// Copyright (c) Facebook, Inc. and its affiliates. // All rights reserved. // // Copyright 2019 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 #ifdef BENCHMARK_RUY #include "ruy/ruy.h" #endif // BENCHMARK_RUY #include "bench/gemm.h" #include "bench/utils.h" #include #include #include #include #include #include #include #include #include #include static void GEMMBenchmark(benchmark::State& state, xnn_f32_gemm_minmax_ukernel_fn gemm, xnn_init_f32_minmax_params_fn init_params, size_t mr, size_t nr, size_t kr, size_t sr, 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(float)); std::generate(a.begin(), a.end(), std::ref(f32rng)); std::vector k(nc * kc); std::generate(k.begin(), k.end(), std::ref(f32rng)); std::vector b(nc); std::generate(b.begin(), b.end(), std::ref(f32rng)); 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(float) * (w_elements + c_elements)); std::vector> w(w_elements * num_buffers); std::fill(w.begin(), w.end(), 0.0f); xnn_pack_f32_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(), std::nanf("")); xnn_f32_minmax_params params; init_params(¶ms, -std::numeric_limits::infinity(), +std::numeric_limits::infinity()); 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(float)); 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); gemm( mb, nc, kc * sizeof(float), a.data() + m * kc, kc * sizeof(float), w.data() + buffer_index * nc_stride * (kc_stride + 1), c.data() + (buffer_index * mc + m) * nc, nc * sizeof(float), nr * sizeof(float), ¶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); } static void GEMMGoiBenchmark(benchmark::State& state, xnn_f32_gemm_minmax_ukernel_fn gemm, xnn_init_f32_minmax_params_fn init_params, size_t mr, size_t nr, size_t kr, size_t sr, 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); 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(float)); std::generate(a.begin(), a.end(), std::ref(f32rng)); const size_t k_elements = nc * kc; const size_t c_elements = mc * nc; const size_t num_buffers = 1 + benchmark::utils::DivideRoundUp(benchmark::utils::GetMaxCacheSize(), sizeof(float) * (k_elements + c_elements)); std::vector k(k_elements * num_buffers); std::vector c(c_elements * num_buffers); std::generate(k.begin(), k.end(), std::ref(f32rng)); std::fill(c.begin(), c.end(), std::nanf("")); xnn_f32_minmax_params params; init_params(¶ms, -std::numeric_limits::infinity(), +std::numeric_limits::infinity()); 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) // - C is not in cache (for any cache level) state.PauseTiming(); benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(float)); 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); gemm( mb, nc, kc * sizeof(float), a.data() + m * kc, kc * sizeof(float), k.data() + (buffer_index * k_elements), c.data() + (buffer_index * mc + m) * nc, nc * sizeof(float), nr * sizeof(float), ¶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); } static void PPMM1PBenchmark(benchmark::State& state, xnn_x32_packx_ukernel_fn packx, xnn_f32_ppmm_minmax_ukernel_fn ppmm, xnn_init_f32_minmax_params_fn init_params, size_t mr, size_t nr, size_t kr, size_t sr, 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); 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(float)); std::generate(a.begin(), a.end(), std::ref(f32rng)); std::vector k(nc * kc); std::generate(k.begin(), k.end(), std::ref(f32rng)); std::vector b(nc); std::generate(b.begin(), b.end(), std::ref(f32rng)); std::vector> t(mr * kc); const size_t w_elements = nc_stride * kc + nc_stride; const size_t c_elements = mc * nc; const size_t num_buffers = 1 + benchmark::utils::DivideRoundUp(benchmark::utils::GetMaxCacheSize(), sizeof(float) * (w_elements + c_elements)); std::vector> w(w_elements * num_buffers); std::fill(w.begin(), w.end(), 0.0f); xnn_pack_f32_gemm_goi_w(1 /* groups */, nc, kc, nr, 1 /* kr */, 1 /* sr */, k.data(), b.data(), w.data(), 0, nullptr); std::vector c(c_elements * num_buffers); std::fill(c.begin(), c.end(), std::nanf("")); xnn_f32_minmax_params params; init_params(¶ms, -std::numeric_limits::infinity(), +std::numeric_limits::infinity()); 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(float)); 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); packx(mb, kc, reinterpret_cast(a.data() + m * kc), kc, t.data()); ppmm( mb, nc, kc * sizeof(float), reinterpret_cast(t.data()), w.data() + nc_stride * buffer_index * (kc + 1), c.data() + (mc * buffer_index + m) * nc, nc * sizeof(float), nr * sizeof(float), ¶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); } static void PPMM2PBenchmark(benchmark::State& state, xnn_x32_packx_ukernel_fn packx, xnn_f32_ppmm_minmax_ukernel_fn ppmm, xnn_init_f32_minmax_params_fn init_params, size_t mr, size_t nr, size_t kr, size_t sr, 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 mc_stride = benchmark::utils::RoundUp(mc, mr); const size_t nc_stride = benchmark::utils::RoundUp(nc, nr); 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(float)); std::generate(a.begin(), a.end(), std::ref(f32rng)); std::vector k(nc * kc); std::generate(k.begin(), k.end(), std::ref(f32rng)); std::vector b(nc); std::generate(b.begin(), b.end(), std::ref(f32rng)); std::vector> t(mc_stride * kc); const size_t w_elements = nc_stride * kc + nc_stride; const size_t c_elements = mc * nc; const size_t num_buffers = 1 + benchmark::utils::DivideRoundUp(benchmark::utils::GetMaxCacheSize(), sizeof(float) * (w_elements + c_elements)); std::vector> w(w_elements * num_buffers); std::fill(w.begin(), w.end(), 0.0f); xnn_pack_f32_gemm_goi_w(1 /* groups */, nc, kc, nr, 1 /* kr */, 1 /* sr */, k.data(), b.data(), w.data(), 0, nullptr); std::vector c(c_elements * num_buffers); std::fill(c.begin(), c.end(), std::nanf("")); xnn_f32_minmax_params params; init_params(¶ms, -std::numeric_limits::infinity(), +std::numeric_limits::infinity()); 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(float)); 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); packx(mb, kc, reinterpret_cast(a.data() + m * kc), kc, t.data() + m * kc); } for (uint32_t m = 0; m < mc; m += mr) { const uint32_t mb = min(mc - m, mr); ppmm( mb, nc, kc * sizeof(float), reinterpret_cast(t.data() + m * kc), w.data() + nc_stride * buffer_index * (kc + 1), c.data() + (mc * buffer_index + m) * nc, nc * sizeof(float), nr * sizeof(float), ¶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); } #ifdef BENCHMARK_RUY static void RuyBenchmark(benchmark::State& state, uint32_t threads) { std::random_device random_device; auto rng = std::mt19937(random_device()); auto f32rng = std::bind(std::uniform_real_distribution(), std::ref(rng)); const size_t mc = state.range(0); const size_t nc = state.range(1); const size_t kc = state.range(2); const size_t num_buffers = 1 + benchmark::utils::DivideRoundUp(benchmark::utils::GetMaxCacheSize(), sizeof(float) * (nc * (mc + kc + 1))); std::vector a(mc * kc + XNN_EXTRA_BYTES / sizeof(float)); std::generate(a.begin(), a.end(), std::ref(f32rng)); std::vector k(num_buffers * nc * kc); std::generate(k.begin(), k.end(), std::ref(f32rng)); std::vector b(num_buffers * nc); std::generate(b.begin(), b.end(), std::ref(f32rng)); std::vector c(num_buffers * nc * mc); std::fill(c.begin(), c.end(), std::nanf("")); // 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::Matrix ruy_b; ruy::MakeSimpleLayout(kc, mc, ruy::Order::kColMajor, ruy_b.mutable_layout()); ruy_b.set_data(a.data()); ruy_b.set_cache_policy(ruy::CachePolicy::kAlwaysCache); ruy::Matrix ruy_c; ruy::MakeSimpleLayout(nc, mc, ruy::Order::kColMajor, ruy_c.mutable_layout()); ruy::MulParams mul_params; // 