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gokuls/
HBERTv1_emb_compress_48_L12_H512_A8

Name: HBERTv1_emb_compress_48_L12_H512_A8
Availability: InStock

generated_from_trainer

gokuls/wiki_book_corpus_complete_processed_bert_dataset

model-index

autotrain_compatible

endpoints_compatible

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HBERTv1_emb_compress_48_L12_H512_A8

This model is a fine-tuned version of on the gokuls/wiki_book_corpus_complete_processed_bert_dataset dataset. It achieves the following results on the evaluation set:

Loss: 6.0426
Accuracy: 0.1512

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 1e-05
train_batch_size: 56
eval_batch_size: 56
seed: 10
distributed_type: multi-GPU
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 10000
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
7.102	0.1	10000	7.0825	0.0834
6.6803	0.19	20000	6.6756	0.1066
6.5348	0.29	30000	6.5298	0.1196
6.4394	0.38	40000	6.4389	0.1274
6.3686	0.48	50000	6.3726	0.1332
6.3213	0.57	60000	6.3189	0.1358
6.281	0.67	70000	6.2812	0.1382
6.2506	0.76	80000	6.2467	0.1401
6.221	0.86	90000	6.2216	0.1423
6.206	0.96	100000	6.1978	0.1431
6.1831	1.05	110000	6.1796	0.1449
6.1609	1.15	120000	6.1630	0.1457
6.153	1.24	130000	6.1505	0.1464
6.142	1.34	140000	6.1380	0.1471
6.1281	1.43	150000	6.1257	0.1477
6.1173	1.53	160000	6.1173	0.1481
6.1102	1.62	170000	6.1083	0.1489
6.1011	1.72	180000	6.1001	0.1487
6.0869	1.82	190000	6.0933	0.1493
6.0838	1.91	200000	6.0864	0.1494
6.0745	2.01	210000	6.0805	0.1499
6.0757	2.1	220000	6.0723	0.1503
6.0695	2.2	230000	6.0701	0.1502
6.0595	2.29	240000	6.0623	0.1506
6.0579	2.39	250000	6.0582	0.1506
6.0534	2.49	260000	6.0526	0.1509
6.0465	2.58	270000	6.0433	0.1510

Framework versions

Transformers 4.33.2
Pytorch 1.14.0a0+410ce96
Datasets 2.14.5
Tokenizers 0.13.3

gokuls/HBERTv1_emb_compress_48_L12_H512_A8

HBERTv1_emb_compress_48_L12_H512_A8

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

gokuls/
HBERTv1_emb_compress_48_L12_H512_A8