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[Executorch][llm] Add ring buffer based kv cache and mask calculation to MHA #10609
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[Executorch][llm] Add ring buffer based kv cache and mask calculation to MHA #10609
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… 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]
🔗 Helpful Links🧪 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. ❌ 1 New FailureAs of commit 0514d1e with merge base bf50527 ( NEW FAILURE - The following job has failed:
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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]
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]
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]
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]
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]
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]
This pull request was exported from Phabricator. Differential Revision: D73891425 |
b6c9bcd
into
gh/kimishpatel/186/base
… 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/)
… 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]>
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