 c_quizzes 31000
20240627-17:53:46 accuracy_train 77 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-17:53:49 accuracy_test 77 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-17:53:49 main_test_accuracy 77 0.9890000224113464
20240627-17:53:50 test_perplexity 77 1.23270209546306
20240627-17:53:50 test_set_composition w_quizzes 6900 c_quizzes 3100
20240627-17:54:34 keep c_quizzes 1.82% kept total 20/1100
20240627-17:55:18 keep c_quizzes 2.09% kept total 46/1100
20240627-17:56:02 keep c_quizzes 2.36% kept total 78/1100
20240627-17:56:46 keep c_quizzes 2.45% kept total 108/1100
20240627-17:57:30 keep c_quizzes 2.40% kept total 132/1100
20240627-17:58:15 keep c_quizzes 2.27% kept total 150/1100
20240627-17:58:59 keep c_quizzes 2.19% kept total 169/1100
20240627-17:59:43 keep c_quizzes 2.09% kept total 184/1100
20240627-18:00:27 keep c_quizzes 2.19% kept total 217/1100
20240627-18:01:12 keep c_quizzes 2.14% kept total 235/1100
20240627-18:01:56 keep c_quizzes 2.08% kept total 252/1100
20240627-18:02:40 keep c_quizzes 2.07% kept total 273/1100
20240627-18:03:24 keep c_quizzes 2.07% kept total 296/1100
20240627-18:04:08 keep c_quizzes 2.12% kept total 326/1100
20240627-18:04:52 keep c_quizzes 2.07% kept total 341/1100
20240627-18:05:36 keep c_quizzes 2.05% kept total 361/1100
20240627-18:06:21 keep c_quizzes 2.03% kept total 380/1100
20240627-18:07:05 keep c_quizzes 2.04% kept total 403/1100
20240627-18:07:49 keep c_quizzes 2.05% kept total 429/1100
20240627-18:08:33 keep c_quizzes 2.05% kept total 450/1100
20240627-18:09:18 keep c_quizzes 2.04% kept total 472/1100
20240627-18:10:02 keep c_quizzes 2.03% kept total 491/1100
20240627-18:10:46 keep c_quizzes 2.06% kept total 520/1100
20240627-18:11:30 keep c_quizzes 2.07% kept total 546/1100
20240627-18:12:15 keep c_quizzes 2.03% kept total 559/1100
20240627-18:12:59 keep c_quizzes 2.03% kept total 581/1100
20240627-18:13:43 keep c_quizzes 2.03% kept total 603/1100
20240627-18:14:28 keep c_quizzes 2.00% kept total 615/1100
20240627-18:15:12 keep c_quizzes 1.98% kept total 631/1100
20240627-18:15:56 keep c_quizzes 1.97% kept total 651/1100
20240627-18:16:40 keep c_quizzes 1.97% kept total 671/1100
20240627-18:17:25 keep c_quizzes 1.94% kept total 683/1100
20240627-18:18:09 keep c_quizzes 1.93% kept total 702/1100
20240627-18:18:53 keep c_quizzes 1.95% kept total 729/1100
20240627-18:19:38 keep c_quizzes 1.94% kept total 748/1100
20240627-18:20:22 keep c_quizzes 1.96% kept total 778/1100
20240627-18:21:06 keep c_quizzes 1.97% kept total 801/1100
20240627-18:21:50 keep c_quizzes 1.97% kept total 822/1100
20240627-18:22:34 keep c_quizzes 1.99% kept total 852/1100
20240627-18:23:19 keep c_quizzes 1.98% kept total 869/1100
20240627-18:24:03 keep c_quizzes 1.99% kept total 897/1100
20240627-18:24:47 keep c_quizzes 1.97% kept total 911/1100
20240627-18:25:32 keep c_quizzes 1.99% kept total 942/1100
20240627-18:26:16 keep c_quizzes 2.00% kept total 967/1100
20240627-18:27:00 keep c_quizzes 1.99% kept total 987/1100
20240627-18:27:45 keep c_quizzes 2.00% kept total 1010/1100
20240627-18:28:29 keep c_quizzes 2.01% kept total 1040/1100
20240627-18:29:14 keep c_quizzes 2.02% kept total 1067/1100
20240627-18:29:58 keep c_quizzes 2.04% kept total 1102/1100
20240627-18:30:04 accuracy_train 77 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-18:30:08 accuracy_test 77 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-18:30:08 main_test_accuracy 77 0.9890000224113464
20240627-18:30:08 test_perplexity 77 1.2328079510686267
20240627-18:30:14 accuracy_train 77 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-18:30:17 accuracy_test 77 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-18:30:17 main_test_accuracy 77 0.9960000514984131
20240627-18:30:17 test_perplexity 77 1.2317566595488307
20240627-18:30:23 accuracy_train 77 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-18:30:27 accuracy_test 77 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-18:30:27 main_test_accuracy 77 0.9930000305175781
20240627-18:30:27 test_perplexity 77 1.2313967275098139
20240627-18:30:32 accuracy_train 77 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-18:30:36 accuracy_test 77 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-18:30:36 main_test_accuracy 77 0.9970000386238098
20240627-18:30:36 test_perplexity 77 1.2318977506636832
20240627-18:30:42 accuracy_train 77 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-18:30:45 accuracy_test 77 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-18:30:45 main_test_accuracy 77 0.9960000514984131
20240627-18:30:46 test_perplexity 77 1.2328283736506458
20240627-18:30:46 --- epoch 78 ----------------------------------------
20240627-18:30:46 current accuracies [(0, 0.9890000224113464), (1, 0.9930000305175781), (2, 0.9960000514984131), (3, 0.9970000386238098), (4, 0.9960000514984131)]
20240627-18:30:46 training model 0 main_test_accuracy 0.9890000224113464
20240627-18:31:50 train_perplexity 78 1.232397545486271
20240627-18:32:16 train_set_composition w_quizzes 68000 c_quizzes 32000
20240627-18:32:21 accuracy_train 78 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-18:32:25 accuracy_test 78 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-18:32:25 main_test_accuracy 78 0.9940000176429749
20240627-18:32:25 test_perplexity 78 1.2312564858241717
20240627-18:32:25 test_set_composition w_quizzes 6800 c_quizzes 3200
20240627-18:33:09 keep c_quizzes 1.64% kept total 18/1100
20240627-18:33:54 keep c_quizzes 1.86% kept total 41/1100
20240627-18:34:38 keep c_quizzes 1.76% kept total 58/1100
20240627-18:35:22 keep c_quizzes 1.82% kept total 80/1100
20240627-18:36:07 keep c_quizzes 1.87% kept total 103/1100
20240627-18:36:51 keep c_quizzes 2.08% kept total 137/1100
20240627-18:37:35 keep c_quizzes 2.10% kept total 162/1100
20240627-18:38:20 keep c_quizzes 2.06% kept total 181/1100
20240627-18:39:04 keep c_quizzes 2.09% kept total 207/1100
20240627-18:39:48 keep c_quizzes 2.11% kept total 232/1100
20240627-18:40:33 keep c_quizzes 2.03% kept total 246/1100
20240627-18:41:17 keep c_quizzes 2.05% kept total 271/1100
20240627-18:42:02 keep c_quizzes 1.97% kept total 282/1100
20240627-18:42:46 keep c_quizzes 1.99% kept total 307/1100
20240627-18:43:30 keep c_quizzes 2.04% kept total 336/1100
20240627-18:44:15 keep c_quizzes 2.01% kept total 353/1100
20240627-18:44:59 keep c_quizzes 2.00% kept total 374/1100
20240627-18:45:43 keep c_quizzes 2.03% kept total 402/1100
20240627-18:46:28 keep c_quizzes 2.04% kept total 427/1100
20240627-18:47:12 keep c_quizzes 2.03% kept total 446/1100
20240627-18:47:57 keep c_quizzes 2.03% kept total 468/1100
20240627-18:48:41 keep c_quizzes 2.02% kept total 490/1100
20240627-18:49:25 keep c_quizzes 2.04% kept total 517/1100
20240627-18:50:10 keep c_quizzes 2.02% kept total 534/1100
20240627-18:50:54 keep c_quizzes 2.01% kept total 553/1100
20240627-18:51:38 keep c_quizzes 2.00% kept total 573/1100
20240627-18:52:22 keep c_quizzes 1.99% kept total 590/1100
20240627-18:53:06 keep c_quizzes 1.97% kept total 606/1100
20240627-18:53:51 keep c_quizzes 1.99% kept total 635/1100
20240627-18:54:35 keep c_quizzes 2.01% kept total 664/1100
20240627-18:55:20 keep c_quizzes 2.02% kept total 688/1100
20240627-18:56:04 keep c_quizzes 2.02% kept total 711/1100
20240627-18:56:49 keep c_quizzes 2.04% kept total 739/1100
20240627-18:57:33 keep c_quizzes 2.04% kept total 762/1100
20240627-18:58:17 keep c_quizzes 2.01% kept total 774/1100
20240627-18:59:01 keep c_quizzes 2.04% kept total 808/1100
20240627-18:59:46 keep c_quizzes 2.04% kept total 832/1100
20240627-19:00:30 keep c_quizzes 2.03% kept total 849/1100
20240627-19:01:14 keep c_quizzes 2.01% kept total 862/1100
20240627-19:01:58 keep c_quizzes 1.99% kept total 877/1100
20240627-19:02:43 keep c_quizzes 2.02% kept total 909/1100
20240627-19:03:27 keep c_quizzes 2.02% kept total 931/1100
20240627-19:04:12 keep c_quizzes 2.03% kept total 958/1100
20240627-19:04:56 keep c_quizzes 2.02% kept total 976/1100
20240627-19:05:41 keep c_quizzes 2.02% kept total 1000/1100
20240627-19:06:25 keep c_quizzes 2.03% kept total 1025/1100
20240627-19:07:09 keep c_quizzes 2.03% kept total 1049/1100
20240627-19:07:54 keep c_quizzes 2.04% kept total 1079/1100
20240627-19:08:38 keep c_quizzes 2.03% kept total 1096/1100
20240627-19:09:22 keep c_quizzes 2.03% kept total 1116/1100
20240627-19:09:29 accuracy_train 78 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-19:09:32 accuracy_test 78 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-19:09:32 main_test_accuracy 78 0.9930000305175781
20240627-19:09:33 test_perplexity 78 1.2313003449202409
20240627-19:09:38 accuracy_train 78 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-19:09:42 accuracy_test 78 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-19:09:42 main_test_accuracy 78 0.9910000562667847
20240627-19:09:42 test_perplexity 78 1.2314922707604605
20240627-19:09:48 accuracy_train 78 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-19:09:51 accuracy_test 78 nb_total 1000 nb_correct 999 accuracy 99.90%
20240627-19:09:51 main_test_accuracy 78 0.999000072479248
20240627-19:09:52 test_perplexity 78 1.2317923197577982
20240627-19:09:57 accuracy_train 78 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-19:10:01 accuracy_test 78 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-19:10:01 main_test_accuracy 78 0.9980000257492065
20240627-19:10:01 test_perplexity 78 1.2330239152621898
20240627-19:10:07 accuracy_train 78 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-19:10:10 accuracy_test 78 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-19:10:10 main_test_accuracy 78 0.9950000643730164
20240627-19:10:11 test_perplexity 78 1.2319416516941677
20240627-19:10:11 --- epoch 79 ----------------------------------------
20240627-19:10:11 current accuracies [(0, 0.9930000305175781), (1, 0.9910000562667847), (2, 0.999000072479248), (3, 0.9950000643730164), (4, 0.9980000257492065)]
20240627-19:10:11 training model 1 main_test_accuracy 0.9910000562667847
20240627-19:11:14 train_perplexity 79 1.2330420504876631
20240627-19:11:40 train_set_composition w_quizzes 67000 c_quizzes 33000
20240627-19:11:46 accuracy_train 79 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-19:11:49 accuracy_test 79 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-19:11:49 main_test_accuracy 79 0.9930000305175781
20240627-19:11:50 test_perplexity 79 1.231872183707547
20240627-19:11:50 test_set_composition w_quizzes 6700 c_quizzes 3300
20240627-19:12:34 keep c_quizzes 3.09% kept total 34/1100
20240627-19:13:18 keep c_quizzes 2.23% kept total 49/1100
20240627-19:14:03 keep c_quizzes 1.97% kept total 65/1100
20240627-19:14:47 keep c_quizzes 1.98% kept total 87/1100
20240627-19:15:31 keep c_quizzes 2.00% kept total 110/1100
20240627-19:16:16 keep c_quizzes 2.18% kept total 144/1100
20240627-19:17:00 keep c_quizzes 2.10% kept total 162/1100
20240627-19:17:45 keep c_quizzes 2.07% kept total 182/1100
20240627-19:18:29 keep c_quizzes 2.06% kept total 204/1100
20240627-19:19:14 keep c_quizzes 2.12% kept total 233/1100
20240627-19:19:58 keep c_quizzes 2.05% kept total 248/1100
20240627-19:20:42 keep c_quizzes 2.02% kept total 267/1100
20240627-19:21:27 keep c_quizzes 1.97% kept total 281/1100
20240627-19:22:11 keep c_quizzes 1.99% kept total 306/1100
