HI Ajay,

Thanks for the reporting, which version do you use ? One know issue of
spark scoped mode is that each spark repl will occupy large memory and
won't be released, one workaround is to increase the driver memory.

https://jira.apache.org/jira/browse/ZEPPELIN-3389


Ajay Viswanathan <[email protected]>于2018年11月9日周五
下午3:31写道:

> This is an issue even I am facing in my project currently. By running the
> spark interpreter in Scoped + Per Note mode, I do manage to execute
> paragraphs in parallel, but it becomes very resource intensive and times
> out if I run more than 3-4 jobs in parallel on a 4-core cloud instance.
> Typically a Thrift Transport exception is thrown after a prolonged period
> of inactivity,
>
> On Fri, 9 Nov 2018 at 06:54, Jeff Zhang <[email protected]> wrote:
>
> > Which version do you use ? This seems a bug. Each note should have its
> own
> > scheduler in scoped per note mode.
> >
> > <[email protected]>于2018年11月9日周五 上午1:56写道:
> >
> > > Hi
> > >
> > > We use zeppelin in multi-user environment, the interpreter scope mode
> > > seems to allow notebook execution in serial only. If multiple users are
> > > running their notebooks concurrently, these notebooks are queued for
> > serial
> > > execution. If one notebook takes a long time to complete, it basically
> > > blocks other notebooks from execution. To enable parallel notebook
> > > execution, it seems we need to use the isolated mode, which creates a
> new
> > > interpreter instance (run on separate JVM) per user. But this can
> become
> > > expensive (compute resource intensive). what is the suggested
> interpreter
> > > mode for multi-user environment?
> > >
> > > Thanks
> > > Denny
> > >
> >
>
>
> --
> Ajay Viswanathan
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