I have done quite some work on making it possible to run multiple schedulers at 
the same time.  At the moment I don’t think there are real blockers actually to 
do so. We just don’t actively test it.

Database locking is mostly in place (DagRuns and TaskInstances). And I think 
the worst that can happen is that a task is scheduled twice. The task will 
detect this most of the time and kill one off if concurrent if not sequential 
then I will run again in some occasions. Everyone is having idempotent tasks 
right so no harm done? ;-)

Have you encountered issues? Maybe work those out?

Cheers
Bolke.

Verstuurd vanaf mijn iPad

> Op 1 mrt. 2019 om 16:25 heeft Deng Xiaodong <xd.den...@gmail.com> het 
> volgende geschreven:
> 
> Hi Max,
> 
> Following 
> https://lists.apache.org/thread.html/0e21230e08f07ef6f8e3c59887e9005447d6932639d3ce16a103078f@%3Cdev.airflow.apache.org%3E
>  
> <https://lists.apache.org/thread.html/0e21230e08f07ef6f8e3c59887e9005447d6932639d3ce16a103078f@%3Cdev.airflow.apache.org%3E>,
>  I’m trying to prepare an AIP for supporting multiple-scheduler in Airflow 
> (mainly for HA and Higher scheduling performance).
> 
> Along the process of code checking, I found that there is one attribute of 
> DagModel, “scheduler_lock”. It’s not used at all in current implementation, 
> but it was introduced long time back (2015) to allow multiple schedulers to 
> work together 
> (https://github.com/apache/airflow/commit/2070bfc50b5aa038301519ef7c630f2fcb569620
>  
> <https://github.com/apache/airflow/commit/2070bfc50b5aa038301519ef7c630f2fcb569620>
>  ).
> 
> Since you were the original author of it, it would be very helpful if you can 
> kindly share why the multiple-schedulers implementation was removed 
> eventually, and what challenges/complexity there were.
> (You already shared a few valuable inputs in the earlier discussion 
> https://lists.apache.org/thread.html/d37befd6f04dbdbfd2a2d41722352603bc2e2f97fb47bdc5ba454d0c@%3Cdev.airflow.apache.org%3E
>  
> <https://lists.apache.org/thread.html/d37befd6f04dbdbfd2a2d41722352603bc2e2f97fb47bdc5ba454d0c@%3Cdev.airflow.apache.org%3E>
>  , mainly relating to hiccups around concurrency, cross DAG prioritisation & 
> load on DB. Other than these, anything else you would like to advise?)
> 
> I will also dive into the git history further to understand it better.
> 
> Thanks.
> 
> 
> XD

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