| 2024-06-23 23:29:26,936 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,936 Model: "TextClassifier( | |
| (embeddings): TransformerDocumentEmbeddings( | |
| (model): BertModel( | |
| (embeddings): BertEmbeddings( | |
| (word_embeddings): Embedding(31103, 768) | |
| (position_embeddings): Embedding(512, 768) | |
| (token_type_embeddings): Embedding(2, 768) | |
| (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True) | |
| (dropout): Dropout(p=0.1, inplace=False) | |
| ) | |
| (encoder): BertEncoder( | |
| (layer): ModuleList( | |
| (0-11): 12 x BertLayer( | |
| (attention): BertAttention( | |
| (self): BertSelfAttention( | |
| (query): Linear(in_features=768, out_features=768, bias=True) | |
| (key): Linear(in_features=768, out_features=768, bias=True) | |
| (value): Linear(in_features=768, out_features=768, bias=True) | |
| (dropout): Dropout(p=0.1, inplace=False) | |
| ) | |
| (output): BertSelfOutput( | |
| (dense): Linear(in_features=768, out_features=768, bias=True) | |
| (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True) | |
| (dropout): Dropout(p=0.1, inplace=False) | |
| ) | |
| ) | |
| (intermediate): BertIntermediate( | |
| (dense): Linear(in_features=768, out_features=3072, bias=True) | |
| (intermediate_act_fn): GELUActivation() | |
| ) | |
| (output): BertOutput( | |
| (dense): Linear(in_features=3072, out_features=768, bias=True) | |
| (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True) | |
| (dropout): Dropout(p=0.1, inplace=False) | |
| ) | |
| ) | |
| ) | |
| ) | |
| (pooler): BertPooler( | |
| (dense): Linear(in_features=768, out_features=768, bias=True) | |
| (activation): Tanh() | |
| ) | |
| ) | |
| ) | |
| (decoder): Linear(in_features=768, out_features=2, bias=True) | |
| (dropout): Dropout(p=0.0, inplace=False) | |
| (locked_dropout): LockedDropout(p=0.0) | |
| (word_dropout): WordDropout(p=0.0) | |
| (loss_function): CrossEntropyLoss() | |
| (weights): None | |
| (weight_tensor) None | |
| )" | |
| 2024-06-23 23:29:26,937 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,937 Corpus: 617 train + 76 dev + 79 test sentences | |
| 2024-06-23 23:29:26,937 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,937 Train: 617 sentences | |
| 2024-06-23 23:29:26,937 (train_with_dev=False, train_with_test=False) | |
| 2024-06-23 23:29:26,937 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,937 Training Params: | |
| 2024-06-23 23:29:26,937 - learning_rate: "5e-05" | |
| 2024-06-23 23:29:26,937 - mini_batch_size: "16" | |
| 2024-06-23 23:29:26,937 - max_epochs: "40" | |
| 2024-06-23 23:29:26,937 - shuffle: "True" | |
| 2024-06-23 23:29:26,937 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,937 Plugins: | |
| 2024-06-23 23:29:26,937 - TensorboardLogger | |
| 2024-06-23 23:29:26,937 - LinearScheduler | warmup_fraction: '0.1' | |
| 2024-06-23 23:29:26,937 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,937 Final evaluation on model after last epoch (final-model.pt) | |
| 2024-06-23 23:29:26,937 - metric: "('micro avg', 'f1-score')" | |
| 2024-06-23 23:29:26,937 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,937 Computation: | |
| 2024-06-23 23:29:26,937 - compute on device: cuda:0 | |
| 2024-06-23 23:29:26,937 - embedding storage: none | |
| 2024-06-23 23:29:26,937 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,937 Model training base path: "/data/ivdb/models/2024-06-23-232925" | |
| 2024-06-23 23:29:26,937 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,938 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:29:26,938 Logging anything other than scalars to TensorBoard is currently not supported. | |
| 2024-06-23 23:29:33,821 epoch 1 - iter 3/39 - loss 0.93455690 - time (sec): 6.88 - samples/sec: 6.97 - lr: 0.000001 - momentum: 0.000000 | |
| 2024-06-23 23:29:38,509 epoch 1 - iter 6/39 - loss 0.92026678 - time (sec): 11.57 - samples/sec: 8.30 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-23 23:29:44,896 epoch 1 - iter 9/39 - loss 0.87347190 - time (sec): 17.96 - samples/sec: 8.02 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-23 23:29:50,040 epoch 1 - iter 12/39 - loss 0.83988379 - time (sec): 23.10 - samples/sec: 8.31 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-23 23:29:55,462 epoch 1 - iter 15/39 - loss 0.79978426 - time (sec): 28.52 - samples/sec: 8.41 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-23 23:30:00,322 epoch 1 - iter 18/39 - loss 0.76008364 - time (sec): 33.38 - samples/sec: 8.63 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-23 23:30:04,805 epoch 1 - iter 21/39 - loss 0.73865537 - time (sec): 37.87 - samples/sec: 8.87 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-23 23:30:12,256 epoch 1 - iter 24/39 - loss 0.73148594 - time (sec): 45.32 - samples/sec: 8.47 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-23 23:30:17,851 epoch 1 - iter 27/39 - loss 0.71394623 - time (sec): 50.91 - samples/sec: 8.49 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-23 23:30:22,326 epoch 1 - iter 30/39 - loss 0.70852675 - time (sec): 55.39 - samples/sec: 8.67 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-23 23:30:28,221 epoch 1 - iter 33/39 - loss 0.67715247 - time (sec): 61.28 - samples/sec: 8.62 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-23 23:30:34,225 epoch 1 - iter 36/39 - loss 0.65612338 - time (sec): 67.29 - samples/sec: 8.56 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-23 23:30:37,993 epoch 1 - iter 39/39 - loss 0.65546145 - time (sec): 71.05 - samples/sec: 8.68 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-23 23:30:37,993 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:30:37,993 EPOCH 1 done: loss 0.6555 - lr: 0.000012 | |
| 2024-06-23 23:30:42,796 DEV : loss 0.5017538666725159 - f1-score (micro avg) 0.75 | |
| 2024-06-23 23:30:44,501 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:30:49,514 epoch 2 - iter 3/39 - loss 0.62652248 - time (sec): 5.01 - samples/sec: 9.58 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-23 23:30:54,304 epoch 2 - iter 6/39 - loss 0.55089944 - time (sec): 9.80 - samples/sec: 9.79 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-23 23:30:58,877 epoch 2 - iter 9/39 - loss 0.51546845 - time (sec): 14.37 - samples/sec: 10.02 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-23 23:31:05,015 epoch 2 - iter 12/39 - loss 0.48959405 - time (sec): 20.51 - samples/sec: 9.36 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-23 23:31:12,604 epoch 2 - iter 15/39 - loss 0.47114836 - time (sec): 28.10 - samples/sec: 8.54 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-23 23:31:18,844 epoch 2 - iter 18/39 - loss 0.44175672 - time (sec): 34.34 - samples/sec: 8.39 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-23 23:31:23,623 epoch 2 - iter 21/39 - loss 0.44914545 - time (sec): 39.12 - samples/sec: 8.59 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-23 23:31:29,386 epoch 2 - iter 24/39 - loss 0.43354483 - time (sec): 44.88 - samples/sec: 8.56 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-23 23:31:34,085 epoch 2 - iter 27/39 - loss 0.44229239 - time (sec): 49.58 - samples/sec: 8.71 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-23 23:31:39,464 epoch 2 - iter 30/39 - loss 0.42628914 - time (sec): 54.96 - samples/sec: 8.73 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-23 23:31:46,064 epoch 2 - iter 33/39 - loss 0.41278999 - time (sec): 61.56 - samples/sec: 8.58 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-23 23:31:50,776 epoch 2 - iter 36/39 - loss 0.41018313 - time (sec): 66.27 - samples/sec: 8.69 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-23 23:31:54,808 epoch 2 - iter 39/39 - loss 0.40660896 - time (sec): 70.31 - samples/sec: 8.78 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:31:54,809 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:31:54,809 EPOCH 2 done: loss 0.4066 - lr: 0.000024 | |
| 2024-06-23 23:31:59,535 DEV : loss 0.3630148768424988 - f1-score (micro avg) 0.8684 | |
| 2024-06-23 23:32:01,243 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:32:06,820 epoch 3 - iter 3/39 - loss 0.18468438 - time (sec): 5.58 - samples/sec: 8.61 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:32:12,275 epoch 3 - iter 6/39 - loss 0.27910875 - time (sec): 11.03 - samples/sec: 8.70 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:32:17,083 epoch 3 - iter 9/39 - loss 0.32698032 - time (sec): 15.84 - samples/sec: 9.09 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:32:24,993 epoch 3 - iter 12/39 - loss 0.33958591 - time (sec): 23.75 - samples/sec: 8.08 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:32:30,907 epoch 3 - iter 15/39 - loss 0.32360529 - time (sec): 29.66 - samples/sec: 8.09 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:32:35,708 epoch 3 - iter 18/39 - loss 0.31533587 - time (sec): 34.46 - samples/sec: 8.36 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:32:40,620 epoch 3 - iter 21/39 - loss 0.30045377 - time (sec): 39.38 - samples/sec: 8.53 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:32:45,487 epoch 3 - iter 24/39 - loss 0.28366955 - time (sec): 44.24 - samples/sec: 8.68 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:32:54,051 epoch 3 - iter 27/39 - loss 0.28988732 - time (sec): 52.81 - samples/sec: 8.18 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:32:58,828 epoch 3 - iter 30/39 - loss 0.27671992 - time (sec): 57.58 - samples/sec: 8.34 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:33:03,728 epoch 3 - iter 33/39 - loss 0.28976736 - time (sec): 62.48 - samples/sec: 8.45 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:33:08,339 epoch 3 - iter 36/39 - loss 0.27887381 - time (sec): 67.09 - samples/sec: 8.58 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:33:12,332 epoch 3 - iter 39/39 - loss 0.28789787 - time (sec): 71.09 - samples/sec: 8.68 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:33:12,332 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:33:12,332 EPOCH 3 done: loss 0.2879 - lr: 0.000037 | |
| 2024-06-23 23:33:17,172 DEV : loss 0.33866241574287415 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:33:18,778 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:33:27,476 epoch 4 - iter 3/39 - loss 0.06723633 - time (sec): 8.70 - samples/sec: 5.52 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:33:32,117 epoch 4 - iter 6/39 - loss 0.14415476 - time (sec): 13.34 - samples/sec: 7.20 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:33:37,619 epoch 4 - iter 9/39 - loss 0.13159802 - time (sec): 18.84 - samples/sec: 7.64 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:33:42,442 epoch 4 - iter 12/39 - loss 0.12807673 - time (sec): 23.66 - samples/sec: 8.11 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:33:47,589 epoch 4 - iter 15/39 - loss 0.11112227 - time (sec): 28.81 - samples/sec: 8.33 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:33:52,400 epoch 4 - iter 18/39 - loss 0.10901718 - time (sec): 33.62 - samples/sec: 8.57 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:33:57,236 epoch 4 - iter 21/39 - loss 0.09612736 - time (sec): 38.46 - samples/sec: 8.74 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:34:02,045 epoch 4 - iter 24/39 - loss 0.10819060 - time (sec): 43.27 - samples/sec: 8.88 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:34:07,428 epoch 4 - iter 27/39 - loss 0.13555085 - time (sec): 48.65 - samples/sec: 8.88 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:34:12,240 epoch 4 - iter 30/39 - loss 0.15823287 - time (sec): 53.46 - samples/sec: 8.98 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:34:17,046 epoch 4 - iter 33/39 - loss 0.19133172 - time (sec): 58.27 - samples/sec: 9.06 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:34:24,735 epoch 4 - iter 36/39 - loss 0.18381271 - time (sec): 65.96 - samples/sec: 8.73 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:34:30,353 epoch 4 - iter 39/39 - loss 0.19017995 - time (sec): 71.57 - samples/sec: 8.62 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:34:30,354 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:34:30,354 EPOCH 4 done: loss 0.1902 - lr: 0.000049 | |
