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96 lines
2.8 KiB
C++
96 lines
2.8 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (c) 2022-2023 Advanced Micro Devices, Inc.
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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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#pragma once
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/*!\file
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* \brief provides Floating point counts of Basic Linear Algebra Subprograms (BLAS) of Level 1, 2,
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* 3. Where possible we are using the values of NOP from the legacy BLAS files [sdcz]blas[23]time.f
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* for flop count.
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*/
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template <typename T>
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constexpr double prune_strip_gflop_count(int64_t m, int64_t n)
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{
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return (m * n) / 4.0 * 6 * 3 / 1e9;
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}
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template <typename T>
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constexpr double prune_tile_gflop_count(int64_t m, int64_t n)
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{
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return (m * n) / 16.0 * 90 * (8 + 7) / 1e9;
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}
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/* \brief floating point counts of GEMM */
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template <typename T>
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constexpr double gemm_gflop_count(int64_t m, int64_t n, int64_t k)
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{
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return (2.0 * m * n * k) / 1e9;
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}
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template <typename T>
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constexpr double relu_gflop_count(int64_t m, int64_t n)
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{
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return (m * n) / 1e9;
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}
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template <typename T>
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constexpr double clippedrelu_gflop_count(int64_t m, int64_t n)
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{
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return 2 * (m * n) / 1e9;
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}
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template <typename T>
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constexpr double gelu_gflop_count(int64_t m, int64_t n, bool scaling = false)
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{
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int ops = scaling ? 10.0f : 9.0f;
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return (ops * m * n) / 1e9;
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}
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template <typename T>
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constexpr double abs_gflop_count(int64_t m, int64_t n)
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{
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return (m * n) / 1e9;
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}
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template <typename T>
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constexpr double leakyrelu_gflop_count(int64_t m, int64_t n)
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{
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return 2 * (m * n) / 1e9;
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}
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template <typename T>
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constexpr double sigmoid_gflop_count(int64_t m, int64_t n)
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{
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return 3 * (m * n) / 1e9;
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}
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template <typename T>
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constexpr double tanh_gflop_count(int64_t m, int64_t n)
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{
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return 3 * (m * n) / 1e9;
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}
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