20240627-19:22:56 keep c_quizzes 2.05% kept total 338/1100
20240627-19:23:40 keep c_quizzes 2.03% kept total 358/1100
20240627-19:24:25 keep c_quizzes 2.05% kept total 384/1100
20240627-19:25:09 keep c_quizzes 2.07% kept total 409/1100
20240627-19:25:54 keep c_quizzes 2.05% kept total 428/1100
20240627-19:26:38 keep c_quizzes 2.02% kept total 445/1100
20240627-19:27:23 keep c_quizzes 2.03% kept total 469/1100
20240627-19:28:07 keep c_quizzes 2.04% kept total 493/1100
20240627-19:28:52 keep c_quizzes 2.05% kept total 519/1100
20240627-19:29:36 keep c_quizzes 2.06% kept total 544/1100
20240627-19:30:21 keep c_quizzes 2.04% kept total 562/1100
20240627-19:31:05 keep c_quizzes 2.03% kept total 582/1100
20240627-19:31:49 keep c_quizzes 2.03% kept total 604/1100
20240627-19:32:34 keep c_quizzes 2.07% kept total 638/1100
20240627-19:33:18 keep c_quizzes 2.06% kept total 658/1100
20240627-19:34:03 keep c_quizzes 2.06% kept total 681/1100
20240627-19:34:47 keep c_quizzes 2.08% kept total 709/1100
20240627-19:35:32 keep c_quizzes 2.07% kept total 729/1100
20240627-19:36:16 keep c_quizzes 2.09% kept total 758/1100
20240627-19:37:01 keep c_quizzes 2.09% kept total 782/1100
20240627-19:37:45 keep c_quizzes 2.10% kept total 807/1100
20240627-19:38:30 keep c_quizzes 2.12% kept total 838/1100
20240627-19:39:14 keep c_quizzes 2.09% kept total 850/1100
20240627-19:39:58 keep c_quizzes 2.10% kept total 878/1100
20240627-19:40:43 keep c_quizzes 2.09% kept total 896/1100
20240627-19:41:27 keep c_quizzes 2.09% kept total 918/1100
20240627-19:42:12 keep c_quizzes 2.09% kept total 941/1100
20240627-19:42:56 keep c_quizzes 2.07% kept total 956/1100
20240627-19:43:41 keep c_quizzes 2.08% kept total 985/1100
20240627-19:44:25 keep c_quizzes 2.08% kept total 1008/1100
20240627-19:45:10 keep c_quizzes 2.08% kept total 1030/1100
20240627-19:45:54 keep c_quizzes 2.09% kept total 1056/1100
20240627-19:46:39 keep c_quizzes 2.08% kept total 1076/1100
20240627-19:47:23 keep c_quizzes 2.09% kept total 1103/1100
20240627-19:47:29 accuracy_train 79 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-19:47:33 accuracy_test 79 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-19:47:33 main_test_accuracy 79 0.9920000433921814
20240627-19:47:33 test_perplexity 79 1.2317545012327744
20240627-19:47:39 accuracy_train 79 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-19:47:42 accuracy_test 79 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-19:47:42 main_test_accuracy 79 0.9950000643730164
20240627-19:47:43 test_perplexity 79 1.231267571773349
20240627-19:47:48 accuracy_train 79 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-19:47:52 accuracy_test 79 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-19:47:52 main_test_accuracy 79 0.9950000643730164
20240627-19:47:52 test_perplexity 79 1.2320752129581214
20240627-19:47:58 accuracy_train 79 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-19:48:01 accuracy_test 79 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-19:48:01 main_test_accuracy 79 0.9950000643730164
20240627-19:48:02 test_perplexity 79 1.2332170072609556
20240627-19:48:07 accuracy_train 79 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-19:48:11 accuracy_test 79 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-19:48:11 main_test_accuracy 79 0.9930000305175781
20240627-19:48:11 test_perplexity 79 1.2318429354520828
20240627-19:48:11 --- epoch 80 ----------------------------------------
20240627-19:48:11 current accuracies [(0, 0.9950000643730164), (1, 0.9920000433921814), (2, 0.9930000305175781), (3, 0.9950000643730164), (4, 0.9950000643730164)]
20240627-19:48:11 training model 1 main_test_accuracy 0.9920000433921814
20240627-19:49:15 train_perplexity 80 1.232704012586632
20240627-19:49:41 train_set_composition w_quizzes 66000 c_quizzes 34000
20240627-19:49:46 accuracy_train 80 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-19:49:50 accuracy_test 80 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-19:49:50 main_test_accuracy 80 0.9950000643730164
20240627-19:49:50 test_perplexity 80 1.231480806602979
20240627-19:49:50 test_set_composition w_quizzes 6600 c_quizzes 3400
20240627-19:50:35 keep c_quizzes 2.18% kept total 24/1100
20240627-19:51:19 keep c_quizzes 2.59% kept total 57/1100
20240627-19:52:03 keep c_quizzes 2.64% kept total 87/1100
20240627-19:52:48 keep c_quizzes 2.27% kept total 100/1100
20240627-19:53:32 keep c_quizzes 2.04% kept total 112/1100
20240627-19:54:16 keep c_quizzes 2.15% kept total 142/1100
20240627-19:55:01 keep c_quizzes 2.14% kept total 165/1100
20240627-19:55:45 keep c_quizzes 2.11% kept total 186/1100
20240627-19:56:29 keep c_quizzes 2.03% kept total 201/1100
20240627-19:57:14 keep c_quizzes 2.05% kept total 225/1100
20240627-19:57:58 keep c_quizzes 2.09% kept total 253/1100
20240627-19:58:42 keep c_quizzes 2.08% kept total 274/1100
20240627-19:59:26 keep c_quizzes 2.05% kept total 293/1100
20240627-20:00:11 keep c_quizzes 1.99% kept total 307/1100
20240627-20:00:55 keep c_quizzes 1.98% kept total 327/1100
20240627-20:01:39 keep c_quizzes 2.01% kept total 353/1100
20240627-20:02:24 keep c_quizzes 1.98% kept total 371/1100
20240627-20:03:08 keep c_quizzes 1.97% kept total 390/1100
20240627-20:03:52 keep c_quizzes 2.02% kept total 422/1100
20240627-20:04:37 keep c_quizzes 2.02% kept total 445/1100
20240627-20:05:21 keep c_quizzes 2.06% kept total 475/1100
20240627-20:06:05 keep c_quizzes 2.04% kept total 493/1100
20240627-20:06:49 keep c_quizzes 2.01% kept total 508/1100
20240627-20:07:34 keep c_quizzes 2.00% kept total 527/1100
20240627-20:08:18 keep c_quizzes 2.01% kept total 554/1100
20240627-20:09:02 keep c_quizzes 2.02% kept total 577/1100
20240627-20:09:47 keep c_quizzes 1.98% kept total 589/1100
20240627-20:10:31 keep c_quizzes 2.00% kept total 617/1100
20240627-20:11:15 keep c_quizzes 2.00% kept total 637/1100
20240627-20:11:59 keep c_quizzes 2.04% kept total 672/1100
20240627-20:12:44 keep c_quizzes 2.02% kept total 688/1100
20240627-20:13:28 keep c_quizzes 2.05% kept total 722/1100
20240627-20:14:13 keep c_quizzes 2.04% kept total 742/1100
20240627-20:14:57 keep c_quizzes 2.08% kept total 777/1100
20240627-20:15:42 keep c_quizzes 2.07% kept total 796/1100
20240627-20:16:26 keep c_quizzes 2.07% kept total 820/1100
20240627-20:17:10 keep c_quizzes 2.05% kept total 835/1100
20240627-20:17:55 keep c_quizzes 2.03% kept total 848/1100
20240627-20:18:39 keep c_quizzes 2.03% kept total 873/1100
20240627-20:19:23 keep c_quizzes 2.04% kept total 897/1100
20240627-20:20:08 keep c_quizzes 2.06% kept total 930/1100
20240627-20:20:52 keep c_quizzes 2.05% kept total 948/1100
20240627-20:21:36 keep c_quizzes 2.06% kept total 975/1100
20240627-20:22:21 keep c_quizzes 2.04% kept total 985/1100
20240627-20:23:05 keep c_quizzes 2.04% kept total 1008/1100
20240627-20:23:49 keep c_quizzes 2.03% kept total 1025/1100
20240627-20:24:34 keep c_quizzes 2.02% kept total 1046/1100
20240627-20:25:18 keep c_quizzes 2.03% kept total 1070/1100
20240627-20:26:02 keep c_quizzes 2.04% kept total 1098/1100
20240627-20:26:47 keep c_quizzes 2.04% kept total 1120/1100
20240627-20:26:53 accuracy_train 80 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-20:26:57 accuracy_test 80 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-20:26:57 main_test_accuracy 80 0.9950000643730164
20240627-20:26:57 test_perplexity 80 1.2315707049171438
20240627-20:27:03 accuracy_train 80 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-20:27:06 accuracy_test 80 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-20:27:06 main_test_accuracy 80 0.9920000433921814
20240627-20:27:06 test_perplexity 80 1.2319529395036677
20240627-20:27:12 accuracy_train 80 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-20:27:16 accuracy_test 80 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-20:27:16 main_test_accuracy 80 0.9960000514984131
20240627-20:27:16 test_perplexity 80 1.2312358553591864
20240627-20:27:22 accuracy_train 80 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-20:27:25 accuracy_test 80 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-20:27:25 main_test_accuracy 80 0.9920000433921814
20240627-20:27:25 test_perplexity 80 1.2321719657650303
20240627-20:27:31 accuracy_train 80 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-20:27:34 accuracy_test 80 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-20:27:34 main_test_accuracy 80 0.9970000386238098
20240627-20:27:35 test_perplexity 80 1.2333314111385383
20240627-20:27:35 --- epoch 81 ----------------------------------------
20240627-20:27:35 current accuracies [(0, 0.9960000514984131), (1, 0.9950000643730164), (2, 0.9920000433921814), (3, 0.9920000433921814), (4, 0.9970000386238098)]
20240627-20:27:35 training model 2 main_test_accuracy 0.9920000433921814
20240627-20:28:39 train_perplexity 81 1.2339493438521865
20240627-20:29:05 train_set_composition w_quizzes 65000 c_quizzes 35000
20240627-20:29:10 accuracy_train 81 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-20:29:14 accuracy_test 81 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-20:29:14 main_test_accuracy 81 0.9930000305175781
20240627-20:29:14 test_perplexity 81 1.2318423957890305
20240627-20:29:14 test_set_composition w_quizzes 6500 c_quizzes 3500
20240627-20:29:59 keep c_quizzes 2.45% kept total 27/1100
20240627-20:30:43 keep c_quizzes 1.68% kept total 37/1100
20240627-20:31:27 keep c_quizzes 1.52% kept total 50/1100
20240627-20:32:12 keep c_quizzes 1.68% kept total 74/1100
20240627-20:32:56 keep c_quizzes 1.84% kept total 101/1100
20240627-20:33:41 keep c_quizzes 1.89% kept total 125/1100
20240627-20:34:25 keep c_quizzes 1.81% kept total 139/1100
20240627-20:35:09 keep c_quizzes 1.84% kept total 162/1100
20240627-20:35:53 keep c_quizzes 1.90% kept total 188/1100
20240627-20:36:37 keep c_quizzes 1.91% kept total 210/1100
20240627-20:37:22 keep c_quizzes 1.87% kept total 226/1100
20240627-20:38:06 keep c_quizzes 1.89% kept total 250/1100
20240627-20:38:50 keep c_quizzes 1.85% kept total 264/1100
20240627-20:39:34 keep c_quizzes 1.86% kept total 286/1100
20240627-20:40:18 keep c_quizzes 1.92% kept total 316/1100
20240627-20:41:02 keep c_quizzes 1.91% kept total 337/1100
20240627-20:41:46 keep c_quizzes 1.89% kept total 353/1100
20240627-20:42:30 keep c_quizzes 1.88% kept total 372/1100
20240627-20:43:15 keep c_quizzes 1.89% kept total 395/1100
20240627-20:43:59 keep c_quizzes 1.92% kept total 423/1100
20240627-20:44:44 keep c_quizzes 1.91% kept total 442/1100
20240627-20:45:28 keep c_quizzes 1.95% kept total 473/1100
20240627-20:46:12 keep c_quizzes 1.94% kept total 490/1100
20240627-20:46:57 keep c_quizzes 1.94% kept total 512/1100
20240627-20:47:41 keep c_quizzes 1.92% kept total 528/1100
20240627-20:48:26 keep c_quizzes 1.90% kept total 544/1100
20240627-20:49:10 keep c_quizzes 1.94% kept total 575/1100
20240627-20:49:54 keep c_quizzes 1.91% kept total 587/1100
20240627-20:50:39 keep c_quizzes 1.94% kept total 620/1100
20240627-20:51:23 keep c_quizzes 1.95% kept total 643/1100
20240627-20:52:07 keep c_quizzes 1.96% kept total 668/1100
20240627-20:52:52 keep c_quizzes 1.97% kept total 692/1100
20240627-20:53:36 keep c_quizzes 2.00% kept total 725/1100
20240627-20:54:21 keep c_quizzes 2.00% kept total 747/1100
20240627-20:55:05 keep c_quizzes 1.98% kept total 764/1100
