TheRock/rocm-libraries/projects/miopen/driver/conv_common.cpp

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#include "conv_common.hpp"

namespace conv {

// Shift FP16 distribution towards positive numbers,
// otherwise Winograd FP16 validation fails.
template <>
float16 RanGenWeights()
{
    return prng::gen_A_to_B(static_cast<float16>(-1.0 / 3.0), static_cast<float16>(0.5));
}

// int8 has it's own range
template <>
int8_t RanGenWeights()
{
    return prng::gen_A_to_B(static_cast<int8_t>(-1), static_cast<int8_t>(1));
}

template <>
float8_fnuz RanGenWeights()
{
    const auto tmp =
        prng::gen_0_to_B(1.0) > 0.5 ? static_cast<float>(0.0) : static_cast<float>(1.0);
    // 1 in 2 chance of number being positive
    const float sign =
        (prng::gen_0_to_B(1.0) > 0.5) ? static_cast<float>(-1) : static_cast<float>(1);
    const auto tmp2 = static_cast<float>(std::numeric_limits<float8_fnuz>::epsilon()) *
                      static_cast<float>(2) * sign * static_cast<float>(tmp);
    return static_cast<float8_fnuz>(tmp2);
}

template <>
bfloat8_fnuz RanGenWeights()
{
    const auto tmp =
        prng::gen_0_to_B(1.0) > 0.5 ? static_cast<float>(0.0) : static_cast<float>(1.0);
    // 1 in 2 chance of number being positive
    const float sign =
        (prng::gen_0_to_B(1.0) > 0.5) ? static_cast<float>(-1) : static_cast<float>(1);
    const auto tmp2 = static_cast<float>(std::numeric_limits<float8_fnuz>::epsilon()) *
                      static_cast<float>(2) * sign * static_cast<float>(tmp);
    return static_cast<bfloat8_fnuz>(tmp2);
}

} // namespace conv