Charlotte
02/18/2025, 3:50 PMMarvin
02/18/2025, 3:51 PMflow
decorator to define your subflows and use the concurrent.futures
module to handle concurrent execution. Here's a basic outline of how you might achieve this:
1. Define Subflows: Use the @flow
decorator to define each subflow.
2. Concurrent Execution: Utilize Python's concurrent.futures.ThreadPoolExecutor
or ProcessPoolExecutor
to run these subflows concurrently.
Here's a simple example:
python
from prefect import flow
from concurrent.futures import ThreadPoolExecutor
@flow
def subflow1():
# Subflow logic here
pass
@flow
def subflow2():
# Subflow logic here
pass
@flow
def main_flow():
with ThreadPoolExecutor() as executor:
futures = [
executor.submit(subflow1),
executor.submit(subflow2)
]
for future in futures:
future.result() # Wait for each subflow to complete
if __name__ == "__main__":
main_flow()
This approach leverages Python's built-in concurrency tools to run subflows in parallel.
For more details, you can refer to the Prefect documentation and explore the relevant sections on flow and concurrency.Nate
02/18/2025, 4:23 PM