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Add Fast Image Processor for vilt #37304

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What does this PR do?

Add ViltImageProcessorFast implementation for faster image processing using PyTorch. (#36978)

This PR adds a fast image processor for the Vilt model that leverages PyTorch and torchvision functions instead of PIL/numpy. The implementation improves performance by using tensor operations and enabling GPU processing.

Before submitting

  • This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
  • Did you read the contributor guideline,
    Pull Request section?
  • Was this discussed/approved via a Github issue or the forum? Please add a link
    to it if that's the case.
  • Did you make sure to update the documentation with your changes? Here are the
    documentation guidelines, and
    here are tips on formatting docstrings.
  • Did you write any new necessary tests?

Who can review?

@yonigozlan

Anyone in the community is free to review the PR once the tests have passed. Feel free to tag
members/contributors who may be interested in your PR.

@github-actions github-actions bot marked this pull request as draft April 5, 2025 15:35
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github-actions bot commented Apr 5, 2025

Hi 👋, thank you for opening this pull request! The pull request is converted to draft by default. The CI will be paused while the PR is in draft mode. When it is ready for review, please click the Ready for review button (at the bottom of the PR page). This will assign reviewers and trigger CI.

@devxaitist devxaitist changed the title Add vilt fast image processor Add Fast Image Processor for vilt Apr 5, 2025
@devxaitist devxaitist force-pushed the add-vilt-fast-image-processor branch from 73dc130 to a3777b6 Compare April 5, 2025 15:47
@devxaitist devxaitist marked this pull request as ready for review April 9, 2025 14:29
@github-actions github-actions bot requested review from ydshieh and yonigozlan April 9, 2025 14:30
@devxaitist devxaitist force-pushed the add-vilt-fast-image-processor branch from 40019bf to 80fa011 Compare April 9, 2025 15:02
@devxaitist devxaitist force-pushed the add-vilt-fast-image-processor branch from 80fa011 to 53a4b63 Compare April 9, 2025 15:13
@devxaitist devxaitist force-pushed the add-vilt-fast-image-processor branch from 53a4b63 to fe9cff4 Compare April 9, 2025 15:23
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