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