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This PR adds the initial Java side changes to enable use of the per-partition categorization functionality added in elastic/ml-cpp#1293. There will be a followup change to complete the work, as there cannot be any end-to-end integration tests until elastic/ml-cpp#1293 is merged, and also elastic/ml-cpp#1293 does not implement some of the more peripheral functionality, like stop_on_warn and per-partition stats documents. The changes so far cover REST APIs, results object formats, HLRC and docs. Backport of #57683
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