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https://issues.apache.org/jira/browse/AIRFLOW-1104?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16522831#comment-16522831
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Jakob Homan commented on AIRFLOW-1104:
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We should make some progress on this issue.  If [~saguziel] isn't available to 
comment, we should move forward with a patch.  [~dfowler]'s approach seems 
reasonable to me.  Dan, want to spin up a patch for that and I'll review?

> Concurrency check in scheduler should count queued tasks as well as running
> ---------------------------------------------------------------------------
>
>                 Key: AIRFLOW-1104
>                 URL: https://issues.apache.org/jira/browse/AIRFLOW-1104
>             Project: Apache Airflow
>          Issue Type: Bug
>         Environment: see https://github.com/apache/incubator-airflow/pull/2221
> "Tasks with the QUEUED state should also be counted below, but for now we 
> cannot count them. This is because there is no guarantee that queued tasks in 
> failed dagruns will or will not eventually run and queued tasks that will 
> never run will consume slots and can stall a DAG. Once we can guarantee that 
> all queued tasks in failed dagruns will never run (e.g. make sure that all 
> running/newly queued TIs have running dagruns), then we can include QUEUED 
> tasks here, with the constraint that they are in running dagruns."
>            Reporter: Alex Guziel
>            Priority: Minor
>




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