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There is a specific section on the Glue Documentation about this.
- Make sure the WHl file path is correct and accessible to the job. You can check CloudWatch logs for any errors related to loading the WHl file.
- Try installing the WHl packages separately using
pip install whl_file_path.whl
on the job environment before running the job code. This will ensure the packages are available. - Compare the job configuration and role permissions when using the WHl vs zip file. The role may be missing permissions for the WHl file location.
- As a test, try creating a simple Python file without any Glue connection code, just import statements for packages in the WHl. Run this file on the job to isolate if the issue is with package installation or Glue connection code.
https://repost.aws/knowledge-center/glue-version2-external-python-libraries
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