Started at: 07:01:27
nb-bert-base, 0.01, 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: 0.5596114207397808 - MAE: 0.5813997253674807
Validation loss : 0.3156463723433645 - MAE: 0.43851687835354314
Epoch: 1
Training loss: 0.3180540149862116 - MAE: 0.4460126291406872
Validation loss : 0.32306284026095744 - MAE: 0.4402970395549499
Epoch: 2
Training loss: 0.30295439118688755 - MAE: 0.43447140695733744
Validation loss : 0.3017522582882329 - MAE: 0.42627015059522233
Epoch: 3
Training loss: 0.30267773406072096 - MAE: 0.4335884439998425
Validation loss : 0.27384402406843084 - MAE: 0.4074333291383323
Epoch: 4
Training loss: 0.3015739852731878 - MAE: 0.432638178705699
Validation loss : 0.26476318114682246 - MAE: 0.4019477710425932
Epoch: 5
Training loss: 0.3028831660747528 - MAE: 0.4320438596381902
Validation loss : 0.2726306358450337 - MAE: 0.4112733829542522
Epoch: 6
Training loss: 0.30585940209302037 - MAE: 0.4346167073123123
Validation loss : 0.2800866192892978 - MAE: 0.41781596719737735
Epoch: 7
Training loss: 0.30404493592002174 - MAE: 0.4347931655682832
Validation loss : 0.3134155438134545 - MAE: 0.44624786526722776
Stopped after 7 epochs.
Prediction MAE: 0.4402
Finished at: 07:01:27
Time taken: 5068 s.
0 days 1 hours 24 minutes 28 seconds

 
 

Preds: [[1.037847876548767], [1.1958187818527222], [1.6324635744094849], [0.979476809501648], [1.7555055618286133], [1.1324719190597534], [1.3936973810195923], [1.4427236318588257], [1.096937656402588], [1.1856542825698853], [2.057283639907837], [2.0258309841156006], [1.091418743133545], [0.17030668258666992], [1.1300143003463745], [1.3921886682510376], [0.6329439282417297], [1.3613194227218628], [0.4391477108001709], [1.4199527502059937], [1.5820235013961792], [1.3431721925735474], [0.7125025391578674], [0.9832018613815308], [0.6929669976234436], [2.079339027404785], [0.9152374267578125], [1.6051684617996216], [1.6758626699447632], [0.9439626336097717], [1.3097904920578003], [1.6698596477508545], [1.139302134513855], [0.5531112551689148], [0.6807409524917603], [1.8277596235275269], [1.174453854560852], [1.2380956411361694], [1.2261356115341187], [0.9290490746498108], [1.5669575929641724], [1.5966774225234985], [1.1771094799041748], [1.287896990776062], [2.437434196472168], 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