[python] What does from __future__ import absolute_import actually do?

I have answered a question regarding absolute imports in Python, which I thought I understood based on reading the Python 2.5 changelog and accompanying PEP. However, upon installing Python 2.5 and attempting to craft an example of properly using from __future__ import absolute_import, I realize things are not so clear.

Straight from the changelog linked above, this statement accurately summarized my understanding of the absolute import change:

Let's say you have a package directory like this:

pkg/
pkg/__init__.py
pkg/main.py
pkg/string.py

This defines a package named pkg containing the pkg.main and pkg.string submodules.

Consider the code in the main.py module. What happens if it executes the statement import string? In Python 2.4 and earlier, it will first look in the package's directory to perform a relative import, finds pkg/string.py, imports the contents of that file as the pkg.string module, and that module is bound to the name "string" in the pkg.main module's namespace.

So I created this exact directory structure:

$ ls -R
.:
pkg/

./pkg:
__init__.py  main.py  string.py

__init__.py and string.py are empty. main.py contains the following code:

import string
print string.ascii_uppercase

As expected, running this with Python 2.5 fails with an AttributeError:

$ python2.5 pkg/main.py
Traceback (most recent call last):
  File "pkg/main.py", line 2, in <module>
    print string.ascii_uppercase
AttributeError: 'module' object has no attribute 'ascii_uppercase'

However, further along in the 2.5 changelog, we find this (emphasis added):

In Python 2.5, you can switch import's behaviour to absolute imports using a from __future__ import absolute_import directive. This absolute-import behaviour will become the default in a future version (probably Python 2.7). Once absolute imports are the default, import string will always find the standard library's version.

I thus created pkg/main2.py, identical to main.py but with the additional future import directive. It now looks like this:

from __future__ import absolute_import
import string
print string.ascii_uppercase

Running this with Python 2.5, however... fails with an AttributeError:

$ python2.5 pkg/main2.py
Traceback (most recent call last):
  File "pkg/main2.py", line 3, in <module>
    print string.ascii_uppercase
AttributeError: 'module' object has no attribute 'ascii_uppercase'

This pretty flatly contradicts the statement that import string will always find the std-lib version with absolute imports enabled. What's more, despite the warning that absolute imports are scheduled to become the "new default" behavior, I hit this same problem using both Python 2.7, with or without the __future__ directive:

$ python2.7 pkg/main.py
Traceback (most recent call last):
  File "pkg/main.py", line 2, in <module>
    print string.ascii_uppercase
AttributeError: 'module' object has no attribute 'ascii_uppercase'

$ python2.7 pkg/main2.py
Traceback (most recent call last):
  File "pkg/main2.py", line 3, in <module>
    print string.ascii_uppercase
AttributeError: 'module' object has no attribute 'ascii_uppercase'

as well as Python 3.5, with or without (assuming the print statement is changed in both files):

$ python3.5 pkg/main.py
Traceback (most recent call last):
  File "pkg/main.py", line 2, in <module>
    print(string.ascii_uppercase)
AttributeError: module 'string' has no attribute 'ascii_uppercase'

$ python3.5 pkg/main2.py
Traceback (most recent call last):
  File "pkg/main2.py", line 3, in <module>
    print(string.ascii_uppercase)
AttributeError: module 'string' has no attribute 'ascii_uppercase'

I have tested other variations of this. Instead of string.py, I have created an empty module -- a directory named string containing only an empty __init__.py -- and instead of issuing imports from main.py, I have cd'd to pkg and run imports directly from the REPL. Neither of these variations (nor a combination of them) changed the results above. I cannot reconcile this with what I have read about the __future__ directive and absolute imports.

It seems to me that this is easily explicable by the following (this is from the Python 2 docs but this statement remains unchanged in the same docs for Python 3):

sys.path

(...)

As initialized upon program startup, the first item of this list, path[0], is the directory containing the script that was used to invoke the Python interpreter. If the script directory is not available (e.g. if the interpreter is invoked interactively or if the script is read from standard input), path[0] is the empty string, which directs Python to search modules in the current directory first.

So what am I missing? Why does the __future__ statement seemingly not do what it says, and what is the resolution of this contradiction between these two sections of documentation, as well as between described and actual behavior?

The difference between absolute and relative imports come into play only when you import a module from a package and that module imports an other submodule from that package. See the difference:

$ mkdir pkg
$ touch pkg/__init__.py
$ touch pkg/string.py
$ echo 'import string;print(string.ascii_uppercase)' > pkg/main1.py
$ python2
Python 2.7.9 (default, Dec 13 2014, 18:02:08) [GCC] on linux2
Type "help", "copyright", "credits" or "license" for more information.
>>> import pkg.main1
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "pkg/main1.py", line 1, in <module>
    import string;print(string.ascii_uppercase)
AttributeError: 'module' object has no attribute 'ascii_uppercase'
>>> 
$ echo 'from __future__ import absolute_import;import string;print(string.ascii_uppercase)' > pkg/main2.py
$ python2
Python 2.7.9 (default, Dec 13 2014, 18:02:08) [GCC] on linux2
Type "help", "copyright", "credits" or "license" for more information.
>>> import pkg.main2
ABCDEFGHIJKLMNOPQRSTUVWXYZ
>>> 

In particular:

$ python2 pkg/main2.py
Traceback (most recent call last):
  File "pkg/main2.py", line 1, in <module>
    from __future__ import absolute_import;import string;print(string.ascii_uppercase)
AttributeError: 'module' object has no attribute 'ascii_uppercase'
$ python2
Python 2.7.9 (default, Dec 13 2014, 18:02:08) [GCC] on linux2
Type "help", "copyright", "credits" or "license" for more information.
>>> import pkg.main2
ABCDEFGHIJKLMNOPQRSTUVWXYZ
>>> 
$ python2 -m pkg.main2
ABCDEFGHIJKLMNOPQRSTUVWXYZ

Note that python2 pkg/main2.py has a different behaviour then launching python2 and then importing pkg.main2 (which is equivalent to using the -m switch).

If you ever want to run a submodule of a package always use the -m switch which prevents the interpreter for chaining the sys.path list and correctly handles the semantics of the submodule.

Also, I much prefer using explicit relative imports for package submodules since they provide more semantics and better error messages in case of failure.