sunflow

A toy project for MLOps using python, pytorch, W&B, fly.io

Motivation

This repository contains the implementation of various software to support end-to-end MLOps from development to deployment.

Services

Github: Code Repository CI/CD: Github Action Container: Docker Tracking: Weight and Biases Registy: Weight and Biases Deployment: Fly.io

Use case

The use case of this repository is handwritten character recognition. This may change the future to create more challenging process of the development or support multiple projects at once.

Branches

├── main        <- Release version
├── dev         <- Model development
├── feat        <- Using this as prefix feat/* to develop specific feature

Directory

The directory structure of your new project looks like this:

├── LICENSE
├── README.md          <- The top-level README for developers using this project.
├── data
│   ├── processed      <- The final, canonical data sets for modeling.
│   └── raw            <- The original, immutable data dump.
├── notebooks          <- notebook development.
├── models             <- weights and dependencies.
├── src                <- scripts for training and evaluating.

Installation

pip install -r requirements