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(float)); 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["FLOPS"] = 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); } #endif // BENCHMARK_RUY #if XNN_PLATFORM_JIT static void GEMMBenchmark(benchmark::State& state, xnn_jit_gemm_code_generator_fn generator, xnn_init_f32_minmax_params_fn init_params, size_t mr, size_t nr, size_t kr, size_t sr, 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); 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(float)); std::generate(a.begin(), a.end(), std::ref(f32rng)); std::vector k(nc * kc); std::generate(k.begin(), k.end(), std::ref(f32rng)); std::vector b(nc); std::generate(b.begin(), b.end(), std::ref(f32rng)); 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(float) * (w_elements + c_elements)); std::vector> w(w_elements * num_buffers); std::fill(w.begin(), w.end(), 0.0f); xnn_pack_f32_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(), std::nanf("")); xnn_f32_minmax_params params; init_params(¶ms, -std::numeric_limits::infinity(), +std::numeric_limits::infinity()); xnn_code_buffer code_buffer; constexpr size_t kBufferSize = 1024 * 1024; xnn_allocate_code_memory(&code_buffer, kBufferSize); jit_gemm_params jit_params = {}; jit_params.f32_minmax.min = -std::numeric_limits::infinity(); jit_params.f32_minmax.max = +std::numeric_limits::infinity(); generator(&code_buffer, mr, nc % nr, kc * sizeof(float), &jit_params); xnn_finalize_code_memory(&code_buffer); xnn_f32_gemm_minmax_ukernel_fn gemm = reinterpret_cast(xnn_first_function_ptr(&code_buffer)); 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(float)); 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); gemm( mb, nc, kc * sizeof(float), a.data() + m * kc, kc * sizeof(float), w.data() + buffer_index * nc_stride * (kc_stride + 1), c.data() + (buffer_index * mc + m) * nc, nc * sizeof(float), nr * sizeof(float), ¶ms); } } xnn_release_code_memory(&code_buffer); 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); } #endif // XNN_PLATFORM_JIT #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY static void f32_gemm_1x8__asm_aarch64_neon_ld128_acc2(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neon_ld128_acc2, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neon_ld128_acc2_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neon_ld128_acc2, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld64_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld64_acc2(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64_acc2, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld64_acc2_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64_acc2, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld64_acc4(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64_acc4, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld64_acc4_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld64_acc4_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld128_acc2(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128_acc2, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld128_acc2_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128_acc2, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld128_acc4(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128_acc4, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_ld128_acc4_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128_acc4_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x1__asm_aarch64_neonfma_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x1__asm_aarch64_neonfma_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/1, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x1__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x1__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/1, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x2__asm_aarch64_neonfma_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x2__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__asm_aarch64_neonfma_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__asm_aarch64_neonfma_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x12__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x12__asm_aarch64_neonfma_cortex_a53, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/12, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_cortex_a53_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a53_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x12__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x12__asm_aarch64_neonfma_cortex_a53, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/12, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a53, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a53_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a55(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a55, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x2__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x2__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x2__asm_aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__asm_aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a53, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a53_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a55(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a55, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a73(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a73, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_unipass__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_twopass__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_unipass__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_twopass__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_unipass__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_twopass__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_unipass__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_twopass__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_unipass__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_twopass__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_unipass__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_ld128_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_twopass__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_ld128_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_unipass__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_twopass__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_unipass__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_twopass__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_goi_1x8__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { GEMMGoiBenchmark(state, xnn_f32_gemm_goi_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_goi_1x8__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) { GEMMGoiBenchmark(state, xnn_f32_gemm_goi_minmax_ukernel_1x8__asm_aarch64_neonfma_ld128_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_goi_4x8__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { