Started at: 16:08:01
nb-bert-base, 1e-05, 256
({'_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: 0.5152766715396534 - MAE: 0.5710061164712458
Validation loss : 0.33897224539204646 - MAE: 0.46133619981648816
Epoch: 1
Training loss: 0.255655775828795 - MAE: 0.3953687195256471
Validation loss : 0.180796092278079 - MAE: 0.33594173176939124
Epoch: 2
Training loss: 0.1629758978431875 - MAE: 0.32031671491356845
Validation loss : 0.1363422694174867 - MAE: 0.2911510090732793
Epoch: 3
Training loss: 0.12655582563443618 - MAE: 0.28183030483765864
Validation loss : 0.11111199110746384 - MAE: 0.25764228105177417
Epoch: 4
Training loss: 0.09918458922342821 - MAE: 0.24751214247211845
Validation loss : 0.0924425176099727 - MAE: 0.23146075680775868
Epoch: 5
Training loss: 0.08168574740940875 - MAE: 0.22364495674066398
Validation loss : 0.08251872266593732 - MAE: 0.21353590489077884
Epoch: 6
Training loss: 0.06901862458749251 - MAE: 0.2044243218886862
Validation loss : 0.07647488579938286 - MAE: 0.20342135210588452
Epoch: 7
Training loss: 0.060895844210277904 - MAE: 0.19113402427233905
Validation loss : 0.07819366023728722 - MAE: 0.20551883375875404
Epoch: 8
Training loss: 0.05372621776028113 - MAE: 0.1782276032005918
Validation loss : 0.06755199851958375 - MAE: 0.18766397896820972
Epoch: 9
Training loss: 0.050291540202769366 - MAE: 0.173229810476765
Validation loss : 0.06503019089761533 - MAE: 0.18323068827906436
Epoch: 10
Training loss: 0.04537448530847376 - MAE: 0.16494339881487433
Validation loss : 0.06164997953333353 - MAE: 0.17675741102063125
Epoch: 11
Training loss: 0.04246638454496861 - MAE: 0.15905651111887933
Validation loss : 0.0665335631684253 - MAE: 0.18621780869755564
Epoch: 12
Training loss: 0.04005387632006949 - MAE: 0.15484745102916514
Validation loss : 0.07194993448884864 - MAE: 0.19495910187242393
Epoch: 13
Training loss: 0.038302102041515435 - MAE: 0.15091485451213377
Validation loss : 0.053899614826629035 - MAE: 0.1635115805549469
Epoch: 14
Training loss: 0.033866542611609804 - MAE: 0.14214055101493736
Validation loss : 0.0547829907583563 - MAE: 0.1658263914884449
Epoch: 15
Training loss: 0.030137678438966923 - MAE: 0.13372479972843507
Validation loss : 0.056163673338137175 - MAE: 0.17019317992120855
Epoch: 16
Training loss: 0.028664859756827355 - MAE: 0.1304587261589301
Validation loss : 0.05611799029927505 - MAE: 0.17135048557600072
Stopped after 16 epochs.
Prediction MAE: 0.1723
Finished at: 16:08:01
Time taken: 2203 s.
0 days 0 hours 36 minutes 43 seconds

 
 

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Started at: 17:40:34
nb-bert-base, 1e-05, 256
({'_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: 0.5130943953990936 - MAE: 0.5692151551536105
Validation loss : 0.3353208930868852 - MAE: 0.45823283776945034
Epoch: 1
Training loss: 0.2519299247048118 - MAE: 0.39275607751721564
Validation loss : 0.17698200988142113 - MAE: 0.33157351982984395
Epoch: 2
Training loss: 0.1608746879480102 - MAE: 0.3178041643536669
Validation loss : 0.13552271143386238 - MAE: 0.28996977223145837
Epoch: 3
Training loss: 0.12332655692642386 - MAE: 0.2788131565458583
Validation loss : 0.1095369469962622 - MAE: 0.25514956325650484
Epoch: 4
Training loss: 0.09800784574313597 - MAE: 0.2470619888704437
Validation loss : 0.09068584834274493 - MAE: 0.22945416759795564
Epoch: 5
Training loss: 0.08147536685520952 - MAE: 0.22294074315748155
Validation loss : 0.08548116409464886 - MAE: 0.21843944148567165
Epoch: 6
Training loss: 0.06881666881116953 - MAE: 0.2038755811171196
Validation loss : 0.07780149500620992 - MAE: 0.2049457613486203
Epoch: 7
Training loss: 0.059145057065920395 - MAE: 0.18816339401032112
Validation loss : 0.06877379609565985 - MAE: 0.18999312496774895
Epoch: 8
Training loss: 0.05269829698584296 - MAE: 0.17779795002098545
Validation loss : 0.0639731084045611 - MAE: 0.18140225657806586
Epoch: 9
Training loss: 0.04953626502643932 - MAE: 0.17216245039096764
Validation loss : 0.06457258643288362 - MAE: 0.1829972004750627
Epoch: 10
Training loss: 0.04472828195853667 - MAE: 0.16270019155346332
Validation loss : 0.06530842577156268 - MAE: 0.18338266435580333
Epoch: 11
Training loss: 0.04016978987915949 - MAE: 0.15447178296558242
Validation loss : 0.0666839586276757 - MAE: 0.18616438111668374
Stopped after 11 epochs.
Prediction MAE: 0.1866
Finished at: 17:40:34
Time taken: 1762 s.
0 days 0 hours 29 minutes 22 seconds

 
 

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Started at: 19:16:21
nb-bert-base, 1e-05, 256
({'_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: 0.5152766715396534 - MAE: 0.5710061164712458
Validation loss : 0.33897224539204646 - MAE: 0.46133619981648816
Epoch: 1