Air Pressure System Sensor Component Failure Prediction

Step 1 - Install the requirements

pip install -r requirements.txt

Step 2 - Run main.py file

python main.py

To download dataset

wget https://raw.githubusercontent.com/avnyadav/sensor-fault-detection/main/aps_failure_training_set1.csv

Pipeline

Deployment

Create AWS User Using IAM

• Add new user & give username
• Select AWS credential type = Access key - Programmatic access
• Add permission -
  • AmazonEC2ContainerRegistryFullAccess
  • AmazonEC2FullAccess
• Download and save user credential csv file.

Create Elastic Container Registry (ECR)

• Create new ECR repo
• Copy ECR URI

Create S3 Bucket

• Create new S3 bucket

Prepare EC2 instance

Create EC2 instance

Install docker

Run following commands on Ec2 instance to install Docker

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

Add github Runner to EC2

Create new runner in github

• Goto Github Repo -> under settings-> actions-> runner

• Run Linux commands to create self-hosted runner on Ec2 similar to below

Attach github runner to EC2 instance

• Copy code from github runner similar to below mention & run on EC2.

Download

# Create a folder
$ mkdir actions-runner && cd actions-runner# Download the latest runner package
$ curl -o actions-runner-linux-x64-2.299.1.tar.gz -L https://github.com/actions/runner/releases/download/v2.299.1/actions-runner-linux-x64-2.299.1.tar.gz# Optional: Validate the hash
$ echo "147c14700c6cb997421b9a239c012197f11ea9854cd901ee88ead6fe73a72c74  actions-runner-linux-x64-2.299.1.tar.gz" | shasum -a 256 -c# Extract the installer
$ tar xzf ./actions-runner-linux-x64-2.299.1.tar.gz

Configure

# Create the runner and start the configuration experience
$ ./config.sh --url https://github.com/digvijaytaunk/aps-fault-detection-with-deployment --token AD7ALDRQDZ4Z3WWTINCMU7DDUV7TS# Last step, run it!
$ ./run.sh

Using your self-hosted runner

# Use this YAML in your workflow file for each job
runs-on: self-hosted

Output

The information to be provided while creating runner is -

# Runner Registration

Enter the name of the runner group to add this runner to: [press Enter for Default]

Enter the name of runner: [press Enter for ip-172-31-33-92] self-hosted

This runner will have the following labels: 'self-hosted', 'Linux', 'X64'
Enter any additional labels (ex. label-1,label-2): [press Enter to skip]

√ Runner successfully added
√ Runner connection is good

# Runner settings

Enter name of work folder: [press Enter for _work]

√ Settings Saved.

ubuntu@ip-172-31-33-92:~/actions-runner$

After setting up the runner. Enter below command to start the runner

./run.sh

GutHub Action Secrets

Create secrets

AWS_REGION = ap-south-1
ECR_REPOSITORY_NAME = aps-fault-ecr
AWS_ECR_LOGIN_URI = 936373932582.dkr.ecr.ap-south-1.amazonaws.com
AWS_ACCESS_KEY_ID = 
AWS_SECRET_ACCESS_KEY = 
BUCKET_NAME = aps-fault-bucket
MONGO_DB_URL =