MLops

Tutorials

Virtual Enviorment

• To create virtual enviorment:
  • python3.11 -m venv mlops
• To activate virtual enviorment
  • Win: source ./mlops/Scripts/activate
  • Mac/Linux : source mlops/bin/activate

Steps to run:

• python model.py
• docker build -t fastapi-gradio-app .
• docker run -p 8000:8000 -p 7860:7860 fastapi-gradio-app

Docker commands

• Build docker image:
  • docker build -t fastapi-gradio-app .
• Run container
  • docker run -p 8000:8000 -p 7860:7860 fastapi-gradio-app
• Docker clean up
  • docker ps -a
  • docker stop
  • docker rm
• Monitoring docker logs

Free port

• netstat -ano | findstr :8000
• taskkill /PID /F

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Hello World in MLOps