https://github.com/yotamaflalo/loan_prediction_model

https://github.com/yotamaflalo/loan_prediction_model

Last synced: 27 days ago
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• Host: GitHub
• URL: https://github.com/yotamaflalo/loan_prediction_model
• Owner: YotamAflalo
• Created: 2024-08-05T15:19:22.000Z (3 months ago)
• Default Branch: main
• Last Pushed: 2024-08-05T17:38:40.000Z (3 months ago)
• Last Synced: 2024-08-05T20:39:52.515Z (3 months ago)
• Language: Python
• Size: 26.4 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Setup Virtual Environment

```python

conda create -n jenkins-env python=3.10 -y

conda activate jenkins-env

pip install -r requirements.txt

pip install .

```

# Test the FASTAPI

```json

{

  "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

```bash

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

`

```bash

# 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://: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 `