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[mnist] E2E tests #460

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@jlewi

Description

We need to have E2E tests to verify the mnist example works. Tests should ensure

  1. Training works
  2. Deploying model works
  3. Sending predictions works

This is P1 because we see lots of customer demand for xgboost so we need to know that its working against the latest Kubeflow release.

I'm working on adding tests to the GitHub issue summarization example. We can use that as a model for adding tests to this example.

In addition here are some other resources:

I'm bumping this to priority P1 because we currently use mnist as part of our getting started guides; e.g https://www.kubeflow.org/docs/guides/gke/gcp-e2e/

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