home-standard-results
/
oversampled_unfrozen
/oversampled_False_unfrozen_nb-bert-base_128_5e-06_128.txt
Started at: 15:42:32 | |
nb-bert-base, 5e-06, 128 | |
({'_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: 0.33608432710170744 - MAE: 0.43243840742639095 | |
Validation loss : 0.1794234970036675 - MAE: 0.32278704808536035 | |
Epoch: 1 | |
Training loss: 0.1674842369556427 - MAE: 0.31167954456795716 | |
Validation loss : 0.1640064299983137 - MAE: 0.3063768331901366 | |
Epoch: 2 | |
Training loss: 0.1580326673388481 - MAE: 0.3004621400964959 | |
Validation loss : 0.15081930116695516 - MAE: 0.2939987153720106 | |
Epoch: 3 | |
Training loss: 0.14433746680617332 - MAE: 0.2853955953382289 | |
Validation loss : 0.13955745363936706 - MAE: 0.2805828900770382 | |
Epoch: 4 | |
Training loss: 0.12773224733769895 - MAE: 0.2682634582590704 | |
Validation loss : 0.12777050628381617 - MAE: 0.26856869819032614 | |
Epoch: 5 | |
Training loss: 0.11507055133581162 - MAE: 0.2548698064814896 | |
Validation loss : 0.11819195002317429 - MAE: 0.2559857516534626 | |
Epoch: 6 | |
Training loss: 0.10605520464479923 - MAE: 0.24685413996018704 | |
Validation loss : 0.11385800119708567 - MAE: 0.2514239431805721 | |
Epoch: 7 | |
Training loss: 0.09987761311233044 - MAE: 0.23910935102620393 | |
Validation loss : 0.10999320841887418 - MAE: 0.2490825267050983 | |
Epoch: 8 | |
Training loss: 0.09503072924911976 - MAE: 0.23424281710060202 | |
Validation loss : 0.10815327263930265 - MAE: 0.24874807522133224 | |
Epoch: 9 | |
Training loss: 0.09119642566889524 - MAE: 0.229760940773865 | |
Validation loss : 0.10649637790287242 - MAE: 0.2485144665264264 | |
Epoch: 10 | |
Training loss: 0.08799542726948857 - MAE: 0.2265422133769623 | |
Validation loss : 0.10533954553744372 - MAE: 0.24686528907851468 | |
Epoch: 11 | |
Training loss: 0.08391232438385486 - MAE: 0.22264016093147554 | |
Validation loss : 0.10643703884938184 - MAE: 0.24956312724139498 | |
Epoch: 12 | |
Training loss: 0.08107006164267659 - MAE: 0.21885912661396761 | |
Validation loss : 0.10593029549893211 - MAE: 0.24877612805817662 | |
Epoch: 13 | |
Training loss: 0.07630394201725721 - MAE: 0.2130832998065937 | |
Validation loss : 0.10775891340830747 - MAE: 0.25137393788832274 | |
Stopped after 13 epochs. | |
Prediction MAE: 0.2454 | |
Finished at: 15:42:32 | |
Time taken: 1222 s. | |
0 days 0 hours 20 minutes 22 seconds | |
Preds: [[1.2905293703079224], [1.4718060493469238], [1.5173659324645996], [1.5854400396347046], [1.3496900796890259], [1.193461537361145], [1.7577404975891113], [1.144631028175354], [1.5100243091583252], [1.0844712257385254], [0.9589149355888367], [1.2566159963607788], [1.3156509399414062], [1.0065778493881226], [1.2512317895889282], [1.6029560565948486], [1.075844645500183], [1.3408845663070679], [1.6290940046310425], [0.7135030031204224], [1.6035372018814087], [1.2592699527740479], [1.227832555770874], [1.6890984773635864], [1.0861525535583496], [1.0444010496139526], [1.6072380542755127], [1.451095461845398], [1.2912472486495972], [1.0804286003112793], [1.3512799739837646], [0.8063766956329346], [1.8461686372756958], [1.419385313987732], [1.1765040159225464], [1.2408891916275024], [1.1586054563522339], [1.2851423025131226], [1.2289669513702393], [1.5122063159942627], [1.1233443021774292], [0.9302881956100464], [1.458646297454834], [1.4106723070144653], [1.2779754400253296], 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Started at: 14:13:56 | |
