numpy/dtypes.pyi

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600
from typing import (
    Any,
    Final,
    Generic,
    Literal as L,
    NoReturn,
    TypeAlias,
    TypeVar,
    final,
)
from typing_extensions import LiteralString

import numpy as np

__all__ = [
    'BoolDType',
    'Int8DType',
    'ByteDType',
    'UInt8DType',
    'UByteDType',
    'Int16DType',
    'ShortDType',
    'UInt16DType',
    'UShortDType',
    'Int32DType',
    'IntDType',
    'UInt32DType',
    'UIntDType',
    'Int64DType',
    'LongDType',
    'UInt64DType',
    'ULongDType',
    'LongLongDType',
    'ULongLongDType',
    'Float16DType',
    'Float32DType',
    'Float64DType',
    'LongDoubleDType',
    'Complex64DType',
    'Complex128DType',
    'CLongDoubleDType',
    'ObjectDType',
    'BytesDType',
    'StrDType',
    'VoidDType',
    'DateTime64DType',
    'TimeDelta64DType',
    'StringDType',
]

# Helper base classes (typing-only)

_SelfT = TypeVar("_SelfT", bound=np.dtype[Any])
_SCT_co = TypeVar("_SCT_co", bound=np.generic, covariant=True)

class _SimpleDType(Generic[_SCT_co], np.dtype[_SCT_co]):  # type: ignore[misc]
    names: None  # pyright: ignore[reportIncompatibleVariableOverride]
    def __new__(cls: type[_SelfT], /) -> _SelfT: ...
    def __getitem__(self, key: Any, /) -> NoReturn: ...
    @property
    def base(self) -> np.dtype[_SCT_co]: ...
    @property
    def fields(self) -> None: ...
    @property
    def isalignedstruct(self) -> L[False]: ...
    @property
    def isnative(self) -> L[True]: ...
    @property
    def ndim(self) -> L[0]: ...
    @property
    def shape(self) -> tuple[()]: ...
    @property
    def subdtype(self) -> None: ...

class _LiteralDType(Generic[_SCT_co], _SimpleDType[_SCT_co]):
    @property
    def flags(self) -> L[0]: ...
    @property
    def hasobject(self) -> L[False]: ...

# Helper mixins (typing-only):

_KindT_co = TypeVar("_KindT_co", bound=LiteralString, covariant=True)
_CharT_co = TypeVar("_CharT_co", bound=LiteralString, covariant=True)
_NumT_co = TypeVar("_NumT_co", bound=int, covariant=True)

class _TypeCodes(Generic[_KindT_co, _CharT_co, _NumT_co]):
    @final
    @property
    def kind(self) -> _KindT_co: ...
    @final
    @property
    def char(self) -> _CharT_co: ...
    @final
    @property
    def num(self) -> _NumT_co: ...

class _NoOrder:
    @final
    @property
    def byteorder(self) -> L["|"]: ...

class _NativeOrder:
    @final
    @property
    def byteorder(self) -> L["="]: ...

_DataSize_co = TypeVar("_DataSize_co", bound=int, covariant=True)
_ItemSize_co = TypeVar("_ItemSize_co", bound=int, covariant=True)

class _NBit(Generic[_DataSize_co, _ItemSize_co]):
    @final
    @property
    def alignment(self) -> _DataSize_co: ...
    @final
    @property
    def itemsize(self) -> _ItemSize_co: ...

class _8Bit(_NoOrder, _NBit[L[1], L[1]]): ...

# Boolean:

@final
class BoolDType(
    _TypeCodes[L["b"], L["?"], L[0]],
    _8Bit,
    _LiteralDType[np.bool],
):
    @property
    def name(self) -> L["bool"]: ...
    @property
    def str(self) -> L["|b1"]: ...

# Sized integers:

@final
class Int8DType(
    _TypeCodes[L["i"], L["b"], L[1]],
    _8Bit,
    _LiteralDType[np.int8],
):
    @property
    def name(self) -> L["int8"]: ...
    @property
    def str(self) -> L["|i1"]: ...

@final
class UInt8DType(
    _TypeCodes[L["u"], L["B"], L[2]],
    _8Bit,
    _LiteralDType[np.uint8],
):
    @property
    def name(self) -> L["uint8"]: ...
    @property
    def str(self) -> L["|u1"]: ...

@final
class Int16DType(
    _TypeCodes[L["i"], L["h"], L[3]],
    _NativeOrder,
    _NBit[L[2], L[2]],
    _LiteralDType[np.int16],
):
    @property
    def name(self) -> L["int16"]: ...
    @property
    def str(self) -> L["<i2", ">i2"]: ...

