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Google Cloud Platform setup

Google Cloud Platform offers 300$ free credits to get you started. This is more than enough to run this project.

  1. Create an account and project.

  2. Authentication: This sample requires you to have authentication setup. Refer to the Authentication Getting Started Guide for instructions on setting up credentials for applications. In this tuto, I use a json service key that is passed to the container at runtime.

  3. Activate the Google Cloud Pub/Sub API, if you have not already done so. https://console.cloud.google.com/flows/enableapi?apiid=pubsub

  4. Go to Storage and create a Google Cloud Storage bucket. You will store the different versions of your models in this bucket. You can also use the gsutil CLI.

gsutil mb gs:https://ml_models
  1. Create a Cloud Pub/Sub topic and publish bucket notifications there:
gsutil notification create -f json -t model_topic gs:https://ml_models
  1. Create a subscription for your new topic:
gcloud beta pubsub subscriptions create model_subscription --topic=model_topic

You're done! You can know run the model_poller docker image with the proper environment variable.

Note Those setup steps are inspired from the official Google Cloud Platform documentation. See original here.