Code Comparisons¶ This section showcases what Hamilton code looks like in comparison to other popular libraries and frameworks. Kedro Imperative vs. Declarative 1. Define steps 2. Assemble dataflow 3. Execute dataflow Framework weight Kedro Hamilton Feature comparison More information Dagster TL;DR Dataflow definition Dataflow execution More information LangChain A simple joke example A streamed joke example A “batch” parallel joke example A “async” joke example Switch LLM to completion for joke Switch to using Anthropic Logging Fallbacks Airflow High-level differences: Code examples: Hamilton: Airflow: