Started at: 08:08:12
norbert2, 1e-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': 50104, '_commit_hash': 'f22bb47f536f62edfcd86ca9320ade990eafbe22'}, {})
Epoch: 0
Training loss: 0.38675914352590385 - MAE: 0.4861018322585562
Validation loss : 0.2198870887881831 - MAE: 0.3668426911205227
Epoch: 1
Training loss: 0.19589019228111615 - MAE: 0.34859589955737336
Validation loss : 0.14663749854815633 - MAE: 0.2998574074104262
Epoch: 2
Training loss: 0.14185582196170635 - MAE: 0.2968708389428713
Validation loss : 0.11859733650558874 - MAE: 0.26741470537788353
Epoch: 3
Training loss: 0.1094241505319422 - MAE: 0.25942251527836535
Validation loss : 0.09348483383655548 - MAE: 0.23150625854989004
Epoch: 4
Training loss: 0.08962640383026817 - MAE: 0.2341547274562016
Validation loss : 0.08382300718834526 - MAE: 0.21591673770226516
Epoch: 5
Training loss: 0.07531623122366991 - MAE: 0.2134081833725848
Validation loss : 0.07237527558678075 - MAE: 0.19626048368141016
Epoch: 6
Training loss: 0.06672104299068451 - MAE: 0.2002662291194339
Validation loss : 0.07378116524533222 - MAE: 0.19921487183916328
Epoch: 7
Training loss: 0.0572135789827867 - MAE: 0.18541761043722008
Validation loss : 0.0638894526974151 - MAE: 0.18137332466172582
Epoch: 8
Training loss: 0.05128674561327154 - MAE: 0.17539537009450312
Validation loss : 0.05663947545384106 - MAE: 0.1680041208440227
Epoch: 9
Training loss: 0.05015866763212464 - MAE: 0.1737784812265691
Validation loss : 0.05539408130081076 - MAE: 0.16630806437860718
Epoch: 10
Training loss: 0.04725408018989997 - MAE: 0.16831527100844132
Validation loss : 0.05409766282690199 - MAE: 0.16362792207608956
Epoch: 11
Training loss: 0.039565863595767456 - MAE: 0.15357378927932122
Validation loss : 0.05269736502515642 - MAE: 0.1624591575519023
Epoch: 12
Training loss: 0.03594232523305849 - MAE: 0.14625427390736567
Validation loss : 0.053019963008792775 - MAE: 0.16483577344455988
Epoch: 13
Training loss: 0.03293242986229333 - MAE: 0.14040824314525738
Validation loss : 0.05249153116815969 - MAE: 0.16389147479981192
Epoch: 14
Training loss: 0.031272016567262736 - MAE: 0.13655623223721222
Validation loss : 0.05089620951759188 - MAE: 0.16009106433083983
Epoch: 15
Training loss: 0.029725215990434994 - MAE: 0.1332071106427731
Validation loss : 0.0521724033904703 - MAE: 0.1653006809976197
Epoch: 16
Training loss: 0.02854705195535313 - MAE: 0.1313137249884722
Validation loss : 0.05246647937517417 - MAE: 0.1651463330755456
Epoch: 17
Training loss: 0.02891070781783624 - MAE: 0.13235675737603594
Validation loss : 0.05365531754336859 - MAE: 0.1697924479057912
Stopped after 17 epochs.
Prediction MAE: 0.1715
Finished at: 08:08:12
Time taken: 2189 s.
0 days 0 hours 36 minutes 29 seconds

 
 

Preds: [[0.383346825838089], [1.717933177947998], [1.6815478801727295], [1.5437464714050293], [2.1038572788238525], [0.8508206009864807], [2.1323654651641846], [1.6226963996887207], [1.6864738464355469], [2.1923656463623047], [2.302616834640503], [2.398273229598999], [2.322955846786499], [0.0], [0.5814108848571777], [1.3661117553710938], [0.7135561108589172], [1.977762222290039], [1.394291639328003], [1.8127957582473755], [1.9293651580810547], [1.9086661338806152], [1.6707936525344849], [0.9096885323524475], [1.145885944366455], [2.131784200668335], [1.1436636447906494], [1.8190033435821533], [2.1229493618011475], [1.7378554344177246], [1.7539482116699219], [2.480504274368286], [1.2729251384735107], [0.0], [1.510981798171997], [1.986931324005127], [1.1664334535598755], [1.1239612102508545], [1.9015302658081055], [1.1539242267608643], [2.45554518699646], [1.7652537822723389], [0.0], [1.7848013639450073], [1.9352338314056396], [1.6907432079315186], [1.4278985261917114], 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