GitHub user IvanAlekhin added a comment to the discussion: Tasks Failing 
immediately after queued and Showing Log file does not exist

Faced with this error `Failed to execute task dag_id could not be found` too. 
Check, if your DAG code in $AIRFLOW_HOME/dags in the celery worker instance. 
Helped for me.

GitHub link: 
https://github.com/apache/airflow/discussions/20808#discussioncomment-11077535

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