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        input, the returned dtype is the associated ``float*`` dtype for its
        real and complex components.
    eps : float
        The difference between 1.0 and the next smallest representable float
        larger than 1.0. For example, for 64-bit binary floats in the IEEE-754
        standard, ``eps = 2**-52``, approximately 2.22e-16.
    epsneg : float
        The difference between 1.0 and the next smallest representable float
        less than 1.0. For example, for 64-bit binary floats in the IEEE-754
        standard, ``epsneg = 2**-53``, approximately 1.11e-16.
    iexp : int
        The number of bits in the exponent portion of the floating point
        representation.
    machep : int
        The exponent that yields `eps`.
    max : floating point number of the appropriate type
        The largest representable number.
    maxexp : int
        The smallest positive power of the base (2) that causes overflow.
    min : floating point number of the appropriate type
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    minexp : int
        The most negative power of the base (2) consistent with there
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    negep : int
        The exponent that yields `epsneg`.
    nexp : int
        The number of bits in the exponent including its sign and bias.
    nmant : int
        The number of bits in the mantissa.
    precision : int
        The approximate number of decimal digits to which this kind of
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    resolution : floating point number of the appropriate type
        The approximate decimal resolution of this type, i.e.,
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    tiny : float
        An alias for `smallest_normal`, kept for backwards compatibility.
    smallest_normal : float
        The smallest positive floating point number with 1 as leading bit in
        the mantissa following IEEE-754 (see Notes).
    smallest_subnormal : float
        The smallest positive floating point number with 0 as leading bit in
        the mantissa following IEEE-754.

    Parameters
    ----------
    dtype : float, dtype, or instance
        Kind of floating point or complex floating point
        data-type about which to get information.

    See Also
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    iinfo : The equivalent for integer data types.
    spacing : The distance between a value and the nearest adjacent number
    nextafter : The next floating point value after x1 towards x2

    Notes
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    For developers of NumPy: do not instantiate this at the module level.
    The initial calculation of these parameters is expensive and negatively
    impacts import times.  These objects are cached, so calling ``finfo()``
    repeatedly inside your functions is not a problem.

    Note that ``smallest_normal`` is not actually the smallest positive
    representable value in a NumPy floating point type. As in the IEEE-754
    standard [1]_, NumPy floating point types make use of subnormal numbers to
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    may have significantly reduced precision [2]_.

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    However, the output is true for the real and imaginary components.

    References
    ----------
    .. [1] IEEE Standard for Floating-Point Arithmetic, IEEE Std 754-2008,
           pp.1-70, 2008, http://www.doi.org/10.1109/IEEESTD.2008.4610935
    .. [2] Wikipedia, "Denormal Numbers",
           https://en.wikipedia.org/wiki/Denormal_number

    Examples
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    >>> np.finfo(np.float64).dtype
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    >>> np.finfo(np.complex64).dtype
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precision = %(precision)3s   resolution = %(_str_resolution)s
machep = %(machep)6s   eps =        %(_str_eps)s
negep =  %(negep)6s   epsneg =     %(_str_epsneg)s
minexp = %(minexp)6s   tiny =       %(_str_tiny)s
maxexp = %(maxexp)6s   max =        %(_str_max)s
nexp =   %(nexp)6s   min =        -max
smallest_normal = %(_str_smallest_normal)s   smallest_subnormal = %(_str_smallest_subnormal)s
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�7�:;�<�	=rc��t|jjjd��rt	jdtd���|jjjdS)a7Return the value for the smallest normal.

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        rz;The value of smallest normal is undefined for double doublerrG)rr�r3r�rIrJrLrPs rr3zfinfo.smallest_normalMsW��"���-�2�1�5�6�6�	+��M�M���
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    iinfo(type)

    Machine limits for integer types.

    Attributes
    ----------
    bits : int
        The number of bits occupied by the type.
    dtype : dtype
        Returns the dtype for which `iinfo` returns information.
    min : int
        The smallest integer expressible by the type.
    max : int
        The largest integer expressible by the type.

    Parameters
    ----------
    int_type : integer type, dtype, or instance
        The kind of integer data type to get information about.

    See Also
    --------
    finfo : The equivalent for floating point data types.

    Examples
    --------
    With types:

    >>> ii16 = np.iinfo(np.int16)
    >>> ii16.min
    -32768
    >>> ii16.max
    32767
    >>> ii32 = np.iinfo(np.int32)
    >>> ii32.min
    -2147483648
    >>> ii32.max
    2147483647

    With instances:

    >>> ii32 = np.iinfo(np.int32(10))
    >>> ii32.min
    -2147483648
    >>> ii32.max
    2147483647

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11 Feb 2026 9.30 AM
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__init__.cpython-311.pyc
5.763 KB
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_add_newdocs.cpython-311.pyc
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_add_newdocs_scalars.cpython-311.pyc
13.565 KB
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_asarray.cpython-311.pyc
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_dtype.cpython-311.pyc
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_dtype_ctypes.cpython-311.pyc
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_exceptions.cpython-311.pyc
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_internal.cpython-311.pyc
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_machar.cpython-311.pyc
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_methods.cpython-311.pyc
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_string_helpers.cpython-311.pyc
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_type_aliases.cpython-311.pyc
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_ufunc_config.cpython-311.pyc
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arrayprint.cpython-311.pyc
74.873 KB
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cversions.cpython-311.pyc
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defchararray.cpython-311.pyc
86.34 KB
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einsumfunc.cpython-311.pyc
53.66 KB
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fromnumeric.cpython-311.pyc
135.147 KB
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function_base.cpython-311.pyc
21.749 KB
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generate_numpy_api.cpython-311.pyc
9.256 KB
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getlimits.cpython-311.pyc
29.305 KB
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memmap.cpython-311.pyc
13.2 KB
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multiarray.cpython-311.pyc
56.09 KB
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numeric.cpython-311.pyc
88.526 KB
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numerictypes.cpython-311.pyc
21.381 KB
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overrides.cpython-311.pyc
7.775 KB
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records.cpython-311.pyc
43.074 KB
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setup.cpython-311.pyc
56.761 KB
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setup_common.cpython-311.pyc
15.612 KB
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shape_base.cpython-311.pyc
33.267 KB
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umath.cpython-311.pyc
1.771 KB
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umath_tests.cpython-311.pyc
0.63 KB
20 Jan 2026 1.01 PM
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