Created
May 21, 2024 12:47
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Example for parsing xcom value with using DockerOperator
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from datetime import datetime, timedelta | |
from airflow.utils.dates import days_ago | |
from airflow import DAG | |
from airflow.providers.docker.operators.docker import DockerOperator | |
from airflow.operators.python import PythonOperator | |
from docker.types import Mount | |
import os | |
default_args = { | |
"owner" : "Rami" | |
} | |
EIA_API_KEY = os.getenv('EIA_API_KEY') | |
def get_xcom_value(task_id): | |
xcom_value = ti.xcom_pull(task_ids = task_id) | |
return xcom_value | |
with DAG( | |
dag_id = "eia_refresh", | |
description = "EIA data and forecast pipeline", | |
default_args = default_args, | |
start_date= days_ago(1), | |
schedule_interval = "@daily", | |
tags = ["test", "bash", "python"], | |
template_searchpath = "/airflow/scripts/" | |
) as dag: | |
taskA = DockerOperator( | |
task_id = "task_A", | |
image = "docker.io/rkrispin/forecast-poc:0.0.0.9011", | |
command = "/opt/forecasting-poc/bin/python3.10 /scripts/00_check_status.py", | |
docker_url="unix://var/run/docker.sock", | |
network_mode="bridge", | |
api_version="auto", | |
xcom_all= False, | |
cpus = 1, | |
mount_tmp_dir= False, | |
environment={"EIA_API_KEY": os.getenv("EIA_API_KEY")}, | |
mounts= [ | |
Mount(source = "/Users/ramikrispin/Personal/poc/eia-airflow/", target = "/scripts", type = "bind") | |
] | |
) | |
taskB = DockerOperator( | |
task_id = "task_B", | |
image = "docker.io/rkrispin/forecast-poc:0.0.0.9011", | |
command="echo {{ ti.xcom_pull(task_ids='task_A') }} ", | |
docker_url="unix://var/run/docker.sock", | |
network_mode="bridge", | |
api_version="auto", | |
xcom_all= False, | |
cpus = 1, | |
mount_tmp_dir= False, | |
environment={"EIA_API_KEY": os.getenv("EIA_API_KEY")}, | |
mounts= [ | |
Mount(source = "/Users/ramikrispin/Personal/poc/eia-airflow/", target = "/scripts", type = "bind") | |
] | |
) | |
taskC = DockerOperator( | |
task_id = "task_C", | |
image = "docker.io/rkrispin/forecast-poc:0.0.0.9011", | |
command = "/opt/forecasting-poc/bin/python3.10 /scripts/01_refresh_data.py", | |
docker_url="unix://var/run/docker.sock", | |
network_mode="bridge", | |
api_version="auto", | |
xcom_all= False, | |
cpus = 1, | |
mount_tmp_dir= False, | |
environment={"EIA_API_KEY": os.getenv("EIA_API_KEY"), | |
'REFRESH': "{{ ti.xcom_pull(task_ids='task_A') }}"}, | |
mounts= [ | |
Mount(source = "/Users/ramikrispin/Personal/poc/eia-airflow/", target = "/scripts", type = "bind") | |
] | |
) | |
taskA >> taskB | |
taskA >> taskC |
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