test_early_stopping19-04-2023_nb-bert-base_batchsize_128_all_units_0.001_1_50_freeze_True.txt

Started at: 14:40:19
({'_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: 1.2811461687088013 - MAE: 1.0408094668466794
Validation loss : 1.3419398069381714 - MAE: 1.0652254769721856
Epoch: 1
Training loss: 0.7854926586151123 - MAE: 0.7721470455473632
Validation loss : 0.8864973783493042 - MAE: 0.8435096881137445
Epoch: 2
Training loss: 0.4843243956565857 - MAE: 0.5272605160349294
Validation loss : 0.5820499062538147 - MAE: 0.6337268329583682
Epoch: 3
Training loss: 0.41485145688056946 - MAE: 0.4802625859156251
Validation loss : 0.421680212020874 - MAE: 0.4904769934140719
Epoch: 4
Training loss: 0.48013365268707275 - MAE: 0.5623592561797092
Validation loss : 0.35784491896629333 - MAE: 0.4395319429727701
Epoch: 5
Training loss: 0.5700742602348328 - MAE: 0.62281050650697
Validation loss : 0.3381924331188202 - MAE: 0.4468093950014848
Epoch: 6
Training loss: 0.5534572601318359 - MAE: 0.6398394494072387
Validation loss : 0.3276384174823761 - MAE: 0.4481881180634865
Epoch: 7
Training loss: 0.5136637687683105 - MAE: 0.6030835897514695
Validation loss : 0.3143889605998993 - MAE: 0.4345858062689121
Epoch: 8
Training loss: 0.4339531362056732 - MAE: 0.5305713756304038
Validation loss : 0.30018025636672974 - MAE: 0.41813509395489323
Epoch: 9
Training loss: 0.3681242763996124 - MAE: 0.4937124432701814
Validation loss : 0.28909191489219666 - MAE: 0.4049994842364238
Epoch: 10
Training loss: 0.28562891483306885 - MAE: 0.4289360728703047
Validation loss : 0.2845577895641327 - MAE: 0.39556940358418685
Epoch: 11
Training loss: 0.22621430456638336 - MAE: 0.3758177969016527
Validation loss : 0.28580838441848755 - MAE: 0.3986670867754863
Epoch: 12
Training loss: 0.23422713577747345 - MAE: 0.38526535191034017
Validation loss : 0.28847622871398926 - MAE: 0.40267336712433743
Epoch: 13
Training loss: 0.22982938587665558 - MAE: 0.35741449578812245
Validation loss : 0.28796255588531494 - MAE: 0.4020649595902516
Epoch: 14
Training loss: 0.23996150493621826 - MAE: 0.39404939899319097
Validation loss : 0.2812049388885498 - MAE: 0.39587824505109054
Epoch: 15
Training loss: 0.24414275586605072 - MAE: 0.379991781554724
Validation loss : 0.2680702209472656 - MAE: 0.383818744466855
Epoch: 16
Training loss: 0.27029654383659363 - MAE: 0.40085393817801224
Validation loss : 0.25258928537368774 - MAE: 0.3699319534576856
Epoch: 17
Training loss: 0.2352345883846283 - MAE: 0.38863703373231384
Validation loss : 0.2415340095758438 - MAE: 0.36523089844446915
Epoch: 18
Training loss: 0.2158002406358719 - MAE: 0.3658958297026785
Validation loss : 0.24027621746063232 - MAE: 0.3705826917519936
Epoch: 19
Training loss: 0.21208268404006958 - MAE: 0.3704100282568681
Validation loss : 0.25164109468460083 - MAE: 0.3871169606080422
Epoch: 20
Training loss: 0.17722702026367188 - MAE: 0.336929022481567
Validation loss : 0.2746301591396332 - MAE: 0.4080349631034411
Epoch: 21
Training loss: 0.18777716159820557 - MAE: 0.3379772783894288
Validation loss : 0.3049810528755188 - MAE: 0.4352820710493968
Epoch: 22
Training loss: 0.1848054677248001 - MAE: 0.34332956295264394
Validation loss : 0.33610042929649353 - MAE: 0.4637320970113461
Epoch: 23
Training loss: 0.21688483655452728 - MAE: 0.36749590462759923
Validation loss : 0.36015841364860535 - MAE: 0.48392002972272724
Epoch: 24
Training loss: 0.20183156430721283 - MAE: 0.3708644023067073
Validation loss : 0.3709980249404907 - MAE: 0.4937438930456455
Stopped after 24 epochs.
Prediction MAE: 0.5076
Finished at: 14:40:19
Time taken: 439 s.
0 days 0 hours 7 minutes 19 seconds

 
 

Preds: [[1.7191309928894043], [1.5839954614639282], [2.140916109085083], [1.953258991241455], [1.2630029916763306], [1.698407769203186], [2.032844066619873], [1.9215919971466064], [1.5724438428878784], [1.770376443862915], [1.4258428812026978], [1.603246808052063], [1.8202743530273438], [1.728237509727478], [1.8194266557693481], [1.4585202932357788], [1.8963333368301392], [1.3206255435943604], [1.72213613986969], [2.1634888648986816], [1.9761544466018677], [1.5723778009414673], [1.939049482345581], [1.7006534337997437], [1.5518667697906494], [1.8859261274337769]]