unfrozen/oversampled_unfrozen_norbert_256_0.0001_64.txt

Started at: 22:14:54
norbert, 0.0001, 256
({'architectures': ['BertForMaskedLM'], 'attention_probs_dropout_prob': 0.1, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'type_vocab_size': 2, 'vocab_size': 32922, '_commit_hash': '075d4e3705390691013e859faffc5696d071e33b'}, {})
Epoch: 0
Training loss: 0.3579804233529351 - MAE: 0.4621191112324248
Validation loss : 0.18841586301201269 - MAE: 0.34285170930795483
Epoch: 1
Training loss: 0.15149302834814246 - MAE: 0.30829927726207884
Validation loss : 0.12724386900663376 - MAE: 0.27570183716305513
Epoch: 2
Training loss: 0.11342224681919272 - MAE: 0.26397936572705444
Validation loss : 0.10620913497711483 - MAE: 0.250724348439118
Epoch: 3
Training loss: 0.09358927783640948 - MAE: 0.23883754847547609
Validation loss : 0.10562721835939508 - MAE: 0.25242224182505063
Epoch: 4
Training loss: 0.06920230049978603 - MAE: 0.2032656245210402
Validation loss : 0.08205085522250126 - MAE: 0.21655517267690771
Epoch: 5
Training loss: 0.0610550774092024 - MAE: 0.1903753789079449
Validation loss : 0.06570976796118837 - MAE: 0.18805753472154899
Epoch: 6
Training loss: 0.04829772135073489 - MAE: 0.1685893328067328
Validation loss : 0.07386479291476701 - MAE: 0.2029292933365586
Epoch: 7
Training loss: 0.05793873938647184 - MAE: 0.18574657936159178
Validation loss : 0.08426971459075024 - MAE: 0.2157646004766276
Epoch: 8
Training loss: 0.04856706756082448 - MAE: 0.16795058013059996
Validation loss : 0.06370187433142412 - MAE: 0.18722031694340918
Epoch: 9
Training loss: 0.031268923357129094 - MAE: 0.13372521454166725
Validation loss : 0.04750214223014681 - MAE: 0.15321884689851115
Epoch: 10
Training loss: 0.02856165956367146 - MAE: 0.12899038278674935
Validation loss : 0.05035131718767317 - MAE: 0.16098592397314693
Epoch: 11
Training loss: 0.027296645431355997 - MAE: 0.1266581914816504
Validation loss : 0.06210140354539219 - MAE: 0.18739636299610665
Epoch: 12
Training loss: 0.032991415600885046 - MAE: 0.13996672896715423
Validation loss : 0.073545876694353 - MAE: 0.19704226260182978
Stopped after 12 epochs.
Prediction MAE: 0.1979
Finished at: 22:14:54
Time taken: 1633 s.
0 days 0 hours 27 minutes 13 seconds

 
 

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