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r"""A tutorial example take you to experience pydolphinscheduler.
After tutorial.py file submit to Apache DolphinScheduler server a DAG would be create,
and workflow DAG graph as below:
--> task_child_one
/ \
task_parent --> --> task_union
\ /
--> task_child_two
it will instantiate and run all the task it have.
"""
# [start tutorial]
# [start package_import]
# Import Workflow object to define your workflow attributes
from pydolphinscheduler.core.workflow import Workflow
# Import task Shell object cause we would create some shell tasks later
from pydolphinscheduler.tasks.shell import Shell
# [end package_import]
# [start workflow_declare]
with Workflow(
name="tutorial",
schedule="0 0 0 * * ? *",
start_time="2021-01-01",
) as workflow:
# [end workflow_declare]
# [start task_declare]
task_parent = Shell(name="task_parent", command="echo hello pydolphinscheduler")
task_child_one = Shell(
name="task_child_one",
command="""
echo "Executing line 1 with parameter str type ${param1}"
echo "Executing line 2 with parameter int type ${param2}"
echo "Executing line 3 with parameter build-in parameter currently date ${param3}"
""",
params={"param1": "str1", "param2": 123, "param3": "$[yyyy-MM-dd]"},
)
task_child_two = Shell(name="task_child_two", command="echo 'child two'")
task_union = Shell(name="task_union", command="echo union")
# [start resource_limit]
resource_limit = Shell(
name="resource_limit",
command="echo resource limit",
cpu_quota=1,
memory_max=100,
)
# [end resource_limit]
# [end task_declare]
# [start task_relation_declare]
task_group = [task_child_one, task_child_two]
task_parent.set_downstream(task_group)
resource_limit << task_union << task_group
# [end task_relation_declare]
# [start submit_or_run]
workflow.run()
# [end submit_or_run]
# [end tutorial]