GEMMGoiBenchmark(state, xnn_f32_gemm_goi_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neon_ld128_acc2) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neon_ld128_acc2_prfm) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld64) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld64_prfm) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld64_acc2) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld64_acc2_prfm) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld64_acc4) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld64_acc4_prfm) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld128_prfm) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld128_acc2) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld128_acc2_prfm) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld128_acc4) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_ld128_acc4_prfm) BENCHMARK_GEMM(f32_gemm_1x12__asm_aarch64_neonfma_cortex_a53) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_cortex_a53) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_cortex_a53_prfm) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_4x2__asm_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_gemm_4x2__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_4x1__asm_aarch64_neonfma_ld64) BENCHMARK_GEMM(f32_gemm_4x1__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_gemm_4x2__asm_aarch64_neonfma_ld64) BENCHMARK_GEMM(f32_gemm_4x2__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53_prfm) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a55) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch64_neonfma_ld64) BENCHMARK_GEMM(f32_gemm_4x12__asm_aarch64_neonfma_cortex_a53) BENCHMARK_GEMM(f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53) BENCHMARK_GEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53_prfm) BENCHMARK_GEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a55) BENCHMARK_GEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a73) BENCHMARK_GEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_6x8__asm_aarch64_neonfma_ld64) BENCHMARK_GEMM(f32_gemm_6x8__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_ppmm_4x8_unipass__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_ppmm_4x8_twopass__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_ppmm_4x8_unipass__asm_aarch64_neonfma_ld128_prfm) BENCHMARK_GEMM(f32_ppmm_4x8_twopass__asm_aarch64_neonfma_ld128_prfm) BENCHMARK_GEMM(f32_ppmm_4x8_unipass__asm_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_ppmm_4x8_twopass__asm_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_ppmm_4x8_unipass__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_ppmm_4x8_twopass__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_ppmm_8x8_unipass__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_ppmm_8x8_twopass__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_ppmm_8x8_unipass__asm_aarch64_neonfma_ld128_prfm) BENCHMARK_GEMM(f32_ppmm_8x8_twopass__asm_aarch64_neonfma_ld128_prfm) BENCHMARK_GEMM(f32_ppmm_8x8_unipass__asm_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_ppmm_8x8_twopass__asm_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_ppmm_8x8_unipass__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_ppmm_8x8_twopass__asm_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_goi_1x8__asm_aarch64_neonfma_ld128) BENCHMARK_GEMM(f32_gemm_goi_1x8__asm_aarch64_neonfma_ld128_prfm) BENCHMARK_GEMM(f32_gemm_goi_4x8__asm_aarch64_neonfma_ld128) #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY static void f32_gemm_4x4__asm_aarch32_vfp_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x4__asm_aarch32_vfp_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckVFP); } static void f32_gemm_4x8__asm_aarch32_neon_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a7(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a7, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a53(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a53, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a53_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a53_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a55(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a55, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a75(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__asm_aarch32_neon_cortex_a75_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_1x8__asm_aarch32_neon_cortex_a53(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_1x8__asm_aarch32_neon_cortex_a53_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__asm_aarch32_neon_cortex_a53_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } BENCHMARK_GEMM(f32_gemm_4x4__asm_aarch32_vfp_ld64) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch32_neon_ld64) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a7) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a53) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a53_prfm) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a55) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a75) BENCHMARK_GEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch32_neon_cortex_a53) BENCHMARK_GEMM(f32_gemm_1x8__asm_aarch32_neon_cortex_a53_prfm) #endif // XNN_ARCH_ARM #if XNN_ARCH_ARM64 static void f32_gemm_1x8__aarch64_neonfma_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__aarch64_neonfma_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x2__aarch64_neonfma_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x2__aarch64_neonfma_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x2__aarch64_neonfma_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x2__aarch64_neonfma_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/2, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__aarch64_neonfma_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__aarch64_neonfma_lane_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_lane_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__aarch64_neonfma_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__aarch64_neonfma_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__aarch64_neonfma_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__aarch64_neonfma_lane_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_lane_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x16__aarch64_neonfma_lane_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x16__aarch64_neonfma_lane_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x16__aarch64_neonfma_lane_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x16__aarch64_neonfma_lane_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_unipass__aarch64_neonfma(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__aarch64_neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_twopass__aarch64_neonfma(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__aarch64_neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_unipass__aarch64_neonfma(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__aarch64_neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_twopass__aarch64_neonfma(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__aarch64_neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_unipass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__aarch64_neonfma_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_twopass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x8__aarch64_neonfma_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_unipass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__aarch64_neonfma_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_8x8_twopass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_8x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_8x8__aarch64_neonfma_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x16_unipass__aarch64_neonfma(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x16__aarch64_neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x16_twopass__aarch64_neonfma(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x16__aarch64_neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x16_unipass