oversampled_False_unfrozen_nb-bert-base_256_1e-06_64.txt

Started at: 14:14:54
nb-bert-base, 1e-06, 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: 1.3610501217842101 - MAE: 1.0817184245036757
Validation loss : 0.6300775276290046 - MAE: 0.6925418514553945
Epoch: 1
Training loss: 0.32747340738773345 - MAE: 0.4483029439383294
Validation loss : 0.24206096761756474 - MAE: 0.3825273214027049
Epoch: 2
Training loss: 0.22492031693458558 - MAE: 0.3634789782721722
Validation loss : 0.21290512879689535 - MAE: 0.3531350766820909
Epoch: 3
Training loss: 0.21074927151203154 - MAE: 0.34935127198342575
Validation loss : 0.19930076433552635 - MAE: 0.3423320980410668
Epoch: 4
Training loss: 0.1998182564973831 - MAE: 0.33952265508216506
Validation loss : 0.19053682684898376 - MAE: 0.33432257900743867
Epoch: 5
Training loss: 0.18897418558597565 - MAE: 0.3308955648791844
Validation loss : 0.183888531393475 - MAE: 0.32777869810289756
Epoch: 6
Training loss: 0.18244400441646577 - MAE: 0.3239016318289663
Validation loss : 0.17849575810962254 - MAE: 0.32227053870844763
Epoch: 7
Training loss: 0.17936479389667512 - MAE: 0.32048774343640357
Validation loss : 0.174004680580563 - MAE: 0.3172998359634526
Epoch: 8
Training loss: 0.17690573513507843 - MAE: 0.3179874754998065
Validation loss : 0.17019198503759173 - MAE: 0.3130601250011837
Epoch: 9
Training loss: 0.171479050219059 - MAE: 0.31243650862938
Validation loss : 0.16672976977295345 - MAE: 0.30925350280753894
Epoch: 10
Training loss: 0.16934633016586303 - MAE: 0.3105842075823956
Validation loss : 0.16365073952409956 - MAE: 0.3054956521646379
Epoch: 11
Training loss: 0.16901946306228638 - MAE: 0.3104853099071552
Validation loss : 0.16163094507323372 - MAE: 0.3018340222544562
Epoch: 12
Training loss: 0.16289644062519074 - MAE: 0.3032128571774679
Validation loss : 0.15861071149508157 - MAE: 0.29892911668430483
Epoch: 13
Training loss: 0.16094084948301315 - MAE: 0.3017364437829033
Validation loss : 0.15633813540140787 - MAE: 0.295844440886826
Epoch: 14
Training loss: 0.15619824528694154 - MAE: 0.2982343003784247
Validation loss : 0.15405048429965973 - MAE: 0.2929410397811803
Epoch: 15
Training loss: 0.15374296069145202 - MAE: 0.2942846683060764
Validation loss : 0.1519482500023312 - MAE: 0.2904616183074069
Epoch: 16
Training loss: 0.15236089646816253 - MAE: 0.29222253923753305
Validation loss : 0.15019716239637798 - MAE: 0.2879879020618735
Epoch: 17
Training loss: 0.15183452248573304 - MAE: 0.29124569910300246
Validation loss : 0.14797681156131956 - MAE: 0.2858146141464486
Epoch: 18
Training loss: 0.14955673277378081 - MAE: 0.28877178263966535
Validation loss : 0.14569579892688328 - MAE: 0.2835435014181844
Epoch: 19
Training loss: 0.14539858281612397 - MAE: 0.28454605074378214
Validation loss : 0.14433369288841882 - MAE: 0.2814838256919938
Prediction MAE: 0.2724
Finished at: 14:14:54
Time taken: 1318 s.
0 days 0 hours 21 minutes 58 seconds

 
 

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