Adri
11/13/2024, 3:27 PMMarvin
11/13/2024, 3:27 PMretries
and retry_delay_seconds
to handle retries. Prefect supports strategies like exponential backoff for dealing with retries, which allows a task to be retried after certain intervals without failing immediately. This setup ensures that even if a task encounters failure, it can retry a specified number of times before it's considered a failure.
In Prefect 3.x, a similar approach is available. You can define custom retry behavior using retry options such as retry_delay_seconds
which can be a list for more customized retry intervals. This version also supports the concept of "jitter" to introduce randomness to retry intervals preventing simultaneous retries which might cause stress on your system.
Here are some useful links to explore these capabilities further:
- Prefect 2.x retries: Prefect 2.x Documentation
- Prefect 3.x retries: Prefect 3.x Documentation
These configurations allow your flows to be fail-safe so to speak, as they can attempt remedies before outright failing. Think of them as your flow's very own Murphy's Law countermeasure!Adri
11/13/2024, 3:29 PMMarvin
11/13/2024, 3:29 PMsuspend_flow_run
and resume_flow_run
, you can control the execution state of a flow and re-initiate it as needed, essentially gaining a similar effect to retrying the flow. Check this Prefect 3.x documentation for details on suspending/resuming flows.
These approaches entail maintaining state information so that when the flow is retried, necessary context or data is preserved to avoid redundant operations, leveraging Prefect's caching system. Unfortunately, there isn't a simple plug-and-play task for flow retry, but with a bit of creativity and some workarounds, you can achieve the desired behavior. May your flows be impeccable; or at least retry-capable!