Upload type_utils.py with huggingface_hub
Browse files- type_utils.py +458 -0
type_utils.py
ADDED
@@ -0,0 +1,458 @@
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1 |
+
import collections.abc
|
2 |
+
import io
|
3 |
+
import itertools
|
4 |
+
import typing
|
5 |
+
|
6 |
+
def isoftype(object, type):
|
7 |
+
"""
|
8 |
+
Checks if an object is of a certain typing type, including nested types.
|
9 |
+
|
10 |
+
This function supports simple types (like `int`, `str`), typing types
|
11 |
+
(like `List[int]`, `Tuple[str, int]`, `Dict[str, int]`), and nested typing
|
12 |
+
types (like `List[List[int]]`, `Tuple[List[str], int]`, `Dict[str, List[int]]`).
|
13 |
+
|
14 |
+
Args:
|
15 |
+
object: The object to check.
|
16 |
+
type: The typing type to check against.
|
17 |
+
|
18 |
+
Returns:
|
19 |
+
bool: True if the object is of the specified type, False otherwise.
|
20 |
+
|
21 |
+
Examples:
|
22 |
+
>>> isoftype(1, int)
|
23 |
+
True
|
24 |
+
>>> isoftype([1, 2, 3], typing.List[int])
|
25 |
+
True
|
26 |
+
>>> isoftype([1, 2, 3], typing.List[str])
|
27 |
+
False
|
28 |
+
>>> isoftype([[1, 2], [3, 4]], typing.List[typing.List[int]])
|
29 |
+
True
|
30 |
+
"""
|
31 |
+
|
32 |
+
if hasattr(type, '__origin__'):
|
33 |
+
origin = type.__origin__
|
34 |
+
type_args = typing.get_args(type)
|
35 |
+
|
36 |
+
if origin is list or origin is set:
|
37 |
+
return all(isoftype(element, type_args[0]) for element in object)
|
38 |
+
elif origin is dict:
|
39 |
+
return all(isoftype(key, type_args[0]) and isoftype(value, type_args[1]) for key, value in object.items())
|
40 |
+
elif origin is tuple:
|
41 |
+
return all(isoftype(element, type_arg) for element, type_arg in zip(object, type_args))
|
42 |
+
else:
|
43 |
+
return isinstance(object, type)
|
44 |
+
|
45 |
+
# copied from: https://github.com/bojiang/typing_utils/blob/main/typing_utils/__init__.py
|
46 |
+
# liscened under Apache License 2.0
|
47 |
+
|
48 |
+
|
49 |
+
if hasattr(typing, "ForwardRef"): # python3.8
|
50 |
+
ForwardRef = getattr(typing, "ForwardRef")
|
51 |
+
elif hasattr(typing, "_ForwardRef"): # python3.6
|
52 |
+
ForwardRef = getattr(typing, "_ForwardRef")
|
53 |
+
else:
|
54 |
+
raise NotImplementedError()
|
55 |
+
|
56 |
+
|
57 |
+
unknown = None
|
58 |
+
|
59 |
+
|
60 |
+
BUILTINS_MAPPING = {
|
61 |
+
typing.List: list,
|
62 |
+
typing.Set: set,
|
63 |
+
typing.Dict: dict,
|
64 |
+
typing.Tuple: tuple,
|
65 |
+
typing.ByteString: bytes, # https://docs.python.org/3/library/typing.html#typing.ByteString
|
66 |
+
typing.Callable: collections.abc.Callable,
|
67 |
+
typing.Sequence: collections.abc.Sequence,
|
68 |
+
type(None): None,
|
69 |
+
}
|
70 |
+
|
71 |
+
|
72 |
+
STATIC_SUBTYPE_MAPPING: typing.Dict[type, typing.Type] = {
|
73 |
+
io.TextIOWrapper: typing.TextIO,
|
74 |
+
io.TextIOBase: typing.TextIO,
|
75 |
+
io.StringIO: typing.TextIO,
|
76 |
+
io.BufferedReader: typing.BinaryIO,
|
77 |
+
io.BufferedWriter: typing.BinaryIO,
|
78 |
+
io.BytesIO: typing.BinaryIO,
|
79 |
+
}
|
80 |
+
|
81 |
+
|
82 |
+
def optional_all(elements) -> typing.Optional[bool]:
|
83 |
+
if all(elements):
|
84 |
+
return True
|
85 |
+
if all(e is False for e in elements):
|
86 |
+
return False
|
87 |
+
return unknown
|
88 |
+
|
89 |
+
|
90 |
+
def optional_any(elements) -> typing.Optional[bool]:
|
91 |
+
if any(elements):
|
92 |
+
return True
|
93 |
+
if any(e is None for e in elements):
|
94 |
+
return unknown
|
95 |
+
return False
|
96 |
+
|
97 |
+
|
98 |
+
def _hashable(value):
|
99 |
+
"""Determine whether `value` can be hashed."""
