import sys from typing import Any, TypeVar import numpy as np import numpy.typing as npt if sys.version_info >= (3, 11): from typing import assert_type else: from typing_extensions import assert_type _SCT = TypeVar("_SCT", bound=np.generic) def func1(ar: npt.NDArray[_SCT], a: int) -> npt.NDArray[_SCT]: pass def func2(ar: npt.NDArray[np.number[Any]], a: str) -> npt.NDArray[np.float64]: pass AR_b: npt.NDArray[np.bool_] AR_u: npt.NDArray[np.uint64] AR_i: npt.NDArray[np.int64] AR_f: npt.NDArray[np.float64] AR_c: npt.NDArray[np.complex128] AR_O: npt.NDArray[np.object_] AR_LIKE_b: list[bool] assert_type(np.fliplr(AR_b), npt.NDArray[np.bool_]) assert_type(np.fliplr(AR_LIKE_b), npt.NDArray[Any]) assert_type(np.flipud(AR_b), npt.NDArray[np.bool_]) assert_type(np.flipud(AR_LIKE_b), npt.NDArray[Any]) assert_type(np.eye(10), npt.NDArray[np.float64]) assert_type(np.eye(10, M=20, dtype=np.int64), npt.NDArray[np.int64]) assert_type(np.eye(10, k=2, dtype=int), npt.NDArray[Any]) assert_type(np.diag(AR_b), npt.NDArray[np.bool_]) assert_type(np.diag(AR_LIKE_b, k=0), npt.NDArray[Any]) assert_type(np.diagflat(AR_b), npt.NDArray[np.bool_]) assert_type(np.diagflat(AR_LIKE_b, k=0), npt.NDArray[Any]) assert_type(np.tri(10), npt.NDArray[np.float64]) assert_type(np.tri(10, M=20, dtype=np.int64), npt.NDArray[np.int64]) assert_type(np.tri(10, k=2, dtype=int), npt.NDArray[Any]) assert_type(np.tril(AR_b), npt.NDArray[np.bool_]) assert_type(np.tril(AR_LIKE_b, k=0), npt.NDArray[Any]) assert_type(np.triu(AR_b), npt.NDArray[np.bool_]) assert_type(np.triu(AR_LIKE_b, k=0), npt.NDArray[Any]) assert_type(np.vander(AR_b), npt.NDArray[np.signedinteger[Any]]) assert_type(np.vander(AR_u), npt.NDArray[np.signedinteger[Any]]) assert_type(np.vander(AR_i, N=2), npt.NDArray[np.signedinteger[Any]]) assert_type(np.vander(AR_f, increasing=True), npt.NDArray[np.floating[Any]]) assert_type(np.vander(AR_c), npt.NDArray[np.complexfloating[Any, Any]]) assert_type(np.vander(AR_O), npt.NDArray[np.object_]) assert_type( np.histogram2d(AR_i, AR_b), tuple[ npt.NDArray[np.float64], npt.NDArray[np.floating[Any]], npt.NDArray[np.floating[Any]], ], ) assert_type( np.histogram2d(AR_f, AR_f), tuple[ npt.NDArray[np.float64], npt.NDArray[np.floating[Any]], npt.NDArray[np.floating[Any]], ], ) assert_type( np.histogram2d(AR_f, AR_c, weights=AR_LIKE_b), tuple[ npt.NDArray[np.float64], npt.NDArray[np.complexfloating[Any, Any]], npt.NDArray[np.complexfloating[Any, Any]], ], ) assert_type(np.mask_indices(10, func1), tuple[npt.NDArray[np.intp], npt.NDArray[np.intp]]) assert_type(np.mask_indices(8, func2, "0"), tuple[npt.NDArray[np.intp], npt.NDArray[np.intp]]) assert_type(np.tril_indices(10), tuple[npt.NDArray[np.int_], npt.NDArray[np.int_]]) assert_type(np.tril_indices_from(AR_b), tuple[npt.NDArray[np.int_], npt.NDArray[np.int_]]) assert_type(np.triu_indices(10), tuple[npt.NDArray[np.int_], npt.NDArray[np.int_]]) assert_type(np.triu_indices_from(AR_b), tuple[npt.NDArray[np.int_], npt.NDArray[np.int_]])