// Copyright 2020 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. #include #include #include #include #include #include #include #include #include #include #include "gemm-benchmark.h" #include "utils.h" #ifdef BENCHMARK_RUY #include "ruy/ruy.h" #endif // BENCHMARK_RUY #include "xnnpack/buffer.h" #include "xnnpack/isa-checks.h" #include "xnnpack/gemm.h" #include "xnnpack/microfnptr.h" #include "xnnpack/microparams-init.h" #ifdef BENCHMARK_RUY static void RuyBenchmark(benchmark::State& state, size_t threads) { const size_t mc = state.range(0); const size_t nc = state.range(1); const size_t kc = state.range(2); std::random_device random_device; auto rng = std::mt19937(random_device()); auto i32rng = std::bind(std::uniform_int_distribution(-10000, 10000), std::ref(rng)); const size_t num_buffers = 1 + benchmark::utils::DivideRoundUp(benchmark::utils::GetMaxCacheSize(), nc * (sizeof(int8_t) * (mc + kc) + sizeof(int32_t))); xnnpack::Buffer a(mc * kc); xnnpack::fill_uniform_random_bits(a.data(), a.size(), rng); xnnpack::Buffer k(num_buffers * nc * kc); xnnpack::fill_uniform_random_bits(k.data(), k.size(), rng); xnnpack::Buffer b(num_buffers * nc); std::generate(b.begin(), b.end(), std::ref(i32rng)); xnnpack::Buffer c(num_buffers * nc * mc); // Note: context must be static to avoid the cost of re-creating it for each benchmark. static ruy::Context context; context.set_max_num_threads(threads); ruy::Matrix ruy_a; ruy::MakeSimpleLayout(nc, kc, ruy::Order::kRowMajor, ruy_a.mutable_layout()); ruy_a.set_zero_point(127); ruy::Matrix ruy_b; ruy::MakeSimpleLayout(kc, mc, ruy::Order::kColMajor, ruy_b.mutable_layout()); ruy_b.set_data(a.data()); ruy_b.set_zero_point(127); ruy_b.set_cache_policy(ruy::CachePolicy::kAlwaysCache); ruy::Matrix ruy_c; ruy::MakeSimpleLayout(nc, mc, ruy::Order::kColMajor, ruy_c.mutable_layout()); ruy_c.set_zero_point(127); ruy::MulParams mul_params; mul_params.set_multiplier_fixedpoint(0x40000000); // ruy::Context uses deferred initialization, which affects percieved GEMM performance. Initialization happens during // the first GEMM calls, and per Benoit Jacob it takes up to ~250 milliseconds for performance to stabilize. // Thus, on the first benchmark, we compute GEMM for 500 milliseconds (to be safe) without recording performance, and // keep the ruy::Context object initialized (by being static) between subsequent benchmarks. static std::once_flag warmup; std::call_once(warmup, [&](){ auto start = std::chrono::steady_clock::now(); do { ruy_a.set_data(k.data()); ruy_c.set_data(c.data()); mul_params.set_bias(b.data()); ruy::Mul(ruy_a, ruy_b, mul_params, &context, &ruy_c); } while (std::chrono::duration(std::chrono::steady_clock::now() - start).count() < 0.5); }); size_t buffer_index = 0; for (auto _ : state) { // Use circular buffers (exceeding cache size) and prefetch to control cache state: // - A is always in L1 cache (if fits, otherwise L2, L3, etc) // - K is not in cache (for any cache level) // - B is not in cache (for any cache level) // - C is not in cache (for any cache level) state.PauseTiming(); benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t)); buffer_index = (buffer_index + 1) % num_buffers; state.ResumeTiming(); ruy_a.set_data(k.data() + buffer_index * nc * kc); ruy_c.set_data(c.data() + buffer_index * mc * nc); mul_params.set_bias(b.data() + buffer_index * nc); ruy::Mul(ruy_a, ruy_b, mul_params, &context, &ruy_c); } const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); if (cpu_frequency != 0) { state.counters["cpufreq"] = cpu_frequency; } state.counters["OPS"] = benchmark::Counter( uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate); } static void ruy_st(benchmark::State& state, const char* net) { RuyBenchmark(state, 1); } BENCHMARK_GEMM(ruy_st) #endif // BENCHMARK_RUY #ifndef XNNPACK_BENCHMARK_NO_MAIN BENCHMARK_MAIN(); #endif