| // Benchmarks for triangular matrix-vector product (TRMV). | |
| // | |
| // Tests y += triangularView(A) * x for various modes and sizes. | |
| // Exercises TriangularMatrixVector.h kernel. | |
| // SPDX-FileCopyrightText: The Eigen Authors | |
| // SPDX-License-Identifier: MPL-2.0 | |
| #include <benchmark/benchmark.h> | |
| #include <Eigen/Core> | |
| using namespace Eigen; | |
| template <typename Scalar> | |
| double trmvFlops(Index n) { | |
| // TRMV: ~n^2 multiply-adds | |
| return (NumTraits<Scalar>::IsComplex ? 8.0 : 2.0) * n * n; | |
| } | |
| // y = triangularView<Mode>(A) * x | |
| template <typename Scalar, unsigned int Mode> | |
| static void BM_TRMV(benchmark::State& state) { | |
| const Index n = state.range(0); | |
| using Mat = Matrix<Scalar, Dynamic, Dynamic>; | |
| using Vec = Matrix<Scalar, Dynamic, 1>; | |
| Mat A = Mat::Random(n, n); | |
| Vec x = Vec::Random(n); | |
| Vec y(n); | |
| for (auto _ : state) { | |
| y.noalias() = A.template triangularView<Mode>() * x; | |
| benchmark::DoNotOptimize(y.data()); | |
| benchmark::ClobberMemory(); | |
| } | |
| state.counters["GFLOPS"] = benchmark::Counter(trmvFlops<Scalar>(n), benchmark::Counter::kIsIterationInvariantRate, | |
| benchmark::Counter::kIs1000); | |
| } | |
| // clang-format off | |
| #define TRMV_SIZES ->Arg(8)->Arg(16)->Arg(32)->Arg(64)->Arg(128)->Arg(256)->Arg(512)->Arg(1024)->Arg(2048) | |
| BENCHMARK(BM_TRMV<float, Lower>) TRMV_SIZES ->Name("TRMV_float_Lower"); | |
| BENCHMARK(BM_TRMV<float, Upper>) TRMV_SIZES ->Name("TRMV_float_Upper"); | |
| BENCHMARK(BM_TRMV<float, UnitLower>) TRMV_SIZES ->Name("TRMV_float_UnitLower"); | |
| BENCHMARK(BM_TRMV<float, UnitUpper>) TRMV_SIZES ->Name("TRMV_float_UnitUpper"); | |
| BENCHMARK(BM_TRMV<double, Lower>) TRMV_SIZES ->Name("TRMV_double_Lower"); | |
| BENCHMARK(BM_TRMV<double, Upper>) TRMV_SIZES ->Name("TRMV_double_Upper"); | |
| BENCHMARK(BM_TRMV<double, UnitLower>) TRMV_SIZES ->Name("TRMV_double_UnitLower"); | |
| BENCHMARK(BM_TRMV<double, UnitUpper>) TRMV_SIZES ->Name("TRMV_double_UnitUpper"); | |
| #undef TRMV_SIZES | |
| // clang-format on |