| 2024-06-23 23:34:35,244 DEV : loss 0.5190975069999695 - f1-score (micro avg) 0.8684 | |
| 2024-06-23 23:34:36,843 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:34:41,736 epoch 5 - iter 3/39 - loss 0.12455761 - time (sec): 4.89 - samples/sec: 9.81 - lr: 0.000050 - momentum: 0.000000 | |
| 2024-06-23 23:34:46,475 epoch 5 - iter 6/39 - loss 0.13643145 - time (sec): 9.63 - samples/sec: 9.97 - lr: 0.000050 - momentum: 0.000000 | |
| 2024-06-23 23:34:52,693 epoch 5 - iter 9/39 - loss 0.16813415 - time (sec): 15.85 - samples/sec: 9.09 - lr: 0.000050 - momentum: 0.000000 | |
| 2024-06-23 23:34:57,798 epoch 5 - iter 12/39 - loss 0.22500083 - time (sec): 20.95 - samples/sec: 9.16 - lr: 0.000050 - momentum: 0.000000 | |
| 2024-06-23 23:35:05,245 epoch 5 - iter 15/39 - loss 0.18959679 - time (sec): 28.40 - samples/sec: 8.45 - lr: 0.000050 - momentum: 0.000000 | |
| 2024-06-23 23:35:11,295 epoch 5 - iter 18/39 - loss 0.22634660 - time (sec): 34.45 - samples/sec: 8.36 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:35:17,338 epoch 5 - iter 21/39 - loss 0.21195548 - time (sec): 40.49 - samples/sec: 8.30 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:35:22,368 epoch 5 - iter 24/39 - loss 0.24165446 - time (sec): 45.52 - samples/sec: 8.44 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:35:28,986 epoch 5 - iter 27/39 - loss 0.34555561 - time (sec): 52.14 - samples/sec: 8.29 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:35:34,569 epoch 5 - iter 30/39 - loss 0.32555066 - time (sec): 57.72 - samples/sec: 8.32 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:35:39,185 epoch 5 - iter 33/39 - loss 0.35673888 - time (sec): 62.34 - samples/sec: 8.47 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:35:44,542 epoch 5 - iter 36/39 - loss 0.34086972 - time (sec): 67.70 - samples/sec: 8.51 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:35:48,680 epoch 5 - iter 39/39 - loss 0.33476651 - time (sec): 71.84 - samples/sec: 8.59 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:35:48,681 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:35:48,681 EPOCH 5 done: loss 0.3348 - lr: 0.000049 | |
| 2024-06-23 23:35:53,453 DEV : loss 0.6392198204994202 - f1-score (micro avg) 0.8816 | |
| 2024-06-23 23:35:55,052 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:36:00,306 epoch 6 - iter 3/39 - loss 0.10281337 - time (sec): 5.25 - samples/sec: 9.14 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:36:05,140 epoch 6 - iter 6/39 - loss 0.11683190 - time (sec): 10.09 - samples/sec: 9.52 - lr: 0.000049 - momentum: 0.000000 | |
| 2024-06-23 23:36:11,661 epoch 6 - iter 9/39 - loss 0.12543468 - time (sec): 16.61 - samples/sec: 8.67 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:36:16,538 epoch 6 - iter 12/39 - loss 0.24078707 - time (sec): 21.48 - samples/sec: 8.94 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:36:21,279 epoch 6 - iter 15/39 - loss 0.19658959 - time (sec): 26.23 - samples/sec: 9.15 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:36:28,391 epoch 6 - iter 18/39 - loss 0.16910445 - time (sec): 33.34 - samples/sec: 8.64 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:36:33,712 epoch 6 - iter 21/39 - loss 0.14931677 - time (sec): 38.66 - samples/sec: 8.69 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:36:38,940 epoch 6 - iter 24/39 - loss 0.13100674 - time (sec): 43.89 - samples/sec: 8.75 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:36:45,565 epoch 6 - iter 27/39 - loss 0.13358956 - time (sec): 50.51 - samples/sec: 8.55 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:36:52,734 epoch 6 - iter 30/39 - loss 0.12239488 - time (sec): 57.68 - samples/sec: 8.32 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:36:57,571 epoch 6 - iter 33/39 - loss 0.11163022 - time (sec): 62.52 - samples/sec: 8.45 - lr: 0.000048 - momentum: 0.000000 | |
| 2024-06-23 23:37:03,075 epoch 6 - iter 36/39 - loss 0.10362160 - time (sec): 68.02 - samples/sec: 8.47 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:37:07,212 epoch 6 - iter 39/39 - loss 0.09678627 - time (sec): 72.16 - samples/sec: 8.55 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:37:07,213 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:37:07,213 EPOCH 6 done: loss 0.0968 - lr: 0.000047 | |
| 2024-06-23 23:37:12,022 DEV : loss 1.1822508573532104 - f1-score (micro avg) 0.8421 | |
| 2024-06-23 23:37:13,734 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:37:19,211 epoch 7 - iter 3/39 - loss 0.00367758 - time (sec): 5.48 - samples/sec: 8.77 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:37:23,835 epoch 7 - iter 6/39 - loss 0.07268900 - time (sec): 10.10 - samples/sec: 9.51 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:37:30,291 epoch 7 - iter 9/39 - loss 0.10109780 - time (sec): 16.56 - samples/sec: 8.70 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:37:36,792 epoch 7 - iter 12/39 - loss 0.07664083 - time (sec): 23.06 - samples/sec: 8.33 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:37:42,111 epoch 7 - iter 15/39 - loss 0.07984787 - time (sec): 28.38 - samples/sec: 8.46 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:37:48,029 epoch 7 - iter 18/39 - loss 0.06770204 - time (sec): 34.29 - samples/sec: 8.40 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:37:53,055 epoch 7 - iter 21/39 - loss 0.06779089 - time (sec): 39.32 - samples/sec: 8.55 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:37:59,410 epoch 7 - iter 24/39 - loss 0.06405825 - time (sec): 45.67 - samples/sec: 8.41 - lr: 0.000047 - momentum: 0.000000 | |
| 2024-06-23 23:38:06,673 epoch 7 - iter 27/39 - loss 0.05694537 - time (sec): 52.94 - samples/sec: 8.16 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:38:11,348 epoch 7 - iter 30/39 - loss 0.05323722 - time (sec): 57.61 - samples/sec: 8.33 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:38:17,251 epoch 7 - iter 33/39 - loss 0.06067778 - time (sec): 63.52 - samples/sec: 8.31 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:38:21,919 epoch 7 - iter 36/39 - loss 0.07111521 - time (sec): 68.18 - samples/sec: 8.45 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:38:25,974 epoch 7 - iter 39/39 - loss 0.07664184 - time (sec): 72.24 - samples/sec: 8.54 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:38:25,974 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:38:25,974 EPOCH 7 done: loss 0.0766 - lr: 0.000046 | |
| 2024-06-23 23:38:30,760 DEV : loss 1.004543662071228 - f1-score (micro avg) 0.8684 | |
| 2024-06-23 23:38:32,359 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:38:38,357 epoch 8 - iter 3/39 - loss 0.00009458 - time (sec): 6.00 - samples/sec: 8.00 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:38:44,572 epoch 8 - iter 6/39 - loss 0.01349367 - time (sec): 12.21 - samples/sec: 7.86 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:38:49,788 epoch 8 - iter 9/39 - loss 0.06544811 - time (sec): 17.43 - samples/sec: 8.26 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:38:55,355 epoch 8 - iter 12/39 - loss 0.05148862 - time (sec): 23.00 - samples/sec: 8.35 - lr: 0.000046 - momentum: 0.000000 | |
| 2024-06-23 23:39:00,535 epoch 8 - iter 15/39 - loss 0.04555394 - time (sec): 28.17 - samples/sec: 8.52 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:39:05,299 epoch 8 - iter 18/39 - loss 0.03797210 - time (sec): 32.94 - samples/sec: 8.74 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:39:10,372 epoch 8 - iter 21/39 - loss 0.03290582 - time (sec): 38.01 - samples/sec: 8.84 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:39:15,209 epoch 8 - iter 24/39 - loss 0.02905090 - time (sec): 42.85 - samples/sec: 8.96 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:39:20,127 epoch 8 - iter 27/39 - loss 0.03753662 - time (sec): 47.77 - samples/sec: 9.04 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:39:25,378 epoch 8 - iter 30/39 - loss 0.04452772 - time (sec): 53.02 - samples/sec: 9.05 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:39:31,903 epoch 8 - iter 33/39 - loss 0.04094768 - time (sec): 59.54 - samples/sec: 8.87 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:39:38,172 epoch 8 - iter 36/39 - loss 0.04595046 - time (sec): 65.81 - samples/sec: 8.75 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:39:44,802 epoch 8 - iter 39/39 - loss 0.04297773 - time (sec): 72.44 - samples/sec: 8.52 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:39:44,803 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:39:44,803 EPOCH 8 done: loss 0.0430 - lr: 0.000045 | |
| 2024-06-23 23:39:49,555 DEV : loss 1.2074036598205566 - f1-score (micro avg) 0.8816 | |
| 2024-06-23 23:39:51,296 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:39:56,308 epoch 9 - iter 3/39 - loss 0.00068067 - time (sec): 5.01 - samples/sec: 9.58 - lr: 0.000045 - momentum: 0.000000 | |
| 2024-06-23 23:40:01,206 epoch 9 - iter 6/39 - loss 0.05288977 - time (sec): 9.91 - samples/sec: 9.69 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:40:06,035 epoch 9 - iter 9/39 - loss 0.03526389 - time (sec): 14.74 - samples/sec: 9.77 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:40:10,927 epoch 9 - iter 12/39 - loss 0.02645130 - time (sec): 19.63 - samples/sec: 9.78 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:40:15,739 epoch 9 - iter 15/39 - loss 0.02270784 - time (sec): 24.44 - samples/sec: 9.82 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:40:20,570 epoch 9 - iter 18/39 - loss 0.01892902 - time (sec): 29.27 - samples/sec: 9.84 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:40:26,470 epoch 9 - iter 21/39 - loss 0.01907380 - time (sec): 35.17 - samples/sec: 9.55 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:40:31,128 epoch 9 - iter 24/39 - loss 0.01669493 - time (sec): 39.83 - samples/sec: 9.64 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:40:37,779 epoch 9 - iter 27/39 - loss 0.01488654 - time (sec): 46.48 - samples/sec: 9.29 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:40:42,883 epoch 9 - iter 30/39 - loss 0.01339824 - time (sec): 51.59 - samples/sec: 9.30 - lr: 0.000044 - momentum: 0.000000 | |
| 2024-06-23 23:40:50,497 epoch 9 - iter 33/39 - loss 0.01220745 - time (sec): 59.20 - samples/sec: 8.92 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:40:58,027 epoch 9 - iter 36/39 - loss 0.01119089 - time (sec): 66.73 - samples/sec: 8.63 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:41:03,434 epoch 9 - iter 39/39 - loss 0.01044824 - time (sec): 72.14 - samples/sec: 8.55 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:41:03,434 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:41:03,434 EPOCH 9 done: loss 0.0104 - lr: 0.000043 | |
