Duan
01/10/2025, 2:19 AMMarvin
01/10/2025, 2:19 AMpython
from prefect import flow, task
@task
def task_a():
# Task logic here
pass
@task
def task_b():
# Task logic here
pass
@flow
def nested_flow():
# Nested flow logic here
task_b()
@flow
def parent_flow():
a = task_a()
# Ensure nested_flow runs after task_a
nf = nested_flow(wait_for=[a])
# Specify tasks to run after nested_flow completes
final_task(wait_for=[nf])
@task
def final_task():
# Final task logic here
pass
if __name__ == "__main__":
parent_flow()
### Key Points:
- Dependencies: Use the wait_for
parameter to specify task dependencies.
- Observability: Nested flows have first-class observability, allowing you to track their status within the Prefect UI or Prefect Cloud.
- Parameters: Nested flows support parameterization, allowing you to pass different parameters for different use cases.
For more details, you can refer to the Prefect documentation on writing flows.
If you have more specific requirements or face issues, feel free to ask!Duan
01/10/2025, 2:21 AMDuan
01/10/2025, 2:22 AMMarvin
01/10/2025, 2:22 AMflow
decorator does not have a wait_for
parameter. Instead, task dependencies are managed at the task level. Here's how you can handle dependencies between flows and tasks in Prefect 3.x:
1. Using Task Dependencies: You can use the wait_for
parameter in tasks to specify dependencies. While flows themselves do not have a wait_for
parameter, you can structure your tasks within a flow to ensure that they execute in the desired order.
2. Running a Nested Flow and Waiting for Completion: You can use the run_deployment
function to trigger a flow from another flow and wait for its completion. This function allows you to run another flow as a "deployment" and can be used to manage dependencies between flows.
3. Using wait_for_flow_run
: There's an asynchronous function wait_for_flow_run
that can be used to wait for a specific flow run to complete. This can be useful if you need to manually manage flow completion before proceeding with subsequent tasks.
Here's an example of how you might structure this:
python
from prefect import flow, task
from prefect.flow_runs import wait_for_flow_run
from prefect.deployments import run_deployment
@task
def task_a():
# Task logic here
pass
@task
def task_b():
# Task logic here
pass
@flow
def nested_flow():
task_b()
@flow
def parent_flow():
a = task_a()
# Run the nested flow as a deployment
flow_run_id = run_deployment("nested_flow")
# Wait for the nested flow to complete
wait_for_flow_run(flow_run_id)
# Continue with the final task after the nested flow completes
final_task()
@task
def final_task():
# Final task logic here
pass
if __name__ == "__main__":
parent_flow()
### Key Functions:
- run_deployment
: Used to start another flow as a deployment.
- wait_for_flow_run
: Used to wait for a flow run to complete before proceeding.
For more information, you can view the Prefect documentation on flow runs and writing flows.
If you have further questions or specific scenarios, feel free to ask!