PoC: Dockerize wrapped model

[bbroeksema]

Goal:

Learn how to wrap model and wrapping code in distroless docker image

Starting point: model code of #1 :

/py-model
  /model     # model code
  /wrappper  # application code
  requirements.txt
  Dockerfile  # <- The PoC is about this file

Relevant links:

• https://docs.docker.com/develop/develop-images/multistage-build/
• https://github.com/GoogleContainerTools/distroless
• https://reproducible-builds.org/

Definition of Done

• [x] docker build . results in a minimal docker image with the model running.
• [x] The build process (i.e. running pip install, copying files to the right location in the image) also runs in a docker image.

Dependencies:

• 1

[create-issue-branch[bot]]

Could not create branch (Git Repository is empty.)

[GuidoTournois]

Do I understand correctly, that training the model is not in scope of this story? In other words, we assume the docker has access to a trained model (either by mounting a volume or retrieving it from a storage location) and that the model code merely acts as the interface with this model?

[create-issue-branch[bot]]

Branch issue-2-PoC_Dockerize_wrapped_model created!

[bbroeksema]

Do I understand correctly, that training the model is not in scope of this story? In other words, we assume the docker has access to a trained model (either by mounting a volume or retrieving it from a storage location) and that the model code merely acts as the interface with this model?

Yes, indeed! You can just reuse the directory from PoC 1 in this PoC to get started quickly -> literally copy/paste and add a Docker file to get started with the building process.