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https://issues.apache.org/jira/browse/SPARK-60681?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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ASF GitHub Bot updated SPARK-60681:
-----------------------------------
    Labels: pull-request-available  (was: )

> Expose DataFrame columns in Rust client dir and IPython completions
> -------------------------------------------------------------------
>
>                 Key: SPARK-60681
>                 URL: https://issues.apache.org/jira/browse/SPARK-60681
>             Project: Spark
>          Issue Type: Bug
>          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 Rust drop-in DataFrame dir() omits fixture column names and 
> _ipython_key_completions_ is missing. Ten frozen client inspection benchmark 
> cases fail while Python Connect passes. Add column-aware discovery matching 
> Python reference behavior for identifiers, duplicates, method collisions, 
> errors and schema RPC cost, preserving ordinary class attributes. Validate 
> with unchanged inspection validators and protocol tests.



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