问题
I am curious to understand how Python for
loops work under the hood. I tried to implement it somewhat like the following code snippet, is that how the for loop has been implemented?
my_list = [1, 2, 3, 4, 5]
# list itself is iterable but not iterator. Make it an iterator
iter_list = iter(my_list)
while True:
try:
print(next(iter_list))
except StopIteration:
break
回答1:
Yes, that's a good approximation of how the for
loop construct is implemented. It certainly matches the for loop statement documentation:
The expression list is evaluated once; it should yield an iterable object. An iterator is created for the result of the
expression_list
. The suite is then executed once for each item provided by the iterator, in the order returned by the iterator. Each item in turn is assigned to the target list using the standard rules for assignments (see Assignment statements), and then the suite is executed. When the items are exhausted (which is immediately when the sequence is empty or an iterator raises aStopIteration
exception), the suite in theelse
clause, if present, is executed, and the loop terminates.
You only missed the assigned to the target list using the standard rules for assignments part; you'd have to use i = next(iter_list)
and print(i)
rather than print the result of the next()
call directly.
Python source code is compiled to bytecode, which the interpreter loop then executes. You can look at the bytecode for a for
loop by using the dis module:
>>> import dis
>>> dis.dis('for i in mylist: pass')
1 0 SETUP_LOOP 12 (to 14)
2 LOAD_NAME 0 (mylist)
4 GET_ITER
>> 6 FOR_ITER 4 (to 12)
8 STORE_NAME 1 (i)
10 JUMP_ABSOLUTE 6
>> 12 POP_BLOCK
>> 14 LOAD_CONST 0 (None)
16 RETURN_VALUE
The various opcodes named are documented in the same dis
module, and their implementation can be found in the CPython evaluation loop (look for the TARGET(<opcode>)
switch targets); the above opcodes break down to:
- SETUP_LOOP 12 marks the start of the suite, a block of statements, so the interpreter knows where to jump to in case of a
break
, and what cleanup needs to be done in case of an exception orreturn
statement; the clean-up opcode is located 12 bytes of bytecode after this opcode (soPOP_BLOCK
here). - LOAD_NAME 0 (mylist) loads the
mylist
variable value, putting it on the top of the stack (TOS in opcode descriptions). - GET_ITER calls
iter()
on the object on the TOS, then replaces the TOS with the result. - FOR_ITER 4 calls
next()
on the TOS iterator. If that gives a result, then that's pushed to the TOS. If there is aStopIteration
exception, then the iterator is removed from TOS, and 4 bytes of bytecode are skipped to thePOP_BLOCK
opcode. - STORE_NAME 1 takes the TOS and puts it in the named variable, here that's
i
. - JUMP_ABSOLUTE 6 marks the end of the loop body; it tells the interpreter to go back up to bytecode offset 6, to the
FOR_ITER
instruction above. If we did something interesting in the loop, then that would happen afterSTORE_NAME
, before theJUMP_ABSOLUTE
. - POP_BLOCK removes the block bookkeeping set up by
SETUP_LOOP
and removes the iterator from the stack.
The >>
markers are jump targets, there as visual cues to make it easier to spot those when reading the opcode line that jumps to them.
来源:https://stackoverflow.com/questions/54387889/how-does-the-python-for-loop-actually-work