Started at: 11:58:16
nb-bert-base, 0.001, 64
({'_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: 0.2541032898606676 - MAE: 0.37744714470934815
Validation loss : 0.16125401561007355 - MAE: 0.31002220634618377
Epoch: 1
Training loss: 0.1594780596217724 - MAE: 0.3023192776542885
Validation loss : 0.15070902104630615 - MAE: 0.29424405533888026
Epoch: 2
Training loss: 0.15478725806631224 - MAE: 0.2983057011321247
Validation loss : 0.14809446172280746 - MAE: 0.2900488703402422
Epoch: 3
Training loss: 0.14879934384365273 - MAE: 0.2912055242431901
Validation loss : 0.15311477581659952 - MAE: 0.2928259934734315
Epoch: 4
Training loss: 0.14859358951298876 - MAE: 0.2918463923578645
Validation loss : 0.15150787410410968 - MAE: 0.29099765286956236
Epoch: 5
Training loss: 0.14651678171422747 - MAE: 0.290210786231306
Validation loss : 0.16598732430826535 - MAE: 0.3048088374997105
Stopped after 5 epochs.
Prediction MAE: 0.2867
Finished at: 11:58:16
Time taken: 1015 s.
0 days 0 hours 16 minutes 55 seconds

 
 

Preds: [[1.3303461074829102], [1.471064567565918], [1.4652528762817383], [1.4196224212646484], [1.436906099319458], [1.302790641784668], [1.7355453968048096], [1.303981065750122], [1.2210009098052979], [1.3003308773040771], [1.2238818407058716], [1.087076187133789], [1.3318159580230713], [1.1835697889328003], [1.1555861234664917], [1.4034433364868164], [1.168997883796692], [1.245534896850586], [1.2147773504257202], [0.9849790930747986], [1.3381404876708984], [1.5791442394256592], [1.2248307466506958], [1.326668620109558], [1.060331106185913], [1.0410857200622559], [1.459198236465454], [1.4712084531784058], [1.227597713470459], [1.2018691301345825], [1.2918891906738281], [1.0347471237182617], [1.2496840953826904], [1.237691879272461], [1.0752754211425781], [1.1822986602783203], [1.1165317296981812], [1.3835463523864746], [1.0538578033447266], [1.2577217817306519], [1.1730544567108154], [1.0625427961349487], [1.3198390007019043], [1.2874929904937744], [1.2032735347747803], 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Started at: 14:15:17
nb-bert-base, 0.001, 64
({'_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: 0.25525708684716564 - MAE: 0.37757721741514294
Validation loss : 0.1593110669742931 - MAE: 0.3068684611310165
Epoch: 1
Training loss: 0.15798565639991952 - MAE: 0.3010696906671836
Validation loss : 0.1500386597983765 - MAE: 0.2939982317938295
Epoch: 2
Training loss: 0.1545860849396147 - MAE: 0.296967411046254
Validation loss : 0.14982810232675436 - MAE: 0.29049908586036166
Epoch: 3
Training loss: 0.1501969744761785 - MAE: 0.2937594501873153
Validation loss : 0.15203147223501495 - MAE: 0.2903692224599969
Epoch: 4
Training loss: 0.1481230455366048 - MAE: 0.29010233331972884
Validation loss : 0.15132286557645508 - MAE: 0.28980236474049903
Epoch: 5
Training loss: 0.14733540394691505 - MAE: 0.2894066503678294
Validation loss : 0.1578149339466384 - MAE: 0.29600274025394857
Epoch: 6
Training loss: 0.14551867672590293 - MAE: 0.2882227102295638
Validation loss : 0.15236824096152277 - MAE: 0.2909297737203294
Epoch: 7
Training loss: 0.14441808870043418 - MAE: 0.28667825988456763
Validation loss : 0.152801128950986 - MAE: 0.29161860121902156
Stopped after 7 epochs.
Prediction MAE: 0.2756
Finished at: 14:15:17
Time taken: 1791 s.
0 days 0 hours 29 minutes 51 seconds

 
 

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