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kubedl-io / kubedl

Run your deep learning workloads on Kubernetes more easily and efficiently.
https://kubedl.io/
Apache License 2.0
505 stars 79 forks source link
container deep-learning inference kubernetes machine-learning model scheduling

readme

License KubeDL Action Status FOSSA Status CII Best Practices


KubeDL enables deep learning workloads to run on Kubernetes more easily and efficiently. KubeDL is a [CNCF sandbox](https://www.cncf.io/sandbox-projects/) project.

## Features - Support training and inferences workloads (Tensorflow, Pytorch. [Mars](https://github.com/mars-project/mars) etc.)in a single unified controller. Features include advanced scheduling, acceleration using cache, metadata persistentcy, file sync, enable service discovery for training in host network etc. - Automatically tunes the best configurations for ML model deployment. - [Morphling Github](https://github.com/alibaba/morphling) - Package and deploy ML Model in container and track the model lineage natively with Kubernentes CRD. Check the website: https://kubedl.io

## Getting Involved | Platform | Purpose | Estimated Response Time | |-------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------|-------------------------| | [DingTalk](https://github.com/kubedl-io/kubedl/blob/master/docs/img/kubedl-dingtalk.png ) | For discussions about development and questions about usage. | < 1 day | | [Github Issues](https://github.com/kubedl-io/kubedl/issues) | For reporting bugs and filing feature requests. | < 2 days | | E-Mail(cncf-kubedl-maintainers@lists.cncf.io) | For discussing specific topics or ask for help from community members/maintainers. | < 3 days | ## Publications Morphling: Fast, Near-Optimal Auto-Configuration for Cloud-Native Model Serving. ACM Socc 2021[link](https://dl.acm.org/doi/10.1145/3472883.3486987) ## License [![FOSSA Status](https://app.fossa.com/api/projects/git%2Bgithub.com%2Fkubedl-io%2Fkubedl.svg?type=large)](https://app.fossa.com/projects/git%2Bgithub.com%2Fkubedl-io%2Fkubedl?ref=badge_large)