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Adding basic kmeans via lucene but with modifications #127327

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This is basic kmeans impl, likely will be changed further, but this is the initial class and tests.

It is currently unused.

@elasticsearchmachine elasticsearchmachine added the Team:Search Relevance Meta label for the Search Relevance team in Elasticsearch label Apr 24, 2025
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Pinging @elastic/es-search-relevance (Team:Search Relevance)

@benwtrent benwtrent requested a review from jimczi April 24, 2025 18:17
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