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The static code checks in Airflow are used to verify that the code meets certain quality standards. All the static code checks can be run through pre-commit hooks.

Some of the static checks in pre-commits require Breeze Docker images to be installed locally. The pre-commit hooks perform all the necessary installation when you run them for the first time. See the table below to identify which pre-commit checks require the Breeze Docker images.

Sometimes your image is outdated and needs to be rebuilt because some dependencies have been changed. In such cases, the Docker-based pre-commit will inform you that you should rebuild the image.

You can also run some static code checks via Breeze environment using available bash scripts.

Pre-commit hooks help speed up your local development cycle and place less burden on the CI infrastructure. Consider installing the pre-commit hooks as a necessary prerequisite.

This table lists pre-commit hooks used by Airflow and indicates which hooks require Breeze Docker images to be installed locally:

Hooks Description Breeze
airflow-config-yaml Checks that airflow config YAML is 1-1 with the code  
airflow-providers-available Checks that providers are properly declared by extras  
airflow-provider-yaml-files-ok Checks that providers YAML files are valid  
base-operator Checks that BaseOperator is imported properly  
bats-tests Runs BATS bash unit tests  
bats-in-container-tests Run in Breeze container bats tests
black Runs Black (the uncompromising Python code formatter)  
build Builds image for mypy, pylint, flake8
build-providers-dependencies Regenerates the JSON file with cross-provider dependencies  
check-apache-license Checks compatibility with Apache License requirements  
check-builtin-literals Require literal syntax when initializing Python builtin types  
check-executables-have-shebangs Checks that executables have shebang  
check-hooks-apply Checks which hooks are applicable to the repository  
check-integrations Checks if integration list is synchronized in code  
check-merge-conflicts Checks that merge conflicts are not being committed  
check-xml Checks XML files with xmllint  
consistent-pylint Consistent usage of pylint enable/disable with space  
daysago-import-check Checks if daysago is properly imported  
debug-statements Detects accidentally committed debug statements  
detect-private-key Detects if private key is added to the repository  
doctoc Refreshes the table of contents for MD files  
dont-use-safe-filter Don't use safe in templates  
no-providers-in-core-examples Don't use providers imports in core example DAGs  
no-relative-imports Use absolute imports, not relative  
end-of-file-fixer Makes sure that there is an empty line at the end.  
fix-encoding-pragma Removes encoding header from python files  
pyupgrade Runs pyupgrade  
flake8 Runs flake8
flynt Runs flynt  
forbid-tabs Fails if tabs are used in the project  
helm-lint Verifies if helm lint passes for the chart  
identity Prints inputs to the static check hooks for troubleshooting  
incorrect-use-of-LoggingMixin Checks if LoggingMixin is properly imported  
insert-license Adds licenses for most file types  
isort Sorts imports in python files  
json-schema Checks that the files complies with the JSON Schema spec  
language-matters Check for language that we do not accept as community  
lint-dockerfile Lints a dockerfile  
lint-openapi Lints openapi specification  
markdownlint Lints Markdown files  
mermaid Generates diagrams from mermaid files  
mixed-line-ending Detects if mixed line ending is used (r vs. rn)  
mypy Runs mypy
mypy-helm Runs mypy
pre-commit-descriptions Check if all pre-commits are described in docs  
pre-commit-hook-names Check that hook names are not overly long  
provide-create-sessions Make sure provide-session and create-session imports are OK  
providers-init-file Check that provider's __init__.py file is removed  
provider-yamls Checks that provider.yaml files have the correct content  
pydevd Check for accidentally committed pydevd statements  
pydocstyle Runs pydocstyle  
pylint Runs pylint check
python-no-log-warn Checks if there are no deprecate log warn  
restrict-start_date 'start_date' should not be in default_args in example_dags  
rst-backticks Checks if RST files use double backticks for code  
setup-order Checks for an order of dependencies in setup.py  
setup-extra-packages Checks if all the libraries in setup.py are listed in docs  
shellcheck Checks shell files with shellcheck  
sort-in-the-wild Sort INTHEWILD.md alphabetically  
sort-spelling-wordlist Sort alphabetically and uniquify spelling_wordlist.txt  
stylelint Checks CSS files with stylelint  
trailing-whitespace Removes trailing whitespace at end of line  
update-breeze-file Update output of breeze command in BREEZE.rst  
update-extras Updates extras in the documentation  
update-local-yml-file Updates mounts in local.yml file  
update-setup-cfg-file Update setup.cfg file with all licenses  
update-extras Updates extras in the documentation  
yamllint Checks YAML files with yamllint  

The pre-commit hooks only check the files you are currently working on and make them fast. Yet, these checks use exactly the same environment as the CI tests use. So, you can be sure your modifications will also work for CI if they pass pre-commit hooks.

We have integrated the fantastic pre-commit framework in our development workflow. To install and use it, you need Python 3.6 locally.

It is the best to use pre-commit hooks when you have your local virtualenv for Airflow activated since then pre-commit hooks and other dependencies are automatically installed. You can also install the pre-commit hooks manually using pip install.

The pre-commit hooks require the Docker Engine to be configured as the static checks are executed in the Docker environment. You should build the images locally before installing pre-commit checks as described in BREEZE.rst. In case you do not have your local images built, the pre-commit hooks fail and provide instructions on what needs to be done.

The pre-commit hooks use several external linters that need to be installed before pre-commit is run.

Each of the checks installs its own environment, so you do not need to install those, but there are some checks that require locally installed binaries. On Linux, you typically install them with sudo apt install, on macOS - with brew install.

The current list of prerequisites is limited to xmllint:

  • on Linux, install via sudo apt install libxml2-utils;
  • on macOS, install via brew install libxml2.

