lr_best_bs_ml/lr_0.005_nb-bert-base_256_512.txt

Started at: 05:25:27
nb-bert-base, 0.005, 256
({'_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: 0.4007008993625641 - MAE: 0.4885499039503634
Validation loss : 0.2499594142039617 - MAE: 0.3902458209794327
Epoch: 1
Training loss: 0.1764087611436844 - MAE: 0.31921794463355463
Validation loss : 0.15415319634808433 - MAE: 0.3003354139594002
Epoch: 2
Training loss: 0.15489700615406035 - MAE: 0.29635066787364195
Validation loss : 0.14631647616624832 - MAE: 0.28949698867302415
Epoch: 3
Training loss: 0.15037189900875092 - MAE: 0.29129475093686796
Validation loss : 0.14337093962563408 - MAE: 0.2853613007097431
Epoch: 4
Training loss: 0.14694193363189698 - MAE: 0.2890151885751033
Validation loss : 0.14284957117504543 - MAE: 0.2834202400924684
Epoch: 5
Training loss: 0.1449808484315872 - MAE: 0.2864877243637086
Validation loss : 0.1422330207294888 - MAE: 0.283159572301005
Epoch: 6
Training loss: 0.14410030126571655 - MAE: 0.2853358772086361
Validation loss : 0.1400961975256602 - MAE: 0.28122248999863914
Epoch: 7
Training loss: 0.1426782140135765 - MAE: 0.28375686757122653
Validation loss : 0.1407322800821728 - MAE: 0.2838569888442433
Epoch: 8
Training loss: 0.14195646077394486 - MAE: 0.2817633782280683
Validation loss : 0.1388440587454372 - MAE: 0.2802585043083496
Epoch: 9
Training loss: 0.1404895094037056 - MAE: 0.2807844853466291
Validation loss : 0.13940760824415419 - MAE: 0.28164068533013364
Epoch: 10
Training loss: 0.14134483069181442 - MAE: 0.2822396899953535
Validation loss : 0.13846467352575725 - MAE: 0.2807878787425167
Epoch: 11
Training loss: 0.13864227861166 - MAE: 0.2779655483471393
Validation loss : 0.13695338865121207 - MAE: 0.27770334510794437
Epoch: 12
Training loss: 0.13995481193065643 - MAE: 0.2815151061074474
Validation loss : 0.1369583730896314 - MAE: 0.27728272232534
Epoch: 13
Training loss: 0.1394765266776085 - MAE: 0.27985863314964404
Validation loss : 0.13700800306267208 - MAE: 0.2775053180860486
Epoch: 14
Training loss: 0.13888225555419922 - MAE: 0.27969754399610103
Validation loss : 0.13807694945070478 - MAE: 0.27771632242701494
Epoch: 15
Training loss: 0.14023408472537993 - MAE: 0.281773056424456
Validation loss : 0.13949678010410732 - MAE: 0.27865689193030263
Stopped after 15 epochs.
Prediction MAE: 0.2643
Finished at: 05:25:27
Time taken: 4968 s.
0 days 1 hours 22 minutes 48 seconds

 
 

Preds: [[1.3473116159439087], [1.4916538000106812], [1.5235272645950317], [1.5232380628585815], [1.4425569772720337], [1.3926810026168823], [1.8737951517105103], [1.376532793045044], [1.3264566659927368], [1.4640084505081177], [1.345126748085022], [1.2003587484359741], [1.4523228406906128], [1.297446846961975], [1.206351637840271], [1.5142861604690552], [1.3133608102798462], [1.2870794534683228], [1.3185275793075562], [1.1220718622207642], [1.4548025131225586], [1.6829551458358765], [1.2933622598648071], [1.5121338367462158], [1.166664481163025], [1.1782867908477783], [1.7344344854354858], [1.568489670753479], [1.3065603971481323], [1.2981979846954346], [1.4712337255477905], [1.1959236860275269], [1.440050721168518], [1.394387125968933], [1.1618988513946533], [1.228837251663208], [1.1376816034317017], [1.551632285118103], [1.102860689163208], [1.3464044332504272], [1.3197354078292847], [1.2025288343429565], [1.3702079057693481], [1.4319936037063599], [1.3219207525253296], 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