AI Singapore's Cookiecutter Template for End-to-end ML Projects (GCP | Run:ai)

Table of Contents

• AI Singapore's Cookiecutter Template for End-to-end ML Projects (GCP | Run:ai)
  • Table of Contents
  • Preface
  • Usage
    • Input Parameters
    • Version Control

Preface

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. This template is dedicated for AI Singapore's on-premise environment, and where Run:ai is used as the MLOps platform.

Usage

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/ml-project-cookiecutter-gcp-runai

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.

Input Parameters

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.	NIL	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
image_registry_path	Path of the registry/repository for your container images to be located under.	NIL	Link
author_name	Your alias or project team's name. Relatively arbitrary. No hyphens are allowed.	NIL	Link

Version Control

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.