home-standard-results / oversampled_True_unfrozen_norbert2_128_1e-06_128.txt
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Started at: 13:13:42
norbert2, 1e-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': 50104, '_commit_hash': 'f22bb47f536f62edfcd86ca9320ade990eafbe22'}, {})
Epoch: 0
Training loss: 0.4574310235001824 - MAE: 0.5401737275380348
Validation loss : 0.35341861844062805 - MAE: 0.47187966068458054
Epoch: 1
Training loss: 0.3368046994913708 - MAE: 0.45609539357970186
Validation loss : 0.2778044169819033 - MAE: 0.40998613461344674
Epoch: 2
Training loss: 0.27038083604790947 - MAE: 0.4062241308124049
Validation loss : 0.2211051559126055 - MAE: 0.36538234947589154
Epoch: 3
Training loss: 0.22609539072621954 - MAE: 0.3727795396986739
Validation loss : 0.19445732558095777 - MAE: 0.34284239765259944
Epoch: 4
Training loss: 0.20361147035251964 - MAE: 0.35519470788487506
Validation loss : 0.17550719630073858 - MAE: 0.32641527623486516
Epoch: 5
Training loss: 0.18411212834444912 - MAE: 0.3379493529377132
Validation loss : 0.16247832895936193 - MAE: 0.31452419997685577
Epoch: 6
Training loss: 0.17290322509678926 - MAE: 0.32789149054718714
Validation loss : 0.15116736534479502 - MAE: 0.3037515159088559
Epoch: 7
Training loss: 0.16105539609085429 - MAE: 0.31728356194001767
Validation loss : 0.142264607186253 - MAE: 0.29460984957701103
Epoch: 8
Training loss: 0.15058780922131104 - MAE: 0.3055342884649308
Validation loss : 0.1350672460488371 - MAE: 0.28639660845044046
Epoch: 9
Training loss: 0.14364351305094633 - MAE: 0.2989912100126961
Validation loss : 0.12766022436522148 - MAE: 0.27749170646852833
Epoch: 10
Training loss: 0.13358757495880128 - MAE: 0.28905194688112457
Validation loss : 0.12071017498100126 - MAE: 0.2692566464152902
Epoch: 11
Training loss: 0.1279048427939415 - MAE: 0.28203779707723375
Validation loss : 0.11521857413085732 - MAE: 0.26214218933398814
Epoch: 12
Training loss: 0.12143478021025658 - MAE: 0.274182189252005
Validation loss : 0.1105714681986216 - MAE: 0.25604724451556926
Epoch: 13
Training loss: 0.1161456900564107 - MAE: 0.26758501849982064
Validation loss : 0.1055235407642416 - MAE: 0.24891725350169466
Epoch: 14
Training loss: 0.1095995495942506 - MAE: 0.2595437667646864
Validation loss : 0.10096074298426912 - MAE: 0.2434076435586873
Epoch: 15
Training loss: 0.10467073944481936 - MAE: 0.2538297558675485
Validation loss : 0.09589002422384314 - MAE: 0.23538500517817879
Epoch: 16
Training loss: 0.09896753112023526 - MAE: 0.2474362879127264
Validation loss : 0.09334073678867237 - MAE: 0.2316093617533846
Epoch: 17
Training loss: 0.09564962861212817 - MAE: 0.24124600934071788
Validation loss : 0.08950809832360293 - MAE: 0.2258600694670798
Epoch: 18
Training loss: 0.0920025158334862 - MAE: 0.23655202234154926
Validation loss : 0.0849252098516838 - MAE: 0.21879456808109843
Epoch: 19
Training loss: 0.08855260779911822 - MAE: 0.232454644398644
Validation loss : 0.08281441214116844 - MAE: 0.21510690000546934
Prediction MAE: 0.2155
Finished at: 13:13:42
Time taken: 3297 s.
0 days 0 hours 54 minutes 57 seconds
Preds: [[0.5326439142227173], [1.6899985074996948], [1.6977314949035645], [1.323340892791748], [2.207972764968872], [0.935684084892273], [1.7027907371520996], [1.263352632522583], [1.57393479347229], [1.7625489234924316], [2.16841459274292], [2.3347980976104736], [2.168407678604126], [0.12301717698574066], [0.8631988763809204], [1.456169605255127], [0.6975524425506592], [1.7936203479766846], [1.231067419052124], [2.2557365894317627], [2.2391774654388428], [1.8155022859573364], [1.2220280170440674], [0.944440484046936], [0.8374128341674805], [2.033953905105591], [0.8504477143287659], [1.378429889678955], [1.9860121011734009], [1.3994057178497314], [2.0952999591827393], [2.5360398292541504], [0.8294517993927002], [0.004387229681015015], [1.1609909534454346], [2.0996253490448], [1.1273459196090698], [1.121337890625], [1.564033031463623], [1.4380418062210083], [1.9827649593353271], [1.7291767597198486], [0.0], [1.5690193176269531], [1.9155523777008057], [1.4679795503616333], 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