grace-pro / mistral-lora-token-classification

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Total runs: 7
24-hour runs: 0
7-day runs: 2
30-day runs: 2
Model's Last Updated: 3月 10 2024

Introduction of mistral-lora-token-classification

Model Details of mistral-lora-token-classification

mistral-lora-token-classification

This model is a fine-tuned version of mistralai/Mistral-7B-v0.1 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.0675
  • Precision: 0.7504
  • Recall: 0.6836
  • F1-score: 0.7154
  • Accuracy: 0.7676
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: 0.0001
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: constant
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 5
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Precision Recall F1-score Accuracy
1.3948 1.0 762 1.2063 0.7208 0.6344 0.6748 0.7387
0.8588 2.0 1524 1.1396 0.6313 0.8310 0.7175 0.7203
0.7512 3.0 2286 1.0329 0.7281 0.7404 0.7342 0.7708
0.6143 4.0 3048 1.0510 0.6917 0.7512 0.7202 0.7505
0.5564 5.0 3810 1.0675 0.7504 0.6836 0.7154 0.7676
Framework versions
  • PEFT 0.9.0
  • Transformers 4.38.2
  • Pytorch 2.1.0+cu121
  • Datasets 2.18.0
  • Tokenizers 0.15.2

Runs of grace-pro mistral-lora-token-classification on huggingface.co

7
Total runs
0
24-hour runs
0
3-day runs
2
7-day runs
2
30-day runs

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mistral-lora-token-classification huggingface.co

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

mistral-lora-token-classification huggingface.co Url

https://huggingface.co/grace-pro/mistral-lora-token-classification

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https://huggingface.co/grace-pro/mistral-lora-token-classification

mistral-lora-token-classification install

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

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https://huggingface.co/grace-pro/mistral-lora-token-classification

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