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Simple. Cloud Native. Machine Learning. Kubernetes. Infrastructure. GPUs.

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swiftdiaries/dl-kops

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dl-kops

Go Report

About

This app is to simplify machine learning on Kubernetes for beginners. NOTE: This is a work in progress.

  • MVP of an end-to-end deployment app for machine learning jobs on Kubernetes clusters.
  • Enables single click installation of CUDA, CuDNN, Kubernetes components.
  • Single click bootstrapping of clusters uses kubeadm.
  • Single click activation of alpha features to enable discovery of GPUs.
  • Runs on Ubuntu machines.
  • No guarantee that everything works, use at your own risk.
  • Written in Go.

Future Work

  • Prometheus, Grafana dashboard for monitoring.
  • Tensorboard for visualizing training.
  • Support for custom schedulers.

Setup

  • Requires kubectl on the local machine
    $ brew install kubectl
    $ cd $GOPATH/src
    $ mkdir -p github.com/swiftdiaries
    $ cd github.com/swiftdiaries/
    $ git clone github.com/swiftdiaries/dl-kops
    $ cd dl-kops/src/app/frontend
    $ export PORT_1=8081
    $ go run dashboard.go

Go to http://localhost:8081/ on your browser.

Get Involved

Contributing

  • If you have a cool new feature in mind, please consider creating an Issue or even better, a Pull Request.
  • If you are annoyed by the loading GIF, please do consider contributing.
  • Please feel free take a look at the Issues and contribute to any of them.

I would love feedback and comments,

  • Twitter
  • Kubernetes and Golang slack (adhita).

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Simple. Cloud Native. Machine Learning. Kubernetes. Infrastructure. GPUs.

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