|
import collections.abc |
|
import io |
|
import itertools |
|
import typing |
|
|
|
|
|
def isoftype(object, type): |
|
"""Checks if an object is of a certain typing type, including nested types. |
|
|
|
This function supports simple types (like `int`, `str`), typing types |
|
(like `List[int]`, `Tuple[str, int]`, `Dict[str, int]`), and nested typing |
|
types (like `List[List[int]]`, `Tuple[List[str], int]`, `Dict[str, List[int]]`). |
|
|
|
Args: |
|
object: The object to check. |
|
type: The typing type to check against. |
|
|
|
Returns: |
|
bool: True if the object is of the specified type, False otherwise. |
|
|
|
Examples: |
|
.. highlight:: python |
|
.. code-block:: python |
|
|
|
isoftype(1, int) # True |
|
isoftype([1, 2, 3], typing.List[int]) # True |
|
isoftype([1, 2, 3], typing.List[str]) # False |
|
isoftype([[1, 2], [3, 4]], typing.List[typing.List[int]]) # True |
|
""" |
|
if type == typing.Any: |
|
return True |
|
|
|
if hasattr(type, "__origin__"): |
|
origin = type.__origin__ |
|
type_args = typing.get_args(type) |
|
|
|
if origin is typing.Union: |
|
return any(isoftype(object, sub_type) for sub_type in type_args) |
|
|
|
if not isinstance(object, origin): |
|
return False |
|
|
|
if origin is list or origin is set: |
|
return all(isoftype(element, type_args[0]) for element in object) |
|
|
|
if origin is dict: |
|
return all( |
|
isoftype(key, type_args[0]) and isoftype(value, type_args[1]) |
|
for key, value in object.items() |
|
) |
|
if origin is tuple: |
|
return all( |
|
isoftype(element, type_arg) |
|
for element, type_arg in zip(object, type_args) |
|
) |
|
return None |
|
|
|
return isinstance(object, type) |
|
|
|
|
|
|
|
|
|
|
|
|
|
if hasattr(typing, "ForwardRef"): |
|
ForwardRef = typing.ForwardRef |
|
elif hasattr(typing, "_ForwardRef"): |
|
ForwardRef = typing._ForwardRef |
|
else: |
|
raise NotImplementedError() |
|
|
|
|
|
unknown = None |
|
|
|
|
|
BUILTINS_MAPPING = { |
|
typing.List: list, |
|
typing.Set: set, |
|
typing.Dict: dict, |
|
typing.Tuple: tuple, |
|
typing.ByteString: bytes, |
|
typing.Callable: collections.abc.Callable, |
|
typing.Sequence: collections.abc.Sequence, |
|
type(None): None, |
|
} |
|
|
|
|
|
STATIC_SUBTYPE_MAPPING: typing.Dict[type, typing.Type] = { |
|
io.TextIOWrapper: typing.TextIO, |
|
io.TextIOBase: typing.TextIO, |
|
io.StringIO: typing.TextIO, |
|
io.BufferedReader: typing.BinaryIO, |
|
io.BufferedWriter: typing.BinaryIO, |
|
io.BytesIO: typing.BinaryIO, |
|
} |
|
|
|
|
|
def optional_all(elements) -> typing.Optional[bool]: |
|
if all(elements): |
|
return True |
|
if all(e is False for e in elements): |
|
return False |
|
return unknown |
|
|
|
|
|
def optional_any(elements) -> typing.Optional[bool]: |
|
if any(elements): |
|
return True |
|
if any(e is None for e in elements): |
|
return unknown |
|
return False |
|
|
|
|
|
def _hashable(value): |
|
"""Determine whether `value` can be hashed.""" |
|
try: |
|
hash(value) |
|
except TypeError: |
|
return False |
|
return True |
|
|
|
|
|
get_type_hints = typing.get_type_hints |
|
|
|
GenericClass = type(typing.List) |
|
UnionClass = type(typing.Union) |
|
|
|
Type = typing.Union[None, type, "typing.TypeVar"] |
|
OriginType = typing.Union[None, type] |
|
TypeArgs = typing.Union[type, typing.AbstractSet[type], typing.Sequence[type]] |
|
|
|
|
|
def _normalize_aliases(type_: Type) -> Type: |
|
if isinstance(type_, typing.TypeVar): |
|
return type_ |
|
|
|