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x16__aarch64_neonfma_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x16_twopass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__neon_st4_x8, xnn_f32_ppmm_minmax_ukernel_4x16__aarch64_neonfma_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1); } BENCHMARK_GEMM(f32_gemm_1x8__aarch64_neonfma_lane_ld64) BENCHMARK_GEMM(f32_gemm_4x2__aarch64_neonfma_lane_ld64) BENCHMARK_GEMM(f32_gemm_6x2__aarch64_neonfma_lane_ld64) BENCHMARK_GEMM(f32_gemm_4x8__aarch64_neonfma_lane_ld64) BENCHMARK_GEMM(f32_gemm_4x8__aarch64_neonfma_lane_ld128) BENCHMARK_GEMM(f32_gemm_5x8__aarch64_neonfma_lane_ld64) BENCHMARK_GEMM(f32_gemm_6x8__aarch64_neonfma_lane_ld64) BENCHMARK_GEMM(f32_gemm_6x8__aarch64_neonfma_lane_ld128) BENCHMARK_GEMM(f32_gemm_1x16__aarch64_neonfma_lane_ld128) BENCHMARK_GEMM(f32_gemm_4x16__aarch64_neonfma_lane_ld128) BENCHMARK_GEMM(f32_ppmm_4x8_unipass__aarch64_neonfma) BENCHMARK_GEMM(f32_ppmm_4x8_twopass__aarch64_neonfma) BENCHMARK_GEMM(f32_ppmm_8x8_unipass__aarch64_neonfma) BENCHMARK_GEMM(f32_ppmm_8x8_twopass__aarch64_neonfma) BENCHMARK_GEMM(f32_ppmm_4x8_unipass__aarch64_neonfma_prfm) BENCHMARK_GEMM(f32_ppmm_4x8_twopass__aarch64_neonfma_prfm) BENCHMARK_GEMM(f32_ppmm_8x8_unipass__aarch64_neonfma_prfm) BENCHMARK_GEMM(f32_ppmm_8x8_twopass__aarch64_neonfma_prfm) BENCHMARK_GEMM(f32_ppmm_4x16_unipass__aarch64_neonfma) BENCHMARK_GEMM(f32_ppmm_4x16_twopass__aarch64_neonfma) BENCHMARK_GEMM(f32_ppmm_4x16_unipass__aarch64_neonfma_prfm) BENCHMARK_GEMM(f32_ppmm_4x16_twopass__aarch64_neonfma_prfm) #endif // XNN_ARCH_ARM64 #if XNN_ARCH_ARM || XNN_ARCH_ARM64 static void f32_gemm_1x8__neon_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__neon_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x2__neon_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x2__neon_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_6x2__neon_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x2__neon_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/2, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__neon_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__neon_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__neon_lane_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__neon_lane_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_5x8__neon_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__neon_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_6x8__neon_lane_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__neon_lane_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_6x8__neon_lane_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__neon_lane_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_1x8__neonfma_dup_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__neonfma_dup_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEONFMA); } static void f32_gemm_4x8__neonfma_dup_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__neonfma_dup_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEONFMA); } static void f32_gemm_4x8__neonfma_dup_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__neonfma_dup_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEONFMA); } static void f32_gemm_6x8__neonfma_dup_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__neonfma_dup_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEONFMA); } static void f32_gemm_6x8__neonfma_dup_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__neonfma_dup_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEONFMA); } static void f32_gemm_1x8s4__neon(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8s4__neon, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckNEON); } static void f32_gemm_1x8s4__neonfma(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8s4__neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckNEONFMA); } static void f32_gemm_4x8s4__neon(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8s4__neon, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckNEON); } static void f32_gemm_4x8s4__neonfma(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8s4__neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckNEONFMA); } static void f32_gemm_6x8s4__neon(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8s4__neon, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckNEON); } static void f32_gemm_6x8s4__neonfma(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8s4__neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckNEONFMA); } static void f32_gemm_8x8s4__neon(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_8x8s4__neon, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckNEON); } static void f32_gemm_8x8s4__neonfma(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_8x8s4__neonfma, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckNEONFMA); } BENCHMARK_GEMM(f32_gemm_1x8__neon_lane_ld64) BENCHMARK_GEMM(f32_gemm_4x2__neon_lane_ld64) BENCHMARK_GEMM(f32_gemm_6x2__neon_lane_ld64) BENCHMARK_GEMM(f32_gemm_4x8__neon_lane_ld64) BENCHMARK_GEMM(f32_gemm_4x8__neon_lane_ld128) BENCHMARK_GEMM(f32_gemm_5x8__neon_lane_ld64) BENCHMARK_GEMM(f32_gemm_6x8__neon_lane_ld64) BENCHMARK_GEMM(f32_gemm_6x8__neon_lane_ld128) BENCHMARK_GEMM(f32_gemm_1x8__neonfma_dup_ld64) BENCHMARK_GEMM(f32_gemm_4x8__neonfma_dup_ld64) BENCHMARK_GEMM(f32_gemm_4x8__neonfma_dup_ld128) BENCHMARK_GEMM(f32_gemm_6x8__neonfma_dup_ld64) BENCHMARK_GEMM(f32_gemm_6x8__neonfma_dup_ld128) BENCHMARK_GEMM(f32_gemm_1x8s4__neon) BENCHMARK_GEMM(f32_gemm_4x8s4__neon) BENCHMARK_GEMM(f32_gemm_6x8s4__neon) BENCHMARK_GEMM(f32_gemm_8x8s4__neon) BENCHMARK_GEMM(f32_gemm_1x8s4__neonfma) BENCHMARK_GEMM(f32_gemm_4x8s4__neonfma) BENCHMARK_GEMM(f32_gemm_6x8s4__neonfma) BENCHMARK_GEMM(f32_gemm_8x8s4__neonfma) #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM && XNN_PLATFORM_JIT static void f32_gemm_4x8__jit_aarch32_neon_ld64(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_4x8__aarch32_neon_ld64, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__jit_aarch32_neon_cortex_a7(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_4x8__aarch32_neon_cortex_a7, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__jit_aarch32_neon_cortex_a53(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_4x8__aarch32_neon_cortex_a53, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__jit_aarch32_neon_cortex_a55(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_4x8__aarch32_neon_cortex_a55, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__jit_aarch32_neon_cortex_a75(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_4x8__aarch32_neon_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__jit_aarch32_neon_cortex_a75_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_4x8__aarch32_neon_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } BENCHMARK_GEMM(f32_gemm_4x8__jit_aarch32_neon_cortex_a53) BENCHMARK_GEMM(f32_gemm_4x8__jit_aarch32_neon_cortex_a55) BENCHMARK_GEMM(f32_gemm_4x8__jit_aarch32_neon_cortex_a75) BENCHMARK_GEMM(f32_gemm_4x8__jit_aarch32_neon_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_4x8__jit_aarch32_neon_ld64) BENCHMARK_GEMM(f32_gemm_4x8__jit_aarch32_neon_cortex_a7) #endif // XNN_ARCH_ARM && XNN_PLATFORM_JIT #if XNN_ARCH_ARM64 && XNN_PLATFORM_JIT static void f32_gemm_1x8__jit_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_1x8__jit_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_1x8__aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__jit_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_4x8__aarch64_neonfma_cortex_a75, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_4x8__jit_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_4x8__aarch64_neonfma_cortex_a75_prfm, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } static