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248 lines
7.3 KiB
C++
248 lines
7.3 KiB
C++
#ifndef LLVM_LIBC_BENCHMARKS_LIBC_GPU_BENCHMARK_H
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#define LLVM_LIBC_BENCHMARKS_LIBC_GPU_BENCHMARK_H
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#include "benchmarks/gpu/Random.h"
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#include "benchmarks/gpu/timing/timing.h"
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#include "hdr/stdint_proxy.h"
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#include "src/__support/CPP/algorithm.h"
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#include "src/__support/CPP/array.h"
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#include "src/__support/CPP/string_view.h"
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#include "src/__support/CPP/type_traits.h"
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#include "src/__support/FPUtil/FPBits.h"
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#include "src/__support/FPUtil/sqrt.h"
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#include "src/__support/macros/config.h"
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namespace LIBC_NAMESPACE_DECL {
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namespace benchmarks {
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struct BenchmarkOptions {
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uint32_t initial_iterations = 1;
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uint32_t min_iterations = 1;
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uint32_t max_iterations = 10000000;
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uint32_t min_samples = 4;
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uint32_t max_samples = 1000;
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int64_t min_duration = 500 * 1000; // 500 * 1000 nanoseconds = 500 us
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int64_t max_duration = 1000 * 1000 * 1000; // 1e9 nanoseconds = 1 second
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double epsilon = 0.0001;
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double scaling_factor = 1.4;
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};
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class RefinableRuntimeEstimator {
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uint32_t iterations = 0;
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uint64_t sum_of_cycles = 0;
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uint64_t sum_of_squared_cycles = 0;
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public:
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void update(uint64_t cycles) noexcept {
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iterations += 1;
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sum_of_cycles += cycles;
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sum_of_squared_cycles += cycles * cycles;
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}
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void update(const RefinableRuntimeEstimator &other) noexcept {
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iterations += other.iterations;
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sum_of_cycles += other.sum_of_cycles;
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sum_of_squared_cycles += other.sum_of_squared_cycles;
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}
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double get_mean() const noexcept {
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if (iterations == 0)
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return 0.0;
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return static_cast<double>(sum_of_cycles) / iterations;
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}
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double get_variance() const noexcept {
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if (iterations == 0)
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return 0.0;
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const double num = static_cast<double>(iterations);
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const double sum_x = static_cast<double>(sum_of_cycles);
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const double sum_x2 = static_cast<double>(sum_of_squared_cycles);
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const double mean_of_squares = sum_x2 / num;
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const double mean = sum_x / num;
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const double mean_squared = mean * mean;
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const double variance = mean_of_squares - mean_squared;
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return variance < 0.0 ? 0.0 : variance;
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}
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double get_stddev() const noexcept {
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return fputil::sqrt<double>(get_variance());
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}
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uint32_t get_iterations() const noexcept { return iterations; }
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};
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// Tracks the progression of the runtime estimation
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class RuntimeEstimationProgression {
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RefinableRuntimeEstimator estimator;
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double current_mean = 0.0;
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public:
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const RefinableRuntimeEstimator &get_estimator() const noexcept {
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return estimator;
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}
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double
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compute_improvement(const RefinableRuntimeEstimator &sample_estimator) {
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if (sample_estimator.get_iterations() == 0)
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return 1.0;
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estimator.update(sample_estimator);
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const double new_mean = estimator.get_mean();
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if (current_mean == 0.0 || new_mean == 0.0) {
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current_mean = new_mean;
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return 1.0;
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}
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double ratio = (current_mean / new_mean) - 1.0;
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if (ratio < 0)
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ratio = -ratio;
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current_mean = new_mean;
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return ratio;
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}
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};
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struct BenchmarkResult {
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uint64_t total_iterations = 0;
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double cycles = 0;
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double standard_deviation = 0;
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uint64_t min = UINT64_MAX;
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uint64_t max = 0;
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};
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struct BenchmarkTarget {
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using IndexedFnPtr = uint64_t (*)(uint32_t);
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using IndexlessFnPtr = uint64_t (*)();
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enum class Kind : uint8_t { Indexed, Indexless } kind;
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union {
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IndexedFnPtr indexed_fn_ptr;
