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perf_test/blas/blas1/KokkosBlas_team_dot_perf_test_benchmark.cpp
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/* | ||
//@HEADER | ||
// ************************************************************************ | ||
// | ||
// Kokkos v. 3.0 | ||
// Copyright (2020) National Technology & Engineering | ||
// Solutions of Sandia, LLC (NTESS). | ||
// | ||
// Under the terms of Contract DE-NA0003525 with NTESS, | ||
// the U.S. Government retains certain rights in this software. | ||
// | ||
// Redistribution and use in source and binary forms, with or without | ||
// modification, are permitted provided that the following conditions are | ||
// met: | ||
// | ||
// 1. Redistributions of source code must retain the above copyright | ||
// notice, this list of conditions and the following disclaimer. | ||
// | ||
// 2. 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. | ||
// | ||
// 3. Neither the name of the Corporation nor the names of the | ||
// contributors may be used to endorse or promote products derived from | ||
// this software without specific prior written permission. | ||
// | ||
// THIS SOFTWARE IS PROVIDED BY NTESS "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 NTESS OR THE | ||
// CONTRIBUTORS 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 TORT (INCLUDING | ||
// NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS | ||
// SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
// | ||
// Questions? Contact Siva Rajamanickam (srajama@sandia.gov) | ||
// | ||
// ************************************************************************ | ||
//@HEADER | ||
*/ | ||
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#include <Kokkos_Core.hpp> | ||
#include <KokkosBlas1_team_dot.hpp> | ||
#include <Kokkos_Random.hpp> | ||
#include "KokkosKernels_TestUtils.hpp" | ||
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#include <benchmark/benchmark.h> | ||
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// Functor to handle the case of a "without Cuda" build | ||
template <class Vector, class ExecSpace> | ||
struct teamDotFunctor { | ||
// Compile - time check to see if your data type is a Kokkos::View: | ||
static_assert(Kokkos::is_view<Vector>::value, | ||
"Vector is not a Kokkos::View."); | ||
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using Scalar = typename Vector::non_const_value_type; | ||
// Vector is templated on memory space | ||
using execution_space = ExecSpace; // Kokkos Execution Space | ||
typedef typename Kokkos::TeamPolicy<execution_space> team_policy; | ||
typedef typename team_policy::member_type team_member; | ||
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// Declare Kokkos::View Vectors, x and y | ||
Vector x; | ||
Vector y; | ||
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// Functor instead of KOKKOS_LAMBDA expression | ||
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KOKKOS_INLINE_FUNCTION void operator()(const team_member& team) const { | ||
KokkosBlas::Experimental::dot(team, x, y); | ||
} | ||
// Constructor | ||
teamDotFunctor(Vector X_, Vector Y_) { | ||
x = X_; | ||
y = Y_; | ||
} | ||
}; | ||
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template <class ExecSpace> | ||
static void run(benchmark::State& state) { | ||
const auto m = state.range(0); | ||
const auto repeat = state.range(1); | ||
// Declare type aliases | ||
using Scalar = double; | ||
using MemSpace = typename ExecSpace::memory_space; | ||
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// For the Team implementation of dot; ExecSpace is implicit; | ||
using policy = Kokkos::TeamPolicy<ExecSpace>; | ||
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// Create 1D view w/ Device as the ExecSpace; this is an input vector | ||
Kokkos::View<Scalar*, MemSpace> x("X", m); | ||
// Create 1D view w/ Device as the ExecSpace; this is the output vector | ||
Kokkos::View<Scalar*, MemSpace> y("Y", m); | ||
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// Here, deep_copy is filling / copying values into Host memory from Views X | ||
// and Y | ||
Kokkos::deep_copy(x, 3.0); | ||
Kokkos::deep_copy(y, 2.0); | ||
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std::cout << "Running BLAS Level 1 Kokkos Teams-based implementation DOT " | ||
"performance experiment (" | ||
<< ExecSpace::name() << ")\n"; | ||
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std::cout << "Each test input vector has a length of " << m << std::endl; | ||
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for (auto _ : state) { | ||
// Warm up run of dot: | ||
teamDotFunctor<Kokkos::View<Scalar*, MemSpace>, ExecSpace> | ||
teamDotFunctorWarmUpInstance(x, y); | ||
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Kokkos::parallel_for("TeamDotUsage -- Warm Up Run", policy(1, Kokkos::AUTO), | ||
teamDotFunctorWarmUpInstance); | ||
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// The live test of dot: | ||
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Kokkos::fence(); | ||
Kokkos::Timer timer; | ||
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teamDotFunctor<Kokkos::View<Scalar*, MemSpace>, ExecSpace> | ||
teamDotFunctorLiveTestInstance(x, y); | ||
Kokkos::parallel_for("TeamDotUsage -- Live Test", policy(1, Kokkos::AUTO), | ||
teamDotFunctorLiveTestInstance); | ||
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// Kokkos Timer set up and data capture | ||
double total = timer.seconds(); | ||
double avg = total / repeat; | ||
// Flops calculation for a 1D matrix dot product per test run; | ||
size_t flopsPerRun = (size_t)2 * m; | ||
printf("Avg DOT time: %f s.\n", avg); | ||
printf("Avg DOT FLOP/s: %.3e\n", flopsPerRun / avg); | ||
state.SetIterationTime(timer.seconds()); | ||
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state.counters["Avg DOT time (s):"] = | ||
benchmark::Counter(avg, benchmark::Counter::kDefaults); | ||
state.counters["Avg DOT FLOP/s:"] = | ||
benchmark::Counter(flopsPerRun / avg, benchmark::Counter::kDefaults); | ||
} | ||
} | ||
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BENCHMARK(run<Kokkos::DefaultExecutionSpace>) | ||
->ArgNames({"m", "repeat"}) | ||
->Args({100000, 1}) | ||
->UseManualTime(); |