void f32_gemm_6x8__jit_aarch64_neonfma_ld128(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_ld128, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckNEON); } BENCHMARK_GEMM(f32_gemm_1x8__jit_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_gemm_1x8__jit_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_4x8__jit_aarch64_neonfma_cortex_a75) BENCHMARK_GEMM(f32_gemm_4x8__jit_aarch64_neonfma_cortex_a75_prfm) BENCHMARK_GEMM(f32_gemm_6x8__jit_aarch64_neonfma_ld128) #define BENCHMARK_UPTO_MR_GEMM(name, max_mr, nr) \ static void name(benchmark::State &state, const char *net) { \ GEMMBenchmark( \ state, \ xnn_generate_f32_gemm_ukernel_6x8__aarch64_neonfma_cortex_a75_prfm, \ xnn_init_f32_minmax_scalar_params, \ max_mr, nr, 1, 1, \ benchmark::utils::CheckNEON); \ } \ BENCHMARK_GEMM(name) BENCHMARK_UPTO_MR_GEMM(f32_gemm_6x8_1x8__jit_aarch64_neonfma_cortex_a75_prfm, 1, 8); BENCHMARK_UPTO_MR_GEMM(f32_gemm_6x8_2x8__jit_aarch64_neonfma_cortex_a75_prfm, 2, 8); BENCHMARK_UPTO_MR_GEMM(f32_gemm_6x8_3x8__jit_aarch64_neonfma_cortex_a75_prfm, 3, 8); BENCHMARK_UPTO_MR_GEMM(f32_gemm_6x8_4x8__jit_aarch64_neonfma_cortex_a75_prfm, 4, 8); BENCHMARK_UPTO_MR_GEMM(f32_gemm_6x8_5x8__jit_aarch64_neonfma_cortex_a75_prfm, 5, 8); BENCHMARK_UPTO_MR_GEMM(f32_gemm_6x8_6x8__jit_aarch64_neonfma_cortex_a75_prfm, 6, 8); #undef BENCHMARK_UPTO_MR_GEMM #endif // XNN_ARCH_ARM64 && XNN_PLATFORM_JIT #if XNN_ARCH_WASMSIMD && XNN_PLATFORM_JIT static void f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/2, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_x2(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_x2(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/2, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_x2(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_x2(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_x2(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_x2(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x2, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_x4(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_x4(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/2, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_x4(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_x4(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_x4(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_x4(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x4, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_x8(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x8, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_x8(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x8, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/2, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_x8(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x8, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_x8(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x8, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_x8(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x8, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_x8(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_x8, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_xinf(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_xinf, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_xinf(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_xinf, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/2, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_xinf(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_xinf, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_xinf(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_xinf, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_xinf(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_xinf, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_xinf(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8__wasmsimd32_x86_loadsplat_xinf, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } BENCHMARK_GEMM(f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_x1) BENCHMARK_GEMM(f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_x1) BENCHMARK_GEMM(f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_x1) BENCHMARK_GEMM(f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_x1) BENCHMARK_GEMM(f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_x1) BENCHMARK_GEMM(f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_x1) BENCHMARK_GEMM(f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_x2) BENCHMARK_GEMM(f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_x2) BENCHMARK_GEMM(f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_x2) BENCHMARK_GEMM(f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_x2) BENCHMARK_GEMM(f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_x2) BENCHMARK_GEMM(f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_x2) BENCHMARK_GEMM(f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_x4) BENCHMARK_GEMM(f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_x4) BENCHMARK_GEMM(f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_x4) BENCHMARK_GEMM(f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_x4) BENCHMARK_GEMM(f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_x4) BENCHMARK_GEMM(f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_x4) BENCHMARK_GEMM(f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_x8) BENCHMARK_GEMM(f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_x8) BENCHMARK_GEMM(f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_x8) BENCHMARK_GEMM(f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_x8) BENCHMARK_GEMM(f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_x8) BENCHMARK_GEMM(f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_x8) BENCHMARK_GEMM(f32_gemm_1x8__jit_wasmsimd32_x86_loadsplat_xinf) BENCHMARK_GEMM(f32_gemm_2x8__jit_wasmsimd32_x86_loadsplat_xinf) BENCHMARK_GEMM(f32_gemm_3x8__jit_wasmsimd32_x86_loadsplat_xinf) BENCHMARK_GEMM(f32_gemm_4x8__jit_wasmsimd32_x86_loadsplat_xinf) BENCHMARK_GEMM(f32_gemm_5x8__jit_wasmsimd32_x86_loadsplat_xinf) BENCHMARK_GEMM(f32_gemm_6x8__jit_wasmsimd32_x86_loadsplat_xinf) static void f32_gemm_1x8s4__jit_wasmsimd32_x86_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8s4__wasmsimd32_x86_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8s4__jit_wasmsimd32_x86_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8s4__wasmsimd32_x86_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8s4__jit_wasmsimd32_x86_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8s4__wasmsimd32_x86_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8s4__jit_wasmsimd32_x86_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8s4__wasmsimd32_x86_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8s4__jit_wasmsimd32_x86_x1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_generate_f32_gemm_ukernel_6x8s4__wasmsimd32_x86_x1, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } BENCHMARK_GEMM(f32_gemm_1x8s4__jit_wasmsimd32_x86_x1) BENCHMARK_GEMM(f32_gemm_3x8s4__jit_wasmsimd32_x86_x1) BENCHMARK_GEMM(f32_gemm_4x8s4__jit_wasmsimd32_x86_x1) BENCHMARK_GEMM(f32_gemm_5x8s4__jit_wasmsimd32_x86_x1) BENCHMARK_GEMM(f32_gemm_6x8s4__jit_wasmsimd32_x86_x1) #endif // XNN_ARCH_WASMSIMD && XNN_PLATFORM_JIT #if XNN_ARCH_X86 || XNN_ARCH_X86_64 static void