unfrozen/unfrozen_nb-bert-base_128_5e-05_128.txt

Started at: 14:15:33
nb-bert-base, 5e-05, 128
({'_name_or_path': '/disk4/folder1/working/checkpoints/huggingface/native_pytorch/step4_8/', 'attention_probs_dropout_prob': 0.1, 'directionality': 'bidi', 'gradient_checkpointing': False, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'layer_norm_eps': 1e-12, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'pad_token_id': 0, 'pooler_fc_size': 768, 'pooler_num_attention_heads': 12, 'pooler_num_fc_layers': 3, 'pooler_size_per_head': 128, 'pooler_type': 'first_token_transform', 'position_embedding_type': 'absolute', 'type_vocab_size': 2, 'vocab_size': 119547, '_commit_hash': '82b194c0b3ea1fcad65f1eceee04adb26f9f71ac'}, {})
Epoch: 0
Training loss: 0.24153699845075607 - MAE: 0.3652773515790493
Validation loss : 0.15690655743374543 - MAE: 0.30060383670032825
Epoch: 1
Training loss: 0.13296658173203468 - MAE: 0.27337527802160494
Validation loss : 0.11331164924537435 - MAE: 0.2611315924715273
Epoch: 2
Training loss: 0.10718635074794293 - MAE: 0.2500111259014372
Validation loss : 0.1272253766655922 - MAE: 0.28056134759027773
Epoch: 3
Training loss: 0.0936841443926096 - MAE: 0.23521791468305941
Validation loss : 0.1315471293295131 - MAE: 0.2842419995425354
Epoch: 4
Training loss: 0.08674730561673641 - MAE: 0.2282253914597437
Validation loss : 0.10857733207590439 - MAE: 0.2534386544461171
Epoch: 5
Training loss: 0.07574710868299007 - MAE: 0.21393118302263708
Validation loss : 0.13521097863421722 - MAE: 0.28665432837473065
Epoch: 6
Training loss: 0.06212530925869942 - MAE: 0.19428870419291255
Validation loss : 0.11495307613821591 - MAE: 0.2640493866860752
Epoch: 7
Training loss: 0.06122286453843117 - MAE: 0.19431134157703095
Validation loss : 0.15575465472305522 - MAE: 0.3012525570473673
Stopped after 7 epochs.
Prediction MAE: 0.2875
Finished at: 14:15:33
Time taken: 721 s.
0 days 0 hours 12 minutes 1 seconds

 
 

Preds: [[1.1487847566604614], [1.2424713373184204], [1.2371662855148315], [1.385319709777832], [1.0205503702163696], [1.1509941816329956], [1.8519130945205688], [0.9889793395996094], [1.3495373725891113], [0.9320829510688782], [0.9549159407615662], [1.297615885734558], [1.2803794145584106], [0.6616848111152649], [0.9203042387962341], [1.6266714334487915], [0.9349332451820374], [1.5133938789367676], [1.172164797782898], [0.7647805213928223], [1.5075677633285522], [1.3918489217758179], [1.3106495141983032], [1.3682671785354614], [0.8882973790168762], [0.5114678740501404], [1.4202078580856323], [1.5199488401412964], [1.294183611869812], [1.0840448141098022], [1.317631483078003], [0.26476365327835083], [1.6093004941940308], [1.3057641983032227], [1.1861647367477417], [1.4566307067871094], [1.0495773553848267], [1.4211803674697876], [1.5074493885040283], [1.550378680229187], [0.8984059691429138], [0.6871084570884705], [1.468082308769226], [1.3099340200424194], [1.1614582538604736], 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