dtype.py 2.3 KB
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# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
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#
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#     http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

from ..fluid.core import VarDesc
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from ..fluid.core import iinfo as core_iinfo
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dtype = VarDesc.VarType
dtype.__qualname__ = "dtype"
dtype.__module__ = "paddle"

uint8 = VarDesc.VarType.UINT8
int8 = VarDesc.VarType.INT8
int16 = VarDesc.VarType.INT16
int32 = VarDesc.VarType.INT32
int64 = VarDesc.VarType.INT64

float32 = VarDesc.VarType.FP32
float64 = VarDesc.VarType.FP64
float16 = VarDesc.VarType.FP16
bfloat16 = VarDesc.VarType.BF16

complex64 = VarDesc.VarType.COMPLEX64
complex128 = VarDesc.VarType.COMPLEX128

bool = VarDesc.VarType.BOOL
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def iinfo(dtype):
    """

    paddle.iinfo is a function that returns an object that represents the numerical properties of 
    an integer paddle.dtype.
    This is similar to `numpy.iinfo <https://numpy.org/doc/stable/reference/generated/numpy.iinfo.html#numpy-iinfo>`_.

    Args:
        dtype(paddle.dtype):  One of paddle.uint8, paddle.int8, paddle.int16, paddle.int32, and paddle.int64.

    Returns:
        An iinfo object, which has the following 4 attributes:

            - min: int, The smallest representable integer number.
            - max: int, The largest representable integer number.
            - bits: int, The number of bits occupied by the type.
            - dtype: str, The string name of the argument dtype.

    Examples:
        .. code-block:: python

            import paddle

            iinfo_uint8 = paddle.iinfo(paddle.uint8)
            print(iinfo_uint8)
            # paddle.iinfo(min=0, max=255, bits=8, dtype=uint8)
            print(iinfo_uint8.min) # 0
            print(iinfo_uint8.max) # 255
            print(iinfo_uint8.bits) # 8
            print(iinfo_uint8.dtype) # uint8

    """
    return core_iinfo(dtype)