IceVision Deployment using FastAPI and Streamlit

Installation

You need to install both FastAPI and Streamlit in your working environment

FastAPI Installation

From your the project root directory , run the following commands

cd fastapi
pip install -r requirements.txt

Streamlit Installation

From your the project root directory , run the following commands

cd streamlit
pip install -r requirements.txt

Running using a local machine

1- Open a terminal for the FastAPI server, and run the following command:

cd fastapi
uvicorn server:app --reload

2- Open another terminal for the Streamlit client, and run the following command:

cd streamlit
streamlit run ui.py

Press Ctrl+Click on the http://192.168.2.11:8501 URL to open the app in your local browser

Credit:

This implementation is inspired by the following blog post:

Simple example of usage of streamlit and FastAPI for ML model serving.