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Backports the following commits to 8.16:

Adds clarification for vector preloading, what extension is to what
storage kind, and that quantized vectors are stored in separate files
allowing for individual preload. 

closes: elastic#116273
@benwtrent benwtrent added :Search Relevance/Vectors Vector search >docs General docs changes auto-merge-without-approval Automatically merge pull request when CI checks pass (NB doesn't wait for reviews!) backport Team:Docs Meta label for docs team Team:Search Relevance Meta label for the Search Relevance team in Elasticsearch labels Nov 11, 2024
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Documentation preview:

@elasticsearchmachine elasticsearchmachine merged commit 08306e7 into elastic:8.16 Nov 11, 2024
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@benwtrent benwtrent deleted the backport/8.16/pr-116488 branch November 11, 2024 22:00
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auto-merge-without-approval Automatically merge pull request when CI checks pass (NB doesn't wait for reviews!) backport >docs General docs changes :Search Relevance/Vectors Vector search Team:Docs Meta label for docs team Team:Search Relevance Meta label for the Search Relevance team in Elasticsearch v8.16.1

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