WillHeld / byt5-small-top_v2

huggingface.co
Total runs: 8
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: 12月 06 2022
text2text-generation

Introduction of byt5-small-top_v2

Model Details of byt5-small-top_v2

byt5-small-top_v2

This model is a fine-tuned version of google/byt5-small on the top_v2 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0164
  • Exact Match: 0.8596
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: 0.001
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • gradient_accumulation_steps: 32
  • total_train_batch_size: 512
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • training_steps: 3000
Training results
Training Loss Epoch Step Validation Loss Exact Match
0.3962 0.82 200 0.0976 0.0061
0.0548 1.65 400 0.0281 0.0367
0.0277 2.47 600 0.0210 0.0396
0.0205 3.29 800 0.0192 0.0406
0.0172 4.12 1000 0.0185 0.0412
0.0145 4.94 1200 0.0168 0.0414
0.0127 5.76 1400 0.0165 0.0414
0.0113 6.58 1600 0.0164 0.0416
0.0101 7.41 1800 0.0167 0.0413
0.009 8.23 2000 0.0169 0.0417
0.0082 9.05 2200 0.0164 0.0416
0.0073 9.88 2400 0.0169 0.0416
0.0066 10.7 2600 0.0171 0.0417
0.0061 11.52 2800 0.0171 0.0417
0.0058 12.35 3000 0.0170 0.0416
Framework versions
  • Transformers 4.24.0
  • Pytorch 1.13.0+cu117
  • Datasets 2.7.0
  • Tokenizers 0.13.2

Runs of WillHeld byt5-small-top_v2 on huggingface.co

8
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
0
30-day runs

More Information About byt5-small-top_v2 huggingface.co Model

More byt5-small-top_v2 license Visit here:

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

byt5-small-top_v2 huggingface.co

byt5-small-top_v2 huggingface.co is an AI model on huggingface.co that provides byt5-small-top_v2's model effect (), which can be used instantly with this WillHeld byt5-small-top_v2 model. huggingface.co supports a free trial of the byt5-small-top_v2 model, and also provides paid use of the byt5-small-top_v2. Support call byt5-small-top_v2 model through api, including Node.js, Python, http.

byt5-small-top_v2 huggingface.co Url

https://huggingface.co/WillHeld/byt5-small-top_v2

WillHeld byt5-small-top_v2 online free

byt5-small-top_v2 huggingface.co is an online trial and call api platform, which integrates byt5-small-top_v2's modeling effects, including api services, and provides a free online trial of byt5-small-top_v2, you can try byt5-small-top_v2 online for free by clicking the link below.

WillHeld byt5-small-top_v2 online free url in huggingface.co:

https://huggingface.co/WillHeld/byt5-small-top_v2

byt5-small-top_v2 install

byt5-small-top_v2 is an open source model from GitHub that offers a free installation service, and any user can find byt5-small-top_v2 on GitHub to install. At the same time, huggingface.co provides the effect of byt5-small-top_v2 install, users can directly use byt5-small-top_v2 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

byt5-small-top_v2 install url in huggingface.co:

https://huggingface.co/WillHeld/byt5-small-top_v2

Url of byt5-small-top_v2

byt5-small-top_v2 huggingface.co Url

Provider of byt5-small-top_v2 huggingface.co

WillHeld
ORGANIZATIONS

Other API from WillHeld

huggingface.co

Total runs: 184
Run Growth: 21
Growth Rate: 11.41%
Updated:11月 12 2024
huggingface.co

Total runs: 96
Run Growth: 91
Growth Rate: 94.79%
Updated:4月 21 2024
huggingface.co

Total runs: 10
Run Growth: 6
Growth Rate: 60.00%
Updated:10月 23 2025
huggingface.co

Total runs: 2
Run Growth: -1
Growth Rate: -50.00%
Updated:3月 27 2024
huggingface.co

Total runs: 1
Run Growth: 0
Growth Rate: 0.00%
Updated:4月 11 2024
huggingface.co

Total runs: 1
Run Growth: 0
Growth Rate: 0.00%
Updated:4月 05 2024