/******************************************************************************* * * MIT License * * Copyright (c) 2024 Advanced Micro Devices, Inc. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. * *******************************************************************************/ #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(-1.0 / 3.0), static_cast(0.5)); } // int8 has it's own range template <> int8_t RanGenWeights() { return prng::gen_A_to_B(static_cast(-1), static_cast(1)); } template <> float8_fnuz RanGenWeights() { const auto tmp = prng::gen_0_to_B(1.0) > 0.5 ? static_cast(0.0) : static_cast(1.0); // 1 in 2 chance of number being positive const float sign = (prng::gen_0_to_B(1.0) > 0.5) ? static_cast(-1) : static_cast(1); const auto tmp2 = static_cast(std::numeric_limits::epsilon()) * static_cast(2) * sign * static_cast(tmp); return static_cast(tmp2); } template <> bfloat8_fnuz RanGenWeights() { const auto tmp = prng::gen_0_to_B(1.0) > 0.5 ? static_cast(0.0) : static_cast(1.0); // 1 in 2 chance of number being positive const float sign = (prng::gen_0_to_B(1.0) > 0.5) ? static_cast(-1) : static_cast(1); const auto tmp2 = static_cast(std::numeric_limits::epsilon()) * static_cast(2) * sign * static_cast(tmp); return static_cast(tmp2); } } // namespace conv