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from __future__ import annotations
from datetime import datetime
import boto3
from airflow import DAG, settings
from airflow.decorators import task
from airflow.models import Connection
from airflow.models.baseoperator import chain
from airflow.providers.amazon.aws.hooks.redshift_cluster import RedshiftHook
from airflow.providers.amazon.aws.operators.redshift_cluster import (
RedshiftCreateClusterOperator,
RedshiftCreateClusterSnapshotOperator,
RedshiftDeleteClusterOperator,
RedshiftDeleteClusterSnapshotOperator,
RedshiftPauseClusterOperator,
RedshiftResumeClusterOperator,
)
from airflow.providers.amazon.aws.operators.redshift_data import RedshiftDataOperator
from airflow.providers.amazon.aws.operators.redshift_sql import RedshiftSQLOperator
from airflow.providers.amazon.aws.sensors.redshift_cluster import RedshiftClusterSensor
from airflow.utils.trigger_rule import TriggerRule
from tests.system.providers.amazon.aws.utils import ENV_ID_KEY, SystemTestContextBuilder
[docs]DAG_ID = "example_redshift"
[docs]DB_PASS = "MyAmazonPassword1"
[docs]IP_PERMISSION = {
"FromPort": -1,
"IpProtocol": "All",
"IpRanges": [{"CidrIp": "0.0.0.0/0", "Description": "Test description"}],
}
[docs]sys_test_context_task = SystemTestContextBuilder().build()
@task
[docs]def create_connection(conn_id_name: str, cluster_id: str):
redshift_hook = RedshiftHook()
cluster_endpoint = redshift_hook.get_conn().describe_clusters(ClusterIdentifier=cluster_id)["Clusters"][0]
conn = Connection(
conn_id=conn_id_name,
conn_type="redshift",
host=cluster_endpoint["Endpoint"]["Address"],
login=DB_LOGIN,
password=DB_PASS,
port=cluster_endpoint["Endpoint"]["Port"],
schema=cluster_endpoint["DBName"],
)
session = settings.Session()
session.add(conn)
session.commit()
@task
[docs]def setup_security_group(sec_group_name: str, ip_permissions: list[dict]):
client = boto3.client("ec2")
vpc_id = client.describe_vpcs()["Vpcs"][0]["VpcId"]
security_group = client.create_security_group(
Description="Redshift-system-test", GroupName=sec_group_name, VpcId=vpc_id
)
client.get_waiter("security_group_exists").wait(
GroupIds=[security_group["GroupId"]],
GroupNames=[sec_group_name],
WaiterConfig={"Delay": 15, "MaxAttempts": 4},
)
client.authorize_security_group_ingress(
GroupId=security_group["GroupId"], GroupName=sec_group_name, IpPermissions=ip_permissions
)
return security_group["GroupId"]
@task(trigger_rule=TriggerRule.ALL_DONE)
[docs]def delete_security_group(sec_group_id: str, sec_group_name: str):
boto3.client("ec2").delete_security_group(GroupId=sec_group_id, GroupName=sec_group_name)
with DAG(
dag_id=DAG_ID,
start_date=datetime(2021, 1, 1),
schedule="@once",
catchup=False,
tags=["example"],
) as dag:
[docs] test_context = sys_test_context_task()
env_id = test_context[ENV_ID_KEY]
redshift_cluster_identifier = f"{env_id}-redshift-cluster"
redshift_cluster_snapshot_identifier = f"{env_id}-snapshot"
conn_id_name = f"{env_id}-conn-id"
sg_name = f"{env_id}-sg"
set_up_sg = setup_security_group(sec_group_name=sg_name, ip_permissions=[IP_PERMISSION])
# [START howto_operator_redshift_cluster]
create_cluster = RedshiftCreateClusterOperator(
task_id="create_cluster",
cluster_identifier=redshift_cluster_identifier,
vpc_security_group_ids=[set_up_sg],
publicly_accessible=True,
cluster_type="single-node",
node_type="dc2.large",
master_username=DB_LOGIN,
master_user_password=DB_PASS,
)
# [END howto_operator_redshift_cluster]
# [START howto_sensor_redshift_cluster]
wait_cluster_available = RedshiftClusterSensor(
task_id="wait_cluster_available",
cluster_identifier=redshift_cluster_identifier,
target_status="available",
poke_interval=15,
timeout=60 * 15,
)
# [END howto_sensor_redshift_cluster]
# [START howto_operator_redshift_create_cluster_snapshot]
create_cluster_snapshot = RedshiftCreateClusterSnapshotOperator(
task_id="create_cluster_snapshot",
cluster_identifier=redshift_cluster_identifier,
snapshot_identifier=redshift_cluster_snapshot_identifier,
poll_interval=30,
max_attempt=100,
retention_period=1,
wait_for_completion=True,
)
# [END howto_operator_redshift_create_cluster_snapshot]
wait_cluster_available_before_pause = RedshiftClusterSensor(
