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Model Benchmarking
Push Model From Web

Push Model From Web

Push a ML model to Hugging Face Hub

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What is Push Model From Web ?

Push Model From Web is a tool designed to streamline the process of deploying machine learning models directly to the Hugging Face Hub. This service allows users to seamlessly push their trained models to the cloud, enabling easy sharing, collaboration, and deployment. It simplifies the model management workflow and integrates seamlessly with the Hugging Face ecosystem.

Features

• Easy Model Deployment: Quickly upload trained models to the Hugging Face Hub. • Direct Integration: Native support for Hugging Face model repositories. • Web-Based Interface: Manage model uploads directly from your browser. • Version Control: Track different versions of your models. • Collaboration: Share models with team members or the public. • Cross-Framework Support: Works with popular ML frameworks such as TensorFlow, PyTorch, and more. • Automatic Documentation: Generate model documentation automatically.

How to use Push Model From Web ?

  1. Install the Required Package: Start by installing the Push Model From Web package using pip.
    pip install push-model-from-web
    
  2. Import the Package: Import the package into your Python script.
    from push_model_from_web import push_model
    
  3. Obtain Your Hugging Face Token: Log in to your Hugging Face account and get your token.
    export HF_TOKEN='your_token_here'
    
  4. Use the Push Function: Push your trained model to the Hugging Face Hub.
    model = ...  # Load your trained model
    push_model(model, repo_id="your_repo_name", model_name="your_model_name")
    
  5. Share Your Model: Once uploaded, you can share the model via the Hugging Face Hub link.

Frequently Asked Questions

  1. What is the Hugging Face Hub?
    The Hugging Face Hub is a platform for sharing, deploying, and collaborating on machine learning models. It provides version control and access management for your models.

  2. How do I access my Hugging Face token?
    Log in to your Hugging Face account, go to your profile settings, and generate a new token under the security section.

  3. What types of models can I push?
    You can push models from popular frameworks like TensorFlow, PyTorch, and others. The tool supports most standard ML model formats.

  4. Can I push models privately?
    Yes, you can set access controls when pushing your model. Choose between private, public, or controlled access for your repository.

  5. Is there a limit to the number of models I can push?
    The number of models you can push depends on your Hugging Face account limits, such as storage and usage restrictions.

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