python-streamlit-docker-sample

Sample Deployment of a Python Machine-Learning Model with Streamlit UI using Docker

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How to setup

Create a new venv (virtual environment):

python3 -m venv .venv

Activate new environment:

For Mac/Linux:

source .venv/bin/activate

For Windows:

source .venv/Scripts/activate

Install packages:

pip install -r requirements.txt

Run the streamlit app

python3 -m streamlit run src/streamlit.py

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How to build & run the Docker Image

docker build -t python-docker-sample .

Run the Docker Image with:

docker run -d --rm -p 8501:8501 --name python-docker-sample python-docker-sample

You can now access the streamlit server at http://localhost:8501

To view the logs of the container run:

docker logs python-docker-sample

To stop the container run:

docker stop python-docker-sample