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python code for chap 9 and learn how to test airflow dag
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from airflow import DAG | ||
from airflow.operators.bash import BashOperator | ||
import datetime as dt | ||
with DAG( | ||
dag_id="bash_command", | ||
start_date=dt.datetime(2024, 10,11), | ||
schedule_interval="@once" | ||
): | ||
BashOperator( | ||
task_id="this_should_fail" | ||
) |
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from airflow.operators.dummy import DummyOperator | ||
from airflow import DAG | ||
import airflow.utils.dates | ||
|
||
with DAG( | ||
dag_id="cycle_dag", | ||
start_date=airflow.utils.dates.days_ago(1), | ||
schedule_interval="@once" | ||
) as dag: | ||
t1 = DummyOperator(task_id="t1") | ||
t2 = DummyOperator(task_id="t2") | ||
t3 = DummyOperator(task_id="t3") | ||
|
||
t1 >> t2 >> t3 >> t1 |
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x-airflow-common: | ||
&airflow-common | ||
build: | ||
context: ./docker/airflow | ||
dockerfile: Dockerfile | ||
args: | ||
AIRFLOW_UID: ${AIRFLOW_UID} | ||
environment: | ||
&airflow-environment | ||
AIRFLOW__CORE__EXECUTOR: CeleryExecutor | ||
AIRFLOW__CORE__FERNET_KEY: '' | ||
AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION: 'true' | ||
AIRFLOW__CORE__LOAD_EXAMPLES: 'false' | ||
AIRFLOW__API__AUTH_BACKENDS: 'airflow.api.auth.backend.basic_auth,airflow.api.auth.backend.session' | ||
AIRFLOW__CORE_LOAD_DEFAULT_CONNECTIONS: 'false' | ||
AIRFLOW__CORE__SQL_ALCHEMY_CONN: postgresql+psycopg2://airflow:airflow@postgres/airflow | ||
AIRFLOW__CELERY__RESULT_BACKEND: db+postgresql://airflow:airflow@postgres/airflow | ||
AIRFLOW__CELERY__BROKER_URL: redis://:@redis:6379/0 | ||
AIRFLOW__CORE__STORE_DAG_CODE: "true" | ||
AIRFLOW__CORE__STORE_SERIALIZED_DAGS: "true" | ||
AIRFLOW__WEBSERVER__EXPOSE_CONFIG: "true" | ||
AIRFLOW_CONN_MY_POSTGRES: postgresql://airflow:airflow@wiki_results:5432/airflow | ||
AIRFLOW__SCHEDULER__ENABLE_HEALTH_CHECK: "true" | ||
AIRFLOW_CONFIG: '/opt/airflow/config/airflow.cfg' | ||
_PIP_ADDITIONAL_REQUIREMENTS: apache-airflow-providers-postgres apache-airflow-providers-docker pytest | ||
volumes: | ||
&airflow-volumes | ||
- ${AIRFLOW_PROJ_DIR:-.}/dags/:/opt/airflow/dags | ||
- ${AIRFLOW_PROJ_DIR:-.}/config/:/opt/airflow/config | ||
- ${AIRFLOW_PROJ_DIR:-.}/logs:/opt/airflow/logs | ||
- ${AIRFLOW_PROJ_DIR:-.}/plugins:/opt/airflow/plugins | ||
- ${AIRFLOW_PROJ_DIR:-.}/tests:/opt/airflow/tests | ||
- ${AIRFLOW_PROJ_DIR:-.}/mypackage:/opt/airflow/mypackage | ||
user: "${AIRFLOW_UID}:0" | ||
depends_on: | ||
&airflow-common-depends-on | ||
redis: | ||
condition: service_healthy | ||
postgres: | ||
condition: service_healthy | ||
networks: | ||
&airflow-networks | ||
- airflow | ||
|
||
services: | ||
postgres: | ||
image: postgres:13 | ||
environment: | ||
POSTGRES_USER: airflow | ||
POSTGRES_PASSWORD: airflow | ||
POSTGRES_DB: airflow | ||
volumes: | ||
- postgres-db-volume:/var/lib/postgresql/data | ||
healthcheck: | ||
test: ["CMD", "pg_isready", "-U", "airflow"] | ||
interval: 10s | ||
retries: 5 | ||
start_period: 5s | ||
restart: always | ||
networks: *airflow-networks | ||
|
||
redis: | ||
image: redis:7.2-bookworm | ||
expose: | ||
- 6379 | ||
healthcheck: | ||