@final
class UInt16DType(
    _TypeCodes[L["u"], L["H"], L[4]],
    _NativeOrder,
    _NBit[L[2], L[2]],
    _LiteralDType[np.uint16],
):
    @property
    def name(self) -> L["uint16"]: ...
    @property
    def str(self) -> L["<u2", ">u2"]: ...

@final
class Int32DType(
    _TypeCodes[L["i"], L["i", "l"], L[5, 7]],
    _NativeOrder,
    _NBit[L[4], L[4]],
    _LiteralDType[np.int32],
):
    @property
    def name(self) -> L["int32"]: ...
    @property
    def str(self) -> L["<i4", ">i4"]: ...

@final
class UInt32DType(
    _TypeCodes[L["u"], L["I", "L"], L[6, 8]],
    _NativeOrder,
    _NBit[L[4], L[4]],
    _LiteralDType[np.uint32],
):
    @property
    def name(self) -> L["uint32"]: ...
    @property
    def str(self) -> L["<u4", ">u4"]: ...

@final
class Int64DType(
    _TypeCodes[L["i"], L["l", "q"], L[7, 9]],
    _NativeOrder,
    _NBit[L[8], L[8]],
    _LiteralDType[np.int64],
):
    @property
    def name(self) -> L["int64"]: ...
    @property
    def str(self) -> L["<i8", ">i8"]: ...

@final
class UInt64DType(
    _TypeCodes[L["u"], L["L", "Q"], L[8, 10]],
    _NativeOrder,
    _NBit[L[8], L[8]],
    _LiteralDType[np.uint64],
):
    @property
    def name(self) -> L["uint64"]: ...
    @property
    def str(self) -> L["<u8", ">u8"]: ...

# Standard C-named version/alias:
ByteDType: Final = Int8DType
UByteDType: Final = UInt8DType
ShortDType: Final = Int16DType
UShortDType: Final = UInt16DType

@final
class IntDType(
    _TypeCodes[L["i"], L["i"], L[5]],
    _NativeOrder,
    _NBit[L[4], L[4]],
    _LiteralDType[np.intc],
):
    @property
    def name(self) -> L["int32"]: ...
    @property
    def str(self) -> L["<i4", ">i4"]: ...

@final
class UIntDType(
    _TypeCodes[L["u"], L["I"], L[6]],
    _NativeOrder,
    _NBit[L[4], L[4]],
    _LiteralDType[np.uintc],
):
    @property
    def name(self) -> L["uint32"]: ...
    @property
    def str(self) -> L["<u4", ">u4"]: ...

@final
class LongDType(
    _TypeCodes[L["i"], L["l"], L[7]],
    _NativeOrder,
    _NBit[L[4, 8], L[4, 8]],
    _LiteralDType[np.long],
):
    @property
    def name(self) -> L["int32", "int64"]: ...
    @property
    def str(self) -> L["<i4", ">i4", "<i8", ">i8"]: ...

@final
class ULongDType(
    _TypeCodes[L["u"], L["L"], L[8]],
    _NativeOrder,
    _NBit[L[4, 8], L[4, 8]],
    _LiteralDType[np.ulong],
):
    @property
    def name(self) -> L["uint32", "uint64"]: ...
    @property
    def str(self) -> L["<u4", ">u4", "<u8", ">u8"]: ...

@final
class LongLongDType(
    _TypeCodes[L["i"], L["q"], L[9]],
    _NativeOrder,
    _NBit[L[8], L[8]],
    _LiteralDType[np.longlong],
):
    @property
    def name(self) -> L["int64"]: ...
    @property
    def str(self) -> L["<i8", ">i8"]: ...

@final
class ULongLongDType(
    _TypeCodes[L["u"], L["Q"], L[10]],
    _NativeOrder,
    _NBit[L[8], L[8]],
    _LiteralDType[np.ulonglong],
):
    @property
    def name(self) -> L["uint64"]: ...
    @property
    def str(self) -> L["<u8", ">u8"]: ...

# Floats:

@final
class Float16DType(
    _TypeCodes[L["f"], L["e"], L[23]],
    _NativeOrder,
    _NBit[L[2], L[2]],
    _LiteralDType[np.float16],
):
    @property
    def name(self) -> L["float16"]: ...
    @property
    def str(self) -> L["<f2", ">f2"]: ...

