lewtun / minilm-finetuned-emotion

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Total runs: 20
24-hour runs: 0
7-day runs: 2
30-day runs: 8
Model's Last Updated: November 12 2021
text-classification

Introduction of minilm-finetuned-emotion

Model Details of minilm-finetuned-emotion

minilm-finetuned-emotion

This model is a fine-tuned version of microsoft/MiniLM-L12-H384-uncased on the emotion dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3891
  • F1: 0.9118
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: 2e-05
  • train_batch_size: 64
  • eval_batch_size: 64
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 5
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss F1
1.3957 1.0 250 1.0134 0.6088
0.8715 2.0 500 0.6892 0.8493
0.6085 3.0 750 0.4943 0.8920
0.4626 4.0 1000 0.4096 0.9078
0.3961 5.0 1250 0.3891 0.9118
Framework versions
  • Transformers 4.12.3
  • Pytorch 1.6.0
  • Datasets 1.15.1
  • Tokenizers 0.10.3

Runs of lewtun minilm-finetuned-emotion on huggingface.co

20
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0
24-hour runs
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3-day runs
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7-day runs
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30-day runs

More Information About minilm-finetuned-emotion huggingface.co Model

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minilm-finetuned-emotion huggingface.co

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

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https://huggingface.co/lewtun/minilm-finetuned-emotion

lewtun minilm-finetuned-emotion online free

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lewtun minilm-finetuned-emotion online free url in huggingface.co:

https://huggingface.co/lewtun/minilm-finetuned-emotion

minilm-finetuned-emotion install

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

minilm-finetuned-emotion install url in huggingface.co:

https://huggingface.co/lewtun/minilm-finetuned-emotion

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lewtun
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