1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
|
: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>
**Source code:** :source:`Lib/inspect.py`
--------------
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 positional or |
| | | keyword parameters |
+-----------+-----------------+---------------------------+
| | __kwdefaults__ | mapping of any default |
| | | values for keyword-only |
| | | parameters |
+-----------+-----------------+---------------------------+
| | __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 | builtins 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 |
+-----------+-----------------+---------------------------+
| generator | __name__ | name |
+-----------+-----------------+---------------------------+
| | __qualname__ | qualified name |
+-----------+-----------------+---------------------------+
| | gi_frame | frame |
+-----------+-----------------+---------------------------+
| | gi_running | is the generator running? |
+-----------+-----------------+---------------------------+
| | gi_code | code |
+-----------+-----------------+---------------------------+
| builtin | __doc__ | documentation string |
+-----------+-----------------+---------------------------+
| | __name__ | original name of this |
| | | function or method |
+-----------+-----------------+---------------------------+
| | __self__ | instance to which a |
| | | method is bound, or |
| | | ``None`` |
+-----------+-----------------+---------------------------+
.. versionchanged:: 3.5
Add ``__qualname__`` attribute to generators. The ``__name__`` attribute of
generators is now set from the function name, instead of the code name, and
it can now be modified.
.. 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` will only return class attributes defined in the
metaclass when the argument is a class and those attributes have been
listed in the metaclass' custom :meth:`__dir__`.
.. 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. In that tuple, *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 *module_type* is an integer giving
the type of the module. *module_type* 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.
.. deprecated:: 3.3
You may check the file path's suffix against the supported suffixes
listed in :mod:`importlib.machinery` to infer the same information.
.. function:: getmodulename(path)
Return the name of the module named by the file *path*, without including the
names of enclosing packages. The file extension is checked against all of
the entries in :func:`importlib.machinery.all_suffixes`. If it matches,
the final path component is returned with the extension removed.
Otherwise, ``None`` is returned.
Note that this function *only* returns a meaningful name for actual
Python modules - paths that potentially refer to Python packages will
still return ``None``.
.. versionchanged:: 3.3
This function is now based directly on :mod:`importlib` rather than the
deprecated :func:`getmoduleinfo`.
.. function:: ismodule(object)
Return true if the object is a module.
.. function:: isclass(object)
Return true if the object is a class, whether built-in or created in Python
code.
.. function:: ismethod(object)
Return true if the object is a bound method written in Python.
.. function:: isfunction(object)
Return true if the object is a Python function, which includes functions
created by a :term:`lambda` expression.
.. 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 or a bound built-in method.
.. 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`, :func:`isclass`, :func:`isfunction` or :func:`isbuiltin`
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.
.. impl-detail::
getsets are attributes defined in extension modules via
:c:type:`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.
.. impl-detail::
Member descriptors are attributes defined in extension modules via
:c:type:`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:`OSError` is raised if the source code cannot
be retrieved.
.. versionchanged:: 3.3
:exc:`OSError` is raised instead of :exc:`IOError`, now an alias of the
former.
.. 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:`OSError` is raised if the source code
cannot be retrieved.
.. versionchanged:: 3.3
:exc:`OSError` is raised instead of :exc:`IOError`, now an alias of the
former.
.. 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-signature-object:
Introspecting callables with the Signature object
-------------------------------------------------
.. versionadded:: 3.3
The Signature object represents the call signature of a callable object and its
return annotation. To retrieve a Signature object, use the :func:`signature`
function.
.. function:: signature(callable)
Return a :class:`Signature` object for the given ``callable``::
>>> from inspect import signature
>>> def foo(a, *, b:int, **kwargs):
... pass
>>> sig = signature(foo)
>>> str(sig)
'(a, *, b:int, **kwargs)'
>>> str(sig.parameters['b'])
'b:int'
>>> sig.parameters['b'].annotation
<class 'int'>
Accepts a wide range of python callables, from plain functions and classes to
:func:`functools.partial` objects.
Raises :exc:`ValueError` if no signature can be provided, and
:exc:`TypeError` if that type of object is not supported.