20240627-20:55:50 keep c_quizzes 1.98% kept total 786/1100
20240627-20:56:34 keep c_quizzes 2.02% kept total 824/1100
20240627-20:57:18 keep c_quizzes 2.04% kept total 854/1100
20240627-20:58:02 keep c_quizzes 2.05% kept total 878/1100
20240627-20:58:47 keep c_quizzes 2.08% kept total 914/1100
20240627-20:59:31 keep c_quizzes 2.08% kept total 940/1100
20240627-21:00:15 keep c_quizzes 2.12% kept total 981/1100
20240627-21:00:59 keep c_quizzes 2.12% kept total 1005/1100
20240627-21:01:44 keep c_quizzes 2.11% kept total 1023/1100
20240627-21:02:28 keep c_quizzes 2.09% kept total 1036/1100
20240627-21:03:12 keep c_quizzes 2.08% kept total 1055/1100
20240627-21:03:57 keep c_quizzes 2.09% kept total 1083/1100
20240627-21:04:41 keep c_quizzes 2.11% kept total 1112/1100
20240627-21:04:47 accuracy_train 81 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-21:04:51 accuracy_test 81 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-21:04:51 main_test_accuracy 81 0.9960000514984131
20240627-21:04:51 test_perplexity 81 1.231994419957394
20240627-21:04:57 accuracy_train 81 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-21:05:00 accuracy_test 81 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-21:05:00 main_test_accuracy 81 0.9920000433921814
20240627-21:05:01 test_perplexity 81 1.2322282628951367
20240627-21:05:06 accuracy_train 81 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-21:05:10 accuracy_test 81 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-21:05:10 main_test_accuracy 81 0.9950000643730164
20240627-21:05:10 test_perplexity 81 1.23164326029433
20240627-21:05:16 accuracy_train 81 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-21:05:19 accuracy_test 81 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-21:05:19 main_test_accuracy 81 0.987000048160553
20240627-21:05:20 test_perplexity 81 1.2313497433393434
20240627-21:05:25 accuracy_train 81 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-21:05:29 accuracy_test 81 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-21:05:29 main_test_accuracy 81 0.9940000176429749
20240627-21:05:29 test_perplexity 81 1.2334679997405678
20240627-21:05:29 --- epoch 82 ----------------------------------------
20240627-21:05:29 current accuracies [(0, 0.987000048160553), (1, 0.9950000643730164), (2, 0.9960000514984131), (3, 0.9920000433921814), (4, 0.9940000176429749)]
20240627-21:05:29 training model 0 main_test_accuracy 0.987000048160553
20240627-21:06:33 train_perplexity 82 1.232313615600666
20240627-21:06:59 train_set_composition w_quizzes 64000 c_quizzes 36000
20240627-21:07:04 accuracy_train 82 nb_total 1000 nb_correct 999 accuracy 99.90%
20240627-21:07:08 accuracy_test 82 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-21:07:08 main_test_accuracy 82 0.9950000643730164
20240627-21:07:08 test_perplexity 82 1.2323628802899584
20240627-21:07:08 test_set_composition w_quizzes 6400 c_quizzes 3600
20240627-21:07:53 keep c_quizzes 3.36% kept total 37/1100
20240627-21:08:37 keep c_quizzes 3.05% kept total 67/1100
20240627-21:09:22 keep c_quizzes 2.85% kept total 94/1100
20240627-21:10:06 keep c_quizzes 2.48% kept total 109/1100
20240627-21:10:51 keep c_quizzes 2.35% kept total 129/1100
20240627-21:11:35 keep c_quizzes 2.56% kept total 169/1100
20240627-21:12:19 keep c_quizzes 2.38% kept total 183/1100
20240627-21:13:04 keep c_quizzes 2.32% kept total 204/1100
20240627-21:13:48 keep c_quizzes 2.33% kept total 231/1100
20240627-21:14:33 keep c_quizzes 2.36% kept total 260/1100
20240627-21:15:17 keep c_quizzes 2.28% kept total 276/1100
20240627-21:16:02 keep c_quizzes 2.27% kept total 299/1100
20240627-21:16:46 keep c_quizzes 2.28% kept total 326/1100
20240627-21:17:31 keep c_quizzes 2.31% kept total 355/1100
20240627-21:18:15 keep c_quizzes 2.33% kept total 384/1100
20240627-21:18:59 keep c_quizzes 2.30% kept total 405/1100
20240627-21:19:44 keep c_quizzes 2.30% kept total 431/1100
20240627-21:20:28 keep c_quizzes 2.28% kept total 451/1100
20240627-21:21:13 keep c_quizzes 2.20% kept total 459/1100
20240627-21:21:57 keep c_quizzes 2.25% kept total 494/1100
20240627-21:22:42 keep c_quizzes 2.26% kept total 522/1100
20240627-21:23:26 keep c_quizzes 2.24% kept total 543/1100
20240627-21:24:10 keep c_quizzes 2.23% kept total 564/1100
20240627-21:24:55 keep c_quizzes 2.28% kept total 601/1100
20240627-21:25:39 keep c_quizzes 2.28% kept total 628/1100
20240627-21:26:24 keep c_quizzes 2.27% kept total 649/1100
20240627-21:27:08 keep c_quizzes 2.26% kept total 670/1100
20240627-21:27:53 keep c_quizzes 2.24% kept total 691/1100
20240627-21:28:37 keep c_quizzes 2.25% kept total 717/1100
20240627-21:29:22 keep c_quizzes 2.28% kept total 754/1100
20240627-21:30:06 keep c_quizzes 2.27% kept total 775/1100
20240627-21:30:50 keep c_quizzes 2.29% kept total 805/1100
20240627-21:31:35 keep c_quizzes 2.28% kept total 828/1100
20240627-21:32:20 keep c_quizzes 2.27% kept total 850/1100
20240627-21:33:04 keep c_quizzes 2.26% kept total 869/1100
20240627-21:33:49 keep c_quizzes 2.25% kept total 890/1100
20240627-21:34:33 keep c_quizzes 2.23% kept total 906/1100
20240627-21:35:18 keep c_quizzes 2.22% kept total 929/1100
20240627-21:36:02 keep c_quizzes 2.23% kept total 955/1100
20240627-21:36:46 keep c_quizzes 2.20% kept total 968/1100
20240627-21:37:31 keep c_quizzes 2.18% kept total 982/1100
20240627-21:38:15 keep c_quizzes 2.17% kept total 1002/1100
20240627-21:39:00 keep c_quizzes 2.15% kept total 1019/1100
20240627-21:39:44 keep c_quizzes 2.13% kept total 1032/1100
20240627-21:40:28 keep c_quizzes 2.15% kept total 1062/1100
20240627-21:41:13 keep c_quizzes 2.15% kept total 1090/1100
20240627-21:41:57 keep c_quizzes 2.16% kept total 1119/1100
20240627-21:42:03 accuracy_train 82 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-21:42:07 accuracy_test 82 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-21:42:07 main_test_accuracy 82 0.9970000386238098
20240627-21:42:07 test_perplexity 82 1.2323699732655204
20240627-21:42:13 accuracy_train 82 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-21:42:16 accuracy_test 82 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-21:42:16 main_test_accuracy 82 0.9930000305175781
20240627-21:42:17 test_perplexity 82 1.232333090054762
20240627-21:42:22 accuracy_train 82 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-21:42:26 accuracy_test 82 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-21:42:26 main_test_accuracy 82 0.9960000514984131
20240627-21:42:26 test_perplexity 82 1.2336969398680357
20240627-21:42:32 accuracy_train 82 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-21:42:35 accuracy_test 82 nb_total 1000 nb_correct 999 accuracy 99.90%
20240627-21:42:35 main_test_accuracy 82 0.999000072479248
20240627-21:42:36 test_perplexity 82 1.2316159107173672
20240627-21:42:41 accuracy_train 82 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-21:42:45 accuracy_test 82 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-21:42:45 main_test_accuracy 82 0.9950000643730164
20240627-21:42:45 test_perplexity 82 1.231955705802869
20240627-21:42:45 --- epoch 83 ----------------------------------------
20240627-21:42:45 current accuracies [(0, 0.9970000386238098), (1, 0.999000072479248), (2, 0.9950000643730164), (3, 0.9930000305175781), (4, 0.9960000514984131)]
20240627-21:42:45 training model 3 main_test_accuracy 0.9930000305175781
20240627-21:43:49 train_perplexity 83 1.2336519307435239
20240627-21:44:15 train_set_composition w_quizzes 63000 c_quizzes 37000
20240627-21:44:21 accuracy_train 83 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-21:44:24 accuracy_test 83 nb_total 1000 nb_correct 991 accuracy 99.10%
20240627-21:44:24 main_test_accuracy 83 0.9910000562667847
20240627-21:44:24 test_perplexity 83 1.2326461550626817
20240627-21:44:24 test_set_composition w_quizzes 6300 c_quizzes 3700
20240627-21:45:09 keep c_quizzes 2.27% kept total 25/1100
20240627-21:45:53 keep c_quizzes 2.59% kept total 57/1100
20240627-21:46:37 keep c_quizzes 2.67% kept total 88/1100
20240627-21:47:21 keep c_quizzes 2.41% kept total 106/1100
20240627-21:48:06 keep c_quizzes 2.45% kept total 135/1100
20240627-21:48:50 keep c_quizzes 2.50% kept total 165/1100
20240627-21:49:35 keep c_quizzes 2.55% kept total 196/1100
20240627-21:50:19 keep c_quizzes 2.64% kept total 232/1100
20240627-21:51:03 keep c_quizzes 2.53% kept total 250/1100
20240627-21:51:48 keep c_quizzes 2.46% kept total 271/1100
20240627-21:52:32 keep c_quizzes 2.36% kept total 285/1100
20240627-21:53:16 keep c_quizzes 2.48% kept total 327/1100
20240627-21:54:01 keep c_quizzes 2.47% kept total 353/1100
20240627-21:54:45 keep c_quizzes 2.48% kept total 382/1100
20240627-21:55:29 keep c_quizzes 2.47% kept total 408/1100
20240627-21:56:14 keep c_quizzes 2.41% kept total 424/1100
20240627-21:56:58 keep c_quizzes 2.40% kept total 449/1100
20240627-21:57:43 keep c_quizzes 2.45% kept total 486/1100
20240627-21:58:27 keep c_quizzes 2.43% kept total 507/1100
20240627-21:59:11 keep c_quizzes 2.44% kept total 537/1100
20240627-21:59:56 keep c_quizzes 2.39% kept total 551/1100
20240627-22:00:40 keep c_quizzes 2.38% kept total 576/1100
20240627-22:01:25 keep c_quizzes 2.40% kept total 608/1100
20240627-22:02:09 keep c_quizzes 2.41% kept total 636/1100
20240627-22:02:53 keep c_quizzes 2.40% kept total 660/1100
20240627-22:03:37 keep c_quizzes 2.40% kept total 687/1100
20240627-22:04:22 keep c_quizzes 2.38% kept total 707/1100
20240627-22:05:07 keep c_quizzes 2.41% kept total 741/1100
20240627-22:05:51 keep c_quizzes 2.39% kept total 762/1100
20240627-22:06:35 keep c_quizzes 2.38% kept total 784/1100
20240627-22:07:20 keep c_quizzes 2.35% kept total 803/1100
20240627-22:08:04 keep c_quizzes 2.37% kept total 834/1100
20240627-22:08:48 keep c_quizzes 2.38% kept total 863/1100
20240627-22:09:33 keep c_quizzes 2.39% kept total 894/1100
20240627-22:10:17 keep c_quizzes 2.38% kept total 918/1100
20240627-22:11:01 keep c_quizzes 2.38% kept total 943/1100
20240627-22:11:46 keep c_quizzes 2.38% kept total 967/1100
20240627-22:12:30 keep c_quizzes 2.38% kept total 994/1100
20240627-22:13:14 keep c_quizzes 2.36% kept total 1014/1100
20240627-22:13:59 keep c_quizzes 2.37% kept total 1041/1100
20240627-22:14:43 keep c_quizzes 2.36% kept total 1066/1100
20240627-22:15:27 keep c_quizzes 2.35% kept total 1084/1100
20240627-22:16:12 keep c_quizzes 2.36% kept total 1116/1100
20240627-22:16:18 accuracy_train 83 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-22:16:21 accuracy_test 83 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-22:16:21 main_test_accuracy 83 0.9940000176429749
20240627-22:16:22 test_perplexity 83 1.2327162813186276
20240627-22:16:27 accuracy_train 83 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-22:16:31 accuracy_test 83 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-22:16:31 main_test_accuracy 83 0.9940000176429749
20240627-22:16:31 test_perplexity 83 1.2320931766128114
20240627-22:16:37 accuracy_train 83 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-22:16:40 accuracy_test 83 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-22:16:40 main_test_accuracy 83 0.9940000176429749
20240627-22:16:41 test_perplexity 83 1.2337572986589247