assert _hashable(type_), "_normalize_aliases should only be called on element types" |
|
|
|
if type_ in BUILTINS_MAPPING: |
|
return BUILTINS_MAPPING[type_] |
|
return type_ |
|
|
|
|
|
def get_origin(type_): |
|
"""Get the unsubscripted version of a type. |
|
|
|
This supports generic types, Callable, Tuple, Union, Literal, Final and ClassVar. |
|
Return None for unsupported types. |
|
|
|
Examples: |
|
Here are some code examples using `get_origin` from the `typing_utils` module: |
|
|
|
.. code-block:: python |
|
|
|
from typing_utils import get_origin |
|
|
|
# Examples of get_origin usage |
|
get_origin(Literal[42]) is Literal # True |
|
get_origin(int) is None # True |
|
get_origin(ClassVar[int]) is ClassVar # True |
|
get_origin(Generic) is Generic # True |
|
get_origin(Generic[T]) is Generic # True |
|
get_origin(Union[T, int]) is Union # True |
|
get_origin(List[Tuple[T, T]][int]) == list # True |
|
|
|
""" |
|
if hasattr(typing, "get_origin"): |
|
_getter = typing.get_origin |
|
ori = _getter(type_) |
|
elif hasattr(typing.List, "_special"): |
|
if isinstance(type_, GenericClass) and not type_._special: |
|
ori = type_.__origin__ |
|
elif hasattr(type_, "_special") and type_._special: |
|
ori = type_ |
|
elif type_ is typing.Generic: |
|
ori = typing.Generic |
|
else: |
|
ori = None |
|
else: |
|
if isinstance(type_, GenericClass): |
|
ori = type_.__origin__ |
|
if ori is None: |
|
ori = type_ |
|
elif isinstance(type_, UnionClass): |
|
ori = type_.__origin__ |
|
elif type_ is typing.Generic: |
|
ori = typing.Generic |
|
else: |
|
ori = None |
|
return _normalize_aliases(ori) |
|
|
|
|
|
def get_args(type_) -> typing.Tuple: |
|
"""Get type arguments with all substitutions performed. |
|
|
|
For unions, basic simplifications used by Union constructor are performed. |
|
|
|
Examples: |
|
Here are some code examples using `get_args` from the `typing_utils` module: |
|
|
|
.. code-block:: python |
|
|
|
from typing_utils import get_args |
|
|
|
# Examples of get_args usage |
|
get_args(Dict[str, int]) == (str, int) # True |
|
get_args(int) == () # True |
|
get_args(Union[int, Union[T, int], str][int]) == (int, str) # True |
|
get_args(Union[int, Tuple[T, int]][str]) == (int, Tuple[str, int]) # True |
|
get_args(Callable[[], T][int]) == ([], int) # True |
|
""" |
|
if hasattr(typing, "get_args"): |
|
_getter = typing.get_args |
|
res = _getter(type_) |
|
elif hasattr(typing.List, "_special"): |
|
if ( |
|
isinstance(type_, GenericClass) and not type_._special |
|
): |
|
res = type_.__args__ |
|
if get_origin(type_) is collections.abc.Callable and res[0] is not Ellipsis: |
|
res = (list(res[:-1]), res[-1]) |
|
else: |
|
res = () |
|
else: |
|
if isinstance(type_, (GenericClass, UnionClass)): |
|
res = type_.__args__ |
|
if get_origin(type_) is collections.abc.Callable and res[0] is not Ellipsis: |
|
res = (list(res[:-1]), res[-1]) |
|
else: |
|
res = () |
|
return () if res is None else res |
|
|
|
|
|
def eval_forward_ref(ref, forward_refs=None): |
|
"""Eval forward_refs in all cPython versions.""" |
|
localns = forward_refs or {} |
|
|
|
if hasattr(typing, "_eval_type"): |
|
_eval_type = typing._eval_type |
|
return _eval_type(ref, globals(), localns) |
|
|
|
if hasattr(ref, "_eval_type"): |
|
_eval_type = ref._eval_type |
|
return _eval_type(globals(), localns) |
|
|
|
raise NotImplementedError() |
|
|
|
|
|
class NormalizedType(typing.NamedTuple): |
|
"""Normalized type, made it possible to compare, hash between types.""" |
