unfrozen/oversampled_unfrozen_norbert_128_1e-05_128.txt

Started at: 20:22:02
norbert, 1e-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: 0.4365287401459434 - MAE: 0.5235925959963382
Validation loss : 0.31553788040135355 - MAE: 0.4350973797970683
Epoch: 1
Training loss: 0.26172622808001256 - MAE: 0.4025497462642232
Validation loss : 0.2158679583588162 - MAE: 0.36158918715865884
Epoch: 2
Training loss: 0.19186496639793568 - MAE: 0.3474446742640524
Validation loss : 0.18191583414335508 - MAE: 0.3355661990784471
Epoch: 3
Training loss: 0.15950312316417695 - MAE: 0.31767209059707185
Validation loss : 0.15275951656135353 - MAE: 0.30474373082332634
Epoch: 4
Training loss: 0.14221008399670773 - MAE: 0.29972156798192845
Validation loss : 0.147047818713897 - MAE: 0.29952401824315394
Epoch: 5
Training loss: 0.12967888353900475 - MAE: 0.2856817644514098
Validation loss : 0.1283719865856944 - MAE: 0.27507242463853127
Epoch: 6
Training loss: 0.12000202590768988 - MAE: 0.2733053580041549
Validation loss : 0.12022746213384576 - MAE: 0.2679954013674676
Epoch: 7
Training loss: 0.10911087705330415 - MAE: 0.26066729265795113
Validation loss : 0.11310651012369104 - MAE: 0.256894343843984
Epoch: 8
Training loss: 0.10185801623897119 - MAE: 0.2508800262473158
Validation loss : 0.12873390256553083 - MAE: 0.2747396221552455
Epoch: 9
Training loss: 0.09696245010603557 - MAE: 0.24434511632594466
Validation loss : 0.11577324528951903 - MAE: 0.25987632776150243
Epoch: 10
Training loss: 0.0896680974824862 - MAE: 0.2342947599756394
Validation loss : 0.10584753127516927 - MAE: 0.24877518567322401
Epoch: 11
Training loss: 0.08733281520279972 - MAE: 0.23016471095498578
Validation loss : 0.14683635250942126 - MAE: 0.30056024076427956
Epoch: 12
Training loss: 0.08369675827297297 - MAE: 0.22667209802916766
Validation loss : 0.12245349384642937 - MAE: 0.26590495216432575
Epoch: 13
Training loss: 0.07613903890279207 - MAE: 0.21554837494006057
Validation loss : 0.1015038498350092 - MAE: 0.24005678006570882
Epoch: 14
Training loss: 0.07247930114919489 - MAE: 0.20882840937414382
Validation loss : 0.09643041181403238 - MAE: 0.23272415601304663
Epoch: 15
Training loss: 0.06733621795746413 - MAE: 0.20159322543358366
Validation loss : 0.08644048013799899 - MAE: 0.2188653867508658
Epoch: 16
Training loss: 0.06408319232816045 - MAE: 0.19715613934341156
Validation loss : 0.08029608831212327 - MAE: 0.20665940796924967
Epoch: 17
Training loss: 0.0678921297869899 - MAE: 0.20144987587774174
Validation loss : 0.0797114157797517 - MAE: 0.20659927984658055
Epoch: 18
Training loss: 0.06004693396389484 - MAE: 0.18901837597618396
Validation loss : 0.07451877048289454 - MAE: 0.20020367970828143
Epoch: 19
Training loss: 0.056432647495107215 - MAE: 0.1833181325559617
Validation loss : 0.07281272505988946 - MAE: 0.19603931699503663
Epoch: 20
Training loss: 0.05308878669007258 - MAE: 0.1776179024604893
Validation loss : 0.07918829078207144 - MAE: 0.2059166440955757
Epoch: 21
Training loss: 0.05099721991203048 - MAE: 0.17395650671674623
Validation loss : 0.07882589766302624 - MAE: 0.20815292133287058
Epoch: 22
Training loss: 0.05115958526730537 - MAE: 0.17461088841213915
Validation loss : 0.07701014284346555 - MAE: 0.20392034142982765
Stopped after 22 epochs.
Prediction MAE: 0.2038
Finished at: 20:22:02
Time taken: 3780 s.
0 days 1 hours 3 minutes 0 seconds

 
 

Preds: [[0.34134647250175476], [1.5710980892181396], [1.6676795482635498], [1.1804414987564087], [2.222553253173828], [0.5678784251213074], [1.9694652557373047], [0.9723497629165649], [1.5911486148834229], [2.0802371501922607], [2.3136093616485596], [2.561004400253296], [2.055816888809204], [0.0], [0.4064754843711853], [1.7995703220367432], [0.2173348218202591], [1.3434803485870361], [1.0471305847167969], [2.1213345527648926], [2.0834500789642334], [2.0306079387664795], [1.863792896270752], [0.8726434707641602], [1.0136902332305908], [2.2320730686187744], [1.0619045495986938], [1.4968202114105225], [2.260638475418091], [1.556957483291626], [1.8887288570404053], [2.5005576610565186], [0.5149247646331787], [0.0], [1.1862343549728394], [2.112637758255005], [1.3384153842926025], [1.1100327968597412], [1.7283923625946045], [1.477876901626587], [2.3616490364074707], [1.7560734748840332], [0.05909261479973793], [1.8802223205566406], [1.8637316226959229], [1.6592402458190918], 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