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Switch from Elasticsearch YAML tests to client tests #2667

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This is mostly adapted from the Elasticsearch Serverless tests that already do this.

@miguelgrinberg This also bumps the tested version of Elasticsearch to 8.16. How do you want to handle the vector store tests? Do we keep the conditionals just in case we want to run those tests with 8.13 in the future?

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  • Rebuild this PR: run docs-build
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run docs-build is much faster than run docs-build rebuild. A rebuild should only be needed in rare situations.

If your PR continues to fail for an unknown reason, the doc build pipeline may be broken. Elastic employees can check the pipeline status here.

There were three different problems:

 * Elasticsearch automatically applied certain index_options that were
   missing
 * Two tests were using FakeEmbeddings instead of
   ConsistentFakeEmbeddings
 * One test used [1, ..., 1, i] with i going from 0 to 2. Making it
   going from 1 to 3 allowed the cosine similarity to work as expected.
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