unfrozen/oversampled_unfrozen_norbert_256_5e-05_64.txt

Started at: 21:25:38
norbert, 5e-05, 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: 0.4227676104415547 - MAE: 0.5125691152544344
Validation loss : 0.214845451085191 - MAE: 0.3621154306342178
Epoch: 1
Training loss: 0.17862914583899758 - MAE: 0.33419771691536865
Validation loss : 0.1584244456730391 - MAE: 0.31501450193674396
Epoch: 2
Training loss: 0.12091127972711216 - MAE: 0.2729917906139018
Validation loss : 0.12165355407877972 - MAE: 0.2691580010416135
Epoch: 3
Training loss: 0.09684864458712665 - MAE: 0.24332385829547207
Validation loss : 0.09222569865615744 - MAE: 0.22766096193738963
Epoch: 4
Training loss: 0.07158593637022105 - MAE: 0.20558741667818928
Validation loss : 0.07637198622289457 - MAE: 0.20263767969670282
Epoch: 5
Training loss: 0.060984056172045796 - MAE: 0.18955283912523466
Validation loss : 0.10019297152757645 - MAE: 0.24920329748250852
Epoch: 6
Training loss: 0.051996837962757454 - MAE: 0.17411057935728616
Validation loss : 0.07659715178765748 - MAE: 0.20301306733352276
Epoch: 7
Training loss: 0.05006430552087047 - MAE: 0.17290239380378475
Validation loss : 0.06766241690830181 - MAE: 0.19058687643748845
Epoch: 8
Training loss: 0.04509841711683707 - MAE: 0.16395448775186733
Validation loss : 0.06327781590976213 - MAE: 0.18258960438927646
Epoch: 9
Training loss: 0.03391058939424428 - MAE: 0.14141848297592444
Validation loss : 0.07012769815168883 - MAE: 0.2003087448310736
Epoch: 10
Training loss: 0.028426919403401286 - MAE: 0.1280548786769832
Validation loss : 0.06564532063509289 - MAE: 0.19201049654090932
Epoch: 11
Training loss: 0.025880391218445518 - MAE: 0.1225372588151129
Validation loss : 0.061611276904219074 - MAE: 0.18501609862601548
Stopped after 11 epochs.
Prediction MAE: 0.1841
Finished at: 21:25:38
Time taken: 1516 s.
0 days 0 hours 25 minutes 16 seconds

 
 

Preds: [[0.2589724361896515], [1.602116346359253], [1.9633162021636963], [1.6415188312530518], [2.2677972316741943], [0.6919005513191223], [2.1254355907440186], [1.3360693454742432], [1.571540355682373], [2.213974952697754], [2.4055795669555664], [2.4927806854248047], [2.516397476196289], [0.0], [0.5987606644630432], [1.7946264743804932], [0.6724337339401245], [1.7572169303894043], [1.716368556022644], [1.905768632888794], [2.2999770641326904], [2.174926996231079], [1.5250017642974854], [0.6703936457633972], [1.1205394268035889], [2.384894609451294], [0.9644986987113953], [1.614199161529541], [2.2767417430877686], [1.4921311140060425], [1.4740560054779053], [2.5501132011413574], [1.3453383445739746], [0.0], [1.7432096004486084], [2.1822335720062256], [0.7934580445289612], [1.1610279083251953], [1.8450020551681519], [1.26547372341156], [2.640073299407959], [1.8179055452346802], [0.0], [1.7314178943634033], [2.137810468673706], [1.6760334968566895], [1.2407176494598389], 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