.. note::
Some callables may not be introspectable in certain implementations of
Python. For example, in CPython, some built-in functions defined in
C provide no metadata about their arguments.
.. class:: Signature(parameters=None, \*, return_annotation=Signature.empty)
A Signature object represents the call signature of a function and its return
annotation. For each parameter accepted by the function it stores a
:class:`Parameter` object in its :attr:`parameters` collection.
The optional *parameters* argument is a sequence of :class:`Parameter`
objects, which is validated to check that there are no parameters with
duplicate names, and that the parameters are in the right order, i.e.
positional-only first, then positional-or-keyword, and that parameters with
defaults follow parameters without defaults.
The optional *return_annotation* argument, can be an arbitrary Python object,
is the "return" annotation of the callable.
Signature objects are *immutable*. Use :meth:`Signature.replace` to make a
modified copy.
.. versionchanged:: 3.5
Signature objects are picklable and hashable.
.. attribute:: Signature.empty
A special class-level marker to specify absence of a return annotation.
.. attribute:: Signature.parameters
An ordered mapping of parameters' names to the corresponding
:class:`Parameter` objects.
.. attribute:: Signature.return_annotation
The "return" annotation for the callable. If the callable has no "return"
annotation, this attribute is set to :attr:`Signature.empty`.
.. method:: Signature.bind(*args, **kwargs)
Create a mapping from positional and keyword arguments to parameters.
Returns :class:`BoundArguments` if ``*args`` and ``**kwargs`` match the
signature, or raises a :exc:`TypeError`.
.. method:: Signature.bind_partial(*args, **kwargs)
Works the same way as :meth:`Signature.bind`, but allows the omission of
some required arguments (mimics :func:`functools.partial` behavior.)
Returns :class:`BoundArguments`, or raises a :exc:`TypeError` if the
passed arguments do not match the signature.
.. method:: Signature.replace(*[, parameters][, return_annotation])
Create a new Signature instance based on the instance replace was invoked
on. It is possible to pass different ``parameters`` and/or
``return_annotation`` to override the corresponding properties of the base
signature. To remove return_annotation from the copied Signature, pass in
:attr:`Signature.empty`.
::
>>> def test(a, b):
... pass
>>> sig = signature(test)
>>> new_sig = sig.replace(return_annotation="new return anno")
>>> str(new_sig)
"(a, b) -> 'new return anno'"
.. classmethod:: Signature.from_callable(obj)
Return a :class:`Signature` (or its subclass) object for a given callable
``obj``. This method simplifies subclassing of :class:`Signature`:
::
class MySignature(Signature):
pass
sig = MySignature.from_callable(min)
assert isinstance(sig, MySignature)
.. versionadded:: 3.5
.. class:: Parameter(name, kind, \*, default=Parameter.empty, annotation=Parameter.empty)
Parameter objects are *immutable*. Instead of modifying a Parameter object,
you can use :meth:`Parameter.replace` to create a modified copy.
.. versionchanged:: 3.5
Parameter objects are picklable and hashable.
.. attribute:: Parameter.empty
A special class-level marker to specify absence of default values and
annotations.
.. attribute:: Parameter.name
The name of the parameter as a string. The name must be a valid
Python identifier.
.. attribute:: Parameter.default
The default value for the parameter. If the parameter has no default
value, this attribute is set to :attr:`Parameter.empty`.
.. attribute:: Parameter.annotation
The annotation for the parameter. If the parameter has no annotation,
this attribute is set to :attr:`Parameter.empty`.