|
100 |
+
try:
|
101 |
+
hash(value)
|
102 |
+
except TypeError:
|
103 |
+
return False
|
104 |
+
return True
|
105 |
+
|
106 |
+
|
107 |
+
get_type_hints = typing.get_type_hints
|
108 |
+
|
109 |
+
GenericClass = type(typing.List)
|
110 |
+
UnionClass = type(typing.Union)
|
111 |
+
|
112 |
+
Type = typing.Union[None, type, "typing.TypeVar"]
|
113 |
+
OriginType = typing.Union[None, type]
|
114 |
+
TypeArgs = typing.Union[type, typing.AbstractSet[type], typing.Sequence[type]]
|
115 |
+
|
116 |
+
|
117 |
+
def _normalize_aliases(type_: Type) -> Type:
|
118 |
+
if isinstance(type_, typing.TypeVar):
|
119 |
+
return type_
|
120 |
+
|
121 |
+
assert _hashable(type_), "_normalize_aliases should only be called on element types"
|
122 |
+
|
123 |
+
if type_ in BUILTINS_MAPPING:
|
124 |
+
return BUILTINS_MAPPING[type_]
|
125 |
+
return type_
|
126 |
+
|
127 |
+
|
128 |
+
def get_origin(type_):
|
129 |
+
"""Get the unsubscripted version of a type.
|
130 |
+
This supports generic types, Callable, Tuple, Union, Literal, Final and ClassVar.
|
131 |
+
Return None for unsupported types.
|
132 |
+
|
133 |
+
Examples:
|
134 |
+
|
135 |
+
```python
|
136 |
+
from typing_utils import get_origin
|
137 |
+
|
138 |
+
get_origin(Literal[42]) is Literal
|
139 |
+
get_origin(int) is None
|
140 |
+
get_origin(ClassVar[int]) is ClassVar
|
141 |
+
get_origin(Generic) is Generic
|
142 |
+
get_origin(Generic[T]) is Generic
|
143 |
+
get_origin(Union[T, int]) is Union
|
144 |
+
get_origin(List[Tuple[T, T]][int]) == list
|
145 |
+
```
|
146 |
+
"""
|
147 |
+
if hasattr(typing, 'get_origin'): # python 3.8+
|
148 |
+
_getter = getattr(typing, "get_origin")
|
149 |
+
ori = _getter(type_)
|
150 |
+
elif hasattr(typing.List, "_special"): # python 3.7
|
151 |
+
if isinstance(type_, GenericClass) and not type_._special:
|
152 |
+
ori = type_.__origin__
|
153 |
+
elif hasattr(type_, "_special") and type_._special:
|
154 |
+
ori = type_
|
155 |
+
elif type_ is typing.Generic:
|
156 |
+
ori = typing.Generic
|
157 |
+
else:
|
158 |
+
ori = None
|
159 |
+
else: # python 3.6
|
160 |
+
if isinstance(type_, GenericClass):
|
161 |
+
ori = type_.__origin__
|
162 |
+
if ori is None:
|
163 |
+
ori = type_
|
164 |
+
elif isinstance(type_, UnionClass):
|
165 |
+
ori = type_.__origin__
|
166 |
+
elif type_ is typing.Generic:
|
167 |
+
ori = typing.Generic
|
168 |
+
else:
|
169 |
+
ori = None
|
170 |
+
return _normalize_aliases(ori)
|
171 |
+
|
172 |
+
|
173 |
+
def get_args(type_) -> typing.Tuple:
|
174 |
+
"""Get type arguments with all substitutions performed.
|
175 |
+
For unions, basic simplifications used by Union constructor are performed.
