Marvin
02/05/2024, 3:45 PMpython
from prefect import task
from prefect.tasks import exponential_backoff
@task(
retries=3, # The number of retry attempts
retry_delay_seconds=exponential_backoff(backoff_factor=10), # Exponential backoff delay
retry_jitter_factor=1, # Jitter to avoid thundering herds
)
def some_task_with_exponential_backoff_retries():
# ... task implementation ...
In this code snippet, some_task_with_exponential_backoff_retries
is a task that will retry up to 3 times with an exponential backoff strategy. The exponential_backoff
function is used to calculate the delay between retries, where backoff_factor=10
means the retries will occur with delays of approximately 10, 20, and 40 seconds. The retry_jitter_factor=1
adds jitter to the delay to help spread out retries in the case of simultaneous task retries.
This example was found within Prefect's official documentation, and you can use this approach to set backoff retries for your tasks. Keep in mind that task-specific retry configurations take precedence over any global retry settings you might have in place.