TypesUtils.cpp

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//
// Copyright © 2017 Arm Ltd. All rights reserved.
// SPDX-License-Identifier: MIT
//
#include <armnn/TypesUtils.hpp>
#include <armnn/utility/Assert.hpp>
#include <armnn/utility/NumericCast.hpp>
 
namespace
{
/// Workaround for std:isnan() not being implemented correctly for integral types in MSVC.
/// https://stackoverflow.com/a/56356405
/// @{
template <typename T, typename std::enable_if<std::is_integral<T>::value, T>::type* = nullptr>
inline int IsNan(T x)
{
    // The spec defines integral types to be handled as if they were casted to doubles.
    return std::isnan(static_cast<double>(x));
}
 
template <typename T, typename std::enable_if<!std::is_integral<T>::value, T>::type * = nullptr>
inline int IsNan(T x)
{
    return std::isnan(x);
}
/// @}
}    // namespace std
 
template<typename QuantizedType>
QuantizedType armnn::Quantize(float value, float scale, int32_t offset)
{
    static_assert(IsQuantizedType<QuantizedType>(), "Not an integer type.");
    constexpr QuantizedType max = std::numeric_limits<QuantizedType>::max();
    constexpr QuantizedType min = std::numeric_limits<QuantizedType>::lowest();
    if (scale == 0.f)
    {
        throw armnn::InvalidArgumentException("Quantize: Scale cannot be 0.f");
    }
    if (std::isnan(value))
    {
        throw armnn::InvalidArgumentException("Quantize: Value is NaN");
    }
 
    float clampedValue = std::min(std::max((static_cast<float>(offset) + static_cast<float>(round(value/scale))),
                                            static_cast<float>(min)), static_cast<float>(max));
    auto quantizedBits = static_cast<QuantizedType>(clampedValue);
 
    return quantizedBits;
}
 
template <typename QuantizedType>
float armnn::Dequantize(QuantizedType value, float scale, int32_t offset)
{
    static_assert(IsQuantizedType<QuantizedType>(), "Not an integer type.");
    if (scale == 0.f)
    {
        throw armnn::InvalidArgumentException("Dequantize: Scale cannot be 0.f");
    }
    if (std::isnan(value))
    {
        throw armnn::InvalidArgumentException("Dequantize: Value is NaN");
    }
    return (armnn::numeric_cast<float>(value - offset)) * scale;
}
 
/// Explicit specialization of Quantize for int8_t
template
int8_t armnn::Quantize<int8_t>(float value, float scale, int32_t offset);
 
/// Explicit specialization of Quantize for uint8_t
template
uint8_t armnn::Quantize<uint8_t>(float value, float scale, int32_t offset);
 
/// Explicit specialization of Quantize for int16_t
template
int16_t armnn::Quantize<int16_t>(float value, float scale, int32_t offset);
 
/// Explicit specialization of Quantize for int32_t
template
int32_t armnn::Quantize<int32_t>(float value, float scale, int32_t offset);
 
/// Explicit specialization of Dequantize for int8_t
template
float armnn::Dequantize<int8_t>(int8_t value, float scale, int32_t offset);
 
/// Explicit specialization of Dequantize for uint8_t
template
float armnn::Dequantize<uint8_t>(uint8_t value, float scale, int32_t offset);
 
/// Explicit specialization of Dequantize for int16_t
template
float armnn::Dequantize<int16_t>(int16_t value, float scale, int32_t offset);
 
/// Explicit specialization of Dequantize for int32_t
template
float armnn::Dequantize<int32_t>(int32_t value, float scale, int32_t offset);
 
/// Explicit specialization of Dequantize for int64_t
template
float armnn::Dequantize<int64_t>(int64_t value, float scale, int32_t offset);