| 2024-06-23 23:41:08,234 DEV : loss 1.5907199382781982 - f1-score (micro avg) 0.8553 | |
| 2024-06-23 23:41:09,983 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:41:15,388 epoch 10 - iter 3/39 - loss 0.00290251 - time (sec): 5.40 - samples/sec: 8.88 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:41:21,479 epoch 10 - iter 6/39 - loss 0.00146658 - time (sec): 11.49 - samples/sec: 8.35 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:41:27,839 epoch 10 - iter 9/39 - loss 0.00097796 - time (sec): 17.85 - samples/sec: 8.06 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:41:32,785 epoch 10 - iter 12/39 - loss 0.00073999 - time (sec): 22.80 - samples/sec: 8.42 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:41:37,473 epoch 10 - iter 15/39 - loss 0.03087843 - time (sec): 27.49 - samples/sec: 8.73 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:41:44,778 epoch 10 - iter 18/39 - loss 0.02574302 - time (sec): 34.79 - samples/sec: 8.28 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:41:49,889 epoch 10 - iter 21/39 - loss 0.03273100 - time (sec): 39.90 - samples/sec: 8.42 - lr: 0.000043 - momentum: 0.000000 | |
| 2024-06-23 23:41:54,878 epoch 10 - iter 24/39 - loss 0.02863986 - time (sec): 44.89 - samples/sec: 8.55 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:41:59,604 epoch 10 - iter 27/39 - loss 0.02545767 - time (sec): 49.62 - samples/sec: 8.71 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:42:06,010 epoch 10 - iter 30/39 - loss 0.02291905 - time (sec): 56.03 - samples/sec: 8.57 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:42:12,656 epoch 10 - iter 33/39 - loss 0.02085801 - time (sec): 62.67 - samples/sec: 8.42 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:42:17,732 epoch 10 - iter 36/39 - loss 0.01912121 - time (sec): 67.75 - samples/sec: 8.50 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:42:22,158 epoch 10 - iter 39/39 - loss 0.01785281 - time (sec): 72.17 - samples/sec: 8.55 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:42:22,158 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:42:22,158 EPOCH 10 done: loss 0.0179 - lr: 0.000042 | |
| 2024-06-23 23:42:26,950 DEV : loss 1.3823747634887695 - f1-score (micro avg) 0.8553 | |
| 2024-06-23 23:42:28,656 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:42:33,578 epoch 11 - iter 3/39 - loss 0.00037880 - time (sec): 4.92 - samples/sec: 9.75 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:42:40,756 epoch 11 - iter 6/39 - loss 0.00019021 - time (sec): 12.10 - samples/sec: 7.93 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:42:45,931 epoch 11 - iter 9/39 - loss 0.00014317 - time (sec): 17.27 - samples/sec: 8.34 - lr: 0.000042 - momentum: 0.000000 | |
| 2024-06-23 23:42:50,849 epoch 11 - iter 12/39 - loss 0.00010746 - time (sec): 22.19 - samples/sec: 8.65 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:42:56,673 epoch 11 - iter 15/39 - loss 0.00018469 - time (sec): 28.02 - samples/sec: 8.57 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:43:01,802 epoch 11 - iter 18/39 - loss 0.00015400 - time (sec): 33.14 - samples/sec: 8.69 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:43:06,664 epoch 11 - iter 21/39 - loss 0.00013212 - time (sec): 38.01 - samples/sec: 8.84 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:43:13,922 epoch 11 - iter 24/39 - loss 0.00012075 - time (sec): 45.27 - samples/sec: 8.48 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:43:19,164 epoch 11 - iter 27/39 - loss 0.00010768 - time (sec): 50.51 - samples/sec: 8.55 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:43:24,119 epoch 11 - iter 30/39 - loss 0.00009707 - time (sec): 55.46 - samples/sec: 8.65 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:43:31,924 epoch 11 - iter 33/39 - loss 0.00008831 - time (sec): 63.27 - samples/sec: 8.35 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:43:36,757 epoch 11 - iter 36/39 - loss 0.00406036 - time (sec): 68.10 - samples/sec: 8.46 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:43:41,065 epoch 11 - iter 39/39 - loss 0.00379065 - time (sec): 72.41 - samples/sec: 8.52 - lr: 0.000041 - momentum: 0.000000 | |
| 2024-06-23 23:43:41,066 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:43:41,066 EPOCH 11 done: loss 0.0038 - lr: 0.000041 | |
| 2024-06-23 23:43:45,841 DEV : loss 1.270772933959961 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:43:47,563 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:43:53,869 epoch 12 - iter 3/39 - loss 0.00000028 - time (sec): 6.30 - samples/sec: 7.61 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:43:59,747 epoch 12 - iter 6/39 - loss 0.00000041 - time (sec): 12.18 - samples/sec: 7.88 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:44:04,427 epoch 12 - iter 9/39 - loss 0.00830625 - time (sec): 16.86 - samples/sec: 8.54 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:44:09,084 epoch 12 - iter 12/39 - loss 0.01907569 - time (sec): 21.52 - samples/sec: 8.92 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:44:15,876 epoch 12 - iter 15/39 - loss 0.01526067 - time (sec): 28.31 - samples/sec: 8.48 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:44:20,778 epoch 12 - iter 18/39 - loss 0.01340097 - time (sec): 33.21 - samples/sec: 8.67 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:44:26,562 epoch 12 - iter 21/39 - loss 0.01148827 - time (sec): 39.00 - samples/sec: 8.62 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:44:32,697 epoch 12 - iter 24/39 - loss 0.01005287 - time (sec): 45.13 - samples/sec: 8.51 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:44:39,395 epoch 12 - iter 27/39 - loss 0.01038687 - time (sec): 51.83 - samples/sec: 8.33 - lr: 0.000040 - momentum: 0.000000 | |
| 2024-06-23 23:44:44,879 epoch 12 - iter 30/39 - loss 0.00934962 - time (sec): 57.31 - samples/sec: 8.37 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:44:50,290 epoch 12 - iter 33/39 - loss 0.02547252 - time (sec): 62.73 - samples/sec: 8.42 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:44:55,693 epoch 12 - iter 36/39 - loss 0.02335309 - time (sec): 68.13 - samples/sec: 8.45 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:44:59,717 epoch 12 - iter 39/39 - loss 0.02180154 - time (sec): 72.15 - samples/sec: 8.55 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:44:59,717 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:44:59,717 EPOCH 12 done: loss 0.0218 - lr: 0.000039 | |
| 2024-06-23 23:45:04,519 DEV : loss 1.5972371101379395 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:45:06,235 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:45:11,210 epoch 13 - iter 3/39 - loss 0.00042464 - time (sec): 4.97 - samples/sec: 9.65 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:45:17,832 epoch 13 - iter 6/39 - loss 0.00021239 - time (sec): 11.60 - samples/sec: 8.28 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:45:22,558 epoch 13 - iter 9/39 - loss 0.00014175 - time (sec): 16.32 - samples/sec: 8.82 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:45:28,624 epoch 13 - iter 12/39 - loss 0.00010819 - time (sec): 22.39 - samples/sec: 8.58 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:45:33,423 epoch 13 - iter 15/39 - loss 0.00015041 - time (sec): 27.19 - samples/sec: 8.83 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:45:39,621 epoch 13 - iter 18/39 - loss 0.00012895 - time (sec): 33.39 - samples/sec: 8.63 - lr: 0.000039 - momentum: 0.000000 | |
| 2024-06-23 23:45:44,578 epoch 13 - iter 21/39 - loss 0.00011055 - time (sec): 38.34 - samples/sec: 8.76 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:45:52,329 epoch 13 - iter 24/39 - loss 0.00009680 - time (sec): 46.09 - samples/sec: 8.33 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:45:57,404 epoch 13 - iter 27/39 - loss 0.00013552 - time (sec): 51.17 - samples/sec: 8.44 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:46:02,364 epoch 13 - iter 30/39 - loss 0.00012256 - time (sec): 56.13 - samples/sec: 8.55 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:46:07,919 epoch 13 - iter 33/39 - loss 0.00423856 - time (sec): 61.68 - samples/sec: 8.56 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:46:14,279 epoch 13 - iter 36/39 - loss 0.00388536 - time (sec): 68.04 - samples/sec: 8.47 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:46:18,481 epoch 13 - iter 39/39 - loss 0.00365058 - time (sec): 72.24 - samples/sec: 8.54 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:46:18,481 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:46:18,481 EPOCH 13 done: loss 0.0037 - lr: 0.000038 | |
| 2024-06-23 23:46:23,265 DEV : loss 1.463855504989624 - f1-score (micro avg) 0.8816 | |
| 2024-06-23 23:46:24,860 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:46:30,906 epoch 14 - iter 3/39 - loss 0.00000010 - time (sec): 6.05 - samples/sec: 7.94 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:46:36,765 epoch 14 - iter 6/39 - loss 0.00000019 - time (sec): 11.90 - samples/sec: 8.06 - lr: 0.000038 - momentum: 0.000000 | |
| 2024-06-23 23:46:43,146 epoch 14 - iter 9/39 - loss 0.00000030 - time (sec): 18.28 - samples/sec: 7.88 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:46:47,958 epoch 14 - iter 12/39 - loss 0.00000027 - time (sec): 23.10 - samples/sec: 8.31 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:46:53,021 epoch 14 - iter 15/39 - loss 0.00000044 - time (sec): 28.16 - samples/sec: 8.52 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:46:59,960 epoch 14 - iter 18/39 - loss 0.00000042 - time (sec): 35.10 - samples/sec: 8.21 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:47:05,220 epoch 14 - iter 21/39 - loss 0.00000037 - time (sec): 40.36 - samples/sec: 8.33 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:47:10,121 epoch 14 - iter 24/39 - loss 0.00000034 - time (sec): 45.26 - samples/sec: 8.48 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:47:14,955 epoch 14 - iter 27/39 - loss 0.00000035 - time (sec): 50.09 - samples/sec: 8.62 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:47:20,034 epoch 14 - iter 30/39 - loss 0.00550655 - time (sec): 55.17 - samples/sec: 8.70 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:47:27,595 epoch 14 - iter 33/39 - loss 0.00500599 - time (sec): 62.73 - samples/sec: 8.42 - lr: 0.000037 - momentum: 0.000000 | |
| 2024-06-23 23:47:33,013 epoch 14 - iter 36/39 - loss 0.00458946 - time (sec): 68.15 - samples/sec: 8.45 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:47:37,132 epoch 14 - iter 39/39 - loss 0.00438734 - time (sec): 72.27 - samples/sec: 8.54 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:47:37,132 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:47:37,132 EPOCH 14 done: loss 0.0044 - lr: 0.000036 | |
| 2024-06-23 23:47:41,916 DEV : loss 1.564867377281189 - f1-score (micro avg) 0.8553 | |
