This is a quick follow-up to Weird Python Integers. While writing that post, I saw some Python behaviour I didn’t understand. Then I read some comments by kmill and squeaky-clean in response to my original post, and now I can explain Python’s behaviour.
If you don’t know about the “small integers” table in Python, I recommend reading the original post first or this might be confusing.
Given the small integers table, these lines make sense to me:
>>> 100 is 100
True
>>> (10 ** 2) is (10 ** 2)
True
100
is in the small integers table(10 ** 2)
is evaluated to 100
which is the same number in the small integers table.Even these lines make sense:
>>> x = 1000
>>> y = 1000
>>> x is y
False
>>> (10 ** 3) is (10 ** 3)
False
Both x
and y
are too large to be in the small integers table, so they are not the same object.
However, this did not make sense to me:
>>> 1000 is 1000
True
dis
Clearly something different is happening for 1000 is 1000
vs. (100 ** 2) is (100 ** 2)
. I’m not familiar with Python’s disassembler, but I know it exists so I tried it out:
>>> import dis
>>> def disassemble(code_str):
... dis.dis(compile(code_str, '', 'single'))
...
>>> disassemble('1000 is 1000')
1 0 LOAD_CONST 0 (1000)
2 LOAD_CONST 0 (1000)
4 COMPARE_OP 8 (is)
6 PRINT_EXPR
8 LOAD_CONST 1 (None)
10 RETURN_VALUE
>>> disassemble('(10 ** 3) is (10 ** 3)')
1 0 LOAD_CONST 3 (1000)
2 LOAD_CONST 4 (1000)
4 COMPARE_OP 8 (is)
6 PRINT_EXPR
8 LOAD_CONST 2 (None)
10 RETURN_VALUE
Looking at this output, I was still confused why (100 ** 2) is (100 ** 2)
wasn’t True
. The Python peephole optimizer changes my line to only be a comparison of constants just like 1000 is 1000
.
Do you see my mistake? I had completely missed the 0
in 0 (1000)
vs the 3
in 3 (1000)
. Both lines load and compare constants, just not the same constants. Now it is very clear that they are loading different constants:
>>> def disassemble_with_constants(code_str):
... code = compile(code_str, '', 'single')
... dis.dis(code)
... print("Constants:", code.co_consts)
...
>>> disassemble_with_constants('1000 is 1000')
1 0 LOAD_CONST 0 (1000)
2 LOAD_CONST 0 (1000)
4 COMPARE_OP 8 (is)
6 PRINT_EXPR
8 LOAD_CONST 1 (None)
10 RETURN_VALUE
Constants: (1000, None)
>>> disassemble_with_constants('(10 ** 3) is (10 ** 3)')
1 0 LOAD_CONST 3 (1000)
2 LOAD_CONST 4 (1000)
4 COMPARE_OP 8 (is)
6 PRINT_EXPR
8 LOAD_CONST 2 (None)
10 RETURN_VALUE
Constants: (10, 3, None, 1000, 1000)
Even after being optimized the constants used in the calculation are still kept. Also there is no optimization to make two identical constants not in the small integers table use the same object.