Sarhan
10/03/2024, 7:34 AMMarvin
10/03/2024, 7:35 AMSarhan
10/03/2024, 9:06 AMMarvin
10/03/2024, 9:06 AMDaskTaskRunner
.
Here's a basic example of how you might set this up:
1. Use a main flow that runs with a particular task runner, such as SequentialTaskRunner
.
2. Within this main flow, define a subflow that runs using DaskTaskRunner
for tasks that benefit from parallel execution on a Dask cluster.
Example for Prefect 2.x:
python
from prefect import flow, task
from prefect.task_runners import SequentialTaskRunner
from prefect_dask.task_runners import DaskTaskRunner
@task
def hello_local():
print("Hello!")
@task
def hello_dask():
print("Hello from Dask!")
@flow(task_runner=SequentialTaskRunner())
def sequential_flow():
hello_local.submit()
dask_subflow()
hello_local.submit()
@flow(task_runner=DaskTaskRunner())
def dask_subflow():
hello_dask.submit()
if __name__ == "__main__":
sequential_flow()
Learn more about Prefect 2.x task runners here.
For Prefect 3.x, similar functionality applies, and you can find more about Dask integration here.
If you have further questions or need any specific guidance on setting this up, feel free to ask!