.. attribute:: Parameter.kind
Describes how argument values are bound to the parameter. Possible values
(accessible via :class:`Parameter`, like ``Parameter.KEYWORD_ONLY``):
.. tabularcolumns:: |l|L|
+------------------------+----------------------------------------------+
| Name | Meaning |
+========================+==============================================+
| *POSITIONAL_ONLY* | Value must be supplied as a positional |
| | argument. |
| | |
| | Python has no explicit syntax for defining |
| | positional-only parameters, but many built-in|
| | and extension module functions (especially |
| | those that accept only one or two parameters)|
| | accept them. |
+------------------------+----------------------------------------------+
| *POSITIONAL_OR_KEYWORD*| Value may be supplied as either a keyword or |
| | positional argument (this is the standard |
| | binding behaviour for functions implemented |
| | in Python.) |
+------------------------+----------------------------------------------+
| *VAR_POSITIONAL* | A tuple of positional arguments that aren't |
| | bound to any other parameter. This |
| | corresponds to a ``*args`` parameter in a |
| | Python function definition. |
+------------------------+----------------------------------------------+
| *KEYWORD_ONLY* | Value must be supplied as a keyword argument.|
| | Keyword only parameters are those which |
| | appear after a ``*`` or ``*args`` entry in a |
| | Python function definition. |
+------------------------+----------------------------------------------+
| *VAR_KEYWORD* | A dict of keyword arguments that aren't bound|
| | to any other parameter. This corresponds to a|
| | ``**kwargs`` parameter in a Python function |
| | definition. |
+------------------------+----------------------------------------------+
Example: print all keyword-only arguments without default values::
>>> def foo(a, b, *, c, d=10):
... pass
>>> sig = signature(foo)
>>> for param in sig.parameters.values():
... if (param.kind == param.KEYWORD_ONLY and
... param.default is param.empty):
... print('Parameter:', param)
Parameter: c
.. method:: Parameter.replace(*[, name][, kind][, default][, annotation])
Create a new Parameter instance based on the instance replaced was invoked
on. To override a :class:`Parameter` attribute, pass the corresponding
argument. To remove a default value or/and an annotation from a
Parameter, pass :attr:`Parameter.empty`.
::
>>> from inspect import Parameter
>>> param = Parameter('foo', Parameter.KEYWORD_ONLY, default=42)
>>> str(param)
'foo=42'
>>> str(param.replace()) # Will create a shallow copy of 'param'
'foo=42'
>>> str(param.replace(default=Parameter.empty, annotation='spam'))
"foo:'spam'"
.. versionchanged:: 3.4
In Python 3.3 Parameter objects were allowed to have ``name`` set
to ``None`` if their ``kind`` was set to ``POSITIONAL_ONLY``.
This is no longer permitted.
.. class:: BoundArguments
Result of a :meth:`Signature.bind` or :meth:`Signature.bind_partial` call.
Holds the mapping of arguments to the function's parameters.
.. attribute:: BoundArguments.arguments
An ordered, mutable mapping (:class:`collections.OrderedDict`) of
parameters' names to arguments' values. Contains only explicitly bound
arguments. Changes in :attr:`arguments` will reflect in :attr:`args` and
:attr:`kwargs`.
Should be used in conjunction with :attr:`Signature.parameters` for any
argument processing purposes.
.. note::
Arguments for which :meth:`Signature.bind` or
:meth:`Signature.bind_partial` relied on a default value are skipped.
However, if needed, it is easy to include them.
::
>>> def foo(a, b=10):
... pass
>>> sig = signature(foo)
>>> ba = sig.bind(5)
>>> ba.args, ba.kwargs
((5,), {})
>>> for param in sig.parameters.values():
... if (param.name not in ba.arguments
... and param.default is not param.empty):
... ba.arguments[param.name] = param.default
>>> ba.args, ba.kwargs
((5, 10), {})
.. attribute:: BoundArguments.args
A tuple of positional arguments values. Dynamically computed from the
:attr:`arguments` attribute.
.. attribute:: BoundArguments.kwargs
A dict of keyword arguments values. Dynamically computed from the
:attr:`arguments` attribute.
The :attr:`args` and :attr:`kwargs` properties can be used to invoke
functions::
def test(a, *, b):
...
sig = signature(test)
ba = sig.bind(10, b=20)
test(*ba.args, **ba.kwargs)
.. seealso::
:pep:`362` - Function Signature Object.
The detailed specification, implementation details and examples.
.. _inspect-classes-functions:
Classes and functions
---------------------
.. function:: getclasstree(classes, unique=False)
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 Python function's arguments. A
:term:`named tuple` ``ArgSpec(args, varargs, keywords, defaults)`` is
returned. *args* is a list of the argument names. *varargs* and *keywords*
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 and annotations.
