Run sequences of Jupyter notebooks as a workflow from the command line.
Project description
nbpipe
Run sequences of Jupyter notebooks as a workflow from the command line.
Installation
pip install nbpipe
Usage
Define a workflow in a YAML file:
name: my_workflow
steps:
- notebook: prepare_data.ipynb
output: data/processed.csv
- notebook: train_model.ipynb
output: models/model.pkl
- notebook: evaluate.ipynb
Then run it:
nbpipe run workflow.yaml
Each notebook is executed in place — cell outputs are written back to the .ipynb file, and any files the notebook saves to disk are its real outputs.
If a step has an output field, nbpipe checks that the file exists after the notebook runs and raises an error if it does not. Steps without an output field are always considered successful as long as no cell raises an exception.
Workflow YAML
| Field | Required | Description |
|---|---|---|
name |
yes | Name of the workflow |
steps |
yes | Ordered list of steps to run |
Each step:
| Field | Required | Description |
|---|---|---|
notebook |
yes | Path to the .ipynb file (relative to the YAML file) |
output |
no | Path to a file the notebook is expected to produce |
All paths are relative to the directory containing the YAML file.
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