+1.Submarine is already in use at our company(贝壳找房) and is performing. Looking 
forward to the next step to provide more features



dashuiguailu...@gmail.com
 
From: Oliver Hu
Date: 2019-07-19 07:50
To: Jeff Zhang
CC: sid yu; Xun Liu; Hadoop Common; yarn-dev; Hdfs-dev; mapreduce-dev; 
submarine-dev
Subject: Re: Any thoughts making Submarine a separate Apache project?
+1 (non-binding). Make Submarine a separate project would make it easier to
integrate with other components in the ML pipeline and expand cross
platform.
 
On Thu, Jul 18, 2019 at 2:48 AM Jeff Zhang <zjf...@gmail.com> wrote:
 
> +1, This is Jeff Zhang from Zeppelin community.
> Thanks Xun for bring this up. Submarine has been integrated into Zeppelin
> several months ago, and I already see some early adoption of that in China.
> AI is fast growing area, I believe moving into a separate project would be
> helpful for Submarine to catch up with the new trend of AI and release more
> new features quickly than before.
>
>
>
> sid yu <jiangyu1...@gmail.com> 于2019年7月18日周四 下午2:06写道:
>
> > +1  We are look forward to it. The idea is great.
> >
> > > On Jul 10, 2019, at 3:34 PM, Xun Liu <liu...@apache.org> wrote:
> > >
> > > Hi all,
> > >
> > > This is Xun Liu contributing to the Submarine project for deep learning
> > > workloads running with big data workloads together on Hadoop clusters.
> > >
> > > There are a bunch of integrations of Submarine to other projects are
> > > finished or going on, such as Apache Zeppelin, TonY, Azkaban. The next
> > step
> > > of Submarine is going to integrate with more projects like Apache
> Arrow,
> > > Redis, MLflow, etc. & be able to handle end-to-end machine learning use
> > > cases like model serving, notebook management, advanced training
> > > optimizations (like auto parameter tuning, memory cache optimizations
> for
> > > large datasets for training, etc.), and make it run on other platforms
> > like
> > > Kubernetes or natively on Cloud. LinkedIn also wants to donate TonY
> > project
> > > to Apache so we can put Submarine and TonY together to the same
> codebase
> > > (Page #30.
> > >
> >
> https://www.slideshare.net/xkrogen/hadoop-meetup-jan-2019-tony-tensorflow-on-yarn-and-beyond#30
> > > ).
> > >
> > > This expands the scope of the original Submarine project in exciting
> new
> > > ways. Toward that end, would it make sense to create a separate
> Submarine
> > > project at Apache? This can make faster adoption of Submarine, and
> allow
> > > Submarine to grow to a full-blown machine learning platform.
> > >
> > > There will be lots of technical details to work out, but any initial
> > > thoughts on this?
> > >
> > > Best Regards,
> > > Xun Liu
> >
> >
> > ---------------------------------------------------------------------
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> > For additional commands, e-mail: common-dev-h...@hadoop.apache.org
> >
> >
>
> --
> Best Regards
>
> Jeff Zhang
>

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