20241027-15:35:35 argv ./main.py --nb_models=1 --gpus=1 --batch_size=5 --eval_batch_size=5 --result_dir=results_culture_x16 --learning_rate=1e-4 --nb_train_samples=50000
20241027-15:35:35 args.log_filename train.log
20241027-15:35:35 args.result_dir results_culture_x16
20241027-15:35:35 args.seed 0
20241027-15:35:35 args.resume False
20241027-15:35:35 args.optimizer adam
20241027-15:35:35 args.nb_warmup_samples 5000
20241027-15:35:35 args.nb_epochs 10000
20241027-15:35:35 args.batch_size 5
20241027-15:35:35 args.train_batch_size None
20241027-15:35:35 args.eval_batch_size 5
20241027-15:35:35 args.nb_train_samples 50000
20241027-15:35:35 args.nb_test_samples 2500
20241027-15:35:35 args.nb_c_quizzes 5000
20241027-15:35:35 args.c_quiz_multiplier 1
20241027-15:35:35 args.learning_rate 0.0001
20241027-15:35:35 args.gradient_clipping None
20241027-15:35:35 args.nb_have_to_be_correct 3
20241027-15:35:35 args.nb_have_to_be_wrong 1
20241027-15:35:35 args.nb_mistakes_to_be_wrong 5
20241027-15:35:35 args.model_type standard
20241027-15:35:35 args.model 37M
20241027-15:35:35 args.dim_model 512
20241027-15:35:35 args.dim_keys 64
20241027-15:35:35 args.dim_hidden 2048
20241027-15:35:35 args.nb_heads 8
20241027-15:35:35 args.nb_blocks 12
20241027-15:35:35 args.dropout 0.5
20241027-15:35:35 args.nb_threads 1
20241027-15:35:35 args.gpus 1
20241027-15:35:35 args.nb_models 1
20241027-15:35:35 args.diffusion_nb_iterations 25
20241027-15:35:35 args.diffusion_proba_corruption 0.05
20241027-15:35:35 args.accuracy_to_make_c_quizzes 0.95
20241027-15:35:35 args.proba_prompt_noise 0.05
20241027-15:35:35 args.proba_hint 0.25
20241027-15:35:35 args.quizzes None
20241027-15:35:35 args.test None
20241027-15:35:35 args.grids_world_tasks replace_color,translate,grow,frame
20241027-15:35:48 main_device cuda:1 gpus ['cuda:1']
20241027-15:35:48 vocabulary_size 11
20241027-15:35:48 nb_parameters 37820939 (37M)
20241027-15:35:48 wrote state.pth
20241027-15:35:48 --- epoch 0 ----------------------------------------
20241027-15:35:48 current_test_accuracies 0.0000
20241027-15:35:48 no_c_quiz
20241027-15:35:48 weakest_accuracies [0.0]
20241027-15:35:59 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-16:28:31 train_loss 0 model 0 2.1660509765625
20241027-16:28:32 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-16:29:18 test_loss 0 model 0 0.50548046875
20241027-16:29:18 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-16:30:04 test_accuracy 0 model 0 nb_correct 0 / 2500 (0.00%)
20241027-16:30:04 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-16:31:22 wrote ae_*.pth
20241027-16:31:22 epoch_duration 55min33s next_finish 17:26:55
20241027-16:31:22 wrote state.pth
20241027-16:31:22 --- epoch 1 ----------------------------------------
20241027-16:31:22 current_test_accuracies 0.0000
20241027-16:31:22 no_c_quiz
20241027-16:31:22 weakest_accuracies [0.0]
20241027-16:31:22 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-17:24:45 train_loss 1 model 0 0.2181025390625
20241027-17:24:45 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-17:25:31 test_loss 1 model 0 0.0922119140625
20241027-17:25:31 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-17:26:18 test_accuracy 1 model 0 nb_correct 187 / 2500 (7.48%)
20241027-17:26:18 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-17:27:31 wrote ae_*.pth
20241027-17:27:31 epoch_duration 56min9s next_finish 18:23:41
20241027-17:27:31 wrote state.pth
20241027-17:27:31 --- epoch 2 ----------------------------------------
20241027-17:27:31 current_test_accuracies 0.0748
20241027-17:27:31 no_c_quiz
20241027-17:27:31 weakest_accuracies [0.0748]
20241027-17:27:31 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-18:16:09 train_loss 2 model 0 0.09838914184570313
20241027-18:16:09 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-18:16:56 test_loss 2 model 0 0.07503547668457031
20241027-18:16:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-18:17:44 test_accuracy 2 model 0 nb_correct 778 / 2500 (31.12%)
20241027-18:17:44 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-18:18:56 wrote ae_*.pth
20241027-18:18:56 epoch_duration 51min24s next_finish 19:10:20
20241027-18:18:56 wrote state.pth
20241027-18:18:56 --- epoch 3 ----------------------------------------
20241027-18:18:56 current_test_accuracies 0.3112
20241027-18:18:56 no_c_quiz
20241027-18:18:56 weakest_accuracies [0.3112]
20241027-18:18:56 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-19:11:38 train_loss 3 model 0 0.06834871788024903
20241027-19:11:38 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-19:12:26 test_loss 3 model 0 0.052257598876953124
20241027-19:12:26 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-19:13:13 test_accuracy 3 model 0 nb_correct 1094 / 2500 (43.76%)
20241027-19:13:13 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-19:14:24 wrote ae_*.pth
20241027-19:14:24 epoch_duration 55min28s next_finish 20:09:53
20241027-19:14:24 wrote state.pth
20241027-19:14:24 --- epoch 4 ----------------------------------------
20241027-19:14:24 current_test_accuracies 0.4376
20241027-19:14:24 no_c_quiz
