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[Executorch][llm] Add ring buffer based kv cache and mask calculation to MHA #10609

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Merged
merged 7 commits into from
May 13, 2025

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@kimishpatel kimishpatel commented May 1, 2025

Stack from ghstack (oldest at bottom):

Leveraging previous work now we allow MHA to have ring buffer cache. If ring buffer cache is used
then we query the mask from kv cache and use that for sdpa instead of using precalculated mask.

In this process we had to adjsut ring buffer implementation to allow keeping the context of
full sliding window. See code for comment.

Differential Revision: D73891425

… to MHA

Leveraging previous work now we allow MHA to have ring buffer cache. If ring buffer cache is used
then we query the mask from kv cache and use that for sdpa instead of using precalculated mask.

In this process we had to adjsut ring buffer implementation to allow keeping the context of
full sliding window. See code for comment.

Differential Revision: [D73891425](https://our.internmc.facebook.com/intern/diff/D73891425/)

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pytorch-bot bot commented May 1, 2025

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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/10609

Note: Links to docs will display an error until the docs builds have been completed.

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This pull request was exported from Phabricator. Differential Revision: D73891425

…calculation to MHA"

Leveraging previous work now we allow MHA to have ring buffer cache. If ring buffer cache is used
then we query the mask from kv cache and use that for sdpa instead of using precalculated mask.

In this process we had to adjsut ring buffer implementation to allow keeping the context of
full sliding window. See code for comment.

Differential Revision: [D73891425](https://our.internmc.facebook.com/intern/diff/D73891425/)

[ghstack-poisoned]
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This pull request was exported from Phabricator. Differential Revision: D73891425

@kimishpatel kimishpatel added the release notes: examples Changes to any of our example LLMs integrations, such as Llama3 and Llava label May 5, 2025
…calculation to MHA"

Leveraging previous work now we allow MHA to have ring buffer cache. If ring buffer cache is used
then we query the mask from kv cache and use that for sdpa instead of using precalculated mask.

In this process we had to adjsut ring buffer implementation to allow keeping the context of
full sliding window. See code for comment.

Differential Revision: [D73891425](https://our.internmc.facebook.com/intern/diff/D73891425/)

[ghstack-poisoned]
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This pull request was exported from Phabricator. Differential Revision: D73891425

…calculation to MHA"

Leveraging previous work now we allow MHA to have ring buffer cache. If ring buffer cache is used
then we query the mask from kv cache and use that for sdpa instead of using precalculated mask.

In this process we had to adjsut ring buffer implementation to allow keeping the context of
full sliding window. See code for comment.

Differential Revision: [D73891425](https://our.internmc.facebook.com/intern/diff/D73891425/)

[ghstack-poisoned]
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D73891425

…calculation to MHA"

Leveraging previous work now we allow MHA to have ring buffer cache. If ring buffer cache is used
then we query the mask from kv cache and use that for sdpa instead of using precalculated mask.

In this process we had to adjsut ring buffer implementation to allow keeping the context of
full sliding window. See code for comment.

Differential Revision: [D73891425](https://our.internmc.facebook.com/intern/diff/D73891425/)

[ghstack-poisoned]
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D73891425

…calculation to MHA"

Leveraging previous work now we allow MHA to have ring buffer cache. If ring buffer cache is used
then we query the mask from kv cache and use that for sdpa instead of using precalculated mask.

In this process we had to adjsut ring buffer implementation to allow keeping the context of
full sliding window. See code for comment.

Differential Revision: [D73891425](https://our.internmc.facebook.com/intern/diff/D73891425/)

[ghstack-poisoned]
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D73891425

…calculation to MHA"

Leveraging previous work now we allow MHA to have ring buffer cache. If ring buffer cache is used
then we query the mask from kv cache and use that for sdpa instead of using precalculated mask.

In this process we had to adjsut ring buffer implementation to allow keeping the context of
full sliding window. See code for comment.

Differential Revision: [D73891425](https://our.internmc.facebook.com/intern/diff/D73891425/)

[ghstack-poisoned]
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This pull request was exported from Phabricator. Differential Revision: D73891425

@facebook-github-bot facebook-github-bot merged commit b6c9bcd into gh/kimishpatel/186/base May 13, 2025
91 of 94 checks passed
@facebook-github-bot facebook-github-bot deleted the gh/kimishpatel/186/head branch May 13, 2025 00:20
kimishpatel added a commit that referenced this pull request May 13, 2025
… to MHA

Pull Request resolved: #10609

Leveraging previous work now we allow MHA to have ring buffer cache. If ring buffer cache is used
then we query the mask from kv cache and use that for sdpa instead of using precalculated mask.

In this process we had to adjsut ring buffer implementation to allow keeping the context of
full sliding window. See code for comment.
ghstack-source-id: 283404675
@exported-using-ghexport

Differential Revision: [D73891425](https://our.internmc.facebook.com/intern/diff/D73891425/)
kimishpatel added a commit that referenced this pull request May 13, 2025
… to MHA (#10833)

This PR was created by the merge bot to help merge the original PR into
the main branch.
ghstack PR number: #10609 by
@kimishpatel
^ Please use this as the source of truth for the PR details, comments,
and reviews
ghstack PR base:
https://github.com/pytorch/executorch/tree/gh/kimishpatel/186/base
ghstack PR head:
https://github.com/pytorch/executorch/tree/gh/kimishpatel/186/head
Merge bot PR base:
https://github.com/pytorch/executorch/tree/gh/kimishpatel/185/orig
Merge bot PR head:
https://github.com/pytorch/executorch/tree/gh/kimishpatel/186/orig
@diff-train-skip-merge

Co-authored-by: Kimish Patel <[email protected]>
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