.. function:: getfullargspec(func)
Get the names and default values of a Python 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, or ``None`` if there are no
default 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`.
.. note::
Consider using the new :ref:`Signature Object <inspect-signature-object>`
interface, which provides a better way of introspecting functions.
.. versionchanged:: 3.4
This function is now based on :func:`signature`, but still ignores
``__wrapped__`` attributes and includes the already bound first
parameter in the signature output for bound methods.
.. 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. *varargs* and *keywords*
are the names of the ``*`` and ``**`` arguments or ``None``. *locals* is the
locals dictionary of the given frame.
.. function:: formatargspec(args[, varargs, varkw, defaults, kwonlyargs, kwonlydefaults, annotations[, formatarg, formatvarargs, formatvarkw, formatvalue, formatreturns, formatannotations]])
Format a pretty argument spec from the values returned by
:func:`getargspec` or :func:`getfullargspec`.
The first seven arguments are (``args``, ``varargs``, ``varkw``,
``defaults``, ``kwonlyargs``, ``kwonlydefaults``, ``annotations``).
The other six arguments are functions that are called to turn argument names,
``*`` argument name, ``**`` argument name, default values, return annotation
and individual annotations into strings, respectively.
For example:
>>> from inspect import formatargspec, getfullargspec
>>> def f(a: int, b: float):
... pass
...
>>> formatargspec(*getfullargspec(f))
'(a: int, b: float)'
.. function:: formatargvalues(args[, varargs, varkw, locals, formatarg, formatvarargs, formatvarkw, formatvalue])
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.
.. function:: getcallargs(func, *args, **kwds)
Bind the *args* and *kwds* to the argument names of the Python function or
method *func*, as if it was called with them. For bound methods, bind also the
first argument (typically named ``self``) to the associated instance. A dict
is returned, mapping the argument names (including the names of the ``*`` and
``**`` arguments, if any) to their values from *args* and *kwds*. In case of
invoking *func* incorrectly, i.e. whenever ``func(*args, **kwds)`` would raise
an exception because of incompatible signature, an exception of the same type
and the same or similar message is raised. For example::
>>> from inspect import getcallargs
>>> def f(a, b=1, *pos, **named):
... pass
>>> getcallargs(f, 1, 2, 3) == {'a': 1, 'named': {}, 'b': 2, 'pos': (3,)}
True
>>> getcallargs(f, a=2, x=4) == {'a': 2, 'named': {'x': 4}, 'b': 1, 'pos': ()}
True
>>> getcallargs(f)
Traceback (most recent call last):
...
TypeError: f() missing 1 required positional argument: 'a'
.. versionadded:: 3.2
.. note::
Consider using the new :meth:`Signature.bind` instead.
.. function:: getclosurevars(func)
Get the mapping of external name references in a Python function or
method *func* to their current values. A
:term:`named tuple` ``ClosureVars(nonlocals, globals, builtins, unbound)``
is returned. *nonlocals* maps referenced names to lexical closure
variables, *globals* to the function's module globals and *builtins* to
the builtins visible from the function body. *unbound* is the set of names
referenced in the function that could not be resolved at all given the
current module globals and builtins.
:exc:`TypeError` is raised if *func* is not a Python function or method.
.. versionadded:: 3.3
.. function:: unwrap(func, *, stop=None)
Get the object wrapped by *func*. It follows the chain of :attr:`__wrapped__`
attributes returning the last object in the chain.
*stop* is an optional callback accepting an object in the wrapper chain
as its sole argument that allows the unwrapping to be terminated early if
the callback returns a true value. If the callback never returns a true
value, the last object in the chain is returned as usual. For example,
:func:`signature` uses this to stop unwrapping if any object in the
chain has a ``__signature__`` attribute defined.
:exc:`ValueError` is raised if a cycle is encountered.
.. versionadded:: 3.4
.. _inspect-stack:
The interpreter stack
---------------------
When the following functions return "frame records," each record is a
:term:`named tuple`
``FrameInfo(frame, filename, lineno, function, code_context, index)``.
The tuple contains 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.
