Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

feature: add support for online ML models from River library in BentoML #4896

Closed
wants to merge 7 commits into from

Conversation

jsamantaucd
Copy link

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 jsamantaucd requested a review from a team as a code owner August 2, 2024 15:26
@jsamantaucd jsamantaucd requested review from parano and removed request for a team August 2, 2024 15:26
@jsamantaucd
Copy link
Author

This PR is related to the feature request: #4640

@frostming
Copy link
Contributor

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 frostming closed this Oct 23, 2024
@jianshen92
Copy link
Contributor

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

@jsamantaucd
Copy link
Author

jsamantaucd commented Nov 12, 2024

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!

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

3 participants