f32_gemm_1x16__avx512f_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x16__avx512f_broadcast, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX512F); } static void f32_gemm_4x16__avx512f_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x16__avx512f_broadcast, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX512F); } static void f32_gemm_5x16__avx512f_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x16__avx512f_broadcast, xnn_init_f32_minmax_scalar_params, /*mr=*/5, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX512F); } static void f32_gemm_6x16__avx512f_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x16__avx512f_broadcast, xnn_init_f32_minmax_scalar_params, /*mr=*/6, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX512F); } static void f32_gemm_7x16__avx512f_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_7x16__avx512f_broadcast, xnn_init_f32_minmax_scalar_params, /*mr=*/7, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX512F); } static void f32_gemm_8x16__avx512f_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_8x16__avx512f_broadcast, xnn_init_f32_minmax_scalar_params, /*mr=*/8, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX512F); } static void f32_gemm_1x8__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_4x8__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_5x8__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_6x8__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_7x8__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_7x8__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/7, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_8x8__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_8x8__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_1x16__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x16__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_3x16__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x16__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_4x16__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x16__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_5x16__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x16__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/5, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_6x16__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x16__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/6, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckFMA3); } static void f32_gemm_1x16s4__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x16s4__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckFMA3); } static void f32_gemm_3x16s4__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x16s4__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckFMA3); } static void f32_gemm_4x16s4__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x16s4__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckFMA3); } static void f32_gemm_5x16s4__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x16s4__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/5, /*nr=*/16, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckFMA3); } static void f32_gemm_6x16s4__fma3_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x16s4__fma3_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/6, /*nr=*/16, /*kr=*/1, /*sr=*/4, benchmark::utils::CheckFMA3); } static void f32_gemm_1x8__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_4x8__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_5x8__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_6x8__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_7x8__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_7x8__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/7, /*nr=*/8, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_1x16__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x16__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/1, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_3x16__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x16__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_4x16__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x16__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_5x16__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x16__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/5, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_6x16__avx_broadcast(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x16__avx_broadcast, xnn_init_f32_minmax_avx_params, /*mr=*/6, /*nr=*/16, /*kr=*/1, /*sr=*/1, benchmark::utils::CheckAVX); } static void f32_gemm_1x8__sse2_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__sse2_dup, xnn_init_f32_minmax_sse_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__sse2_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__sse2_dup, xnn_init_f32_minmax_sse_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__sse2_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__sse2_dup, xnn_init_f32_minmax_sse_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__sse2_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__sse2_dup, xnn_init_f32_minmax_sse_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__sse2_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__sse2_dup, xnn_init_f32_minmax_sse_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__sse_load1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__sse_load1, xnn_init_f32_minmax_sse_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__sse_load1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__sse_load1, xnn_init_f32_minmax_sse_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__sse_load1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__sse_load1, xnn_init_f32_minmax_sse_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__sse_load1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__sse_load1, xnn_init_f32_minmax_sse_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__sse_load1(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__sse_load1, xnn_init_f32_minmax_sse_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__sse_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__sse_dup, xnn_init_f32_minmax_sse_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__sse_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__sse_dup, xnn_init_f32_minmax_sse_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__sse_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__sse_dup, xnn_init_f32_minmax_sse_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__sse_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__sse_dup, xnn_init_f32_minmax_sse_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__sse_dup(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__sse_dup, xnn_init_f32_minmax_sse_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8s4__sse(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8s4__sse, xnn_init_f32_minmax_sse_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_3x8s4__sse(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8s4__sse, xnn_init_f32_minmax_sse_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_4x8s4__sse(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8s4__sse, xnn_init_f32_minmax_sse_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_5x8s4__sse(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8s4__sse, xnn_init_f32_minmax_sse_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_6x8s4__sse(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8s4__sse, xnn_init_f32_minmax_sse_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_ppmm_4x8_unipass__sse(