Argparse Tutorial¶
| author: | Tshepang Lekhonkhobe |
|---|
This tutorial is intended to be a gentle introduction toargparse, therecommended command-line parsing module in the Python standard library.
Note
There are two other modules that fulfill the same task, namelygetopt (an equivalent forgetopt() from the Clanguage) and the deprecatedoptparse.Note also thatargparse is based onoptparse,and therefore very similar in terms of usage.
Concepts¶
Let’s show the sort of functionality that we are going to explore in thisintroductory tutorial by making use of thels command:
$lscpythondevguideprog.pypypyrm-unused-function.patch$lspypyctypes_configuredemodotviewerincludelib_pypylib-python...$ls-ltotal20drwxr-xr-x19wenawena4096Feb1818:51cpythondrwxr-xr-x4wenawena4096Feb812:04devguide-rwxr-xr-x1wenawena535Feb1900:05prog.pydrwxr-xr-x14wenawena4096Feb700:59pypy-rw-r--r--1wenawena741Feb1801:01rm-unused-function.patch$ls--helpUsage:ls[OPTION]...[FILE]...ListinformationabouttheFILEs(thecurrentdirectorybydefault).Sortentriesalphabeticallyifnoneof-cftuvSUXnor--sortisspecified....
A few concepts we can learn from the four commands:
- Thels command is useful when run without any options at all. It defaultsto displaying the contents of the current directory.
- If we want beyond what it provides by default, we tell it a bit more. Inthis case, we want it to display a different directory,
pypy.What we did is specify what is known as a positional argument. It’s named sobecause the program should know what to do with the value, solely based onwhere it appears on the command line. This concept is more relevantto a command likecp, whose most basic usage iscpSRCDEST.The first position iswhat you want copied, and the secondposition iswhere you want it copied to. - Now, say we want to change behaviour of the program. In our example,we display more info for each file instead of just showing the file names.The
-lin that case is known as an optional argument. - That’s a snippet of the help text. It’s very useful in that you cancome across a program you have never used before, and can figure outhow it works simply by reading its help text.
The basics¶
Let us start with a very simple example which does (almost) nothing:
importargparseparser=argparse.ArgumentParser()parser.parse_args()
Following is a result of running the code:
$python3prog.py$python3prog.py--helpusage:prog.py[-h]optionalarguments:-h,--helpshowthishelpmessageandexit$python3prog.py--verboseusage:prog.py[-h]prog.py:error:unrecognizedarguments:--verbose$python3prog.pyfoousage:prog.py[-h]prog.py:error:unrecognizedarguments:foo
Here is what is happening:
- Running the script without any options results in nothing displayed tostdout. Not so useful.
- The second one starts to display the usefulness of the
argparsemodule. We have done almost nothing, but already we get a nice help message. - The
--helpoption, which can also be shortened to-h, is the onlyoption we get for free (i.e. no need to specify it). Specifying anythingelse results in an error. But even then, we do get a useful usage message,also for free.
Introducing Positional arguments¶
An example:
importargparseparser=argparse.ArgumentParser()parser.add_argument("echo")args=parser.parse_args()print(args.echo)
And running the code:
$python3prog.pyusage:prog.py[-h]echoprog.py:error:thefollowingargumentsarerequired:echo$python3prog.py--helpusage:prog.py[-h]echopositionalarguments:echooptionalarguments:-h,--helpshowthishelpmessageandexit$python3prog.pyfoofoo
Here is what’s happening:
- We’ve added the
add_argument()method, which is what we use to specifywhich command-line options the program is willing to accept. In this case,I’ve named itechoso that it’s in line with its function. - Calling our program now requires us to specify an option.
- The
parse_args()method actually returns some data from theoptions specified, in this case,echo. - The variable is some form of ‘magic’ that
argparseperforms for free(i.e. no need to specify which variable that value is stored in).You will also notice that its name matches the string argument givento the method,echo.
Note however that, although the help display looks nice and all, it currentlyis not as helpful as it can be. For example we see that we gotecho as apositional argument, but we don’t know what it does, other than by guessing orby reading the source code. So, let’s make it a bit more useful:
importargparseparser=argparse.ArgumentParser()parser.add_argument("echo",help="echo the string you use here")args=parser.parse_args()print(args.echo)
And we get:
$python3prog.py-husage:prog.py[-h]echopositionalarguments:echoechothestringyouusehereoptionalarguments:-h,--helpshowthishelpmessageandexit
Now, how about doing something even more useful:
importargparseparser=argparse.ArgumentParser()parser.add_argument("square",help="display a square of a given number")args=parser.parse_args()print(args.square**2)
Following is a result of running the code:
$python3prog.py4Traceback(mostrecentcalllast):File"prog.py",line5,in<module>print(args.square**2)TypeError:unsupportedoperandtype(s)for**orpow():'str'and'int'
That didn’t go so well. That’s becauseargparse treats the options wegive it as strings, unless we tell it otherwise. So, let’s tellargparse to treat that input as an integer:
importargparseparser=argparse.ArgumentParser()parser.add_argument("square",help="display a square of a given number",type=int)args=parser.parse_args()print(args.square**2)
Following is a result of running the code:
$python3prog.py416$python3prog.pyfourusage:prog.py[-h]squareprog.py:error:argumentsquare:invalidintvalue:'four'
That went well. The program now even helpfully quits on bad illegal inputbefore proceeding.