| 2024-06-23 23:47:43,632 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:47:51,205 epoch 15 - iter 3/39 - loss 0.00000192 - time (sec): 7.57 - samples/sec: 6.34 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:47:56,226 epoch 15 - iter 6/39 - loss 0.00000160 - time (sec): 12.59 - samples/sec: 7.62 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:48:03,590 epoch 15 - iter 9/39 - loss 0.00000119 - time (sec): 19.96 - samples/sec: 7.22 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:48:09,817 epoch 15 - iter 12/39 - loss 0.00000146 - time (sec): 26.18 - samples/sec: 7.33 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:48:14,630 epoch 15 - iter 15/39 - loss 0.00000159 - time (sec): 31.00 - samples/sec: 7.74 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:48:20,535 epoch 15 - iter 18/39 - loss 0.00003042 - time (sec): 36.90 - samples/sec: 7.80 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:48:25,523 epoch 15 - iter 21/39 - loss 0.00002633 - time (sec): 41.89 - samples/sec: 8.02 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:48:30,109 epoch 15 - iter 24/39 - loss 0.00002378 - time (sec): 46.48 - samples/sec: 8.26 - lr: 0.000036 - momentum: 0.000000 | |
| 2024-06-23 23:48:36,807 epoch 15 - iter 27/39 - loss 0.00002128 - time (sec): 53.17 - samples/sec: 8.12 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:48:41,596 epoch 15 - iter 30/39 - loss 0.00005866 - time (sec): 57.96 - samples/sec: 8.28 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:48:46,838 epoch 15 - iter 33/39 - loss 0.00005338 - time (sec): 63.21 - samples/sec: 8.35 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:48:51,729 epoch 15 - iter 36/39 - loss 0.00022543 - time (sec): 68.10 - samples/sec: 8.46 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:48:55,746 epoch 15 - iter 39/39 - loss 0.00021046 - time (sec): 72.11 - samples/sec: 8.56 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:48:55,747 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:48:55,747 EPOCH 15 done: loss 0.0002 - lr: 0.000035 | |
| 2024-06-23 23:49:00,550 DEV : loss 1.6431025266647339 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:49:02,263 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:49:07,994 epoch 16 - iter 3/39 - loss 0.00000012 - time (sec): 5.73 - samples/sec: 8.38 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:49:12,702 epoch 16 - iter 6/39 - loss 0.00001361 - time (sec): 10.44 - samples/sec: 9.20 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:49:17,834 epoch 16 - iter 9/39 - loss 0.00000911 - time (sec): 15.57 - samples/sec: 9.25 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:49:22,603 epoch 16 - iter 12/39 - loss 0.00000783 - time (sec): 20.34 - samples/sec: 9.44 - lr: 0.000035 - momentum: 0.000000 | |
| 2024-06-23 23:49:28,901 epoch 16 - iter 15/39 - loss 0.00000630 - time (sec): 26.64 - samples/sec: 9.01 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:49:33,590 epoch 16 - iter 18/39 - loss 0.00000537 - time (sec): 31.33 - samples/sec: 9.19 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:49:41,448 epoch 16 - iter 21/39 - loss 0.00000466 - time (sec): 39.18 - samples/sec: 8.57 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:49:46,193 epoch 16 - iter 24/39 - loss 0.00000410 - time (sec): 43.93 - samples/sec: 8.74 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:49:51,556 epoch 16 - iter 27/39 - loss 0.00000387 - time (sec): 49.29 - samples/sec: 8.76 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:49:57,993 epoch 16 - iter 30/39 - loss 0.00000350 - time (sec): 55.73 - samples/sec: 8.61 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:50:03,689 epoch 16 - iter 33/39 - loss 0.00000323 - time (sec): 61.42 - samples/sec: 8.60 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:50:08,966 epoch 16 - iter 36/39 - loss 0.00000297 - time (sec): 66.70 - samples/sec: 8.64 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:50:14,750 epoch 16 - iter 39/39 - loss 0.00000279 - time (sec): 72.49 - samples/sec: 8.51 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:50:14,751 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:50:14,751 EPOCH 16 done: loss 0.0000 - lr: 0.000034 | |
| 2024-06-23 23:50:19,622 DEV : loss 1.6324049234390259 - f1-score (micro avg) 0.8684 | |
| 2024-06-23 23:50:21,218 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:50:26,329 epoch 17 - iter 3/39 - loss 0.00000024 - time (sec): 5.11 - samples/sec: 9.39 - lr: 0.000034 - momentum: 0.000000 | |
| 2024-06-23 23:50:32,142 epoch 17 - iter 6/39 - loss 0.00000164 - time (sec): 10.92 - samples/sec: 8.79 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:50:38,584 epoch 17 - iter 9/39 - loss 0.00000124 - time (sec): 17.37 - samples/sec: 8.29 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:50:45,354 epoch 17 - iter 12/39 - loss 0.00000096 - time (sec): 24.13 - samples/sec: 7.96 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:50:50,553 epoch 17 - iter 15/39 - loss 0.00000122 - time (sec): 29.33 - samples/sec: 8.18 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:50:55,313 epoch 17 - iter 18/39 - loss 0.00000168 - time (sec): 34.09 - samples/sec: 8.45 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:51:01,865 epoch 17 - iter 21/39 - loss 0.00000145 - time (sec): 40.65 - samples/sec: 8.27 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:51:07,839 epoch 17 - iter 24/39 - loss 0.00000311 - time (sec): 46.62 - samples/sec: 8.24 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:51:14,693 epoch 17 - iter 27/39 - loss 0.00000279 - time (sec): 53.47 - samples/sec: 8.08 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:51:19,818 epoch 17 - iter 30/39 - loss 0.00000253 - time (sec): 58.60 - samples/sec: 8.19 - lr: 0.000033 - momentum: 0.000000 | |
| 2024-06-23 23:51:24,481 epoch 17 - iter 33/39 - loss 0.00000231 - time (sec): 63.26 - samples/sec: 8.35 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:51:29,815 epoch 17 - iter 36/39 - loss 0.00000212 - time (sec): 68.60 - samples/sec: 8.40 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:51:33,764 epoch 17 - iter 39/39 - loss 0.00000200 - time (sec): 72.55 - samples/sec: 8.50 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:51:33,765 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:51:33,765 EPOCH 17 done: loss 0.0000 - lr: 0.000032 | |
| 2024-06-23 23:51:38,698 DEV : loss 1.6667038202285767 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:51:40,298 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:51:46,093 epoch 18 - iter 3/39 - loss 0.00000386 - time (sec): 5.79 - samples/sec: 8.29 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:51:52,974 epoch 18 - iter 6/39 - loss 0.00000209 - time (sec): 12.67 - samples/sec: 7.57 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:51:57,585 epoch 18 - iter 9/39 - loss 0.00000145 - time (sec): 17.29 - samples/sec: 8.33 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:52:02,370 epoch 18 - iter 12/39 - loss 0.00000112 - time (sec): 22.07 - samples/sec: 8.70 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:52:07,154 epoch 18 - iter 15/39 - loss 0.00000090 - time (sec): 26.85 - samples/sec: 8.94 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:52:14,195 epoch 18 - iter 18/39 - loss 0.00000079 - time (sec): 33.90 - samples/sec: 8.50 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:52:20,573 epoch 18 - iter 21/39 - loss 0.00000069 - time (sec): 40.27 - samples/sec: 8.34 - lr: 0.000032 - momentum: 0.000000 | |
| 2024-06-23 23:52:26,312 epoch 18 - iter 24/39 - loss 0.00000062 - time (sec): 46.01 - samples/sec: 8.35 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:52:31,041 epoch 18 - iter 27/39 - loss 0.00000062 - time (sec): 50.74 - samples/sec: 8.51 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:52:36,077 epoch 18 - iter 30/39 - loss 0.00000057 - time (sec): 55.78 - samples/sec: 8.61 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:52:42,035 epoch 18 - iter 33/39 - loss 0.00000069 - time (sec): 61.73 - samples/sec: 8.55 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:52:47,259 epoch 18 - iter 36/39 - loss 0.00000076 - time (sec): 66.96 - samples/sec: 8.60 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:52:52,788 epoch 18 - iter 39/39 - loss 0.00000071 - time (sec): 72.49 - samples/sec: 8.51 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:52:52,788 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:52:52,788 EPOCH 18 done: loss 0.0000 - lr: 0.000031 | |
| 2024-06-23 23:52:57,710 DEV : loss 1.6734051704406738 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:52:59,305 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:53:04,600 epoch 19 - iter 3/39 - loss 0.00000006 - time (sec): 5.29 - samples/sec: 9.07 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:53:09,523 epoch 19 - iter 6/39 - loss 0.00000009 - time (sec): 10.22 - samples/sec: 9.40 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:53:14,402 epoch 19 - iter 9/39 - loss 0.00000056 - time (sec): 15.10 - samples/sec: 9.54 - lr: 0.000031 - momentum: 0.000000 | |
| 2024-06-23 23:53:19,255 epoch 19 - iter 12/39 - loss 0.00000043 - time (sec): 19.95 - samples/sec: 9.62 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:53:24,050 epoch 19 - iter 15/39 - loss 0.00000035 - time (sec): 24.74 - samples/sec: 9.70 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:53:28,857 epoch 19 - iter 18/39 - loss 0.00000030 - time (sec): 29.55 - samples/sec: 9.75 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:53:35,437 epoch 19 - iter 21/39 - loss 0.00000079 - time (sec): 36.13 - samples/sec: 9.30 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:53:41,864 epoch 19 - iter 24/39 - loss 0.00000073 - time (sec): 42.56 - samples/sec: 9.02 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:53:46,592 epoch 19 - iter 27/39 - loss 0.00000066 - time (sec): 47.29 - samples/sec: 9.14 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:53:52,506 epoch 19 - iter 30/39 - loss 0.00000065 - time (sec): 53.20 - samples/sec: 9.02 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:53:58,434 epoch 19 - iter 33/39 - loss 0.00000060 - time (sec): 59.13 - samples/sec: 8.93 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:54:06,388 epoch 19 - iter 36/39 - loss 0.00000057 - time (sec): 67.08 - samples/sec: 8.59 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:54:11,710 epoch 19 - iter 39/39 - loss 0.00000053 - time (sec): 72.40 - samples/sec: 8.52 - lr: 0.000030 - momentum: 0.000000 | |
| 2024-06-23 23:54:11,711 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:54:11,711 EPOCH 19 done: loss 0.0000 - lr: 0.000030 | |
| 2024-06-23 23:54:16,561 DEV : loss 1.6832987070083618 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:54:18,283 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:54:23,245 epoch 20 - iter 3/39 - loss 0.00000062 - time (sec): 4.96 - samples/sec: 9.68 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:54:29,074 epoch 20 - iter 6/39 - loss 0.00000034 - time (sec): 10.79 - samples/sec: 8.90 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:54:34,112 epoch 20 - iter 9/39 - loss 0.00000028 - time (sec): 15.83 - samples/sec: 9.10 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:54:38,954 epoch 20 - iter 12/39 - loss 0.00000027 - time (sec): 20.67 - samples/sec: 9.29 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:54:43,982 epoch 20 - iter 15/39 - loss 0.00000064 - time (sec): 25.70 - samples/sec: 9.34 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:54:48,652 epoch 20 - iter 18/39 - loss 0.00000062 - time (sec): 30.37 - samples/sec: 9.48 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:54:54,811 epoch 20 - iter 21/39 - loss 0.00000055 - time (sec): 36.53 - samples/sec: 9.20 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:55:00,691 epoch 20 - iter 24/39 - loss 0.00000048 - time (sec): 42.41 - samples/sec: 9.06 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:55:07,972 epoch 20 - iter 27/39 - loss 0.00000043 - time (sec): 49.69 - samples/sec: 8.69 - lr: 0.000029 - momentum: 0.000000 | |
