Upload type_utils.py with huggingface_hub
Browse files- type_utils.py +458 -0
type_utils.py
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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)
|