Scalable

Template Repository to easily get started with CD pipeline for model serving with tensorflow serving and Heroku

How to Use

• Create an app on your Heroku account (Create Heroku account if you don't have one)

• in your account, go to settings and copy your heroku api key

• on your github repo, go to settings > secrets and add the HEROKU API KEY: HEROKU_API_KEY as the key and the api ke you copied from heroku as value

• in the repo, go the .github/workflows/main.yaml and uncomment the code

• add your email address to the yaml file and also your app name for example:

  name: Deploy
  
  on:
  push:
    branches:
      - main
  
  jobs:
  build:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v2
      - uses: akhileshns/[email protected]
        with:
          heroku_api_key: ${{secrets.HEROKU_API_KEY}}
          heroku_app_name: "scalable-example"
          heroku_email: "[email protected]"
          usedocker: true

• in the models folder, you can add in your saved tensorflow model (notice the strcture of the default model)

• for every model added in, you must update the Dockerfile and models.conf file