WillHeld / byt5-small-mtop

huggingface.co
Total runs: 10
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: December 05 2022
text2text-generation

Introduction of byt5-small-mtop

Model Details of byt5-small-mtop

byt5-small-mtop

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

  • Loss: 0.0697
  • Exact Match: 0.7620
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: 32
  • eval_batch_size: 32
  • seed: 42
  • gradient_accumulation_steps: 16
  • 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
0.5431 6.65 200 0.1532 0.0940
0.073 13.33 400 0.0697 0.2823
0.0247 19.98 600 0.0721 0.3007
0.0128 26.65 800 0.0863 0.3038
0.0082 33.33 1000 0.0950 0.3078
0.0051 39.98 1200 0.0994 0.3029
0.0036 46.65 1400 0.1046 0.3074
0.0027 53.33 1600 0.1022 0.3087
0.0022 59.98 1800 0.1067 0.3096
0.0016 66.65 2000 0.1081 0.3101
0.0011 73.33 2200 0.1141 0.3105
0.0008 79.98 2400 0.1170 0.3074
0.0007 86.65 2600 0.1198 0.3083
0.0006 93.33 2800 0.1212 0.3083
0.0005 99.98 3000 0.1218 0.3087
Framework versions
  • Transformers 4.24.0
  • Pytorch 1.13.0+cu117
  • Datasets 2.7.0
  • Tokenizers 0.13.2

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

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byt5-small-mtop huggingface.co

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

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byt5-small-mtop install

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