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https://issues.apache.org/jira/browse/SPARK-57951?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Hyukjin Kwon reassigned SPARK-57951:
------------------------------------

    Assignee: Hyukjin Kwon

> MLTest single-prediction checks should tolerate last-ULP FP differences 
> (macOS arm64)
> -------------------------------------------------------------------------------------
>
>                 Key: SPARK-57951
>                 URL: https://issues.apache.org/jira/browse/SPARK-57951
>             Project: Spark
>          Issue Type: Bug
>          Components: ML
>    Affects Versions: 5.0.0
>            Reporter: Hyukjin Kwon
>            Assignee: Hyukjin Kwon
>            Priority: Major
>              Labels: pull-request-available
>
> MLTest.testClassificationModelSingleRawPrediction and 
> testProbClassificationModelSingleProbPrediction compare the DataFrame 
> transform output against the scalar predictRaw/predictProbability output with 
> exact === equality. On arm64 macOS the two paths can differ in the last ULP 
> (e.g. 1.543502002724983 vs 1.5435020027249835), failing 
> MultilayerPerceptronClassifierSuite and others on the Build / Maven (JDK 21, 
> MacOS-26) lane while Linux stays bit-identical. Compare with a tight absolute 
> tolerance (1e-9) instead.



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