Source code for tests.system.openlineage.example_openlineage_task_loop_groups_dag
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"""
DAG with task groups and a task loop in every arrangement a task can sit in (requires Airflow 3.4+).
The tasks sit:
- in a task group and in a task group nested in it, outside a loop
- in a mapped task group outside a loop
- directly in a loop that is itself in a task group, so the loop's own id differs from its unique id
- in a task group inside that loop, in a task group nested in that one, and as a mapped task in it
It checks:
- task's `task_group`: the task's own group, by `group_id` (its own id) and `unique_group_id`, and never
with loop fields, even when the group is the loop
- task's `loop`: the loop around the task by its unique id, with its definition, the same for every task
in the loop however deep it sits, and absent outside the loop
- taskInstance's `loop.index` and `loop.trajectory`, and `map_index` and `expanded_ti_count` of the
mapped tasks, the mapped task group's included
- the Dag's job facet: each group's `is_mapped`, `is_loop`, `parent_group` and `parse_time_mapped_count`,
and each task's `task_group`, `loop_group`, `is_mapped` and `parse_time_mapped_count`
- every task event's identity, as `system.openlineage.expected_events` describes it
"""
from __future__ import annotations
from datetime import datetime
from airflow import DAG
from airflow.sdk import TaskGroup, task, task_group
from system.openlineage.constants import CRITICAL_PATH_PRIORITY_WEIGHT, DEFAULT_DAGRUN_TIMEOUT
from system.openlineage.expected_events import get_expected_event_file_path
from system.openlineage.operator import OpenLineageTestOperator, sort_by_execution
[docs]
DAG_ID = "openlineage_task_loop_groups_dag"
with DAG(
dagrun_timeout=DEFAULT_DAGRUN_TIMEOUT,
dag_id=DAG_ID,
start_date=datetime(2021, 1, 1),
schedule=None,
catchup=False,
default_args={"retries": 0, "priority_weight": CRITICAL_PATH_PRIORITY_WEIGHT},
) as dag:
@task
[docs]
def noop():
return None
@task(max_active_tis_per_dagrun=1) # Execute sequentially to not overwrite each other OL events
def echo(value):
return value
with TaskGroup("plain") as plain:
grouped = noop.override(task_id="grouped")()
with TaskGroup("sub"):
subgrouped = noop.override(task_id="subgrouped")()
grouped >> subgrouped
@task_group
def fan_out(value):
echo.override(task_id="member")(value)
with TaskGroup("outer") as outer:
@task_group
def body():
direct = noop.override(task_id="direct")()
with TaskGroup("inner"):
nested = noop.override(task_id="nested")()
with TaskGroup("deeper"):
deepest = noop.override(task_id="deepest")()
direct >> nested >> deepest >> echo.override(task_id="mapped").expand(value=[1, 2])
body.loop(max_iterations=2)
check_events = OpenLineageTestOperator(
task_id="check_events",
file_path=get_expected_event_file_path(DAG_ID),
event_sort_fn=sort_by_execution,
)
[plain, fan_out.expand(value=["a", "b"]), outer] >> check_events
from tests_common.test_utils.system_tests import get_test_run # noqa: E402
# Needed to run the example DAG with pytest (see: contributing-docs/testing/system_tests.rst)
[docs]
test_run = get_test_run(dag)