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    <title>topic Re: How to run a python task that uses click for CLI operations in Data Engineering</title>
    <link>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/97097#M39421</link>
    <description>&lt;P&gt;The &lt;CODE&gt;SystemExit&lt;/CODE&gt; issue you’re seeing is typical with Click, as it’s designed for standalone CLI applications and automatically calls &lt;CODE&gt;sys.exit()&lt;/CODE&gt; after running a command. This behavior can trigger &lt;CODE&gt;SystemExit&lt;/CODE&gt; exceptions in non-CLI environments, like Databricks notebooks or task workflows, where an exit might be interpreted as an error.&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Which Databricks Runtime Version is being used, and does it match your local Python version?&lt;/LI&gt;
&lt;LI&gt;Are you running this Click command as a scheduled job, a triggered job, or manually in a notebook?&lt;/LI&gt;
&lt;LI&gt;Is the Click application using a single command or multiple nested commands?&lt;/LI&gt;
&lt;LI&gt;Do any Click options have default values or callbacks that might behave differently across environments?&lt;/LI&gt;
&lt;LI&gt;When running in Databricks, does the task log show a complete run before the SystemExit error, or is the error interrupting the task?&lt;/LI&gt;
&lt;LI&gt;Have you tested different Click settings, such as setting standalone_mode=False in the Click function, to see if behavior changes?&lt;/LI&gt;
&lt;/UL&gt;</description>
    <pubDate>Thu, 31 Oct 2024 18:15:42 GMT</pubDate>
    <dc:creator>VZLA</dc:creator>
    <dc:date>2024-10-31T18:15:42Z</dc:date>
    <item>
      <title>How to run a python task that uses click for CLI operations</title>
      <link>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/94288#M38856</link>
      <description>&lt;P&gt;Hey,&lt;/P&gt;&lt;P&gt;in my application I am using &lt;A href="https://github.com/pallets/click" target="_self"&gt;click&lt;/A&gt; to facilitate CLI operations. It works locally, in notebooks, when scripts are run locally, but it fails in Databricks. I defined a task that, as an entrypoint, accepts the file where the click-decorated function resides, I pass the required params and everything works just fine up until the end of the task's run. Then the following error is raised:&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;LI-CODE lang="python"&gt;SystemExit: 0
An exception has occurred, use %tb to see the full traceback.

---------------------------------------------------------------------------
Exit                                      Traceback (most recent call last)
File /local_disk0/.ephemeral_nfs/cluster_libraries/python/lib/python3.11/site-packages/click/core.py:1088, in BaseCommand.main(self, args, prog_name, complete_var, standalone_mode, windows_expand_args, **extra)
   1080             return rv
   1081         # it's not safe to `ctx.exit(rv)` here!
   1082         # note that `rv` may actually contain data like "1" which
   1083         # has obvious effects
   (...)
   1086         # even always obvious that `rv` indicates success/failure
   1087         # by its truthiness/falsiness
-&amp;gt; 1088         ctx.exit()
   1089 except (EOFError, KeyboardInterrupt) as e:
   1090     echo(file=sys.stderr)

File /local_disk0/.ephemeral_nfs/cluster_libraries/python/lib/python3.11/site-packages/click/core.py:692, in Context.exit(self, code)
    690 def exit(self, code: int = 0) -&amp;gt; "te.NoReturn":
    691     """Exits the application with a given exit code."""
--&amp;gt; 692     raise Exit(code)

Exit: 0

During handling of the above exception, another exception occurred:

SystemExit: 0&lt;/LI-CODE&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P data-unlink="true"&gt;I want to reiterate that the task is successful in the sense that it executes what is requested and stores the data I want to store. The error appears AFTER the code is executed and it isn't even manifested in the run's logs - they are impeccable. In click's &lt;A href="https://click.palletsprojects.com/en/8.1.x/api/#click.BaseCommand.main" target="_self"&gt;documentation&lt;/A&gt; it says: "&lt;EM&gt;This will always terminate the application after a call. If this is not wanted, &lt;SPAN class=""&gt;SystemExit&lt;/SPAN&gt; needs to be caught.&lt;/EM&gt;" I was trying to catch the execution, but it's all in vain as, most likely, I do not even know &lt;EM&gt;where&lt;/EM&gt; to catch.&lt;/P&gt;</description>
      <pubDate>Wed, 16 Oct 2024 12:44:18 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/94288#M38856</guid>
      <dc:creator>Garrus990</dc:creator>
      <dc:date>2024-10-16T12:44:18Z</dc:date>
    </item>
    <item>
      <title>Re: How to run a python task that uses click for CLI operations</title>
      <link>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/97097#M39421</link>
      <description>&lt;P&gt;The &lt;CODE&gt;SystemExit&lt;/CODE&gt; issue you’re seeing is typical with Click, as it’s designed for standalone CLI applications and automatically calls &lt;CODE&gt;sys.exit()&lt;/CODE&gt; after running a command. This behavior can trigger &lt;CODE&gt;SystemExit&lt;/CODE&gt; exceptions in non-CLI environments, like Databricks notebooks or task workflows, where an exit might be interpreted as an error.&lt;/P&gt;
&lt;UL&gt;
&lt;LI&gt;Which Databricks Runtime Version is being used, and does it match your local Python version?&lt;/LI&gt;
&lt;LI&gt;Are you running this Click command as a scheduled job, a triggered job, or manually in a notebook?&lt;/LI&gt;
&lt;LI&gt;Is the Click application using a single command or multiple nested commands?&lt;/LI&gt;
&lt;LI&gt;Do any Click options have default values or callbacks that might behave differently across environments?&lt;/LI&gt;
&lt;LI&gt;When running in Databricks, does the task log show a complete run before the SystemExit error, or is the error interrupting the task?&lt;/LI&gt;
&lt;LI&gt;Have you tested different Click settings, such as setting standalone_mode=False in the Click function, to see if behavior changes?&lt;/LI&gt;
&lt;/UL&gt;</description>
      <pubDate>Thu, 31 Oct 2024 18:15:42 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/97097#M39421</guid>
      <dc:creator>VZLA</dc:creator>
      <dc:date>2024-10-31T18:15:42Z</dc:date>
    </item>
    <item>
      <title>Re: How to run a python task that uses click for CLI operations</title>
      <link>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/118692#M45685</link>
      <description>&lt;P&gt;Hello&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/34618"&gt;@VZLA&lt;/a&gt;&amp;nbsp;,&lt;BR /&gt;&lt;BR /&gt;I am having the exact same problem. Here is the answer for your questions:&lt;BR /&gt;&lt;BR /&gt;- Which Databricks Runtime Version is being used, and does it match your local Python version?&lt;BR /&gt;I am using 15.4 LTS (includes Apache Spark 3.5.0, Scala 2.12) runtime&lt;BR /&gt;&lt;BR /&gt;- Are you running this Click command as a scheduled job, a triggered job, or manually in a notebook?&lt;BR /&gt;A triggered job using DatabricksSubmitRunOperator&lt;BR /&gt;&lt;BR /&gt;- Is the Click application using a single command or multiple nested commands?&lt;BR /&gt;The command is brt evaluate --config /path/to/config --set some.value.changed.to=2&lt;BR /&gt;&lt;BR /&gt;- Do any Click options have default values or callbacks that might behave differently across environments?&lt;BR /&gt;As long as I can tell, it doesn't.&lt;BR /&gt;&lt;BR /&gt;- When running in Databricks, does the task log show a complete run before the SystemExit error, or is the error interrupting the task?&lt;BR /&gt;The error does not stop the task, which actually executes successfully. It happens right after the task finishes.