This repository contains the cookiecutter
template for
generating a repository that provides boilerplates touching on the
differing components of an end-to-end ML project.
For now, this template is dedicated for AI Singapore's on-premise environment, and where Run:ai is used as the MLOps platform. Other platforms and orchestrators would be integrated to this repository in the near future.
To use the template and create a repository, you would need to install
the cookiecutter
CLI, say within a virtual environment and pass the
URL of this template as an argument, like such:
$ pip install cookiecutter
$ cookiecutter https://github.com/aisingapore/kapitan-hull
You will then be prompted to provide inputs.These inputs will be used to
populate different parts of the repository to be generated by
cookiecutter
.
Note: Your cookiecutter version must be at least 2.2.0.
Parameter | Detail | Default | Regex Reference |
---|---|---|---|
project_name |
Name of project that will be the header for the README.md . Input to start with alphabet. Only whitespace as separators. |
My Project | Link |
description |
A short description of the project that will be populated in README.md . Max of 72 characters. |
A short description of the project. | NIL |
repo_name |
Name of the repository folder. Input to start with alphabet characters. No whitespaces or underscores are allowed. | project_name where whitespaces and underscores are replaced with hyphens. |
Link |
src_package_name |
Name of the source code's package under src . Input to start with alphabet characters. No whitespaces or hyphens are allowed. |
repo_name where hyphens are replaced with underscores. |
Link |
src_package_name_short |
The alias for the source code's package. Input to start with alphabet characters. No whitespaces or hyphens are allowed. | src_package_name |
Link |
platform |
The platform the project is running on. (Choose between "on-premise" or "Google Cloud Platform") | onprem or gcp |
NIL |
orchestrator |
The orchestrator the project is using. (Choose between "Run:AI", "Polyaxon" or "No orchestrator") | runai or polyaxon or none |
NIL |
proj_name |
The project name used in by the repository. If you're using Run:AI, this will be the Run:AI project name used by the repository. | sample-project |
NIL |
registry_project_path |
Path of the registry repository for your container images to be located under. Cannot end with a slash character. | registry.domain.tld/sample-project/my-project |
Link |
author_name |
Your alias or project team's name. Relatively arbitrary. No hyphens are allowed. | AISG |
Link |
Following the creation of your repository, initialise it with Git, push
it to a remote, and follow its README.md
document for a full guide on
its usage.