| 2024-06-23 23:55:14,702 epoch 20 - iter 30/39 - loss 0.00000041 - time (sec): 56.42 - samples/sec: 8.51 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:55:19,760 epoch 20 - iter 33/39 - loss 0.00000038 - time (sec): 61.48 - samples/sec: 8.59 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:55:26,384 epoch 20 - iter 36/39 - loss 0.00000038 - time (sec): 68.10 - samples/sec: 8.46 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:55:30,414 epoch 20 - iter 39/39 - loss 0.00000036 - time (sec): 72.13 - samples/sec: 8.55 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:55:30,414 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:55:30,415 EPOCH 20 done: loss 0.0000 - lr: 0.000028 | |
| 2024-06-23 23:55:35,248 DEV : loss 1.6803444623947144 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:55:36,942 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:55:43,422 epoch 21 - iter 3/39 - loss 0.00000011 - time (sec): 6.48 - samples/sec: 7.41 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:55:48,506 epoch 21 - iter 6/39 - loss 0.00000009 - time (sec): 11.56 - samples/sec: 8.30 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:55:53,273 epoch 21 - iter 9/39 - loss 0.00000009 - time (sec): 16.33 - samples/sec: 8.82 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:55:59,004 epoch 21 - iter 12/39 - loss 0.00000009 - time (sec): 22.06 - samples/sec: 8.70 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:56:03,991 epoch 21 - iter 15/39 - loss 0.00000104 - time (sec): 27.05 - samples/sec: 8.87 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:56:10,166 epoch 21 - iter 18/39 - loss 0.00000090 - time (sec): 33.22 - samples/sec: 8.67 - lr: 0.000028 - momentum: 0.000000 | |
| 2024-06-23 23:56:14,886 epoch 21 - iter 21/39 - loss 0.00000079 - time (sec): 37.94 - samples/sec: 8.86 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:56:20,191 epoch 21 - iter 24/39 - loss 0.00000069 - time (sec): 43.25 - samples/sec: 8.88 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:56:26,244 epoch 21 - iter 27/39 - loss 0.00000068 - time (sec): 49.30 - samples/sec: 8.76 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:56:31,439 epoch 21 - iter 30/39 - loss 0.00000062 - time (sec): 54.50 - samples/sec: 8.81 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:56:38,526 epoch 21 - iter 33/39 - loss 0.00000070 - time (sec): 61.58 - samples/sec: 8.57 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:56:43,558 epoch 21 - iter 36/39 - loss 0.00000065 - time (sec): 66.62 - samples/sec: 8.65 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:56:49,100 epoch 21 - iter 39/39 - loss 0.00000061 - time (sec): 72.16 - samples/sec: 8.55 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:56:49,100 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:56:49,100 EPOCH 21 done: loss 0.0000 - lr: 0.000027 | |
| 2024-06-23 23:56:53,869 DEV : loss 1.6836782693862915 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:56:55,587 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:57:00,339 epoch 22 - iter 3/39 - loss 0.00000070 - time (sec): 4.75 - samples/sec: 10.10 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:57:05,168 epoch 22 - iter 6/39 - loss 0.00000040 - time (sec): 9.58 - samples/sec: 10.02 - lr: 0.000027 - momentum: 0.000000 | |
| 2024-06-23 23:57:09,879 epoch 22 - iter 9/39 - loss 0.00000028 - time (sec): 14.29 - samples/sec: 10.08 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:57:15,130 epoch 22 - iter 12/39 - loss 0.00000022 - time (sec): 19.54 - samples/sec: 9.82 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:57:20,147 epoch 22 - iter 15/39 - loss 0.00000019 - time (sec): 24.56 - samples/sec: 9.77 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:57:28,906 epoch 22 - iter 18/39 - loss 0.00000045 - time (sec): 33.32 - samples/sec: 8.64 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:57:33,703 epoch 22 - iter 21/39 - loss 0.00000040 - time (sec): 38.11 - samples/sec: 8.82 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:57:38,431 epoch 22 - iter 24/39 - loss 0.00000037 - time (sec): 42.84 - samples/sec: 8.96 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:57:44,678 epoch 22 - iter 27/39 - loss 0.00000039 - time (sec): 49.09 - samples/sec: 8.80 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:57:49,384 epoch 22 - iter 30/39 - loss 0.00000037 - time (sec): 53.80 - samples/sec: 8.92 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:57:55,518 epoch 22 - iter 33/39 - loss 0.00000036 - time (sec): 59.93 - samples/sec: 8.81 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:58:01,846 epoch 22 - iter 36/39 - loss 0.00000034 - time (sec): 66.26 - samples/sec: 8.69 - lr: 0.000026 - momentum: 0.000000 | |
| 2024-06-23 23:58:07,646 epoch 22 - iter 39/39 - loss 0.00000032 - time (sec): 72.06 - samples/sec: 8.56 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:58:07,647 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:58:07,647 EPOCH 22 done: loss 0.0000 - lr: 0.000025 | |
| 2024-06-23 23:58:12,485 DEV : loss 1.6798239946365356 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:58:14,187 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:58:19,952 epoch 23 - iter 3/39 - loss 0.00000012 - time (sec): 5.76 - samples/sec: 8.33 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:58:24,724 epoch 23 - iter 6/39 - loss 0.00000025 - time (sec): 10.54 - samples/sec: 9.11 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:58:29,553 epoch 23 - iter 9/39 - loss 0.00000020 - time (sec): 15.36 - samples/sec: 9.37 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:58:34,240 epoch 23 - iter 12/39 - loss 0.00000017 - time (sec): 20.05 - samples/sec: 9.58 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:58:39,532 epoch 23 - iter 15/39 - loss 0.00000016 - time (sec): 25.34 - samples/sec: 9.47 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:58:46,114 epoch 23 - iter 18/39 - loss 0.00000016 - time (sec): 31.93 - samples/sec: 9.02 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:58:51,076 epoch 23 - iter 21/39 - loss 0.00000017 - time (sec): 36.89 - samples/sec: 9.11 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:58:58,437 epoch 23 - iter 24/39 - loss 0.00000016 - time (sec): 44.25 - samples/sec: 8.68 - lr: 0.000025 - momentum: 0.000000 | |
| 2024-06-23 23:59:05,351 epoch 23 - iter 27/39 - loss 0.00000016 - time (sec): 51.16 - samples/sec: 8.44 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:59:11,049 epoch 23 - iter 30/39 - loss 0.00000015 - time (sec): 56.86 - samples/sec: 8.44 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:59:16,119 epoch 23 - iter 33/39 - loss 0.00000066 - time (sec): 61.93 - samples/sec: 8.53 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:59:21,829 epoch 23 - iter 36/39 - loss 0.00000064 - time (sec): 67.64 - samples/sec: 8.52 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:59:25,878 epoch 23 - iter 39/39 - loss 0.00000060 - time (sec): 71.69 - samples/sec: 8.61 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:59:25,878 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:59:25,878 EPOCH 23 done: loss 0.0000 - lr: 0.000024 | |
| 2024-06-23 23:59:30,684 DEV : loss 1.686423897743225 - f1-score (micro avg) 0.8947 | |
| 2024-06-23 23:59:32,382 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-23 23:59:37,585 epoch 24 - iter 3/39 - loss 0.00000041 - time (sec): 5.20 - samples/sec: 9.23 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:59:42,342 epoch 24 - iter 6/39 - loss 0.00000028 - time (sec): 9.96 - samples/sec: 9.64 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:59:48,252 epoch 24 - iter 9/39 - loss 0.00000020 - time (sec): 15.87 - samples/sec: 9.07 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:59:53,044 epoch 24 - iter 12/39 - loss 0.00000017 - time (sec): 20.66 - samples/sec: 9.29 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-23 23:59:58,797 epoch 24 - iter 15/39 - loss 0.00000020 - time (sec): 26.41 - samples/sec: 9.09 - lr: 0.000024 - momentum: 0.000000 | |
| 2024-06-24 00:00:03,629 epoch 24 - iter 18/39 - loss 0.00000017 - time (sec): 31.25 - samples/sec: 9.22 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-24 00:00:08,808 epoch 24 - iter 21/39 - loss 0.00000015 - time (sec): 36.42 - samples/sec: 9.22 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-24 00:00:14,820 epoch 24 - iter 24/39 - loss 0.00000014 - time (sec): 42.44 - samples/sec: 9.05 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-24 00:00:20,596 epoch 24 - iter 27/39 - loss 0.00000019 - time (sec): 48.21 - samples/sec: 8.96 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-24 00:00:26,162 epoch 24 - iter 30/39 - loss 0.00000018 - time (sec): 53.78 - samples/sec: 8.93 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-24 00:00:30,796 epoch 24 - iter 33/39 - loss 0.00000020 - time (sec): 58.41 - samples/sec: 9.04 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-24 00:00:40,090 epoch 24 - iter 36/39 - loss 0.00000019 - time (sec): 67.71 - samples/sec: 8.51 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-24 00:00:44,496 epoch 24 - iter 39/39 - loss 0.00000018 - time (sec): 72.11 - samples/sec: 8.56 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-24 00:00:44,497 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:00:44,497 EPOCH 24 done: loss 0.0000 - lr: 0.000023 | |
| 2024-06-24 00:00:49,348 DEV : loss 1.6934013366699219 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:00:51,073 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:00:55,786 epoch 25 - iter 3/39 - loss 0.00000015 - time (sec): 4.71 - samples/sec: 10.19 - lr: 0.000023 - momentum: 0.000000 | |
| 2024-06-24 00:01:01,366 epoch 25 - iter 6/39 - loss 0.00000032 - time (sec): 10.29 - samples/sec: 9.33 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:06,852 epoch 25 - iter 9/39 - loss 0.00000051 - time (sec): 15.78 - samples/sec: 9.13 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:11,651 epoch 25 - iter 12/39 - loss 0.00000039 - time (sec): 20.58 - samples/sec: 9.33 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:16,386 epoch 25 - iter 15/39 - loss 0.00000037 - time (sec): 25.31 - samples/sec: 9.48 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:21,284 epoch 25 - iter 18/39 - loss 0.00000033 - time (sec): 30.21 - samples/sec: 9.53 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:25,999 epoch 25 - iter 21/39 - loss 0.00000030 - time (sec): 34.93 - samples/sec: 9.62 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:31,195 epoch 25 - iter 24/39 - loss 0.00000026 - time (sec): 40.12 - samples/sec: 9.57 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:38,182 epoch 25 - iter 27/39 - loss 0.00000025 - time (sec): 47.11 - samples/sec: 9.17 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:44,519 epoch 25 - iter 30/39 - loss 0.00000026 - time (sec): 53.45 - samples/sec: 8.98 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:51,469 epoch 25 - iter 33/39 - loss 0.00000024 - time (sec): 60.39 - samples/sec: 8.74 - lr: 0.000022 - momentum: 0.000000 | |
