- 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
: 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
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-threading - In 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