20240627-22:16:46 accuracy_train 83 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-22:16:50 accuracy_test 83 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-22:16:50 main_test_accuracy 83 0.9960000514984131
20240627-22:16:50 test_perplexity 83 1.2323558876201106
20240627-22:16:56 accuracy_train 83 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-22:16:59 accuracy_test 83 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-22:16:59 main_test_accuracy 83 0.9980000257492065
20240627-22:17:00 test_perplexity 83 1.231633097960297
20240627-22:17:00 --- epoch 84 ----------------------------------------
20240627-22:17:00 current accuracies [(0, 0.9960000514984131), (1, 0.9980000257492065), (2, 0.9940000176429749), (3, 0.9940000176429749), (4, 0.9940000176429749)]
20240627-22:17:00 training model 3 main_test_accuracy 0.9940000176429749
20240627-22:18:04 train_perplexity 84 1.2327697142569058
20240627-22:18:30 train_set_composition w_quizzes 62000 c_quizzes 38000
20240627-22:18:35 accuracy_train 84 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-22:18:39 accuracy_test 84 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-22:18:39 main_test_accuracy 84 0.9890000224113464
20240627-22:18:39 test_perplexity 84 1.2308539716484181
20240627-22:18:39 test_set_composition w_quizzes 6200 c_quizzes 3800
20240627-22:19:23 keep c_quizzes 1.18% kept total 13/1100
20240627-22:20:08 keep c_quizzes 1.86% kept total 41/1100
20240627-22:20:52 keep c_quizzes 1.97% kept total 65/1100
20240627-22:21:36 keep c_quizzes 2.20% kept total 97/1100
20240627-22:22:20 keep c_quizzes 2.22% kept total 122/1100
20240627-22:23:05 keep c_quizzes 2.06% kept total 136/1100
20240627-22:23:49 keep c_quizzes 2.08% kept total 160/1100
20240627-22:24:35 keep c_quizzes 2.12% kept total 187/1100
20240627-22:25:20 keep c_quizzes 2.22% kept total 220/1100
20240627-22:26:05 keep c_quizzes 2.24% kept total 246/1100
20240627-22:26:49 keep c_quizzes 2.28% kept total 276/1100
20240627-22:27:34 keep c_quizzes 2.30% kept total 303/1100
20240627-22:28:18 keep c_quizzes 2.25% kept total 322/1100
20240627-22:29:03 keep c_quizzes 2.24% kept total 345/1100
20240627-22:29:47 keep c_quizzes 2.23% kept total 368/1100
20240627-22:30:31 keep c_quizzes 2.23% kept total 392/1100
20240627-22:31:16 keep c_quizzes 2.18% kept total 407/1100
20240627-22:32:00 keep c_quizzes 2.23% kept total 441/1100
20240627-22:32:45 keep c_quizzes 2.22% kept total 465/1100
20240627-22:33:29 keep c_quizzes 2.25% kept total 494/1100
20240627-22:34:14 keep c_quizzes 2.23% kept total 515/1100
20240627-22:34:58 keep c_quizzes 2.25% kept total 545/1100
20240627-22:35:43 keep c_quizzes 2.26% kept total 573/1100
20240627-22:36:27 keep c_quizzes 2.26% kept total 597/1100
20240627-22:37:12 keep c_quizzes 2.24% kept total 615/1100
20240627-22:37:56 keep c_quizzes 2.22% kept total 634/1100
20240627-22:38:41 keep c_quizzes 2.22% kept total 659/1100
20240627-22:39:25 keep c_quizzes 2.21% kept total 681/1100
20240627-22:40:10 keep c_quizzes 2.19% kept total 700/1100
20240627-22:40:54 keep c_quizzes 2.23% kept total 735/1100
20240627-22:41:39 keep c_quizzes 2.20% kept total 750/1100
20240627-22:42:23 keep c_quizzes 2.21% kept total 777/1100
20240627-22:43:08 keep c_quizzes 2.23% kept total 808/1100
20240627-22:43:52 keep c_quizzes 2.25% kept total 842/1100
20240627-22:44:37 keep c_quizzes 2.27% kept total 874/1100
20240627-22:45:21 keep c_quizzes 2.26% kept total 896/1100
20240627-22:46:05 keep c_quizzes 2.26% kept total 919/1100
20240627-22:46:50 keep c_quizzes 2.24% kept total 937/1100
20240627-22:47:34 keep c_quizzes 2.24% kept total 963/1100
20240627-22:48:18 keep c_quizzes 2.25% kept total 988/1100
20240627-22:49:03 keep c_quizzes 2.27% kept total 1025/1100
20240627-22:49:47 keep c_quizzes 2.25% kept total 1039/1100
20240627-22:50:31 keep c_quizzes 2.25% kept total 1064/1100
20240627-22:51:16 keep c_quizzes 2.22% kept total 1076/1100
20240627-22:52:00 keep c_quizzes 2.22% kept total 1101/1100
20240627-22:52:06 accuracy_train 84 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-22:52:10 accuracy_test 84 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-22:52:10 main_test_accuracy 84 0.9880000352859497
20240627-22:52:10 test_perplexity 84 1.230890920089753
20240627-22:52:16 accuracy_train 84 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-22:52:19 accuracy_test 84 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-22:52:19 main_test_accuracy 84 0.9930000305175781
20240627-22:52:20 test_perplexity 84 1.2322310612110265
20240627-22:52:25 accuracy_train 84 nb_total 1000 nb_correct 989 accuracy 98.90%
20240627-22:52:29 accuracy_test 84 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-22:52:29 main_test_accuracy 84 0.9930000305175781
20240627-22:52:29 test_perplexity 84 1.2339331174985553
20240627-22:52:35 accuracy_train 84 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-22:52:39 accuracy_test 84 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-22:52:39 main_test_accuracy 84 0.9940000176429749
20240627-22:52:39 test_perplexity 84 1.2324873701897745
20240627-22:52:45 accuracy_train 84 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-22:52:48 accuracy_test 84 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-22:52:48 main_test_accuracy 84 0.9970000386238098
20240627-22:52:49 test_perplexity 84 1.2316990164266453
20240627-22:52:49 --- epoch 85 ----------------------------------------
20240627-22:52:49 current accuracies [(0, 0.9940000176429749), (1, 0.9970000386238098), (2, 0.9930000305175781), (3, 0.9880000352859497), (4, 0.9930000305175781)]
20240627-22:52:49 training model 3 main_test_accuracy 0.9880000352859497
20240627-22:53:52 train_perplexity 85 1.2325182969843926
20240627-22:54:18 train_set_composition w_quizzes 61000 c_quizzes 39000
20240627-22:54:24 accuracy_train 85 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-22:54:27 accuracy_test 85 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-22:54:27 main_test_accuracy 85 0.9940000176429749
20240627-22:54:28 test_perplexity 85 1.2397326244373505
20240627-22:54:28 test_set_composition w_quizzes 6100 c_quizzes 3900
20240627-22:55:12 keep c_quizzes 0.82% kept total 9/1100
20240627-22:55:56 keep c_quizzes 1.55% kept total 34/1100
20240627-22:56:40 keep c_quizzes 2.03% kept total 67/1100
20240627-22:57:25 keep c_quizzes 2.25% kept total 99/1100
20240627-22:58:09 keep c_quizzes 2.22% kept total 122/1100
20240627-22:58:54 keep c_quizzes 2.18% kept total 144/1100
20240627-22:59:38 keep c_quizzes 1.99% kept total 153/1100
20240627-23:00:23 keep c_quizzes 2.05% kept total 180/1100
20240627-23:01:07 keep c_quizzes 2.13% kept total 211/1100
20240627-23:01:51 keep c_quizzes 2.20% kept total 242/1100
20240627-23:02:35 keep c_quizzes 2.28% kept total 276/1100
20240627-23:03:20 keep c_quizzes 2.23% kept total 295/1100
20240627-23:04:04 keep c_quizzes 2.29% kept total 327/1100
20240627-23:04:48 keep c_quizzes 2.29% kept total 353/1100
20240627-23:05:32 keep c_quizzes 2.34% kept total 386/1100
20240627-23:06:17 keep c_quizzes 2.36% kept total 415/1100
20240627-23:07:01 keep c_quizzes 2.34% kept total 438/1100
20240627-23:07:45 keep c_quizzes 2.34% kept total 464/1100
20240627-23:08:30 keep c_quizzes 2.28% kept total 477/1100
20240627-23:09:14 keep c_quizzes 2.33% kept total 513/1100
20240627-23:09:58 keep c_quizzes 2.29% kept total 529/1100
20240627-23:10:42 keep c_quizzes 2.32% kept total 561/1100
20240627-23:11:26 keep c_quizzes 2.41% kept total 610/1100
20240627-23:12:11 keep c_quizzes 2.40% kept total 634/1100
20240627-23:12:55 keep c_quizzes 2.37% kept total 651/1100
20240627-23:13:39 keep c_quizzes 2.42% kept total 693/1100
20240627-23:14:24 keep c_quizzes 2.40% kept total 712/1100
20240627-23:15:08 keep c_quizzes 2.44% kept total 751/1100
20240627-23:15:53 keep c_quizzes 2.40% kept total 765/1100
20240627-23:16:37 keep c_quizzes 2.37% kept total 783/1100
20240627-23:17:21 keep c_quizzes 2.39% kept total 816/1100
20240627-23:18:06 keep c_quizzes 2.39% kept total 842/1100
20240627-23:18:50 keep c_quizzes 2.35% kept total 854/1100
20240627-23:19:34 keep c_quizzes 2.34% kept total 875/1100
20240627-23:20:19 keep c_quizzes 2.36% kept total 909/1100
20240627-23:21:03 keep c_quizzes 2.37% kept total 938/1100
20240627-23:21:47 keep c_quizzes 2.37% kept total 965/1100
20240627-23:22:31 keep c_quizzes 2.39% kept total 998/1100
20240627-23:23:16 keep c_quizzes 2.36% kept total 1013/1100
20240627-23:24:00 keep c_quizzes 2.37% kept total 1041/1100
20240627-23:24:44 keep c_quizzes 2.37% kept total 1070/1100
20240627-23:25:29 keep c_quizzes 2.40% kept total 1107/1100
20240627-23:25:35 accuracy_train 85 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-23:25:38 accuracy_test 85 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-23:25:38 main_test_accuracy 85 0.9950000643730164
20240627-23:25:39 test_perplexity 85 1.2397875187872502
20240627-23:25:44 accuracy_train 85 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-23:25:48 accuracy_test 85 nb_total 1000 nb_correct 997 accuracy 99.70%
20240627-23:25:48 main_test_accuracy 85 0.9970000386238098
20240627-23:25:48 test_perplexity 85 1.2323774566974048
20240627-23:25:54 accuracy_train 85 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-23:25:57 accuracy_test 85 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-23:25:57 main_test_accuracy 85 0.9940000176429749
20240627-23:25:58 test_perplexity 85 1.2342590499778852
20240627-23:26:03 accuracy_train 85 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-23:26:07 accuracy_test 85 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-23:26:07 main_test_accuracy 85 0.9950000643730164
20240627-23:26:07 test_perplexity 85 1.2326921927569534
20240627-23:26:13 accuracy_train 85 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-23:26:16 accuracy_test 85 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-23:26:16 main_test_accuracy 85 0.9980000257492065
20240627-23:26:17 test_perplexity 85 1.2318625404330015
20240627-23:26:17 --- epoch 86 ----------------------------------------
20240627-23:26:17 current accuracies [(0, 0.9950000643730164), (1, 0.9980000257492065), (2, 0.9970000386238098), (3, 0.9950000643730164), (4, 0.9940000176429749)]
20240627-23:26:17 training model 4 main_test_accuracy 0.9940000176429749
20240627-23:27:20 train_perplexity 86 1.235572904630799
20240627-23:27:46 train_set_composition w_quizzes 60000 c_quizzes 40000
20240627-23:27:52 accuracy_train 86 nb_total 1000 nb_correct 986 accuracy 98.60%
20240627-23:27:55 accuracy_test 86 nb_total 1000 nb_correct 987 accuracy 98.70%
20240627-23:27:55 main_test_accuracy 86 0.987000048160553
20240627-23:27:56 test_perplexity 86 1.231906131446752
20240627-23:27:56 test_set_composition w_quizzes 6000 c_quizzes 4000
20240627-23:28:40 keep c_quizzes 2.18% kept total 24/1100
20240627-23:29:24 keep c_quizzes 2.73% kept total 60/1100
20240627-23:30:09 keep c_quizzes 2.94% kept total 97/1100
20240627-23:30:53 keep c_quizzes 2.61% kept total 115/1100
20240627-23:31:37 keep c_quizzes 2.60% kept total 143/1100
20240627-23:32:21 keep c_quizzes 2.58% kept total 170/1100
20240627-23:33:06 keep c_quizzes 2.57% kept total 198/1100
20240627-23:33:50 keep c_quizzes 2.48% kept total 218/1100
20240627-23:34:34 keep c_quizzes 2.44% kept total 242/1100
20240627-23:35:19 keep c_quizzes 2.42% kept total 266/1100
20240627-23:36:03 keep c_quizzes 2.47% kept total 299/1100