test: ["CMD", "redis-cli", "ping"] | ||
interval: 10s | ||
timeout: 30s | ||
retries: 50 | ||
start_period: 30s | ||
restart: always | ||
networks: *airflow-networks | ||
|
||
init: | ||
<<: *airflow-common | ||
entrypoint: /bin/bash | ||
command: | ||
- -c | ||
- | | ||
if [[ -z "${AIRFLOW_UID}" ]]; then | ||
echo | ||
echo -e "\033[1;33mWARNING!!!: AIRFLOW_UID not set!\e[0m" | ||
echo "If you are on Linux, you SHOULD follow the instructions below to set " | ||
echo "AIRFLOW_UID environment variable, otherwise files will be owned by root." | ||
echo "For other operating systems you can get rid of the warning with manually created .env file:" | ||
echo " See: https://airflow.apache.org/docs/apache-airflow/stable/howto/docker-compose/index.html#setting-the-right-airflow-user" | ||
echo | ||
fi | ||
one_meg=1048576 | ||
mem_available=$$(($$(getconf _PHYS_PAGES) * $$(getconf PAGE_SIZE) / one_meg)) | ||
cpus_available=$$(grep -cE 'cpu[0-9]+' /proc/stat) | ||
disk_available=$$(df / | tail -1 | awk '{print $$4}') | ||
warning_resources="false" | ||
if (( mem_available < 4000 )) ; then | ||
echo | ||
echo -e "\033[1;33mWARNING!!!: Not enough memory available for Docker.\e[0m" | ||
echo "At least 4GB of memory required. You have $$(numfmt --to iec $$((mem_available * one_meg)))" | ||
echo | ||
warning_resources="true" | ||
fi | ||
if (( cpus_available < 2 )); then | ||
echo | ||
echo -e "\033[1;33mWARNING!!!: Not enough CPUS available for Docker.\e[0m" | ||
echo "At least 2 CPUs recommended. You have $${cpus_available}" | ||
echo | ||
warning_resources="true" | ||
fi | ||
if (( disk_available < one_meg * 10 )); then | ||
echo | ||
echo -e "\033[1;33mWARNING!!!: Not enough Disk space available for Docker.\e[0m" | ||
echo "At least 10 GBs recommended. You have $$(numfmt --to iec $$((disk_available * 1024 )))" | ||
echo | ||
warning_resources="true" | ||
fi | ||
if [[ $${warning_resources} == "true" ]]; then | ||
echo | ||
echo -e "\033[1;33mWARNING!!!: You have not enough resources to run Airflow (see above)!\e[0m" | ||
echo "Please follow the instructions to increase amount of resources available:" | ||
echo " https://airflow.apache.org/docs/apache-airflow/stable/howto/docker-compose/index.html#before-you-begin" | ||
echo | ||
fi | ||
mkdir -p /sources/logs /sources/dags /sources/plugins | ||
chown -R "${AIRFLOW_UID}:0" /sources/{logs,dags,plugins} | ||
exec /entrypoint airflow version | ||
environment: | ||
<<: *airflow-environment | ||
_AIRFLOW_DB_MIGRATE: 'true' | ||
_AIRFLOW_WWW_USER_CREATE: 'true' | ||
_AIRFLOW_WWW_USER_USERNAME: ${_AIRFLOW_WWW_USER_USERNAME:-airflow} | ||
_AIRFLOW_WWW_USER_PASSWORD: ${_AIRFLOW_WWW_USER_PASSWORD:-airflow} | ||
_PIP_ADDITIONAL_REQUIREMENTS: '' | ||
user: "0:0" | ||
volumes: | ||
- .:/sources | ||
|
||
scheduler: | ||
<<: *airflow-common | ||
command: scheduler | ||
healthcheck: | ||
test: ["CMD", "curl", "--fail", "http://localhost:8974/health"] | ||
interval: 30s | ||
timeout: 10s | ||
retries: 5 | ||
start_period: 30s | ||
restart: always | ||
depends_on: | ||
<<: *airflow-common-depends-on | ||
init: | ||
condition: service_completed_successfully | ||
|
||
triggerer: | ||
<<: *airflow-common | ||
command: triggerer | ||
healthcheck: | ||
test: ["CMD-SHELL", 'airflow jobs check --job-type TriggererJob --hostname "$${HOSTNAME}"'] | ||
