unfrozen/oversampled_unfrozen_norbert_128_5e-05_128.txt

Started at: 21:51:30
norbert, 5e-05, 128
({'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: 0.29319230636412447 - MAE: 0.4183586391290823
Validation loss : 0.16749421648077062 - MAE: 0.3169311053273331
Epoch: 1
Training loss: 0.12999211258508941 - MAE: 0.2844535381076416
Validation loss : 0.1098198055012806 - MAE: 0.2487560146130171
Epoch: 2
Training loss: 0.08466871604323387 - MAE: 0.22492400761172118
Validation loss : 0.07891433816906568 - MAE: 0.2079747768800684
Epoch: 3
Training loss: 0.06691891493445093 - MAE: 0.19973607840167903
Validation loss : 0.06618482166448154 - MAE: 0.18346930666421027
Epoch: 4
Training loss: 0.04437814891677011 - MAE: 0.16115325630541721
Validation loss : 0.05859306394248395 - MAE: 0.17167077485085716
Epoch: 5
Training loss: 0.03159185773269697 - MAE: 0.13599021579455672
Validation loss : 0.06863714361915717 - MAE: 0.19217371896876811
Epoch: 6
Training loss: 0.027125324232673102 - MAE: 0.1253850889337507
Validation loss : 0.059791253124539916 - MAE: 0.17461274957826442
Epoch: 7
Training loss: 0.026267511312934484 - MAE: 0.12439522596296315
Validation loss : 0.07107072857183379 - MAE: 0.20221211660773078
Stopped after 7 epochs.
Prediction MAE: 0.2033
Finished at: 21:51:30
Time taken: 1368 s.
0 days 0 hours 22 minutes 48 seconds

 
 

Preds: [[0.4140273332595825], [1.4672317504882812], [1.8536019325256348], [1.754475712776184], [2.318068027496338], [0.6818034052848816], [2.130598306655884], [1.2040218114852905], [1.8353588581085205], [2.078843593597412], [2.318359613418579], [2.4389734268188477], [2.349571466445923], [0.0], [0.38407158851623535], [1.935783863067627], [0.6323350071907043], [1.590775489807129], [1.8125160932540894], [1.8017849922180176], [2.0750343799591064], [2.00359845161438], [1.6853618621826172], [0.6841431260108948], [1.1268399953842163], [2.1979799270629883], [1.0783802270889282], [1.8288750648498535], [2.149930715560913], [1.707804560661316], [1.7908439636230469], [2.5288166999816895], [1.273290991783142], [0.0], [1.4508793354034424], [2.1436634063720703], [1.4753367900848389], [1.1426154375076294], [1.8829336166381836], [1.2858002185821533], [2.5340657234191895], [1.8015110492706299], [0.0], [1.9123892784118652], [1.9106130599975586], [1.6799392700195312], [1.498572826385498], 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