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https://issues.apache.org/jira/browse/AIRFLOW-2584?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16508440#comment-16508440
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andy dreyfuss commented on AIRFLOW-2584:
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This appears to be related to operators that directly trigger other dags, like 
the TriggerDagRunOperator or by using the 
experimental.trigger_dag.trigger_dag() function. I can reproduce by triggering 
a simple sleep operator over and over after setting dag run concurrency low. 
After a few run, they begin to just all get queued indefinitely even though 
nothing is running.

> Tasks Never Get DeQueued, No New DagRuns Can Start
> --------------------------------------------------
>
>                 Key: AIRFLOW-2584
>                 URL: https://issues.apache.org/jira/browse/AIRFLOW-2584
>             Project: Apache Airflow
>          Issue Type: Bug
>          Components: scheduler
>    Affects Versions: Airflow 2.0, Airflow 1.9.0
>            Reporter: andy dreyfuss
>            Priority: Major
>              Labels: queue, queued, task, tasks
>         Attachments: Screen Shot 2018-06-08 at 3.37.25 PM.png
>
>
> I saw this issue originally on 1.9 stable, and am now running from the 
> current master tip of the code, and the issue is still present. The image 
> below shows our list of dags. Six tasks are actually underway, down from 16 
> previously, and when those complete no more will be dequeued. If I attempt to 
> trigger a new run it will immediately be queued.
>  
> Can you please suggest any debugging steps I should take, workarounds, or 
> fixes I can consider on my end?
>  
> Thanks!
>  
> !Screen Shot 2018-06-08 at 3.37.25 PM.png!



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