unfrozen/oversampled_unfrozen_nb-bert-base_128_0.0001_128.txt

Started at: 12:44:46
nb-bert-base, 0.0001, 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: 0.36612708148631185 - MAE: 0.4717120442961267
Validation loss : 0.15404437462220322 - MAE: 0.3046518208842633
Epoch: 1
Training loss: 0.10688802501694723 - MAE: 0.25357905396040137
Validation loss : 0.13568775073902026 - MAE: 0.2868513114840287
Epoch: 2
Training loss: 0.057334576039151715 - MAE: 0.18320795481416452
Validation loss : 0.05927463721584629 - MAE: 0.17939931898087275
Epoch: 3
Training loss: 0.042793831940401685 - MAE: 0.1602159128847969
Validation loss : 0.06653215957654489 - MAE: 0.19654507293705598
Epoch: 4
Training loss: 0.03253312439403751 - MAE: 0.1392710678744184
Validation loss : 0.0397090989391546 - MAE: 0.13703922725072784
Epoch: 5
Training loss: 0.02175706150856885 - MAE: 0.11357386098931724
Validation loss : 0.046180186138765233 - MAE: 0.15214531230249748
Epoch: 6
Training loss: 0.018793786528774285 - MAE: 0.10578585568624352
Validation loss : 0.04426654538995511 - MAE: 0.14702444504506368
Epoch: 7
Training loss: 0.02301612945104187 - MAE: 0.11671034083207571
Validation loss : 0.12254386878496892 - MAE: 0.2925213166354949
Stopped after 7 epochs.
Prediction MAE: 0.2917
Finished at: 12:44:46
Time taken: 1416 s.
0 days 0 hours 23 minutes 36 seconds

 
 

Preds: [[0.541232168674469], [1.5319234132766724], [1.8996161222457886], [1.7957574129104614], [2.2430150508880615], [1.0034056901931763], [2.3800573348999023], [1.4906187057495117], [1.7992440462112427], [2.2444190979003906], [2.3882687091827393], [2.482027769088745], [2.272777795791626], [0.0], [0.5733625292778015], [1.9484649896621704], [0.5412564277648926], [2.3127806186676025], [1.9903757572174072], [1.7325657606124878], [2.3688817024230957], [1.9646657705307007], [1.7880157232284546], [1.0597245693206787], [1.1640254259109497], [2.374781370162964], [1.2666192054748535], [1.8546769618988037], [2.3678691387176514], [2.041475534439087], [1.8588205575942993], [2.5637998580932617], [1.493563175201416], [0.0], [1.394004464149475], [2.4250752925872803], [1.4576910734176636], [1.3924838304519653], [2.0366547107696533], [1.3882015943527222], [2.5937626361846924], [2.035860538482666], [0.0], [2.3687851428985596], [2.0160863399505615], [1.7578012943267822], [1.3512219190597534], 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