Flux
Machine Learning Stack for Big Data, Big Cluster and Big Challenges
Install / Use
/learn @flux-project/FluxREADME
Flux Project
Autodeploy a complete end-to-end machine/deep learning pipeline on Kubernetes using tools like Spark, TensorFlow, HDFS, etc. - it requires a running Kubernetes (K8s) cluster in the cloud or on-premise.
Please visit the website for updates.
<img src="./images/flux_overview.png" width="418">Prerequisites
Before installing the components make sure you have installed
- Docker The edge version of docker community edition is coming with a kubernetes option
- Kubernetes
- Helm The package manager for Kubernetes.
Deploy on nodes
./bin/flux will check for GPU availability and make use of it if it can find a GPU.
-
Build the images
./bin/flux buildNote that images need to be deployed to your nodes or to your docker registry
-
Create the deployment and the service with Kubernetes
./bin/flux start -
Check that all components are running
./bin/flux ps
Accessing the sample notebooks:
./bin/flux notebook
A browser window opens. You can there login using flux/flux.
After Login an ipython notebook playground with examples will open.
<img src="./images/sample_notebook.png" height="500" width="800">Cloud deployment
<img src="./images/flux_cloud.png" width="348">Related Skills
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