Started at: 15:55:34
nb-bert-base, 5e-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: 0.3764537239074707 - MAE: 0.44679207606712396
Validation loss : 0.17285512056615618 - MAE: 0.3081992947956509
Epoch: 1
Training loss: 0.16615063339471817 - MAE: 0.30649547528499294
Validation loss : 0.1529578533437517 - MAE: 0.29111433579770934
Epoch: 2
Training loss: 0.13928639650344848 - MAE: 0.27798066328514465
Validation loss : 0.122614786028862 - MAE: 0.26257246616388036
Epoch: 3
Training loss: 0.11231679141521454 - MAE: 0.2529455503547655
Validation loss : 0.10595717612240049 - MAE: 0.24815760725459457
Epoch: 4
Training loss: 0.09981235712766648 - MAE: 0.24004258985366017
Validation loss : 0.10513344407081604 - MAE: 0.247734047615942
Epoch: 5
Training loss: 0.08920455396175385 - MAE: 0.22880145010704184
Validation loss : 0.1072261921233601 - MAE: 0.2512552978721885
Epoch: 6
Training loss: 0.08308218359947205 - MAE: 0.22307823743275562
Validation loss : 0.10330484724707073 - MAE: 0.24548758376537272
Epoch: 7
Training loss: 0.07301984548568725 - MAE: 0.2084962468381844
Validation loss : 0.11972129427724415 - MAE: 0.26822416636935725
Epoch: 8
Training loss: 0.07193457618355752 - MAE: 0.20886569116084286
Validation loss : 0.10856911126110289 - MAE: 0.25364307570659744
Epoch: 9
Training loss: 0.05347801476716995 - MAE: 0.18027853555543819
Validation loss : 0.11364191273848216 - MAE: 0.2591002690845959
Stopped after 9 epochs.
Prediction MAE: 0.2513
Finished at: 15:55:34
Time taken: 707 s.
0 days 0 hours 11 minutes 47 seconds

 
 

Preds: [[1.4601809978485107], [1.4399369955062866], [1.517722725868225], [1.5310919284820557], [1.3082482814788818], [1.3691142797470093], [1.7955029010772705], [1.028126835823059], [1.317772626876831], [0.8299681544303894], [1.2626147270202637], [1.4866626262664795], [1.302340030670166], [1.0042815208435059], [1.0535285472869873], [1.7422568798065186], [0.9606809616088867], [1.4350078105926514], [1.4596128463745117], [0.5907734036445618], [1.6492482423782349], [1.3623156547546387], [1.2593450546264648], [1.392741084098816], [1.0140974521636963], [1.3455272912979126], [1.8059718608856201], [1.6086573600769043], [1.3195093870162964], [1.3513293266296387], [1.3573336601257324], [1.037397027015686], [1.7359410524368286], [1.5534448623657227], [1.6291141510009766], [1.3349885940551758], [1.2326321601867676], [1.6596211194992065], [1.4439953565597534], [1.5430026054382324], [1.6935334205627441], [1.1921563148498535], [1.0398913621902466], [1.505748987197876], [1.3249914646148682], 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Started at: 19:42:11
nb-bert-base, 5e-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: 0.3764537239074707 - MAE: 0.44679207606712396
Validation loss : 0.17285512056615618 - MAE: 0.3081992947956509
Epoch: 1
Training loss: 0.16615063339471817 - MAE: 0.30649547528499294
Validation loss : 0.1529578533437517 - MAE: 0.29111433579770934
Epoch: 2
Training loss: 0.13928639650344848 - MAE: 0.27798066328514465
Validation loss : 0.122614786028862 - MAE: 0.26257246616388036
Epoch: 3
Training loss: 0.11231679141521454 - MAE: 0.2529455503547655
Validation loss : 0.10595717612240049 - MAE: 0.24815760725459457
Epoch: 4
Training loss: 0.09981235712766648 - MAE: 0.24004258985366017
Validation loss : 0.10513344407081604 - MAE: 0.247734047615942
Epoch: 5
Training loss: 0.08920455396175385 - MAE: 0.22880145010704184
Validation loss : 0.1072261921233601 - MAE: 0.2512552978721885
Epoch: 6
Training loss: 0.08308218359947205 - MAE: 0.22307823743275562
Validation loss : 0.10330484724707073 - MAE: 0.24548758376537272
Epoch: 7
Training loss: 0.07301984548568725 - MAE: 0.2084962468381844
Validation loss : 0.11972129427724415 - MAE: 0.26822416636935725
Epoch: 8
Training loss: 0.07193457618355752 - MAE: 0.20886569116084286
Validation loss : 0.10856911126110289 - MAE: 0.25364307570659744
Epoch: 9
Training loss: 0.05347801476716995 - MAE: 0.18027853555543819
Validation loss : 0.11364191273848216 - MAE: 0.2591002690845959
Stopped after 9 epochs.
Prediction MAE: 0.2513
Finished at: 19:42:11
Time taken: 700 s.
0 days 0 hours 11 minutes 40 seconds

 
 

