Installing pip for Python 3

sudo apt update
sudo apt install python3-pip

Installing virtualenv

python3 -m pip install --user virtualenv
sudo pip3 install virtualenv

cd ML
virtualenv venv
source ./venv/bin/activate
pip install -r requirements.txt

python train_and_save_a_model 

uvicorn main:app --reload
uvicorn main:app --host 0.0.0.0  --reload

docker build -t myimage .
docker run -d --name mycontainer -p 8000:8000 myimage

docker-compose build
docker-compose up
docker-compose down
docker-compose up -d

Docker Swarm Rocks

export DOMAIN=ml.jasonjafari.com
export NODE_ID=$(docker info -f '{{.Swarm.NodeID}}')
docker stack deploy -c saveMl.yml  ml --resolve-image=always --with-registry-auth --prune