Started at: 11:12:13
norbert2, 5e-06, 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: 0.41463836485689337 - MAE: 0.5087427320675125
Validation loss : 0.2686559503015719 - MAE: 0.4043045732741782
Epoch: 1
Training loss: 0.24431555514985864 - MAE: 0.38740748680688086
Validation loss : 0.18667236833195938 - MAE: 0.33838491992877257
Epoch: 2
Training loss: 0.18506982191042468 - MAE: 0.3382457084132687
Validation loss : 0.15371774607583097 - MAE: 0.3074420312338156
Epoch: 3
Training loss: 0.1546944863416932 - MAE: 0.31008215112442716
Validation loss : 0.133816171241434 - MAE: 0.2858432389366333
Epoch: 4
Training loss: 0.13350679468024862 - MAE: 0.28923511177879146
Validation loss : 0.10932125621720364 - MAE: 0.256454776400781
Epoch: 5
Training loss: 0.1168869366699999 - MAE: 0.26986456802804265
Validation loss : 0.09649829840973805 - MAE: 0.23724551405129826
Epoch: 6
Training loss: 0.10431941856037487 - MAE: 0.2534326974131011
Validation loss : 0.08749974440587194 - MAE: 0.22284109841832134
Epoch: 7
Training loss: 0.08919526636600494 - MAE: 0.2336376825413137
Validation loss : 0.07944989831824052 - MAE: 0.2086082506448854
Epoch: 8
Training loss: 0.08102413564920426 - MAE: 0.22234788799560584
Validation loss : 0.07408433172263597 - MAE: 0.19957130841128806
Epoch: 9
Training loss: 0.07282835455103354 - MAE: 0.20905587992288474
Validation loss : 0.07321358158400185 - MAE: 0.1958791246236593
Epoch: 10
Training loss: 0.06805636808276176 - MAE: 0.2019703178512447
Validation loss : 0.06818335130810738 - MAE: 0.18784236918567274
Epoch: 11
Training loss: 0.06315255009315231 - MAE: 0.19438868563685022
Validation loss : 0.061382615840748736 - MAE: 0.17627332670686088
Epoch: 12
Training loss: 0.05669153705239296 - MAE: 0.18379919555202343
Validation loss : 0.06136786408330265 - MAE: 0.17450401481941827
Epoch: 13
Training loss: 0.05257220755923878 - MAE: 0.17699028630098032
Validation loss : 0.060792625734680576 - MAE: 0.17298781770388472
Epoch: 14
Training loss: 0.04955695366317576 - MAE: 0.17188387365707222
Validation loss : 0.059647708543037116 - MAE: 0.17080333908403275
Epoch: 15
Training loss: 0.047338411550630226 - MAE: 0.16792417539661747
Validation loss : 0.05730088721764715 - MAE: 0.16665574399906258
Epoch: 16
Training loss: 0.044937838884917175 - MAE: 0.1632461903660146
Validation loss : 0.05832104149617647 - MAE: 0.16912266812807178
Epoch: 17
Training loss: 0.04221029823476618 - MAE: 0.15887206312399307
Validation loss : 0.056816791037195606 - MAE: 0.16741534462301444
Epoch: 18
Training loss: 0.04010521661151539 - MAE: 0.15510032220620396
Validation loss : 0.05663576937819782 - MAE: 0.1699596096888483
Stopped after 18 epochs.
Prediction MAE: 0.1728
Finished at: 11:12:13
Time taken: 2251 s.
0 days 0 hours 37 minutes 31 seconds

 
 

Preds: [[0.44112905859947205], [1.7459217309951782], [1.6665644645690918], [1.3696188926696777], [2.063854217529297], [0.7850074768066406], [1.8940237760543823], [1.6517924070358276], [1.6444114446640015], [2.038943290710449], [2.1852097511291504], [2.4341719150543213], [2.3774056434631348], [0.0], [0.5836620330810547], [1.3665962219238281], [0.5917263031005859], [1.9641172885894775], [1.4622416496276855], [1.9377838373184204], [1.96733820438385], [1.9759777784347534], [1.6012898683547974], [0.8948355317115784], [1.0801383256912231], [2.115311861038208], [1.1038696765899658], [1.7027485370635986], [2.201425552368164], [1.6665173768997192], [1.845126986503601], [2.496842861175537], [1.1734771728515625], [0.0], [1.4720878601074219], [1.9509910345077515], [1.203985333442688], [0.974836528301239], [1.7504280805587769], [1.1536580324172974], [2.362102746963501], [1.6899408102035522], [0.0], [1.6662405729293823], [1.9628933668136597], [1.6308692693710327], [1.3299397230148315], 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Started at: 12:22:10
norbert2, 5e-06, 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'}, {})