Jim Wisniewski
07/31/2025, 9:10 PMprefect-multiprocess
package?Marvin
07/31/2025, 9:10 PMMarvin
07/31/2025, 9:11 PMprefect-multiprocess
package. However, there are ongoing discussions and development efforts around better multiprocessing support in Prefect.
2. Key points about multiprocessing in Prefect:
- There's an open feature request (Issue #12075) to implement a multiprocessing-based TaskRunner
- There are some known challenges when using multiprocessing with Prefect tasks:
- Differences in multiprocessing spawn methods depending on execution environment
- Pickling issues with certain types of objects
- Potential deadlocks in certain scenarios
3. If you're looking to use multiprocessing with Prefect currently, you can:
- Use concurrent.futures.ProcessPoolExecutor
within tasks
- Be careful with the multiprocessing start method (fork vs. spawn)
- Be aware of pickling limitations, especially with objects like file handles
Would you like me to dive deeper into any specific aspect of multiprocessing with Prefect? For example:
- How to properly implement multiprocessing in tasks
- Best practices for avoiding common pitfalls
- Specific use cases you're trying to address