home-standard-results / oversampled_False_unfrozen_nb-bert-base_256_5e-06_64.txt
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Started at: 13:09:04
nb-bert-base, 5e-06, 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: 0.5433284169435502 - MAE: 0.5775941266642696
Validation loss : 0.2084534830517239 - MAE: 0.34436377863461687
Epoch: 1
Training loss: 0.18881268858909606 - MAE: 0.3319951213456936
Validation loss : 0.17533069021171993 - MAE: 0.31952199275705395
Epoch: 2
Training loss: 0.17236681401729584 - MAE: 0.31305812195355187
Validation loss : 0.16540057957172394 - MAE: 0.30917810361613507
Epoch: 3
Training loss: 0.16512651681900026 - MAE: 0.30562505926503336
Validation loss : 0.1583948234717051 - MAE: 0.2991497249751852
Epoch: 4
Training loss: 0.15748567909002303 - MAE: 0.2989958723461345
Validation loss : 0.15284320215384165 - MAE: 0.29026856200804096
Epoch: 5
Training loss: 0.14964943289756774 - MAE: 0.2896343934318654
Validation loss : 0.14675226559241614 - MAE: 0.2830523245210482
Epoch: 6
Training loss: 0.1409749785065651 - MAE: 0.2818433281871407
Validation loss : 0.14069517536295784 - MAE: 0.2762524538160992
Epoch: 7
Training loss: 0.1349916523694992 - MAE: 0.27349521608195476
Validation loss : 0.13396325210730234 - MAE: 0.26954649511104584
Epoch: 8
Training loss: 0.12729438930749892 - MAE: 0.2662118251014631
Validation loss : 0.12773916290866005 - MAE: 0.2634949845222456
Epoch: 9
Training loss: 0.1206126120686531 - MAE: 0.25962342232666624
Validation loss : 0.12221866349379222 - MAE: 0.2589877239039535
Epoch: 10
Training loss: 0.11287372469902039 - MAE: 0.2514929032844295
Validation loss : 0.12077544712358051 - MAE: 0.25974176291313755
Epoch: 11
Training loss: 0.10924365520477294 - MAE: 0.24930425533115355
Validation loss : 0.11802816722128126 - MAE: 0.2588219114054121
Epoch: 12
Training loss: 0.10474763780832291 - MAE: 0.24292320602673487
Validation loss : 0.1159117536412345 - MAE: 0.25783798245851147
Epoch: 13
Training loss: 0.10213902741670608 - MAE: 0.24076924506931538
Validation loss : 0.11515615466568205 - MAE: 0.2585900787578427
Epoch: 14
Training loss: 0.09848966777324676 - MAE: 0.23697548065117832
Validation loss : 0.11351328674289915 - MAE: 0.25740525583023555
Epoch: 15
Training loss: 0.09727425575256347 - MAE: 0.23586880707826985
Validation loss : 0.11305719945165846 - MAE: 0.2573892576317643
Epoch: 16
Training loss: 0.09380390018224716 - MAE: 0.23231750701230622
Validation loss : 0.11219253639380138 - MAE: 0.25711702658963476
Epoch: 17
Training loss: 0.09150100648403167 - MAE: 0.22994808519418214
Validation loss : 0.10900207526153988 - MAE: 0.25443006125782147
Epoch: 18
Training loss: 0.09002979636192322 - MAE: 0.22947207395694685
Validation loss : 0.10925379229916467 - MAE: 0.2542020256306034
Epoch: 19
Training loss: 0.08695711761713028 - MAE: 0.224448849073169
Validation loss : 0.10955638107326296 - MAE: 0.25542062996289777
Prediction MAE: 0.2445
Finished at: 13:09:04
Time taken: 1317 s.
0 days 0 hours 21 minutes 57 seconds
Preds: [[1.398363709449768], [1.4925987720489502], [1.5362240076065063], [1.439950942993164], [1.181628704071045], [1.2589848041534424], [1.7024495601654053], [0.9805030822753906], [1.3457499742507935], [1.163751482963562], [1.003126621246338], [1.4007912874221802], [1.393295407295227], [1.0454943180084229], [1.389243721961975], [1.5790214538574219], [0.8227994441986084], [1.4259834289550781], [1.2847480773925781], [0.6603333353996277], [1.6596025228500366], [1.3005626201629639], [1.2167482376098633], [1.5708293914794922], [0.957442581653595], [1.201295256614685], [1.6228957176208496], [1.5493351221084595], [1.2018797397613525], [1.1752721071243286], [1.344223976135254], [0.841050922870636], [1.860499620437622], [1.5692189931869507], [1.4076766967773438], [1.2626696825027466], [1.173444151878357], [1.4565809965133667], [1.5264248847961426], [1.5758130550384521], [1.4211575984954834], [0.9819169044494629], [1.3911471366882324], [1.3731858730316162], [1.0790510177612305], 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