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@@ -1,258 +1,276 b'' | |||||
1 | """Interact with functions using widgets.""" |
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1 | """Interact with functions using widgets.""" | |
2 |
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2 | |||
3 | #----------------------------------------------------------------------------- |
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3 | #----------------------------------------------------------------------------- | |
4 | # Copyright (c) 2013, the IPython Development Team. |
|
4 | # Copyright (c) 2013, the IPython Development Team. | |
5 | # |
|
5 | # | |
6 | # Distributed under the terms of the Modified BSD License. |
|
6 | # Distributed under the terms of the Modified BSD License. | |
7 | # |
|
7 | # | |
8 | # The full license is in the file COPYING.txt, distributed with this software. |
|
8 | # The full license is in the file COPYING.txt, distributed with this software. | |
9 | #----------------------------------------------------------------------------- |
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9 | #----------------------------------------------------------------------------- | |
10 |
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10 | |||
11 | #----------------------------------------------------------------------------- |
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11 | #----------------------------------------------------------------------------- | |
12 | # Imports |
|
12 | # Imports | |
13 | #----------------------------------------------------------------------------- |
|
13 | #----------------------------------------------------------------------------- | |
14 |
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14 | |||
15 | from __future__ import print_function |
|
15 | from __future__ import print_function | |
16 |
|
16 | |||
17 | try: # Python >= 3.3 |
|
17 | try: # Python >= 3.3 | |
18 | from inspect import signature, Parameter |
|
18 | from inspect import signature, Parameter | |
19 | except ImportError: |
|
19 | except ImportError: | |
20 | from IPython.utils.signatures import signature, Parameter |
|
20 | from IPython.utils.signatures import signature, Parameter | |
21 | from inspect import getcallargs |
|
21 | from inspect import getcallargs | |
22 |
|
22 | |||
23 | from IPython.html.widgets import (Widget, TextWidget, |
|
23 | from IPython.html.widgets import (Widget, TextWidget, | |
24 | FloatSliderWidget, IntSliderWidget, CheckboxWidget, DropdownWidget, |
|
24 | FloatSliderWidget, IntSliderWidget, CheckboxWidget, DropdownWidget, | |
25 | ContainerWidget) |
|
25 | ContainerWidget) | |
26 | from IPython.display import display, clear_output |
|
26 | from IPython.display import display, clear_output | |
27 | from IPython.utils.py3compat import string_types, unicode_type |
|
27 | from IPython.utils.py3compat import string_types, unicode_type | |
28 |
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28 | |||
29 | #----------------------------------------------------------------------------- |
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29 | #----------------------------------------------------------------------------- | |
30 | # Classes and Functions |
|
30 | # Classes and Functions | |
31 | #----------------------------------------------------------------------------- |
|
31 | #----------------------------------------------------------------------------- | |
32 |
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32 | |||
33 |
|
33 | |||
34 | def _matches(o, pattern): |
|
34 | def _matches(o, pattern): | |
35 | """Match a pattern of types in a sequence.""" |
|
35 | """Match a pattern of types in a sequence.""" | |
36 | if not len(o) == len(pattern): |
|
36 | if not len(o) == len(pattern): | |
37 | return False |
