+1 Does Submarine support Jupyter?
On Fri, Feb 1, 2019 at 8:54 AM Zhe Zhang <z...@apache.org> wrote: > +1 on the proposal and looking forward to the progress of the project! > > On Thu, Jan 31, 2019 at 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 > > > > > > > > > > > > --------------------------------------------------------------------- > > > To unsubscribe, e-mail: hdfs-dev-unsubscr...@hadoop.apache.org > > > For additional commands, e-mail: hdfs-dev-h...@hadoop.apache.org > > > > > > -- John
