Created
March 29, 2023 05:37
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import asyncio | |
import prefect # v2.8.7 | |
from prefect.client import get_client | |
from prefect import flow, get_run_logger, task, unmapped | |
""" | |
Usage: | |
1. Authenticate to Prefect Cloud | |
2. Save this script and execute, e.g. `python one-at-a-time.py` | |
The output is log lines like this: | |
``` | |
$ python one-at-a-time.py | |
14:31:12.136 | INFO | prefect.engine - Created flow run 'placid-potoo' for flow 'One at a time test' | |
14:31:13.879 | INFO | Flow run 'placid-potoo' - Starting flow for list of 10 items | |
... | |
14:31:14.835 | INFO | Flow run 'placid-potoo' - Created task run 'mytask-0' for task 'mytask' | |
14:31:14.836 | INFO | Flow run 'placid-potoo' - Submitted task run 'mytask-0' for execution. | |
14:31:15.246 | INFO | Task run 'mytask-9' - Starting mytask for item 9 | |
14:31:15.536 | INFO | Task run 'mytask-9' - Finished in state Completed() | |
14:31:45.566 | INFO | Task run 'mytask-3' - Starting mytask for item 3 # <--- 30 second interval | |
14:31:45.862 | INFO | Task run 'mytask-3' - Finished in state Completed() | |
14:32:15.993 | INFO | Task run 'mytask-8' - Starting mytask for item 8 # <--- 30 second interval | |
14:32:16.339 | INFO | Task run 'mytask-8' - Finished in state Completed() | |
14:32:46.481 | INFO | Task run 'mytask-7' - Starting mytask for item 7 # <--- 31 second interval | |
14:32:46.855 | INFO | Task run 'mytask-7' - Finished in state Completed() | |
... | |
14:35:49.529 | INFO | Flow run 'placid-potoo' - Finished in state Completed('All states completed.') | |
``` | |
""" | |
async def set_concurrency_limit(tag: str, limit: int): | |
async with get_client() as client: | |
limit_id = await client.create_concurrency_limit(tag=tag, concurrency_limit=limit) | |
@flow(name="One at a time test") | |
def myflow(): | |
number_of_items = 10 | |
items = list(range(0, number_of_items)) | |
logger = get_run_logger() | |
logger.info(f"Starting flow for list of {len(items)} items") | |
results = mytask.map(items) | |
return results | |
@task(tags=["one-at-a-time"]) # Without the matching tag value, tasks run with no delays | |
def mytask(item: int) -> int: | |
logger = get_run_logger() | |
logger.info(f"Starting mytask for item {item}") | |
return item | |
if __name__ == "__main__": | |
asyncio.run(set_concurrency_limit("one-at-a-time", 1)) | |
myflow() |
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