Introducing Optional arguments¶
So far we have been playing with positional arguments. Let ushave a look on how to add optional ones:
importargparseparser=argparse.ArgumentParser()parser.add_argument("--verbosity",help="increase output verbosity")args=parser.parse_args()ifargs.verbosity:print("verbosity turned on")
And the output:
$python3prog.py--verbosity1verbosityturnedon$python3prog.py$python3prog.py--helpusage:prog.py[-h][--verbosityVERBOSITY]optionalarguments:-h,--helpshowthishelpmessageandexit--verbosityVERBOSITYincreaseoutputverbosity$python3prog.py--verbosityusage:prog.py[-h][--verbosityVERBOSITY]prog.py:error:argument--verbosity:expectedoneargument
Here is what is happening:
- The program is written so as to display something when
--verbosityisspecified and display nothing when not. - To show that the option is actually optional, there is no error when runningthe program without it. Note that by default, if an optional argument isn’tused, the relevant variable, in this case
args.verbosity, isgivenNoneas a value, which is the reason it fails the truthtest of theifstatement. - The help message is a bit different.
- When using the
--verbosityoption, one must also specify some value,any value.
The above example accepts arbitrary integer values for--verbosity, but forour simple program, only two values are actually useful,True orFalse.Let’s modify the code accordingly:
importargparseparser=argparse.ArgumentParser()parser.add_argument("--verbose",help="increase output verbosity",action="store_true")args=parser.parse_args()ifargs.verbose:print("verbosity turned on")
And the output:
$python3prog.py--verboseverbosityturnedon$python3prog.py--verbose1usage:prog.py[-h][--verbose]prog.py:error:unrecognizedarguments:1$python3prog.py--helpusage:prog.py[-h][--verbose]optionalarguments:-h,--helpshowthishelpmessageandexit--verboseincreaseoutputverbosity
Here is what is happening:
- The option is now more of a flag than something that requires a value.We even changed the name of the option to match that idea.Note that we now specify a new keyword,
action, and give it the value"store_true". This means that, if the option is specified,assign the valueTruetoargs.verbose.Not specifying it impliesFalse. - It complains when you specify a value, in true spirit of what flagsactually are.
- Notice the different help text.
Short options¶
If you are familiar with command line usage,you will notice that I haven’t yet touched on the topic of shortversions of the options. It’s quite simple:
importargparseparser=argparse.ArgumentParser()parser.add_argument("-v","--verbose",help="increase output verbosity",action="store_true")args=parser.parse_args()ifargs.verbose:print("verbosity turned on")
And here goes:
$python3prog.py-vverbosityturnedon$python3prog.py--helpusage:prog.py[-h][-v]optionalarguments:-h,--helpshowthishelpmessageandexit-v,--verboseincreaseoutputverbosity
Note that the new ability is also reflected in the help text.
Combining Positional and Optional arguments¶
Our program keeps growing in complexity:
importargparseparser=argparse.ArgumentParser()parser.add_argument("square",type=int,help="display a square of a given number")parser.add_argument("-v","--verbose",action="store_true",help="increase output verbosity")args=parser.parse_args()answer=args.square**2ifargs.verbose:print("the square of{} equals{}".format(args.square,answer))else:print(answer)
And now the output:
$python3prog.pyusage:prog.py[-h][-v]squareprog.py:error:thefollowingargumentsarerequired:square$python3prog.py416$python3prog.py4--verbosethesquareof4equals16$python3prog.py--verbose4thesquareof4equals16
- We’ve brought back a positional argument, hence the complaint.
- Note that the order does not matter.
