\section{\module{doctest} --- Test docstrings represent reality} \declaremodule{standard}{doctest} \moduleauthor{Tim Peters}{tim_one@users.sourceforge.net} \sectionauthor{Tim Peters}{tim_one@users.sourceforge.net} \sectionauthor{Moshe Zadka}{moshez@debian.org} \modulesynopsis{A framework for verifying examples in docstrings.} The \module{doctest} module searches a module's docstrings for text that looks like an interactive Python session, then executes all such sessions to verify they still work exactly as shown. Here's a complete but small example: \begin{verbatim} """ This is module example. Example supplies one function, factorial. For example, >>> factorial(5) 120 """ def factorial(n): """Return the factorial of n, an exact integer >= 0. If the result is small enough to fit in an int, return an int. Else return a long. >>> [factorial(n) for n in range(6)] [1, 1, 2, 6, 24, 120] >>> [factorial(long(n)) for n in range(6)] [1, 1, 2, 6, 24, 120] >>> factorial(30) 265252859812191058636308480000000L >>> factorial(30L) 265252859812191058636308480000000L >>> factorial(-1) Traceback (most recent call last): ... ValueError: n must be >= 0 Factorials of floats are OK, but the float must be an exact integer: >>> factorial(30.1) Traceback (most recent call last): ... ValueError: n must be exact integer >>> factorial(30.0) 265252859812191058636308480000000L It must also not be ridiculously large: >>> factorial(1e100) Traceback (most recent call last): ... OverflowError: n too large """ \end{verbatim} % allow LaTeX to break here. \begin{verbatim} import math if not n >= 0: raise ValueError("n must be >= 0") if math.floor(n) != n: raise ValueError("n must be exact integer") if n+1 == n: # catch a value like 1e300 raise OverflowError("n too large") result = 1 factor = 2 while factor <= n: try: result *= factor except OverflowError: result *= long(factor) factor += 1 return result def _test(): import doctest return doctest.testmod() if __name__ == "__main__": _test() \end{verbatim} If you run \file{example.py} directly from the command line, \module{doctest} works its magic: \begin{verbatim} $ python example.py $ \end{verbatim} There's no output! That's normal, and it means all the examples worked. Pass \programopt{-v} to the script, and \module{doctest} prints a detailed log of what it's trying, and prints a summary at the end: \begin{verbatim} $ python example.py -v Trying: factorial(5) Expecting: 120 ok Trying: [factorial(n) for n in range(6)] Expecting: [1, 1, 2, 6, 24, 120] ok Trying: [factorial(long(n)) for n in range(6)] Expecting: [1, 1, 2, 6, 24, 120] ok \end{verbatim} And so on, eventually ending with: \begin{verbatim} Trying: factorial(1e100) Expecting: Traceback (most recent call last): ... OverflowError: n too large ok 2 items passed all tests: 1 tests in example 8 tests in example.factorial 9 tests in 2 items. 9 passed and 0 failed. Test passed. $ \end{verbatim} That's all you need to know to start making productive use of \module{doctest}! Jump in. The following sections provide full details. Note that there are many examples of doctests in the standard Python test suite and libraries. \subsection{Simple Usage} The simplest way to start using doctest (but not necessarily the way you'll continue to do it) is to end each module \module{M} with: \begin{verbatim} def _test(): import doctest return doctest.testmod() if __name__ == "__main__": _test() \end{verbatim} \module{doctest} then examines docstrings in the module calling \function{testmod()}. Running the module as a script causes the examples in the docstrings to get executed and verified: \begin{verbatim} python M.py \end{verbatim} This won't display anything unless an example fails, in which case the failing example(s) and the cause(s) of the failure(s) are printed to stdout, and the final line of output is \samp{'***Test Failed*** \var{N} failures.'}, where \var{N} is the number of examples that failed. Run it with the \programopt{-v} switch instead: \begin{verbatim} python M.py -v \end{verbatim} and a detailed report of all examples tried is printed to standard output, along with assorted summaries at the end. You can force verbose mode by passing \code{verbose=True} to \function{testmod()}, or prohibit it by passing \code{verbose=False}. In either of those cases, \code{sys.argv} is not examined by \function{testmod()}. In any case, \function{testmod()} returns a 2-tuple of ints \code{(\var{f}, \var{t})}, where \var{f} is the number of docstring examples that failed and \var{t} is the total number of docstring examples attempted. \subsection{Which Docstrings Are Examined?} The module docstring, and all function, class and method docstrings are searched. Objects imported into the module are not searched. In addition, if \code{M.