20240627-23:36:48 keep c_quizzes 2.42% kept total 320/1100
20240627-23:37:33 keep c_quizzes 2.40% kept total 343/1100
20240627-23:38:17 keep c_quizzes 2.38% kept total 367/1100
20240627-23:39:02 keep c_quizzes 2.39% kept total 395/1100
20240627-23:39:46 keep c_quizzes 2.41% kept total 425/1100
20240627-23:40:30 keep c_quizzes 2.40% kept total 448/1100
20240627-23:41:15 keep c_quizzes 2.40% kept total 475/1100
20240627-23:41:59 keep c_quizzes 2.38% kept total 497/1100
20240627-23:42:43 keep c_quizzes 2.40% kept total 529/1100
20240627-23:43:28 keep c_quizzes 2.42% kept total 558/1100
20240627-23:44:13 keep c_quizzes 2.44% kept total 591/1100
20240627-23:44:57 keep c_quizzes 2.44% kept total 617/1100
20240627-23:45:41 keep c_quizzes 2.43% kept total 641/1100
20240627-23:46:26 keep c_quizzes 2.41% kept total 662/1100
20240627-23:47:10 keep c_quizzes 2.44% kept total 698/1100
20240627-23:47:54 keep c_quizzes 2.44% kept total 724/1100
20240627-23:48:39 keep c_quizzes 2.44% kept total 752/1100
20240627-23:49:23 keep c_quizzes 2.46% kept total 784/1100
20240627-23:50:07 keep c_quizzes 2.43% kept total 802/1100
20240627-23:50:52 keep c_quizzes 2.42% kept total 826/1100
20240627-23:51:36 keep c_quizzes 2.43% kept total 854/1100
20240627-23:52:21 keep c_quizzes 2.42% kept total 880/1100
20240627-23:53:05 keep c_quizzes 2.44% kept total 912/1100
20240627-23:53:49 keep c_quizzes 2.44% kept total 938/1100
20240627-23:54:34 keep c_quizzes 2.42% kept total 960/1100
20240627-23:55:18 keep c_quizzes 2.44% kept total 993/1100
20240627-23:56:02 keep c_quizzes 2.45% kept total 1024/1100
20240627-23:56:47 keep c_quizzes 2.42% kept total 1040/1100
20240627-23:57:31 keep c_quizzes 2.43% kept total 1068/1100
20240627-23:58:15 keep c_quizzes 2.43% kept total 1094/1100
20240627-23:59:00 keep c_quizzes 2.44% kept total 1125/1100
20240627-23:59:06 accuracy_train 86 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-23:59:09 accuracy_test 86 nb_total 1000 nb_correct 988 accuracy 98.80%
20240627-23:59:09 main_test_accuracy 86 0.9880000352859497
20240627-23:59:10 test_perplexity 86 1.2321557993763854
20240627-23:59:15 accuracy_train 86 nb_total 1000 nb_correct 990 accuracy 99.00%
20240627-23:59:19 accuracy_test 86 nb_total 1000 nb_correct 996 accuracy 99.60%
20240627-23:59:19 main_test_accuracy 86 0.9960000514984131
20240627-23:59:19 test_perplexity 86 1.2400303686066563
20240627-23:59:25 accuracy_train 86 nb_total 1000 nb_correct 995 accuracy 99.50%
20240627-23:59:28 accuracy_test 86 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-23:59:28 main_test_accuracy 86 0.9930000305175781
20240627-23:59:29 test_perplexity 86 1.232791604759645
20240627-23:59:34 accuracy_train 86 nb_total 1000 nb_correct 994 accuracy 99.40%
20240627-23:59:38 accuracy_test 86 nb_total 1000 nb_correct 998 accuracy 99.80%
20240627-23:59:38 main_test_accuracy 86 0.9980000257492065
20240627-23:59:38 test_perplexity 86 1.232468201722856
20240627-23:59:44 accuracy_train 86 nb_total 1000 nb_correct 992 accuracy 99.20%
20240627-23:59:47 accuracy_test 86 nb_total 1000 nb_correct 993 accuracy 99.30%
20240627-23:59:47 main_test_accuracy 86 0.9930000305175781
20240627-23:59:48 test_perplexity 86 1.2319672729623794
20240627-23:59:48 --- epoch 87 ----------------------------------------
20240627-23:59:48 current accuracies [(0, 0.9930000305175781), (1, 0.9930000305175781), (2, 0.9980000257492065), (3, 0.9960000514984131), (4, 0.9880000352859497)]
20240627-23:59:48 training model 4 main_test_accuracy 0.9880000352859497
20240628-00:00:51 train_perplexity 87 1.2344674754573146
20240628-00:01:17 train_set_composition w_quizzes 59000 c_quizzes 41000
20240628-00:01:23 accuracy_train 87 nb_total 1000 nb_correct 991 accuracy 99.10%
20240628-00:01:26 accuracy_test 87 nb_total 1000 nb_correct 990 accuracy 99.00%
20240628-00:01:26 main_test_accuracy 87 0.9900000691413879
20240628-00:01:27 test_perplexity 87 1.2330334070426847
20240628-00:01:27 test_set_composition w_quizzes 5900 c_quizzes 4100
20240628-00:02:11 keep c_quizzes 2.00% kept total 22/1100
20240628-00:02:55 keep c_quizzes 2.41% kept total 53/1100
20240628-00:03:39 keep c_quizzes 2.30% kept total 76/1100
20240628-00:04:24 keep c_quizzes 2.48% kept total 109/1100
20240628-00:05:08 keep c_quizzes 2.56% kept total 141/1100
20240628-00:05:53 keep c_quizzes 2.59% kept total 171/1100
20240628-00:06:37 keep c_quizzes 2.49% kept total 192/1100
20240628-00:07:21 keep c_quizzes 2.47% kept total 217/1100
20240628-00:08:06 keep c_quizzes 2.39% kept total 237/1100
20240628-00:08:50 keep c_quizzes 2.38% kept total 262/1100
20240628-00:09:34 keep c_quizzes 2.39% kept total 289/1100
20240628-00:10:18 keep c_quizzes 2.36% kept total 311/1100
20240628-00:11:03 keep c_quizzes 2.35% kept total 336/1100
20240628-00:11:47 keep c_quizzes 2.42% kept total 373/1100
20240628-00:12:32 keep c_quizzes 2.47% kept total 407/1100
20240628-00:13:16 keep c_quizzes 2.47% kept total 435/1100
20240628-00:14:00 keep c_quizzes 2.47% kept total 461/1100
20240628-00:14:45 keep c_quizzes 2.48% kept total 491/1100
20240628-00:15:29 keep c_quizzes 2.45% kept total 513/1100
20240628-00:16:13 keep c_quizzes 2.45% kept total 539/1100
20240628-00:16:58 keep c_quizzes 2.45% kept total 566/1100
20240628-00:17:42 keep c_quizzes 2.45% kept total 592/1100
20240628-00:18:26 keep c_quizzes 2.45% kept total 620/1100
20240628-00:19:11 keep c_quizzes 2.46% kept total 649/1100
20240628-00:19:55 keep c_quizzes 2.45% kept total 674/1100
20240628-00:20:40 keep c_quizzes 2.43% kept total 694/1100
20240628-00:21:24 keep c_quizzes 2.41% kept total 717/1100
20240628-00:22:08 keep c_quizzes 2.43% kept total 748/1100
20240628-00:22:53 keep c_quizzes 2.45% kept total 781/1100
20240628-00:23:37 keep c_quizzes 2.43% kept total 802/1100
20240628-00:24:21 keep c_quizzes 2.43% kept total 828/1100
20240628-00:25:06 keep c_quizzes 2.43% kept total 857/1100
20240628-00:25:50 keep c_quizzes 2.43% kept total 883/1100
20240628-00:26:34 keep c_quizzes 2.41% kept total 900/1100
20240628-00:27:19 keep c_quizzes 2.41% kept total 926/1100
20240628-00:28:03 keep c_quizzes 2.42% kept total 960/1100
20240628-00:28:48 keep c_quizzes 2.43% kept total 991/1100
20240628-00:29:32 keep c_quizzes 2.45% kept total 1023/1100
20240628-00:30:17 keep c_quizzes 2.44% kept total 1045/1100
20240628-00:31:01 keep c_quizzes 2.43% kept total 1070/1100
20240628-00:31:46 keep c_quizzes 2.44% kept total 1100/1100
20240628-00:31:52 accuracy_train 87 nb_total 1000 nb_correct 987 accuracy 98.70%
20240628-00:31:55 accuracy_test 87 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-00:31:55 main_test_accuracy 87 0.9930000305175781
20240628-00:31:56 test_perplexity 87 1.2329915836753118
20240628-00:32:01 accuracy_train 87 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-00:32:05 accuracy_test 87 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-00:32:05 main_test_accuracy 87 0.9930000305175781
20240628-00:32:05 test_perplexity 87 1.2330450813346974
20240628-00:32:11 accuracy_train 87 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-00:32:14 accuracy_test 87 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-00:32:14 main_test_accuracy 87 0.9940000176429749
20240628-00:32:15 test_perplexity 87 1.2322724408554993
20240628-00:32:20 accuracy_train 87 nb_total 1000 nb_correct 990 accuracy 99.00%
20240628-00:32:24 accuracy_test 87 nb_total 1000 nb_correct 990 accuracy 99.00%
20240628-00:32:24 main_test_accuracy 87 0.9900000691413879
20240628-00:32:24 test_perplexity 87 1.2400222383606498
20240628-00:32:30 accuracy_train 87 nb_total 1000 nb_correct 992 accuracy 99.20%
20240628-00:32:33 accuracy_test 87 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-00:32:33 main_test_accuracy 87 0.9930000305175781
20240628-00:32:34 test_perplexity 87 1.232776777849383
20240628-00:32:34 --- epoch 88 ----------------------------------------
20240628-00:32:34 current accuracies [(0, 0.9930000305175781), (1, 0.9940000176429749), (2, 0.9930000305175781), (3, 0.9900000691413879), (4, 0.9930000305175781)]
20240628-00:32:34 training model 3 main_test_accuracy 0.9900000691413879
20240628-00:33:38 train_perplexity 88 1.2326658891524795
20240628-00:34:04 train_set_composition w_quizzes 58000 c_quizzes 42000
20240628-00:34:09 accuracy_train 88 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-00:34:13 accuracy_test 88 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-00:34:13 main_test_accuracy 88 0.9960000514984131
20240628-00:34:13 test_perplexity 88 1.2316389545245257
20240628-00:34:13 test_set_composition w_quizzes 5800 c_quizzes 4200
20240628-00:34:57 keep c_quizzes 2.55% kept total 28/1100
20240628-00:35:42 keep c_quizzes 2.95% kept total 65/1100
20240628-00:36:26 keep c_quizzes 2.76% kept total 91/1100
20240628-00:37:10 keep c_quizzes 2.80% kept total 123/1100
20240628-00:37:54 keep c_quizzes 2.75% kept total 151/1100
20240628-00:38:39 keep c_quizzes 2.77% kept total 183/1100
20240628-00:39:23 keep c_quizzes 2.74% kept total 211/1100
20240628-00:40:08 keep c_quizzes 2.73% kept total 240/1100
20240628-00:40:52 keep c_quizzes 2.77% kept total 274/1100
20240628-00:41:36 keep c_quizzes 2.76% kept total 304/1100
20240628-00:42:21 keep c_quizzes 2.67% kept total 323/1100
20240628-00:43:05 keep c_quizzes 2.70% kept total 356/1100
20240628-00:43:49 keep c_quizzes 2.65% kept total 379/1100
20240628-00:44:34 keep c_quizzes 2.69% kept total 415/1100
20240628-00:45:18 keep c_quizzes 2.65% kept total 437/1100
20240628-00:46:02 keep c_quizzes 2.67% kept total 470/1100
20240628-00:46:47 keep c_quizzes 2.68% kept total 501/1100
20240628-00:47:31 keep c_quizzes 2.65% kept total 525/1100
20240628-00:48:15 keep c_quizzes 2.62% kept total 548/1100
20240628-00:48:59 keep c_quizzes 2.60% kept total 573/1100
20240628-00:49:44 keep c_quizzes 2.61% kept total 604/1100
20240628-00:50:28 keep c_quizzes 2.57% kept total 622/1100
20240628-00:51:12 keep c_quizzes 2.56% kept total 647/1100
20240628-00:51:57 keep c_quizzes 2.56% kept total 676/1100
20240628-00:52:41 keep c_quizzes 2.62% kept total 720/1100
20240628-00:53:25 keep c_quizzes 2.61% kept total 747/1100
20240628-00:54:10 keep c_quizzes 2.60% kept total 772/1100
20240628-00:54:54 keep c_quizzes 2.60% kept total 800/1100
20240628-00:55:38 keep c_quizzes 2.60% kept total 830/1100
20240628-00:56:23 keep c_quizzes 2.58% kept total 850/1100
20240628-00:57:07 keep c_quizzes 2.56% kept total 872/1100
20240628-00:57:51 keep c_quizzes 2.54% kept total 894/1100
20240628-00:58:36 keep c_quizzes 2.53% kept total 918/1100
20240628-00:59:20 keep c_quizzes 2.55% kept total 952/1100
20240628-01:00:05 keep c_quizzes 2.54% kept total 976/1100
20240628-01:00:49 keep c_quizzes 2.54% kept total 1006/1100
20240628-01:01:33 keep c_quizzes 2.54% kept total 1035/1100
20240628-01:02:18 keep c_quizzes 2.55% kept total 1066/1100
20240628-01:03:02 keep c_quizzes 2.57% kept total 1101/1100
20240628-01:03:08 accuracy_train 88 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-01:03:12 accuracy_test 88 nb_total 1000 nb_correct 989 accuracy 98.90%
20240628-01:03:12 main_test_accuracy 88 0.9890000224113464
20240628-01:03:12 test_perplexity 88 1.2316370060039195
20240628-01:03:18 accuracy_train 88 nb_total 1000 nb_correct 990 accuracy 99.00%
20240628-01:03:21 accuracy_test 88 nb_total 1000 nb_correct 991 accuracy 99.10%
