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CICD Assignment

Introduction

  • This repository contains a data folder containing the datasets for training and testing.
  • It contains a train.py file for training a model and saving it and a test.py for testing the model.
  • It contains a requirements.txt listing the python dependencies.
  • It also contains a workflow file at .github/workflows/score.yml which trains the model in train.py and then tests it using test.py and succeeds only if the score is above 0.50.
  • You can view the pull request for an example.

Steps

  • Fork this repository
  • Create an account in docker hub (or any other registry of your choice)
  • Create a Dockerfile which trains the model in the building phase and executes test.py when the container is run
  • Create 2 github action workflows triggered on pull request
    • First one: creates a docker image and pushes it to a registry
    • Second one: pulls the docker image from the registry and runs it. It succeeds only if the score returned is greater than 0.50
  • Have 3 separate pull requests from different branches covering the following 3 scenarios
    • Both of your actions fail
    • One of your actions fail
    • Both of your actions pass
  • Note: You should change only the train.py file
  • Note: The second action should only run if the first one passes
  • Names of the actions: Train(first one) and Test(second one)

cicd_assignment's People

Contributors

pulavarthi avatar lokeshmohanty avatar

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