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SnapKV_Cache support added #34710

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What does this PR do?

This PR adds the implementation of SnapKV Cache paper to cache_utils.py file. Also adds the changes in flash_attention2 in llama_modeling to reflect the initialization of the SnapKV cache.

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  • 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?

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Anyone in the community is free to review the PR once the tests have passed. Feel free to tag
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