Should import statements always be at the top of a module?

PEP 8 states:

Imports are always put at the top of the file, just after any module comments and docstrings, and before module globals and constants.

However if the class/method/function that I am importing is only used in rare cases, surely it is more efficient to do the import when it is needed?

Isn't this:

class SomeClass(object):

    def not_often_called(self)
        from datetime import datetime
        self.datetime = datetime.now()

more efficient than this?

from datetime import datetime

class SomeClass(object):

    def not_often_called(self)
        self.datetime = datetime.now()

Solution 1:

Module importing is quite fast, but not instant. This means that:

  • Putting the imports at the top of the module is fine, because it's a trivial cost that's only paid once.
  • Putting the imports within a function will cause calls to that function to take longer.

So if you care about efficiency, put the imports at the top. Only move them into a function if your profiling shows that would help (you did profile to see where best to improve performance, right??)


The best reasons I've seen to perform lazy imports are:

  • Optional library support. If your code has multiple paths that use different libraries, don't break if an optional library is not installed.
  • In the __init__.py of a plugin, which might be imported but not actually used. Examples are Bazaar plugins, which use bzrlib's lazy-loading framework.

Solution 2:

Putting the import statement inside of a function can prevent circular dependencies. For example, if you have 2 modules, X.py and Y.py, and they both need to import each other, this will cause a circular dependency when you import one of the modules causing an infinite loop. If you move the import statement in one of the modules then it won't try to import the other module till the function is called, and that module will already be imported, so no infinite loop. Read here for more - effbot.org/zone/import-confusion.htm