unfrozen/unfrozen_nb-bert-base_256_0.0001_64.txt

Started at: 15:24:15
nb-bert-base, 0.0001, 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: 0.36518114507198335 - MAE: 0.4574908224978822
Validation loss : 0.17252560125456917 - MAE: 0.31516829474029506
Epoch: 1
Training loss: 0.1638408863544464 - MAE: 0.30460508237761325
Validation loss : 0.19624791045983633 - MAE: 0.3330663333317159
Epoch: 2
Training loss: 0.15113133162260056 - MAE: 0.29105102186729725
Validation loss : 0.12107159362898932 - MAE: 0.2600923494240155
Epoch: 3
Training loss: 0.11317079901695251 - MAE: 0.2514669417228636
Validation loss : 0.12211004313495424 - MAE: 0.27379358409443266
Epoch: 4
Training loss: 0.10431485742330551 - MAE: 0.2446302549472706
Validation loss : 0.11055066602097617 - MAE: 0.26036581382946006
Epoch: 5
Training loss: 0.09260496616363526 - MAE: 0.23119453603004092
Validation loss : 0.11854663739601771 - MAE: 0.27140690843600807
Stopped after 5 epochs.
Prediction MAE: 0.2610
Finished at: 15:24:15
Time taken: 451 s.
0 days 0 hours 7 minutes 31 seconds

 
 

Preds: [[1.4056881666183472], [1.5807136297225952], [1.750370979309082], [1.6295157670974731], [1.4949172735214233], [1.3861101865768433], [1.988236904144287], [0.9890098571777344], [1.6494354009628296], [1.0733084678649902], [1.2802103757858276], [1.2695564031600952], [1.4383374452590942], [1.2532715797424316], [1.409050703048706], [1.8015040159225464], [0.7465344071388245], [1.508114218711853], [1.3115408420562744], [0.5211983919143677], [1.6861594915390015], [1.4192321300506592], [1.2991191148757935], [1.8352972269058228], [1.1138936281204224], [1.3283790349960327], [1.8069162368774414], [1.831770420074463], [1.1243890523910522], [1.4284659624099731], [1.5832470655441284], [0.6224172115325928], [1.580445647239685], [1.7342549562454224], [1.4697153568267822], [1.4782549142837524], [1.2757222652435303], [1.72144615650177], [1.5930943489074707], [1.592164397239685], [1.3833364248275757], [0.9957022070884705], [1.4505289793014526], [1.5067087411880493], [1.2032287120819092], 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