20240628-01:03:21 main_test_accuracy 88 0.9910000562667847
20240628-01:03:22 test_perplexity 88 1.2331152723642922
20240628-01:03:27 accuracy_train 88 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-01:03:31 accuracy_test 88 nb_total 1000 nb_correct 999 accuracy 99.90%
20240628-01:03:31 main_test_accuracy 88 0.999000072479248
20240628-01:03:31 test_perplexity 88 1.2330566517405332
20240628-01:03:37 accuracy_train 88 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-01:03:40 accuracy_test 88 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-01:03:40 main_test_accuracy 88 0.9940000176429749
20240628-01:03:40 test_perplexity 88 1.232773633310091
20240628-01:03:46 accuracy_train 88 nb_total 1000 nb_correct 989 accuracy 98.90%
20240628-01:03:49 accuracy_test 88 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-01:03:49 main_test_accuracy 88 0.9980000257492065
20240628-01:03:50 test_perplexity 88 1.2323178485143487
20240628-01:03:50 --- epoch 89 ----------------------------------------
20240628-01:03:50 current accuracies [(0, 0.999000072479248), (1, 0.9980000257492065), (2, 0.9940000176429749), (3, 0.9890000224113464), (4, 0.9910000562667847)]
20240628-01:03:50 training model 3 main_test_accuracy 0.9890000224113464
20240628-01:04:54 train_perplexity 89 1.2321866013686396
20240628-01:05:19 train_set_composition w_quizzes 57000 c_quizzes 43000
20240628-01:05:25 accuracy_train 89 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-01:05:28 accuracy_test 89 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-01:05:28 main_test_accuracy 89 0.9940000176429749
20240628-01:05:29 test_perplexity 89 1.232018857096974
20240628-01:05:29 test_set_composition w_quizzes 5700 c_quizzes 4300
20240628-01:06:13 keep c_quizzes 3.27% kept total 36/1100
20240628-01:06:57 keep c_quizzes 2.77% kept total 61/1100
20240628-01:07:41 keep c_quizzes 2.45% kept total 81/1100
20240628-01:08:25 keep c_quizzes 2.27% kept total 100/1100
20240628-01:09:10 keep c_quizzes 2.49% kept total 137/1100
20240628-01:09:54 keep c_quizzes 2.45% kept total 162/1100
20240628-01:10:38 keep c_quizzes 2.48% kept total 191/1100
20240628-01:11:22 keep c_quizzes 2.61% kept total 230/1100
20240628-01:12:07 keep c_quizzes 2.58% kept total 255/1100
20240628-01:12:52 keep c_quizzes 2.59% kept total 285/1100
20240628-01:13:36 keep c_quizzes 2.54% kept total 307/1100
20240628-01:14:20 keep c_quizzes 2.63% kept total 347/1100
20240628-01:15:05 keep c_quizzes 2.62% kept total 375/1100
20240628-01:15:49 keep c_quizzes 2.66% kept total 409/1100
20240628-01:16:34 keep c_quizzes 2.67% kept total 441/1100
20240628-01:17:18 keep c_quizzes 2.72% kept total 478/1100
20240628-01:18:02 keep c_quizzes 2.75% kept total 514/1100
20240628-01:18:47 keep c_quizzes 2.76% kept total 547/1100
20240628-01:19:31 keep c_quizzes 2.76% kept total 577/1100
20240628-01:20:15 keep c_quizzes 2.73% kept total 601/1100
20240628-01:21:00 keep c_quizzes 2.74% kept total 632/1100
20240628-01:21:44 keep c_quizzes 2.80% kept total 678/1100
20240628-01:22:28 keep c_quizzes 2.76% kept total 698/1100
20240628-01:23:13 keep c_quizzes 2.74% kept total 723/1100
20240628-01:23:57 keep c_quizzes 2.72% kept total 749/1100
20240628-01:24:42 keep c_quizzes 2.72% kept total 778/1100
20240628-01:25:26 keep c_quizzes 2.70% kept total 802/1100
20240628-01:26:10 keep c_quizzes 2.68% kept total 826/1100
20240628-01:26:55 keep c_quizzes 2.70% kept total 860/1100
20240628-01:27:39 keep c_quizzes 2.67% kept total 880/1100
20240628-01:28:24 keep c_quizzes 2.70% kept total 921/1100
20240628-01:29:08 keep c_quizzes 2.69% kept total 948/1100
20240628-01:29:52 keep c_quizzes 2.69% kept total 978/1100
20240628-01:30:37 keep c_quizzes 2.68% kept total 1002/1100
20240628-01:31:21 keep c_quizzes 2.68% kept total 1030/1100
20240628-01:32:06 keep c_quizzes 2.69% kept total 1064/1100
20240628-01:32:50 keep c_quizzes 2.67% kept total 1088/1100
20240628-01:33:35 keep c_quizzes 2.66% kept total 1112/1100
20240628-01:33:41 accuracy_train 89 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-01:33:44 accuracy_test 89 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-01:33:44 main_test_accuracy 89 0.9970000386238098
20240628-01:33:45 test_perplexity 89 1.2319433000027267
20240628-01:33:50 accuracy_train 89 nb_total 1000 nb_correct 990 accuracy 99.00%
20240628-01:33:54 accuracy_test 89 nb_total 1000 nb_correct 989 accuracy 98.90%
20240628-01:33:54 main_test_accuracy 89 0.9890000224113464
20240628-01:33:54 test_perplexity 89 1.2331839609345205
20240628-01:34:00 accuracy_train 89 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-01:34:03 accuracy_test 89 nb_total 1000 nb_correct 985 accuracy 98.50%
20240628-01:34:03 main_test_accuracy 89 0.9850000739097595
20240628-01:34:04 test_perplexity 89 1.2328506307208718
20240628-01:34:09 accuracy_train 89 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-01:34:13 accuracy_test 89 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-01:34:13 main_test_accuracy 89 0.9950000643730164
20240628-01:34:13 test_perplexity 89 1.2321679739514728
20240628-01:34:19 accuracy_train 89 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-01:34:22 accuracy_test 89 nb_total 1000 nb_correct 992 accuracy 99.20%
20240628-01:34:22 main_test_accuracy 89 0.9920000433921814
20240628-01:34:23 test_perplexity 89 1.2329919059378853
20240628-01:34:23 --- epoch 90 ----------------------------------------
20240628-01:34:23 current accuracies [(0, 0.9920000433921814), (1, 0.9950000643730164), (2, 0.9850000739097595), (3, 0.9970000386238098), (4, 0.9890000224113464)]
20240628-01:34:23 training model 2 main_test_accuracy 0.9850000739097595
20240628-01:35:26 train_perplexity 90 1.2342203982174342
20240628-01:35:52 train_set_composition w_quizzes 56000 c_quizzes 44000
20240628-01:35:58 accuracy_train 90 nb_total 1000 nb_correct 984 accuracy 98.40%
20240628-01:36:01 accuracy_test 90 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-01:36:01 main_test_accuracy 90 0.9940000176429749
20240628-01:36:02 test_perplexity 90 1.2324845022377287
20240628-01:36:02 test_set_composition w_quizzes 5600 c_quizzes 4400
20240628-01:36:46 keep c_quizzes 3.45% kept total 38/1100
20240628-01:37:30 keep c_quizzes 2.73% kept total 60/1100
20240628-01:38:14 keep c_quizzes 2.64% kept total 87/1100
20240628-01:38:58 keep c_quizzes 2.80% kept total 123/1100
20240628-01:39:42 keep c_quizzes 2.76% kept total 152/1100
20240628-01:40:26 keep c_quizzes 2.59% kept total 171/1100
20240628-01:41:11 keep c_quizzes 2.52% kept total 194/1100
20240628-01:41:55 keep c_quizzes 2.60% kept total 229/1100
20240628-01:42:39 keep c_quizzes 2.62% kept total 259/1100
20240628-01:43:23 keep c_quizzes 2.73% kept total 300/1100
20240628-01:44:07 keep c_quizzes 2.76% kept total 334/1100
20240628-01:44:52 keep c_quizzes 2.74% kept total 362/1100
20240628-01:45:36 keep c_quizzes 2.71% kept total 388/1100
20240628-01:46:20 keep c_quizzes 2.73% kept total 421/1100
20240628-01:47:04 keep c_quizzes 2.73% kept total 450/1100
20240628-01:47:49 keep c_quizzes 2.75% kept total 484/1100
20240628-01:48:33 keep c_quizzes 2.75% kept total 514/1100
20240628-01:49:17 keep c_quizzes 2.76% kept total 547/1100
20240628-01:50:01 keep c_quizzes 2.69% kept total 563/1100
20240628-01:50:45 keep c_quizzes 2.65% kept total 584/1100
20240628-01:51:30 keep c_quizzes 2.67% kept total 617/1100
20240628-01:52:14 keep c_quizzes 2.66% kept total 644/1100
20240628-01:52:58 keep c_quizzes 2.69% kept total 681/1100
20240628-01:53:42 keep c_quizzes 2.73% kept total 720/1100
20240628-01:54:26 keep c_quizzes 2.72% kept total 748/1100
20240628-01:55:10 keep c_quizzes 2.68% kept total 767/1100
20240628-01:55:54 keep c_quizzes 2.68% kept total 797/1100
20240628-01:56:39 keep c_quizzes 2.70% kept total 831/1100
20240628-01:57:23 keep c_quizzes 2.67% kept total 853/1100
20240628-01:58:07 keep c_quizzes 2.67% kept total 880/1100
20240628-01:58:51 keep c_quizzes 2.64% kept total 899/1100
20240628-01:59:35 keep c_quizzes 2.64% kept total 930/1100
20240628-02:00:20 keep c_quizzes 2.62% kept total 952/1100
20240628-02:01:04 keep c_quizzes 2.63% kept total 983/1100
20240628-02:01:48 keep c_quizzes 2.65% kept total 1021/1100
20240628-02:02:33 keep c_quizzes 2.63% kept total 1043/1100
20240628-02:03:17 keep c_quizzes 2.62% kept total 1066/1100
20240628-02:04:01 keep c_quizzes 2.60% kept total 1088/1100
20240628-02:04:46 keep c_quizzes 2.62% kept total 1122/1100
20240628-02:04:52 accuracy_train 90 nb_total 1000 nb_correct 992 accuracy 99.20%
20240628-02:04:55 accuracy_test 90 nb_total 1000 nb_correct 991 accuracy 99.10%
20240628-02:04:55 main_test_accuracy 90 0.9910000562667847
20240628-02:04:56 test_perplexity 90 1.2325313183124074
20240628-02:05:01 accuracy_train 90 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-02:05:05 accuracy_test 90 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-02:05:05 main_test_accuracy 90 0.9960000514984131
20240628-02:05:05 test_perplexity 90 1.2331753671199468
20240628-02:05:11 accuracy_train 90 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-02:05:14 accuracy_test 90 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-02:05:14 main_test_accuracy 90 0.9950000643730164
20240628-02:05:15 test_perplexity 90 1.2330607278300902
20240628-02:05:20 accuracy_train 90 nb_total 1000 nb_correct 991 accuracy 99.10%
20240628-02:05:24 accuracy_test 90 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-02:05:24 main_test_accuracy 90 0.9980000257492065
20240628-02:05:24 test_perplexity 90 1.2323814967521565
20240628-02:05:30 accuracy_train 90 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-02:05:33 accuracy_test 90 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-02:05:33 main_test_accuracy 90 0.9970000386238098
20240628-02:05:34 test_perplexity 90 1.2319368543743234
20240628-02:05:34 --- epoch 91 ----------------------------------------
20240628-02:05:34 current accuracies [(0, 0.9950000643730164), (1, 0.9980000257492065), (2, 0.9910000562667847), (3, 0.9970000386238098), (4, 0.9960000514984131)]
20240628-02:05:34 training model 2 main_test_accuracy 0.9910000562667847
20240628-02:06:37 train_perplexity 91 1.2334803856963426
20240628-02:07:03 train_set_composition w_quizzes 55000 c_quizzes 45000
20240628-02:07:09 accuracy_train 91 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-02:07:12 accuracy_test 91 nb_total 1000 nb_correct 992 accuracy 99.20%
20240628-02:07:12 main_test_accuracy 91 0.9920000433921814
20240628-02:07:13 test_perplexity 91 1.232867596185563
20240628-02:07:13 test_set_composition w_quizzes 5500 c_quizzes 4500
20240628-02:07:57 keep c_quizzes 3.45% kept total 38/1100
20240628-02:08:41 keep c_quizzes 2.59% kept total 57/1100
20240628-02:09:25 keep c_quizzes 2.67% kept total 88/1100
20240628-02:10:10 keep c_quizzes 2.55% kept total 112/1100
20240628-02:10:54 keep c_quizzes 2.40% kept total 132/1100
20240628-02:11:38 keep c_quizzes 2.48% kept total 164/1100
20240628-02:12:22 keep c_quizzes 2.45% kept total 189/1100
20240628-02:13:06 keep c_quizzes 2.44% kept total 215/1100
20240628-02:13:51 keep c_quizzes 2.45% kept total 243/1100
20240628-02:14:35 keep c_quizzes 2.55% kept total 280/1100
20240628-02:15:19 keep c_quizzes 2.57% kept total 311/1100
20240628-02:16:03 keep c_quizzes 2.58% kept total 340/1100
20240628-02:16:48 keep c_quizzes 2.61% kept total 373/1100
