home-standard-results / unfrozen /oversampled_unfrozen_nb-bert-base_256_0.0001_64.txt
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Started at: 12:13:43
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: 0.42149923877282575 - MAE: 0.5077539213454793
Validation loss : 0.19922814400572525 - MAE: 0.35427887233608224
Epoch: 1
Training loss: 0.14794649644331498 - MAE: 0.30445834810027156
Validation loss : 0.10891807628305335 - MAE: 0.26250548864342504
Epoch: 2
Training loss: 0.08987755606120283 - MAE: 0.23411636965052326
Validation loss : 0.1470530817383214 - MAE: 0.3159673567195207
Epoch: 3
Training loss: 0.0600530820814046 - MAE: 0.18852215251256782
Validation loss : 0.08538261291227843 - MAE: 0.2255970364745946
Epoch: 4
Training loss: 0.0455437759784135 - MAE: 0.1627801826087618
Validation loss : 0.05694338091109928 - MAE: 0.1741570536899235
Epoch: 5
Training loss: 0.03178839178925211 - MAE: 0.13635848246647186
Validation loss : 0.0624876132136897 - MAE: 0.18565712660365072
Epoch: 6
Training loss: 0.027370427074757488 - MAE: 0.12750192443143352
Validation loss : 0.04901756836395515 - MAE: 0.15815755145051866
Epoch: 7
Training loss: 0.032070983438329266 - MAE: 0.13924546794988854
Validation loss : 0.09573628282860706 - MAE: 0.24303175375941785
Epoch: 8
Training loss: 0.026504096134819768 - MAE: 0.12634213130401734
Validation loss : 0.047880988960203374 - MAE: 0.1540732305427046
Epoch: 9
Training loss: 0.02013698208399794 - MAE: 0.10988981122409223
Validation loss : 0.04360069216866242 - MAE: 0.14505164140142868
Epoch: 10
Training loss: 0.022694822011346167 - MAE: 0.11855948487117005
Validation loss : 0.03777580825906051 - MAE: 0.12802485709797962
Epoch: 11
Training loss: 0.022624368271367115 - MAE: 0.11808161568809322
Validation loss : 0.08189758658409119 - MAE: 0.22676018976520476
Epoch: 12
Training loss: 0.017757348614660176 - MAE: 0.10318235599267327
Validation loss : 0.07462647380797487 - MAE: 0.21115589932399773
Epoch: 13
Training loss: 0.013786597888578068 - MAE: 0.09121150777950036
Validation loss : 0.059689020247835865 - MAE: 0.18261700051209936
Stopped after 13 epochs.
Prediction MAE: 0.1846
Finished at: 12:13:43
Time taken: 1827 s.
0 days 0 hours 30 minutes 27 seconds
Preds: [[0.43945378065109253], [1.5227128267288208], [1.7435253858566284], [1.6036440134048462], [2.152792453765869], [0.7968593239784241], [2.387234926223755], [0.9967999458312988], [1.7740323543548584], [2.1001713275909424], [2.387171506881714], [2.5058798789978027], [2.364328145980835], [0.0], [0.6399878263473511], [1.5754430294036865], [0.6801143884658813], [1.971617341041565], [1.5545743703842163], [1.8974453210830688], [2.2675492763519287], [2.0728437900543213], [1.6654644012451172], [0.952908992767334], [1.079663634300232], [2.227612018585205], [1.0063579082489014], [1.7871381044387817], [2.22548246383667], [1.9473259449005127], [1.72380793094635], [2.5036165714263916], [0.8669058084487915], [0.0], [1.3354673385620117], [2.2495577335357666], [1.453631043434143], [1.0316048860549927], [1.9620074033737183], [1.2239834070205688], [2.5483193397521973], [2.0423667430877686], [0.0], [2.126943349838257], [1.7098556756973267], [1.8058629035949707], [1.050285816192627], 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