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__sse, xnn_f32_ppmm_minmax_ukernel_4x8__sse, xnn_init_f32_minmax_sse_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_twopass__sse(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__sse, xnn_f32_ppmm_minmax_ukernel_4x8__sse, xnn_init_f32_minmax_sse_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } BENCHMARK_GEMM(f32_gemm_1x16__avx512f_broadcast) BENCHMARK_GEMM(f32_gemm_4x16__avx512f_broadcast) BENCHMARK_GEMM(f32_gemm_5x16__avx512f_broadcast) BENCHMARK_GEMM(f32_gemm_6x16__avx512f_broadcast) BENCHMARK_GEMM(f32_gemm_7x16__avx512f_broadcast) BENCHMARK_GEMM(f32_gemm_8x16__avx512f_broadcast) BENCHMARK_GEMM(f32_gemm_1x8__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_4x8__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_5x8__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_6x8__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_7x8__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_8x8__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_1x16__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_3x16__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_4x16__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_5x16__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_6x16__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_1x16s4__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_3x16s4__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_4x16s4__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_5x16s4__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_6x16s4__fma3_broadcast) BENCHMARK_GEMM(f32_gemm_1x8__avx_broadcast) BENCHMARK_GEMM(f32_gemm_4x8__avx_broadcast) BENCHMARK_GEMM(f32_gemm_5x8__avx_broadcast) BENCHMARK_GEMM(f32_gemm_6x8__avx_broadcast) BENCHMARK_GEMM(f32_gemm_7x8__avx_broadcast) BENCHMARK_GEMM(f32_gemm_1x16__avx_broadcast) BENCHMARK_GEMM(f32_gemm_3x16__avx_broadcast) BENCHMARK_GEMM(f32_gemm_4x16__avx_broadcast) BENCHMARK_GEMM(f32_gemm_5x16__avx_broadcast) BENCHMARK_GEMM(f32_gemm_6x16__avx_broadcast) BENCHMARK_GEMM(f32_gemm_1x8__sse2_dup) BENCHMARK_GEMM(f32_gemm_3x8__sse2_dup) BENCHMARK_GEMM(f32_gemm_4x8__sse2_dup) BENCHMARK_GEMM(f32_gemm_5x8__sse2_dup) BENCHMARK_GEMM(f32_gemm_6x8__sse2_dup) BENCHMARK_GEMM(f32_gemm_1x8__sse_load1) BENCHMARK_GEMM(f32_gemm_3x8__sse_load1) BENCHMARK_GEMM(f32_gemm_4x8__sse_load1) BENCHMARK_GEMM(f32_gemm_5x8__sse_load1) BENCHMARK_GEMM(f32_gemm_6x8__sse_load1) BENCHMARK_GEMM(f32_gemm_1x8__sse_dup) BENCHMARK_GEMM(f32_gemm_3x8__sse_dup) BENCHMARK_GEMM(f32_gemm_4x8__sse_dup) BENCHMARK_GEMM(f32_gemm_5x8__sse_dup) BENCHMARK_GEMM(f32_gemm_6x8__sse_dup) BENCHMARK_GEMM(f32_gemm_1x8s4__sse) BENCHMARK_GEMM(f32_gemm_3x8s4__sse) BENCHMARK_GEMM(f32_gemm_4x8s4__sse) BENCHMARK_GEMM(f32_gemm_5x8s4__sse) BENCHMARK_GEMM(f32_gemm_6x8s4__sse) BENCHMARK_GEMM(f32_ppmm_4x8_unipass__sse) BENCHMARK_GEMM(f32_ppmm_4x8_twopass__sse) #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 #if XNN_ARCH_WASMRELAXEDSIMD static void f32_gemm_1x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_fma_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_fma_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_fma_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_fma_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__wasmrelaxedsimd_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__wasmrelaxedsimd_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__wasmrelaxedsimd_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__wasmrelaxedsimd_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__wasmrelaxedsimd_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__wasmrelaxedsimd_fma_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_fma_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_fma_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_fma_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_fma_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8s4__wasmrelaxedsimd(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_3x8s4__wasmrelaxedsimd(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8s4__wasmrelaxedsimd, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_4x8s4__wasmrelaxedsimd(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8s4__wasmrelaxedsimd, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_5x8s4__wasmrelaxedsimd(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8s4__wasmrelaxedsimd, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_6x8s4__wasmrelaxedsimd(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8s4__wasmrelaxedsimd, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_1x8s4__wasmrelaxedsimd_fma(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmrelaxedsimd_fma, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_3x8s4__wasmrelaxedsimd_fma(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8s4__wasmrelaxedsimd_fma, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_4x8s4__wasmrelaxedsimd_fma(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8s4__wasmrelaxedsimd_fma, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_5x8s4__wasmrelaxedsimd_fma(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8s4__wasmrelaxedsimd_fma, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_6x8s4__wasmrelaxedsimd_fma(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8s4__wasmrelaxedsimd_fma, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4); } BENCHMARK_GEMM(f32_gemm_1x8__wasmrelaxedsimd_loadsplat) BENCHMARK_GEMM(f32_gemm_3x8__wasmrelaxedsimd_loadsplat) BENCHMARK_GEMM(f32_gemm_4x8__wasmrelaxedsimd_loadsplat) BENCHMARK_GEMM(f32_gemm_5x8__wasmrelaxedsimd_loadsplat) BENCHMARK_GEMM(f32_gemm_6x8__wasmrelaxedsimd_loadsplat) BENCHMARK_GEMM(f32_gemm_1x8__wasmrelaxedsimd_fma_loadsplat) BENCHMARK_GEMM(f32_gemm_3x8__wasmrelaxedsimd_fma_loadsplat) BENCHMARK_GEMM(f32_gemm_4x8__wasmrelaxedsimd_fma_loadsplat) BENCHMARK_GEMM(f32_gemm_5x8__wasmrelaxedsimd_fma_loadsplat) BENCHMARK_GEMM(f32_gemm_6x8__wasmrelaxedsimd_fma_loadsplat) BENCHMARK_GEMM(f32_gemm_1x8__wasmrelaxedsimd_splat) BENCHMARK_GEMM(f32_gemm_3x8__wasmrelaxedsimd_splat) BENCHMARK_GEMM(f32_gemm_4x8__wasmrelaxedsimd_splat) BENCHMARK_GEMM(f32_gemm_5x8__wasmrelaxedsimd_splat) BENCHMARK_GEMM(f32_gemm_6x8__wasmrelaxedsimd_splat) BENCHMARK_GEMM(f32_gemm_1x8__wasmrelaxedsimd_fma_splat) BENCHMARK_GEMM(f32_gemm_3x8__wasmrelaxedsimd_fma_splat) BENCHMARK_GEMM(f32_gemm_4x8__wasmrelaxedsimd_fma_splat) BENCHMARK_GEMM(f32_gemm_5x8__wasmrelaxedsimd_fma_splat) BENCHMARK_GEMM(f32_gemm_6x8__wasmrelaxedsimd_fma_splat) BENCHMARK_GEMM(f32_gemm_1x8s4__wasmrelaxedsimd) BENCHMARK_GEMM(f32_gemm_3x8s4__wasmrelaxedsimd) BENCHMARK_GEMM(f32_gemm_4x8s4__wasmrelaxedsimd) BENCHMARK_GEMM(f32_gemm_5x8s4__wasmrelaxedsimd) BENCHMARK_GEMM(f32_gemm_6x8s4__wasmrelaxedsimd) BENCHMARK_GEMM(f32_gemm_1x8s4__wasmrelaxedsimd_fma) BENCHMARK_GEMM(f32_gemm_3x8s4__wasmrelaxedsimd_fma) BENCHMARK_GEMM(f32_gemm_4x8s4__wasmrelaxedsimd_fma) BENCHMARK_GEMM(f32_gemm_5x8s4__wasmrelaxedsimd_fma) BENCHMARK_GEMM(f32_gemm_6x8s4__wasmrelaxedsimd_fma) #endif // XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD static void