|  | 
 | :mod:`inspect` --- Inspect live objects | 
 | ======================================= | 
 |  | 
 | .. module:: inspect | 
 |    :synopsis: Extract information and source code from live objects. | 
 | .. moduleauthor:: Ka-Ping Yee <ping@lfw.org> | 
 | .. sectionauthor:: Ka-Ping Yee <ping@lfw.org> | 
 |  | 
 |  | 
 | The :mod:`inspect` module provides several useful functions to help get | 
 | information about live objects such as modules, classes, methods, functions, | 
 | tracebacks, frame objects, and code objects.  For example, it can help you | 
 | examine the contents of a class, retrieve the source code of a method, extract | 
 | and format the argument list for a function, or get all the information you need | 
 | to display a detailed traceback. | 
 |  | 
 | There are four main kinds of services provided by this module: type checking, | 
 | getting source code, inspecting classes and functions, and examining the | 
 | interpreter stack. | 
 |  | 
 |  | 
 | .. _inspect-types: | 
 |  | 
 | Types and members | 
 | ----------------- | 
 |  | 
 | The :func:`getmembers` function retrieves the members of an object such as a | 
 | class or module. The sixteen functions whose names begin with "is" are mainly | 
 | provided as convenient choices for the second argument to :func:`getmembers`. | 
 | They also help you determine when you can expect to find the following special | 
 | attributes: | 
 |  | 
 | +-----------+-----------------+---------------------------+ | 
 | | Type      | Attribute       | Description               | | 
 | +===========+=================+===========================+ | 
 | | module    | __doc__         | documentation string      | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __file__        | filename (missing for     | | 
 | |           |                 | built-in modules)         | | 
 | +-----------+-----------------+---------------------------+ | 
 | | class     | __doc__         | documentation string      | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __module__      | name of module in which   | | 
 | |           |                 | this class was defined    | | 
 | +-----------+-----------------+---------------------------+ | 
 | | method    | __doc__         | documentation string      | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __name__        | name with which this      | | 
 | |           |                 | method was defined        | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __func__        | function object           | | 
 | |           |                 | containing implementation | | 
 | |           |                 | of method                 | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __self__        | instance to which this    | | 
 | |           |                 | method is bound, or       | | 
 | |           |                 | ``None``                  | | 
 | +-----------+-----------------+---------------------------+ | 
 | | function  | __doc__         | documentation string      | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __name__        | name with which this      | | 
 | |           |                 | function was defined      | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __code__        | code object containing    | | 
 | |           |                 | compiled function         | | 
 | |           |                 | :term:`bytecode`          | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __defaults__    | tuple of any default      | | 
 | |           |                 | values for arguments      | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __globals__     | global namespace in which | | 
 | |           |                 | this function was defined | | 
 | +-----------+-----------------+---------------------------+ | 
 | | traceback | tb_frame        | frame object at this      | | 
 | |           |                 | level                     | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | tb_lasti        | index of last attempted   | | 
 | |           |                 | instruction in bytecode   | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | tb_lineno       | current line number in    | | 
 | |           |                 | Python source code        | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | tb_next         | next inner traceback      | | 
 | |           |                 | object (called by this    | | 
 | |           |                 | level)                    | | 
 | +-----------+-----------------+---------------------------+ | 
 | | frame     | f_back          | next outer frame object   | | 
 | |           |                 | (this frame's caller)     | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | f_builtins      | built-in namespace seen   | | 
 | |           |                 | by this frame             | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | f_code          | code object being         | | 
 | |           |                 | executed in this frame    | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | f_globals       | global namespace seen by  | | 
 | |           |                 | this frame                | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | f_lasti         | index of last attempted   | | 
 | |           |                 | instruction in bytecode   | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | f_lineno        | current line number in    | | 
 | |           |                 | Python source code        | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | f_locals        | local namespace seen by   | | 
 | |           |                 | this frame                | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | f_restricted    | 0 or 1 if frame is in     | | 
 | |           |                 | restricted execution mode | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | f_trace         | tracing function for this | | 
 | |           |                 | frame, or ``None``        | | 
 | +-----------+-----------------+---------------------------+ | 
 | | code      | co_argcount     | number of arguments (not  | | 
 | |           |                 | including \* or \*\*      | | 
 | |           |                 | args)                     | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_code         | string of raw compiled    | | 
 | |           |                 | bytecode                  | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_consts       | tuple of constants used   | | 
 | |           |                 | in the bytecode           | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_filename     | name of file in which     | | 
 | |           |                 | this code object was      | | 
 | |           |                 | created                   | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_firstlineno  | number of first line in   | | 
 | |           |                 | Python source code        | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_flags        | bitmap: 1=optimized ``|`` | | 
 | |           |                 | 2=newlocals ``|`` 4=\*arg | | 
 | |           |                 | ``|`` 8=\*\*arg           | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_lnotab       | encoded mapping of line   | | 
 | |           |                 | numbers to bytecode       | | 
 | |           |                 | indices                   | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_name         | name with which this code | | 
 | |           |                 | object was defined        | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_names        | tuple of names of local   | | 
 | |           |                 | variables                 | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_nlocals      | number of local variables | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_stacksize    | virtual machine stack     | | 
 | |           |                 | space required            | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | co_varnames     | tuple of names of         | | 
 | |           |                 | arguments and local       | | 
 | |           |                 | variables                 | | 
 | +-----------+-----------------+---------------------------+ | 
 | | builtin   | __doc__         | documentation string      | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __name__        | original name of this     | | 
 | |           |                 | function or method        | | 
 | +-----------+-----------------+---------------------------+ | 
 | |           | __self__        | instance to which a       | | 
 | |           |                 | method is bound, or       | | 
 | |           |                 | ``None``                  | | 
 | +-----------+-----------------+---------------------------+ | 
 |  | 
 |  | 
 | .. function:: getmembers(object[, predicate]) | 
 |  | 
 |    Return all the members of an object in a list of (name, value) pairs sorted by | 
 |    name.  If the optional *predicate* argument is supplied, only members for which | 
 |    the predicate returns a true value are included. | 
 |  | 
 |    .. note:: | 
 |  | 
 |       :func:`getmembers` does not return metaclass attributes when the argument | 
 |       is a class (this behavior is inherited from the :func:`dir` function). | 
 |  | 
 |  | 
 | .. function:: getmoduleinfo(path) | 
 |  | 
 |    Returns a :term:`named tuple` ``ModuleInfo(name, suffix, mode, | 
 |    module_type)`` of values that describe how Python will interpret the file | 
 |    identified by *path* if it is a module, or ``None`` if it would not be | 
 |    identified as a module.  The return tuple is ``(name, suffix, mode, mtype)``, | 
 |    where *name* is the name of the module without the name of any enclosing | 
 |    package, *suffix* is the trailing part of the file name (which may not be a | 
 |    dot-delimited extension), *mode* is the :func:`open` mode that would be used | 
 |    (``'r'`` or ``'rb'``), and *mtype* is an integer giving the type of the | 
 |    module.  *mtype* will have a value which can be compared to the constants | 
 |    defined in the :mod:`imp` module; see the documentation for that module for | 
 |    more information on module types. | 
 |  | 
 |  | 
 | .. function:: getmodulename(path) | 
 |  | 
 |    Return the name of the module named by the file *path*, without including the | 
 |    names of enclosing packages.  This uses the same algorithm as the interpreter | 
 |    uses when searching for modules.  If the name cannot be matched according to the | 
 |    interpreter's rules, ``None`` is returned. | 
 |  | 
 |  | 
 | .. function:: ismodule(object) | 
 |  | 
 |    Return true if the object is a module. | 
 |  | 
 |  | 
 | .. function:: isclass(object) | 
 |  | 
 |    Return true if the object is a class. | 
 |  | 
 |  | 
 | .. function:: ismethod(object) | 
 |  | 
 |    Return true if the object is a method. | 
 |  | 
 |  | 
 | .. function:: isfunction(object) | 
 |  | 
 |    Return true if the object is a Python function or unnamed (:term:`lambda`) function. | 
 |  | 
 |  | 
 | .. function:: isgeneratorfunction(object) | 
 |  | 
 |    Return true if the object is a Python generator function. | 
 |  | 
 |  | 
 | .. function:: isgenerator(object) | 
 |  | 
 |    Return true if the object is a generator. | 
 |  | 
 |  | 
 | .. function:: istraceback(object) | 
 |  | 
 |    Return true if the object is a traceback. | 
 |  | 
 |  | 
 | .. function:: isframe(object) | 
 |  | 
 |    Return true if the object is a frame. | 
 |  | 
 |  | 
 | .. function:: iscode(object) | 
 |  | 
 |    Return true if the object is a code. | 
 |  | 
 |  | 
 | .. function:: isbuiltin(object) | 
 |  | 
 |    Return true if the object is a built-in function. | 
 |  | 
 |  | 
 | .. function:: isroutine(object) | 
 |  | 
 |    Return true if the object is a user-defined or built-in function or method. | 
 |  | 
 | .. function:: isabstract(object) | 
 |  | 
 |    Return true if the object is an abstract base class. | 
 |  | 
 |  | 
 | .. function:: ismethoddescriptor(object) | 
 |  | 
 |    Return true if the object is a method descriptor, but not if :func:`ismethod` | 
 |    or :func:`isclass` or :func:`isfunction` are true. | 
 |  | 
 |    This, for example, is true of ``int.__add__``.  An object passing this test | 
 |    has a :attr:`__get__` attribute but not a :attr:`__set__` attribute, but | 
 |    beyond that the set of attributes varies.  :attr:`__name__` is usually | 
 |    sensible, and :attr:`__doc__` often is. | 
 |  | 
 |    Methods implemented via descriptors that also pass one of the other tests | 
 |    return false from the :func:`ismethoddescriptor` test, simply because the | 
 |    other tests promise more -- you can, e.g., count on having the | 
 |    :attr:`__func__` attribute (etc) when an object passes :func:`ismethod`. | 
 |  | 
 |  | 
 | .. function:: isdatadescriptor(object) | 
 |  | 
 |    Return true if the object is a data descriptor. | 
 |  | 
 |    Data descriptors have both a :attr:`__get__` and a :attr:`__set__` attribute. | 
 |    Examples are properties (defined in Python), getsets, and members.  The | 
 |    latter two are defined in C and there are more specific tests available for | 
 |    those types, which is robust across Python implementations.  Typically, data | 
 |    descriptors will also have :attr:`__name__` and :attr:`__doc__` attributes | 
 |    (properties, getsets, and members have both of these attributes), but this is | 
 |    not guaranteed. | 
 |  | 
 |  | 
 | .. function:: isgetsetdescriptor(object) | 
 |  | 
 |    Return true if the object is a getset descriptor. | 
 |  | 
 |    getsets are attributes defined in extension modules via ``PyGetSetDef`` | 
 |    structures.  For Python implementations without such types, this method will | 
 |    always return ``False``. | 
 |  | 
 |  | 
 | .. function:: ismemberdescriptor(object) | 
 |  | 
 |    Return true if the object is a member descriptor. | 
 |  | 
 |    Member descriptors are attributes defined in extension modules via | 
 |    ``PyMemberDef`` structures.  For Python implementations without such types, | 
 |    this method will always return ``False``. | 
 |  | 
 |  | 
 | .. _inspect-source: | 
 |  | 
 | Retrieving source code | 
 | ---------------------- | 
 |  | 
 | .. function:: getdoc(object) | 
 |  | 
 |    Get the documentation string for an object, cleaned up with :func:`cleandoc`. | 
 |  | 
 |  | 
 | .. function:: getcomments(object) | 
 |  | 
 |    Return in a single string any lines of comments immediately preceding the | 
 |    object's source code (for a class, function, or method), or at the top of the | 
 |    Python source file (if the object is a module). | 
 |  | 
 |  | 
 | .. function:: getfile(object) | 
 |  | 
 |    Return the name of the (text or binary) file in which an object was defined. | 
 |    This will fail with a :exc:`TypeError` if the object is a built-in module, | 
 |    class, or function. | 
 |  | 
 |  | 
 | .. function:: getmodule(object) | 
 |  | 
 |    Try to guess which module an object was defined in. | 
 |  | 
 |  | 
 | .. function:: getsourcefile(object) | 
 |  | 
 |    Return the name of the Python source file in which an object was defined.  This | 
 |    will fail with a :exc:`TypeError` if the object is a built-in module, class, or | 
 |    function. | 
 |  | 
 |  | 
 | .. function:: getsourcelines(object) | 
 |  | 
 |    Return a list of source lines and starting line number for an object. The | 
 |    argument may be a module, class, method, function, traceback, frame, or code | 
 |    object.  The source code is returned as a list of the lines corresponding to the | 
 |    object and the line number indicates where in the original source file the first | 
 |    line of code was found.  An :exc:`IOError` is raised if the source code cannot | 
 |    be retrieved. | 
 |  | 
 |  | 
 | .. function:: getsource(object) | 
 |  | 
 |    Return the text of the source code for an object. The argument may be a module, | 
 |    class, method, function, traceback, frame, or code object.  The source code is | 
 |    returned as a single string.  An :exc:`IOError` is raised if the source code | 
 |    cannot be retrieved. | 
 |  | 
 |  | 
 | .. function:: cleandoc(doc) | 
 |  | 
 |    Clean up indentation from docstrings that are indented to line up with blocks | 
 |    of code.  Any whitespace that can be uniformly removed from the second line | 
 |    onwards is removed.  Also, all tabs are expanded to spaces. | 
 |  | 
 |  | 
 | .. _inspect-classes-functions: | 
 |  | 
 | Classes and functions | 
 | --------------------- | 
 |  | 
 |  | 
 | .. function:: getclasstree(classes[, unique]) | 
 |  | 
 |    Arrange the given list of classes into a hierarchy of nested lists. Where a | 
 |    nested list appears, it contains classes derived from the class whose entry | 
 |    immediately precedes the list.  Each entry is a 2-tuple containing a class and a | 
 |    tuple of its base classes.  If the *unique* argument is true, exactly one entry | 
 |    appears in the returned structure for each class in the given list.  Otherwise, | 
 |    classes using multiple inheritance and their descendants will appear multiple | 
 |    times. | 
 |  | 
 |  | 
 | .. function:: getargspec(func) | 
 |  | 
 |    Get the names and default values of a function's arguments. A  | 
 |    :term:`named tuple` ``ArgSpec(args, varargs, keywords, | 
 |    defaults)`` is returned. *args* is a list of | 
 |    the argument names. *varargs* and *varkw* are the names of the ``*`` and | 
 |    ``**`` arguments or ``None``. *defaults* is a tuple of default argument | 
 |    values or None if there are no default arguments; if this tuple has *n* | 
 |    elements, they correspond to the last *n* elements listed in *args*. | 
 |  | 
 |    .. deprecated:: 3.0 | 
 |       Use :func:`getfullargspec` instead, which provides information about | 
 |       keyword-only arguments. | 
 |  | 
 |  | 
 | .. function:: getfullargspec(func) | 
 |  | 
 |    Get the names and default values of a function's arguments.  A :term:`named tuple` | 
 |    is returned: | 
 |  | 
 |    ``FullArgSpec(args, varargs, varkw, defaults, kwonlyargs, kwonlydefaults, annotations)`` | 
 |  | 
 |    *args* is a list of the argument names.  *varargs* and *varkw* are the names | 
 |    of the ``*`` and ``**`` arguments or ``None``.  *defaults* is an n-tuple of | 
 |    the default values of the last n arguments.  *kwonlyargs* is a list of | 
 |    keyword-only argument names.  *kwonlydefaults* is a dictionary mapping names | 
 |    from kwonlyargs to defaults.  *annotations* is a dictionary mapping argument | 
 |    names to annotations. | 
 |  | 
 |    The first four items in the tuple correspond to :func:`getargspec`. | 
 |  | 
 |  | 
 | .. function:: getargvalues(frame) | 
 |  | 
 |    Get information about arguments passed into a particular frame. A :term:`named tuple`  | 
 |    ``ArgInfo(args, varargs, keywords, locals)`` is returned. *args* is a list of the | 
 |    argument names (it may contain nested lists). *varargs* and *varkw* are the | 