|
|
|
origin: Type |
|
args: typing.Union[tuple, frozenset] = () |
|
|
|
def __eq__(self, other): |
|
if isinstance(other, NormalizedType): |
|
if self.origin != other.origin: |
|
return False |
|
if isinstance(self.args, frozenset) and isinstance(other.args, frozenset): |
|
return self.args <= other.args and other.args <= self.args |
|
return self.origin == other.origin and self.args == other.args |
|
if not self.args: |
|
return self.origin == other |
|
return False |
|
|
|
def __hash__(self) -> int: |
|
if not self.args: |
|
return hash(self.origin) |
|
return hash((self.origin, self.args)) |
|
|
|
def __repr__(self): |
|
if not self.args: |
|
return f"{self.origin}" |
|
return f"{self.origin}[{self.args}])" |
|
|
|
|
|
def _normalize_args(tps: TypeArgs): |
|
if isinstance(tps, str): |
|
return tps |
|
if isinstance(tps, collections.abc.Sequence): |
|
return tuple(_normalize_args(type_) for type_ in tps) |
|
if isinstance(tps, collections.abc.Set): |
|
return frozenset(_normalize_args(type_) for type_ in tps) |
|
return normalize(tps) |
|
|
|
|
|
def normalize(type_: Type) -> NormalizedType: |
|
"""Convert types to NormalizedType instances.""" |
|
args = get_args(type_) |
|
origin = get_origin(type_) |
|
if not origin: |
|
return NormalizedType(_normalize_aliases(type_)) |
|
origin = _normalize_aliases(origin) |
|
|
|
if origin is typing.Union: |
|
args = _normalize_args(frozenset(args)) |
|
else: |
|
args = _normalize_args(args) |
|
return NormalizedType(origin, args) |
|
|
|
|
|
def _is_origin_subtype(left: OriginType, right: OriginType) -> bool: |
|
if left is right: |
|
return True |
|
|
|
if ( |
|
left is not None |
|
and left in STATIC_SUBTYPE_MAPPING |
|
and right == STATIC_SUBTYPE_MAPPING[left] |
|
): |
|
return True |
|
|
|
if hasattr(left, "mro"): |
|
for parent in left.mro(): |
|
if parent == right: |
|
return True |
|
|
|
if isinstance(left, type) and isinstance(right, type): |
|
return issubclass(left, right) |
|
|
|
return left == right |
|
|
|
|
|
NormalizedTypeArgs = typing.Union[ |
|
typing.Tuple["NormalizedTypeArgs", ...], |
|
typing.FrozenSet[NormalizedType], |
|
NormalizedType, |
|
] |
|
|
|
|
|
def _is_origin_subtype_args( |
|
left: NormalizedTypeArgs, |
|
right: NormalizedTypeArgs, |
|
forward_refs: typing.Optional[typing.Mapping[str, type]], |
|
) -> typing.Optional[bool]: |
|
if isinstance(left, frozenset): |
|
if not isinstance(right, frozenset): |
|
return False |
|
|
|
excluded = left - right |
|
if not excluded: |
|
|
|
return True |
|
|
|
|
|
return all( |
|
any(_is_normal_subtype(e, r, forward_refs) for r in right) for e in excluded |
|
) |
|
|
|
if isinstance(left, collections.abc.Sequence) and not isinstance( |
|
left, NormalizedType |
|
): |
|
if not isinstance(right, collections.abc.Sequence) or isinstance( |
|
right, NormalizedType |
|
): |
|
return False |
|
|
|
if ( |
|
left |
|
and left[-1].origin is not Ellipsis |
|
and right |
|
and right[-1].origin is Ellipsis |
|
): |
|
|
|
return all( |
|
_is_origin_subtype_args(lft, right[0], forward_refs) for lft in left |
|
) |
|
|
|
if len(left) != len(right): |
|
return False |
|
|
|
return all( |
|
lft is not None |
|
and rgt is not None |
|
and _is_origin_subtype_args(lft, rgt, forward_refs) |
|
for lft, rgt in itertools.zip_longest(left, right) |
|
) |
|
|
|
assert isinstance(left, NormalizedType) |
|
assert isinstance(right, NormalizedType) |
|
|
|
return _is_normal_subtype(left, right, forward_refs) |
|
|
|
|
|