.. versionchanged:: 3.5
Return a named tuple instead of a tuple.
.. note::
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
If you want to keep the frame around (for example to print a traceback
later), you can also break reference cycles by using the
:meth:`frame.clear` method.
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=1)
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=1)
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=1)
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.
.. impl-detail::
This function relies on Python stack frame support in the interpreter,
which isn't guaranteed to exist in all implementations of Python. If
running in an implementation without Python stack frame support this
function returns ``None``.
.. function:: stack(context=1)
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=1)
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.
Fetching attributes statically
------------------------------
Both :func:`getattr` and :func:`hasattr` can trigger code execution when
fetching or checking for the existence of attributes. Descriptors, like
properties, will be invoked and :meth:`__getattr__` and :meth:`__getattribute__`
may be called.
For cases where you want passive introspection, like documentation tools, this
can be inconvenient. :func:`getattr_static` has the same signature as :func:`getattr`
but avoids executing code when it fetches attributes.
.. function:: getattr_static(obj, attr, default=None)
Retrieve attributes without triggering dynamic lookup via the
descriptor protocol, :meth:`__getattr__` or :meth:`__getattribute__`.
Note: this function may not be able to retrieve all attributes
that getattr can fetch (like dynamically created attributes)
and may find attributes that getattr can't (like descriptors
that raise AttributeError). It can also return descriptors objects
instead of instance members.
If the instance :attr:`~object.__dict__` is shadowed by another member (for
example a property) then this function will be unable to find instance
members.
.. versionadded:: 3.2
:func:`getattr_static` does not resolve descriptors, for example slot descriptors or
getset descriptors on objects implemented in C. The descriptor object
is returned instead of the underlying attribute.
You can handle these with code like the following. Note that
for arbitrary getset descriptors invoking these may trigger
code execution::
# example code for resolving the builtin descriptor types
class _foo:
__slots__ = ['foo']
slot_descriptor = type(_foo.foo)
getset_descriptor = type(type(open(__file__)).name)
wrapper_descriptor = type(str.__dict__['__add__'])
descriptor_types = (slot_descriptor, getset_descriptor, wrapper_descriptor)
result = getattr_static(some_object, 'foo')
if type(result) in descriptor_types:
try:
result = result.__get__()
except AttributeError:
# descriptors can raise AttributeError to
# indicate there is no underlying value
# in which case the descriptor itself will
# have to do
pass
Current State of a Generator
----------------------------
When implementing coroutine schedulers and for other advanced uses of
generators, it is useful to determine whether a generator is currently
executing, is waiting to start or resume or execution, or has already
terminated. :func:`getgeneratorstate` allows the current state of a
generator to be determined easily.
.. function:: getgeneratorstate(generator)
Get current state of a generator-iterator.
Possible states are:
* GEN_CREATED: Waiting to start execution.
* GEN_RUNNING: Currently being executed by the interpreter.
* GEN_SUSPENDED: Currently suspended at a yield expression.
* GEN_CLOSED: Execution has completed.
.. versionadded:: 3.2
The current internal state of the generator can also be queried. This is
mostly useful for testing purposes, to ensure that internal state is being
updated as expected:
.. function:: getgeneratorlocals(generator)
Get the mapping of live local variables in *generator* to their current
values. A dictionary is returned that maps from variable names to values.
This is the equivalent of calling :func:`locals` in the body of the
generator, and all the same caveats apply.
If *generator* is a :term:`generator` with no currently associated frame,
then an empty dictionary is returned. :exc:`TypeError` is raised if
*generator* is not a Python generator object.
.. impl-detail::
This function relies on the generator exposing a Python stack frame
for introspection, which isn't guaranteed to be the case in all
implementations of Python. In such cases, this function will always
return an empty dictionary.
.. versionadded:: 3.3
.. _inspect-module-cli:
Command Line Interface
----------------------
The :mod:`inspect` module also provides a basic introspection capability
from the command line.
.. program:: inspect
By default, accepts the name of a module and prints the source of that
module. A class or function within the module can be printed instead by
appended a colon and the qualified name of the target object.
.. cmdoption:: --details
Print information about the specified object rather than the source code
|