home-standard-results / oversampled_unfrozen /oversampled_False_unfrozen_nb-bert-base_128_1e-06_128.txt
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Started at: 15:32:56
nb-bert-base, 1e-06, 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: 0.7517342874407769 - MAE: 0.7057451002280275
Validation loss : 0.2215285485281664 - MAE: 0.36895833487830076
Epoch: 1
Training loss: 0.19639551222324372 - MAE: 0.3396230939000504
Validation loss : 0.19613290621953852 - MAE: 0.3407071633363561
Epoch: 2
Training loss: 0.189819974899292 - MAE: 0.33152794044204265
Validation loss : 0.1862245491322349 - MAE: 0.3306322601904093
Epoch: 3
Training loss: 0.18293176978826522 - MAE: 0.32441511104916815
Validation loss : 0.17851299398085652 - MAE: 0.3229232679845315
Epoch: 4
Training loss: 0.17267104253172874 - MAE: 0.31568550798758915
Validation loss : 0.1724623275153777 - MAE: 0.3165547082446247
Epoch: 5
Training loss: 0.16829490080475806 - MAE: 0.3120916956077127
Validation loss : 0.16718720863847172 - MAE: 0.3110304108857384
Epoch: 6
Training loss: 0.16253711566329002 - MAE: 0.3063455763538055
Validation loss : 0.16258587469072902 - MAE: 0.30655345038718496
Epoch: 7
Training loss: 0.16034438580274582 - MAE: 0.30328251732911143
Validation loss : 0.1597431661451564 - MAE: 0.30170444947052183
Epoch: 8
Training loss: 0.1557214939594269 - MAE: 0.2978233031704816
Validation loss : 0.15588842639151743 - MAE: 0.2980465650755997
Epoch: 9
Training loss: 0.15138985186815263 - MAE: 0.29315482496406786
Validation loss : 0.15272060474928686 - MAE: 0.2938781084993315
Epoch: 10
Training loss: 0.14734334856271744 - MAE: 0.28864492743138265
Validation loss : 0.14985116001437693 - MAE: 0.29023116106870367
Epoch: 11
Training loss: 0.1457201571762562 - MAE: 0.2867967428580185
Validation loss : 0.1477173132931485 - MAE: 0.2867585527915968
Epoch: 12
Training loss: 0.14163992531597613 - MAE: 0.2835520938095877
Validation loss : 0.14506700503475525 - MAE: 0.2834552494116601
Epoch: 13
Training loss: 0.13645638167858123 - MAE: 0.2770969076622815
Validation loss : 0.14318845815518322 - MAE: 0.28016682881578747
Epoch: 14
Training loss: 0.1343451277911663 - MAE: 0.27475739357644485
Validation loss : 0.1393124759197235 - MAE: 0.27617785195712385
Epoch: 15
Training loss: 0.13045489206910132 - MAE: 0.27069742920636936
Validation loss : 0.13638880761230693 - MAE: 0.27319779379573633
Epoch: 16
Training loss: 0.12725012689828874 - MAE: 0.2683235728652262
Validation loss : 0.13482610443059137 - MAE: 0.27131034946836896
Epoch: 17
Training loss: 0.12515463784337044 - MAE: 0.2658840357596416
Validation loss : 0.13159997717422597 - MAE: 0.2683061102257243
Epoch: 18
Training loss: 0.12170385599136352 - MAE: 0.2627476926820322
Validation loss : 0.12888203605132945 - MAE: 0.26585217143392986
Epoch: 19
Training loss: 0.11737259797751903 - MAE: 0.25807553547867146
Validation loss : 0.1258681942434872 - MAE: 0.26310331994565594
Prediction MAE: 0.2517
Finished at: 15:32:56
Time taken: 1722 s.
0 days 0 hours 28 minutes 42 seconds
Preds: [[1.3522804975509644], [1.330391526222229], [1.5540484189987183], [1.5916467905044556], [1.438066840171814], [1.1918224096298218], [1.6840873956680298], [1.2792826890945435], [1.4275932312011719], [1.1652348041534424], [1.0297231674194336], [1.151676058769226], [1.3963154554367065], [1.174630045890808], [1.223190426826477], [1.603659749031067], [1.2167359590530396], [1.4197256565093994], [1.3353989124298096], [1.0056041479110718], [1.5358959436416626], [1.3369146585464478], [1.241939663887024], [1.4544092416763306], [1.069472312927246], [1.0705353021621704], [1.4985612630844116], [1.4193559885025024], [1.1209286451339722], [1.1923989057540894], [1.384569525718689], [1.072934865951538], [1.7066718339920044], [1.364881157875061], [1.1603953838348389], [1.2710742950439453], [1.1192976236343384], [1.3522779941558838], [1.180787444114685], [1.4478238821029663], [1.1121598482131958], [0.9421511292457581], [1.4148248434066772], [1.4223405122756958], [1.2121093273162842], 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