Started at: 15:00:49
nb-bert-base, lr: 0.005, bs: 256, ml: 512, oversample: True, frozen: True
({'_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: 0.48549762964248655 - MAE: 0.5464755460237409
Validation loss : 0.32136343184270355 - MAE: 0.44572845093237595
Epoch: 1
Training loss: 0.3226211439479481 - MAE: 0.44861805548692757
Validation loss : 0.29554246758159836 - MAE: 0.42440333521262635
Epoch: 2
Training loss: 0.31240331368012864 - MAE: 0.44097710053291156
Validation loss : 0.2837091582386117 - MAE: 0.41816877024433474
Epoch: 3
Training loss: 0.3062331703576175 - MAE: 0.43646562068442774
Validation loss : 0.2819908974986327 - MAE: 0.4119606225388318
Epoch: 4
Training loss: 0.2990084090016105 - MAE: 0.4304815032584866
Validation loss : 0.28015740451059845 - MAE: 0.4104619008091437
Epoch: 5
Training loss: 0.2982512693513523 - MAE: 0.4307718863457753
Validation loss : 0.3045818993919774 - MAE: 0.42708507334471324
Epoch: 6
Training loss: 0.2985151694579558 - MAE: 0.43143788591735155
Validation loss : 0.31037029545558126 - MAE: 0.43042271254169423
Epoch: 7
Training loss: 0.3027846796946092 - MAE: 0.4334862609456712
Validation loss : 0.30051986167305395 - MAE: 0.4229723814823365
Stopped after 7 epochs.
Prediction MAE: 0.4192
Finished at: 15:00:49
Time taken: 5751 s.
0 days 1 hours 35 minutes 51 seconds

 
 

Preds: [[1.4999699592590332], [1.55010986328125], [1.92654287815094], [1.407947063446045], [2.2026100158691406], [1.537295937538147], [1.7884156703948975], [1.8380368947982788], [1.5284243822097778], [1.6443097591400146], [2.3958210945129395], [2.225701093673706], [1.508824348449707], [0.5304384231567383], [1.5298070907592773], [1.6483482122421265], [1.0580353736877441], [1.8647806644439697], [0.990323543548584], [1.8262641429901123], [2.0115346908569336], [1.745239496231079], [1.3147772550582886], [1.3656944036483765], [1.1857490539550781], [2.6674513816833496], [1.3273591995239258], [2.0792038440704346], [1.8480265140533447], [1.2688276767730713], [1.6442302465438843], [2.1346356868743896], [1.5998512506484985], [1.0036696195602417], [1.0706537961959839], [1.982595682144165], [1.639064073562622], [1.5698623657226562], [1.6796419620513916], [1.4378836154937744], [1.944282054901123], [2.1011528968811035], [1.603132963180542], [1.7585442066192627], [2.7384731769561768], 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