@final
class Float32DType(
    _TypeCodes[L["f"], L["f"], L[11]],
    _NativeOrder,
    _NBit[L[4], L[4]],
    _LiteralDType[np.float32],
):
    @property
    def name(self) -> L["float32"]: ...
    @property
    def str(self) -> L["<f4", ">f4"]: ...

@final
class Float64DType(
    _TypeCodes[L["f"], L["d"], L[12]],
    _NativeOrder,
    _NBit[L[8], L[8]],
    _LiteralDType[np.float64],
):
    @property
    def name(self) -> L["float64"]: ...
    @property
    def str(self) -> L["<f8", ">f8"]: ...

@final
class LongDoubleDType(
    _TypeCodes[L["f"], L["g"], L[13]],
    _NativeOrder,
    _NBit[L[8, 12, 16], L[8, 12, 16]],
    _LiteralDType[np.longdouble],
):
    @property
    def name(self) -> L["float64", "float96", "float128"]: ...
    @property
    def str(self) -> L["<f8", ">f8", "<f12", ">f12", "<f16", ">f16"]: ...

# Complex:

@final
class Complex64DType(
    _TypeCodes[L["c"], L["F"], L[14]],
    _NativeOrder,
    _NBit[L[4], L[8]],
    _LiteralDType[np.complex64],
):
    @property
    def name(self) -> L["complex64"]: ...
    @property
    def str(self) -> L["<c8", ">c8"]: ...

@final
class Complex128DType(
    _TypeCodes[L["c"], L["D"], L[15]],
    _NativeOrder,
    _NBit[L[8], L[16]],
    _LiteralDType[np.complex128],
):
    @property
    def name(self) -> L["complex128"]: ...
    @property
    def str(self) -> L["<c16", ">c16"]: ...

@final
class CLongDoubleDType(
    _TypeCodes[L["c"], L["G"], L[16]],
    _NativeOrder,
    _NBit[L[8, 12, 16], L[16, 24, 32]],
    _LiteralDType[np.clongdouble],
):
    @property
    def name(self) -> L["complex128", "complex192", "complex256"]: ...
    @property
    def str(self) -> L["<c16", ">c16", "<c24", ">c24", "<c32", ">c32"]: ...

# Python objects:

@final
class ObjectDType(
    _TypeCodes[L["O"], L["O"], L[17]],
    _NoOrder,
    _NBit[L[8], L[8]],
    _SimpleDType[np.object_],
):
    @property
    def hasobject(self) -> L[True]: ...
    @property
    def name(self) -> L["object"]: ...
    @property
    def str(self) -> L["|O"]: ...

# Flexible:

@final
class BytesDType(
    Generic[_ItemSize_co],
    _TypeCodes[L["S"], L["S"], L[18]],
    _NoOrder,
    _NBit[L[1],_ItemSize_co],
    _SimpleDType[np.bytes_],
):
    def __new__(cls, size: _ItemSize_co, /) -> BytesDType[_ItemSize_co]: ...
    @property
    def hasobject(self) -> L[False]: ...
    @property
    def name(self) -> LiteralString: ...
    @property
    def str(self) -> LiteralString: ...

@final
class StrDType(
    Generic[_ItemSize_co],
    _TypeCodes[L["U"], L["U"], L[19]],
    _NativeOrder,
    _NBit[L[4],_ItemSize_co],
    _SimpleDType[np.str_],
):
    def __new__(cls, size: _ItemSize_co, /) -> StrDType[_ItemSize_co]: ...
    @property
    def hasobject(self) -> L[False]: ...
    @property
    def name(self) -> LiteralString: ...
    @property
    def str(self) -> LiteralString: ...

@final
class VoidDType(
    Generic[_ItemSize_co],
    _TypeCodes[L["V"], L["V"], L[20]],
    _NoOrder,
    _NBit[L[1], _ItemSize_co],
    np.dtype[np.void],  # type: ignore[misc]
):
    # NOTE: `VoidDType(...)` raises a `TypeError` at the moment
    def __new__(cls, length: _ItemSize_co, /) -> NoReturn: ...
    @property
    def base(self: _SelfT) -> _SelfT: ...
    @property
    def isalignedstruct(self) -> L[False]: ...
    @property
    def isnative(self) -> L[True]: ...
    @property
    def ndim(self) -> L[0]: ...
    @property
    def shape(self) -> tuple[()]: ...
    @property
    def subdtype(self) -> None: ...
    @property
    def name(self) -> LiteralString: ...
    @property
    def str(self) -> LiteralString: ...

