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438f7fc068
Summary: To get the target order correct, the benchmarks directory has been moved one level higher. Previously, it was living in the utils directory. The utils directory is a collection of utils which are to be used by the tests and implementations. However, benchmarks *use* the implementations. So, moving it out of utils helps us setup proper target level dependencies. Reviewers: gchatelet Differential Revision: https://reviews.llvm.org/D81910
325 lines
12 KiB
C++
325 lines
12 KiB
C++
//===-- Benchmark function --------------------------------------*- C++ -*-===//
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//
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// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
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// See https://llvm.org/LICENSE.txt for license information.
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// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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//
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//===----------------------------------------------------------------------===//
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// This file mainly defines a `Benchmark` function.
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//
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// The benchmarking process is as follows:
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// - We start by measuring the time it takes to run the function
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// `InitialIterations` times. This is called a Sample. From this we can derive
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// the time it took to run a single iteration.
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//
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// - We repeat the previous step with a greater number of iterations to lower
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// the impact of the measurement. We can derive a more precise estimation of the
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// runtime for a single iteration.
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//
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// - Each sample gives a more accurate estimation of the runtime for a single
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// iteration but also takes more time to run. We stop the process when:
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// * The measure stabilize under a certain precision (Epsilon),
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// * The overall benchmarking time is greater than MaxDuration,
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// * The overall sample count is greater than MaxSamples,
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// * The last sample used more than MaxIterations iterations.
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//
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// - We also makes sure that the benchmark doesn't run for a too short period of
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// time by defining MinDuration and MinSamples.
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#ifndef LLVM_LIBC_UTILS_BENCHMARK_BENCHMARK_H
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#define LLVM_LIBC_UTILS_BENCHMARK_BENCHMARK_H
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#include "benchmark/benchmark.h"
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#include "llvm/ADT/ArrayRef.h"
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#include "llvm/ADT/Optional.h"
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#include "llvm/ADT/SmallVector.h"
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#include <array>
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#include <chrono>
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#include <cstdint>
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namespace llvm {
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namespace libc_benchmarks {
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// Makes sure the binary was compiled in release mode and that frequency
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// governor is set on performance.
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void checkRequirements();
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using Duration = std::chrono::duration<double>;
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enum class BenchmarkLog {
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None, // Don't keep the internal state of the benchmark.
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Last, // Keep only the last batch.
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Full // Keep all iterations states, useful for testing or debugging.
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};
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// An object to configure the benchmark stopping conditions.
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// See documentation at the beginning of the file for the overall algorithm and
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// meaning of each field.
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struct BenchmarkOptions {
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// The minimum time for which the benchmark is running.
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Duration MinDuration = std::chrono::seconds(0);
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// The maximum time for which the benchmark is running.
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Duration MaxDuration = std::chrono::seconds(10);
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// The number of iterations in the first sample.
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uint32_t InitialIterations = 1;
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// The maximum number of iterations for any given sample.
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uint32_t MaxIterations = 10000000;
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// The minimum number of samples.
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uint32_t MinSamples = 4;
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// The maximum number of samples.
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uint32_t MaxSamples = 1000;
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// The benchmark will stop is the relative difference between the current and
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// the last estimation is less than epsilon. This is 1% by default.
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double Epsilon = 0.01;
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// The number of iterations grows exponentially between each sample.
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// Must be greater or equal to 1.
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double ScalingFactor = 1.4;
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BenchmarkLog Log = BenchmarkLog::None;
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};
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// The state of a benchmark.
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enum class BenchmarkStatus {
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Running,
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MaxDurationReached,
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MaxIterationsReached,
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MaxSamplesReached,
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PrecisionReached,
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};
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// The internal state of the benchmark, useful to debug, test or report
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// statistics.
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struct BenchmarkState {
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size_t LastSampleIterations;
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Duration LastBatchElapsed;
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BenchmarkStatus CurrentStatus;
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Duration CurrentBestGuess; // The time estimation for a single run of `foo`.
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double ChangeRatio; // The change in time estimation between previous and
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// current samples.
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};
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// A lightweight result for a benchmark.
