venv/lib/python3.11/site-packages/torchgen/packaged/autograd/context.py

import functools
from typing import Callable

from torchgen.api.autograd import NativeFunctionWithDifferentiabilityInfo as NFWDI
from torchgen.context import native_function_manager
from torchgen.utils import T


# Like tools.api.context.with_native_function, but for
# NativeFunctionWithDifferentiabilityInfo.
def with_native_function_with_differentiability_info(
    func: Callable[[NFWDI], T],
) -> Callable[[NFWDI], T]:
    @functools.wraps(func)
    def wrapper(f: NFWDI) -> T:
        with native_function_manager(f.func):
            return func(f)

    return wrapper


# Like the above but with an additional dispatch key string argument
def with_native_function_with_differentiability_info_and_key(
    func: Callable[[NFWDI, str], T],
) -> Callable[[NFWDI, str], T]:
    @functools.wraps(func)
    def wrapper(f: NFWDI, key: str) -> T:
        with native_function_manager(f.func):
            return func(f, key)

    return wrapper