home-standard-results / oversampled_True_unfrozen_norbert_128_5e-06_128.txt
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Started at: 14:37:27
norbert, 5e-06, 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: 0.49241517592560163 - MAE: 0.5587459042828556
Validation loss : 0.35868610159770864 - MAE: 0.4753577830860895
Epoch: 1
Training loss: 0.3175132931633429 - MAE: 0.445445539977737
Validation loss : 0.25557071695456635 - MAE: 0.3910300926165894
Epoch: 2
Training loss: 0.23261894990097393 - MAE: 0.3786371806608561
Validation loss : 0.20166053240363663 - MAE: 0.3493823568582558
Epoch: 3
Training loss: 0.19200442243706095 - MAE: 0.3470611576431532
Validation loss : 0.1713124976770298 - MAE: 0.3275480687779099
Epoch: 4
Training loss: 0.17018077576702292 - MAE: 0.3278047750176803
Validation loss : 0.1574633888698913 - MAE: 0.31174332485895984
Epoch: 5
Training loss: 0.1535857619209723 - MAE: 0.31193839952824526
Validation loss : 0.15219828848903244 - MAE: 0.3075684372060492
Epoch: 6
Training loss: 0.14406093453819102 - MAE: 0.30176564464643024
Validation loss : 0.13898070478761518 - MAE: 0.29244764946070223
Epoch: 7
Training loss: 0.13362374928864565 - MAE: 0.29026767344805254
Validation loss : 0.13048673622511528 - MAE: 0.2813505453732496
Epoch: 8
Training loss: 0.12214575077999722 - MAE: 0.27611727530666424
Validation loss : 0.12706001525795138 - MAE: 0.27665191233280867
Epoch: 9
Training loss: 0.11591105806556615 - MAE: 0.26916014538434074
Validation loss : 0.11628925296905879 - MAE: 0.2643442778374055
Epoch: 10
Training loss: 0.10905246978456323 - MAE: 0.2604420025940941
Validation loss : 0.11431488414873948 - MAE: 0.25982212380330555
Epoch: 11
Training loss: 0.10331852971152826 - MAE: 0.2536274391469398
Validation loss : 0.10815783006113928 - MAE: 0.2503694937076749
Epoch: 12
Training loss: 0.09894988679073073 - MAE: 0.24673591588906577
Validation loss : 0.10309344207918322 - MAE: 0.24489055743019184
Epoch: 13
Training loss: 0.09555300352248279 - MAE: 0.2422491618605809
Validation loss : 0.09517849277000169 - MAE: 0.23459944038365538
Epoch: 14
Training loss: 0.09006806313991547 - MAE: 0.2344158579264854
Validation loss : 0.09714008787193813 - MAE: 0.23673838294794178
Epoch: 15
Training loss: 0.08482879820195112 - MAE: 0.2277674742544599
Validation loss : 0.09199248536213024 - MAE: 0.22825399727560355
Epoch: 16
Training loss: 0.08355843451890078 - MAE: 0.22517612165359246
Validation loss : 0.08988457132835646 - MAE: 0.2259545000346762
Epoch: 17
Training loss: 0.07894870334050873 - MAE: 0.21817967396293864
Validation loss : 0.09049511318271225 - MAE: 0.22485460323935755
Epoch: 18
Training loss: 0.07539998082952067 - MAE: 0.2133332819870861
Validation loss : 0.0856006864357639 - MAE: 0.21887976813665272
Epoch: 19
Training loss: 0.07196352603760632 - MAE: 0.20762245092235185
Validation loss : 0.08618020427388114 - MAE: 0.21758567470037868
Prediction MAE: 0.2167
Finished at: 14:37:27
Time taken: 3342 s.
0 days 0 hours 55 minutes 42 seconds
Preds: [[0.5084413886070251], [1.6622250080108643], [1.9476423263549805], [1.4189623594284058], [2.2252724170684814], [0.37900006771087646], [1.7484519481658936], [1.8456406593322754], [1.2716597318649292], [2.045109272003174], [2.2669334411621094], [2.445885181427002], [2.075594663619995], [0.0], [0.7434887886047363], [1.8116099834442139], [0.4319658875465393], [1.5468952655792236], [1.388719916343689], [2.0135302543640137], [2.3948543071746826], [1.8950395584106445], [1.3052376508712769], [0.32496726512908936], [0.7300358414649963], [2.1125309467315674], [0.6227123737335205], [1.3647356033325195], [2.004927396774292], [1.843414068222046], [1.859055995941162], [2.4739060401916504], [1.3145055770874023], [0.008064973168075085], [1.2646543979644775], [2.3000967502593994], [0.9549681544303894], [1.014785885810852], [1.7644832134246826], [1.1941618919372559], [2.1732757091522217], [1.921261191368103], [0.0], [1.7375338077545166], [2.2842628955841064], [1.5547401905059814], 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