 |    names of the ``*`` and ``**`` arguments or ``None``. *locals* is the locals | 
 |    dictionary of the given frame. | 
 |  | 
 |  | 
 | .. function:: formatargspec(args[, varargs, varkw, defaults, formatarg, formatvarargs, formatvarkw, formatvalue, join]) | 
 |  | 
 |    Format a pretty argument spec from the four values returned by | 
 |    :func:`getargspec`.  The format\* arguments are the corresponding optional | 
 |    formatting functions that are called to turn names and values into strings. | 
 |  | 
 |  | 
 | .. function:: formatargvalues(args[, varargs, varkw, locals, formatarg, formatvarargs, formatvarkw, formatvalue, join]) | 
 |  | 
 |    Format a pretty argument spec from the four values returned by | 
 |    :func:`getargvalues`.  The format\* arguments are the corresponding optional | 
 |    formatting functions that are called to turn names and values into strings. | 
 |  | 
 |  | 
 | .. function:: getmro(cls) | 
 |  | 
 |    Return a tuple of class cls's base classes, including cls, in method resolution | 
 |    order.  No class appears more than once in this tuple. Note that the method | 
 |    resolution order depends on cls's type.  Unless a very peculiar user-defined | 
 |    metatype is in use, cls will be the first element of the tuple. | 
 |  | 
 |  | 
 | .. _inspect-stack: | 
 |  | 
 | The interpreter stack | 
 | --------------------- | 
 |  | 
 | When the following functions return "frame records," each record is a tuple of | 
 | six items: the frame object, the filename, the line number of the current line, | 
 | the function name, a list of lines of context from the source code, and the | 
 | index of the current line within that list. | 
 |  | 
 | .. warning:: | 
 |  | 
 |    Keeping references to frame objects, as found in the first element of the frame | 
 |    records these functions return, can cause your program to create reference | 
 |    cycles.  Once a reference cycle has been created, the lifespan of all objects | 
 |    which can be accessed from the objects which form the cycle can become much | 
 |    longer even if Python's optional cycle detector is enabled.  If such cycles must | 
 |    be created, it is important to ensure they are explicitly broken to avoid the | 
 |    delayed destruction of objects and increased memory consumption which occurs. | 
 |  | 
 |    Though the cycle detector will catch these, destruction of the frames (and local | 
 |    variables) can be made deterministic by removing the cycle in a | 
 |    :keyword:`finally` clause.  This is also important if the cycle detector was | 
 |    disabled when Python was compiled or using :func:`gc.disable`.  For example:: | 
 |  | 
 |       def handle_stackframe_without_leak(): | 
 |           frame = inspect.currentframe() | 
 |           try: | 
 |               # do something with the frame | 
 |           finally: | 
 |               del frame | 
 |  | 
 | The optional *context* argument supported by most of these functions specifies | 
 | the number of lines of context to return, which are centered around the current | 
 | line. | 
 |  | 
 |  | 
 | .. function:: getframeinfo(frame[, context]) | 
 |  | 
 |    Get information about a frame or traceback object.  A :term:`named tuple`  | 
 |    ``Traceback(filename, lineno, function, code_context, index)`` is returned. | 
 |  | 
 |  | 
 | .. function:: getouterframes(frame[, context]) | 
 |  | 
 |    Get a list of frame records for a frame and all outer frames.  These frames | 
 |    represent the calls that lead to the creation of *frame*. The first entry in the | 
 |    returned list represents *frame*; the last entry represents the outermost call | 
 |    on *frame*'s stack. | 
 |  | 
 |  | 
 | .. function:: getinnerframes(traceback[, context]) | 
 |  | 
 |    Get a list of frame records for a traceback's frame and all inner frames.  These | 
 |    frames represent calls made as a consequence of *frame*.  The first entry in the | 
 |    list represents *traceback*; the last entry represents where the exception was | 
 |    raised. | 
 |  | 
 |  | 
 | .. function:: currentframe() | 
 |  | 
 |    Return the frame object for the caller's stack frame. | 
 |  | 
 |  | 
 | .. function:: stack([context]) | 
 |  | 
 |    Return a list of frame records for the caller's stack.  The first entry in the | 
 |    returned list represents the caller; the last entry represents the outermost | 
 |    call on the stack. | 
 |  | 
 |  | 
 | .. function:: trace([context]) | 
 |  | 
 |    Return a list of frame records for the stack between the current frame and the | 
 |    frame in which an exception currently being handled was raised in.  The first | 
 |    entry in the list represents the caller; the last entry represents where the | 
 |    exception was raised. | 
 |  |