&lt;BR /&gt;&lt;BR /&gt;- Have you tested different Click settings, such as setting standalone_mode=False in the Click function, to see if behavior changes?&lt;BR /&gt;&lt;BR /&gt;This is how my cli.py __main__ is implemented:&lt;/P&gt;&lt;DIV&gt;&lt;PRE&gt;&lt;SPAN&gt;if &lt;/SPAN&gt;__name__ == &lt;SPAN&gt;"__main__"&lt;/SPAN&gt;:&lt;BR /&gt;    cli(&lt;SPAN&gt;standalone_mode&lt;/SPAN&gt;=&lt;SPAN&gt;False&lt;/SPAN&gt;)&lt;/PRE&gt;&lt;P&gt;&lt;BR /&gt;I tried different approaches to solve it, but I keep getting this error messages at the end of the job, which ends up in Failed state:&lt;BR /&gt;&lt;BR /&gt;...&lt;BR /&gt;&lt;SPAN&gt;2025-05-09 14:15:50,857 - brt.cli - INFO - ✔ EvaluationJob finished successfully&lt;BR /&gt;2025-05-09 14:15:51,366 - root - ERROR - /databricks/python/lib/python3.11/site-packages/IPython/core/interactiveshell.py:3534: UserWarning:&lt;BR /&gt;2025-05-09 14:15:51,367 - root - ERROR - To exit: use 'exit', 'quit', or Ctrl-D.&lt;/SPAN&gt;&lt;BR /&gt;&lt;BR /&gt;&lt;/P&gt;&lt;/DIV&gt;</description>
      <pubDate>Fri, 09 May 2025 14:26:25 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/118692#M45685</guid>
      <dc:creator>Rodra</dc:creator>
      <dc:date>2025-05-09T14:26:25Z</dc:date>
    </item>
    <item>
      <title>Re: How to run a python task that uses click for CLI operations</title>
      <link>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/139160#M51109</link>
      <description>&lt;P&gt;Hi&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/127157"&gt;@Garrus990&lt;/a&gt;&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/163930"&gt;@Rodra&lt;/a&gt;&amp;nbsp;have you guys found a solution for this issue? I'm also having the same problem on Sevrerless compute v4.&lt;/P&gt;&lt;P&gt;Interestingly enough it seems working on job cluster with runtime 16.4 LTS&amp;nbsp;&lt;span class="lia-unicode-emoji" title=":confused_face:"&gt;😕&lt;/span&gt;.&lt;/P&gt;</description>
      <pubDate>Sat, 15 Nov 2025 09:18:22 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/139160#M51109</guid>
      <dc:creator>robbe</dc:creator>
      <dc:date>2025-11-15T09:18:22Z</dc:date>
    </item>
    <item>
      <title>Re: How to run a python task that uses click for CLI operations</title>
      <link>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/140435#M51423</link>
      <description>&lt;P&gt;Having the same issue with serverless compute. So if anyone finds a solution, please share!&amp;nbsp;&lt;span class="lia-unicode-emoji" title=":smiling_face_with_smiling_eyes:"&gt;😊&lt;/span&gt;&lt;/P&gt;</description>
      <pubDate>Wed, 26 Nov 2025 14:39:26 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/140435#M51423</guid>
      <dc:creator>johalnes</dc:creator>
      <dc:date>2025-11-26T14:39:26Z</dc:date>
    </item>
    <item>
      <title>Re: How to run a python task that uses click for CLI operations</title>
      <link>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/141011#M51602</link>
      <description>&lt;P&gt;Hey guys,&lt;/P&gt;&lt;P&gt;I think I managed to find a workaround. I will leave it here for everyone that is seeking the same answers, including future me.&lt;/P&gt;&lt;P&gt;What I did is basically this piece of code:&lt;/P&gt;&lt;LI-CODE lang="python"&gt;def main():
    try:
        assign_variants(standalone_mode=False)
    except SystemExit as e:
        # Only suppress exit code 0 (success)
        if e.code != 0:
            raise
        # For success, exit cleanly
        sys.exit(0)&lt;/LI-CODE&gt;&lt;P&gt;Where assign_variants is the name of my Click-decorated function. The function can be called in the script or pointed as an endpoint.&lt;/P&gt;</description>
      <pubDate>Wed, 03 Dec 2025 12:36:02 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/how-to-run-a-python-task-that-uses-click-for-cli-operations/m-p/141011#M51602</guid>
      <dc:creator>Garrus990</dc:creator>
      <dc:date>2025-12-03T12:36:02Z</dc:date>
    </item>
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