unfrozen/oversampled_unfrozen_norbert_128_0.0001_128.txt

Started at: 22:42:43
norbert, 0.0001, 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: 0.3983900166370652 - MAE: 0.5000790558168952
Validation loss : 0.17145328827806422 - MAE: 0.32657922323131017
Epoch: 1
Training loss: 0.14530429684303023 - MAE: 0.30132560230435257
Validation loss : 0.11178895508920825 - MAE: 0.25463711135607864
Epoch: 2
Training loss: 0.08780092387036843 - MAE: 0.2285155494087242
Validation loss : 0.09195378020003035 - MAE: 0.22200818022700117
Epoch: 3
Training loss: 0.06958735290576111 - MAE: 0.20361515252845727
Validation loss : 0.06334601644728635 - MAE: 0.18583851625748177
Epoch: 4
Training loss: 0.04377419383011081 - MAE: 0.15817736838638527
Validation loss : 0.051510952010348034 - MAE: 0.15758488206336405
Epoch: 5
Training loss: 0.05097705015743321 - MAE: 0.16919202047886198
Validation loss : 0.08879789579156283 - MAE: 0.2263642148962341
Epoch: 6
Training loss: 0.03388998779383573 - MAE: 0.13926132745073083
Validation loss : 0.06704607938189765 - MAE: 0.19113411471449818
Epoch: 7
Training loss: 0.023405355553735387 - MAE: 0.11609675625467882
Validation loss : 0.07350484855674408 - MAE: 0.20141726684135797
Stopped after 7 epochs.
Prediction MAE: 0.2008
Finished at: 22:42:43
Time taken: 1369 s.
0 days 0 hours 22 minutes 49 seconds

 
 

Preds: [[0.1684255450963974], [1.3870779275894165], [1.6210280656814575], [1.403448462486267], [2.2008893489837646], [0.42638200521469116], [1.9160736799240112], [1.0069715976715088], [1.684022307395935], [2.0764598846435547], [2.5084033012390137], [2.450218915939331], [2.3804173469543457], [0.0], [0.3866548538208008], [2.202341079711914], [0.5090373754501343], [1.5080296993255615], [1.255916953086853], [1.8716055154800415], [2.049481153488159], [1.9680620431900024], [1.422177791595459], [0.6904226541519165], [0.8321247100830078], [2.2312989234924316], [0.6766312718391418], [1.8717838525772095], [2.020918369293213], [1.5047389268875122], [1.7249797582626343], [2.5080275535583496], [0.8223603963851929], [0.0], [1.3055232763290405], [2.0730810165405273], [1.2589685916900635], [0.8913271427154541], [1.77886164188385], [0.9080322980880737], [2.4342041015625], [1.8452956676483154], [0.0], [1.7590824365615845], [1.9998270273208618], [1.5969816446304321], [1.0887272357940674], 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