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struct BenchmarkResult {
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BenchmarkStatus TerminationStatus = BenchmarkStatus::Running;
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Duration BestGuess = {};
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llvm::Optional<llvm::SmallVector<BenchmarkState, 16>> MaybeBenchmarkLog;
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};
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// Stores information about a cache in the host memory system.
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struct CacheInfo {
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std::string Type; // e.g. "Instruction", "Data", "Unified".
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int Level; // 0 is closest to processing unit.
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int Size; // In bytes.
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int NumSharing; // The number of processing units (Hyper-Threading Thread)
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// with which this cache is shared.
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};
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// Stores information about the host.
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struct HostState {
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std::string CpuName; // returns a string compatible with the -march option.
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double CpuFrequency; // in Hertz.
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std::vector<CacheInfo> Caches;
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static HostState get();
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};
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namespace internal {
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struct Measurement {
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size_t Iterations = 0;
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Duration Elapsed = {};
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};
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// Updates the estimation of the elapsed time for a single iteration.
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class RefinableRuntimeEstimation {
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Duration TotalTime = {};
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size_t TotalIterations = 0;
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public:
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Duration update(const Measurement &M) {
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assert(M.Iterations > 0);
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// Duration is encoded as a double (see definition).
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// `TotalTime` and `M.Elapsed` are of the same magnitude so we don't expect
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// loss of precision due to radically different scales.
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TotalTime += M.Elapsed;
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TotalIterations += M.Iterations;
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return TotalTime / TotalIterations;
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}
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};
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// This class tracks the progression of the runtime estimation.
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class RuntimeEstimationProgression {
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RefinableRuntimeEstimation RRE;
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public:
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Duration CurrentEstimation = {};
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// Returns the change ratio between our best guess so far and the one from the
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// new measurement.
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double computeImprovement(const Measurement &M) {
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const Duration NewEstimation = RRE.update(M);
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const double Ratio = fabs(((CurrentEstimation / NewEstimation) - 1.0));
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CurrentEstimation = NewEstimation;
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return Ratio;
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}
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};
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} // namespace internal
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// Measures the runtime of `foo` until conditions defined by `Options` are met.
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//
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// To avoid measurement's imprecisions we measure batches of `foo`.
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// The batch size is growing by `ScalingFactor` to minimize the effect of
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// measuring.
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//
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// Note: The benchmark is not responsible for serializing the executions of
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// `foo`. It is not suitable for measuring, very small & side effect free
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// functions, as the processor is free to execute several executions in
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// parallel.
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//
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// - Options: A set of parameters controlling the stopping conditions for the
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// benchmark.
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// - foo: The function under test. It takes one value and returns one value.
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// The input value is used to randomize the execution of `foo` as part of a
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// batch to mitigate the effect of the branch predictor. Signature:
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// `ProductType foo(ParameterProvider::value_type value);`
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// The output value is a product of the execution of `foo` and prevents the
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// compiler from optimizing out foo's body.
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// - ParameterProvider: An object responsible for providing a range of
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// `Iterations` values to use as input for `foo`. The `value_type` of the
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// returned container has to be compatible with `foo` argument.
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// Must implement one of:
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// `Container<ParameterType> generateBatch(size_t Iterations);`
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// `const Container<ParameterType>& generateBatch(size_t Iterations);`
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// - Clock: An object providing the current time. Must implement:
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// `std::chrono::time_point now();`
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template <typename Function, typename ParameterProvider,
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typename BenchmarkClock = const std::chrono::high_resolution_clock>
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BenchmarkResult benchmark(const BenchmarkOptions &Options,
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ParameterProvider &PP, Function foo,
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BenchmarkClock &Clock = BenchmarkClock()) {
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BenchmarkResult Result;
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internal::RuntimeEstimationProgression REP;
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Duration TotalBenchmarkDuration = {};
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size_t Iterations = std::max(Options.InitialIterations, uint32_t(1));
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size_t Samples = 0;
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if (Options.ScalingFactor < 1.0)
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report_fatal_error("ScalingFactor should be >= 1");
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if (Options.Log != BenchmarkLog::None)
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Result.MaybeBenchmarkLog.emplace();
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for (;;) {
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// Request a new Batch of size `Iterations`.
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const auto &Batch = PP.generateBatch(Iterations);
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// Measuring this Batch.
