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Backport

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

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Please refer to the Backport tool documentation

new index types of bbq_hnsw and bbq_flat which utilize the better binary quantization formats. A 32x reduction in memory, with nice recall properties.

(cherry picked from commit 6c752ab)
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@benwtrent benwtrent merged commit 64e8f2a into elastic:8.x Oct 15, 2024
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@benwtrent benwtrent deleted the backport/8.x/pr-114439 branch October 15, 2024 11:04
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