The typical header should be
#!/usr/bin/env python
But I found below also works when executing the script like $python ./my_script.py
#!/usr/bin/python
#!python
What's difference between these 2 headers? What could be the problem for 2nd one? Please also discussing the case for python interpreter is in PATH or not. Thanks.
Yes, there is - python may not be in /usr/bin, but for example in /usr/local/bin (BSD).
When using virtualenv, it may even be something like ~/projects/env/bin/python
The Python executable might be installed at a location other than /usr/bin, but env is nearly always present in that location so using /usr/bin/envis more portable.
From the manpage for env (GNU coreutils 6.10):
env - run a program in a modified environment
In theory you could use env to reset the environment (removing many of the existing environment variables) or add additional environment variables in the script header. Practically speaking, the two versions you mentioned are identical. (Though others have mentioned a good point: specifying python through env lets you abstractly specify python without knowing its path.)
First, any time you run a script using the interpreter explicitly, as in
$ python ./my_script.py
$ ksh ~/bin/redouble.sh
$ lua5.1 /usr/local/bin/osbf3
the #! line is always ignored. The #! line is a Unix feature of executable scripts only, and you can see it documented in full on the man page for execve(2). There you will find that the word following #! must be the pathname of a valid executable. So
#!/usr/bin/env python
executes whatever python is on the users $PATH. This form is resilient to the Python interpreter being moved around, which makes it somewhat more portable, but it also means that the user can override the standard Python interpreter by putting something ahead of it in $PATH. Depending on your goals, this behavior may or may not be OK.
Next,
#!/usr/bin/python
deals with the common case that a Python interpreter is installed in /usr/bin. If it's installed somewhere else, you lose. But this is a good way to ensure you get exactly the version you want or else nothing at all ("fail-stop" behavior), as in
#!/usr/bin/python2.5
Finally,
#!python
works only if there is a python executable in the current directory when the script is run. Not recommended.