20241027-19:14:24 weakest_accuracies [0.4376]
20241027-19:14:24 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-20:07:47 train_loss 4 model 0 0.050422289085388185
20241027-20:07:47 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-20:08:34 test_loss 4 model 0 0.03629784679412842
20241027-20:08:34 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-20:09:23 test_accuracy 4 model 0 nb_correct 1584 / 2500 (63.36%)
20241027-20:09:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-20:10:34 wrote ae_*.pth
20241027-20:10:34 epoch_duration 56min9s next_finish 21:06:44
20241027-20:10:34 wrote state.pth
20241027-20:10:34 --- epoch 5 ----------------------------------------
20241027-20:10:34 current_test_accuracies 0.6336
20241027-20:10:34 no_c_quiz
20241027-20:10:34 weakest_accuracies [0.6336]
20241027-20:10:34 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-21:03:53 train_loss 5 model 0 0.041599355387687685
20241027-21:03:53 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-21:04:41 test_loss 5 model 0 0.03565769195556641
20241027-21:04:41 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-21:05:28 test_accuracy 5 model 0 nb_correct 1855 / 2500 (74.20%)
20241027-21:05:28 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-21:06:37 wrote ae_*.pth
20241027-21:06:37 epoch_duration 56min2s next_finish 22:02:39
20241027-21:06:37 wrote state.pth
20241027-21:06:37 --- epoch 6 ----------------------------------------
20241027-21:06:37 current_test_accuracies 0.7420
20241027-21:06:37 no_c_quiz
20241027-21:06:37 weakest_accuracies [0.742]
20241027-21:06:37 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-21:59:56 train_loss 6 model 0 0.03493838928937912
20241027-21:59:56 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-22:00:42 test_loss 6 model 0 0.028647999331355097
20241027-22:00:42 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-22:01:29 test_accuracy 6 model 0 nb_correct 2141 / 2500 (85.64%)
20241027-22:01:29 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-22:02:35 wrote ae_*.pth
20241027-22:02:35 epoch_duration 55min58s next_finish 22:58:33
20241027-22:02:35 wrote state.pth
20241027-22:02:35 --- epoch 7 ----------------------------------------
20241027-22:02:35 current_test_accuracies 0.8564
20241027-22:02:35 no_c_quiz
20241027-22:02:35 weakest_accuracies [0.8564]
20241027-22:02:35 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-22:54:25 train_loss 7 model 0 0.031648985201120375
20241027-22:54:25 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-22:55:13 test_loss 7 model 0 0.029837200850248338
20241027-22:55:13 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-22:56:00 test_accuracy 7 model 0 nb_correct 2278 / 2500 (91.12%)
20241027-22:56:00 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-22:57:02 wrote ae_*.pth
20241027-22:57:02 epoch_duration 54min27s next_finish 23:51:30
20241027-22:57:02 wrote state.pth
20241027-22:57:02 --- epoch 8 ----------------------------------------
20241027-22:57:02 current_test_accuracies 0.9112
20241027-22:57:02 no_c_quiz
20241027-22:57:02 weakest_accuracies [0.9112]
20241027-22:57:02 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241027-23:46:27 train_loss 8 model 0 0.030215269488096236
20241027-23:46:27 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-23:47:14 test_loss 8 model 0 0.02820218947529793
20241027-23:47:14 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241027-23:48:03 test_accuracy 8 model 0 nb_correct 2255 / 2500 (90.20%)
20241027-23:48:03 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241027-23:49:06 wrote ae_*.pth
20241027-23:49:06 epoch_duration 52min4s next_finish 00:41:10
20241027-23:49:06 wrote state.pth
20241027-23:49:06 --- epoch 9 ----------------------------------------
20241027-23:49:06 current_test_accuracies 0.9020
20241027-23:49:06 no_c_quiz
20241027-23:49:06 weakest_accuracies [0.902]
20241027-23:49:06 quiz_set nb_w_quizzes 50000 nb_c_quizzes 0
20241028-00:37:50 train_loss 9 model 0 0.028393423959985377
20241028-00:37:50 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-00:38:37 test_loss 9 model 0 0.021476643949747087
20241028-00:38:37 quiz_set nb_w_quizzes 2500 nb_c_quizzes 0
20241028-00:39:23 test_accuracy 9 model 0 nb_correct 2390 / 2500 (95.60%)
20241028-00:39:23 quiz_set nb_w_quizzes 150 nb_c_quizzes 0
20241028-00:40:27 wrote ae_*.pth
20241028-00:40:27 epoch_duration 51min20s next_finish 01:31:47
20241028-00:40:27 wrote state.pth
20241028-00:40:27 --- epoch 10 ----------------------------------------
20241028-00:40:27 current_test_accuracies 0.9560
20241028-00:40:27 wrote ae_*_naive.pth
20241028-00:40:50 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241028-00:41:13 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241028-01:26:43 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241028-03:10:14 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241028-03:11:00 nb_validated 0 model 0 (finishes ??? -- 0/h)
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20241028-06:58:31 nb_validated 0 model 0 (finishes ??? -- 0/h)
20241028-06:58:54 nb_validated 0 model 0 (finishes ??? -- 0/h)