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Backport

This will backport the following commits from main to 8.x:

Questions ?

Please refer to the Backport tool documentation

* Adds accelerates optimized scalar quantization with vectorized functions

* Adding benchmark

* Update docs/changelog/127118.yaml

* adjusting benchmark and delta

(cherry picked from commit 059f91c)
@benwtrent benwtrent added auto-merge-without-approval Automatically merge pull request when CI checks pass (NB doesn't wait for reviews!) :Search Relevance/Vectors Vector search labels Apr 23, 2025
@elasticsearchmachine elasticsearchmachine merged commit 9dd6d32 into elastic:8.x Apr 24, 2025
17 checks passed
@benwtrent benwtrent deleted the backport/8.x/pr-127118 branch April 24, 2025 13:38
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auto-merge-without-approval Automatically merge pull request when CI checks pass (NB doesn't wait for reviews!) backport :Search Relevance/Vectors Vector search v8.19.0

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