|
176 |
+
|
177 |
+
Examples:
|
178 |
+
|
179 |
+
```python
|
180 |
+
from typing_utils import get_args
|
181 |
+
|
182 |
+
get_args(Dict[str, int]) == (str, int)
|
183 |
+
get_args(int) == ()
|
184 |
+
get_args(Union[int, Union[T, int], str][int]) == (int, str)
|
185 |
+
get_args(Union[int, Tuple[T, int]][str]) == (int, Tuple[str, int])
|
186 |
+
get_args(Callable[[], T][int]) == ([], int)
|
187 |
+
```
|
188 |
+
"""
|
189 |
+
if hasattr(typing, 'get_args'): # python 3.8+
|
190 |
+
_getter = getattr(typing, "get_args")
|
191 |
+
res = _getter(type_)
|
192 |
+
elif hasattr(typing.List, "_special"): # python 3.7
|
193 |
+
if (
|
194 |
+
isinstance(type_, GenericClass) and not type_._special
|
195 |
+
): # backport for python 3.8
|
196 |
+
res = type_.__args__
|
197 |
+
if get_origin(type_) is collections.abc.Callable and res[0] is not Ellipsis:
|
198 |
+
res = (list(res[:-1]), res[-1])
|
199 |
+
else:
|
200 |
+
res = ()
|
201 |
+
else: # python 3.6
|
202 |
+
if isinstance(type_, (GenericClass, UnionClass)): # backport for python 3.8
|
203 |
+
res = type_.__args__
|
204 |
+
if get_origin(type_) is collections.abc.Callable and res[0] is not Ellipsis:
|
205 |
+
res = (list(res[:-1]), res[-1])
|
206 |
+
else:
|
207 |
+
res = ()
|
208 |
+
return () if res is None else res
|
209 |
+
|
210 |
+
|
211 |
+
def eval_forward_ref(ref, forward_refs=None):
|
212 |
+
'''
|
213 |
+
eval forward_refs in all cPython versions
|
214 |
+
'''
|
215 |
+
localns = forward_refs or {}
|
216 |
+
|
217 |
+
if hasattr(typing, "_eval_type"): # python3.8 & python 3.9
|
218 |
+
_eval_type = getattr(typing, "_eval_type")
|
219 |
+
return _eval_type(ref, globals(), localns)
|
220 |
+
|
221 |
+
if hasattr(ref, "_eval_type"): # python3.6
|
222 |
+
_eval_type = getattr(ref, "_eval_type")
|
223 |
+
return _eval_type(globals(), localns)
|
224 |
+
|
225 |
+
raise NotImplementedError()
|
226 |
+
|
227 |
+
|
228 |
+
class NormalizedType(typing.NamedTuple):
|
229 |
+
'''
|
230 |
+
Normalized type, made it possible to compare, hash between types.
|
231 |
+
'''
|
232 |
+
|
233 |
+
origin: Type
|
234 |
+
args: typing.Union[tuple, frozenset] = tuple()
|
235 |
+
|
236 |
+
def __eq__(self, other):
|
237 |
+
if isinstance(other, NormalizedType):
|
238 |
+
if self.origin != other.origin:
|
239 |
+
return False
|
240 |
+
if isinstance(self.args, frozenset) and isinstance(other.args, frozenset):
|
241 |
+
return self.args <= other.args and other.args <= self.args
|
242 |
+
return self.origin == other.origin and self.args == other.args
|
243 |
+
if not self.args:
|
244 |
+
return self.origin == other
|
245 |
+
return False
|
246 |
+
|
247 |
+
def __hash__(self) -> int:
|
248 |
+
if not self.args:
|
249 |
+
return hash(self.origin)
|
250 |
+
return hash((self.origin, self.args))
|
251 |
+
|
252 |
+
def __repr__(self):
|
253 |
+
if not self.args:
|
254 |
+
return f"{self.origin}"
|
255 |
+
return f"{self.origin}[{self.args}])"
|
256 |
+
|
257 |
+
|
258 |
+
def _normalize_args(tps: TypeArgs):
|
259 |
+
if isinstance(tps, str):
|
260 |
+
return tps
|
261 |
+
if isinstance(tps, collections.abc.Sequence):
|
262 |
+
return tuple(_normalize_args(type_) for type_ in tps)
|
263 |
+
if isinstance(tps, collections.abc.Set):
|
264 |
+
return frozenset(_normalize_args(type_) for type_ in tps)
|
265 |
+
return normalize(tps)
|
266 |
+
|
267 |
+
|
268 |
+
def normalize(type_: Type) -> NormalizedType:
|
269 |
+
'''
|
270 |
+
convert types to NormalizedType instances.