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const auto StartTime = Clock.now();
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for (const auto Parameter : Batch) {
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const auto Production = foo(Parameter);
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benchmark::DoNotOptimize(Production);
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}
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const auto EndTime = Clock.now();
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const Duration Elapsed = EndTime - StartTime;
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// Updating statistics.
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++Samples;
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TotalBenchmarkDuration += Elapsed;
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const double ChangeRatio = REP.computeImprovement({Iterations, Elapsed});
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Result.BestGuess = REP.CurrentEstimation;
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// Stopping condition.
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if (TotalBenchmarkDuration >= Options.MinDuration &&
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Samples >= Options.MinSamples && ChangeRatio < Options.Epsilon)
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Result.TerminationStatus = BenchmarkStatus::PrecisionReached;
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else if (Samples >= Options.MaxSamples)
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Result.TerminationStatus = BenchmarkStatus::MaxSamplesReached;
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else if (TotalBenchmarkDuration >= Options.MaxDuration)
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Result.TerminationStatus = BenchmarkStatus::MaxDurationReached;
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else if (Iterations >= Options.MaxIterations)
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Result.TerminationStatus = BenchmarkStatus::MaxIterationsReached;
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if (Result.MaybeBenchmarkLog) {
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auto &BenchmarkLog = *Result.MaybeBenchmarkLog;
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if (Options.Log == BenchmarkLog::Last && !BenchmarkLog.empty())
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BenchmarkLog.pop_back();
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BenchmarkState BS;
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BS.LastSampleIterations = Iterations;
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BS.LastBatchElapsed = Elapsed;
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BS.CurrentStatus = Result.TerminationStatus;
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BS.CurrentBestGuess = Result.BestGuess;
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BS.ChangeRatio = ChangeRatio;
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BenchmarkLog.push_back(BS);
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}
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if (Result.TerminationStatus != BenchmarkStatus::Running)
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return Result;
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if (Options.ScalingFactor > 1 &&
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Iterations * Options.ScalingFactor == Iterations)
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report_fatal_error(
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"`Iterations *= ScalingFactor` is idempotent, increase ScalingFactor "
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"or InitialIterations.");
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Iterations *= Options.ScalingFactor;
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}
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}
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// Interprets `Array` as a circular buffer of `Size` elements.
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template <typename T> class CircularArrayRef {
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llvm::ArrayRef<T> Array;
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size_t Size;
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public:
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using value_type = T;
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using reference = T &;
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using const_reference = const T &;
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using difference_type = ssize_t;
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using size_type = size_t;
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class const_iterator
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: public std::iterator<std::input_iterator_tag, T, ssize_t> {
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llvm::ArrayRef<T> Array;
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size_t Index;
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public:
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explicit const_iterator(llvm::ArrayRef<T> Array, size_t Index = 0)
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: Array(Array), Index(Index) {}
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const_iterator &operator++() {
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++Index;
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return *this;
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}
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bool operator==(const_iterator Other) const { return Index == Other.Index; }
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bool operator!=(const_iterator Other) const { return !(*this == Other); }
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const T &operator*() const { return Array[Index % Array.size()]; }
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};
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CircularArrayRef(llvm::ArrayRef<T> Array, size_t Size)
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: Array(Array), Size(Size) {
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assert(Array.size() > 0);
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}
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const_iterator begin() const { return const_iterator(Array); }
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const_iterator end() const { return const_iterator(Array, Size); }
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};
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// A convenient helper to produce a CircularArrayRef from an ArrayRef.
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template <typename T>
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CircularArrayRef<T> cycle(llvm::ArrayRef<T> Array, size_t Size) {
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return {Array, Size};
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}
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// Creates an std::array which storage size is constrained under `Bytes`.
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template <typename T, size_t Bytes>
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using ByteConstrainedArray = std::array<T, Bytes / sizeof(T)>;
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// A convenient helper to produce a CircularArrayRef from a
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// ByteConstrainedArray.
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template <typename T, size_t N>
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CircularArrayRef<T> cycle(const std::array<T, N> &Container, size_t Size) {
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return {llvm::ArrayRef<T>(Container.cbegin(), Container.cend()), Size};
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}
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} // namespace libc_benchmarks
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} // namespace llvm
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#endif // LLVM_LIBC_UTILS_BENCHMARK_BENCHMARK_H
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