|
37 | return False | |
38 | comps = zip(o,pattern) |
|
38 | comps = zip(o,pattern) | |
39 | return all(isinstance(obj,kind) for obj,kind in comps) |
|
39 | return all(isinstance(obj,kind) for obj,kind in comps) | |
40 |
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40 | |||
41 |
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41 | |||
42 | def _get_min_max_value(min, max, value): |
|
42 | def _get_min_max_value(min, max, value): | |
43 | """Return min, max, value given input values with possible None.""" |
|
43 | """Return min, max, value given input values with possible None.""" | |
44 | if value is None: |
|
44 | if value is None: | |
45 | if not max > min: |
|
45 | if not max > min: | |
46 | raise ValueError('max must be greater than min: (min={0}, max={1})'.format(min, max)) |
|
46 | raise ValueError('max must be greater than min: (min={0}, max={1})'.format(min, max)) | |
47 | value = min + abs(min-max)/2 |
|
47 | value = min + abs(min-max)/2 | |
48 | value = type(min)(value) |
|
48 | value = type(min)(value) | |
49 | elif min is None and max is None: |
|
49 | elif min is None and max is None: | |
50 | if value == 0.0: |
|
50 | if value == 0.0: | |
51 | min, max, value = 0.0, 1.0, 0.5 |
|
51 | min, max, value = 0.0, 1.0, 0.5 | |
52 | elif value == 0: |
|
52 | elif value == 0: | |
53 | min, max, value = 0, 1, 0 |
|
53 | min, max, value = 0, 1, 0 | |
54 | elif isinstance(value, float): |
|
54 | elif isinstance(value, float): | |
55 | min, max = (-value, 3.0*value) if value > 0 else (3.0*value, -value) |
|
55 | min, max = (-value, 3.0*value) if value > 0 else (3.0*value, -value) | |
56 | elif isinstance(value, int): |
|
56 | elif isinstance(value, int): | |
57 | min, max = (-value, 3*value) if value > 0 else (3*value, -value) |
|
57 | min, max = (-value, 3*value) if value > 0 else (3*value, -value) | |
58 | else: |
|
58 | else: | |
59 | raise TypeError('expected a number, got: %r' % value) |
|
59 | raise TypeError('expected a number, got: %r' % value) | |
60 | else: |
|
60 | else: | |
61 | raise ValueError('unable to infer range, value from: ({0}, {1}, {2})'.format(min, max, value)) |
|
61 | raise ValueError('unable to infer range, value from: ({0}, {1}, {2})'.format(min, max, value)) | |
62 | return min, max, value |
|
62 | return min, max, value | |
63 |
|
63 | |||
64 | def _widget_abbrev_single_value(o): |
|
64 | def _widget_abbrev_single_value(o): | |
65 | """Make widgets from single values, which can be used written as parameter defaults.""" |
|
65 | """Make widgets from single values, which can be used written as parameter defaults.""" | |
66 | if isinstance(o, string_types): |
|
66 | if isinstance(o, string_types): | |
67 | return TextWidget(value=unicode_type(o)) |
|
67 | return TextWidget(value=unicode_type(o)) | |
68 | elif isinstance(o, dict): |
|
68 | elif isinstance(o, dict): | |
69 | labels = [unicode_type(k) for k in o] |
|
69 | labels = [unicode_type(k) for k in o] | |
70 | values = o.values() |
|
70 | values = o.values() | |
71 | w = DropdownWidget(value=values[0], values=values, labels=labels) |
|
71 | w = DropdownWidget(value=values[0], values=values, labels=labels) | |
72 | return w |
|
72 | return w | |
73 | elif isinstance(o, bool): |
|
73 | elif isinstance(o, bool): | |
74 | return CheckboxWidget(value=o) |
|
74 | return CheckboxWidget(value=o) | |
75 | elif isinstance(o, float): |
|
75 | elif isinstance(o, float): | |
76 | min, max, value = _get_min_max_value(None, None, o) |
|
76 | min, max, value = _get_min_max_value(None, None, o) | |
77 | return FloatSliderWidget(value=o, min=min, max=max) |
|
77 | return FloatSliderWidget(value=o, min=min, max=max) | |
78 | elif isinstance(o, int): |
|
78 | elif isinstance(o, int): | |
79 | min, max, value = _get_min_max_value(None, None, o) |
|
79 | min, max, value = _get_min_max_value(None, None, o) | |
