reflex/pynecone/utils/types.py
2023-05-31 18:05:31 -07:00

201 lines
4.7 KiB
Python

"""Contains custom types and methods to check types."""
from __future__ import annotations
import contextlib
import typing
from typing import Any, Callable, Tuple, Type, Union, _GenericAlias # type: ignore
from pynecone.base import Base
# Union of generic types.
GenericType = Union[Type, _GenericAlias]
# Valid state var types.
PrimitiveType = Union[int, float, bool, str, list, dict, set, tuple]
StateVar = Union[PrimitiveType, Base, None]
def get_args(alias: _GenericAlias) -> Tuple[Type, ...]:
"""Get the arguments of a type alias.
Args:
alias: The type alias.
Returns:
The arguments of the type alias.
"""
return alias.__args__
def is_generic_alias(cls: GenericType) -> bool:
"""Check whether the class is a generic alias.
Args:
cls: The class to check.
Returns:
Whether the class is a generic alias.
"""
# For older versions of Python.
if isinstance(cls, _GenericAlias):
return True
with contextlib.suppress(ImportError):
from typing import _SpecialGenericAlias # type: ignore
if isinstance(cls, _SpecialGenericAlias):
return True
# For newer versions of Python.
try:
from types import GenericAlias # type: ignore
return isinstance(cls, GenericAlias)
except ImportError:
return False
def is_union(cls: GenericType) -> bool:
"""Check if a class is a Union.
Args:
cls: The class to check.
Returns:
Whether the class is a Union.
"""
with contextlib.suppress(ImportError):
from typing import _UnionGenericAlias # type: ignore
return isinstance(cls, _UnionGenericAlias)
return cls.__origin__ == Union if is_generic_alias(cls) else False
def get_base_class(cls: GenericType) -> Type:
"""Get the base class of a class.
Args:
cls: The class.
Returns:
The base class of the class.
"""
if is_union(cls):
return tuple(get_base_class(arg) for arg in get_args(cls))
return get_base_class(cls.__origin__) if is_generic_alias(cls) else cls
def _issubclass(cls: GenericType, cls_check: GenericType) -> bool:
"""Check if a class is a subclass of another class.
Args:
cls: The class to check.
cls_check: The class to check against.
Returns:
Whether the class is a subclass of the other class.
"""
# Special check for Any.
if cls_check == Any:
return True
if cls in [Any, Callable]:
return False
# Get the base classes.
cls_base = get_base_class(cls)
cls_check_base = get_base_class(cls_check)
# The class we're checking should not be a union.
if isinstance(cls_base, tuple):
return False
# Check if the types match.
return cls_check_base == Any or issubclass(cls_base, cls_check_base)
def _isinstance(obj: Any, cls: GenericType) -> bool:
"""Check if an object is an instance of a class.
Args:
obj: The object to check.
cls: The class to check against.
Returns:
Whether the object is an instance of the class.
"""
return isinstance(obj, get_base_class(cls))
def is_dataframe(value: Type) -> bool:
"""Check if the given value is a dataframe.
Args:
value: The value to check.
Returns:
Whether the value is a dataframe.
"""
if is_generic_alias(value) or value == typing.Any:
return False
return value.__name__ == "DataFrame"
def is_image(value: Type) -> bool:
"""Check if the given value is a pillow image. By checking if the value subclasses PIL.
Args:
value: The value to check.
Returns:
Whether the value is a pillow image.
"""
if is_generic_alias(value) or value == typing.Any:
return False
return "PIL" in value.__module__
def is_figure(value: Type) -> bool:
"""Check if the given value is a figure.
Args:
value: The value to check.
Returns:
Whether the value is a figure.
"""
return value.__name__ == "Figure"
def is_valid_var_type(var: Type) -> bool:
"""Check if the given value is a valid prop type.
Args:
var: The value to check.
Returns:
Whether the value is a valid prop type.
"""
return (
_issubclass(var, StateVar)
or is_dataframe(var)
or is_figure(var)
or is_image(var)
)
def is_backend_variable(name: str) -> bool:
"""Check if this variable name correspond to a backend variable.
Args:
name: The name of the variable to check
Returns:
bool: The result of the check
"""
return name.startswith("_") and not name.startswith("__")
# Store this here for performance.
StateBases = get_base_class(StateVar)