__test__} exists and "is true", it must be a dict, and each entry maps a (string) name to a function object, class object, or string. Function and class object docstrings found from \code{M.__test__} are searched, and strings are treated as if they were docstrings. In output, a key \code{K} in \code{M.__test__} appears with name \begin{verbatim} .__test__.K \end{verbatim} Any classes found are recursively searched similarly, to test docstrings in their contained methods and nested classes. \versionchanged[A "private name" concept is deprecated and no longer documented]{2.4} \subsection{What's the Execution Context?} By default, each time \function{testmod()} finds a docstring to test, it uses a \emph{shallow copy} of \module{M}'s globals, so that running tests doesn't change the module's real globals, and so that one test in \module{M} can't leave behind crumbs that accidentally allow another test to work. This means examples can freely use any names defined at top-level in \module{M}, and names defined earlier in the docstring being run. Examples cannot see names defined in other docstrings. You can force use of your own dict as the execution context by passing \code{globs=your_dict} to \function{testmod()} instead. \subsection{What About Exceptions?} No problem: just paste in the expected traceback. Since tracebacks contain details that are likely to change rapidly (for example, exact file paths and line numbers), this is one case where doctest works hard to be flexible in what it accepts. This makes the full story involved, but you really don't have to remember much. Simple example: \begin{verbatim} >>> [1, 2, 3].remove(42) Traceback (most recent call last): File "", line 1, in ? ValueError: list.remove(x): x not in list \end{verbatim} That doctest succeeds if, and only if, \exception{ValueError} is raised, with the \samp{list.remove(x): x not in list} detail as shown. The expected output for an exception is divided into four parts. First, an example may produce some normal output before an exception is raised, although that's unusual. The "normal output" is taken to be everything until the first "Traceback" line, and is usually an empty string. Next, the traceback line must be one of these two, and indented the same as the first line in the example: \begin{verbatim} Traceback (most recent call last): Traceback (innermost last): \end{verbatim} The most interesting part is the last part: the line(s) starting with the exception type and detail. This is usually the last line of a traceback, but can extend across any number of lines. After the "Traceback" line, doctest simply ignores everything until the first line indented the same as the first line of the example, \emph{and} starting with an alphanumeric character. This example illustrates the complexities that are possible: \begin{verbatim} >>> print 1, 2; raise ValueError('printed 1\nand 2\n but not 3') 1 2 Traceback (most recent call last): ... indented the same, but doesn't start with an alphanumeric not indented the same, so ignored too File "/Python23/lib/doctest.py", line 442, in _run_examples_inner compileflags, 1) in globs File "", line 1, in ? # and all these are ignored ValueError: printed 1 and 2 but not 3 \end{verbatim} The first (\samp{1 2}) and last three (starting with \exception{ValueError}) lines are compared, and the rest are ignored. Best practice is to omit the ``File'' lines, unless they add significant documentation value to the example. So the example above is probably better as: \begin{verbatim} >>> print 1, 2; raise ValueError('printed 1\nand 2\n but not 3') 1 2 Traceback (most recent call last): ... ValueError: printed 1 and 2 but not 3 \end{verbatim} Note the tracebacks are treated very specially. In particular, in the rewritten example, the use of \samp{...} is independent of doctest's \constant{ELLIPSIS} option. The ellipsis in that example could be left out, or could just as well be three (or three hundred) commas. \versionchanged[The abilities to check both normal output and an exception in a single example, and to have a multi-line exception detail, were added]{2.4} \subsection{Option Flags and Directive Names\label{doctest-options}} A number of option flags control various aspects of doctest's comparison behavior. Symbolic names for the flags are supplied as module constants, which can be or'ed together and passed to various functions. The names can also be used in doctest directives. \begin{datadesc}{DONT_ACCEPT_TRUE_FOR_1} By default, if an expected output block contains just \code{1}, an actual output block containing just \code{1} or just \code{True} is considered to be a match, and similarly for \code{0} versus \code{False}. When \constant{DONT_ACCEPT_TRUE_FOR_1} is specified, neither substitution is allowed. The default behavior caters to