|
271 |
+
'''
|
272 |
+
args = get_args(type_)
|
273 |
+
origin = get_origin(type_)
|
274 |
+
if not origin:
|
275 |
+
return NormalizedType(_normalize_aliases(type_))
|
276 |
+
origin = _normalize_aliases(origin)
|
277 |
+
|
278 |
+
if origin is typing.Union: # sort args when the origin is Union
|
279 |
+
args = _normalize_args(frozenset(args))
|
280 |
+
else:
|
281 |
+
args = _normalize_args(args)
|
282 |
+
return NormalizedType(origin, args)
|
283 |
+
|
284 |
+
|
285 |
+
def _is_origin_subtype(left: OriginType, right: OriginType) -> bool:
|
286 |
+
if left is right:
|
287 |
+
return True
|
288 |
+
|
289 |
+
if (
|
290 |
+
left is not None
|
291 |
+
and left in STATIC_SUBTYPE_MAPPING
|
292 |
+
and right == STATIC_SUBTYPE_MAPPING[left]
|
293 |
+
):
|
294 |
+
return True
|
295 |
+
|
296 |
+
if hasattr(left, "mro"):
|
297 |
+
for parent in left.mro():
|
298 |
+
if parent == right:
|
299 |
+
return True
|
300 |
+
|
301 |
+
if isinstance(left, type) and isinstance(right, type):
|
302 |
+
return issubclass(left, right)
|
303 |
+
|
304 |
+
return left == right
|
305 |
+
|
306 |
+
|
307 |
+
NormalizedTypeArgs = typing.Union[
|
308 |
+
typing.Tuple["NormalizedTypeArgs", ...],
|
309 |
+
typing.FrozenSet[NormalizedType],
|
310 |
+
NormalizedType,
|
311 |
+
]
|
312 |
+
|
313 |
+
|
314 |
+
def _is_origin_subtype_args(
|
315 |
+
left: NormalizedTypeArgs,
|
316 |
+
right: NormalizedTypeArgs,
|
317 |
+
forward_refs: typing.Optional[typing.Mapping[str, type]],
|
318 |
+
) -> typing.Optional[bool]:
|
319 |
+
if isinstance(left, frozenset):
|
320 |
+
if not isinstance(right, frozenset):
|
321 |
+
return False
|
322 |
+
|
323 |
+
excluded = left - right
|
324 |
+
if not excluded:
|
325 |
+
# Union[str, int] <> Union[int, str]
|
326 |
+
return True
|
327 |
+
|
328 |
+
# Union[list, int] <> Union[typing.Sequence, int]
|
329 |
+
return all(
|
330 |
+
any(_is_normal_subtype(e, r, forward_refs) for r in right) for e in excluded
|
331 |
+
)
|
332 |
+
|
333 |
+
if isinstance(left, collections.abc.Sequence) and not isinstance(
|
334 |
+
left, NormalizedType
|
335 |
+
):
|
336 |
+
if not isinstance(right, collections.abc.Sequence) or isinstance(
|
337 |
+
right, NormalizedType
|
338 |
+
):
|
339 |
+
return False
|
340 |
+
|
341 |
+
if (
|
342 |
+
left
|
343 |
+
and left[-1].origin is not Ellipsis
|
344 |
+
and right
|
345 |
+
and right[-1].origin is Ellipsis
|
346 |
+
):