To turn on pre-commit checks for commit operations in git, enter:

pre-commit install

To install the checks also for pre-push operations, enter:

pre-commit install -t pre-push

For details on advanced usage of the install method, use:

pre-commit install --help

After installation, pre-commit hooks are run automatically when you commit the code. But you can run pre-commit hooks manually as needed.

  • Run all checks on your staged files by using:
pre-commit run
  • Run only mypy check on your staged files by using:
pre-commit run mypy
  • Run only mypy checks on all files by using:
pre-commit run mypy --all-files
  • Run all checks on all files by using:
pre-commit run --all-files
  • Skip one or more of the checks by specifying a comma-separated list of checks to skip in the SKIP variable:
SKIP=pylint,mypy pre-commit run --all-files

You can always skip running the tests by providing --no-verify flag to the git commit command.

To check other usage types of the pre-commit framework, see Pre-commit website.

We are in the process of fixing the code flagged with pylint checks for the whole Airflow project. This is a huge task so we implemented an incremental approach for the process. Currently most of the code is excluded from pylint checks via scripts/ci/pylint_todo.txt. We have an open JIRA issue AIRFLOW-4364 which has a number of sub-tasks for each of the modules that should be made compatible. Fixing problems identified with pylint is one of straightforward and easy tasks to do (but time-consuming), so if you are a first-time contributor to Airflow, you can choose one of the sub-tasks as your first issue to fix.

To fix a pylint issue, do the following:

  1. Remove module/modules from the scripts/ci/static_checks/pylint_todo.txt.
  2. Run scripts/ci/static_checks/pylint.sh.
  3. Fix all the issues reported by pylint.
  4. Re-run scripts/ci/static_checks/pylint.sh.
  5. If you see "success", submit a PR following Pull Request guidelines.

These are guidelines for fixing errors reported by pylint:

  • Fix the errors rather than disable pylint checks. Often you can easily refactor the code (IntelliJ/PyCharm might be helpful when extracting methods in complex code or moving methods around).
  • If disabling a particular problem, make sure to disable only that error by using the symbolic name of the error as reported by pylint.
import airflow.*  # pylint: disable=wildcard-import
  • If there is a single line where you need to disable a particular error, consider adding a comment to the line that causes the problem. For example:
def  MakeSummary(pcoll, metric_fn, metric_keys): # pylint: disable=invalid-name
  • For multiple lines/block of code, to disable an error, you can surround the block with pylint:disable/pylint:enable comment lines. For example:
# pylint: disable=too-few-public-methods
class  LoginForm(Form):
    """Form for the user"""
    username = StringField('Username', [InputRequired()])
    password = PasswordField('Password', [InputRequired()])
# pylint: enable=too-few-public-methods

The static code checks can be launched using the Breeze environment.

You run the static code checks via ./breeze static-check or commands.

Note that it may take a lot of time to run checks for all files with pylint on macOS due to a slow filesystem for macOS Docker. As a workaround, you can add their arguments after -- as extra arguments. For example --files flag. By default those checks are run only on the files you've changed in your commit, but you can also add -- --all-files flag to run check on all files.

You can see the list of available static checks either via --help flag or by using the autocomplete option. Note that the all static check runs all configured static checks. Also since pylint tests take a lot of time, you can run a special all-but-pylint check that skips pylint checks.

Run the mypy check for the currently staged changes:

./breeze static-check mypy

Run the mypy check for all files:

./breeze static-check mypy -- --all-files

Run the flake8 check for the tests.core.py file with verbose output:

./breeze static-check flake8 -- --files tests/core.py --verbose

Run the flake8 check for the tests.core package with verbose output:

./breeze static-check mypy -- --files tests/hooks/test_druid_hook.py

Run all tests for the currently staged files:

./breeze static-check all

Run all tests for all files:

./breeze static-check all -- --all-files

Run all tests but pylint for all files:

./breeze static-check all-but-pylint --all-files

Run pylint checks for all changed files:

./breeze static-check pylint

Run pylint checks for selected files:

./breeze static-check pylint -- --files airflow/configuration.py

Run pylint checks for all files:

./breeze static-check pylint -- --all-files

The license check is run via a separate script and a separate Docker image containing the Apache RAT verification tool that checks for Apache-compatibility of licenses within the codebase. It does not take pre-commit parameters as extra arguments.

./breeze static-check licenses

You can trigger the static checks from the host environment, without entering the Docker container. To do this, run the following scripts:

The scripts may ask you to rebuild the images, if needed.

You can force rebuilding the images by deleting the .build directory. This directory keeps cached information about the images already built and you can safely delete it if you want to start from scratch.

After documentation is built, the HTML results are available in the docs/_build/html folder. This folder is mounted from the host so you can access those files on your host as well.

If you are already in the Breeze Docker environment (by running the ./breeze command), you can also run the same static checks via run_scripts:

  • Mypy: ./scripts/in_container/run_mypy.sh airflow tests
  • Pylint: ./scripts/in_container/run_pylint.sh
  • Flake8: ./scripts/in_container/run_flake8.sh
  • License check: ./scripts/in_container/run_check_licence.sh
  • Documentation: ./scripts/in_container/run_docs_build.sh

In all static check scripts, both in the container and host versions, you can also pass a module/file path as parameters of the scripts to only check selected modules or files. For example:

In the Docker container:

./scripts/in_container/run_pylint.sh ./airflow/example_dags/

or

./scripts/in_container/run_pylint.sh ./airflow/example_dags/test_utils.py

On the host:

./scripts/ci/static_checks/pylint.sh ./airflow/example_dags/
./scripts/ci/static_checks/pylint.sh ./airflow/example_dags/test_utils.py