24-04-2023_norbert2_batchsize_64_all_units_0.001_1_50_freeze_True.txt

Started at: 15:10:27
({'architectures': ['BertForMaskedLM'], 'attention_probs_dropout_prob': 0.1, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'type_vocab_size': 2, 'vocab_size': 50104, '_commit_hash': 'f22bb47f536f62edfcd86ca9320ade990eafbe22'}, {})
Epoch: 0
Training loss: 0.23905933226900872 - MAE: 0.37286070239059566
Validation loss : 0.20273769037290054 - MAE: 0.34199745756205613
Epoch: 1
Training loss: 0.1739810389852283 - MAE: 0.3179558368563117
Validation loss : 0.17964895408261905 - MAE: 0.3195786666383862
Epoch: 2
Training loss: 0.16324252100905987 - MAE: 0.3064914498437487
Validation loss : 0.1667684671102148 - MAE: 0.3071639189113823
Epoch: 3
Training loss: 0.16300387642901354 - MAE: 0.3079134637659216
Validation loss : 0.16075672886588357 - MAE: 0.3023037822758914
Epoch: 4
Training loss: 0.15850964098265677 - MAE: 0.30209297763585696
Validation loss : 0.15993016551841388 - MAE: 0.2998915062426691
Epoch: 5
Training loss: 0.15355758436701514 - MAE: 0.2971466778583582
Validation loss : 0.16042366962541232 - MAE: 0.3002886265052834
Epoch: 6
Training loss: 0.1536776212730793 - MAE: 0.29592730138926
Validation loss : 0.15445094194376108 - MAE: 0.29839474560784734
Epoch: 7
Training loss: 0.1528735202972335 - MAE: 0.2964794843059913
Validation loss : 0.15745532535242313 - MAE: 0.29677731000751756
Epoch: 8
Training loss: 0.15427004425513624 - MAE: 0.29751606123388424
Validation loss : 0.15396082672205838 - MAE: 0.2950934395209802
Epoch: 9
Training loss: 0.149500017590595 - MAE: 0.2916245596857604
Validation loss : 0.15473474675055707 - MAE: 0.2949315575643968
Epoch: 10
Training loss: 0.15341697580585575 - MAE: 0.2974883490072689
Validation loss : 0.15178079225800253 - MAE: 0.29400432445830815
Epoch: 11
Training loss: 0.1485531846381197 - MAE: 0.29181963231047375
Validation loss : 0.1521155567783298 - MAE: 0.2917507828206561
Epoch: 12
Training loss: 0.15231723398572267 - MAE: 0.2955196249722615
Validation loss : 0.15099699817823642 - MAE: 0.29205374747278257
Epoch: 13
Training loss: 0.14968526845026497 - MAE: 0.29204745513801594
Validation loss : 0.15112860636277634 - MAE: 0.29562209819035995
Epoch: 14
Training loss: 0.14701649937966857 - MAE: 0.29068898034530744
Validation loss : 0.15004436694311374 - MAE: 0.29160289952934304
Epoch: 15
Training loss: 0.14749713926905333 - MAE: 0.29047069420406363
Validation loss : 0.15095135682460034 - MAE: 0.29193990274697873
Epoch: 16
Training loss: 0.14518334490783286 - MAE: 0.2888430625870997
Validation loss : 0.1518924617857644 - MAE: 0.2927869095908412
Epoch: 17
Training loss: 0.14819813293941092 - MAE: 0.2915348714091262
Validation loss : 0.15025117812734662 - MAE: 0.29238862838308954
Stopped after 17 epochs.
Prediction MAE: 0.2779
Finished at: 15:10:27
Time taken: 3925 s.
0 days 1 hours 5 minutes 25 seconds

 
 

Preds: [[1.4019633531570435], [1.6016476154327393], [1.4773579835891724], [1.5462560653686523], [1.3183058500289917], [1.2486997842788696], [1.595739722251892], [1.2356959581375122], [1.4214290380477905], [1.2904220819473267], [1.258368968963623], [1.404770016670227], [1.2810124158859253], [1.2868953943252563], [1.3326852321624756], [1.483193278312683], [1.2790228128433228], [1.4909123182296753], [1.4282363653182983], [1.2349592447280884], [1.5788599252700806], [1.441874623298645], [1.3306665420532227], [1.2384967803955078], [1.2322231531143188], [1.2882314920425415], [1.7313448190689087], [1.1785722970962524], [1.2682380676269531], [1.5028010606765747], [1.4552356004714966], [1.2840322256088257], [1.6687284708023071], [1.416496992111206], [1.1958141326904297], [1.3498504161834717], [1.415374517440796], [1.5983504056930542], [1.2660655975341797], [1.4691864252090454], [1.3329828977584839], [1.2814372777938843], [1.4111768007278442], [1.3699153661727905], [1.5536030530929565], 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