home-standard-results / unfrozen /oversampled_unfrozen_nb-bert-base_128_5e-05_128.txt
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Started at: 11:49:31
nb-bert-base, 5e-05, 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: 0.23996362428773532 - MAE: 0.37342424288888615
Validation loss : 0.10007102908314885 - MAE: 0.24101088799044193
Epoch: 1
Training loss: 0.08076719634912231 - MAE: 0.22020748786845054
Validation loss : 0.06413819046842086 - MAE: 0.1872452824564374
Epoch: 2
Training loss: 0.0493089283393188 - MAE: 0.17112064600458723
Validation loss : 0.06476354216401642 - MAE: 0.18962843933273024
Epoch: 3
Training loss: 0.035763213275508444 - MAE: 0.1464241911717092
Validation loss : 0.051559798218108514 - MAE: 0.163271516463585
Epoch: 4
Training loss: 0.03246438243341717 - MAE: 0.14048987052309256
Validation loss : 0.045214366822226626 - MAE: 0.1496899828572603
Epoch: 5
Training loss: 0.025951529455117205 - MAE: 0.12373127693798114
Validation loss : 0.04542397813418427 - MAE: 0.1532423285023662
Epoch: 6
Training loss: 0.01970007737929171 - MAE: 0.10888756548497086
Validation loss : 0.04429071250598173 - MAE: 0.15051535758289802
Epoch: 7
Training loss: 0.020815070837058806 - MAE: 0.11226611366852425
Validation loss : 0.05187844847505157 - MAE: 0.16926569487492912
Stopped after 7 epochs.
Prediction MAE: 0.1689
Finished at: 11:49:31
Time taken: 1416 s.
0 days 0 hours 23 minutes 36 seconds
Preds: [[0.4607694149017334], [1.4036626815795898], [1.6970256567001343], [1.6605184078216553], [2.092923164367676], [0.7188459038734436], [2.2902143001556396], [1.6662051677703857], [1.839292287826538], [2.1583590507507324], [2.2876052856445312], [2.429835319519043], [2.3684263229370117], [0.0], [0.48075851798057556], [1.743153691291809], [0.6183620691299438], [2.043956756591797], [1.5851601362228394], [1.9714151620864868], [2.2019622325897217], [1.9157969951629639], [1.9415299892425537], [0.7998930215835571], [1.0922868251800537], [2.2450737953186035], [1.2839136123657227], [1.8958790302276611], [2.248948097229004], [1.677778959274292], [1.8261466026306152], [2.494130849838257], [1.1099388599395752], [0.0], [1.533043384552002], [2.168281078338623], [1.3044267892837524], [1.1306265592575073], [1.893585443496704], [1.2668687105178833], [2.4352774620056152], [2.0350849628448486], [0.0], [2.0751495361328125], [1.6631720066070557], [1.6382067203521729], [1.1926445960998535], 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