/*************************************************************************************************** * Copyright (c) 2017-2018, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without modification, are permitted * provided that the following conditions are met: * * Redistributions of source code must retain the above copyright notice, this list of * conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above copyright notice, this list of * conditions and the following disclaimer in the documentation and/or other materials * provided with the distribution. * * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used * to endorse or promote products derived from this software without specific prior written * permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; * OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, * STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ #pragma once #include #include "cutlass/matrix_traits.h" #include "tools/util/command_line.h" #include "tools/test/perf/provider.h" //////////////////////////////////////////////////////////////////////////////////////////////////// namespace perf { //////////////////////////////////////////////////////////////////////////////////////////////////// /// Outcome of test struct Disposition { enum Kind { Unknown = 0, NotRun, Passed, Incorrect, Failed, NotVerified, Invalid }; }; //////////////////////////////////////////////////////////////////////////////////////////////////// inline std::ostream &operator<<(std::ostream &out, Disposition::Kind value) { char const *str[] = {"unknown", "not_run", "passed", "incorrect", "failed", "not_verified", "invalid"}; if (value >= perf::Disposition::Unknown && value < perf::Disposition::Invalid) { out << str[value]; } else { out << str[perf::Disposition::Invalid]; } return out; } //////////////////////////////////////////////////////////////////////////////////////////////////// /// Outputs matrix layout inline std::ostream &operator<<(std::ostream &out, cutlass::MatrixLayout::Kind layout) { out << (layout == cutlass::MatrixLayout::kColumnMajor ? "column" : "row"); return out; } //////////////////////////////////////////////////////////////////////////////////////////////////// /// Size and layout of a GEMM problem struct GemmProblem { // // Data members // int m; int n; int k; int batch_count; cutlass::MatrixLayout::Kind layout_A; cutlass::MatrixLayout::Kind layout_B; double alpha; double beta; // // Static function members // /// Static method to print GemmProblem headers static std::string header() { return "M,N,K,Layout_A,Layout_B,Beta,batch_count"; } // // Methods // GemmProblem(int _m = 0, int _n = 0, int _k = 0, cutlass::MatrixLayout::Kind _layout_A = cutlass::MatrixLayout::kColumnMajor, cutlass::MatrixLayout::Kind _layout_B = cutlass::MatrixLayout::kRowMajor, double _alpha = 1, double _beta = 0, int _batch_count = 1) : m(_m), n(_n), k(_k), layout_A(_layout_A), layout_B(_layout_B), alpha(_alpha), beta(_beta), batch_count(_batch_count) { assert(batch_count >= 1); } /// leading dimension of A int lda() const { if (layout_A == cutlass::MatrixLayout::kColumnMajor) { return m; } return k * batch_count; } /// leading dimension of B int ldb() const { if (layout_B == cutlass::MatrixLayout::kColumnMajor) { return k * batch_count; } return n; } /// leading dimension of C int ldc() const { return m; } /// batch_stride_a. only makes sense when batch_count > 1 long long int batch_stride_a() const { assert(batch_count > 1); if (layout_A == cutlass::MatrixLayout::kColumnMajor) { return static_cast(k) * static_cast(lda()); } return static_cast(k); } /// batch_stride_b. only makes sense when batch_count > 1 long long int batch_stride_b() const { assert(batch_count > 1); if (layout_B == cutlass::MatrixLayout::kColumnMajor) { return static_cast(k); } return static_cast(k) * static_cast(ldb()); } /// batch_stride_c. only makes sense when batch_count > 1 long long int batch_stride_c() const { assert(batch_count > 1); return static_cast(n) * static_cast(ldc()); } /// Pretty prints output std::ostream &pretty_print(std::ostream &out) const { out << m << "-by-" << n << "-by-" << k << ", A: " << layout_A << "-major, B: " << layout_B << "-major, beta: " << beta << ", batch: " << batch_count; return out; } }; /// Prints a problem to an output stream inline std::ostream &operator<<(std::ostream &out, GemmProblem const &problem) { out << problem.m << "," << problem.n << "," << problem.k << "," << problem.layout_A << "," << problem.layout_B << "," << problem.beta << "," << problem.batch_count; return out; } //////////////////////////////////////////////////////////////////////////////////////////////////// /// Result object template struct PerformanceResult { /// Provider of GEMM implementation Provider::Kind provider; /// Name of kernel std::string kernel_name; /// Problem size Problem problem; /// Outcome of test Disposition::Kind disposition; /// Runtime in ms double runtime; /// Throughput in units of GFLOPs double gflops; // // Methods // PerformanceResult(Provider::Kind _provider = Provider::Cutlass , std::string const &_kernel_name = "" , Problem const &_problem = Problem() , Disposition::Kind _disposition = Disposition::NotRun , double _runtime = 0 , double _gflops = 0 ): provider(_provider) , kernel_name(_kernel_name) , problem(_problem) , disposition(_disposition) , runtime(_runtime) , gflops(_gflops) {} /// Displays headers static std::string header() { std::stringstream ss; ss << "Provider,Kernel," << Problem::header(); ss << ",Disposition,Runtime,GFLOPs"; return ss.str(); } /// Prints human-readable results std::ostream &pretty_print(std::ostream &out) const { out << "Kernel: \033[1m" << kernel_name << "\033[0m\n" << " provider: " << provider << "\n" << " problem: "; std::stringstream disposition_str; if (disposition == Disposition::Passed) { disposition_str << "\033[1m"; } else { disposition_str << "\033[1;31m"; } disposition_str << disposition << "\033[0m"; problem.pretty_print(out) << "\n" << " disposition: " << disposition_str.str() << "\n" << " runtime: " << runtime << " ms\n\n" << " performance: \033[1m" << gflops << " GFLOPs\033[0m\n\n"; return out; } }; //////////////////////////////////////////////////////////////////////////////////////////////////// /// Outputs result template inline std::ostream &operator<<(std::ostream &out, PerformanceResult const &result) { out << result.provider << "," << result.kernel_name << "," << result.problem << "," << result.disposition << "," << result.runtime << "," << result.gflops; return out; } //////////////////////////////////////////////////////////////////////////////////////////////////// } // namespace perf