This is your new Kedro project, which was generated using Kedro 0.17.7
, with the example training pipeline.
Take a look at the Kedro documentation to get started.
In order to get the best out of the template:
- Don't remove any lines from the
.gitignore
file we provide - Make sure your results can be reproduced by following a data engineering convention
- Don't commit data to your repository
- Don't commit any credentials or your local configuration to your repository. Keep all your credentials and local configuration in
conf/local/
Declare any dependencies in src/requirements.txt
for pip
installation and src/environment.yml
for conda
installation.
To install them, run:
pip install -r src/requirements.txt
You can run your Kedro project with:
kedro run
Have a look at the file src/tests/test_run.py
for instructions on how to write your tests. You can run your tests as follows:
kedro test
To configure the coverage threshold, look at the .coveragerc
file.
Note: Using
kedro jupyter
orkedro ipython
to run your notebook provides these variables in scope:context
,catalog
, andstartup_error
.
To use Jupyter notebooks in your Kedro project, you need to install Jupyter:
pip install jupyter
After installing Jupyter, you can start a local notebook server:
kedro jupyter notebook
To use JupyterLab, you need to install it:
pip install jupyterlab
You can also start JupyterLab:
kedro jupyter lab
You can move notebook code over into a Kedro project structure using a mixture of cell tagging and Kedro CLI commands.
By adding the node
tag to a cell and running the command below, the cell's source code will be copied over to a Python file within src/<package_name>/nodes/
:
kedro jupyter convert <filepath_to_my_notebook>
Note: The name of the Python file matches the name of the original notebook.
Alternatively, you may want to transform all your notebooks in one go. Run the following command to convert all notebook files found in the project root directory and under any of its sub-folders:
kedro jupyter convert --all
To automatically strip out all output cell contents before committing to git
, you can run kedro activate-nbstripout
. This will add a hook in .git/config
which will run nbstripout
before anything is committed to git
.
Note: Your output cells will be retained locally.