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Industry Safety Detection using Yolov7

This project utilizes Yolov7 for detecting safety compliance in industrial environments. The solution is designed to be deployed using AWS services and can be integrated into a CI/CD pipeline with GitHub Actions.

Table of Contents

• Data
• Yolov7 GitHub Repository
• Yolov7 Tutorial
• Project Workflow
• Configuration Files
• Git Commands
• AWS Configurations
• How to Run
• AWS CI/CD Deployment with GitHub Actions
• Environment Variables

Data

[Link to dataset]

Yolov7 GitHub Repository

[Link to Yolov7 GitHub repository]

Yolov7 Tutorial

[Link to Yolov7 tutorial]

Project Workflow

The project follows a structured workflow, divided into the following components:

1. constants: Define project constants.
2. config_entity: Configuration management.
3. artifact_entity: Manage artifacts.
4. components: Core components of the project.
5. pipeline: Workflow pipeline.
6. app.py: Main application file.

Git Commands

To commit and push changes to the repository:

git add .
git commit -m "Updated"
git push origin main

AWS Configurations

• AWS CLI Download: AWS CLI Installation Guide

To configure AWS:

aws configure

How to Run

Set up the environment and run the application:

conda create -n safety python=3.8 -y
conda activate safety
pip install -r requirements.txt
python app.py

AWS CI/CD Deployment with GitHub Actions

Step 1: Login to AWS Console

Create an IAM user with the following access permissions:

1. EC2 Access: Virtual machine management.
2. ECR: Elastic Container Registry to store your Docker images.

Step 2: Description of Deployment

1. Build a Docker image of the source code.
2. Push the Docker image to ECR.
3. Launch an EC2 instance.
4. Pull the Docker image from ECR in the EC2 instance.
5. Launch the Docker image in the EC2 instance.

Step 3: Required AWS Policies

• AmazonEC2ContainerRegistryFullAccess
• AmazonEC2FullAccess

Step 4: Create ECR Repository

Create an ECR repository to store/save the Docker image.

• Save the URI:

Step 5: Create EC2 Machine (Ubuntu)

Open the EC2 instance and install Docker:

# Optional
sudo apt-get update -y
sudo apt-get upgrade

# Required
curl -fsSL https://get.docker.com -o get-docker.sh
sudo sh get-docker.sh
sudo usermod -aG docker ubuntu
newgrp docker

Step 6: Configure EC2 as Self-Hosted Runner

Navigate to Settings > Actions > Runner > New Self-Hosted Runner in GitHub, choose the OS, and run the commands provided.

Step 7: Setup GitHub Secrets

Add the following secrets to GitHub:

• AWS_ACCESS_KEY_ID
• AWS_SECRET_ACCESS_KEY
• AWS_REGION = us-east-1
• AWS_ECR_LOGIN_URI = demo>> 566373416292.dkr.ecr.ap-south-1.amazonaws.com
• ECR_REPOSITORY_NAME = simple-app

Environment Variables

For local replication, it's recommended to store all secret keys in a .env file:

AWS_ACCESS_KEY_ID=<your-access-key-id>
AWS_SECRET_ACCESS_KEY=<your-secret-access-key>
AWS_REGION=us-east-1
AWS_ECR_LOGIN_URI=566373416292.dkr.ecr.ap-south-1.amazonaws.com
ECR_REPOSITORY_NAME=simple-app

Ensure that your .env file is listed in the .gitignore to prevent it from being tracked by Git.

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