gokuls / hBERTv1_data_aug_mrpc

huggingface.co
Total runs: 22
24-hour runs: 0
7-day runs: 5
30-day runs: 13
Model's Last Updated: March 02 2023
text-classification

Introduction of hBERTv1_data_aug_mrpc

Model Details of hBERTv1_data_aug_mrpc

hBERTv1_data_aug_mrpc

This model is a fine-tuned version of gokuls/bert_12_layer_model_v1 on the GLUE MRPC dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0001
  • Accuracy: 1.0
  • F1: 1.0
  • Combined Score: 1.0
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: 5e-05
  • train_batch_size: 256
  • eval_batch_size: 256
  • seed: 10
  • distributed_type: multi-GPU
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 50
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Accuracy F1 Combined Score
0.1151 1.0 980 0.0045 0.9975 0.9982 0.9979
0.0108 2.0 1960 0.0001 1.0 1.0 1.0
0.0063 3.0 2940 0.0001 1.0 1.0 1.0
0.0054 4.0 3920 0.0001 1.0 1.0 1.0
0.004 5.0 4900 0.0001 1.0 1.0 1.0
0.0053 6.0 5880 0.0002 1.0 1.0 1.0
0.0046 7.0 6860 0.0003 1.0 1.0 1.0
0.0116 8.0 7840 0.0150 0.9975 0.9982 0.9979
0.0093 9.0 8820 0.0015 1.0 1.0 1.0
0.0123 10.0 9800 0.0164 0.9975 0.9982 0.9979
Framework versions
  • Transformers 4.26.1
  • Pytorch 1.14.0a0+410ce96
  • Datasets 2.10.1
  • Tokenizers 0.13.2

Runs of gokuls hBERTv1_data_aug_mrpc on huggingface.co

22
Total runs
0
24-hour runs
6
3-day runs
5
7-day runs
13
30-day runs

More Information About hBERTv1_data_aug_mrpc huggingface.co Model

hBERTv1_data_aug_mrpc huggingface.co

hBERTv1_data_aug_mrpc huggingface.co is an AI model on huggingface.co that provides hBERTv1_data_aug_mrpc's model effect (), which can be used instantly with this gokuls hBERTv1_data_aug_mrpc model. huggingface.co supports a free trial of the hBERTv1_data_aug_mrpc model, and also provides paid use of the hBERTv1_data_aug_mrpc. Support call hBERTv1_data_aug_mrpc model through api, including Node.js, Python, http.

hBERTv1_data_aug_mrpc huggingface.co Url

https://huggingface.co/gokuls/hBERTv1_data_aug_mrpc

gokuls hBERTv1_data_aug_mrpc online free

hBERTv1_data_aug_mrpc huggingface.co is an online trial and call api platform, which integrates hBERTv1_data_aug_mrpc's modeling effects, including api services, and provides a free online trial of hBERTv1_data_aug_mrpc, you can try hBERTv1_data_aug_mrpc online for free by clicking the link below.

gokuls hBERTv1_data_aug_mrpc online free url in huggingface.co:

https://huggingface.co/gokuls/hBERTv1_data_aug_mrpc

hBERTv1_data_aug_mrpc install

hBERTv1_data_aug_mrpc is an open source model from GitHub that offers a free installation service, and any user can find hBERTv1_data_aug_mrpc on GitHub to install. At the same time, huggingface.co provides the effect of hBERTv1_data_aug_mrpc install, users can directly use hBERTv1_data_aug_mrpc installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

hBERTv1_data_aug_mrpc install url in huggingface.co:

https://huggingface.co/gokuls/hBERTv1_data_aug_mrpc

Url of hBERTv1_data_aug_mrpc

hBERTv1_data_aug_mrpc huggingface.co Url

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