How about we give this program of ours back the ability to havemultiple verbosity values, and actually get to use them:
importargparseparser=argparse.ArgumentParser()parser.add_argument("square",type=int,help="display a square of a given number")parser.add_argument("-v","--verbosity",type=int,help="increase output verbosity")args=parser.parse_args()answer=args.square**2ifargs.verbosity==2:print("the square of{} equals{}".format(args.square,answer))elifargs.verbosity==1:print("{}^2 =={}".format(args.square,answer))else:print(answer)
And the output:
$python3prog.py416$python3prog.py4-vusage:prog.py[-h][-vVERBOSITY]squareprog.py:error:argument-v/--verbosity:expectedoneargument$python3prog.py4-v14^2==16$python3prog.py4-v2thesquareof4equals16$python3prog.py4-v316
These all look good except the last one, which exposes a bug in our program.Let’s fix it by restricting the values the--verbosity option can accept:
importargparseparser=argparse.ArgumentParser()parser.add_argument("square",type=int,help="display a square of a given number")parser.add_argument("-v","--verbosity",type=int,choices=[0,1,2],help="increase output verbosity")args=parser.parse_args()answer=args.square**2ifargs.verbosity==2:print("the square of{} equals{}".format(args.square,answer))elifargs.verbosity==1:print("{}^2 =={}".format(args.square,answer))else:print(answer)
And the output:
$python3prog.py4-v3usage:prog.py[-h][-v{0,1,2}]squareprog.py:error:argument-v/--verbosity:invalidchoice:3(choosefrom0,1,2)$python3prog.py4-husage:prog.py[-h][-v{0,1,2}]squarepositionalarguments:squaredisplayasquareofagivennumberoptionalarguments:-h,--helpshowthishelpmessageandexit-v{0,1,2},--verbosity{0,1,2}increaseoutputverbosity
Note that the change also reflects both in the error message as well as thehelp string.
Now, let’s use a different approach of playing with verbosity, which is prettycommon. It also matches the way the CPython executable handles its ownverbosity argument (check the output ofpython--help):
importargparseparser=argparse.ArgumentParser()parser.add_argument("square",type=int,help="display the square of a given number")parser.add_argument("-v","--verbosity",action="count",help="increase output verbosity")args=parser.parse_args()answer=args.square**2ifargs.verbosity==2:print("the square of{} equals{}".format(args.square,answer))elifargs.verbosity==1:print("{}^2 =={}".format(args.square,answer))else:print(answer)
We have introduced another action, “count”,to count the number of occurrences of a specific optional arguments:
$python3prog.py416$python3prog.py4-v4^2==16$python3prog.py4-vvthesquareof4equals16$python3prog.py4--verbosity--verbositythesquareof4equals16$python3prog.py4-v1usage:prog.py[-h][-v]squareprog.py:error:unrecognizedarguments:1$python3prog.py4-husage:prog.py[-h][-v]squarepositionalarguments:squaredisplayasquareofagivennumberoptionalarguments:-h,--helpshowthishelpmessageandexit-v,--verbosityincreaseoutputverbosity$python3prog.py4-vvv16
- Yes, it’s now more of a flag (similar to
action="store_true") in theprevious version of our script. That should explain the complaint. - It also behaves similar to “store_true” action.
- Now here’s a demonstration of what the “count” action gives. You’ve probablyseen this sort of usage before.
- And if you don’t specify the
-vflag, that flag is considered to haveNonevalue. - As should be expected, specifying the long form of the flag, we should getthe same output.
- Sadly, our help output isn’t very informative on the new ability our scripthas acquired, but that can always be fixed by improving the documentation forour script (e.g. via the
helpkeyword argument). - That last output exposes a bug in our program.
Let’s fix:
importargparseparser=argparse.ArgumentParser()parser.add_argument("square",type=int,help="display a square of a given number")parser.add_argument("-v","--verbosity",action="count",help="increase output verbosity")args=parser.parse_args()answer=args.square**2# bugfix: replace == with >=ifargs.verbosity>=2:print("the square of{} equals{}".format(args.square,answer))elifargs.verbosity>=1:print("{}^2 =={}".format(args.square,answer))else:print(answer)
And this is what it gives:
$python3prog.py4-vvvthesquareof4equals16$python3prog.py4-vvvvthesquareof4equals16$python3prog.py4Traceback(mostrecentcalllast):File"prog.py",line11,in<module>ifargs.verbosity>=2:TypeError:unorderabletypes:NoneType()>=int()
- First output went well, and fixes the bug we had before.That is, we want any value >= 2 to be as verbose as possible.
- Third output not so good.
Let’s fix that bug:
importargparseparser=argparse.ArgumentParser()parser.add_argument("square",type=int,help="display a square of a given number")parser.add_argument("-v","--verbosity",action="count",default=0,help="increase output verbosity")args=parser.parse_args()answer=args.square**2ifargs.verbosity>=2:print("the square of{} equals{}".format(args.square,answer))elifargs.verbosity>=1:print("{}^2 =={}".format(args.square,answer))else:print(answer)
We’ve just introduced yet another keyword,default.We’ve set it to0 in order to make it comparable to the other int values.Remember that by default,if an optional argument isn’t specified,it gets theNone value, and that cannot be compared to an int value(hence theTypeError exception).
