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({'_name_or_path': '/disk4/folder1/working/checkpoints/huggingface/native_pytorch/step4_8/', 'attention_probs_dropout_prob': 0.1, 'directionality': 'bidi', 'gradient_checkpointing': False, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'layer_norm_eps': 1e-12, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'pad_token_id': 0, 'pooler_fc_size': 768, 'pooler_num_attention_heads': 12, 'pooler_num_fc_layers': 3, 'pooler_size_per_head': 128, 'pooler_type': 'first_token_transform', 'position_embedding_type': 'absolute', 'type_vocab_size': 2, 'vocab_size': 119547, '_commit_hash': '82b194c0b3ea1fcad65f1eceee04adb26f9f71ac'}, {}) |
Epoch: 0 |
Training loss: 0.39730866372585294 - MAE: 0.4859462215712381 |
Validation loss : 0.2196155587832133 - MAE: 0.358251958619135 |
Epoch: 1 |
Training loss: 0.17908839583396913 - MAE: 0.32397780285924654 |
Validation loss : 0.1558608834942182 - MAE: 0.30258585682891376 |
Epoch: 2 |
Training loss: 0.1575879180431366 - MAE: 0.29877002595895036 |
Validation loss : 0.14711609482765198 - MAE: 0.29037275250782246 |
Epoch: 3 |
Training loss: 0.15081047505140305 - MAE: 0.2927416915612918 |
Validation loss : 0.14418130036857393 - MAE: 0.2855868255353847 |
Epoch: 4 |
Training loss: 0.1486131688952446 - MAE: 0.2895620071780584 |
Validation loss : 0.1416353558500608 - MAE: 0.2827090052807201 |
Epoch: 5 |
Training loss: 0.1443140760064125 - MAE: 0.2864368585237521 |
Validation loss : 0.1415707692503929 - MAE: 0.2815798797681286 |
Epoch: 6 |
Training loss: 0.14458888828754424 - MAE: 0.2867332379237455 |
Validation loss : 0.13991272449493408 - MAE: 0.2813442573034388 |
Epoch: 7 |
Training loss: 0.1426651358604431 - MAE: 0.2830702813173875 |
Validation loss : 0.14005657616588804 - MAE: 0.28040410864338733 |
Epoch: 8 |
Training loss: 0.14226840168237687 - MAE: 0.2838351485433796 |
Validation loss : 0.14099578393830192 - MAE: 0.2833797767431743 |
Epoch: 9 |
Training loss: 0.14148026525974275 - MAE: 0.2832427237151646 |
Validation loss : 0.14043273280064264 - MAE: 0.28271952708757264 |
Epoch: 10 |
Training loss: 0.14019824892282487 - MAE: 0.28222110902213876 |
Validation loss : 0.14011621558003956 - MAE: 0.28137689227353097 |
Stopped after 10 epochs. |
Prediction MAE: 0.2706 |
Finished at: 10:03:45 |
Time taken: 2540 s. |
0 days 0 hours 42 minutes 20 seconds |
Preds: [[1.4176892042160034], [1.5629020929336548], [1.604859709739685], [1.626731514930725], [1.5123556852340698], [1.4988638162612915], [1.9759061336517334], [1.4666465520858765], [1.4259898662567139], [1.537030577659607], [1.4037691354751587], [1.227837085723877], [1.5094374418258667], [1.3536652326583862], [1.2909436225891113], [1.59684157371521], [1.386806607246399], [1.3529548645019531], [1.4426984786987305], [1.1886354684829712], [1.5315682888031006], [1.7699865102767944], [1.352925181388855], [1.6192816495895386], [1.2581787109375], [1.2452620267868042], [1.8244596719741821], [1.6291927099227905], [1.3662586212158203], [1.3641605377197266], [1.5297743082046509], [1.2651242017745972], [1.3521162271499634], [1.4506787061691284], [1.2180756330490112], [1.3033262491226196], [1.2322251796722412], [1.6268484592437744], [1.1879669427871704], [1.436430811882019], [1.3379127979278564], [1.197009801864624], [1.4802912473678589], [1.5057331323623657], [1.3911179304122925], 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Started at: 10:52:47 |
