[SPARK-58615][ML] Avoid FPGrowthModel temporary column conflicts - #57816
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### What changes were proposed in this pull request? This follow-up to #57806 gives the transient association-rules column in `FPGrowthModel.transform` a generated name instead of the fixed name `rules`. It also adds regression coverage for an input dataset that already contains a `rules` column. ### Why are the changes needed? The fixed temporary column can conflict with an input column of the same name after the join, causing ambiguous-column analysis failures or dropping the user's column. ### Does this PR introduce _any_ user-facing change? Yes. `FPGrowthModel.transform` now supports and preserves an input column named `rules`. ### How was this patch tested? - `build/sbt -java-home /usr/lib/jvm/java-17-openjdk-amd64 mllib/Test/compile` - Added `FPGrowthSuite` coverage for an input `rules` column. The focused suite has not been run locally yet. ### Was this patch authored or co-authored using generative AI tooling? Generated-by: Codex (GPT-5) Closes #57816 from zhengruifeng/ml_fpgrowth_temp_rules_column. Authored-by: Ruifeng Zheng <ruifengz@apache.org> Signed-off-by: Ruifeng Zheng <ruifengz@foxmail.com> (cherry picked from commit 5aeb251) Signed-off-by: Ruifeng Zheng <ruifengz@foxmail.com>
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@zhengruifeng Should we also add a regression test that constructs an input dataset with a rules column and calls .transform? Can be in a followup
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What changes were proposed in this pull request?
This follow-up to #57806 gives the transient association-rules column in
FPGrowthModel.transforma generated name instead of the fixed namerules. It also adds regression coverage for an input dataset that already contains arulescolumn.Why are the changes needed?
The fixed temporary column can conflict with an input column of the same name after the join, causing ambiguous-column analysis failures or dropping the user's column.
Does this PR introduce any user-facing change?
Yes.
FPGrowthModel.transformnow supports and preserves an input column namedrules.How was this patch tested?
build/sbt -java-home /usr/lib/jvm/java-17-openjdk-amd64 mllib/Test/compileFPGrowthSuitecoverage for an inputrulescolumn. The focused suite has not been run locally yet.Was this patch authored or co-authored using generative AI tooling?
Generated-by: Codex (GPT-5)