Convert monolithic Jupyter notebooks into Ploomber pipelines.

Overview

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Convert monolithic Jupyter notebooks into Ploomber pipelines.

soorgeon.mp4

3-minute video tutorial.

Try the interactive demo:

Open JupyerLab

Note: Soorgeon is in alpha, help us make it better.

Install

pip install soorgeon

Usage

# refactor notebook
soorgeon refactor nb.ipynb

# all variables with the df prefix are stored in csv files
soorgeon refactor nb.ipynb --df-format csv
# all variables with the df prefix are stored in parquet files
soorgeon refactor nb.ipynb --df-format parquet

# store task output in 'some-directory' (if missing, this defaults to 'output')
soorgeon refactor nb.ipynb --product-prefix some-directory

# generate tasks in .py format
soorgeon refactor nb.ipynb --file-format py

To learn more, check out our guide.

Examples

git clone https://github.com/ploomber/soorgeon

Exploratory daya analysis notebook:

cd examples/exploratory
soorgeon refactor nb.ipynb

# to run the pipeline
pip install -r requirements.txt
ploomber build

Machine learning notebook:

cd examples/machine-learning
soorgeon refactor nb.ipynb

# to run the pipeline
pip install -r requirements.txt
ploomber build

To learn more, check out our guide.

Community

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Ploomber
We develop tools to streamline the development to production Data Science workflow.
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