gokuls / mobilebert_sa_GLUE_Experiment_data_aug_mrpc_128

huggingface.co
Total runs: 19
24-hour runs: 0
7-day runs: 5
30-day runs: 6
Model's Last Updated: February 02 2023
text-classification

Introduction of mobilebert_sa_GLUE_Experiment_data_aug_mrpc_128

Model Details of mobilebert_sa_GLUE_Experiment_data_aug_mrpc_128

mobilebert_sa_GLUE_Experiment_data_aug_mrpc_128

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

  • Loss: 0.0
  • 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: 128
  • eval_batch_size: 128
  • 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
Training results
Training Loss Epoch Step Validation Loss Accuracy F1 Combined Score
0.2019 1.0 1959 0.0211 0.9926 0.9947 0.9936
0.0464 2.0 3918 0.0122 0.9951 0.9964 0.9958
0.0307 3.0 5877 0.0049 0.9975 0.9982 0.9979
0.0223 4.0 7836 0.0041 0.9975 0.9982 0.9979
0.0179 5.0 9795 0.0006 1.0 1.0 1.0
0.0147 6.0 11754 0.0005 1.0 1.0 1.0
0.012 7.0 13713 0.0001 1.0 1.0 1.0
0.0086 8.0 15672 0.0001 1.0 1.0 1.0
0.0064 9.0 17631 0.0000 1.0 1.0 1.0
0.0058 10.0 19590 0.0000 1.0 1.0 1.0
0.0043 11.0 21549 0.0000 1.0 1.0 1.0
0.0035 12.0 23508 0.0000 1.0 1.0 1.0
0.003 13.0 25467 0.0001 1.0 1.0 1.0
0.0024 14.0 27426 0.0000 1.0 1.0 1.0
0.0018 15.0 29385 0.0000 1.0 1.0 1.0
0.0017 16.0 31344 0.0000 1.0 1.0 1.0
0.0014 17.0 33303 0.0000 1.0 1.0 1.0
0.0014 18.0 35262 0.0000 1.0 1.0 1.0
0.001 19.0 37221 0.0000 1.0 1.0 1.0
0.0008 20.0 39180 0.0000 1.0 1.0 1.0
0.0009 21.0 41139 0.0 1.0 1.0 1.0
0.0006 22.0 43098 0.0000 1.0 1.0 1.0
0.0007 23.0 45057 0.0000 1.0 1.0 1.0
0.0004 24.0 47016 0.0000 1.0 1.0 1.0
0.0007 25.0 48975 0.0 1.0 1.0 1.0
0.0002 26.0 50934 0.0 1.0 1.0 1.0
Framework versions
  • Transformers 4.26.0
  • Pytorch 1.14.0a0+410ce96
  • Datasets 2.9.0
  • Tokenizers 0.13.2

Runs of gokuls mobilebert_sa_GLUE_Experiment_data_aug_mrpc_128 on huggingface.co

19
Total runs
0
24-hour runs
3
3-day runs
5
7-day runs
6
30-day runs

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mobilebert_sa_GLUE_Experiment_data_aug_mrpc_128 is an open source model from GitHub that offers a free installation service, and any user can find mobilebert_sa_GLUE_Experiment_data_aug_mrpc_128 on GitHub to install. At the same time, huggingface.co provides the effect of mobilebert_sa_GLUE_Experiment_data_aug_mrpc_128 install, users can directly use mobilebert_sa_GLUE_Experiment_data_aug_mrpc_128 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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