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[Spark] Implement Hilbert clustering
This PR is part of delta-io#1874. This PR implements a new data clustering algorithm based on Hilbert curve. No code uses this new implementation yet. Will implement incremental clustering using ZCube in follow-up PRs. Design can be found at: https://docs.google.com/document/d/1FWR3odjOw4v4-hjFy_hVaNdxHVs4WuK1asfB6M6XEMw/edit#heading=h.uubbjjd24plb. Closes delta-io#2314 GitOrigin-RevId: abafaa717ba8f7d8809114858c0fd2a25861fcb8
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