kedro

@kedro@social.lfx.dev

An opinionated Python framework for creating reproducible, maintainable and modular machine-learning code.

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kedro, to python

🎉 We are thrilled to announce that the long-awaited Kedro 0.19 is available! 🔶

Install it now with pip or conda:

pip install kedro==0.19.1  
conda/mamba/micromamba install -c conda-forge kedro=0.19.1

This is a summary of what you'll find: 🧵

kedro,

1️⃣ Thanks to the new project tools, you can customise how you create new Kedro projects

Run kedro new to see the full interactive wizard on the CLI, or specify your tools of choice using CLI flags directly. And yes, you can now specify kedro new --name=spaceflights directly!

🧵

kedro,

2️⃣ The directory structure has been revamped to fully align with modern Python packaging standards

Yes, now there's a single pyproject.toml with all the metadata, and an src layout for the code. Your Kedro projects are like any other Python library now!

🧵

kedro,

3️⃣ We improved our OmegaConfigLoader so that it can be used as a standalone component with ease

Do you love our config loader but don't want to opt in for the full Kedro framework experience? Just import the class in your Python script or Jupyter notebook and start playing with it!

🧵

kedro,

4️⃣ Datasets are now part of a separate plugin, kedro-datasets, which makes Kedro much leaner

Remember to pip install kedro-datasets[your-dataset-extra] to use them!

🧵

kedro,

5️⃣ The documentation is now easier to navigate, thanks to a new top navigation bar and a search-as-you-type modal courtesy of @readthedocs

Snappy docs are happy docs!

🧵

Animated GIF showing the search-as-you-type dialog from the documentation of Kedro

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