- Update config.yaml
- Update params.yaml
- Update the entity
- Update the configuration manager in src config
- Update the components
- Update the pipeline
- Update main.py
- Update the dvc.yaml
'''bash conda create -n pneumo_detect python==3.8 -y '''
'''bash conda activate pneumo_detect '''
'''bash pip install -r requirements.txt '''
'''bash
python app.py '''
Now, '''bash open up you local host and port '''
- mlflow ui
MLFLOW_TRACKING_URI=https://dagshub.com/mdshohidul143/end_to_end_pneomonia_detection_deep_learning_project_using_MLFLOW_DVC.mlflow MLFLOW_TRACKING_USERNAME=mdshohidul143 MLFLOW_TRACKING_PASSWORD=acf63c9e12a19f06a3265bf30e9eeb2fda7763e5 python script.py
Run this to export as env variables:
'''bash
export MLFLOW_TRACKING_URI=https://dagshub.com/mdshohidul143/end_to_end_pneomonia_detection_deep_learning_project_using_MLFLOW_DVC.mlflow
export MLFLOW_TRACKING_USERNAME=mdshohidul143
export MLFLOW_TRACKING_PASSWORD=acf63c9e12a19f06a3265bf30e9eeb2fda7763e5
'''
'''bash
- dvc init
- dvc repro
- dvc dag '''
- Its Production Grade
- Trace all of your expriements
- Logging & taging your model
- Its very lite weight for POC only
- lite weight expriements tracker
- It can perform Orchestration (Creating Pipelines)
#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
#Policy:
1. AmazonEC2ContainerRegistryFullAccess
2. AmazonEC2FullAccess
- Save the URI: 236154148399.dkr.ecr.ap-south-1.amazonaws.com/pneumo
#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
- setting>actions>runner>new self hosted runner> choose os> then run command one by one
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