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https://issues.apache.org/jira/browse/SPARK-59110?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Hyukjin Kwon resolved SPARK-59110.
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    Fix Version/s: connect-rust-4.2.0
                   connect-rust-4.3.0
       Resolution: Fixed

> Fix PySpark functions parity in the Rust drop-in: ColumnOrName string args, 
> agg dict form, variadic concat_ws/format_string
> ---------------------------------------------------------------------------------------------------------------------------
>
>                 Key: SPARK-59110
>                 URL: https://issues.apache.org/jira/browse/SPARK-59110
>             Project: Spark
>          Issue Type: Bug
>          Components: Connect
>    Affects Versions: connect-rust-4.2.0
>            Reporter: Hyukjin Kwon
>            Priority: Major
>             Fix For: connect-rust-4.2.0, connect-rust-4.3.0
>
>
> A behavioral parity sweep of the Rust drop-in against real PySpark 4.2.0 
> (functions called with string column names + a 51-op method sweep) found 
> systemic gaps the transport-level suite never exercised.
> 1. functions ColumnOrName parity: the shared to_column coercion mapped a 
> Python str to a string LITERAL, but PySpark treats a bare str as a COLUMN 
> NAME. ~130 functions were wrong (e.g. sqrt("v") errored; upper("v"), 
> struct("id","g") silently used literals). Fixed: _create_wrapper resolves 
> column-position str args via col(), driven by a _FN_COL_ARGS map derived from 
> real PySpark 4.2.0 signatures; lit() and true literal params (date_format 
> format, regexp_replace pattern, etc.) stay literals.
> 2. GroupedData.agg dict form agg({"col":"func"}) was unsupported; now 
> accepted.
> 3. Variadic concat_ws(sep, *cols) and format_string(format, *cols) dropped 
> extra columns (core took a single Column, dispatch forwarded only args[0]); 
> made variadic like concat.
> Verified against a live Spark Connect server: functions string==Column sweep 
> 0 divergences (was 73 errors + ~50 wrong), 51-op method sweep 51/51, offline 
> suite 232 passed.



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