home-standard-results / frozen /oversampled_frozen_norbert2_256_0.001_64.txt
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Started at: 10:38:53
norbert2, 0.001, 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: 0.48090703866698525 - MAE: 0.5535383851848779
Validation loss : 0.3728716828321156 - MAE: 0.4856350802907137
Epoch: 1
Training loss: 0.3741253213448958 - MAE: 0.48506615158409583
Validation loss : 0.3416568291814704 - MAE: 0.46363905963373303
Epoch: 2
Training loss: 0.3503052830696106 - MAE: 0.46928256877389823
Validation loss : 0.32493704243710164 - MAE: 0.4507484976654361
Epoch: 3
Training loss: 0.3372294382615523 - MAE: 0.4603706689785247
Validation loss : 0.31335727321474177 - MAE: 0.4426374014865708
Epoch: 4
Training loss: 0.32870220812884243 - MAE: 0.4538948291558496
Validation loss : 0.3039919216381876 - MAE: 0.43593371725060004
Epoch: 5
Training loss: 0.32159008465029976 - MAE: 0.4495999847610062
Validation loss : 0.29405442037080465 - MAE: 0.4286304102623944
Epoch: 6
Training loss: 0.31422443118962373 - MAE: 0.44285986675527383
Validation loss : 0.2915351579063817 - MAE: 0.4262810849143099
Epoch: 7
Training loss: 0.31340492340651427 - MAE: 0.4410123616180406
Validation loss : 0.2882070690393448 - MAE: 0.42397179836221877
Epoch: 8
Training loss: 0.30749694081869994 - MAE: 0.43854008535245215
Validation loss : 0.28851276949832316 - MAE: 0.4232442316338287
Epoch: 9
Training loss: 0.3089760812846097 - MAE: 0.43886541895918196
Validation loss : 0.2803458045972021 - MAE: 0.4196945843633023
Epoch: 10
Training loss: 0.30557836375453257 - MAE: 0.4383260099118956
Validation loss : 0.2803973657520194 - MAE: 0.41853372883822343
Epoch: 11
Training loss: 0.30456054021011697 - MAE: 0.4374340377217183
Validation loss : 0.27759575451675217 - MAE: 0.41708349650847415
Epoch: 12
Training loss: 0.3034029575911435 - MAE: 0.4371585657733419
Validation loss : 0.2778528442508296 - MAE: 0.41569401594967276
Epoch: 13
Training loss: 0.30342175960540774 - MAE: 0.434739433651122
Validation loss : 0.2785367322595496 - MAE: 0.41565788781491625
Epoch: 14
Training loss: 0.3009784479032863 - MAE: 0.43409514370878477
Validation loss : 0.27776215970516205 - MAE: 0.41408950292381624
Epoch: 15
Training loss: 0.30191414274952627 - MAE: 0.43357462151027937
Validation loss : 0.28038254693934794 - MAE: 0.41633860216715113
Epoch: 16
Training loss: 0.2990006858652288 - MAE: 0.4329681679363758
Validation loss : 0.28312982775663076 - MAE: 0.4179228672578536
Epoch: 17
Training loss: 0.30374621776017274 - MAE: 0.4377591364758559
Validation loss : 0.2743141196276012 - MAE: 0.41211794882935066
Epoch: 18
Training loss: 0.29949544857848776 - MAE: 0.43174376974185263
Validation loss : 0.27563250064849854 - MAE: 0.41267753067589524
Epoch: 19
Training loss: 0.2989408688111739 - MAE: 0.4323042831582858
Validation loss : 0.2751895463780353 - MAE: 0.4125795815444767
Epoch: 20
Training loss: 0.3009309541095387 - MAE: 0.43481766080850304
Validation loss : 0.27693205287581996 - MAE: 0.4137249396491288
Stopped after 20 epochs.
Prediction MAE: 0.4109
Finished at: 10:38:53
Time taken: 12863 s.
0 days 3 hours 34 minutes 23 seconds
Preds: [[1.4368177652359009], [1.4829314947128296], [1.9185973405838013], [1.638554334640503], [2.1878814697265625], [1.0346475839614868], [1.3306143283843994], [1.5174704790115356], [1.723923921585083], [1.2541563510894775], [1.7147239446640015], [2.204502582550049], [1.5859614610671997], [0.8471916913986206], [1.4296867847442627], [1.5634011030197144], [1.1790269613265991], [1.843159794807434], [1.197205901145935], [1.784631609916687], [1.4912599325180054], [1.722072720527649], [1.0899568796157837], [0.9282273650169373], [1.3757600784301758], [1.6231404542922974], [1.3129956722259521], [1.710434079170227], [1.7870720624923706], [1.3897532224655151], [1.6013025045394897], [1.9455851316452026], [1.3822780847549438], [1.2837265729904175], [0.9876095056533813], [2.122058868408203], [1.4890934228897095], [1.4588658809661865], [1.4745601415634155], [1.285896897315979], [2.005160331726074], [2.0232343673706055], [1.145992398262024], [1.3992159366607666], [2.506683349609375], 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Started at: 13:09:14
norbert2, 0.001, 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