|
347 |
+
# Tuple[type, type] <> Tuple[type, ...]
|
348 |
+
return all(_is_origin_subtype_args(l, right[0], forward_refs) for l in left)
|
349 |
+
|
350 |
+
if len(left) != len(right):
|
351 |
+
return False
|
352 |
+
|
353 |
+
return all(
|
354 |
+
l is not None
|
355 |
+
and r is not None
|
356 |
+
and _is_origin_subtype_args(l, r, forward_refs)
|
357 |
+
for l, r in itertools.zip_longest(left, right)
|
358 |
+
)
|
359 |
+
|
360 |
+
assert isinstance(left, NormalizedType)
|
361 |
+
assert isinstance(right, NormalizedType)
|
362 |
+
|
363 |
+
return _is_normal_subtype(left, right, forward_refs)
|
364 |
+
|
365 |
+
|
366 |
+
def _is_normal_subtype(
|
367 |
+
left: NormalizedType,
|
368 |
+
right: NormalizedType,
|
369 |
+
forward_refs: typing.Optional[typing.Mapping[str, type]],
|
370 |
+
) -> typing.Optional[bool]:
|
371 |
+
|
372 |
+
if isinstance(left.origin, ForwardRef):
|
373 |
+
left = normalize(eval_forward_ref(left.origin, forward_refs=forward_refs))
|
374 |
+
|
375 |
+
if isinstance(right.origin, ForwardRef):
|
376 |
+
right = normalize(eval_forward_ref(right.origin, forward_refs=forward_refs))
|
377 |
+
|
378 |
+
# Any
|
379 |
+
if right.origin is typing.Any:
|
380 |
+
return True
|
381 |
+
|
382 |
+
# Union
|
383 |
+
if right.origin is typing.Union and left.origin is typing.Union:
|
384 |
+
return _is_origin_subtype_args(left.args, right.args, forward_refs)
|
385 |
+
if right.origin is typing.Union:
|
386 |
+
return optional_any(
|
387 |
+
_is_normal_subtype(left, a, forward_refs) for a in right.args
|
388 |
+
)
|
389 |
+
if left.origin is typing.Union:
|
390 |
+
return optional_all(
|
391 |
+
_is_normal_subtype(a, right, forward_refs) for a in left.args
|
392 |
+
)
|
393 |
+
|
394 |
+
# TypeVar
|
395 |
+
if isinstance(left.origin, typing.TypeVar) and isinstance(
|
396 |
+
right.origin, typing.TypeVar
|
397 |
+
):
|
398 |
+
if left.origin is right.origin:
|
399 |
+
return True
|
400 |
+
|
401 |
+
left_bound = getattr(left.origin, "__bound__", None)
|
402 |
+
right_bound = getattr(right.origin, "__bound__", None)
|
403 |
+
if right_bound is None or left_bound is None:
|
404 |
+
return unknown
|
405 |
+
return _is_normal_subtype(
|
406 |
+
normalize(left_bound), normalize(right_bound), forward_refs
|
407 |
+
)
|
408 |
+
if isinstance(right.origin, typing.TypeVar):
|
409 |
+
return unknown
|
410 |
+
if isinstance(left.origin, typing.TypeVar):
|
411 |
+
left_bound = getattr(left.origin, "__bound__", None)
|
412 |
+
if left_bound is None:
|
413 |
+
return unknown
|
414 |
+
return _is_normal_subtype(normalize(left_bound), right, forward_refs)
|
415 |
+
|
416 |
+
if not left.args and not right.args:
|
417 |
+
return _is_origin_subtype(left.origin, right.origin)
|
418 |
+
|
419 |
+
if not right.args:
|
420 |
+
return _is_origin_subtype(left.origin, right.origin)
|
421 |
+
|
422 |
+
if _is_origin_subtype(left.origin, right.origin):
|
423 |
+
return _is_origin_subtype_args(left.args, right.args, forward_refs)
|
424 |
+
|
425 |
+
return False
|
426 |
+
|
427 |
+
|
428 |
+
def issubtype(
|
429 |
+
left: Type, right: Type, forward_refs: typing.Optional[dict] = None,
|
430 |
+
) -> typing.Optional[bool]:
|
431 |
+
"""Check that the left argument is a subtype of the right.
|
432 |
+
For unions, check if the type arguments of the left is a subset of the right.
|
433 |
+
Also works for nested types including ForwardRefs.
|
434 |
+
|
435 |
+
Examples:
|
436 |
+
|
437 |
+
```python
|
438 |
+
from typing_utils import issubtype
|
439 |
+
|
440 |
+
issubtype(typing.List, typing.Any) == True
|
441 |
+
issubtype(list, list) == True
|
442 |
+
issubtype(list, typing.List) == True
|
443 |
+
issubtype(list, typing.Sequence) == True
|
444 |
+
issubtype(typing.List[int], list) == True
|
445 |
+
issubtype(typing.List[typing.List], list) == True
|
446 |
+
issubtype(list, typing.List[int]) == False
|
447 |
+
issubtype(list, typing.Union[typing.Tuple, typing.Set]) == False
|
448 |
+
issubtype(typing.List[typing.List], typing.List[typing.Sequence]) == True
|
449 |
+
JSON = typing.Union[
|
450 |
+
int, float, bool, str, None, typing.Sequence["JSON"],
|
451 |
+
typing.Mapping[str, "JSON"]
|
452 |
+
]
|
453 |
+
issubtype(str, JSON, forward_refs={'JSON': JSON}) == True
|
454 |
+
issubtype(typing.Dict[str, str], JSON, forward_refs={'JSON': JSON}) == True
|
455 |
+
issubtype(typing.Dict[str, bytes], JSON, forward_refs={'JSON': JSON}) == False
|
456 |
+
```
|
457 |
+
"""
|
458 |
+
return _is_normal_subtype(normalize(left), normalize(right), forward_refs)
|