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https://issues.apache.org/jira/browse/SPARK-60727?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Hyukjin Kwon resolved SPARK-60727.
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    Resolution: Fixed

Issue resolved by pull request 207
[https://github.com/apache/spark-connect-rust/pull/207]

> Use Arrow columns for supported pandas float64 input in Spark Connect Rust
> --------------------------------------------------------------------------
>
>                 Key: SPARK-60727
>                 URL: https://issues.apache.org/jira/browse/SPARK-60727
>             Project: Spark
>          Issue Type: Improvement
>          Components: Connect
>    Affects Versions: connect-rust-4.3.0
>            Reporter: DB Tsai
>            Assignee: DB Tsai
>            Priority: Major
>              Labels: pull-request-available
>             Fix For: connect-rust-4.3.0
>
>
> The existing pandas signed-int64 columnar path avoids object-row and Rust Row 
> materialization, but homogeneous NumPy float64 DataFrames still take that 
> general path. Evaluate a narrow exact pandas.DataFrame plus explicit native 
> StructType of DoubleType fields path. Preserve NaN-to-null behavior, 
> infinities, signed zero, field names, metadata, nullability, and 
> unsupported/custom input fallback. Exclude nullable Float64 extension dtype 
> initially. Verify native schema descriptors and public converter aliases. The 
> frozen campaign catalog has no homogeneous float64 input workload, so use a 
> clearly labelled external supplement with unchanged frozen harness, separate 
> immutable baseline/candidate environments, documented hashes, and full 
> received IPC schema/values/null-mask validators. Measure 10k/100k/1M rows and 
> cold/warm behavior; publish only with a meaningful repeatable gain and no 
> material fallback regression. This is distinct from SPARK-60676 signed-int64 
> pandas input, SPARK-60686 timestamps, SPARK-60716 dates, SPARK-60720 strings, 
> and generic numeric dispatch. No JVM required.



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