interval: 30s | ||
timeout: 10s | ||
retries: 5 | ||
start_period: 30s | ||
restart: always | ||
depends_on: | ||
<<: *airflow-common-depends-on | ||
init: | ||
condition: service_completed_successfully | ||
|
||
worker: | ||
<<: *airflow-common | ||
command: celery worker | ||
healthcheck: | ||
# yamllint disable rule:line-length | ||
test: | ||
- "CMD-SHELL" | ||
- 'celery --app airflow.providers.celery.executors.celery_executor.app inspect ping -d "celery@$${HOSTNAME}" || celery --app airflow.executors.celery_executor.app inspect ping -d "celery@$${HOSTNAME}"' | ||
interval: 30s | ||
timeout: 10s | ||
retries: 5 | ||
start_period: 30s | ||
environment: | ||
<<: *airflow-environment | ||
# Required to handle warm shutdown of the celery workers properly | ||
# See https://airflow.apache.org/docs/docker-stack/entrypoint.html#signal-propagation | ||
DUMB_INIT_SETSID: "0" | ||
restart: always | ||
depends_on: | ||
<<: *airflow-common-depends-on | ||
init: | ||
condition: service_completed_successfully | ||
|
||
webserver: | ||
<<: *airflow-common | ||
command: webserver | ||
ports: | ||
- 8080:8080 | ||
healthcheck: | ||
test: ["CMD", "curl", "--fail", "http://localhost:8080/health"] | ||
interval: 30s | ||
timeout: 10s | ||
retries: 5 | ||
start_period: 30s | ||
restart: always | ||
depends_on: | ||
<<: *airflow-common-depends-on | ||
init: | ||
condition: service_completed_successfully | ||
|
||
volumes: | ||
postgres-db-volume: | ||
|
||
networks: | ||
airflow: | ||
name: airflow |
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# Base image (Airflow) | ||
FROM apache/airflow:2.10.2 | ||
|
||
# Set build arguments for UID and GID (use default 50000 if not provided) | ||
ARG AIRFLOW_UID | ||
|
||
# Set environment variables (if needed) | ||
ENV AIRFLOW_HOME=/opt/airflow | ||
|
||
USER root | ||
|
||
# Modify airflow user and group to match the provided UID and GID | ||
RUN usermod -u $AIRFLOW_UID -g 0 airflow | ||
|
||
# Create required directories with appropriate permissions | ||
RUN mkdir -p /opt/airflow/logs /opt/airflow/dags /opt/airflow/config /opt/airflow/plugins && \ | ||
chown -R airflow: /opt/airflow/logs /opt/airflow/dags /opt/airflow/config /opt/airflow/plugins | ||
|
||
# Set user to airflow (with modified UID and GID) | ||
USER airflow |
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import glob | ||
import importlib.util | ||
import os | ||
|
||
import pytest | ||
from airflow.models import DAG | ||
from airflow.utils.dag_cycle_tester import check_cycle | ||
|
||
DAG_PATH = os.path.join( | ||
os.path.dirname(__file__), "..", "..", "dags/**/*.py" | ||
) | ||
DAG_FILES = glob.glob(DAG_PATH, recursive=True) | ||
|
||
@pytest.mark.parametrize("dag_file", DAG_FILES) | ||
def test_dag_integrity(dag_file): | ||
module_name, _ = os.path.splitext(dag_file) | ||
module_path = os.path.join(DAG_PATH, dag_file) | ||
mod_spec = importlib.util.spec_from_file_location(module_name, module_path) | ||
module = importlib.util.module_from_spec(mod_spec) | ||
mod_spec.loader.exec_module(module) | ||
|
||
dag_objects = [var for var in vars(module).values() if isinstance(var, DAG)] | ||
assert dag_objects | ||
|
||
for dag in dag_objects: | ||
# Test cycles | ||
check_cycle(dag) |