80 | return IntSliderWidget(value=o, min=min, max=max) |
|
80 | return IntSliderWidget(value=o, min=min, max=max) | |
81 | else: |
|
81 | else: | |
82 | return None |
|
82 | return None | |
83 |
|
83 | |||
84 | def _widget_abbrev(o): |
|
84 | def _widget_abbrev(o): | |
85 | """Make widgets from abbreviations: single values, lists or tuples.""" |
|
85 | """Make widgets from abbreviations: single values, lists or tuples.""" | |
86 | if isinstance(o, (list, tuple)): |
|
86 | if isinstance(o, (list, tuple)): | |
87 | if _matches(o, (int, int)): |
|
87 | if _matches(o, (int, int)): | |
88 | min, max, value = _get_min_max_value(o[0], o[1], None) |
|
88 | min, max, value = _get_min_max_value(o[0], o[1], None) | |
89 | return IntSliderWidget(value=value, min=min, max=max) |
|
89 | return IntSliderWidget(value=value, min=min, max=max) | |
90 | elif _matches(o, (int, int, int)): |
|
90 | elif _matches(o, (int, int, int)): | |
91 | min, max, value = _get_min_max_value(o[0], o[1], None) |
|
91 | min, max, value = _get_min_max_value(o[0], o[1], None) | |
92 | return IntSliderWidget(value=value, min=min, max=max, step=o[2]) |
|
92 | return IntSliderWidget(value=value, min=min, max=max, step=o[2]) | |
93 | elif _matches(o, (float, float)): |
|
93 | elif _matches(o, (float, float)): | |
94 | min, max, value = _get_min_max_value(o[0], o[1], None) |
|
94 | min, max, value = _get_min_max_value(o[0], o[1], None) | |
95 | return FloatSliderWidget(value=value, min=min, max=max) |
|
95 | return FloatSliderWidget(value=value, min=min, max=max) | |
96 | elif _matches(o, (float, float, float)): |
|
96 | elif _matches(o, (float, float, float)): | |
97 | min, max, value = _get_min_max_value(o[0], o[1], None) |
|
97 | min, max, value = _get_min_max_value(o[0], o[1], None) | |
98 | return FloatSliderWidget(value=value, min=min, max=max, step=o[2]) |
|
98 | return FloatSliderWidget(value=value, min=min, max=max, step=o[2]) | |
99 | elif _matches(o, (float, float, int)): |
|
99 | elif _matches(o, (float, float, int)): | |
100 | min, max, value = _get_min_max_value(o[0], o[1], None) |
|
100 | min, max, value = _get_min_max_value(o[0], o[1], None) | |
101 | return FloatSliderWidget(value=value, min=min, max=max, step=float(o[2])) |
|
101 | return FloatSliderWidget(value=value, min=min, max=max, step=float(o[2])) | |
102 | elif all(isinstance(x, string_types) for x in o): |
|
102 | elif all(isinstance(x, string_types) for x in o): | |
103 | return DropdownWidget(value=unicode_type(o[0]), |
|
103 | return DropdownWidget(value=unicode_type(o[0]), | |
104 | values=[unicode_type(k) for k in o]) |
|
104 | values=[unicode_type(k) for k in o]) | |
105 | else: |
|
105 | else: | |
106 | return _widget_abbrev_single_value(o) |
|
106 | return _widget_abbrev_single_value(o) | |
107 |
|
107 | |||
108 | def _widget_from_abbrev(abbrev): |
|
108 | def _widget_from_abbrev(abbrev): | |
109 | """Build a Widget intstance given an abbreviation or Widget.""" |
|
109 | """Build a Widget intstance given an abbreviation or Widget.""" | |
110 | if isinstance(abbrev, Widget): |
|
110 | if isinstance(abbrev, Widget): | |
111 | return abbrev |
|
111 | return abbrev | |
112 |
|
112 | |||
113 | widget = _widget_abbrev(abbrev) |
|
113 | widget = _widget_abbrev(abbrev) | |
114 | if widget is None: |
|
114 | if widget is None: | |
115 | raise ValueError("%r cannot be transformed to a Widget" % abbrev) |
|
115 | raise ValueError("%r cannot be transformed to a Widget" % abbrev) | |
116 | return widget |
|
116 | return widget | |
117 |
|
117 | |||
118 | def _yield_abbreviations_for_parameter(param, args, kwargs): |
|
118 | def _yield_abbreviations_for_parameter(param, args, kwargs): | |
119 | """Get an abbreviation for a function parameter.""" |
|
119 | """Get an abbreviation for a function parameter.""" | |
120 | # print(param, args, kwargs) |