20240628-02:17:32 keep c_quizzes 2.58% kept total 398/1100
20240628-02:18:16 keep c_quizzes 2.56% kept total 422/1100
20240628-02:19:00 keep c_quizzes 2.57% kept total 452/1100
20240628-02:19:44 keep c_quizzes 2.57% kept total 481/1100
20240628-02:20:29 keep c_quizzes 2.61% kept total 517/1100
20240628-02:21:13 keep c_quizzes 2.62% kept total 547/1100
20240628-02:21:57 keep c_quizzes 2.67% kept total 587/1100
20240628-02:22:42 keep c_quizzes 2.65% kept total 613/1100
20240628-02:23:26 keep c_quizzes 2.63% kept total 636/1100
20240628-02:24:10 keep c_quizzes 2.65% kept total 671/1100
20240628-02:24:55 keep c_quizzes 2.63% kept total 694/1100
20240628-02:25:39 keep c_quizzes 2.64% kept total 727/1100
20240628-02:26:24 keep c_quizzes 2.64% kept total 755/1100
20240628-02:27:08 keep c_quizzes 2.66% kept total 790/1100
20240628-02:27:53 keep c_quizzes 2.69% kept total 829/1100
20240628-02:28:37 keep c_quizzes 2.66% kept total 848/1100
20240628-02:29:21 keep c_quizzes 2.64% kept total 872/1100
20240628-02:30:06 keep c_quizzes 2.61% kept total 890/1100
20240628-02:30:50 keep c_quizzes 2.60% kept total 916/1100
20240628-02:31:34 keep c_quizzes 2.62% kept total 952/1100
20240628-02:32:19 keep c_quizzes 2.61% kept total 977/1100
20240628-02:33:03 keep c_quizzes 2.62% kept total 1010/1100
20240628-02:33:48 keep c_quizzes 2.64% kept total 1044/1100
20240628-02:34:32 keep c_quizzes 2.63% kept total 1069/1100
20240628-02:35:17 keep c_quizzes 2.62% kept total 1095/1100
20240628-02:36:01 keep c_quizzes 2.60% kept total 1117/1100
20240628-02:36:07 accuracy_train 91 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-02:36:11 accuracy_test 91 nb_total 1000 nb_correct 992 accuracy 99.20%
20240628-02:36:11 main_test_accuracy 91 0.9920000433921814
20240628-02:36:11 test_perplexity 91 1.2329810332052913
20240628-02:36:17 accuracy_train 91 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-02:36:20 accuracy_test 91 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-02:36:20 main_test_accuracy 91 0.9970000386238098
20240628-02:36:20 test_perplexity 91 1.233042457925822
20240628-02:36:26 accuracy_train 91 nb_total 1000 nb_correct 989 accuracy 98.90%
20240628-02:36:29 accuracy_test 91 nb_total 1000 nb_correct 990 accuracy 99.00%
20240628-02:36:29 main_test_accuracy 91 0.9900000691413879
20240628-02:36:30 test_perplexity 91 1.2331802593042223
20240628-02:36:35 accuracy_train 91 nb_total 1000 nb_correct 999 accuracy 99.90%
20240628-02:36:39 accuracy_test 91 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-02:36:39 main_test_accuracy 91 0.9980000257492065
20240628-02:36:39 test_perplexity 91 1.2319550882543502
20240628-02:36:45 accuracy_train 91 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-02:36:48 accuracy_test 91 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-02:36:48 main_test_accuracy 91 0.9970000386238098
20240628-02:36:49 test_perplexity 91 1.232317021813856
20240628-02:36:49 --- epoch 92 ----------------------------------------
20240628-02:36:49 current accuracies [(0, 0.9970000386238098), (1, 0.9970000386238098), (2, 0.9920000433921814), (3, 0.9980000257492065), (4, 0.9900000691413879)]
20240628-02:36:49 training model 4 main_test_accuracy 0.9900000691413879
20240628-02:37:52 train_perplexity 92 1.2341081767071747
20240628-02:38:19 train_set_composition w_quizzes 54000 c_quizzes 46000
20240628-02:38:24 accuracy_train 92 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-02:38:28 accuracy_test 92 nb_total 1000 nb_correct 987 accuracy 98.70%
20240628-02:38:28 main_test_accuracy 92 0.987000048160553
20240628-02:38:28 test_perplexity 92 1.2337404781356638
20240628-02:38:28 test_set_composition w_quizzes 5400 c_quizzes 4600
20240628-02:39:12 keep c_quizzes 3.18% kept total 35/1100
20240628-02:39:57 keep c_quizzes 3.18% kept total 70/1100
20240628-02:40:41 keep c_quizzes 2.76% kept total 91/1100
20240628-02:41:25 keep c_quizzes 2.73% kept total 120/1100
20240628-02:42:10 keep c_quizzes 2.69% kept total 148/1100
20240628-02:42:54 keep c_quizzes 2.88% kept total 190/1100
20240628-02:43:38 keep c_quizzes 2.83% kept total 218/1100
20240628-02:44:23 keep c_quizzes 2.65% kept total 233/1100
20240628-02:45:07 keep c_quizzes 2.72% kept total 269/1100
20240628-02:45:51 keep c_quizzes 2.66% kept total 293/1100
20240628-02:46:36 keep c_quizzes 2.68% kept total 324/1100
20240628-02:47:20 keep c_quizzes 2.63% kept total 347/1100
20240628-02:48:04 keep c_quizzes 2.64% kept total 377/1100
20240628-02:48:48 keep c_quizzes 2.62% kept total 403/1100
20240628-02:49:33 keep c_quizzes 2.64% kept total 436/1100
20240628-02:50:17 keep c_quizzes 2.66% kept total 469/1100
20240628-02:51:01 keep c_quizzes 2.67% kept total 500/1100
20240628-02:51:46 keep c_quizzes 2.69% kept total 532/1100
20240628-02:52:30 keep c_quizzes 2.70% kept total 565/1100
20240628-02:53:14 keep c_quizzes 2.68% kept total 590/1100
20240628-02:53:59 keep c_quizzes 2.68% kept total 619/1100
20240628-02:54:43 keep c_quizzes 2.69% kept total 650/1100
20240628-02:55:28 keep c_quizzes 2.70% kept total 683/1100
20240628-02:56:12 keep c_quizzes 2.70% kept total 714/1100
20240628-02:56:56 keep c_quizzes 2.68% kept total 737/1100
20240628-02:57:41 keep c_quizzes 2.67% kept total 764/1100
20240628-02:58:25 keep c_quizzes 2.66% kept total 790/1100
20240628-02:59:09 keep c_quizzes 2.63% kept total 809/1100
20240628-02:59:54 keep c_quizzes 2.63% kept total 838/1100
20240628-03:00:38 keep c_quizzes 2.65% kept total 873/1100
20240628-03:01:23 keep c_quizzes 2.66% kept total 908/1100
20240628-03:02:07 keep c_quizzes 2.67% kept total 940/1100
20240628-03:02:52 keep c_quizzes 2.66% kept total 966/1100
20240628-03:03:37 keep c_quizzes 2.63% kept total 984/1100
20240628-03:04:21 keep c_quizzes 2.63% kept total 1013/1100
20240628-03:05:05 keep c_quizzes 2.64% kept total 1046/1100
20240628-03:05:50 keep c_quizzes 2.65% kept total 1080/1100
20240628-03:06:34 keep c_quizzes 2.67% kept total 1114/1100
20240628-03:06:40 accuracy_train 92 nb_total 1000 nb_correct 989 accuracy 98.90%
20240628-03:06:44 accuracy_test 92 nb_total 1000 nb_correct 989 accuracy 98.90%
20240628-03:06:44 main_test_accuracy 92 0.9890000224113464
20240628-03:06:44 test_perplexity 92 1.2336887669511352
20240628-03:06:50 accuracy_train 92 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-03:06:53 accuracy_test 92 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-03:06:53 main_test_accuracy 92 0.9960000514984131
20240628-03:06:54 test_perplexity 92 1.232953831767305
20240628-03:06:59 accuracy_train 92 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-03:07:03 accuracy_test 92 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-03:07:03 main_test_accuracy 92 0.9950000643730164
20240628-03:07:03 test_perplexity 92 1.232994226818837
20240628-03:07:09 accuracy_train 92 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-03:07:12 accuracy_test 92 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-03:07:12 main_test_accuracy 92 0.9960000514984131
20240628-03:07:13 test_perplexity 92 1.2324356064819892
20240628-03:07:18 accuracy_train 92 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-03:07:22 accuracy_test 92 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-03:07:22 main_test_accuracy 92 0.9960000514984131
20240628-03:07:22 test_perplexity 92 1.2320275425394192
20240628-03:07:22 --- epoch 93 ----------------------------------------
20240628-03:07:22 current accuracies [(0, 0.9950000643730164), (1, 0.9960000514984131), (2, 0.9960000514984131), (3, 0.9960000514984131), (4, 0.9890000224113464)]
20240628-03:07:22 training model 4 main_test_accuracy 0.9890000224113464
20240628-03:08:26 train_perplexity 93 1.2333106902774094
20240628-03:08:52 train_set_composition w_quizzes 53000 c_quizzes 47000
20240628-03:08:57 accuracy_train 93 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-03:09:01 accuracy_test 93 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-03:09:01 main_test_accuracy 93 0.9950000643730164
20240628-03:09:01 test_perplexity 93 1.232162669546954
20240628-03:09:01 test_set_composition w_quizzes 5300 c_quizzes 4700
20240628-03:09:45 keep c_quizzes 1.73% kept total 19/1100
20240628-03:10:29 keep c_quizzes 2.23% kept total 49/1100
20240628-03:11:14 keep c_quizzes 2.91% kept total 96/1100
20240628-03:11:58 keep c_quizzes 2.77% kept total 122/1100
20240628-03:12:42 keep c_quizzes 2.78% kept total 153/1100
20240628-03:13:26 keep c_quizzes 2.73% kept total 180/1100
20240628-03:14:11 keep c_quizzes 2.86% kept total 220/1100
20240628-03:14:55 keep c_quizzes 2.84% kept total 250/1100
20240628-03:15:40 keep c_quizzes 2.81% kept total 278/1100
20240628-03:16:24 keep c_quizzes 2.75% kept total 303/1100
20240628-03:17:08 keep c_quizzes 2.81% kept total 340/1100
20240628-03:17:53 keep c_quizzes 2.82% kept total 372/1100
20240628-03:18:37 keep c_quizzes 2.81% kept total 402/1100
20240628-03:19:21 keep c_quizzes 2.86% kept total 441/1100
20240628-03:20:06 keep c_quizzes 2.85% kept total 471/1100
20240628-03:20:50 keep c_quizzes 2.89% kept total 509/1100
20240628-03:21:34 keep c_quizzes 2.90% kept total 543/1100
20240628-03:22:18 keep c_quizzes 2.87% kept total 568/1100
20240628-03:23:03 keep c_quizzes 2.89% kept total 605/1100
20240628-03:23:47 keep c_quizzes 2.83% kept total 622/1100
20240628-03:24:32 keep c_quizzes 2.79% kept total 645/1100
20240628-03:25:16 keep c_quizzes 2.78% kept total 673/1100
20240628-03:26:01 keep c_quizzes 2.81% kept total 712/1100
20240628-03:26:45 keep c_quizzes 2.79% kept total 737/1100
20240628-03:27:29 keep c_quizzes 2.79% kept total 768/1100
20240628-03:28:14 keep c_quizzes 2.82% kept total 806/1100
20240628-03:28:58 keep c_quizzes 2.84% kept total 842/1100
20240628-03:29:42 keep c_quizzes 2.84% kept total 874/1100
20240628-03:30:26 keep c_quizzes 2.84% kept total 907/1100
20240628-03:31:11 keep c_quizzes 2.85% kept total 942/1100
20240628-03:31:55 keep c_quizzes 2.87% kept total 977/1100
20240628-03:32:40 keep c_quizzes 2.88% kept total 1014/1100
20240628-03:33:24 keep c_quizzes 2.88% kept total 1045/1100
20240628-03:34:08 keep c_quizzes 2.88% kept total 1077/1100
20240628-03:34:53 keep c_quizzes 2.89% kept total 1112/1100
20240628-03:34:59 accuracy_train 93 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-03:35:02 accuracy_test 93 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-03:35:02 main_test_accuracy 93 0.9960000514984131
20240628-03:35:03 test_perplexity 93 1.232123565828995
20240628-03:35:08 accuracy_train 93 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-03:35:12 accuracy_test 93 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-03:35:12 main_test_accuracy 93 0.9930000305175781
20240628-03:35:12 test_perplexity 93 1.2329730708056477
20240628-03:35:18 accuracy_train 93 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-03:35:21 accuracy_test 93 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-03:35:21 main_test_accuracy 93 0.9970000386238098
20240628-03:35:22 test_perplexity 93 1.2328967285947918
20240628-03:35:27 accuracy_train 93 nb_total 1000 nb_correct 990 accuracy 99.00%
20240628-03:35:31 accuracy_test 93 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-03:35:31 main_test_accuracy 93 0.9940000176429749
20240628-03:35:31 test_perplexity 93 1.23241356387103
