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Implement `HOST_UDF` aggregation for reduction and groupby #17249

Draft

ttnghia wants to merge 68 commits into rapidsai:branch-25.02 from ttnghia:host_udf

Draft

Implement `HOST_UDF` aggregation for reduction and groupby #17249

Merge branch 'branch-25.02' into host_udf

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