that Python changed the return type of many functions from integer to boolean; doctests expecting "little integer" output still work in these cases. This option will probably go away, but not for several years. \end{datadesc} \begin{datadesc}{DONT_ACCEPT_BLANKLINE} By default, if an expected output block contains a line containing only the string \code{}, then that line will match a blank line in the actual output. Because a genuinely blank line delimits the expected output, this is the only way to communicate that a blank line is expected. When \constant{DONT_ACCEPT_BLANKLINE} is specified, this substitution is not allowed. \end{datadesc} \begin{datadesc}{NORMALIZE_WHITESPACE} When specified, all sequences of whitespace (blanks and newlines) are treated as equal. Any sequence of whitespace within the expected output will match any sequence of whitespace within the actual output. By default, whitespace must match exactly. \constant{NORMALIZE_WHITESPACE} is especially useful when a line of expected output is very long, and you want to wrap it across multiple lines in your source. \end{datadesc} \begin{datadesc}{ELLIPSIS} When specified, an ellipsis marker (\code{...}) in the expected output can match any substring in the actual output. This includes substrings that span line boundaries, so it's best to keep usage of this simple. Complicated uses can lead to the same kinds of surprises that \regexp{.*} is prone to in regular expressions. \end{datadesc} \begin{datadesc}{UNIFIED_DIFF} When specified, failures that involve multi-line expected and actual outputs are displayed using a unified diff. \end{datadesc} \begin{datadesc}{CONTEXT_DIFF} When specified, failures that involve multi-line expected and actual outputs will be displayed using a context diff. \end{datadesc} \versionchanged[Constants \constant{DONT_ACCEPT_BLANKLINE}, \constant{NORMALIZE_WHITESPACE}, \constant{ELLIPSIS}, \constant{UNIFIED_DIFF}, and \constant{CONTEXT_DIFF} were added, and by default \code{} in expected output matches an empty line in actual output]{2.4} \subsection{Advanced Usage} Several module level functions are available for controlling how doctests are run. \begin{funcdesc}{debug}{module, name} Debug a single docstring containing doctests. Provide the \var{module} (or dotted name of the module) containing the docstring to be debugged and the \var{name} (within the module) of the object with the docstring to be debugged. The doctest examples are extracted (see function \function{testsource()}), and written to a temporary file. The Python debugger, \refmodule{pdb}, is then invoked on that file. \versionadded{2.3} \end{funcdesc} \begin{funcdesc}{testmod}{\optional{m}\optional{, name}\optional{, globs}\optional{, verbose}\optional{, isprivate}\optional{, report}\optional{, optionflags}\optional{, extraglobs}\optional{, raise_on_error}} All arguments are optional, and all except for \var{m} should be specified in keyword form. Test examples in docstrings in functions and classes reachable from module \var{m} (or the current module if \var{m} is not supplied or is \code{None}), starting with \code{\var{m}.__doc__}. Also test examples reachable from dict \code{\var{m}.__test__}, if it exists and is not \code{None}. \code{\var{m}.__test__} maps names (strings) to functions, classes and strings; function and class docstrings are searched for examples; strings are searched directly, as if they were docstrings. Only docstrings attached to objects belonging to module \var{m} are searched. Return \samp{(\var{failure_count}, \var{test_count})}. Optional argument \var{name} gives the name of the module; by default, or if \code{None}, \code{\var{m}.__name__} is used. Optional argument \var{globs} gives a dict to be used as the globals when executing examples; by default, or if \code{None}, \code{\var{m}.__dict__} is used. A new shallow copy of this dict is created for each docstring with examples, so that each docstring's examples start with a clean slate. Optional argument \var{extraglobs} gives a dict merged into the globals used to execute examples. This works like \method{dict.update()}: if \var{globs} and \var{extraglobs} have a common key, the associated value in \var{extraglobs} appears in the combined dict. By default, or if \code{None}, no extra globals are used. This is an advanced feature that allows parameterization of doctests. For example, a doctest can be written for a base class, using a generic name for the class, then reused to test any number of subclasses by passing an \var{extraglobs} dict mapping the generic name to the subclass to be tested. Optional argument \var{verbose} prints lots of stuff if true, and prints only failures if false; by default, or if \code{None}, it's true if and only if \code{'-v'} is in \code{sys.argv}. Optional argument \var{report} prints a summary at the end when true, else prints nothing at the end. In verbose mode, the summary is detailed, else the summary is very brief (in fact, empty if all tests passed). Optional argument \var{optionflags} or's together option flags. See see section \ref{doctest-options}. Optional argument \var{raise_on_error} defaults to false. If true, an exception is raised upon the first failure or unexpected exception in an example. This allows failures to be post-mortem debugged. Default behavior is to continue running examples. Optional argument \var{isprivate} specifies a function used to determine whether a name is private. The default function treats all names as public. \var{isprivate} can be set to \code{doctest.is_private} to skip over names that are private according to Python's underscore naming convention. \deprecated{2.4}{\var{isprivate} was a stupid idea -- don't use it. If you need to skip tests based on name, filter the list returned by \code{DocTestFinder.find()} instead.} \versionchanged[The parameter \var{optionflags} was added]{2.3} \versionchanged[The parameters \var{extraglobs} and \var{raise_on_error} were added]{2.4} \end{funcdesc} \begin{funcdesc}{testsource}{module, name} Extract the doctest examples from a docstring. Provide the \var{module} (or dotted name of the module) containing the tests to be extracted and the \var{name} (within the module) of the object with the docstring containing the tests to be extracted. The doctest examples are returned as a string containing Python code. The expected output blocks in the examples are converted to Python comments. \versionadded{2.3} \end{funcdesc} \begin{funcdesc}{DocTestSuite}{\optional{module}} Convert doctest tests for a module to a \class{\refmodule{unittest}.TestSuite}. The returned \class{TestSuite} is to be run by the unittest framework and runs each doctest in the module. If any of the doctests fail, then the synthesized unit test fails, and a \exception{DocTestTestFailure} exception is raised showing the name of the file containing the test and a (sometimes approximate) line number. The optional \var{module} argument provides the module to be tested. It can be a module object or a (possibly dotted) module name. If not specified, the module calling this function is used. Example using one of the many ways that the \refmodule{unittest} module can use a \class{TestSuite}: \begin{verbatim} import unittest import doctest import my_module_with_doctests suite = doctest.DocTestSuite(my_module_with_doctests) runner = unittest.TextTestRunner() runner.run(suite) \end{verbatim} \versionadded{2.3} \warning{This function does not currently search \code{M.__test__} and its search technique does not exactly match \function{testmod()} in every detail. Future versions will bring the two into convergence.} \end{funcdesc} \subsection{How are Docstring Examples Recognized?} In most cases a copy-and-paste of an interactive console session works fine, but doctest isn't trying to do an exact emulation of any specific Python shell. All hard tab characters are expanded to spaces, using 8-column tab stops. If you don't believe tabs should mean that, too bad: don't use hard tabs, or write your own \class{DocTestParser} class. \versionchanged[Expanding tabs to spaces is new; previous versions tried to preserve hard tabs, with confusing results]{2.4} \begin{verbatim} >>> # comments are ignored >>> x = 12 >>> x 12 >>> if x == 13: ... print "yes" ... else: ... print "no" ... print "NO" ... print "NO!!!" ... no NO NO!!! >>> \end{verbatim} Any expected output must immediately follow the final \code{'>\code{>}>~'} or \code{'...~'} line containing the code, and the expected output (if any) extends to the next \code{'>\code{>}>~'} or all-whitespace line. The fine print: \begin{itemize} \item Expected output cannot contain an all-whitespace line, since such a line is taken to signal the end of expected output. If expected output does contain a blank line, put \code{} in your doctest example each place a blank line is expected. \versionchanged[\code{} was added; there was no way to use expected output containing empty lines in previous versions]{2.4} \item Output to stdout is captured, but not output to stderr (exception tracebacks are captured via a different means). \item If you continue a line via backslashing in an interactive session, or for any other reason use a backslash, you should use a raw docstring, which will preserve your backslahses exactly as you type them: \begin{verbatim} >>> def f(x): ... r'''Backslashes in a raw docstring: m\n''' >>> print f.