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Toolkit for managing huggingface models and datasets

Project description

huggingface_tool

PyPI PyPI - Python Version Hits-of-Code

Tools for loading, upload, managing huggingface models and datasets

Installation

pip install huggingface-tool

Usage

Firstly, you need to login with huggingface-cli login (you can create or find your token at settings).

  • Download and save transformer models with: htool save-model <model_class> <model_name> <save_dir>
    • For example: htool save-model AutoModelForCausalLM gpt2 ./gpt2
  • Download and save tokenizer with: htool save-tk <tokenizer_name> <save_dir>
    • For example: htool save-tk gpt2 ./gpt2
  • Download and save dataset with: htool save-data <dataset_name> <save_dir>
    • For example: htool save-data daily_dialog ./daily_dialog
  • Download and save diffusion models with: htool save-dm <model_name> <save_dir>
    • For example: htool save-dm google/ddpm-cat-256 ./google/

You can also use htool to upload datasets and models to huggingface.

  • Upload dataset with: htool upload-data <local_dataset_dir> <organization_or_username/dataset_name>
    • For example: htool upload-data ./daily_dialog OpenRL/daily_dialog
  • Upload model with: htool upload-model <local_model_dir> <organization_or_username/model_name>
    • For example: htool upload-model ./tizero OpenRL/tizero

Citing huggingface_tool

If our work has been helpful to you, please feel free to cite us:

@misc{huggingface_tool2023,
    title={huggingface_tool},
    author={OpenRL Contributors},
    publisher = {GitHub},
    howpublished = {\url{https://github.com/OpenRL-Lab/huggingface_tool}},
    year={2023},
}

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