> Instead, many reach for multiprocessing, but spawning processes is expensive Agreed. > and communicating across processes often requires making expensive copies of data SharedMemory [0] exists. Never understood why this isn’t used more frequently. There’s even a ShareableList which does exactly what it sounds like, and is awesome. [0]: https://docs.python.org/3/library/multiprocessing.shared_mem...
The first year of free-threaded Python
51–60 of 302 posts
Re: The first year of free-threaded Python
#52Earlier quoted context omitted.
The literature on distributed systems is huge. It depends a lot on your use case what you ought to do. If you're lucky you can avoid shared state, as in no race conditions in either end of your executions. https://www.youtube.com/watch?v=_9B__0S21y8 is fairly concise and gives some recommendations for literature and techniques, obviously making an effort in promoting PlusCal/TLA+ along the way but showcases how even…
My current concern is a CRUD interface that transcribes audio in the background. The transcription is triggered by user action. I need the "transcription" field disabled until the transcript is complete and stored in the database, then allow the user to edit the transcription in the UI. Of course, while the transcription is in action the rest of the UI (Qt via Pyside) should remain usable. And multiple transcription…
Use SharedMemory to pass the data back and forth.
Re: The first year of free-threaded Python
#53> Instead, many reach for multiprocessing, but spawning processes is expensive Agreed. > and communicating across processes often requires making expensive copies of data SharedMemory [0] exists. Never understood why this isn’t used more frequently. There’s even a ShareableList which does exactly what it sounds like, and is awesome. [0]: https://docs.python.org/3/library/multiprocessing.shared_mem...
If you want to share structured Python objects between instances, you have to pay the cost of `pickle.dump/pickle.dump` (CPU overhead for interprocess communication) + the memory cost of replicated objects in the processes.
Re: The first year of free-threaded Python
#54On the other news, Microsoft dumped the whole faster Python team, apparently the 2025 earnings weren't enough to keep the team around. https://www.linkedin.com/posts/mdboom_its-been-a-tough-coupl... Lets see whatever performance improvements still land on CPython, unless other company sponsors the work. I guess Facebook (no need to correct me on the name) is still sponsoring part of it.
It wouldn't have bothered me if you just said "Facebook" - I probably wouldn't have even noticed it. But I'm really curious why you chose to write "Facebook", then apparently noticed the issue, and instead of replacing it with "Meta" decided to add the much longer "(no need to correct me on the name)". What axe are you grinding?
Re: The first year of free-threaded Python
#55Am I the only one who sort of fears the day when Python loses the GIL? I don't think Python developers know what they’re asking for. I don't really trust complex multithreaded code in any language. Python, with its dynamic nature, I trust least of all.
Re: The first year of free-threaded Python
#56Earlier quoted context omitted.
GIL or no-GIL concerns only people who want to run multicore workloads. If you are not already spending time threading or multiprocessing your code there is practically no change. Most race condition issues which you need to think are there regardless of GIL.
With the GIL, multithreaded Python gives concurrent I/O without worrying about data structure concurrency (unless you do I/O in the middle of it) - it's a lot like async in this way - data structure manipulation is atomic between "await" expressions (except in the "await" is implicit and you might have written one without realizing in which case you have a bug). Meanwhile you still get to use threads to handle severa…
The only code that is going to break because of "No GIL" are C extensions and for very obvious reasons: You can now call into C code from multiple threads, which wasn't possible before, but is now. Python code could always be called from multiple python threads even in the presence of the GIL in python.
Re: The first year of free-threaded Python
#57Am I the only one who sort of fears the day when Python loses the GIL? I don't think Python developers know what they’re asking for. I don't really trust complex multithreaded code in any language. Python, with its dynamic nature, I trust least of all.
In a language conceived for this kind of work it's not as easy as you'd like. In most languages you're going to write nonsense which has no coherent meaning whatsoever. Experiments show that humans can't successfully understand non-trivial programs unless they exhibit Sequential Consistency - that is, they can be understood as if (which is not reality) all the things which happen do happen in some particular order. This is not the reality of how the machine works, for subtle reasons, but without it merely human programmers are like "Eh, no idea, I guess everything is computer?". It's really easy to write concurrent programs which do not satisfy this requirement in most of these languages, you just can't debug them or reason about what they do - a disaster.
As I understand it Python without the GIL will enable more programs that lose SC.
Re: The first year of free-threaded Python
#58Am I the only one who sort of fears the day when Python loses the GIL? I don't think Python developers know what they’re asking for. I don't really trust complex multithreaded code in any language. Python, with its dynamic nature, I trust least of all.
This is a common mistake and very badly communicated. The GIL do not make the Python code thread-safe. It only protect the internal CPython state. Multi-threaded Python code is not thread-safe today.
Re: The first year of free-threaded Python
#59On the other news, Microsoft dumped the whole faster Python team, apparently the 2025 earnings weren't enough to keep the team around. https://www.linkedin.com/posts/mdboom_its-been-a-tough-coupl... Lets see whatever performance improvements still land on CPython, unless other company sponsors the work. I guess Facebook (no need to correct me on the name) is still sponsoring part of it.
Ah that's very, very sad. I guess they have embraced and extended, there's only one thing left to do.
A few decades ago MS did indeed have a playbook which they used to undermine open standards. Laying off some members of the Python team bears no resemblence whatsoever to that. At worst it will delay the improvement of free-threaded Python. That's all.
Your comment is lazy and unfounded.
Re: The first year of free-threaded Python
#60On the other news, Microsoft dumped the whole faster Python team, apparently the 2025 earnings weren't enough to keep the team around. https://www.linkedin.com/posts/mdboom_its-been-a-tough-coupl... Lets see whatever performance improvements still land on CPython, unless other company sponsors the work. I guess Facebook (no need to correct me on the name) is still sponsoring part of it.
They were quite a bit behind the schedule that was promised five years ago. Additionally, at this stage the severe political and governance problems cannot have escaped Microsoft. I imagine that no competent Microsoft employee wants to give his expertise to CPython, only later to suffer group defamation from a couple of elected mediocre people. CPython is an organization that overpromises, allocates jobs to the obedi…
This stinks of BS