gokuls / mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc

huggingface.co
Total runs: 22
24-hour runs: 0
7-day runs: 0
30-day runs: 6
Model's Last Updated: February 02 2023
text-classification

Introduction of mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc

Model Details of mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc

mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc

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: 0.1256
  • Accuracy: 0.9877
  • F1: 0.9911
  • Combined Score: 0.9894
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
0.2964 1.0 1959 0.2026 0.9608 0.9718 0.9663
0.2307 2.0 3918 0.1943 0.9706 0.9789 0.9748
0.2221 3.0 5877 0.1874 0.9804 0.9858 0.9831
0.2163 4.0 7836 0.1703 0.9853 0.9894 0.9873
0.2115 5.0 9795 0.1805 0.9853 0.9894 0.9873
0.2071 6.0 11754 0.1682 0.9804 0.9859 0.9831
0.2036 7.0 13713 0.1583 0.9877 0.9911 0.9894
0.2007 8.0 15672 0.1628 0.9926 0.9947 0.9936
0.1985 9.0 17631 0.1548 0.9853 0.9894 0.9873
0.1965 10.0 19590 0.1583 0.9877 0.9911 0.9894
0.195 11.0 21549 0.1527 0.9902 0.9928 0.9915
0.1938 12.0 23508 0.1512 0.9902 0.9929 0.9915
0.1926 13.0 25467 0.1426 0.9951 0.9964 0.9958
0.1917 14.0 27426 0.1436 0.9951 0.9964 0.9958
0.191 15.0 29385 0.1503 0.9926 0.9946 0.9936
0.1901 16.0 31344 0.1461 0.9951 0.9964 0.9958
0.1894 17.0 33303 0.1498 0.9975 0.9982 0.9979
0.1888 18.0 35262 0.1402 0.9902 0.9929 0.9915
0.1882 19.0 37221 0.1420 0.9926 0.9946 0.9936
0.1876 20.0 39180 0.1346 0.9902 0.9929 0.9915
0.1871 21.0 41139 0.1396 0.9951 0.9964 0.9958
0.1867 22.0 43098 0.1443 0.9951 0.9964 0.9958
0.1862 23.0 45057 0.1346 0.9926 0.9947 0.9936
0.1857 24.0 47016 0.1361 0.9951 0.9964 0.9958
0.1854 25.0 48975 0.1318 0.9926 0.9947 0.9936
0.185 26.0 50934 0.1310 0.9902 0.9929 0.9915
0.1846 27.0 52893 0.1302 0.9926 0.9947 0.9936
0.1842 28.0 54852 0.1329 0.9951 0.9964 0.9958
0.1839 29.0 56811 0.1300 0.9902 0.9929 0.9915
0.1836 30.0 58770 0.1328 0.9902 0.9929 0.9915
0.1832 31.0 60729 0.1327 0.9902 0.9929 0.9915
0.1829 32.0 62688 0.1308 0.9902 0.9929 0.9915
0.1826 33.0 64647 0.1287 0.9902 0.9929 0.9915
0.1824 34.0 66606 0.1309 0.9926 0.9947 0.9936
0.1821 35.0 68565 0.1309 0.9926 0.9947 0.9936
0.1818 36.0 70524 0.1271 0.9902 0.9929 0.9915
0.1816 37.0 72483 0.1278 0.9877 0.9911 0.9894
0.1813 38.0 74442 0.1280 0.9902 0.9929 0.9915
0.1811 39.0 76401 0.1289 0.9902 0.9929 0.9915
0.1809 40.0 78360 0.1290 0.9877 0.9911 0.9894
0.1807 41.0 80319 0.1256 0.9877 0.9911 0.9894
0.1805 42.0 82278 0.1268 0.9926 0.9947 0.9936
0.1803 43.0 84237 0.1274 0.9926 0.9947 0.9936
0.1801 44.0 86196 0.1277 0.9926 0.9947 0.9936
0.1799 45.0 88155 0.1264 0.9926 0.9947 0.9936
0.1797 46.0 90114 0.1274 0.9902 0.9929 0.9915
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_logit_kd_data_aug_mrpc on huggingface.co

22
Total runs
0
24-hour runs
1
3-day runs
0
7-day runs
6
30-day runs

More Information About mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc huggingface.co Model

More mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc license Visit here:

https://choosealicense.com/licenses/apache-2.0

mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc huggingface.co

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

mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc huggingface.co Url

https://huggingface.co/gokuls/mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc

gokuls mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc online free

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

gokuls mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc online free url in huggingface.co:

https://huggingface.co/gokuls/mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc

mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc install

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

mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc install url in huggingface.co:

https://huggingface.co/gokuls/mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc

Url of mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc

mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc huggingface.co Url

Provider of mobilebert_sa_GLUE_Experiment_logit_kd_data_aug_mrpc huggingface.co

gokuls
ORGANIZATIONS

Other API from gokuls

huggingface.co

Total runs: 9.7K
Run Growth: 9.6K
Growth Rate: 98.90%
Updated:September 25 2022
huggingface.co

Total runs: 27
Run Growth: 18
Growth Rate: 66.67%
Updated:March 02 2023
huggingface.co

Total runs: 27
Run Growth: 16
Growth Rate: 59.26%
Updated:March 02 2023
huggingface.co

Total runs: 24
Run Growth: 8
Growth Rate: 33.33%
Updated:March 02 2023
huggingface.co

Total runs: 22
Run Growth: 4
Growth Rate: 18.18%
Updated:March 02 2023