task_id="wait_cluster_available_before_pause",
cluster_identifier=redshift_cluster_identifier,
target_status="available",
poke_interval=15,
timeout=60 * 15,
)
# [START howto_operator_redshift_pause_cluster]
pause_cluster = RedshiftPauseClusterOperator(
task_id="pause_cluster",
cluster_identifier=redshift_cluster_identifier,
)
# [END howto_operator_redshift_pause_cluster]
wait_cluster_paused = RedshiftClusterSensor(
task_id="wait_cluster_paused",
cluster_identifier=redshift_cluster_identifier,
target_status="paused",
poke_interval=15,
timeout=60 * 15,
)
# [START howto_operator_redshift_resume_cluster]
resume_cluster = RedshiftResumeClusterOperator(
task_id="resume_cluster",
cluster_identifier=redshift_cluster_identifier,
)
# [END howto_operator_redshift_resume_cluster]
wait_cluster_available_after_resume = RedshiftClusterSensor(
task_id="wait_cluster_available_after_resume",
cluster_identifier=redshift_cluster_identifier,
target_status="available",
poke_interval=15,
timeout=60 * 15,
)
set_up_connection = create_connection(conn_id_name, cluster_id=redshift_cluster_identifier)
# [START howto_operator_redshift_data]
create_table_redshift_data = RedshiftDataOperator(
task_id="create_table_redshift_data",
cluster_identifier=redshift_cluster_identifier,
database=DB_NAME,
db_user=DB_LOGIN,
sql="""
CREATE TABLE IF NOT EXISTS fruit (
fruit_id INTEGER,
name VARCHAR NOT NULL,
color VARCHAR NOT NULL
);
""",
poll_interval=POLL_INTERVAL,
await_result=True,
)
# [END howto_operator_redshift_data]
insert_data = RedshiftDataOperator(
task_id="insert_data",
cluster_identifier=redshift_cluster_identifier,
database=DB_NAME,
db_user=DB_LOGIN,
sql="""
INSERT INTO fruit VALUES ( 1, 'Banana', 'Yellow');
INSERT INTO fruit VALUES ( 2, 'Apple', 'Red');
INSERT INTO fruit VALUES ( 3, 'Lemon', 'Yellow');
INSERT INTO fruit VALUES ( 4, 'Grape', 'Purple');
INSERT INTO fruit VALUES ( 5, 'Pear', 'Green');
INSERT INTO fruit VALUES ( 6, 'Strawberry', 'Red');
""",
poll_interval=POLL_INTERVAL,
await_result=True,
)
# [START howto_operator_redshift_sql]
select_data = RedshiftSQLOperator(
task_id="select_data",
redshift_conn_id=conn_id_name,
sql="""CREATE TABLE more_fruit AS SELECT * FROM fruit;""",
)
# [END howto_operator_redshift_sql]
# [START howto_operator_redshift_sql_with_params]
select_filtered_data = RedshiftSQLOperator(
task_id="select_filtered_data",
redshift_conn_id=conn_id_name,
sql="""CREATE TABLE filtered_fruit AS SELECT * FROM fruit WHERE color = '{{ params.color }}';""",
params={"color": "Red"},
)
# [END howto_operator_redshift_sql_with_params]
drop_table = RedshiftSQLOperator(
task_id="drop_table",
redshift_conn_id=conn_id_name,
sql="DROP TABLE IF EXISTS fruit",
trigger_rule=TriggerRule.ALL_DONE,
)
# [START howto_operator_redshift_delete_cluster]
delete_cluster = RedshiftDeleteClusterOperator(
task_id="delete_cluster",
cluster_identifier=redshift_cluster_identifier,
)
# [END howto_operator_redshift_delete_cluster]
delete_cluster.trigger_rule = TriggerRule.ALL_DONE
# [START howto_operator_redshift_delete_cluster_snapshot]
delete_cluster_snapshot = RedshiftDeleteClusterSnapshotOperator(
task_id="delete_cluster_snapshot",
cluster_identifier=redshift_cluster_identifier,
snapshot_identifier=redshift_cluster_snapshot_identifier,
)
# [END howto_operator_redshift_delete_cluster_snapshot]
delete_sg = delete_security_group(
sec_group_id=set_up_sg,
sec_group_name=sg_name,
)
chain(
# TEST SETUP
test_context,
set_up_sg,
# TEST BODY
create_cluster,
wait_cluster_available,
create_cluster_snapshot,
wait_cluster_available_before_pause,
pause_cluster,
wait_cluster_paused,
resume_cluster,
wait_cluster_available_after_resume,
set_up_connection,
create_table_redshift_data,
insert_data,
[select_data, select_filtered_data],
drop_table,
delete_cluster_snapshot,
delete_cluster,
# TEST TEARDOWN
delete_sg,
)
from tests.system.utils.watcher import watcher
# This test needs watcher in order to properly mark success/failure
# when "tearDown" task with trigger rule is part of the DAG
list(dag.tasks) >> watcher()
from tests.system.utils import get_test_run # noqa: E402
# Needed to run the example DAG with pytest (see: tests/system/README.md#run_via_pytest)
[docs]test_run = get_test_run(dag)