|
120 | # print(param, args, kwargs) | |
121 | name = param.name |
|
121 | name = param.name | |
122 | kind = param.kind |
|
122 | kind = param.kind | |
123 | ann = param.annotation |
|
123 | ann = param.annotation | |
124 | default = param.default |
|
124 | default = param.default | |
125 | empty = Parameter.empty |
|
125 | empty = Parameter.empty | |
126 | if kind == Parameter.POSITIONAL_ONLY: |
|
126 | if kind == Parameter.POSITIONAL_ONLY: | |
127 | if args: |
|
127 | if args: | |
128 | yield name, args.pop(0), False |
|
128 | yield name, args.pop(0), False | |
129 | elif ann is not empty: |
|
129 | elif ann is not empty: | |
130 | yield name, ann, False |
|
130 | yield name, ann, False | |
131 | else: |
|
131 | else: | |
132 | yield None, None, None |
|
132 | yield None, None, None | |
133 | elif kind == Parameter.POSITIONAL_OR_KEYWORD: |
|
133 | elif kind == Parameter.POSITIONAL_OR_KEYWORD: | |
134 | if name in kwargs: |
|
134 | if name in kwargs: | |
135 | yield name, kwargs.pop(name), True |
|
135 | yield name, kwargs.pop(name), True | |
136 | elif args: |
|
136 | elif args: | |
137 | yield name, args.pop(0), False |
|
137 | yield name, args.pop(0), False | |
138 | elif ann is not empty: |
|
138 | elif ann is not empty: | |
139 | if default is empty: |
|
139 | if default is empty: | |
140 | yield name, ann, False |
|
140 | yield name, ann, False | |
141 | else: |
|
141 | else: | |
142 | yield name, ann, True |
|
142 | yield name, ann, True | |
143 | elif default is not empty: |
|
143 | elif default is not empty: | |
144 | yield name, default, True |
|
144 | yield name, default, True | |
145 | else: |
|
145 | else: | |
146 | yield None, None, None |
|
146 | yield None, None, None | |
147 | elif kind == Parameter.VAR_POSITIONAL: |
|
147 | elif kind == Parameter.VAR_POSITIONAL: | |
148 | # In this case name=args or something and we don't actually know the names. |
|
148 | # In this case name=args or something and we don't actually know the names. | |
149 | for item in args[::]: |
|
149 | for item in args[::]: | |
150 | args.pop(0) |
|
150 | args.pop(0) | |
151 | yield '', item, False |
|
151 | yield '', item, False | |
152 | elif kind == Parameter.KEYWORD_ONLY: |
|
152 | elif kind == Parameter.KEYWORD_ONLY: | |
153 | if name in kwargs: |
|
153 | if name in kwargs: | |
154 | yield name, kwargs.pop(name), True |
|
154 | yield name, kwargs.pop(name), True | |
155 | elif ann is not empty: |
|
155 | elif ann is not empty: | |
156 | yield name, ann, True |
|
156 | yield name, ann, True | |
157 | elif default is not empty: |
|
157 | elif default is not empty: | |
158 | yield name, default, True |
|
158 | yield name, default, True | |
159 | else: |
|
159 | else: | |
160 | yield None, None, None |
|
160 | yield None, None, None | |
161 | elif kind == Parameter.VAR_KEYWORD: |
|
161 | elif kind == Parameter.VAR_KEYWORD: | |
162 | # In this case name=kwargs and we yield the items in kwargs with their keys. |
|
162 | # In this case name=kwargs and we yield the items in kwargs with their keys. | |
163 | for k, v in kwargs.copy().items(): |
|
163 | for k, v in kwargs.copy().items(): | |
164 | kwargs.pop(k) |
|
164 | kwargs.pop(k) | |
165 | yield k, v, True |
|
165 | yield k, v, True | |
166 |
|
166 | |||
167 | def _find_abbreviations(f, args, kwargs): |
|
167 | def _find_abbreviations(f, args, kwargs): | |
168 | """Find the abbreviations for a function and args/kwargs passed to interact.""" |
|
168 | """Find the abbreviations for a function and args/kwargs passed to interact.""" | |
169 | new_args = [] |
|
169 | new_args = [] | |
170 | new_kwargs = [] |
|
170 | new_kwargs = [] | |
171 | for param in signature(f).parameters.values(): |
|
171 | for param in signature(f).parameters.values(): | |
172 | for name, value, kw in _yield_abbreviations_for_parameter(param, args, kwargs): |
|
