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492 lines
9.7 KiB
C++
492 lines
9.7 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (C) 2021-2025 Advanced Micro Devices, Inc. All rights reserved.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*
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*******************************************************************************/
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#ifndef ROCWMMA_PERFORMANCE_HPP
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#define ROCWMMA_PERFORMANCE_HPP
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#include <rocwmma/internal/types.hpp>
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namespace rocwmma
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{
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// Architectures
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class ArchGfx908;
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class ArchGfx90a;
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class Vega20;
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class DefaultArch;
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template <typename GfxArch, typename DataT>
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struct MfmaPerfTraits;
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template <>
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struct MfmaPerfTraits<DefaultArch, int8_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, uint8_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, float8_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, bfloat8_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, float8_fnuz_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, bfloat8_fnuz_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, bfloat16_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, float16_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, float32_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, xfloat32_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<DefaultArch, float64_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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// gfx908
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template <>
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struct MfmaPerfTraits<ArchGfx908, int8_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, uint8_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, float8_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, bfloat8_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, float8_fnuz_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, bfloat8_fnuz_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, bfloat16_t>
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{
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enum : uint32_t
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{
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Multiplier = 512
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, float16_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, float32_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, xfloat32_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx908, float64_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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// gfx90a
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template <>
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struct MfmaPerfTraits<ArchGfx90a, int8_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, uint8_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, float8_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, bfloat8_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, float8_fnuz_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, bfloat8_fnuz_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, bfloat16_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, float16_t>
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{
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enum : uint32_t
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{
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Multiplier = 1024
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, float32_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, xfloat32_t>
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{
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enum : uint32_t
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{
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Multiplier = 0
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};
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};
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template <>
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struct MfmaPerfTraits<ArchGfx90a, float64_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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#if !ROCWMMA_TESTS_NO_HALF
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template <typename GfxArch>
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struct MfmaPerfTraits<GfxArch, hfloat16_t> : public MfmaPerfTraits<GfxArch, float16_t>
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{
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};
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#endif // !ROCWMMA_TESTS_NO_HALF
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template <typename GfxArch, typename DataT>
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struct VALUPerfTraits;
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// MI-100
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template <>
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struct VALUPerfTraits<ArchGfx908, int8_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx908, uint8_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx908, bfloat16_t>
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{
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enum : uint32_t
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{
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Multiplier = 128
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx908, float16_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx908, float32_t>
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{
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enum : uint32_t
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{
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Multiplier = 128
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx908, float64_t>
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{
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enum : uint32_t
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{
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Multiplier = 64
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};
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};
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// ArchGfx90a
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template <>
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struct VALUPerfTraits<ArchGfx90a, int8_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx90a, uint8_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx90a, bfloat16_t>
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{
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enum : uint32_t
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{
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Multiplier = 128
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx90a, float16_t>
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{
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enum : uint32_t
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{
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Multiplier = 256
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx90a, float32_t>
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{
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enum : uint32_t
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{
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Multiplier = 128
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};
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};
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template <>
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struct VALUPerfTraits<ArchGfx90a, float64_t>
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{
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enum : uint32_t
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{
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Multiplier = 128
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};
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};
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#if !ROCWMMA_TESTS_NO_HALF
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template <typename GfxArch>
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struct VALUPerfTraits<GfxArch, hfloat16_t> : public VALUPerfTraits<GfxArch, float16_t>
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{
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};
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#endif // !ROCWMMA_TESTS_NO_HALF
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inline double calculateGFlops(uint32_t m, uint32_t n, uint32_t k)
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{
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return 2.0 * static_cast<double>(m) * static_cast<double>(n) * static_cast<double>(k)
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* 1.0e-9;
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}
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inline double calculateTFlopsPerSec(uint32_t m, uint32_t n, uint32_t k, double elapsedTimeMs)
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{
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return calculateGFlops(m, n, k) / elapsedTimeMs;
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}
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template <typename InputT,
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typename GfxArch = DefaultArch,
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template <typename, typename> class PerfTraits = rocwmma::MfmaPerfTraits>
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inline double calculatePeakGFlopsPerSec(uint32_t freqMHz, uint32_t cuCount)
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{
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return static_cast<double>(PerfTraits<GfxArch, InputT>::Multiplier)
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* static_cast<double>(cuCount) * static_cast<double>(freqMHz) * 1.0e-3;
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}
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} // namespace rocwmma
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#endif // ROCWMMA_PERFORMANCE_HPP
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