unfrozen/oversampled_unfrozen_nb-bert-base_256_5e-05_64.txt

Started at: 11:28:44
nb-bert-base, 5e-05, 256
({'_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: 0.4413899657401172 - MAE: 0.5118550985645471
Validation loss : 0.1867724076697701 - MAE: 0.34331530271936106
Epoch: 1
Training loss: 0.14757613187486476 - MAE: 0.3026795306695769
Validation loss : 0.11399498856381367 - MAE: 0.26304836250637603
Epoch: 2
Training loss: 0.08607399362054738 - MAE: 0.22895718841329893
Validation loss : 0.07225815736149487 - MAE: 0.19903119259507135
Epoch: 3
Training loss: 0.059211568331176585 - MAE: 0.18899582588107694
Validation loss : 0.06619622323073839 - MAE: 0.18932563827685228
Epoch: 4
Training loss: 0.04838545457883315 - MAE: 0.17092895480758724
Validation loss : 0.05895508590497469 - MAE: 0.17547092334305148
Epoch: 5
Training loss: 0.04105569683015346 - MAE: 0.157566860807408
Validation loss : 0.051155690299837214 - MAE: 0.16086635896064347
Epoch: 6
Training loss: 0.032566981491717426 - MAE: 0.13899929587583015
Validation loss : 0.0835069359133118 - MAE: 0.22529959728477655
Epoch: 7
Training loss: 0.027728881483728235 - MAE: 0.12848378142722924
Validation loss : 0.05995822482203182 - MAE: 0.1829199381017833
Epoch: 8
Training loss: 0.0316613051363013 - MAE: 0.14019327658686856
Validation loss : 0.06424025975559887 - MAE: 0.19206263121543551
Stopped after 8 epochs.
Prediction MAE: 0.1933
Finished at: 11:28:44
Time taken: 1211 s.
0 days 0 hours 20 minutes 11 seconds

 
 

Preds: [[0.28561651706695557], [1.3299387693405151], [1.5935982465744019], [1.6430200338363647], [2.334810256958008], [0.5631060004234314], [2.155827045440674], [1.3501402139663696], [1.7341111898422241], [1.9050867557525635], [2.2355332374572754], [2.473034381866455], [2.205186367034912], [0.0], [0.5111207365989685], [1.2972451448440552], [0.3009367287158966], [1.778128743171692], [1.1814672946929932], [1.8801567554473877], [2.2093405723571777], [1.8828727006912231], [1.7107709646224976], [0.5174309015274048], [1.039990782737732], [2.270430326461792], [0.9920741319656372], [1.5269179344177246], [2.2913718223571777], [1.6256874799728394], [1.6448180675506592], [2.489499568939209], [0.4888746440410614], [0.0], [1.5382040739059448], [2.0855727195739746], [1.2945717573165894], [0.9018896818161011], [1.9288047552108765], [1.3907040357589722], [2.5144948959350586], [1.9542030096054077], [0.0], [1.8087207078933716], [2.020590305328369], [1.3612827062606812], [0.9713865518569946], 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Started at: 20:46:12
nb-bert-base, 5e-05, 256
({'_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: 0.4413899657401172 - MAE: 0.5118550985645471
Validation loss : 0.1867724076697701 - MAE: 0.34331530271936106
Epoch: 1
Started at: 20:49:08
nb-bert-base, 5e-05, 256
({'_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'}, {})
Training loss: 0.1398917097936977 - MAE: 0.29368378707489234
Validation loss : 0.11684620772537432 - MAE: 0.2665617702976204
Epoch: 2
Training loss: 0.08745962056246671 - MAE: 0.2304202397805547
Validation loss : 0.07599574817638648 - MAE: 0.2040969525948626
Epoch: 3
Started at: 20:55:05
nb-bert-base, 5e-05, 256
({'_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'}, {})