And:
$python3prog.py416
You can go quite far just with what we’ve learned so far,and we have only scratched the surface.Theargparse module is very powerful,and we’ll explore a bit more of it before we end this tutorial.
Getting a little more advanced¶
What if we wanted to expand our tiny program to perform other powers,not just squares:
importargparseparser=argparse.ArgumentParser()parser.add_argument("x",type=int,help="the base")parser.add_argument("y",type=int,help="the exponent")parser.add_argument("-v","--verbosity",action="count",default=0)args=parser.parse_args()answer=args.x**args.yifargs.verbosity>=2:print("{} to the power{} equals{}".format(args.x,args.y,answer))elifargs.verbosity>=1:print("{}^{} =={}".format(args.x,args.y,answer))else:print(answer)
Output:
$python3prog.pyusage:prog.py[-h][-v]xyprog.py:error:thefollowingargumentsarerequired:x,y$python3prog.py-husage:prog.py[-h][-v]xypositionalarguments:xthebaseytheexponentoptionalarguments:-h,--helpshowthishelpmessageandexit-v,--verbosity$python3prog.py42-v4^2==16
Notice that so far we’ve been using verbosity level tochange the textthat gets displayed. The following example instead uses verbosity levelto displaymore text instead:
importargparseparser=argparse.ArgumentParser()parser.add_argument("x",type=int,help="the base")parser.add_argument("y",type=int,help="the exponent")parser.add_argument("-v","--verbosity",action="count",default=0)args=parser.parse_args()answer=args.x**args.yifargs.verbosity>=2:print("Running '{}'".format(__file__))ifargs.verbosity>=1:print("{}^{} == ".format(args.x,args.y),end="")print(answer)
Output:
$python3prog.py4216$python3prog.py42-v4^2==16$python3prog.py42-vvRunning'prog.py'4^2==16
Conflicting options¶
So far, we have been working with two methods of anargparse.ArgumentParser instance. Let’s introduce a third one,add_mutually_exclusive_group(). It allows for us to specify options thatconflict with each other. Let’s also change the rest of the program so thatthe new functionality makes more sense:we’ll introduce the--quiet option,which will be the opposite of the--verbose one:
importargparseparser=argparse.ArgumentParser()group=parser.add_mutually_exclusive_group()group.add_argument("-v","--verbose",action="store_true")group.add_argument("-q","--quiet",action="store_true")parser.add_argument("x",type=int,help="the base")parser.add_argument("y",type=int,help="the exponent")args=parser.parse_args()answer=args.x**args.yifargs.quiet:print(answer)elifargs.verbose:print("{} to the power{} equals{}".format(args.x,args.y,answer))else:print("{}^{} =={}".format(args.x,args.y,answer))
Our program is now simpler, and we’ve lost some functionality for the sake ofdemonstration. Anyways, here’s the output:
$python3prog.py424^2==16$python3prog.py42-q16$python3prog.py42-v4tothepower2equals16$python3prog.py42-vqusage:prog.py[-h][-v|-q]xyprog.py:error:argument-q/--quiet:notallowedwithargument-v/--verbose$python3prog.py42-v--quietusage:prog.py[-h][-v|-q]xyprog.py:error:argument-q/--quiet:notallowedwithargument-v/--verbose
That should be easy to follow. I’ve added that last output so you can see thesort of flexibility you get, i.e. mixing long form options with short formones.
Before we conclude, you probably want to tell your users the main purpose ofyour program, just in case they don’t know:
importargparseparser=argparse.ArgumentParser(description="calculate X to the power of Y")group=parser.add_mutually_exclusive_group()group.add_argument("-v","--verbose",action="store_true")group.add_argument("-q","--quiet",action="store_true")parser.add_argument("x",type=int,help="the base")parser.add_argument("y",type=int,help="the exponent")args=parser.parse_args()answer=args.x**args.yifargs.quiet:print(answer)elifargs.verbose:print("{} to the power{} equals{}".format(args.x,args.y,answer))else:print("{}^{} =={}".format(args.x,args.y,answer))
Note that slight difference in the usage text. Note the[-v|-q],which tells us that we can either use-v or-q,but not both at the same time:
$python3prog.py--helpusage:prog.py[-h][-v|-q]xycalculateXtothepowerofYpositionalarguments:xthebaseytheexponentoptionalarguments:-h,--helpshowthishelpmessageandexit-v,--verbose-q,--quiet