172 | for name, value, kw in _yield_abbreviations_for_parameter(param, args, kwargs): | |
173 | if value is None: |
|
173 | if value is None: | |
174 | raise ValueError('cannot find widget or abbreviation for argument: {!r}'.format(name)) |
|
174 | raise ValueError('cannot find widget or abbreviation for argument: {!r}'.format(name)) | |
175 | if kw: |
|
175 | if kw: | |
176 | new_kwargs.append((name, value)) |
|
176 | new_kwargs.append((name, value)) | |
177 | else: |
|
177 | else: | |
178 | new_args.append((name, value)) |
|
178 | new_args.append((name, value)) | |
179 | return new_args, new_kwargs |
|
179 | return new_args, new_kwargs | |
180 |
|
180 | |||
181 | def _widgets_from_abbreviations(seq): |
|
181 | def _widgets_from_abbreviations(seq): | |
182 | """Given a sequence of (name, abbrev) tuples, return a sequence of Widgets.""" |
|
182 | """Given a sequence of (name, abbrev) tuples, return a sequence of Widgets.""" | |
183 | result = [] |
|
183 | result = [] | |
184 | for name, abbrev in seq: |
|
184 | for name, abbrev in seq: | |
185 | widget = _widget_from_abbrev(abbrev) |
|
185 | widget = _widget_from_abbrev(abbrev) | |
186 | widget.description = name |
|
186 | widget.description = name | |
187 | result.append(widget) |
|
187 | result.append(widget) | |
188 | return result |
|
188 | return result | |
189 |
|
189 | |||
190 | def interactive(f, *args, **kwargs): |
|
190 | def interactive(f, *args, **kwargs): | |
191 | """Build a group of widgets to interact with a function.""" |
|
191 | """Build a group of widgets to interact with a function.""" | |
192 | co = kwargs.pop('clear_output', True) |
|
192 | co = kwargs.pop('clear_output', True) | |
193 | args_widgets = [] |
|
193 | args_widgets = [] | |
194 | kwargs_widgets = [] |
|
194 | kwargs_widgets = [] | |
195 | container = ContainerWidget() |
|
195 | container = ContainerWidget() | |
196 | container.result = None |
|
196 | container.result = None | |
197 | container.args = [] |
|
197 | container.args = [] | |
198 | container.kwargs = dict() |
|
198 | container.kwargs = dict() | |
199 | # We need this to be a list as we iteratively pop elements off it |
|
199 | # We need this to be a list as we iteratively pop elements off it | |
200 | args = list(args) |
|
200 | args = list(args) | |
201 | kwargs = kwargs.copy() |
|
201 | kwargs = kwargs.copy() | |
202 |
|
202 | |||
203 | new_args, new_kwargs = _find_abbreviations(f, args, kwargs) |
|
203 | new_args, new_kwargs = _find_abbreviations(f, args, kwargs) | |
204 | # Before we proceed, let's make sure that the user has passed a set of args+kwargs |
|
204 | # Before we proceed, let's make sure that the user has passed a set of args+kwargs | |
205 | # that will lead to a valid call of the function. This protects against unspecified |
|
205 | # that will lead to a valid call of the function. This protects against unspecified | |
206 | # and doubly-specified arguments. |
|
206 | # and doubly-specified arguments. | |
207 | getcallargs(f, *[v for n,v in new_args], **{n:v for n,v in new_kwargs}) |
|
207 | getcallargs(f, *[v for n,v in new_args], **{n:v for n,v in new_kwargs}) | |
208 | # Now build the widgets from the abbreviations. |
|
208 | # Now build the widgets from the abbreviations. | |
209 | args_widgets.extend(_widgets_from_abbreviations(new_args)) |
|
209 | args_widgets.extend(_widgets_from_abbreviations(new_args)) | |
210 | kwargs_widgets.extend(_widgets_from_abbreviations(new_kwargs)) |
|
210 | kwargs_widgets.extend(_widgets_from_abbreviations(new_kwargs)) | |
211 | kwargs_widgets.extend(_widgets_from_abbreviations(sorted(kwargs.items(), key = lambda x: x[0]))) |
|
211 | kwargs_widgets.extend(_widgets_from_abbreviations(sorted(kwargs.items(), key = lambda x: x[0]))) | |
212 |
|
212 | |||
213 | # This has to be done as an assignment, not using container.children.append, |