({'_name_or_path': '/disk4/folder1/working/checkpoints/huggingface/native_pytorch/step4_8/', 'attention_probs_dropout_prob': 0.1, 'directionality': 'bidi', 'gradient_checkpointing': False, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'layer_norm_eps': 1e-12, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'pad_token_id': 0, 'pooler_fc_size': 768, 'pooler_num_attention_heads': 12, 'pooler_num_fc_layers': 3, 'pooler_size_per_head': 128, 'pooler_type': 'first_token_transform', 'position_embedding_type': 'absolute', 'type_vocab_size': 2, 'vocab_size': 119547, '_commit_hash': '82b194c0b3ea1fcad65f1eceee04adb26f9f71ac'}, {}) |
Started at: 14:40:19 |
({'_name_or_path': '/disk4/folder1/working/checkpoints/huggingface/native_pytorch/step4_8/', 'attention_probs_dropout_prob': 0.1, 'directionality': 'bidi', 'gradient_checkpointing': False, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'layer_norm_eps': 1e-12, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'pad_token_id': 0, 'pooler_fc_size': 768, 'pooler_num_attention_heads': 12, 'pooler_num_fc_layers': 3, 'pooler_size_per_head': 128, 'pooler_type': 'first_token_transform', 'position_embedding_type': 'absolute', 'type_vocab_size': 2, 'vocab_size': 119547, '_commit_hash': '82b194c0b3ea1fcad65f1eceee04adb26f9f71ac'}, {}) |
Epoch: 0 |
Training loss: 1.2811461687088013 - MAE: 1.0408094668466794 |
Validation loss : 1.3419398069381714 - MAE: 1.0652254769721856 |
Epoch: 1 |
Training loss: 0.7854926586151123 - MAE: 0.7721470455473632 |
Validation loss : 0.8864973783493042 - MAE: 0.8435096881137445 |
Epoch: 2 |
Training loss: 0.4843243956565857 - MAE: 0.5272605160349294 |
Validation loss : 0.5820499062538147 - MAE: 0.6337268329583682 |
Epoch: 3 |
Training loss: 0.41485145688056946 - MAE: 0.4802625859156251 |
Validation loss : 0.421680212020874 - MAE: 0.4904769934140719 |
Epoch: 4 |
Training loss: 0.48013365268707275 - MAE: 0.5623592561797092 |
Validation loss : 0.35784491896629333 - MAE: 0.4395319429727701 |
Epoch: 5 |
Training loss: 0.5700742602348328 - MAE: 0.62281050650697 |
Validation loss : 0.3381924331188202 - MAE: 0.4468093950014848 |
Epoch: 6 |
Training loss: 0.5534572601318359 - MAE: 0.6398394494072387 |
Validation loss : 0.3276384174823761 - MAE: 0.4481881180634865 |
Epoch: 7 |
Training loss: 0.5136637687683105 - MAE: 0.6030835897514695 |
Validation loss : 0.3143889605998993 - MAE: 0.4345858062689121 |
Epoch: 8 |
Training loss: 0.4339531362056732 - MAE: 0.5305713756304038 |
Validation loss : 0.30018025636672974 - MAE: 0.41813509395489323 |
Epoch: 9 |
Training loss: 0.3681242763996124 - MAE: 0.4937124432701814 |
Validation loss : 0.28909191489219666 - MAE: 0.4049994842364238 |
Epoch: 10 |
Training loss: 0.28562891483306885 - MAE: 0.4289360728703047 |
Validation loss : 0.2845577895641327 - MAE: 0.39556940358418685 |
Epoch: 11 |
Training loss: 0.22621430456638336 - MAE: 0.3758177969016527 |
Validation loss : 0.28580838441848755 - MAE: 0.3986670867754863 |
Epoch: 12 |
Training loss: 0.23422713577747345 - MAE: 0.38526535191034017 |
Validation loss : 0.28847622871398926 - MAE: 0.40267336712433743 |
Epoch: 13 |
Training loss: 0.22982938587665558 - MAE: 0.35741449578812245 |
Validation loss : 0.28796255588531494 - MAE: 0.4020649595902516 |
Epoch: 14 |
Training loss: 0.23996150493621826 - MAE: 0.39404939899319097 |
Validation loss : 0.2812049388885498 - MAE: 0.39587824505109054 |
Epoch: 15 |
Training loss: 0.24414275586605072 - MAE: 0.379991781554724 |
Validation loss : 0.2680702209472656 - MAE: 0.383818744466855 |
Epoch: 16 |
Training loss: 0.27029654383659363 - MAE: 0.40085393817801224 |
Validation loss : 0.25258928537368774 - MAE: 0.3699319534576856 |
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