nb-bert-base, 5e-06, 128 | |
({'_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: 0.33608432710170744 - MAE: 0.43243840742639095 | |
Validation loss : 0.1794234970036675 - MAE: 0.32278704808536035 | |
Epoch: 1 | |
Training loss: 0.1674842369556427 - MAE: 0.31167954456795716 | |
Validation loss : 0.1640064299983137 - MAE: 0.3063768331901366 | |
Epoch: 2 | |
Training loss: 0.1580326673388481 - MAE: 0.3004621400964959 | |
Validation loss : 0.15081930116695516 - MAE: 0.2939987153720106 | |
Epoch: 3 | |
Training loss: 0.14433746680617332 - MAE: 0.2853955953382289 | |
Validation loss : 0.13955745363936706 - MAE: 0.2805828900770382 | |
Epoch: 4 | |
Training loss: 0.12773224733769895 - MAE: 0.2682634582590704 | |
Validation loss : 0.12777050628381617 - MAE: 0.26856869819032614 | |
Epoch: 5 | |
Training loss: 0.11507055133581162 - MAE: 0.2548698064814896 | |
Validation loss : 0.11819195002317429 - MAE: 0.2559857516534626 | |
Epoch: 6 | |
Training loss: 0.10605520464479923 - MAE: 0.24685413996018704 | |
Validation loss : 0.11385800119708567 - MAE: 0.2514239431805721 | |
Epoch: 7 | |
Training loss: 0.09987761311233044 - MAE: 0.23910935102620393 | |
Validation loss : 0.10999320841887418 - MAE: 0.2490825267050983 | |
Epoch: 8 | |
Training loss: 0.09503072924911976 - MAE: 0.23424281710060202 | |
Validation loss : 0.10815327263930265 - MAE: 0.24874807522133224 | |
Epoch: 9 | |
Training loss: 0.09119642566889524 - MAE: 0.229760940773865 | |
Validation loss : 0.10649637790287242 - MAE: 0.2485144665264264 | |
Epoch: 10 | |
Training loss: 0.08799542726948857 - MAE: 0.2265422133769623 | |
Validation loss : 0.10533954553744372 - MAE: 0.24686528907851468 | |
Epoch: 11 | |
Training loss: 0.08391232438385486 - MAE: 0.22264016093147554 | |
Validation loss : 0.10643703884938184 - MAE: 0.24956312724139498 | |
Epoch: 12 | |
Training loss: 0.08107006164267659 - MAE: 0.21885912661396761 | |
Validation loss : 0.10593029549893211 - MAE: 0.24877612805817662 | |
Epoch: 13 | |
Training loss: 0.07630394201725721 - MAE: 0.2130832998065937 | |
Validation loss : 0.10775891340830747 - MAE: 0.25137393788832274 | |
Stopped after 13 epochs. | |
Prediction MAE: 0.2454 | |
Finished at: 14:13:56 | |
Time taken: 1224 s. | |
0 days 0 hours 20 minutes 24 seconds | |
Preds: [[1.2905293703079224], [1.4718060493469238], [1.5173659324645996], [1.5854400396347046], [1.3496900796890259], [1.193461537361145], [1.7577404975891113], [1.144631028175354], [1.5100243091583252], [1.0844712257385254], [0.9589149355888367], [1.2566159963607788], [1.3156509399414062], [1.0065778493881226], [1.2512317895889282], [1.6029560565948486], [1.075844645500183], [1.3408845663070679], [1.6290940046310425], [0.7135030031204224], [1.6035372018814087], [1.2592699527740479], [1.227832555770874], [1.6890984773635864], [1.0861525535583496], [1.0444010496139526], [1.6072380542755127], [1.451095461845398], [1.2912472486495972], [1.0804286003112793], [1.3512799739837646], [0.8063766956329346], [1.8461686372756958], [1.419385313987732], [1.1765040159225464], [1.2408891916275024], [1.1586054563522339], [1.2851423025131226], [1.2289669513702393], [1.5122063159942627], [1.1233443021774292], [0.9302881956100464], [1.458646297454834], [1.4106723070144653], [1.2779754400253296], 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