|
213 | # This has to be done as an assignment, not using container.children.append, | |
214 | # so that traitlets notices the update. |
|
214 | # so that traitlets notices the update. | |
215 | container.children = args_widgets + kwargs_widgets |
|
215 | container.children = args_widgets + kwargs_widgets | |
216 |
|
216 | |||
217 | # Build the callback |
|
217 | # Build the callback | |
218 | def call_f(name, old, new): |
|
218 | def call_f(name, old, new): | |
219 | container.args = [] |
|
219 | container.args = [] | |
220 | for widget in args_widgets: |
|
220 | for widget in args_widgets: | |
221 | value = widget.value |
|
221 | value = widget.value | |
222 | container.args.append(value) |
|
222 | container.args.append(value) | |
223 | for widget in kwargs_widgets: |
|
223 | for widget in kwargs_widgets: | |
224 | value = widget.value |
|
224 | value = widget.value | |
225 | container.kwargs[widget.description] = value |
|
225 | container.kwargs[widget.description] = value | |
226 | if co: |
|
226 | if co: | |
227 | clear_output(wait=True) |
|
227 | clear_output(wait=True) | |
228 | container.result = f(*container.args, **container.kwargs) |
|
228 | container.result = f(*container.args, **container.kwargs) | |
229 |
|
229 | |||
230 | # Wire up the widgets |
|
230 | # Wire up the widgets | |
231 | for widget in args_widgets: |
|
231 | for widget in args_widgets: | |
232 | widget.on_trait_change(call_f, 'value') |
|
232 | widget.on_trait_change(call_f, 'value') | |
233 | for widget in kwargs_widgets: |
|
233 | for widget in kwargs_widgets: | |
234 | widget.on_trait_change(call_f, 'value') |
|
234 | widget.on_trait_change(call_f, 'value') | |
235 |
|
235 | |||
236 | container.on_displayed(lambda _: call_f(None, None, None)) |
|
236 | container.on_displayed(lambda _: call_f(None, None, None)) | |
237 |
|
237 | |||
238 | return container |
|
238 | return container | |
239 |
|
239 | |||
240 |
def interact( |
|
240 | def interact(*args, **kwargs): | |
241 | """Interact with a function using widgets.""" |
|
241 | """Interact with a function using widgets.""" | |
242 | w = interactive(f, *args, **kwargs) |
|
242 | if args and callable(args[0]): | |
243 | f.widget = w |
|
243 | # This branch handles the cases: | |
244 | display(w) |
|
244 | # 1. interact(f, *args, **kwargs) | |
|
245 | # 2. @interact | |||
|
246 | # def f(*args, **kwargs): | |||
|
247 | # ... | |||
|
248 | f = args[0] | |||
|
249 | w = interactive(f, *args[1:], **kwargs) | |||
|
250 | f.widget = w | |||
|
251 | display(w) | |||
|
252 | else: | |||
|
253 | # This branch handles the case: | |||
|
254 | # @interact(10, 20, a=30, b=40) | |||
|
255 | # def f(*args, **kwargs): | |||
|
256 | # ... | |||
|
257 | def dec(f): | |||
|
258 | w = interactive(f, *args, **kwargs) | |||
|
259 | f.widget = w | |||
|
260 | display(w) | |||
|
261 | return f | |||
|
262 | return dec | |||
245 |
|
263 | |||
246 | def annotate(**kwargs): |
|
264 | def annotate(**kwargs): | |
247 | """Python 3 compatible function annotation for Python 2.""" |
|
265 | """Python 3 compatible function annotation for Python 2.""" | |
248 | if not kwargs: |
|
266 | if not kwargs: | |
249 | raise ValueError('annotations must be provided as keyword arguments') |
|
267 | raise ValueError('annotations must be provided as keyword arguments') | |
250 | def dec(f): |
|
268 | def dec(f): | |
251 | if hasattr(f, '__annotations__'): |
|
269 | if hasattr(f, '__annotations__'): | |
252 | for k, v in kwargs.items(): |
|
270 | for k, v in kwargs.items(): | |
253 | f.__annotations__[k] = v |
|
271 | f.__annotations__[k] = v | |
254 | else: |
|
272 | else: | |
255 | f.__annotations__ = kwargs |
|
273 | f.__annotations__ = kwargs | |
256 | return f |
|
274 | return f | |
257 | return dec |
|
275 | return dec | |
258 |
|
276 |
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