How does exec work with locals?

问题:

I thought this would print 3, but it prints 1:

def f():
    a = 1
    exec(\"a = 3\")
    print(a)

回答1:

This issue is somewhat discussed in the Python3 bug list. Ultimately, to get this behavior, you need to do:

def foo():
    ldict = {}
    exec(\"a=3\",globals(),ldict)
    a = ldict[\'a\']
    print(a)

And if you check the Python3 documentation on exec, you\'ll see the following note:

The default locals act as described for function locals() below: modifications to the default locals dictionary should not be attempted. Pass an explicit locals dictionary if you need to see effects of the code on locals after function exec() returns.

Referring back to a specific message on the bug report, Georg Brandl says:

To modify the locals of a function on the fly is not possible without several consequences: normally, function locals are not stored in a dictionary, but an array, whose indices are determined at compile time from the known locales. This collides at least with new locals added by exec. The old exec statement circumvented this, because the compiler knew that if an exec without globals/locals args occurred in a function, that namespace would be \"unoptimized\", i.e. not using the locals array. Since exec() is now a normal function, the compiler does not know what \"exec\" may be bound to, and therefore can not treat is specially.

Emphasis is mine.

So the gist of it is that Python3 can better optimize the use of local variables by not allowing this behavior by default.

And for the sake of completeness, as mentioned in the comments above, this does work as expected in Python 2.X:

Python 2.6.2 (release26-maint, Apr 19 2009, 01:56:41) 
[GCC 4.3.3] on linux2
Type \"help\", \"copyright\", \"credits\" or \"license\" for more information.
>>> def f():
...     a = 1
...     exec \"a=3\"
...     print a
... 
>>> f()
3

回答2:

If you are inside a method, you can do so:

class Thing():
    def __init__(self):
        exec(\'self.foo = 2\')

x = Thing()
print(x.foo)

You can read more about it here

回答3:

The reason that you can\'t change local variables within a function using exec in that way, and why exec acts the way it does, can be summarized as following:

1. exec is a function that shares its local scope with the scope of the most inner scope in which it\'s called.
2. Whenever you define a new object within a function\'s scope it\'ll be accessible in its local namespace, i.e. it will modify the local() dictionary. When you define a new object in exec what it does is roughly equivalent to following:

---

from copy import copy
class exec_type:
    def __init__(self, *args, **kwargs):
        # default initializations
        # ...
        self.temp = copy(locals())

    def __setitem__(self, key, value):
        if var not in locals():
            set_local(key, value)
        self.temp[key] = value

temp is a temporary namespace that resets after each instantiation (each time you call the exec).

---

1. Python starts looking up for the names from local namespace. It\'s known as LEGB manner. Python starts from Local namespce then looks into the Enclosing scopes, then Global and at the end it looks up the names within Buit-in namespace.

A more comprehensive example would be something like following:

g_var = 5

def test():
    l_var = 10
    print(locals())
    exec(\"print(locals())\")
    exec(\"g_var = 222\")
    exec(\"l_var = 111\")
    exec(\"print(locals())\")

    exec(\"l_var = 111; print(locals())\")

    exec(\"print(locals())\")
    print(locals())
    def inner():
        exec(\"print(locals())\")
        exec(\"inner_var = 100\")
        exec(\"print(locals())\")
        exec(\"print([i for i in globals() if \'__\' not in i])\")

    print(\"Inner function: \")
    inner()
    print(\"-------\" * 3)
    return (g_var, l_var)

print(test())
exec(\"print(g_var)\")

Output:

{\'l_var\': 10}
{\'l_var\': 10}

locals are the same

{\'l_var\': 10, \'g_var\': 222}

after adding g_var and changing the l_var it only adds g_var and left the l_var unchanged

{\'l_var\': 111, \'g_var\': 222}

l_var is changed because we are changing and printing the locals in one instantiation ( one call to exec)

{\'l_var\': 10, \'g_var\': 222}
{\'l_var\': 10, \'g_var\': 222}

In both function\'s locals and exec\'s local l_var is unchanged and g_var is added

Inner function: 
{}
{\'inner_var\': 100}
{\'inner_var\': 100}

inner_function\'s local is same as exec\'s local

[\'g_var\', \'test\']

global is only contain g_var and function name (after excluding the special methods)

---------------------

(5, 10)
5