Provide code to host a Hugging Face model on Google Cloud AI for scalable deployment

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Can you help me with the code to host a hugging face model on Google Cloud AI for scalable deployment?
Dec 5, 2024 in Generative AI by Ashutosh
• 13,820 points
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1 answer to this question.

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In order to host a Hugging Face model on Google Cloud AI for scalable deployment, you can follow the following steps:

  • Export and Save the Model
    • Use the transformers library to save the Hugging Face model locally.
  • Package the Model
    • Compress the saved model directory to upload it to Google Cloud.
  • Upload to Google Cloud Storage
    • Upload the model archive to a Google Cloud Storage bucket.
  • Write a Flask App to Serve the Model
    • Create a Python script (app.py) to load and serve the model using Flask.
  • Create a Dockerfile
    • Package the Flask app in a Docker container.
Here is the code you can refer to:

Therefore, you may host a Hugging Face model on Google Cloud AI for scalable deployment by following the previous procedures and using the code snippets.

answered Dec 6, 2024 by supriya

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