unfrozen/oversampled_unfrozen_nb-bert-base_128_1e-05_128.txt

Started at: 16:45:21
nb-bert-base, 1e-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: 0.38586709865114904 - MAE: 0.4849558379240151
Validation loss : 0.18877874596698865 - MAE: 0.34281461362867194
Epoch: 1
Training loss: 0.15328100736845623 - MAE: 0.3110089046297467
Validation loss : 0.13376375750915423 - MAE: 0.28475932328913467
Epoch: 2
Training loss: 0.10945837165821683 - MAE: 0.26181690476448566
Validation loss : 0.09071092670028275 - MAE: 0.22688897770478644
Epoch: 3
Training loss: 0.08274649029428309 - MAE: 0.22569179274341786
Validation loss : 0.07648693286889308 - MAE: 0.20444620256940232
Epoch: 4
Training loss: 0.06416812925176187 - MAE: 0.1968119259000343
Validation loss : 0.0715643543045263 - MAE: 0.19483943867316203
Epoch: 5
Training loss: 0.053393923796036025 - MAE: 0.17803670871067337
Validation loss : 0.06501344923634787 - MAE: 0.18520786305124154
Epoch: 6
Training loss: 0.04834607517854734 - MAE: 0.17019306561828193
Validation loss : 0.06949157660474649 - MAE: 0.1974797654031808
Epoch: 7
Training loss: 0.044410172443498264 - MAE: 0.16284821779375727
Validation loss : 0.0685944989122249 - MAE: 0.19426313840979537
Epoch: 8
Training loss: 0.03735945773395625 - MAE: 0.14897886786026437
Validation loss : 0.05515715872516503 - MAE: 0.1688095300986247
Epoch: 9
Training loss: 0.03386026068844578 - MAE: 0.1419342149813374
Validation loss : 0.052748485745207685 - MAE: 0.16395234512264292
Epoch: 10
Training loss: 0.03284374309534376 - MAE: 0.14020799470205123
Validation loss : 0.0524430242744652 - MAE: 0.1637775441628531
Epoch: 11
Training loss: 0.029320669258860024 - MAE: 0.13255478394581352
Validation loss : 0.05290858638850418 - MAE: 0.16296233528848086
Epoch: 12
Training loss: 0.025531478243117984 - MAE: 0.12337398897928578
Validation loss : 0.05423292849917669 - MAE: 0.1666849839546841
Epoch: 13
Training loss: 0.021576354186981915 - MAE: 0.11321151862743624
Validation loss : 0.05308460766399229 - MAE: 0.16556194680383857
Epoch: 14
Training loss: 0.01994108565321023 - MAE: 0.10876714473166803
Validation loss : 0.049032660553584226 - MAE: 0.15605765950613432
Epoch: 15
Training loss: 0.01883217997171662 - MAE: 0.10632629505503291
Validation loss : 0.05146962182747351 - MAE: 0.16090857185160987
Epoch: 16
Training loss: 0.018141330846331336 - MAE: 0.10430702213486295
Validation loss : 0.051184009861301734 - MAE: 0.16014582464101348
Epoch: 17
Training loss: 0.017415624103424225 - MAE: 0.10218710351261938
Validation loss : 0.04844279904421922 - MAE: 0.15428246769338286
Epoch: 18
Training loss: 0.016706286777149547 - MAE: 0.10007658569044992
Validation loss : 0.04970386991831097 - MAE: 0.1574191571761535
Epoch: 19
Training loss: 0.019178793164478108 - MAE: 0.10822969457234248
Validation loss : 0.05072415529473408 - MAE: 0.16151120431438565
Epoch: 20
Training loss: 0.02150061951780861 - MAE: 0.11443162356433471
Validation loss : 0.07643995484387553 - MAE: 0.21821391553647623
Stopped after 20 epochs.
Prediction MAE: 0.2194
Finished at: 16:45:21
Time taken: 3829 s.
0 days 1 hours 3 minutes 49 seconds

 
 

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