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README.md

Deploying TensorFlask on Kubernetes Engine

  • A Dockerfile for TensorFlask

  • A set of scripts to deploy the resulting Docker image to GCP Kubernetes Engine

Files

  • build-cloud-container-builder.sh

    • script to build the Dockerfile via the Google Cloud Container Builder
  • cloudbuild.yaml

    • declarative build instructions to build the Dockerfile via the container registry
    • an alternative to build-cloud-container-builder.sh, to be used via a build trigger (see below)
  • common.sh

    • shared environment variables
  • deploy-on-kubernetes-engine.sh

    • create a TensorFlask deployment and LoadBalancer service on an existing Kubernetes Engine cluster
    • requires (and checks) that the current $IMAGE_NAME is available on gcr.io for the current project
  • Dockerfile

    • the Dockerfile for TensorFlask
    • automatically runs the server on container start, unless overriden
    • exposes port 8000
  • run-client-locally.sh

    • runs the TensorFlask client locally against the deployed and exposed tensorflask instance
    • requires (and checks) that the LoadBalancer service is up and running

General flow


# Create cluster and get credentials first, see ASCIIcast

# Wait a few minutes between each step. The scripts will check for their prerequsites

# Instead of build-cloud-container-builder.sh, you can also use the gcr.io build triggers
./build-cloud-container-builder.sh

./deploy-on-kubernetes-engine.sh

./run-client-locally.sh

Don't forget to clean up your services, deployments and clusters.

Build image automatically via Cloud Container Builder

  • Go to https://console.cloud.google.com/
  • -> "Container Registry"
  • -> "Build Triggers"
  • Add a new build trigger and choose to use cloudbuild.yaml for build configuration

Deployment via cloudbuild.yaml is possible, but not configured right now.

ASCIIcast of some concepts used here

asciicast

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