shivpalSW / PoultryHealthNet-Disease-Classification

PoultryHealthNet-Avian-Disease-Classification

PoultryHealthNet-Avian-Disease-Classification

PoultryHealthNet-Avian-Disease-Classification using MLOPS

Tool stack used:

1. Python
2. DVC
3. Github actions
4. Docker
5. AWS cloud (I AM,ECR,EC2)

WOrkflow steps I have followed in this project

1. created config.yaml
2. created secrets.yaml [Optional] (for if we are using databse and in case we need to keep credentials secreat )
3. created params.yaml
4. created the entity
5. created the configuration manager in src config
6. created the components
7. created the pipeline file
8. created the main.py file
9. created the dvc.yaml file (MLOPS tool)

How to run?

STEPS:

Clone the repository

https://github.com/shivpalSW/PoultryHealthNet-Disease-Classification

STEP 01- Create a conda environment after opening the repository

conda create -n cnncls python=3.8 -y

conda activate cnncls

STEP 02- install the requirements

pip install -r requirements.txt

# Finally run the following command
python app.py

Now,

open up you local host and port

DVC cmd

1. dvc init
2. dvc repro
3. dvc dag

AWS-CICD-Deployment-with-Github-Actions

1. Logged in to AWS console.

2. Created IAM user for deployment

#with specific access

1. EC2 access : It is virtual machine

2. ECR: Elastic Container registry to save your docker image in aws


#Description: About the deployment

1. Build docker image of the source code

2. Push your docker image to ECR

3. Launch Your EC2 

4. Pull Your image from ECR in EC2

5. Lauch your docker image in EC2

#Add Policy:

1. AmazonEC2ContainerRegistryFullAccess

2. AmazonEC2FullAccess

3. Created ECR repo to store/save docker image

- Save the URI: 815723463103.dkr.ecr.ap-south-1.amazonaws.com/poultryhealthnet

4. Created EC2 machine (Ubuntu)

5. Opened EC2 and Installed docker in EC2 Machine:

#optinal

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

6. Configured EC2 as self-hosted runner:

setting>actions>runner>new self hosted runner> choose os> then run command one by one

7. Setup github secrets:

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

8. Push your CICD.yaml file and moniter Github-->Actions window for CICD Process.