__doc__ Backslashes in a raw docstring: m\n \end{verbatim} Otherwise, the backslash will be interpreted as part of the string. E.g., the "\textbackslash" above would be interpreted as a newline character. Alternatively, you can double each backslash in the doctest version (and not use a raw string): \begin{verbatim} >>> def f(x): ... '''Backslashes in a raw docstring: m\\n''' >>> print f.__doc__ Backslashes in a raw docstring: m\n \end{verbatim} \item The starting column doesn't matter: \begin{verbatim} >>> assert "Easy!" >>> import math >>> math.floor(1.9) 1.0 \end{verbatim} and as many leading whitespace characters are stripped from the expected output as appeared in the initial \code{'>\code{>}>~'} line that started the example. \end{itemize} \subsection{Warnings} \begin{enumerate} \item \module{doctest} is serious about requiring exact matches in expected output. If even a single character doesn't match, the test fails. This will probably surprise you a few times, as you learn exactly what Python does and doesn't guarantee about output. For example, when printing a dict, Python doesn't guarantee that the key-value pairs will be printed in any particular order, so a test like % Hey! What happened to Monty Python examples? % Tim: ask Guido -- it's his example! \begin{verbatim} >>> foo() {"Hermione": "hippogryph", "Harry": "broomstick"} >>> \end{verbatim} is vulnerable! One workaround is to do \begin{verbatim} >>> foo() == {"Hermione": "hippogryph", "Harry": "broomstick"} True >>> \end{verbatim} instead. Another is to do \begin{verbatim} >>> d = foo().items() >>> d.sort() >>> d [('Harry', 'broomstick'), ('Hermione', 'hippogryph')] \end{verbatim} There are others, but you get the idea. Another bad idea is to print things that embed an object address, like \begin{verbatim} >>> id(1.0) # certain to fail some of the time 7948648 >>> \end{verbatim} Floating-point numbers are also subject to small output variations across platforms, because Python defers to the platform C library for float formatting, and C libraries vary widely in quality here. \begin{verbatim} >>> 1./7 # risky 0.14285714285714285 >>> print 1./7 # safer 0.142857142857 >>> print round(1./7, 6) # much safer 0.142857 \end{verbatim} Numbers of the form \code{I/2.**J} are safe across all platforms, and I often contrive doctest examples to produce numbers of that form: \begin{verbatim} >>> 3./4 # utterly safe 0.75 \end{verbatim} Simple fractions are also easier for people to understand, and that makes for better documentation. \item Be careful if you have code that must only execute once. If you have module-level code that must only execute once, a more foolproof definition of \function{_test()} is \begin{verbatim} def _test(): import doctest, sys doctest.testmod() \end{verbatim} \item WYSIWYG isn't always the case, starting in Python 2.3. The string form of boolean results changed from \code{'0'} and \code{'1'} to \code{'False'} and \code{'True'} in Python 2.3. This makes it clumsy to write a doctest showing boolean results that passes under multiple versions of Python. In Python 2.3, by default, and as a special case, if an expected output block consists solely of \code{'0'} and the actual output block consists solely of \code{'False'}, that's accepted as an exact match, and similarly for \code{'1'} versus \code{'True'}. This behavior can be turned off by passing the new (in 2.3) module constant \constant{DONT_ACCEPT_TRUE_FOR_1} as the value of \function{testmod()}'s new (in 2.3) optional \var{optionflags} argument. Some years after the integer spellings of booleans are history, this hack will probably be removed again. \end{enumerate} \subsection{Soapbox} The first word in ``doctest'' is ``doc,'' and that's why the author wrote \refmodule{doctest}: to keep documentation up to date. It so happens that \refmodule{doctest} makes a pleasant unit testing environment, but that's not its primary purpose. Choose docstring examples with care. There's an art to this that needs to be learned---it may not be natural at first. Examples should add genuine value to the documentation. A good example can often be worth many words. If possible, show just a few normal cases, show endcases, show interesting subtle cases, and show an example of each kind of exception that can be raised. You're probably testing for endcases and subtle cases anyway in an interactive shell: \refmodule{doctest} wants to make it as easy as possible to capture those sessions, and will verify they continue to work as designed forever after. If done with care, the examples will be invaluable for your users, and will pay back the time it takes to collect them many times over as the years go by and things change. I'm still amazed at how often one of my \refmodule{doctest} examples stops working after a ``harmless'' change. For exhaustive testing, or testing boring cases that add no value to the docs, define a \code{__test__} dict instead. That's what it's for.