In python, I have a global variable defined that gets read/incremented by different threads. Because of the GIL, will this ever cause problems without using any kind of locking mechanism?
The GIL only requires that the interpreter completely executes a single bytecode instruction before another thread can take over. However, there is no reason to assume that an increment operation is a single instruction. For example:
>>> import dis
>>> dis.dis(compile("x=753","","exec"))
1 0 LOAD_CONST 0 (753)
3 STORE_NAME 0 (x)
6 LOAD_CONST 1 (None)
9 RETURN_VALUE
>>> dis.dis(compile("x+=1","","exec"))
1 0 LOAD_NAME 0 (x)
3 LOAD_CONST 0 (1)
6 INPLACE_ADD
7 STORE_NAME 0 (x)
10 LOAD_CONST 1 (None)
13 RETURN_VALUE
As you can see, even these simple operations are more than a single bytecode instruction. Therefore, whenever sharing data between threads, you must use a separate locking mechanism (eg, threading.lock) in order to maintain data consistency.
Yes, multithreading without locking almost always causes problems, with or without a GIL.
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