| 2024-06-24 00:01:58,551 epoch 25 - iter 36/39 - loss 0.00000023 - time (sec): 67.48 - samples/sec: 8.54 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-24 00:02:03,222 epoch 25 - iter 39/39 - loss 0.00000029 - time (sec): 72.15 - samples/sec: 8.55 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-24 00:02:03,222 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:02:03,222 EPOCH 25 done: loss 0.0000 - lr: 0.000021 | |
| 2024-06-24 00:02:08,000 DEV : loss 1.6937851905822754 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:02:09,719 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:02:15,885 epoch 26 - iter 3/39 - loss 0.00000005 - time (sec): 6.16 - samples/sec: 7.79 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-24 00:02:20,586 epoch 26 - iter 6/39 - loss 0.00000007 - time (sec): 10.87 - samples/sec: 8.84 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-24 00:02:26,619 epoch 26 - iter 9/39 - loss 0.00000007 - time (sec): 16.90 - samples/sec: 8.52 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-24 00:02:33,062 epoch 26 - iter 12/39 - loss 0.00000006 - time (sec): 23.34 - samples/sec: 8.23 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-24 00:02:39,697 epoch 26 - iter 15/39 - loss 0.00000005 - time (sec): 29.98 - samples/sec: 8.01 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-24 00:02:44,696 epoch 26 - iter 18/39 - loss 0.00000008 - time (sec): 34.98 - samples/sec: 8.23 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-24 00:02:49,629 epoch 26 - iter 21/39 - loss 0.00000007 - time (sec): 39.91 - samples/sec: 8.42 - lr: 0.000021 - momentum: 0.000000 | |
| 2024-06-24 00:02:55,530 epoch 26 - iter 24/39 - loss 0.00000012 - time (sec): 45.81 - samples/sec: 8.38 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:00,168 epoch 26 - iter 27/39 - loss 0.00000012 - time (sec): 50.45 - samples/sec: 8.56 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:05,837 epoch 26 - iter 30/39 - loss 0.00000012 - time (sec): 56.12 - samples/sec: 8.55 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:11,122 epoch 26 - iter 33/39 - loss 0.00000011 - time (sec): 61.40 - samples/sec: 8.60 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:16,031 epoch 26 - iter 36/39 - loss 0.00000013 - time (sec): 66.31 - samples/sec: 8.69 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:21,462 epoch 26 - iter 39/39 - loss 0.00000013 - time (sec): 71.74 - samples/sec: 8.60 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:21,462 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:03:21,462 EPOCH 26 done: loss 0.0000 - lr: 0.000020 | |
| 2024-06-24 00:03:26,369 DEV : loss 1.6954692602157593 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:03:27,965 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:03:32,943 epoch 27 - iter 3/39 - loss 0.00000027 - time (sec): 4.98 - samples/sec: 9.64 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:37,755 epoch 27 - iter 6/39 - loss 0.00000040 - time (sec): 9.79 - samples/sec: 9.81 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:45,593 epoch 27 - iter 9/39 - loss 0.00000031 - time (sec): 17.63 - samples/sec: 8.17 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:50,561 epoch 27 - iter 12/39 - loss 0.00000026 - time (sec): 22.59 - samples/sec: 8.50 - lr: 0.000020 - momentum: 0.000000 | |
| 2024-06-24 00:03:56,047 epoch 27 - iter 15/39 - loss 0.00000021 - time (sec): 28.08 - samples/sec: 8.55 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-24 00:04:00,670 epoch 27 - iter 18/39 - loss 0.00000019 - time (sec): 32.70 - samples/sec: 8.81 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-24 00:04:05,898 epoch 27 - iter 21/39 - loss 0.00000019 - time (sec): 37.93 - samples/sec: 8.86 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-24 00:04:12,467 epoch 27 - iter 24/39 - loss 0.00000017 - time (sec): 44.50 - samples/sec: 8.63 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-24 00:04:17,141 epoch 27 - iter 27/39 - loss 0.00000022 - time (sec): 49.17 - samples/sec: 8.79 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-24 00:04:23,666 epoch 27 - iter 30/39 - loss 0.00000020 - time (sec): 55.70 - samples/sec: 8.62 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-24 00:04:30,842 epoch 27 - iter 33/39 - loss 0.00000019 - time (sec): 62.88 - samples/sec: 8.40 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-24 00:04:35,619 epoch 27 - iter 36/39 - loss 0.00000017 - time (sec): 67.65 - samples/sec: 8.51 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-24 00:04:40,105 epoch 27 - iter 39/39 - loss 0.00000018 - time (sec): 72.14 - samples/sec: 8.55 - lr: 0.000019 - momentum: 0.000000 | |
| 2024-06-24 00:04:40,106 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:04:40,106 EPOCH 27 done: loss 0.0000 - lr: 0.000019 | |
| 2024-06-24 00:04:44,881 DEV : loss 1.6968917846679688 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:04:46,603 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:04:51,490 epoch 28 - iter 3/39 - loss 0.00000003 - time (sec): 4.89 - samples/sec: 9.82 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:04:57,535 epoch 28 - iter 6/39 - loss 0.00000011 - time (sec): 10.93 - samples/sec: 8.78 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:05:02,732 epoch 28 - iter 9/39 - loss 0.00000019 - time (sec): 16.13 - samples/sec: 8.93 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:05:09,142 epoch 28 - iter 12/39 - loss 0.00000017 - time (sec): 22.54 - samples/sec: 8.52 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:05:13,949 epoch 28 - iter 15/39 - loss 0.00000014 - time (sec): 27.35 - samples/sec: 8.78 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:05:19,474 epoch 28 - iter 18/39 - loss 0.00000017 - time (sec): 32.87 - samples/sec: 8.76 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:05:26,520 epoch 28 - iter 21/39 - loss 0.00000016 - time (sec): 39.92 - samples/sec: 8.42 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:05:31,232 epoch 28 - iter 24/39 - loss 0.00000014 - time (sec): 44.63 - samples/sec: 8.60 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:05:36,445 epoch 28 - iter 27/39 - loss 0.00000014 - time (sec): 49.84 - samples/sec: 8.67 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:05:42,669 epoch 28 - iter 30/39 - loss 0.00000015 - time (sec): 56.07 - samples/sec: 8.56 - lr: 0.000018 - momentum: 0.000000 | |
| 2024-06-24 00:05:48,598 epoch 28 - iter 33/39 - loss 0.00000016 - time (sec): 61.99 - samples/sec: 8.52 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-24 00:05:53,350 epoch 28 - iter 36/39 - loss 0.00000016 - time (sec): 66.75 - samples/sec: 8.63 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-24 00:05:58,693 epoch 28 - iter 39/39 - loss 0.00000016 - time (sec): 72.09 - samples/sec: 8.56 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-24 00:05:58,694 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:05:58,694 EPOCH 28 done: loss 0.0000 - lr: 0.000017 | |
| 2024-06-24 00:06:03,494 DEV : loss 1.6977306604385376 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:06:05,185 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:06:10,371 epoch 29 - iter 3/39 - loss 0.00000039 - time (sec): 5.19 - samples/sec: 9.26 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-24 00:06:15,181 epoch 29 - iter 6/39 - loss 0.00000024 - time (sec): 10.00 - samples/sec: 9.60 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-24 00:06:21,095 epoch 29 - iter 9/39 - loss 0.00000017 - time (sec): 15.91 - samples/sec: 9.05 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-24 00:06:26,316 epoch 29 - iter 12/39 - loss 0.00000015 - time (sec): 21.13 - samples/sec: 9.09 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-24 00:06:32,910 epoch 29 - iter 15/39 - loss 0.00000013 - time (sec): 27.72 - samples/sec: 8.66 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-24 00:06:39,431 epoch 29 - iter 18/39 - loss 0.00000011 - time (sec): 34.25 - samples/sec: 8.41 - lr: 0.000017 - momentum: 0.000000 | |
| 2024-06-24 00:06:44,951 epoch 29 - iter 21/39 - loss 0.00000015 - time (sec): 39.77 - samples/sec: 8.45 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:06:49,789 epoch 29 - iter 24/39 - loss 0.00000058 - time (sec): 44.60 - samples/sec: 8.61 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:06:54,794 epoch 29 - iter 27/39 - loss 0.00000052 - time (sec): 49.61 - samples/sec: 8.71 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:07:00,697 epoch 29 - iter 30/39 - loss 0.00000056 - time (sec): 55.51 - samples/sec: 8.65 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:07:05,632 epoch 29 - iter 33/39 - loss 0.00000052 - time (sec): 60.45 - samples/sec: 8.74 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:07:10,701 epoch 29 - iter 36/39 - loss 0.00000052 - time (sec): 65.52 - samples/sec: 8.79 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:07:17,290 epoch 29 - iter 39/39 - loss 0.00000051 - time (sec): 72.10 - samples/sec: 8.56 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:07:17,290 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:07:17,290 EPOCH 29 done: loss 0.0000 - lr: 0.000016 | |
| 2024-06-24 00:07:22,120 DEV : loss 1.7071365118026733 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:07:23,742 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:07:29,222 epoch 30 - iter 3/39 - loss 0.00000009 - time (sec): 5.48 - samples/sec: 8.76 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:07:34,286 epoch 30 - iter 6/39 - loss 0.00000006 - time (sec): 10.54 - samples/sec: 9.11 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:07:42,696 epoch 30 - iter 9/39 - loss 0.00000006 - time (sec): 18.95 - samples/sec: 7.60 - lr: 0.000016 - momentum: 0.000000 | |
| 2024-06-24 00:07:48,003 epoch 30 - iter 12/39 - loss 0.00000166 - time (sec): 24.26 - samples/sec: 7.91 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-24 00:07:54,844 epoch 30 - iter 15/39 - loss 0.00000134 - time (sec): 31.10 - samples/sec: 7.72 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-24 00:08:01,060 epoch 30 - iter 18/39 - loss 0.00000112 - time (sec): 37.32 - samples/sec: 7.72 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-24 00:08:05,774 epoch 30 - iter 21/39 - loss 0.00000097 - time (sec): 42.03 - samples/sec: 7.99 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-24 00:08:10,765 epoch 30 - iter 24/39 - loss 0.00000086 - time (sec): 47.02 - samples/sec: 8.17 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-24 00:08:15,460 epoch 30 - iter 27/39 - loss 0.00000077 - time (sec): 51.72 - samples/sec: 8.35 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-24 00:08:20,307 epoch 30 - iter 30/39 - loss 0.00000070 - time (sec): 56.56 - samples/sec: 8.49 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-24 00:08:26,918 epoch 30 - iter 33/39 - loss 0.00000070 - time (sec): 63.18 - samples/sec: 8.36 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-24 00:08:31,762 epoch 30 - iter 36/39 - loss 0.00000065 - time (sec): 68.02 - samples/sec: 8.47 - lr: 0.000015 - momentum: 0.000000 | |
| 2024-06-24 00:08:35,864 epoch 30 - iter 39/39 - loss 0.00000061 - time (sec): 72.12 - samples/sec: 8.56 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:08:35,864 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:08:35,865 EPOCH 30 done: loss 0.0000 - lr: 0.000014 | |
