Created
July 13, 2022 13:31
-
-
Save anna-geller/c19f05e0549556f5ec79312d6cb08da5 to your computer and use it in GitHub Desktop.
Retries when processing files in Prefect 2.0
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import os | |
import random | |
import requests | |
from prefect import task, flow | |
from prefect.orion.schemas.states import Completed, Failed | |
from prefect.futures import PrefectFuture | |
from typing import List | |
@task(retries=3, retry_delay_seconds=2) | |
def process_file(file_name: str): | |
return random.choice( | |
[ | |
Completed(message=f"File {file_name} processed successfully ✅"), | |
Failed(message=f"File {file_name} failed ❌"), | |
] | |
) | |
def send_slack_alert_on_failure(task_future: PrefectFuture, file_name: str): | |
task_future.wait() | |
if task_future.get_state().is_failed(): | |
name_ = task_future.task_run.name | |
id_ = task_future.task_run.flow_run_id | |
requests.post( | |
os.environ["SLACK_WEBHOOK_URL"], | |
json={ | |
"text": f"File {file_name} failed ❌ in task `{name_}` in a flow run `{id_}`." | |
}, | |
) | |
@flow | |
def process_files(files_to_process: List[str]): | |
for file in files_to_process: | |
file_state = process_file(file) | |
send_slack_alert_on_failure(file_state, file) | |
if __name__ == "__main__": | |
files_param = [f"file_{i}" for i in range(1, 20)] | |
process_files(files_param) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment