unfrozen/oversampled_unfrozen_norbert_256_1e-05_64.txt

Started at: 19:20:14
norbert, 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': 32922, '_commit_hash': '075d4e3705390691013e859faffc5696d071e33b'}, {})
Epoch: 0
Training loss: 0.5335090566765178 - MAE: 0.5819432500222838
Validation loss : 0.3848095018612711 - MAE: 0.4965733101693653
Epoch: 1
Training loss: 0.3216123033653606 - MAE: 0.4505439198517698
Validation loss : 0.25699797037400696 - MAE: 0.3980879140183967
Epoch: 2
Training loss: 0.2222719826481559 - MAE: 0.3746507288515909
Validation loss : 0.1903305571330221 - MAE: 0.3432791268553863
Epoch: 3
Training loss: 0.1748992757363753 - MAE: 0.3326829699604676
Validation loss : 0.15793040159501529 - MAE: 0.3123789218117066
Epoch: 4
Training loss: 0.15090624744241887 - MAE: 0.3093933096992612
Validation loss : 0.13570314449699303 - MAE: 0.29050271861759464
Epoch: 5
Training loss: 0.13501612097024918 - MAE: 0.29235512866430796
Validation loss : 0.12549217006093577 - MAE: 0.27669925828848363
Epoch: 6
Training loss: 0.12357618822292848 - MAE: 0.27870912412812654
Validation loss : 0.11798832996895439 - MAE: 0.26451862383466074
Epoch: 7
Training loss: 0.10955227992751382 - MAE: 0.2617560343312399
Validation loss : 0.10895137920191414 - MAE: 0.2520732422518054
Epoch: 8
Training loss: 0.10213203606280413 - MAE: 0.2502420215089929
Validation loss : 0.10398665423455991 - MAE: 0.24574371594592878
Epoch: 9
Training loss: 0.09535516243089329 - MAE: 0.24195201064187064
Validation loss : 0.09846569440866772 - MAE: 0.23717776601916896
Epoch: 10
Training loss: 0.09007780280980197 - MAE: 0.23457222391944388
Validation loss : 0.09564247139190372 - MAE: 0.23401086611309382
Epoch: 11
Training loss: 0.0850606919689612 - MAE: 0.22655846088464954
Validation loss : 0.09173167692987542 - MAE: 0.22736225352066164
Epoch: 12
Training loss: 0.0790653414346955 - MAE: 0.21728720751952113
Validation loss : 0.08461192485533263 - MAE: 0.21644265995808942
Epoch: 13
Training loss: 0.07534475407817147 - MAE: 0.21367730992797956
Validation loss : 0.08299514455230612 - MAE: 0.21401319468719796
Epoch: 14
Training loss: 0.07240567884661935 - MAE: 0.2085900466758575
Validation loss : 0.08075338837347533 - MAE: 0.21241330955172116
Epoch: 15
Training loss: 0.0698304151946848 - MAE: 0.205410610514247
Validation loss : 0.0808433490364175 - MAE: 0.21291869621967427
Epoch: 16
Training loss: 0.06525956500660289 - MAE: 0.19689313350113016
Validation loss : 0.0799415335059166 - MAE: 0.20909193220015454
Epoch: 17
Training loss: 0.0629914520139044 - MAE: 0.19424109283399807
Validation loss : 0.08259326768548865 - MAE: 0.21418310182015363
Epoch: 18
Training loss: 0.05881039954044602 - MAE: 0.18676828880757915
Validation loss : 0.07354368779220079 - MAE: 0.19696280792046875
Epoch: 19
Training loss: 0.056339427015998145 - MAE: 0.18183859391231688
Validation loss : 0.07248560711741447 - MAE: 0.1976198858269246
Epoch: 20
Training loss: 0.05475650585510514 - MAE: 0.18038310657582798
Validation loss : 0.07258603016012594 - MAE: 0.19872104845473765
Epoch: 21
Training loss: 0.05269297496839003 - MAE: 0.1766271457556863
Validation loss : 0.07037924053637605 - MAE: 0.1941196538331682
Epoch: 22
Training loss: 0.05125233287161047 - MAE: 0.17461834385742914
Validation loss : 0.06681059987137192 - MAE: 0.18909529048985937
Epoch: 23
Training loss: 0.04989363855936311 - MAE: 0.17221198286362283
Validation loss : 0.07218206379758685 - MAE: 0.1988498321191083
Epoch: 24
Training loss: 0.04803256988525391 - MAE: 0.1690471758025316
Validation loss : 0.06630116308990278 - MAE: 0.18781566429825178
Epoch: 25
Training loss: 0.0468194614757191 - MAE: 0.16649382779094754
Validation loss : 0.06975017017439793 - MAE: 0.1945484681954469
Epoch: 26
Training loss: 0.04536564688790928 - MAE: 0.16343803165527537
Validation loss : 0.06520670279860497 - MAE: 0.1869192967502011
Epoch: 27
Training loss: 0.044806022129275584 - MAE: 0.16302343996401555
Validation loss : 0.07149688625021984 - MAE: 0.19824898532105384
Epoch: 28
Training loss: 0.042804476483301684 - MAE: 0.15871104970157252
Validation loss : 0.07425737557442565 - MAE: 0.20274910551570766
Epoch: 29
Training loss: 0.04176497865806927 - MAE: 0.15767100556771718
Validation loss : 0.06673732596008401 - MAE: 0.19049901621422
Stopped after 29 epochs.
Prediction MAE: 0.1934
Finished at: 19:20:14
Time taken: 3673 s.
0 days 1 hours 1 minutes 13 seconds

 
 

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Started at: 07:57:37
norbert, 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': 32922, '_commit_hash': '075d4e3705390691013e859faffc5696d071e33b'}, {})