# Other:

_DateUnit: TypeAlias = L["Y", "M", "W", "D"]
_TimeUnit: TypeAlias = L["h", "m", "s", "ms", "us", "ns", "ps", "fs", "as"]
_DateTimeUnit: TypeAlias = _DateUnit | _TimeUnit

@final
class DateTime64DType(
    _TypeCodes[L["M"], L["M"], L[21]],
    _NativeOrder,
    _NBit[L[8], L[8]],
    _LiteralDType[np.datetime64],
):
    # NOTE: `DateTime64DType(...)` raises a `TypeError` at the moment
    # TODO: Once implemented, don't forget the`unit: L["μs"]` overload.
    def __new__(cls, unit: _DateTimeUnit, /) -> NoReturn: ...
    @property
    def name(self) -> L[
        "datetime64",
        "datetime64[Y]",
        "datetime64[M]",
        "datetime64[W]",
        "datetime64[D]",
        "datetime64[h]",
        "datetime64[m]",
        "datetime64[s]",
        "datetime64[ms]",
        "datetime64[us]",
        "datetime64[ns]",
        "datetime64[ps]",
        "datetime64[fs]",
        "datetime64[as]",
    ]: ...
    @property
    def str(self) -> L[
        "<M8", ">M8",
        "<M8[Y]", ">M8[Y]",
        "<M8[M]", ">M8[M]",
        "<M8[W]", ">M8[W]",
        "<M8[D]", ">M8[D]",
        "<M8[h]", ">M8[h]",
        "<M8[m]", ">M8[m]",
        "<M8[s]", ">M8[s]",
        "<M8[ms]", ">M8[ms]",
        "<M8[us]", ">M8[us]",
        "<M8[ns]", ">M8[ns]",
        "<M8[ps]", ">M8[ps]",
        "<M8[fs]", ">M8[fs]",
        "<M8[as]", ">M8[as]",
    ]: ...

@final
class TimeDelta64DType(
    _TypeCodes[L["m"], L["m"], L[22]],
    _NativeOrder,
    _NBit[L[8], L[8]],
    _LiteralDType[np.timedelta64],
):
    # NOTE: `TimeDelta64DType(...)` raises a `TypeError` at the moment
    # TODO: Once implemented, don't forget to overload on `unit: L["μs"]`.
    def __new__(cls, unit: _DateTimeUnit, /) -> NoReturn: ...
    @property
    def name(self) -> L[
        "timedelta64",
        "timedelta64[Y]",
        "timedelta64[M]",
        "timedelta64[W]",
        "timedelta64[D]",
        "timedelta64[h]",
        "timedelta64[m]",
        "timedelta64[s]",
        "timedelta64[ms]",
        "timedelta64[us]",
        "timedelta64[ns]",
        "timedelta64[ps]",
        "timedelta64[fs]",
        "timedelta64[as]",
    ]: ...
    @property
    def str(self) -> L[
        "<m8", ">m8",
        "<m8[Y]", ">m8[Y]",
        "<m8[M]", ">m8[M]",
        "<m8[W]", ">m8[W]",
        "<m8[D]", ">m8[D]",
        "<m8[h]", ">m8[h]",
        "<m8[m]", ">m8[m]",
        "<m8[s]", ">m8[s]",
        "<m8[ms]", ">m8[ms]",
        "<m8[us]", ">m8[us]",
        "<m8[ns]", ">m8[ns]",
        "<m8[ps]", ">m8[ps]",
        "<m8[fs]", ">m8[fs]",
        "<m8[as]", ">m8[as]",
    ]: ...

@final
class StringDType(
    _TypeCodes[L["T"], L["T"], L[2056]],
    _NativeOrder,
    _NBit[L[8], L[16]],
    # TODO: Replace the (invalid) `str` with the scalar type, once implemented
    np.dtype[str],  # type: ignore[misc]
):
    def __new__(cls, /) -> StringDType: ...
    def __getitem__(self, key: Any, /) -> NoReturn: ...
    @property
    def base(self) -> StringDType: ...
    @property
    def fields(self) -> None: ...
    @property
    def hasobject(self) -> L[True]: ...
    @property
    def isalignedstruct(self) -> L[False]: ...
    @property
    def isnative(self) -> L[True]: ...
    @property
    def name(self) -> L["StringDType64", "StringDType128"]: ...
    @property
    def ndim(self) -> L[0]: ...
    @property
    def shape(self) -> tuple[()]: ...
    @property
    def str(self) -> L["|T8", "|T16"]: ...
    @property
    def subdtype(self) -> None: ...
    @property
    def type(self) -> type[str]: ...
Metadata
View Raw File