+1, thanks for bringing this up, Wangda. This will help expanding the Hadoop
ecosystem by supporting new AI/ML workloads.
Thanks,
Xiaoyu
On 2/1/19, 10:58 AM, "Dinesh Chitlangia" <dchitlan...@hortonworks.com> wrote:
+1 This is a fantastic recommendation given the increasing interest in ML
across the globe.
Thanks,
Dinesh
On 2/1/19, 1:54 PM, "Ajay Kumar" <ajay.ku...@hortonworks.com> wrote:
+1, Thanks for driving this. With rise of use cases running ML along
with traditional applications this will be of great help.
Thanks,
Ajay
On 2/1/19, 10:49 AM, "Suma Shivaprasad" <sumasai.shivapra...@gmail.com>
wrote:
+1. Thanks for bringing this up Wangda.
Makes sense to have Submarine follow its own release cadence given
the good
momentum/adoption so far. Also, making it run with older versions
of Hadoop
would drive higher adoption.
Suma
On Fri, Feb 1, 2019 at 9:40 AM Eric Yang <ey...@hortonworks.com>
wrote:
> Submarine is an application built for YARN framework, but it does
not have
> strong dependency on YARN development. For this kind of
projects, it would
> be best to enter Apache Incubator cycles to create a new
community. Apache
> commons is the only project other than Incubator that has
independent
> release cycles. The collection is large, and the project goal is
> ambitious. No one really knows which component works with each
other in
> Apache commons. Hadoop is a much more focused project on
distributed
> computing framework and not incubation sandbox. For alignment
with Hadoop
> goals, and we want to prevent Hadoop project to be overloaded
while
> allowing good ideas to be carried forwarded in Apache incubator.
Put on my
> Apache Member hat, my vote is -1 to allow more independent
subproject
> release cycle in Hadoop project that does not align with Hadoop
project
> goals.
>
> Apache incubator process is highly recommended for Submarine:
> https://incubator.apache.org/policy/process.html This allows
Submarine to
> develop for older version of Hadoop like Spark works with
multiple versions
> of Hadoop.
>
> Regards,
> Eric
>
> On 1/31/19, 10:51 PM, "Weiwei Yang" <abvclo...@gmail.com> wrote:
>
> Thanks for proposing this Wangda, my +1 as well.
> It is amazing to see the progress made in Submarine last
year, the
> community grows fast and quiet collaborative. I can see the
reasons to get
> it release faster in its own cycle. And at the same time, the
Ozone way
> works very well.
>
> —
> Weiwei
> On Feb 1, 2019, 10:49 AM +0800, Xun Liu <neliu...@163.com>,
wrote:
> > +1
> >
> > Hello everyone,
> >
> > I am Xun Liu, the head of the machine learning team at
Netease
> Research Institute. I quite agree with Wangda.
> >
> > Our team is very grateful for getting Submarine machine
learning
> engine from the community.
> > We are heavy users of Submarine.
> > Because Submarine fits into the direction of our big data
team's
> hadoop technology stack,
> > It avoids the needs to increase the manpower investment in
learning
> other container scheduling systems.
> > The important thing is that we can use a common YARN
cluster to run
> machine learning,
> > which makes the utilization of server resources more
efficient, and
> reserves a lot of human and material resources in our previous
years.
> >
> > Our team have finished the test and deployment of the
Submarine and
> will provide the service to our e-commerce department (
> http://www.kaola.com/) shortly.
> >
> > We also plan to provides the Submarine engine in our
existing YARN
> cluster in the next six months.
> > Because we have a lot of product departments need to use
machine
> learning services,
> > for example:
> > 1) Game department (http://game.163.com/) needs AI battle
training,
> > 2) News department (http://www.163.com) needs news
recommendation,
> > 3) Mailbox department (http://www.163.com) requires
anti-spam and
> illegal detection,
> > 4) Music department (https://music.163.com/) requires music
> recommendation,
> > 5) Education department (http://www.youdao.com) requires
voice
> recognition,
> > 6) Massive Open Online Courses (https://open.163.com/)
requires
> multilingual translation and so on.
> >
> > If Submarine can be released independently like Ozone, it
will help
> us quickly get the latest features and improvements, and it will
be great
> helpful to our team and users.
> >
> > Thanks hadoop Community!
> >
> >
> > > 在 2019年2月1日，上午2:53，Wangda Tan <wheele...@gmail.com> 写道：
> > >
> > > Hi devs,
> > >
> > > Since we started submarine-related effort last year, we
received a
> lot of
> > > feedbacks, several companies (such as Netease, China
Mobile, etc.)
> are
> > > trying to deploy Submarine to their Hadoop cluster along
with big
> data
> > > workloads. Linkedin also has big interests to contribute a
> Submarine TonY (
> > > https://github.com/linkedin/TonY) runtime to allow users
to use
> the same
> > > interface.
> > >
> > > From what I can see, there're several issues of putting
Submarine
> under
> > > yarn-applications directory and have same release cycle
with
> Hadoop:
> > >
> > > 1) We started 3.2.0 release at Sep 2018, but the release
is done
> at Jan
> > > 2019. Because of non-predictable blockers and security
issues, it
> got
> > > delayed a lot. We need to iterate submarine fast at this
point.
> > >
> > > 2) We also see a lot of requirements to use Submarine on
older
> Hadoop
> > > releases such as 2.x. Many companies may not upgrade
Hadoop to 3.x
> in a
> > > short time, but the requirement to run deep learning is
urgent to
> them. We
> > > should decouple Submarine from Hadoop version.
> > >
> > > And why we wanna to keep it within Hadoop? First,
Submarine
> included some
> > > innovation parts such as enhancements of user experiences
for YARN
> > > services/containerization support which we can add it
back to
> Hadoop later
> > > to address common requirements. In addition to that, we
have a big
> overlap
> > > in the community developing and using it.
> > >
> > > There're several proposals we have went through during
Ozone merge
> to trunk
> > > discussion:
> > >
>
https://mail-archives.apache.org/mod_mbox/hadoop-common-dev/201803.mbox/%3ccahfhakh6_m3yldf5a2kq8+w-5fbvx5ahfgs-x1vajw8gmnz...@mail.gmail.com%3E
> > >
> > > I propose to adopt Ozone model: which is the same master
branch,
> different
> > > release cycle, and different release branch. It is a
great example
> to show
> > > agile release we can do (2 Ozone releases after Oct 2018)
with less
> > > overhead to setup CI, projects, etc.
> > >
> > > *Links:*
> > > - JIRA: https://issues.apache.org/jira/browse/YARN-8135
> > > - Design doc
> > > <
>
https://docs.google.com/document/d/199J4pB3blqgV9SCNvBbTqkEoQdjoyGMjESV4MktCo0k/edit
> >
> > > - User doc
> > > <
>
https://hadoop.apache.org/docs/r3.2.0/hadoop-yarn/hadoop-yarn-applications/hadoop-yarn-submarine/Index.html
> >
> > > (3.2.0
> > > release)
> > > - Blogposts, {Submarine} : Running deep learning
workloads on
> Apache Hadoop
> > > <
>
https://hortonworks.com/blog/submarine-running-deep-learning-workloads-apache-hadoop/
> >,
> > > (Chinese Translation: Link
<https://www.jishuwen.com/d/2Vpu>)
> > > - Talks: Strata Data Conf NY
> > > <
>
https://conferences.oreilly.com/strata/strata-ny-2018/public/schedule/detail/68289
> >
> > >
> > > Thoughts?
> > >
> > > Thanks,
> > > Wangda Tan
> >
> >
> >
> >
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