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feature: add support for online ML models from River library in BentoML

Open jsamantaucd opened this issue 1 year ago • 1 comments

Feature request We have been developing and experimenting river (https://riverml.xyz/latest/api/overview/) for training and inferencing time series and continuous machine learning tasks and would like to add support for river in BentoML.

We have also created a custom python module to add river models using MLflow which can be saved in the BentoML model's repository and later can be retrieved from the BentoML for inferencing.

Motivation River offers a diverse selection of ML models for online learning that are much more efficient than the sklearn models, and integrating this MLflow would create a comprehensive ML solution.

Others: This feature was tested on tag v1.0.20

jsamantaucd avatar Aug 02 '24 15:08 jsamantaucd

This PR is related to the feature request: https://github.com/bentoml/BentoML/issues/4640

jsamantaucd avatar Aug 02 '24 15:08 jsamantaucd

Hi @jsamantaucd We are preparing to restructure the examples and do not accept new framework-specific examples.

You can make it in a standalone repository and we can link it in our README, thanks.

frostming avatar Oct 23 '24 08:10 frostming

@jsamantaucd Here is an example on how we showcase examples, https://github.com/bentoml/BentoVoiceAgent

jianshen92 avatar Oct 23 '24 23:10 jianshen92

Hi @frostming and @jianshen92, thank you for your valuable feedback, I have created a standalone repository as suggested: https://github.com/jsamantaucd/BentoRiverModel, please add it in your README. Thanks!

jsamantaucd avatar Nov 12 '24 11:11 jsamantaucd