I think deploying to K8S does expend our capabilities for inference scaling and managing. I am not familiar with Luigi, but it makes sense since we are going to setup data pipelines.
Best Regards, Wei On Wed, Jul 29, 2020 at 5:32 AM Lucas Cardoso Silva < cardosolucas61....@gmail.com> wrote: > Great Wei! I find the suggestions really interesting. I think we can work > with the deployment on K8s. The idea of it in Marvin would be, after > development, the user would give some parameters and a script would > facilitate a deployment in a kubernetes cluster, right? Regarding data > acquisition, I think it would be great if we were able to integrate some > third party library like Luigi. Thanks! > > > > Em qua., 22 de jul. de 2020 às 14:27, Wei Chen <weic...@apache.org> > escreveu: > > > Hello Lucas, > > > > I have some ideas: > > > > 1. Should we consider to use K8S or similar tools for inference container > > scaling and management? > > Marvin's current container management is not as powerful as some > container > > focus projects. > > K8S can also be deployed into most environments now. > > > > 2. Is our current data cleaning stage flexible enough for multiple data > > sources with table join? > > Or if we should cut the data preparation stage out for the user to make > > their own data pipeline on their data storage. > > I figured that preprocessing might be too complex to be generalized for > > different ML projects. > > > > Best Regards > > Wei > > > > > > > > On Thu, Jul 23, 2020 at 12:26 AM Lucas Cardoso Silva < > > cardosolucas61....@gmail.com> wrote: > > > > > Hi guys. > > > I would like to know if anyone else has any ideas about this evaluation > > > phase. Both the opinion of those who have been in the community for a > > long > > > time and those who are still getting to know Marvin is now important > for > > > this step, so your suggestion or validation of the initial text is > always > > > welcome! > > > > > > Best regards, > > > Lucas Cardoso > > > > > > Em sex., 10 de jul. de 2020 às 13:48, Lucas Cardoso Silva < > > > cardosolucas61....@gmail.com> escreveu: > > > > > > > Hello guys. The time has come for us to take the first step in > > > > architectural assessment: the definition of the mission. Basically we > > > have > > > > to decide here what is important in Marvin and what is outside the > > scope > > > of > > > > the project. This is important because, during this analysis and the > > > > development process as a whole, we will be able to segment what is > > really > > > > important and make things more simple and functional. Also, if it > looks > > > > cool, we can include that on the Marvin-AI homepage. > > > > > > > > As stated earlier, I will post an initial draft and would like to > > receive > > > > your feedback to complete a few points: > > > > > > > > The Apache Marvin-AI platform aims to offer: > > > > > > > > - > > > > > > > > a practical and standardized solution, > > > > - > > > > > > > > for the development and deployment of machine learning > applications. > > > > > > > > > > > > Aiming to offer the user: > > > > > > > > - > > > > > > > > scalability, > > > > - > > > > > > > > language agnosticism, > > > > - > > > > > > > > standardized pipeline (DASFE), > > > > - > > > > > > > > possibility of remote versioning of artifacts. > > > > > > > > > > > > Does anyone have any suggestions for more important features, > resources > > > or > > > > design decisions in Marvin? > > > > > > > > Thank you very much, > > > > > > > > Lucas Cardoso > > > > > > > > > >
