Scalable deep learning model with Ngnix, flask, redis and docker. Here is Documentation
+-------------+ +------------+ +------------------------+ +-----------+
| | | | | | | |
| nginx +-------+ gunicorn +------+ flask deep learning +-----+ redis |
| | | | | API app | | |
+-------------+ +------------+ +------------------------+ +-----------+
- Please install
docker
anddocker-compose
.
Use
install_docker.sh
# install docker file
sudo apt remove docker docker-engine docker.io
sudo apt install apt-transport-https ca-certificates curl software-properties-common -y
curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo apt-key add -
sudo apt-key fingerprint 0EBFCD88
sudo add-apt-repository "deb [arch=amd64] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable"
sudo apt update
sudo apt install docker-ce -y
# install docker compose
sudo curl -L https://github.com/docker/compose/releases/download/1.21.2/docker-compose-$(uname -s)-$(uname -m) -o /usr/local/bin/docker-compose
sudo chmod +x /usr/local/bin/docker-compose
# install docker as sudo for user so that we dont have to type sudo before docker
# sudo usermod -aG docker $<<USERNAME>>
- Run docker-compose
docker-compose up -d
Deep learning in production with Keras, Redis, Flask, and Apache
Github: docker-compose-flask