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IndexlessFnPtr indexless_fn_ptr;
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};
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LIBC_INLINE BenchmarkTarget(IndexedFnPtr func)
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: kind(Kind::Indexed), indexed_fn_ptr(func) {}
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LIBC_INLINE BenchmarkTarget(IndexlessFnPtr func)
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: kind(Kind::Indexless), indexless_fn_ptr(func) {}
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LIBC_INLINE uint64_t operator()([[maybe_unused]] uint32_t call_index) const {
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return kind == Kind::Indexed ? indexed_fn_ptr(call_index)
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: indexless_fn_ptr();
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}
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};
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BenchmarkResult benchmark(const BenchmarkOptions &options,
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const BenchmarkTarget &target);
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class Benchmark {
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const BenchmarkTarget target;
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const cpp::string_view suite_name;
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const cpp::string_view test_name;
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const uint32_t num_threads;
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public:
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Benchmark(uint64_t (*f)(), const char *suite, const char *test,
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uint32_t threads)
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: target(BenchmarkTarget(f)), suite_name(suite), test_name(test),
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num_threads(threads) {
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add_benchmark(this);
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}
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Benchmark(uint64_t (*f)(uint32_t), char const *suite_name,
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char const *test_name, uint32_t num_threads)
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: target(BenchmarkTarget(f)), suite_name(suite_name),
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test_name(test_name), num_threads(num_threads) {
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add_benchmark(this);
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}
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static void run_benchmarks();
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const cpp::string_view get_suite_name() const { return suite_name; }
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const cpp::string_view get_test_name() const { return test_name; }
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protected:
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static void add_benchmark(Benchmark *benchmark);
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private:
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BenchmarkResult run() {
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BenchmarkOptions options;
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return benchmark(options, target);
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}
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};
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template <typename T> class MathPerf {
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static LIBC_INLINE uint64_t make_seed(uint64_t base_seed, uint64_t salt) {
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const uint64_t tid = gpu::get_thread_id();
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return base_seed ^ (salt << 32) ^ (tid * 0x9E3779B97F4A7C15ULL);
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}
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public:
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// Returns cycles-per-call (lower is better)
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template <size_t N = 1, typename Dist>
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static uint64_t run_throughput(T (*f)(T), const Dist &dist,
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uint32_t call_index) {
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cpp::array<T, N> inputs;
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uint64_t base_seed = static_cast<uint64_t>(call_index);
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uint64_t salt = static_cast<uint64_t>(N);
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RandomGenerator rng(make_seed(base_seed, salt));
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for (size_t i = 0; i < N; ++i)
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inputs[i] = dist(rng);
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uint64_t total_time = LIBC_NAMESPACE::throughput(f, inputs);
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return total_time / N;
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}
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// Returns cycles-per-call (lower is better)
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template <size_t N = 1, typename Dist1, typename Dist2>
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static uint64_t run_throughput(T (*f)(T, T), const Dist1 &dist1,
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const Dist2 &dist2, uint32_t call_index) {
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cpp::array<T, N> inputs1;
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cpp::array<T, N> inputs2;
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uint64_t base_seed = static_cast<uint64_t>(call_index);
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uint64_t salt = static_cast<uint64_t>(N);
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RandomGenerator rng(make_seed(base_seed, salt));
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for (size_t i = 0; i < N; ++i) {
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inputs1[i] = dist1(rng);
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inputs2[i] = dist2(rng);
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}
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uint64_t total_time = LIBC_NAMESPACE::throughput(f, inputs1, inputs2);
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return total_time / N;
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}
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};
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} // namespace benchmarks
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} // namespace LIBC_NAMESPACE_DECL
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// Passing -1 indicates the benchmark should be run with as many threads as
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// allocated by the user in the benchmark's CMake.
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#define BENCHMARK(SuiteName, TestName, Func) \
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LIBC_NAMESPACE::benchmarks::Benchmark SuiteName##_##TestName##_Instance( \
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Func, #SuiteName, #TestName, -1)
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#define BENCHMARK_N_THREADS(SuiteName, TestName, Func, NumThreads) \
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LIBC_NAMESPACE::benchmarks::Benchmark SuiteName##_##TestName##_Instance( \
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Func, #SuiteName, #TestName, NumThreads)
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#define SINGLE_THREADED_BENCHMARK(SuiteName, TestName, Func) \
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BENCHMARK_N_THREADS(SuiteName, TestName, Func, 1)
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#define SINGLE_WAVE_BENCHMARK(SuiteName, TestName, Func) \
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BENCHMARK_N_THREADS(SuiteName, TestName, Func, \
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LIBC_NAMESPACE::gpu::get_lane_size())
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#endif // LLVM_LIBC_BENCHMARKS_LIBC_GPU_BENCHMARK_H
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