| 2024-06-24 00:08:40,738 DEV : loss 1.7021454572677612 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:08:42,445 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:08:48,744 epoch 31 - iter 3/39 - loss 0.00000041 - time (sec): 6.30 - samples/sec: 7.62 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:08:54,327 epoch 31 - iter 6/39 - loss 0.00000190 - time (sec): 11.88 - samples/sec: 8.08 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:09:00,788 epoch 31 - iter 9/39 - loss 0.00000132 - time (sec): 18.34 - samples/sec: 7.85 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:09:05,605 epoch 31 - iter 12/39 - loss 0.00000100 - time (sec): 23.16 - samples/sec: 8.29 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:09:12,328 epoch 31 - iter 15/39 - loss 0.00000092 - time (sec): 29.88 - samples/sec: 8.03 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:09:16,992 epoch 31 - iter 18/39 - loss 0.00000078 - time (sec): 34.55 - samples/sec: 8.34 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:09:21,873 epoch 31 - iter 21/39 - loss 0.00000068 - time (sec): 39.43 - samples/sec: 8.52 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:09:27,853 epoch 31 - iter 24/39 - loss 0.00000063 - time (sec): 45.41 - samples/sec: 8.46 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:09:32,856 epoch 31 - iter 27/39 - loss 0.00000066 - time (sec): 50.41 - samples/sec: 8.57 - lr: 0.000014 - momentum: 0.000000 | |
| 2024-06-24 00:09:37,731 epoch 31 - iter 30/39 - loss 0.00000063 - time (sec): 55.28 - samples/sec: 8.68 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-24 00:09:42,690 epoch 31 - iter 33/39 - loss 0.00000059 - time (sec): 60.24 - samples/sec: 8.76 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-24 00:09:48,699 epoch 31 - iter 36/39 - loss 0.00000056 - time (sec): 66.25 - samples/sec: 8.69 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-24 00:09:54,531 epoch 31 - iter 39/39 - loss 0.00000053 - time (sec): 72.08 - samples/sec: 8.56 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-24 00:09:54,532 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:09:54,532 EPOCH 31 done: loss 0.0000 - lr: 0.000013 | |
| 2024-06-24 00:09:59,362 DEV : loss 1.6980420351028442 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:10:00,982 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:10:07,046 epoch 32 - iter 3/39 - loss 0.00000006 - time (sec): 6.06 - samples/sec: 7.92 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-24 00:10:11,803 epoch 32 - iter 6/39 - loss 0.00000005 - time (sec): 10.82 - samples/sec: 8.87 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-24 00:10:17,707 epoch 32 - iter 9/39 - loss 0.00000008 - time (sec): 16.72 - samples/sec: 8.61 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-24 00:10:22,746 epoch 32 - iter 12/39 - loss 0.00000009 - time (sec): 21.76 - samples/sec: 8.82 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-24 00:10:27,450 epoch 32 - iter 15/39 - loss 0.00000008 - time (sec): 26.47 - samples/sec: 9.07 - lr: 0.000013 - momentum: 0.000000 | |
| 2024-06-24 00:10:33,850 epoch 32 - iter 18/39 - loss 0.00000007 - time (sec): 32.87 - samples/sec: 8.76 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-24 00:10:39,384 epoch 32 - iter 21/39 - loss 0.00000008 - time (sec): 38.40 - samples/sec: 8.75 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-24 00:10:44,361 epoch 32 - iter 24/39 - loss 0.00000011 - time (sec): 43.38 - samples/sec: 8.85 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-24 00:10:50,858 epoch 32 - iter 27/39 - loss 0.00000011 - time (sec): 49.87 - samples/sec: 8.66 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-24 00:10:55,639 epoch 32 - iter 30/39 - loss 0.00000013 - time (sec): 54.66 - samples/sec: 8.78 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-24 00:11:02,190 epoch 32 - iter 33/39 - loss 0.00000012 - time (sec): 61.21 - samples/sec: 8.63 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-24 00:11:07,484 epoch 32 - iter 36/39 - loss 0.00000012 - time (sec): 66.50 - samples/sec: 8.66 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-24 00:11:13,239 epoch 32 - iter 39/39 - loss 0.00000012 - time (sec): 72.26 - samples/sec: 8.54 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-24 00:11:13,240 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:11:13,240 EPOCH 32 done: loss 0.0000 - lr: 0.000012 | |
| 2024-06-24 00:11:18,078 DEV : loss 1.6986628770828247 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:11:19,773 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:11:24,783 epoch 33 - iter 3/39 - loss 0.00000010 - time (sec): 5.01 - samples/sec: 9.58 - lr: 0.000012 - momentum: 0.000000 | |
| 2024-06-24 00:11:30,965 epoch 33 - iter 6/39 - loss 0.00000014 - time (sec): 11.19 - samples/sec: 8.58 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:11:35,856 epoch 33 - iter 9/39 - loss 0.00000017 - time (sec): 16.08 - samples/sec: 8.95 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:11:40,951 epoch 33 - iter 12/39 - loss 0.00000013 - time (sec): 21.18 - samples/sec: 9.07 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:11:47,505 epoch 33 - iter 15/39 - loss 0.00000011 - time (sec): 27.73 - samples/sec: 8.65 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:11:53,935 epoch 33 - iter 18/39 - loss 0.00000010 - time (sec): 34.16 - samples/sec: 8.43 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:11:59,165 epoch 33 - iter 21/39 - loss 0.00000010 - time (sec): 39.39 - samples/sec: 8.53 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:12:05,219 epoch 33 - iter 24/39 - loss 0.00000012 - time (sec): 45.44 - samples/sec: 8.45 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:12:10,844 epoch 33 - iter 27/39 - loss 0.00000017 - time (sec): 51.07 - samples/sec: 8.46 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:12:15,467 epoch 33 - iter 30/39 - loss 0.00000016 - time (sec): 55.69 - samples/sec: 8.62 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:12:22,880 epoch 33 - iter 33/39 - loss 0.00000015 - time (sec): 63.11 - samples/sec: 8.37 - lr: 0.000011 - momentum: 0.000000 | |
| 2024-06-24 00:12:27,673 epoch 33 - iter 36/39 - loss 0.00000036 - time (sec): 67.90 - samples/sec: 8.48 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-24 00:12:31,856 epoch 33 - iter 39/39 - loss 0.00000040 - time (sec): 72.08 - samples/sec: 8.56 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-24 00:12:31,856 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:12:31,856 EPOCH 33 done: loss 0.0000 - lr: 0.000010 | |
| 2024-06-24 00:12:36,744 DEV : loss 1.698986291885376 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:12:38,450 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:12:44,875 epoch 34 - iter 3/39 - loss 0.00000021 - time (sec): 6.42 - samples/sec: 7.47 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-24 00:12:49,539 epoch 34 - iter 6/39 - loss 0.00000018 - time (sec): 11.09 - samples/sec: 8.66 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-24 00:12:54,424 epoch 34 - iter 9/39 - loss 0.00000081 - time (sec): 15.97 - samples/sec: 9.02 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-24 00:13:00,509 epoch 34 - iter 12/39 - loss 0.00000062 - time (sec): 22.06 - samples/sec: 8.70 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-24 00:13:06,842 epoch 34 - iter 15/39 - loss 0.00000063 - time (sec): 28.39 - samples/sec: 8.45 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-24 00:13:11,704 epoch 34 - iter 18/39 - loss 0.00000054 - time (sec): 33.25 - samples/sec: 8.66 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-24 00:13:17,655 epoch 34 - iter 21/39 - loss 0.00000048 - time (sec): 39.20 - samples/sec: 8.57 - lr: 0.000010 - momentum: 0.000000 | |
| 2024-06-24 00:13:22,770 epoch 34 - iter 24/39 - loss 0.00000042 - time (sec): 44.32 - samples/sec: 8.66 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:13:29,291 epoch 34 - iter 27/39 - loss 0.00000043 - time (sec): 50.84 - samples/sec: 8.50 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:13:35,129 epoch 34 - iter 30/39 - loss 0.00000041 - time (sec): 56.68 - samples/sec: 8.47 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:13:40,347 epoch 34 - iter 33/39 - loss 0.00000041 - time (sec): 61.90 - samples/sec: 8.53 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:13:46,088 epoch 34 - iter 36/39 - loss 0.00000038 - time (sec): 67.64 - samples/sec: 8.52 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:13:50,488 epoch 34 - iter 39/39 - loss 0.00000038 - time (sec): 72.04 - samples/sec: 8.57 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:13:50,489 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:13:50,489 EPOCH 34 done: loss 0.0000 - lr: 0.000009 | |
| 2024-06-24 00:13:55,272 DEV : loss 1.6952990293502808 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:13:56,989 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:14:02,600 epoch 35 - iter 3/39 - loss 0.00000542 - time (sec): 5.61 - samples/sec: 8.56 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:14:07,465 epoch 35 - iter 6/39 - loss 0.00000277 - time (sec): 10.48 - samples/sec: 9.16 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:14:13,116 epoch 35 - iter 9/39 - loss 0.00000187 - time (sec): 16.13 - samples/sec: 8.93 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:14:18,093 epoch 35 - iter 12/39 - loss 0.00000141 - time (sec): 21.10 - samples/sec: 9.10 - lr: 0.000009 - momentum: 0.000000 | |
| 2024-06-24 00:14:22,728 epoch 35 - iter 15/39 - loss 0.00000113 - time (sec): 25.74 - samples/sec: 9.32 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-24 00:14:27,596 epoch 35 - iter 18/39 - loss 0.00000100 - time (sec): 30.61 - samples/sec: 9.41 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-24 00:14:33,535 epoch 35 - iter 21/39 - loss 0.00000087 - time (sec): 36.54 - samples/sec: 9.19 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-24 00:14:41,102 epoch 35 - iter 24/39 - loss 0.00000076 - time (sec): 44.11 - samples/sec: 8.71 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-24 00:14:45,906 epoch 35 - iter 27/39 - loss 0.00000068 - time (sec): 48.92 - samples/sec: 8.83 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-24 00:14:52,195 epoch 35 - iter 30/39 - loss 0.00000062 - time (sec): 55.20 - samples/sec: 8.69 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-24 00:14:58,255 epoch 35 - iter 33/39 - loss 0.00000057 - time (sec): 61.26 - samples/sec: 8.62 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-24 00:15:05,341 epoch 35 - iter 36/39 - loss 0.00000052 - time (sec): 68.35 - samples/sec: 8.43 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-24 00:15:09,398 epoch 35 - iter 39/39 - loss 0.00000050 - time (sec): 72.41 - samples/sec: 8.52 - lr: 0.000008 - momentum: 0.000000 | |
| 2024-06-24 00:15:09,399 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:15:09,399 EPOCH 35 done: loss 0.0000 - lr: 0.000008 | |
