// Copyright 2022 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 "bench/gemm.h" #include "bench/utils.h" #include #include #include #include #include #include #include #include static void bf16_gemm(benchmark::State& state, xnn_bf16_gemm_minmax_ukernel_fn gemm, size_t mr, size_t nr, size_t kr, size_t sr, xnn_init_bf16_minmax_params_fn init_params, benchmark::utils::IsaCheckFunction isa_check = nullptr) { if (isa_check != nullptr && !isa_check(state)) { return; } const size_t mc = state.range(0); const size_t nc = state.range(1); const size_t kc = state.range(2); const size_t nc_stride = benchmark::utils::RoundUp(nc, nr); const size_t kc_stride = benchmark::utils::RoundUp(kc, kr * sr); std::random_device random_device; auto rng = std::mt19937(random_device()); auto f32rng = std::bind(std::uniform_real_distribution(), std::ref(rng)); std::vector a(mc * kc + XNN_EXTRA_BYTES / sizeof(uint16_t)); std::generate(a.begin(), a.end(), [&] { return fp32_to_bits(f32rng(rng)) >> 16; }); std::vector k(nc * kc); std::generate(k.begin(), k.end(), [&] { return fp32_to_bits(f32rng(rng)) >> 16; }); std::vector b(nc); std::generate(b.begin(), b.end(), [&] { return fp32_to_bits(f32rng(rng)) >> 16; }); const size_t w_elements = nc_stride * kc_stride + nc_stride; const size_t c_elements = mc * nc; const size_t num_buffers = 1 + benchmark::utils::DivideRoundUp(benchmark::utils::GetMaxCacheSize(), sizeof(uint16_t) * (w_elements + c_elements)); std::vector> w(w_elements * num_buffers); std::fill(w.begin(), w.end(), 0); xnn_pack_f16_gemm_goi_w(1 /* groups */, nc, kc, nr, kr, sr, k.data(), b.data(), w.data(), 0, nullptr); std::vector c(c_elements * num_buffers); std::fill(c.begin(), c.end(), UINT16_C(0x7FC0) /* NaN */); // Prepare minmax parameters. xnn_bf16_minmax_params params; init_params(¶ms, UINT16_C(0xFF80) /* -inf */, UINT16_C(0x7F80) /* inf */); 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) // - W 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(uint16_t)); buffer_index = (buffer_index + 1) % num_buffers; state.ResumeTiming(); for (uint32_t m = 0; m < mc; m += mr) { const uint32_t mb = min(mc - m, mr); for (uint32_t n = 0; n < nc; n += nr) { const uint32_t nb = min(nc - n, nr); gemm( mb, nb, kc * sizeof(uint16_t), a.data() + m * kc, kc * sizeof(uint16_t), w.data() + (nc_stride * buffer_index + n) * (kc_stride + 1), c.data() + (mc * buffer_index + m) * nc + n, nc * sizeof(uint16_t), nr * sizeof(uint16_t), ¶ms); } } } const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); if (cpu_frequency != 0) { state.counters["cpufreq"] = cpu_frequency; } state.counters["FLOPS"] = benchmark::Counter( uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate); } #if XNN_ENABLE_ARM_BF16 && (XNN_ARCH_ARM || XNN_ARCH_ARM64) static void bf16_gemm_1x8c2__neonbf16_bfdot_lane_ld128(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_1x8c2__neonbf16_bfdot_lane_ld128, 1, 8, 2, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_4x8c2__neonbf16_bfdot_lane_ld128(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_4x8c2__neonbf16_bfdot_lane_ld128, 4, 8, 2, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_5x8c2__neonbf16_bfdot_lane_ld128(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_5x8c2__neonbf16_bfdot_lane_ld128, 5, 8, 2, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_6x8c2__neonbf16_bfdot_lane_ld128(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_6x8c2__neonbf16_bfdot_lane_ld128, 6, 8, 2, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_1x4c8__neonbf16_bfdot(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_1x4c8__neonbf16_bfdot, 1, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_2x4c8__neonbf16_bfdot(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_2x4c8__neonbf16_bfdot, 2, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_3x4c8__neonbf16_bfdot(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_3x4c8__neonbf16_bfdot, 3, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_4x4c8__neonbf16_bfdot(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_4x4c8__neonbf16_bfdot, 4, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_5x4c8__neonbf16_bfdot(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_5x4c8__neonbf16_bfdot, 5, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_1x4c8__neonbf16_bfmlal(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_1x4c8__neonbf16_bfmlal, 1, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_2x4c8__neonbf16_bfmlal(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_2x4c8__neonbf16_bfmlal, 2, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_3x4c8__neonbf16_bfmlal(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_3x4c8__neonbf16_bfmlal, 3, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_4x4c8__neonbf16_bfmlal(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_4x4c8__neonbf16_bfmlal, 4, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } static void bf16_gemm_5x4c8__neonbf16_bfmlal(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_5x4c8__neonbf16_bfmlal, 5, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONBF16); } BENCHMARK_GEMM(bf16_gemm_1x8c2__neonbf16_bfdot_lane_ld128) BENCHMARK_GEMM(bf16_gemm_4x8c2__neonbf16_bfdot_lane_ld128) BENCHMARK_GEMM(bf16_gemm_5x8c2__neonbf16_bfdot_lane_ld128) BENCHMARK_GEMM(bf16_gemm_6x8c2__neonbf16_bfdot_lane_ld128) BENCHMARK_GEMM(bf16_gemm_1x4c8__neonbf16_bfdot) BENCHMARK_GEMM(bf16_gemm_2x4c8__neonbf16_bfdot) BENCHMARK_GEMM(bf16_gemm_3x4c8__neonbf16_bfdot) BENCHMARK_GEMM(bf16_gemm_4x4c8__neonbf16_bfdot) BENCHMARK_GEMM(bf16_gemm_5x4c8__neonbf16_bfdot) BENCHMARK_GEMM(bf16_gemm_1x4c8__neonbf16_bfmlal) BENCHMARK_GEMM(bf16_gemm_2x4c8__neonbf16_bfmlal) BENCHMARK_GEMM(bf16_gemm_3x4c8__neonbf16_bfmlal) BENCHMARK_GEMM(bf16_gemm_4x4c8__neonbf16_bfmlal) BENCHMARK_GEMM(bf16_gemm_5x4c8__neonbf16_bfmlal) #endif // XNN_ENABLE_ARM_BF16 && (XNN_ARCH_ARM || XNN_ARCH_ARM64) #if XNN_ARCH_ARM || XNN_ARCH_ARM64 static void bf16_gemm_1x4c8__neonfma_zip(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_1x4c8__neonfma_zip, 1, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } static void bf16_gemm_2x4c8__neonfma_zip(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_2x4c8__neonfma_zip, 2, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } static void bf16_gemm_3x4c8__neonfma_zip(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_3x4c8__neonfma_zip, 3, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } static void bf16_gemm_4x4c8__neonfma_zip(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_4x4c8__neonfma_zip, 4, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } static void bf16_gemm_5x4c8__neonfma_zip(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_5x4c8__neonfma_zip, 5, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } static void bf16_gemm_1x4c8__neonfma_shland(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_1x4c8__neonfma_shland, 1, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } static void bf16_gemm_2x4c8__neonfma_shland(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_2x4c8__neonfma_shland, 2, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } static void bf16_gemm_3x4c8__neonfma_shland(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_3x4c8__neonfma_shland, 3, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } static void bf16_gemm_4x4c8__neonfma_shland(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_4x4c8__neonfma_shland, 4, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } static void bf16_gemm_5x4c8__neonfma_shland(benchmark::State& state, const char* net) { bf16_gemm(state, xnn_bf16_gemm_minmax_ukernel_5x4c8__neonfma_shland, 5, 4, 8, 1, xnn_init_bf16_minmax_scalar_params, benchmark::utils::CheckNEONFMA); } BENCHMARK_GEMM(bf16_gemm_1x4c8__neonfma_zip) BENCHMARK_GEMM(bf16_gemm_2x4c8__neonfma_zip) BENCHMARK_GEMM(bf16_gemm_3x4c8__neonfma_zip) BENCHMARK_GEMM(bf16_gemm_4x4c8__neonfma_zip) BENCHMARK_GEMM(bf16_gemm_5x4c8__neonfma_zip) BENCHMARK_GEMM(bf16_gemm_1x4c8__neonfma_shland) BENCHMARK_GEMM(bf16_gemm_2x4c8__neonfma_shland) BENCHMARK_GEMM(bf16_gemm_3x4c8__neonfma_shland) BENCHMARK_GEMM(bf16_gemm_4x4c8__neonfma_shland) BENCHMARK_GEMM(bf16_gemm_5x4c8__neonfma_shland) #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #ifndef XNNPACK_BENCHMARK_NO_MAIN BENCHMARK_MAIN(); #endif