Containerized app deployment

This repository serves as a template to host your Python application in a Docker container as a microservice that can be accessed by REST API.

Structure

The folder structure for this project is as follows:

.
├── app                     # FastAPI app files for the API endpoints
    ├── model               # App engine
        └── model.pickle    # Your model saved as pickle file
    └── main.py             # Definition HTTP methods
├── config                  # Configuration of NGINX in docker container
└── Dockerfile              # Construct Docker image

Deployment

To deploy your app locally, follow the instructions below. For distribution purposes, it is convenient to link this GitHub repository to a DockerHub repository where you can store an image of your app that others can access directly. Follow these instructions to setup automated image building on DockerHub, based on changes to your GitHub repository, e.g. pushes to the master branch.

Locally

Running docker containers locally on non-Linux machines requires installation of Docker Desktop available for Mac and Windows.

To build and spin up the API locally, navigate to the directory containing "docker-compose.yml" and run:

docker compose up --build

The API swagger documentation should become available at http://localhost:5000/docs/.