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ucbrise / clipper

A low-latency prediction-serving system
http://clipper.ai
Apache License 2.0
1.4k stars 280 forks source link

Suggestion: Integration with MLflow #708

Open withsmilo opened 5 years ago

withsmilo commented 5 years ago

MLflow(https://github.com/mlflow/mlflow) offers a set of simple APIs that can be used for model tracking and pipeline maintenance, and so on. Also, it deploys easily a ML model to the platforms such as Azure ML and AWS SageMaker. It seems to provide some plug-in to connect with them.

What do you think of integrating Clipper with MLflow? MLflow creates a pickle file contained with ML model in the same way as Clipper. If we create a Clipper Dockerfile with this pickle file, we will be able to serve it in the Clipper.

This is just idea. I'd like to listen to other opinion.

rkooo567 commented 5 years ago

I think it is a good idea. I always thought it'd be better if clipper can be integrated with other ml maintenance tools. It can be also a good advertisement of our platform. One concern is if we have enough bandwidth to conduct a project. After discussing what our next release includes, we should probably find a way to look for more contributors.

withsmilo commented 5 years ago

After sketching first look, I will share it with you through this issue, and ask you to review it.

t-800m101 commented 5 years ago

@withsmilo Did you have the time yet to make some initial sketch?

withsmilo commented 5 years ago

@T-800Model101 , I'm so sorry about late reply. this issue has been postponed because I had to resolve urgent issues in my project.