gunjak / Loan_Approval

Setup Virtual Environment

conda create -n jenkins-env python=3.10 -y
conda activate jenkins-env
pip install -r requirements.txt
pip install .

Test the FASTAPI

{
  "Gender": "Male",
  "Married": "No",
  "Dependents": "2",
  "Education": "Graduate",
  "Self_Employed": "No",
  "ApplicantIncome": 5849,
  "CoapplicantIncome": 0,
  "LoanAmount": 1000,
  "Loan_Amount_Term": 1,
  "Credit_History": "1.0",
  "Property_Area": "Rural"
}

Docker Commands

docker build -t loan_pred:v1 .
docker build -t manifoldailearning/cicd:latest . 
docker push manifoldailearning/cicd:latest

docker run -d -it --name modelv1 -p 8005:8005 manifoldailearning/cicd:latest bash

docker exec modelv1 python prediction_model/training_pipeline.py

docker exec modelv1 pytest -v --junitxml TestResults.xml --cache-clear

docker cp modelv1:/code/src/TestResults.xml .

docker exec -d -w /code modelv1 python main.py

docker exec -d -w /code modelv1 uvicorn main:app --proxy-headers --host 0.0.0.0 --port 8005

Installation of Jenkins

curl -fsSL https://pkg.jenkins.io/debian-stable/jenkins.io-2023.key | sudo tee \
  /usr/share/keyrings/jenkins-keyring.asc > /dev/null
echo deb [signed-by=/usr/share/keyrings/jenkins-keyring.asc] \
  https://pkg.jenkins.io/debian-stable binary/ | sudo tee \
  /etc/apt/sources.list.d/jenkins.list > /dev/null
sudo apt-get update
sudo apt-get install jenkins

sudo apt update
sudo apt install fontconfig openjdk-17-jre
java -version

sudo systemctl enable jenkins
sudo systemctl start jenkins
sudo systemctl status jenkins

sudo cat /var/lib/jenkins/secrets/initialAdminPassword

# Add Docker's official GPG key:
sudo apt-get update
sudo apt-get install ca-certificates curl gnupg
sudo install -m 0755 -d /etc/apt/keyrings
curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /etc/apt/keyrings/docker.gpg
sudo chmod a+r /etc/apt/keyrings/docker.gpg

# Add the repository to Apt sources:
for pkg in docker.io docker-doc docker-compose podman-docker containerd runc; do sudo apt-get remove $pkg; done

echo \
  "deb [arch="$(dpkg --print-architecture)" signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/ubuntu \
  "$(. /etc/os-release && echo "$VERSION_CODENAME")" stable" | \
  sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
sudo apt-get update
sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin

sudo usermod -a -G docker jenkins
sudo usermod -a -G docker $USER

Admin password Jenkins

sudo cat /var/lib/jenkins/secrets/initialAdminPassword

Payload URL format in github repo webhook

http://<public-ipv4 address>:8080/github-webhook/ #replace it with ur own public-ipv4 address

# Additional Improvements

docker remove $(docker ps -a -q)
docker images --format "{{.ID}} {{.CreatedAt}}" | sort -rk 2 | awk 'NR==1{print $1}'



# Create Stage Branch
`git checkout -b staging`
`git push `