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

 
 

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