Hamilton

Great for feature engineering.

Use for web, data, ML, and LLM use cases

Write always unit testable code

Add runtime data validation easily

Produce readable and maintainable code

Visualize lineage (click the run button to see)

Run anywhere python runs: in airflow, jupyter, fastapi, etc...

Intuitive to use, easy to learn