+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 > > > --------------------------------------------------------------------- > To unsubscribe, e-mail: common-dev-unsubscr...@hadoop.apache.org > For additional commands, e-mail: common-dev-h...@hadoop.apache.org > > -- Best Regards Jeff Zhang
