Created
November 30, 2022 01:25
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from prefect import task, flow, get_run_logger | |
from prefect_dask import DaskTaskRunner | |
import time | |
@task | |
def extract() -> list: | |
logger = get_run_logger() | |
logger.info("extract") | |
return [1, 2, 3, 4, 5, 6] | |
@task | |
def transform(number: int) -> int: | |
logger = get_run_logger() | |
logger.info(f"transform {number}") | |
time.sleep(1) | |
return number * 2 | |
@task | |
def load(numbers: list) -> list: | |
logger = get_run_logger() | |
logger.info("load") | |
result = [i for i in numbers if i] | |
logger.info(result) | |
return result | |
# address="tcp://daskcluster-scheduler:8786", | |
@flow(task_runner=DaskTaskRunner()) | |
def dask_flow_map(): | |
numbers = extract() | |
transformed_numbers = transform.map(numbers) | |
numbers_twice = transform.map(transformed_numbers) | |
load(numbers=numbers_twice) | |
if __name__ == "__main__": | |
dask_flow_map() |
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