def _is_normal_subtype( |
|
left: NormalizedType, |
|
right: NormalizedType, |
|
forward_refs: typing.Optional[typing.Mapping[str, type]], |
|
) -> typing.Optional[bool]: |
|
if isinstance(left.origin, ForwardRef): |
|
left = normalize(eval_forward_ref(left.origin, forward_refs=forward_refs)) |
|
|
|
if isinstance(right.origin, ForwardRef): |
|
right = normalize(eval_forward_ref(right.origin, forward_refs=forward_refs)) |
|
|
|
|
|
if right.origin is typing.Any: |
|
return True |
|
|
|
|
|
if right.origin is typing.Union and left.origin is typing.Union: |
|
return _is_origin_subtype_args(left.args, right.args, forward_refs) |
|
if right.origin is typing.Union: |
|
return optional_any( |
|
_is_normal_subtype(left, a, forward_refs) for a in right.args |
|
) |
|
if left.origin is typing.Union: |
|
return optional_all( |
|
_is_normal_subtype(a, right, forward_refs) for a in left.args |
|
) |
|
|
|
|
|
if isinstance(left.origin, typing.TypeVar) and isinstance( |
|
right.origin, typing.TypeVar |
|
): |
|
if left.origin is right.origin: |
|
return True |
|
|
|
left_bound = getattr(left.origin, "__bound__", None) |
|
right_bound = getattr(right.origin, "__bound__", None) |
|
if right_bound is None or left_bound is None: |
|
return unknown |
|
return _is_normal_subtype( |
|
normalize(left_bound), normalize(right_bound), forward_refs |
|
) |
|
if isinstance(right.origin, typing.TypeVar): |
|
return unknown |
|
if isinstance(left.origin, typing.TypeVar): |
|
left_bound = getattr(left.origin, "__bound__", None) |
|
if left_bound is None: |
|
return unknown |
|
return _is_normal_subtype(normalize(left_bound), right, forward_refs) |
|
|
|
if not left.args and not right.args: |
|
return _is_origin_subtype(left.origin, right.origin) |
|
|
|
if not right.args: |
|
return _is_origin_subtype(left.origin, right.origin) |
|
|
|
if _is_origin_subtype(left.origin, right.origin): |
|
return _is_origin_subtype_args(left.args, right.args, forward_refs) |
|
|
|
return False |
|
|
|
|
|
def issubtype( |
|
left: Type, |
|
right: Type, |
|
forward_refs: typing.Optional[dict] = None, |
|
) -> typing.Optional[bool]: |
|
"""Check that the left argument is a subtype of the right. |
|
|
|
For unions, check if the type arguments of the left is a subset of the right. |
|
Also works for nested types including ForwardRefs. |
|
|
|
Examples: |
|
Here are some code examples using `issubtype` from the `typing_utils` module: |
|
|
|
.. code-block:: python |
|
|
|
from typing_utils import issubtype |
|
|
|
# Examples of issubtype checks |
|
issubtype(typing.List, typing.Any) # True |
|
issubtype(list, list) # True |
|
issubtype(list, typing.List) # True |
|
issubtype(list, typing.Sequence) # True |
|
issubtype(typing.List[int], list) # True |
|
issubtype(typing.List[typing.List], list) # True |
|
issubtype(list, typing.List[int]) # False |
|
issubtype(list, typing.Union[typing.Tuple, typing.Set]) # False |
|
issubtype(typing.List[typing.List], typing.List[typing.Sequence]) # True |
|
|
|
# Example with custom JSON type |
|
JSON = typing.Union[ |
|
int, float, bool, str, None, typing.Sequence["JSON"], |
|
typing.Mapping[str, "JSON"] |
|
] |
|
issubtype(str, JSON, forward_refs={'JSON': JSON}) # True |
|
issubtype(typing.Dict[str, str], JSON, forward_refs={'JSON': JSON}) # True |
|
issubtype(typing.Dict[str, bytes], JSON, forward_refs={'JSON': JSON}) # False |
|
""" |
|
return _is_normal_subtype(normalize(left), normalize(right), forward_refs) |
|
|