20240628-03:35:37 accuracy_train 93 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-03:35:40 accuracy_test 93 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-03:35:40 main_test_accuracy 93 0.9950000643730164
20240628-03:35:41 test_perplexity 93 1.2319934745131633
20240628-03:35:41 --- epoch 94 ----------------------------------------
20240628-03:35:41 current accuracies [(0, 0.9930000305175781), (1, 0.9940000176429749), (2, 0.9970000386238098), (3, 0.9950000643730164), (4, 0.9960000514984131)]
20240628-03:35:41 training model 0 main_test_accuracy 0.9930000305175781
20240628-03:36:44 train_perplexity 94 1.2328040513052874
20240628-03:37:10 train_set_composition w_quizzes 52000 c_quizzes 48000
20240628-03:37:16 accuracy_train 94 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-03:37:19 accuracy_test 94 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-03:37:19 main_test_accuracy 94 0.9960000514984131
20240628-03:37:20 test_perplexity 94 1.2318159742485701
20240628-03:37:20 test_set_composition w_quizzes 5200 c_quizzes 4800
20240628-03:38:04 keep c_quizzes 3.36% kept total 37/1100
20240628-03:38:48 keep c_quizzes 2.73% kept total 60/1100
20240628-03:39:33 keep c_quizzes 2.82% kept total 93/1100
20240628-03:40:17 keep c_quizzes 2.80% kept total 123/1100
20240628-03:41:01 keep c_quizzes 2.80% kept total 154/1100
20240628-03:41:46 keep c_quizzes 2.95% kept total 195/1100
20240628-03:42:30 keep c_quizzes 2.84% kept total 219/1100
20240628-03:43:14 keep c_quizzes 2.83% kept total 249/1100
20240628-03:43:59 keep c_quizzes 2.80% kept total 277/1100
20240628-03:44:43 keep c_quizzes 2.84% kept total 312/1100
20240628-03:45:28 keep c_quizzes 2.78% kept total 336/1100
20240628-03:46:12 keep c_quizzes 2.73% kept total 361/1100
20240628-03:46:56 keep c_quizzes 2.76% kept total 394/1100
20240628-03:47:41 keep c_quizzes 2.74% kept total 422/1100
20240628-03:48:25 keep c_quizzes 2.73% kept total 450/1100
20240628-03:49:09 keep c_quizzes 2.79% kept total 491/1100
20240628-03:49:54 keep c_quizzes 2.86% kept total 535/1100
20240628-03:50:38 keep c_quizzes 2.85% kept total 564/1100
20240628-03:51:22 keep c_quizzes 2.86% kept total 597/1100
20240628-03:52:07 keep c_quizzes 2.83% kept total 623/1100
20240628-03:52:51 keep c_quizzes 2.78% kept total 642/1100
20240628-03:53:35 keep c_quizzes 2.83% kept total 686/1100
20240628-03:54:20 keep c_quizzes 2.85% kept total 722/1100
20240628-03:55:04 keep c_quizzes 2.86% kept total 756/1100
20240628-03:55:49 keep c_quizzes 2.92% kept total 803/1100
20240628-03:56:33 keep c_quizzes 2.95% kept total 843/1100
20240628-03:57:17 keep c_quizzes 2.93% kept total 870/1100
20240628-03:58:01 keep c_quizzes 2.90% kept total 892/1100
20240628-03:58:46 keep c_quizzes 2.89% kept total 923/1100
20240628-03:59:30 keep c_quizzes 2.88% kept total 949/1100
20240628-04:00:14 keep c_quizzes 2.88% kept total 983/1100
20240628-04:00:59 keep c_quizzes 2.87% kept total 1010/1100
20240628-04:01:43 keep c_quizzes 2.89% kept total 1048/1100
20240628-04:02:27 keep c_quizzes 2.87% kept total 1074/1100
20240628-04:03:12 keep c_quizzes 2.88% kept total 1108/1100
20240628-04:03:18 accuracy_train 94 nb_total 1000 nb_correct 992 accuracy 99.20%
20240628-04:03:21 accuracy_test 94 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-04:03:21 main_test_accuracy 94 0.9950000643730164
20240628-04:03:22 test_perplexity 94 1.2317548505203362
20240628-04:03:27 accuracy_train 94 nb_total 1000 nb_correct 990 accuracy 99.00%
20240628-04:03:31 accuracy_test 94 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-04:03:31 main_test_accuracy 94 0.9930000305175781
20240628-04:03:31 test_perplexity 94 1.2324309097133812
20240628-04:03:37 accuracy_train 94 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-04:03:40 accuracy_test 94 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-04:03:40 main_test_accuracy 94 0.9970000386238098
20240628-04:03:41 test_perplexity 94 1.2319192346230052
20240628-04:03:46 accuracy_train 94 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-04:03:50 accuracy_test 94 nb_total 1000 nb_correct 995 accuracy 99.50%
20240628-04:03:50 main_test_accuracy 94 0.9950000643730164
20240628-04:03:50 test_perplexity 94 1.2322215919486819
20240628-04:03:56 accuracy_train 94 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-04:03:59 accuracy_test 94 nb_total 1000 nb_correct 992 accuracy 99.20%
20240628-04:03:59 main_test_accuracy 94 0.9920000433921814
20240628-04:04:00 test_perplexity 94 1.2329115698080009
20240628-04:04:00 --- epoch 95 ----------------------------------------
20240628-04:04:00 current accuracies [(0, 0.9950000643730164), (1, 0.9930000305175781), (2, 0.9920000433921814), (3, 0.9970000386238098), (4, 0.9950000643730164)]
20240628-04:04:00 training model 2 main_test_accuracy 0.9920000433921814
20240628-04:05:03 train_perplexity 95 1.2330429099021358
20240628-04:05:30 train_set_composition w_quizzes 51000 c_quizzes 49000
20240628-04:05:35 accuracy_train 95 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-04:05:38 accuracy_test 95 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-04:05:38 main_test_accuracy 95 0.9980000257492065
20240628-04:05:39 test_perplexity 95 1.2314696801982117
20240628-04:05:39 test_set_composition w_quizzes 5100 c_quizzes 4900
20240628-04:06:23 keep c_quizzes 3.09% kept total 34/1100
20240628-04:07:07 keep c_quizzes 3.36% kept total 74/1100
20240628-04:07:52 keep c_quizzes 3.30% kept total 109/1100
20240628-04:08:36 keep c_quizzes 3.30% kept total 145/1100
20240628-04:09:20 keep c_quizzes 3.24% kept total 178/1100
20240628-04:10:05 keep c_quizzes 3.29% kept total 217/1100
20240628-04:10:49 keep c_quizzes 3.29% kept total 253/1100
20240628-04:11:33 keep c_quizzes 3.17% kept total 279/1100
20240628-04:12:18 keep c_quizzes 3.21% kept total 318/1100
20240628-04:13:02 keep c_quizzes 3.15% kept total 346/1100
20240628-04:13:46 keep c_quizzes 3.11% kept total 376/1100
20240628-04:14:30 keep c_quizzes 3.08% kept total 406/1100
20240628-04:15:15 keep c_quizzes 3.08% kept total 440/1100
20240628-04:15:59 keep c_quizzes 3.06% kept total 471/1100
20240628-04:16:44 keep c_quizzes 3.08% kept total 509/1100
20240628-04:17:28 keep c_quizzes 3.05% kept total 537/1100
20240628-04:18:12 keep c_quizzes 3.07% kept total 574/1100
20240628-04:18:56 keep c_quizzes 3.02% kept total 598/1100
20240628-04:19:41 keep c_quizzes 3.06% kept total 639/1100
20240628-04:20:25 keep c_quizzes 2.99% kept total 657/1100
20240628-04:21:09 keep c_quizzes 3.02% kept total 697/1100
20240628-04:21:54 keep c_quizzes 2.99% kept total 723/1100
20240628-04:22:38 keep c_quizzes 3.00% kept total 758/1100
20240628-04:23:23 keep c_quizzes 3.02% kept total 798/1100
20240628-04:24:07 keep c_quizzes 3.01% kept total 829/1100
20240628-04:24:52 keep c_quizzes 2.97% kept total 850/1100
20240628-04:25:36 keep c_quizzes 2.96% kept total 878/1100
20240628-04:26:20 keep c_quizzes 2.98% kept total 917/1100
20240628-04:27:05 keep c_quizzes 3.00% kept total 958/1100
20240628-04:27:49 keep c_quizzes 3.01% kept total 992/1100
20240628-04:28:34 keep c_quizzes 3.03% kept total 1033/1100
20240628-04:29:18 keep c_quizzes 3.01% kept total 1060/1100
20240628-04:30:02 keep c_quizzes 3.03% kept total 1099/1100
20240628-04:30:47 keep c_quizzes 3.05% kept total 1139/1100
20240628-04:30:53 accuracy_train 95 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-04:30:57 accuracy_test 95 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-04:30:57 main_test_accuracy 95 0.9960000514984131
20240628-04:30:57 test_perplexity 95 1.2313801151364137
20240628-04:31:03 accuracy_train 95 nb_total 1000 nb_correct 996 accuracy 99.60%
20240628-04:31:06 accuracy_test 95 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-04:31:06 main_test_accuracy 95 0.9970000386238098
20240628-04:31:07 test_perplexity 95 1.232515604703797
20240628-04:31:12 accuracy_train 95 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-04:31:16 accuracy_test 95 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-04:31:16 main_test_accuracy 95 0.9970000386238098
20240628-04:31:16 test_perplexity 95 1.2317445327213097
20240628-04:31:22 accuracy_train 95 nb_total 1000 nb_correct 993 accuracy 99.30%
20240628-04:31:25 accuracy_test 95 nb_total 1000 nb_correct 994 accuracy 99.40%
20240628-04:31:25 main_test_accuracy 95 0.9940000176429749
20240628-04:31:26 test_perplexity 95 1.2320629752260681
20240628-04:31:31 accuracy_train 95 nb_total 1000 nb_correct 998 accuracy 99.80%
20240628-04:31:35 accuracy_test 95 nb_total 1000 nb_correct 997 accuracy 99.70%
20240628-04:31:35 main_test_accuracy 95 0.9970000386238098
20240628-04:31:35 test_perplexity 95 1.2319160718948674
20240628-04:31:35 --- epoch 96 ----------------------------------------
20240628-04:31:35 current accuracies [(0, 0.9970000386238098), (1, 0.9970000386238098), (2, 0.9960000514984131), (3, 0.9970000386238098), (4, 0.9940000176429749)]
20240628-04:31:35 training model 4 main_test_accuracy 0.9940000176429749
20240628-04:32:39 train_perplexity 96 1.232785373001113
20240628-04:33:05 train_set_composition w_quizzes 50000 c_quizzes 50000
20240628-04:33:10 accuracy_train 96 nb_total 1000 nb_correct 992 accuracy 99.20%
20240628-04:33:14 accuracy_test 96 nb_total 1000 nb_correct 987 accuracy 98.70%
20240628-04:33:14 main_test_accuracy 96 0.987000048160553
20240628-04:33:14 test_perplexity 96 1.2314115565383212
20240628-04:33:14 test_set_composition w_quizzes 5000 c_quizzes 5000
20240628-04:33:58 keep c_quizzes 3.91% kept total 43/1100
20240628-04:34:43 keep c_quizzes 3.32% kept total 73/1100
20240628-04:35:27 keep c_quizzes 3.52% kept total 116/1100
20240628-04:36:11 keep c_quizzes 3.45% kept total 152/1100
20240628-04:36:56 keep c_quizzes 3.13% kept total 172/1100
20240628-04:37:40 keep c_quizzes 3.17% kept total 209/1100
20240628-04:38:25 keep c_quizzes 3.23% kept total 249/1100
20240628-04:39:09 keep c_quizzes 3.24% kept total 285/1100
20240628-04:39:54 keep c_quizzes 3.17% kept total 314/1100
20240628-04:40:38 keep c_quizzes 3.10% kept total 341/1100
20240628-04:41:22 keep c_quizzes 3.07% kept total 372/1100
20240628-04:42:07 keep c_quizzes 3.02% kept total 399/1100
20240628-04:42:51 keep c_quizzes 2.93% kept total 419/1100
20240628-04:43:36 keep c_quizzes 2.92% kept total 449/1100
20240628-04:44:20 keep c_quizzes 3.01% kept total 497/1100
20240628-04:45:04 keep c_quizzes 2.95% kept total 520/1100
20240628-04:45:49 keep c_quizzes 2.98% kept total 557/1100
20240628-04:46:33 keep c_quizzes 3.03% kept total 600/1100
20240628-04:47:17 keep c_quizzes 3.08% kept total 644/1100
20240628-04:48:01 keep c_quizzes 3.04% kept total 669/1100
20240628-04:48:46 keep c_quizzes 3.01% kept total 696/1100
20240628-04:49:30 keep c_quizzes 3.05% kept total 738/1100
20240628-04:50:15 keep c_quizzes 3.05% kept total 772/1100
20240628-04:50:59 keep c_quizzes 3.01% kept total 795/1100
20240628-04:51:44 keep c_quizzes 2.98% kept total 819/1100
20240628-04:52:28 keep c_quizzes 2.99% kept total 856/1100
20240628-04:53:12 keep c_quizzes 3.06% kept total 908/1100
20240628-04:53:57 keep c_quizzes 3.03% kept total 933/1100
20240628-04:54:41 keep c_quizzes 3.03% kept total 968/1100
20240628-04:55:25 keep c_quizzes 3.03% kept total 1000/1100
20240628-04:56:10 keep c_quizzes 3.02% kept total 1029/1100
20240628-04:56:54 keep c_quizzes 3.06% kept total 1076/1100
20240628-04:57:38 keep c_quizzes 3.07% kept total 1114/1100