Update train.py #41

	name: MLOps-Pipeline-Started!
	on:
	push:
	branches:
	- main
	jobs:
	train-and-report:
	runs-on: ubuntu-latest
	steps:
	- name: Checkout code
	uses: actions/checkout@v3
	- name: Install Dependencies
	run: \|
	pip install -r requirements.txt
	- name: Model Training
	env:
	REPO_TOKEN: ${{ secrets.PAT }}
	run: \|
	python src/dataIngestion.py
	python src/preprocess.py
	python src/train.py

	echo "### Model Score" >> README.md
	echo metrics.txt >> README.md
	cml comment images/confusion_matrix.png --md >> README.md
	continue-on-error: true
	- name: Docker Image Build
	run: \|
	echo "${{ secrets.DOCKERPW }}" \| docker login -u "krisharyan36" --password-stdin
	docker image build -t sdp:latest .
	docker tag sdp:latest krisharyan36/sdp:latest
	#docker image ls
	docker push krisharyan36/sdp:latest

	- name: Install OpenVPN
	run: \|
	sudo apt update
	sudo apt install -y openvpn openvpn-systemd-resolved
	- name: Connect to VPN
	uses: kota65535/github-openvpn-connect-action@v2
	with:
	config_file: .github/workflows/client.ovpn
	username: ${{ secrets.OVPN_USERNAME }}
	password: ${{ secrets.OVPN_PASSWORD }}
	- name: Deploying SDP app in K8s Clusters
	uses: appleboy/ssh-action@master
	with:
	proxy_host: ${{ secrets.SERVER_HOST }}
	proxy_username: ${{ secrets.SERVER_USERNAME }}
	proxy_password: ${{ secrets.SSH_PASSWORD }}
	host: ${{ secrets.K3_SERVER_HOST }}
	username: ${{ secrets.K3_SERVER_USERNAME }}
	password: ${{ secrets.K3_SSH_PASSWORD }}
	script: \|
	pwd
	ls -lrth
	kubectl delete deploy sdp-app -n mlops
	kubectl apply -f /root/mlops/deployment.yaml

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