Preds: [[1.4601809978485107], [1.4399369955062866], [1.517722725868225], [1.5310919284820557], [1.3082482814788818], [1.3691142797470093], [1.7955029010772705], [1.028126835823059], [1.317772626876831], [0.8299681544303894], [1.2626147270202637], [1.4866626262664795], [1.302340030670166], [1.0042815208435059], [1.0535285472869873], [1.7422568798065186], [0.9606809616088867], [1.4350078105926514], [1.4596128463745117], [0.5907734036445618], [1.6492482423782349], [1.3623156547546387], [1.2593450546264648], [1.392741084098816], [1.0140974521636963], [1.3455272912979126], [1.8059718608856201], [1.6086573600769043], [1.3195093870162964], [1.3513293266296387], [1.3573336601257324], [1.037397027015686], [1.7359410524368286], [1.5534448623657227], [1.6291141510009766], [1.3349885940551758], [1.2326321601867676], [1.6596211194992065], [1.4439953565597534], [1.5430026054382324], [1.6935334205627441], [1.1921563148498535], [1.0398913621902466], [1.505748987197876], [1.3249914646148682], 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Started at: 10:14:26
nb-bert-base, 5e-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: 0.3764537239074707 - MAE: 0.44679207606712396
Validation loss : 0.17285512056615618 - MAE: 0.3081992947956509
Epoch: 1
Training loss: 0.16615063339471817 - MAE: 0.30649547528499294
Validation loss : 0.1529578533437517 - MAE: 0.29111433579770934
Epoch: 2
Training loss: 0.13928639650344848 - MAE: 0.27798066328514465
Validation loss : 0.122614786028862 - MAE: 0.26257246616388036
Epoch: 3
Training loss: 0.11231679141521454 - MAE: 0.2529455503547655
Validation loss : 0.10595717612240049 - MAE: 0.24815760725459457
Epoch: 4
Training loss: 0.09981235712766648 - MAE: 0.24004258985366017
Validation loss : 0.10513344407081604 - MAE: 0.247734047615942
Epoch: 5
Training loss: 0.08920455396175385 - MAE: 0.22880145010704184
Validation loss : 0.1072261921233601 - MAE: 0.2512552978721885
Epoch: 6
Training loss: 0.08308218359947205 - MAE: 0.22307823743275562
Validation loss : 0.10330484724707073 - MAE: 0.24548758376537272
Epoch: 7
Training loss: 0.07301984548568725 - MAE: 0.2084962468381844
Validation loss : 0.11972129427724415 - MAE: 0.26822416636935725
Epoch: 8
Training loss: 0.07193457618355752 - MAE: 0.20886569116084286
Validation loss : 0.10856911126110289 - MAE: 0.25364307570659744
Epoch: 9
Training loss: 0.05347801476716995 - MAE: 0.18027853555543819
Validation loss : 0.11364191273848216 - MAE: 0.2591002690845959
Stopped after 9 epochs.
Prediction MAE: 0.2513
Finished at: 10:14:26
Time taken: 698 s.
0 days 0 hours 11 minutes 38 seconds

 
 

Preds: [[1.4601809978485107], [1.4399369955062866], [1.517722725868225], [1.5310919284820557], [1.3082482814788818], [1.3691142797470093], [1.7955029010772705], [1.028126835823059], [1.317772626876831], [0.8299681544303894], [1.2626147270202637], [1.4866626262664795], [1.302340030670166], [1.0042815208435059], [1.0535285472869873], [1.7422568798065186], [0.9606809616088867], [1.4350078105926514], [1.4596128463745117], [0.5907734036445618], [1.6492482423782349], [1.3623156547546387], [1.2593450546264648], [1.392741084098816], [1.0140974521636963], [1.3455272912979126], [1.8059718608856201], [1.6086573600769043], [1.3195093870162964], [1.3513293266296387], [1.3573336601257324], [1.037397027015686], [1.7359410524368286], [1.5534448623657227], [1.6291141510009766], [1.3349885940551758], [1.2326321601867676], [1.6596211194992065], [1.4439953565597534], [1.5430026054382324], [1.6935334205627441], [1.1921563148498535], [1.0398913621902466], [1.505748987197876], [1.3249914646148682], 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Started at: 11:12:29
nb-bert-base, 5e-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: 0.3764537239074707 - MAE: 0.44679207606712396
Validation loss : 0.17285512056615618 - MAE: 0.3081992947956509
Epoch: 1
Training loss: 0.16615063339471817 - MAE: 0.30649547528499294
Validation loss : 0.1529578533437517 - MAE: 0.29111433579770934
Epoch: 2
Training loss: 0.13928639650344848 - MAE: 0.27798066328514465
Validation loss : 0.122614786028862 - MAE: 0.26257246616388036
Epoch: 3
Training loss: 0.11231679141521454 - MAE: 0.2529455503547655
Validation loss : 0.10595717612240049 - MAE: 0.24815760725459457
Epoch: 4
Training loss: 0.09981235712766648 - MAE: 0.24004258985366017
Validation loss : 0.10513344407081604 - MAE: 0.247734047615942
Epoch: 5
Training loss: 0.08920455396175385 - MAE: 0.22880145010704184
Validation loss : 0.1072261921233601 - MAE: 0.2512552978721885
Epoch: 6
Training loss: 0.08308218359947205 - MAE: 0.22307823743275562
Validation loss : 0.10330484724707073 - MAE: 0.24548758376537272
Epoch: 7
Training loss: 0.07301984548568725 - MAE: 0.2084962468381844
Validation loss : 0.11972129427724415 - MAE: 0.26822416636935725
Epoch: 8
Training loss: 0.07193457618355752 - MAE: 0.20886569116084286
Validation loss : 0.10856911126110289 - MAE: 0.25364307570659744
Epoch: 9
Training loss: 0.05347801476716995 - MAE: 0.18027853555543819
Validation loss : 0.11364191273848216 - MAE: 0.2591002690845959
Stopped after 9 epochs.
Prediction MAE: 0.2513
Finished at: 11:12:29
Time taken: 698 s.
0 days 0 hours 11 minutes 38 seconds

 
 

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