Python GIL
What is GIL?
GIL is a concept that extends the lock used in threads to the interpreter level
It prevents multiple threads from executing simultaneously
It enforces that only one Bytecode is executed at any given point in time
Each thread can only execute after waiting for the GIL to be released by another thread
Even if implemented with multi-threading, it essentially operates as single-threaded
Advantages
: Multi-threading using GIL is easier to implement than multi-threading without it, and in memory management approaches that use reference counting, GIL results in less overhead, providing better performance than the fine-grained lock approach in single-threaded scenarios
Disadvantages
Performance issues
Cases where performance issues arise due to GIL include when tasks that are heavily
CPU-bound(such as compression, sorting, encoding) are performed usingmulti-threadingIn these cases, even with multi-threaded execution, there is barely any difference compared to single-threaded execution due to GIL
To solve this,
multi-threadingshould be used forIO-bound programssuch as file and network IO, whilemulti-processingshould be utilized for CPU-bound tasks
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