Set up the spaceflights project¶
In this section, we discuss the project set-up phase, which is the first part of the standard development workflow. The set-up steps are as follows:
Create a new project
Configure the project
Create a new project¶
Navigate to your chosen working directory and run the following to create a new empty Kedro project using the default interactive prompts:
Feel free to name your project as you like, but this guide will assume the project is named
Keep the default names for the
python_package when prompted.
Install project dependencies with
To install the project-specific dependencies, navigate to the root directory of the project and run:
More about project dependencies¶
Up to this point, we haven’t discussed project dependencies, so now is a good time to examine them. We use Kedro to specify a project’s dependencies and make it easier for others to run your project. It avoids version conflicts because Kedro ensures that you use same Python packages and versions.
The generic project template bundles some typical dependencies, in
src/requirements.txt. Here’s a typical example, although you may find that the version numbers are slightly different depending on the version of Kedro that you are using:
black==v19.10b0 # Used for formatting code with `kedro lint` flake8>=3.7.9, <4.0 # Used for linting code with `kedro lint` ipython==7.0 # Used for an IPython session with `kedro ipython` isort>=4.3.21, <5.0 # Used for linting code with `kedro lint` jupyter~=1.0 # Used to open a Kedro-session in Jupyter Notebook & Lab jupyter_client>=5.1.0, <7.0 # Used to open a Kedro-session in Jupyter Notebook & Lab jupyterlab==0.31.1 # Used to open a Kedro-session in Jupyter Lab kedro==0.17.3 nbstripout==0.3.3 # Strips the output of a Jupyter Notebook and writes the outputless version to the original file pytest-cov~=2.5 # Produces test coverage reports pytest-mock>=1.7.1,<2.0 # Wrapper around the mock package for easier use with pytest pytest~=6.1.2 # Testing framework for Python code wheel==0.32.2 # The reference implementation of the Python wheel packaging standard
Note: If your project has
condadependencies, you can create a
src/environment.ymlfile and list them there.
Add and remove project-specific dependencies¶
The dependencies above may be sufficient for some projects, but for the spaceflights project, you need to add a requirement for the
pandas project because you are working with CSV and Excel files. You can add the necessary dependencies for these files types as follows:
pip install "kedro[pandas.CSVDataSet,pandas.ExcelDataSet]"
Alternatively, if you need to, you can edit
src/requirements.txt directly to modify your list of dependencies by replacing the requirement
kedro==0.17.3 with the following (your version of Kedro may be different):
Then run the following:
You can find out more about how to work with project dependencies in the Kedro project documentation. In a later step of this tutorial, we will modify project’s dependencies to illustrate how, once you have installed project-specific dependencies, you can update them.
Configure the project¶
You may optionally add in any credentials to
conf/local/credentials.yml that you would need to load specific data sources like usernames and passwords. Some examples are given within the file to illustrate how you store credentials. Additional information can be found in the advanced documentation on configuration.
At this stage of the workflow, you may also want to set up logging, but we do not use it in this tutorial.