unfrozen/oversampled_unfrozen_norbert2_128_1e-05_128.txt

Started at: 08:45:16
norbert2, 1e-05, 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': 50104, '_commit_hash': 'f22bb47f536f62edfcd86ca9320ade990eafbe22'}, {})
Epoch: 0
Training loss: 0.30497546019879257 - MAE: 0.42869286182416855
Validation loss : 0.15956586357709523 - MAE: 0.31167111933068076
Epoch: 1
Training loss: 0.1452032881026918 - MAE: 0.30053036540145694
Validation loss : 0.11247281468397863 - MAE: 0.2586010768190271
Epoch: 2
Training loss: 0.10166860910301859 - MAE: 0.24921123399259268
Validation loss : 0.0880196022020804 - MAE: 0.2233723515532005
Epoch: 3
Training loss: 0.07541778375479308 - MAE: 0.21351878047638803
Validation loss : 0.06469511321267567 - MAE: 0.18400398823078792
Epoch: 4
Training loss: 0.06165993284772743 - MAE: 0.19184390950180608
Validation loss : 0.0613151233945344 - MAE: 0.17875255832217646
Epoch: 5
Training loss: 0.04949025074866685 - MAE: 0.1709909368656886
Validation loss : 0.053461475952251536 - MAE: 0.16295793190252378
Epoch: 6
Training loss: 0.04148036807098172 - MAE: 0.15693139034232412
Validation loss : 0.05190103642038397 - MAE: 0.1615688958885218
Epoch: 7
Training loss: 0.03697806617075747 - MAE: 0.14812007198633056
Validation loss : 0.052158662898314966 - MAE: 0.16376426993565643
Epoch: 8
Training loss: 0.0326431346887892 - MAE: 0.13912042839451283
Validation loss : 0.05116811072504198 - MAE: 0.16066559444199782
Epoch: 9
Training loss: 0.02967204007912766 - MAE: 0.1331881867103449
Validation loss : 0.049359872534468364 - MAE: 0.15798790835517088
Epoch: 10
Training loss: 0.028128387355668978 - MAE: 0.12993065892895117
Validation loss : 0.04687790471959759 - MAE: 0.15159224734918927
Epoch: 11
Training loss: 0.027397695564749566 - MAE: 0.1282671620014263
Validation loss : 0.04928974439767567 - MAE: 0.16185177852825444
Epoch: 12
Training loss: 0.02569327066567811 - MAE: 0.12482639737875773
Validation loss : 0.05064559707770477 - MAE: 0.16092011211603427
Epoch: 13
Training loss: 0.027594075495885176 - MAE: 0.1294707595451032
Validation loss : 0.049352998266348966 - MAE: 0.15968132932714366
Stopped after 13 epochs.
Prediction MAE: 0.1578
Finished at: 08:45:16
Time taken: 2295 s.
0 days 0 hours 38 minutes 15 seconds

 
 

Preds: [[0.1858668476343155], [1.4282293319702148], [1.4633303880691528], [1.4018371105194092], [2.1707305908203125], [0.6063337326049805], [1.9095746278762817], [0.8171207308769226], [1.619492530822754], [1.9450275897979736], [2.132120370864868], [2.355928659439087], [2.208760976791382], [0.0], [0.44096308946609497], [1.4941450357437134], [0.4887138605117798], [1.7171673774719238], [0.9270498156547546], [1.9259051084518433], [1.943097472190857], [1.6020604372024536], [1.568007469177246], [0.6259247660636902], [0.8721781969070435], [2.0490870475769043], [0.8973114490509033], [1.659804344177246], [2.057209014892578], [1.6212217807769775], [1.6435821056365967], [2.3289568424224854], [0.7452304363250732], [0.0], [1.208035945892334], [2.024151563644409], [1.1471717357635498], [0.830625593662262], [1.7761139869689941], [1.0176228284835815], [2.40346360206604], [1.8446524143218994], [0.0], [1.8730883598327637], [1.8156400918960571], [1.540510892868042], [1.2125437259674072], 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