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Editorial Team
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Editorial Team
Asked: May 23, 20262026-05-23T06:41:51+00:00 2026-05-23T06:41:51+00:00

I’m just starting to learn Python and have heard about the GIL and how

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I’m just starting to learn Python and have heard about the GIL and how it prevents “real” multithreading (by which I mean, allowing multiple threads to run on different cores simultaneously).

Now, hypothetically, were the GIL to be removed wouldn’t each thread (now running on a different core) require a separate instance of the VM in order to execute? Does the JVM have the same issue?

If so, is there any benefit to using threads in programs that are interpreted/execute on a VM vs separate processes (aside from the performance gain in using POSIX threads vs Processes – although I believe in Linux the difference isn’t that great)? Because having to have a separate instance of the VM for each thread seems like a lot of overhead.

Thanks.

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  1. Editorial Team
    Editorial Team
    2026-05-23T06:41:52+00:00Added an answer on May 23, 2026 at 6:41 am

    No, there’s no requirement for separate “instances” of the VM. Why would there be? The problem with the GIL is it’s one data structure which needs to be shared across all threads, and can’t be safely accessed by multiple threads without locking. Basically the solution is to try to avoid that sort of thing 🙂

    Many VMs will have some per-thread or per-core data structures (e.g. some JVMs can allocate memory from a thread-local heap, making the allocation really quick) but that’s not the same as a whole separate VM instance per thread or core.

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