| 2024-06-24 00:15:14,284 DEV : loss 1.7006655931472778 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:15:16,011 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:15:20,891 epoch 36 - iter 3/39 - loss 0.00000127 - time (sec): 4.88 - samples/sec: 9.84 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:15:26,005 epoch 36 - iter 6/39 - loss 0.00000069 - time (sec): 9.99 - samples/sec: 9.61 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:15:30,853 epoch 36 - iter 9/39 - loss 0.00000053 - time (sec): 14.84 - samples/sec: 9.70 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:15:36,842 epoch 36 - iter 12/39 - loss 0.00000041 - time (sec): 20.83 - samples/sec: 9.22 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:15:44,294 epoch 36 - iter 15/39 - loss 0.00000037 - time (sec): 28.28 - samples/sec: 8.49 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:15:49,327 epoch 36 - iter 18/39 - loss 0.00000033 - time (sec): 33.32 - samples/sec: 8.64 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:15:54,236 epoch 36 - iter 21/39 - loss 0.00000028 - time (sec): 38.22 - samples/sec: 8.79 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:16:00,296 epoch 36 - iter 24/39 - loss 0.00000026 - time (sec): 44.28 - samples/sec: 8.67 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:16:06,692 epoch 36 - iter 27/39 - loss 0.00000026 - time (sec): 50.68 - samples/sec: 8.52 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:16:11,897 epoch 36 - iter 30/39 - loss 0.00000024 - time (sec): 55.89 - samples/sec: 8.59 - lr: 0.000007 - momentum: 0.000000 | |
| 2024-06-24 00:16:17,672 epoch 36 - iter 33/39 - loss 0.00000022 - time (sec): 61.66 - samples/sec: 8.56 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-24 00:16:23,749 epoch 36 - iter 36/39 - loss 0.00000021 - time (sec): 67.74 - samples/sec: 8.50 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-24 00:16:28,163 epoch 36 - iter 39/39 - loss 0.00000020 - time (sec): 72.15 - samples/sec: 8.55 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-24 00:16:28,164 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:16:28,164 EPOCH 36 done: loss 0.0000 - lr: 0.000006 | |
| 2024-06-24 00:16:32,993 DEV : loss 1.7021197080612183 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:16:34,685 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:16:40,901 epoch 37 - iter 3/39 - loss 0.00000003 - time (sec): 6.22 - samples/sec: 7.72 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-24 00:16:45,576 epoch 37 - iter 6/39 - loss 0.00000003 - time (sec): 10.89 - samples/sec: 8.81 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-24 00:16:50,468 epoch 37 - iter 9/39 - loss 0.00000009 - time (sec): 15.78 - samples/sec: 9.12 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-24 00:16:55,105 epoch 37 - iter 12/39 - loss 0.00000017 - time (sec): 20.42 - samples/sec: 9.40 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-24 00:17:00,241 epoch 37 - iter 15/39 - loss 0.00000014 - time (sec): 25.55 - samples/sec: 9.39 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-24 00:17:05,538 epoch 37 - iter 18/39 - loss 0.00000013 - time (sec): 30.85 - samples/sec: 9.33 - lr: 0.000006 - momentum: 0.000000 | |
| 2024-06-24 00:17:10,431 epoch 37 - iter 21/39 - loss 0.00000012 - time (sec): 35.75 - samples/sec: 9.40 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:17:15,323 epoch 37 - iter 24/39 - loss 0.00000011 - time (sec): 40.64 - samples/sec: 9.45 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:17:20,272 epoch 37 - iter 27/39 - loss 0.00000015 - time (sec): 45.59 - samples/sec: 9.48 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:17:25,225 epoch 37 - iter 30/39 - loss 0.00000014 - time (sec): 50.54 - samples/sec: 9.50 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:17:34,109 epoch 37 - iter 33/39 - loss 0.00000014 - time (sec): 59.42 - samples/sec: 8.89 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:17:41,163 epoch 37 - iter 36/39 - loss 0.00000014 - time (sec): 66.48 - samples/sec: 8.66 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:17:47,235 epoch 37 - iter 39/39 - loss 0.00000014 - time (sec): 72.55 - samples/sec: 8.50 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:17:47,236 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:17:47,236 EPOCH 37 done: loss 0.0000 - lr: 0.000005 | |
| 2024-06-24 00:17:51,949 DEV : loss 1.702373743057251 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:17:53,691 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:17:59,399 epoch 38 - iter 3/39 - loss 0.00000261 - time (sec): 5.71 - samples/sec: 8.41 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:18:04,191 epoch 38 - iter 6/39 - loss 0.00000132 - time (sec): 10.50 - samples/sec: 9.14 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:18:10,279 epoch 38 - iter 9/39 - loss 0.00000089 - time (sec): 16.59 - samples/sec: 8.68 - lr: 0.000005 - momentum: 0.000000 | |
| 2024-06-24 00:18:15,059 epoch 38 - iter 12/39 - loss 0.00000069 - time (sec): 21.37 - samples/sec: 8.99 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-24 00:18:22,574 epoch 38 - iter 15/39 - loss 0.00000059 - time (sec): 28.88 - samples/sec: 8.31 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-24 00:18:27,280 epoch 38 - iter 18/39 - loss 0.00000050 - time (sec): 33.59 - samples/sec: 8.57 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-24 00:18:34,816 epoch 38 - iter 21/39 - loss 0.00000048 - time (sec): 41.12 - samples/sec: 8.17 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-24 00:18:39,469 epoch 38 - iter 24/39 - loss 0.00000042 - time (sec): 45.78 - samples/sec: 8.39 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-24 00:18:45,653 epoch 38 - iter 27/39 - loss 0.00000041 - time (sec): 51.96 - samples/sec: 8.31 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-24 00:18:50,547 epoch 38 - iter 30/39 - loss 0.00000037 - time (sec): 56.86 - samples/sec: 8.44 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-24 00:18:56,666 epoch 38 - iter 33/39 - loss 0.00000035 - time (sec): 62.97 - samples/sec: 8.38 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-24 00:19:01,975 epoch 38 - iter 36/39 - loss 0.00000032 - time (sec): 68.28 - samples/sec: 8.44 - lr: 0.000004 - momentum: 0.000000 | |
| 2024-06-24 00:19:06,188 epoch 38 - iter 39/39 - loss 0.00000030 - time (sec): 72.50 - samples/sec: 8.51 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:19:06,188 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:19:06,188 EPOCH 38 done: loss 0.0000 - lr: 0.000003 | |
| 2024-06-24 00:19:10,986 DEV : loss 1.7031772136688232 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:19:12,580 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:19:17,415 epoch 39 - iter 3/39 - loss 0.00000003 - time (sec): 4.83 - samples/sec: 9.93 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:19:22,308 epoch 39 - iter 6/39 - loss 0.00000006 - time (sec): 9.73 - samples/sec: 9.87 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:19:28,668 epoch 39 - iter 9/39 - loss 0.00000026 - time (sec): 16.09 - samples/sec: 8.95 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:19:37,048 epoch 39 - iter 12/39 - loss 0.00000021 - time (sec): 24.47 - samples/sec: 7.85 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:19:44,240 epoch 39 - iter 15/39 - loss 0.00000019 - time (sec): 31.66 - samples/sec: 7.58 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:19:49,264 epoch 39 - iter 18/39 - loss 0.00000017 - time (sec): 36.68 - samples/sec: 7.85 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:19:54,357 epoch 39 - iter 21/39 - loss 0.00000015 - time (sec): 41.78 - samples/sec: 8.04 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:19:59,066 epoch 39 - iter 24/39 - loss 0.00000017 - time (sec): 46.49 - samples/sec: 8.26 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:20:03,935 epoch 39 - iter 27/39 - loss 0.00000039 - time (sec): 51.35 - samples/sec: 8.41 - lr: 0.000003 - momentum: 0.000000 | |
| 2024-06-24 00:20:10,405 epoch 39 - iter 30/39 - loss 0.00000036 - time (sec): 57.82 - samples/sec: 8.30 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-24 00:20:15,268 epoch 39 - iter 33/39 - loss 0.00000033 - time (sec): 62.69 - samples/sec: 8.42 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-24 00:20:20,926 epoch 39 - iter 36/39 - loss 0.00000034 - time (sec): 68.35 - samples/sec: 8.43 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-24 00:20:25,040 epoch 39 - iter 39/39 - loss 0.00000032 - time (sec): 72.46 - samples/sec: 8.52 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-24 00:20:25,041 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:20:25,041 EPOCH 39 done: loss 0.0000 - lr: 0.000002 | |
| 2024-06-24 00:20:29,851 DEV : loss 1.7041176557540894 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:20:31,571 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:20:36,431 epoch 40 - iter 3/39 - loss 0.00000288 - time (sec): 4.86 - samples/sec: 9.88 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-24 00:20:43,066 epoch 40 - iter 6/39 - loss 0.00000146 - time (sec): 11.49 - samples/sec: 8.35 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-24 00:20:48,875 epoch 40 - iter 9/39 - loss 0.00000100 - time (sec): 17.30 - samples/sec: 8.32 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-24 00:20:55,648 epoch 40 - iter 12/39 - loss 0.00000078 - time (sec): 24.08 - samples/sec: 7.97 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-24 00:21:00,428 epoch 40 - iter 15/39 - loss 0.00000064 - time (sec): 28.86 - samples/sec: 8.32 - lr: 0.000002 - momentum: 0.000000 | |
| 2024-06-24 00:21:05,272 epoch 40 - iter 18/39 - loss 0.00000054 - time (sec): 33.70 - samples/sec: 8.55 - lr: 0.000001 - momentum: 0.000000 | |
| 2024-06-24 00:21:11,236 epoch 40 - iter 21/39 - loss 0.00000047 - time (sec): 39.66 - samples/sec: 8.47 - lr: 0.000001 - momentum: 0.000000 | |
| 2024-06-24 00:21:17,478 epoch 40 - iter 24/39 - loss 0.00000042 - time (sec): 45.91 - samples/sec: 8.37 - lr: 0.000001 - momentum: 0.000000 | |
| 2024-06-24 00:21:22,265 epoch 40 - iter 27/39 - loss 0.00000037 - time (sec): 50.69 - samples/sec: 8.52 - lr: 0.000001 - momentum: 0.000000 | |
| 2024-06-24 00:21:27,415 epoch 40 - iter 30/39 - loss 0.00000034 - time (sec): 55.84 - samples/sec: 8.60 - lr: 0.000001 - momentum: 0.000000 | |
| 2024-06-24 00:21:32,200 epoch 40 - iter 33/39 - loss 0.00000032 - time (sec): 60.63 - samples/sec: 8.71 - lr: 0.000001 - momentum: 0.000000 | |
| 2024-06-24 00:21:38,217 epoch 40 - iter 36/39 - loss 0.00000031 - time (sec): 66.64 - samples/sec: 8.64 - lr: 0.000001 - momentum: 0.000000 | |
| 2024-06-24 00:21:44,225 epoch 40 - iter 39/39 - loss 0.00000030 - time (sec): 72.65 - samples/sec: 8.49 - lr: 0.000001 - momentum: 0.000000 | |
| 2024-06-24 00:21:44,226 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:21:44,226 EPOCH 40 done: loss 0.0000 - lr: 0.000001 | |
| 2024-06-24 00:21:48,944 DEV : loss 1.7045665979385376 - f1-score (micro avg) 0.8947 | |
| 2024-06-24 00:21:51,063 ---------------------------------------------------------------------------------------------------- | |
| 2024-06-24 00:21:51,064 Testing using last state of model ... | |
| 2024-06-24 00:21:56,953 | |
| Results: | |
| - F-score (micro) 0.9367 | |
| - F-score (macro) 0.9177 | |
| - Accuracy 0.9367 | |
| By class: | |
| precision recall f1-score support | |
| negative 0.9655 0.9492 0.9573 59 | |
| positive 0.8571 0.9000 0.8780 20 | |
| accuracy 0.9367 79 | |
| macro avg 0.9113 0.9246 0.9177 79 | |
| weighted avg 0.9381 0.9367 0.9372 79 | |
| 2024-06-24 00:21:56,954 ---------------------------------------------------------------------------------------------------- | |