GitHub user rraghunathan-exelixis added a comment to the discussion: Airflow 
unable to handle more than 16 tasks at once

@atusman24 are you able to find out why it is queued state? I'm facing the 
similar issue, im running 40 tasks per dag, but it is only running 23-25 tasks 
per run, all others are struck in queued state. There is not proper logs on any 
of the components.

these are my values,
celery:
   worker_concurrency: 50
  core:
    parallelism: 128
    max_active_tasks_per_dag: 50
    max_active_runs_per_dag: 50

Please let me know

GitHub link: 
https://github.com/apache/airflow/discussions/32609#discussioncomment-14167408

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