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Backports the following commits to 9.0:

…ents (elastic#126778)

We had a silly bug in quantizing vectors in bbq where we were scaling
the initial quantile optimization parameters incorrectly given the
vector component distribution. 

In distributions where this has a major impact, the recall results were
abysmal and rendered the quantization technique useless. 

In modern, well distributed components, this change is almost a no-op.
@benwtrent benwtrent added :Search Relevance/Vectors Vector search >bug auto-merge-without-approval Automatically merge pull request when CI checks pass (NB doesn't wait for reviews!) backport Team:Search Relevance Meta label for the Search Relevance team in Elasticsearch labels Apr 14, 2025
@elasticsearchmachine elasticsearchmachine merged commit 09d023f into elastic:9.0 Apr 14, 2025
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@benwtrent benwtrent deleted the backport/9.0/pr-126778 branch April 14, 2025 19:29
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auto-merge-without-approval Automatically merge pull request when CI checks pass (NB doesn't wait for reviews!) backport >bug :Search Relevance/Vectors Vector search Team:Search Relevance Meta label for the Search Relevance team in Elasticsearch v9.0.1

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