Started at: 16:02:20
norbert, 1e-06, 128
({'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': 32922, '_commit_hash': '075d4e3705390691013e859faffc5696d071e33b'}, {})
Epoch: 0
Training loss: 0.7460856667973779 - MAE: 0.6937262853295475
Validation loss : 0.44463845926362117 - MAE: 0.5404389452025509
Epoch: 1
Training loss: 0.42787456051869827 - MAE: 0.5316044299587891
Validation loss : 0.4109697841309212 - MAE: 0.5172857106468047
Epoch: 2
Training loss: 0.3988200171427293 - MAE: 0.5103238186167652
Validation loss : 0.38310027605778463 - MAE: 0.49533129267688575
Epoch: 3
Training loss: 0.3718023626641794 - MAE: 0.4883303679176176
Validation loss : 0.35466546625704376 - MAE: 0.4719971885902407
Epoch: 4
Training loss: 0.34883382564241233 - MAE: 0.4694786853187755
Validation loss : 0.3274613445675051 - MAE: 0.4497400936882447
Epoch: 5
Training loss: 0.32371379624713553 - MAE: 0.45055896282082925
Validation loss : 0.3024664642037572 - MAE: 0.43046571174501985
Epoch: 6
Training loss: 0.298250751061873 - MAE: 0.4311035397705723
Validation loss : 0.28173082583659403 - MAE: 0.4146433680641701
Epoch: 7
Training loss: 0.27592497847296976 - MAE: 0.4124746433320494
Validation loss : 0.2617965574200089 - MAE: 0.398852922643977
Epoch: 8
Training loss: 0.25866106680848383 - MAE: 0.3997834659180525
Validation loss : 0.24574068228940707 - MAE: 0.3877418061586343
Epoch: 9
Training loss: 0.24225996245037426 - MAE: 0.38608393859401835
Validation loss : 0.23333295052115982 - MAE: 0.37684259385811697
Epoch: 10
Training loss: 0.2291112703355876 - MAE: 0.3778737300680278
Validation loss : 0.2209517375842945 - MAE: 0.36782286820733
Epoch: 11
Training loss: 0.2189519001678987 - MAE: 0.36925461376740537
Validation loss : 0.21126504403513832 - MAE: 0.36075527268024365
Epoch: 12
Training loss: 0.20796230923045766 - MAE: 0.36019755104434287
Validation loss : 0.20206612670743787 - MAE: 0.3536469631105317
Epoch: 13
Training loss: 0.2011198039759289 - MAE: 0.35527753432966236
Validation loss : 0.19521727473349185 - MAE: 0.3488031373290791
Epoch: 14
Training loss: 0.19580315405672247 - MAE: 0.3502173428758647
Validation loss : 0.1880948547575925 - MAE: 0.3410039793040633
Epoch: 15
Training loss: 0.18735542852770198 - MAE: 0.3436254560944687
Validation loss : 0.18261285891404022 - MAE: 0.337073126837476
Epoch: 16
Training loss: 0.18526539477435025 - MAE: 0.34151268377118005
Validation loss : 0.17641934752464294 - MAE: 0.3313521931566946
Epoch: 17
Training loss: 0.17847436382011933 - MAE: 0.33507327310140644
Validation loss : 0.17367160843836293 - MAE: 0.32822675514768107
Epoch: 18
Training loss: 0.17289844019846481 - MAE: 0.32901488381900473
Validation loss : 0.16798554723327225 - MAE: 0.32231628187994693
Epoch: 19
Training loss: 0.16958028145811774 - MAE: 0.3264631854413058
Validation loss : 0.16419280380816073 - MAE: 0.3190655186846878
Prediction MAE: 0.3185
Finished at: 16:02:20
Time taken: 3341 s.
0 days 0 hours 55 minutes 41 seconds

 
 

Preds: [[1.3828480243682861], [1.8958674669265747], [1.900490403175354], [1.5050814151763916], [2.3411600589752197], [1.177254557609558], [1.8957533836364746], [1.6915090084075928], [0.9367088675498962], [1.6063801050186157], [2.3450710773468018], [2.4828073978424072], [1.7336435317993164], [0.2243204563856125], [1.2644870281219482], [1.830359697341919], [0.6127915382385254], [1.9026460647583008], [1.3416454792022705], [1.9019453525543213], [2.278884172439575], [2.0540506839752197], [1.345246434211731], [0.8359826803207397], [0.463489830493927], [1.992824912071228], [0.43173038959503174], [1.2562246322631836], [1.952440857887268], [0.9902336001396179], [1.7374062538146973], [2.3589766025543213], [1.7470797300338745], [1.0033776760101318], [1.4777030944824219], [2.094388723373413], [0.7023493051528931], [1.394474744796753], [1.7570135593414307], [1.3251956701278687], [1.961311936378479], [1.8886234760284424], [0.9250333309173584], [1.0924664735794067], [2.1666924953460693], 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