f32_gemm_1x8__wasmsimd_arm_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__wasmsimd_arm_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_arm_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__wasmsimd_arm_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_arm_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__wasmsimd_arm_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_arm_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__wasmsimd_arm_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_arm_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__wasmsimd_x86_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__wasmsimd_x86_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_x86_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__wasmsimd_x86_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_x86_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__wasmsimd_x86_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_x86_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__wasmsimd_x86_loadsplat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_x86_loadsplat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__wasmsimd_arm_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_arm_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__wasmsimd_arm_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_arm_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__wasmsimd_arm_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_arm_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__wasmsimd_arm_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_arm_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__wasmsimd_arm_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_arm_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8__wasmsimd_x86_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8__wasmsimd_x86_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_3x8__wasmsimd_x86_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_x86_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x8__wasmsimd_x86_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_x86_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_5x8__wasmsimd_x86_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_x86_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_6x8__wasmsimd_x86_splat(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_x86_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_gemm_1x8s4__wasmsimd_arm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_arm, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_3x8s4__wasmsimd_arm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8s4__wasmsimd_arm, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_4x8s4__wasmsimd_arm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8s4__wasmsimd_arm, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_5x8s4__wasmsimd_arm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8s4__wasmsimd_arm, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_6x8s4__wasmsimd_arm(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8s4__wasmsimd_arm, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_1x8s4__wasmsimd_x86(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x8s4__wasmsimd_x86, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/1, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_3x8s4__wasmsimd_x86(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_3x8s4__wasmsimd_x86, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_4x8s4__wasmsimd_x86(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x8s4__wasmsimd_x86, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_5x8s4__wasmsimd_x86(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_5x8s4__wasmsimd_x86, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_gemm_6x8s4__wasmsimd_x86(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_6x8s4__wasmsimd_x86, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4); } static void f32_ppmm_4x8_unipass__wasmsimd_arm_splat(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__wasmsimd, xnn_f32_ppmm_minmax_ukernel_4x8__wasmsimd_arm_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_unipass__wasmsimd_x86_splat(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__wasmsimd, xnn_f32_ppmm_minmax_ukernel_4x8__wasmsimd_x86_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_twopass__wasmsimd_arm_splat(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__wasmsimd, xnn_f32_ppmm_minmax_ukernel_4x8__wasmsimd_arm_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x8_twopass__wasmsimd_x86_splat(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__wasmsimd, xnn_f32_ppmm_minmax_ukernel_4x8__wasmsimd_x86_splat, xnn_init_f32_minmax_wasmsimd_params, /*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1); } BENCHMARK_GEMM(f32_gemm_1x8__wasmsimd_arm_loadsplat) BENCHMARK_GEMM(f32_gemm_3x8__wasmsimd_arm_loadsplat) BENCHMARK_GEMM(f32_gemm_4x8__wasmsimd_arm_loadsplat) BENCHMARK_GEMM(f32_gemm_5x8__wasmsimd_arm_loadsplat) BENCHMARK_GEMM(f32_gemm_6x8__wasmsimd_arm_loadsplat) BENCHMARK_GEMM(f32_gemm_1x8__wasmsimd_x86_loadsplat) BENCHMARK_GEMM(f32_gemm_3x8__wasmsimd_x86_loadsplat) BENCHMARK_GEMM(f32_gemm_4x8__wasmsimd_x86_loadsplat) BENCHMARK_GEMM(f32_gemm_5x8__wasmsimd_x86_loadsplat) BENCHMARK_GEMM(f32_gemm_6x8__wasmsimd_x86_loadsplat) BENCHMARK_GEMM(f32_gemm_1x8__wasmsimd_arm_splat) BENCHMARK_GEMM(f32_gemm_3x8__wasmsimd_arm_splat) BENCHMARK_GEMM(f32_gemm_4x8__wasmsimd_arm_splat) BENCHMARK_GEMM(f32_gemm_5x8__wasmsimd_arm_splat) BENCHMARK_GEMM(f32_gemm_6x8__wasmsimd_arm_splat) BENCHMARK_GEMM(f32_gemm_1x8__wasmsimd_x86_splat) BENCHMARK_GEMM(f32_gemm_3x8__wasmsimd_x86_splat) BENCHMARK_GEMM(f32_gemm_4x8__wasmsimd_x86_splat) BENCHMARK_GEMM(f32_gemm_5x8__wasmsimd_x86_splat) BENCHMARK_GEMM(f32_gemm_6x8__wasmsimd_x86_splat) BENCHMARK_GEMM(f32_gemm_1x8s4__wasmsimd_arm) BENCHMARK_GEMM(f32_gemm_3x8s4__wasmsimd_arm) BENCHMARK_GEMM(f32_gemm_4x8s4__wasmsimd_arm) BENCHMARK_GEMM(f32_gemm_5x8s4__wasmsimd_arm) BENCHMARK_GEMM(f32_gemm_6x8s4__wasmsimd_arm) BENCHMARK_GEMM(f32_gemm_1x8s4__wasmsimd_x86) BENCHMARK_GEMM(f32_gemm_3x8s4__wasmsimd_x86) BENCHMARK_GEMM(f32_gemm_4x8s4__wasmsimd_x86) BENCHMARK_GEMM(f32_gemm_5x8s4__wasmsimd_x86) BENCHMARK_GEMM(f32_gemm_6x8s4__wasmsimd_x86) BENCHMARK_GEMM(f32_ppmm_4x8_unipass__wasmsimd_arm_splat) BENCHMARK_GEMM(f32_ppmm_4x8_unipass__wasmsimd_x86_splat) BENCHMARK_GEMM(f32_ppmm_4x8_twopass__wasmsimd_arm_splat) BENCHMARK_GEMM(f32_ppmm_4x8_twopass__wasmsimd_x86_splat) #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD static void f32_gemm_1x4__scalar(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_1x4__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/1, /*nr=*/4, /*kr=*/1, /*sr=*/1); } static void f32_gemm_2x4__scalar(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_2x4__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/2, /*nr=*/4, /*kr=*/1, /*sr=*/1); } static void f32_gemm_4x4__scalar(benchmark::State& state, const char* net) { GEMMBenchmark(state, xnn_f32_gemm_minmax_ukernel_4x4__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_2x4_unipass__scalar(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_2x__scalar, xnn_f32_ppmm_minmax_ukernel_2x4__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/2, /*nr=*/4, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x2_unipass__scalar(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__scalar, xnn_f32_ppmm_minmax_ukernel_4x2__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x4_unipass__scalar(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_4x__scalar, xnn_f32_ppmm_minmax_ukernel_4x4__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_3x3_unipass__scalar(benchmark::State& state, const char* net) { PPMM1PBenchmark(state, xnn_x32_packx_ukernel_3x__scalar, xnn_f32_ppmm_minmax_ukernel_3x3__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/3, /*nr=*/3, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_2x4_twopass__scalar(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_2x__scalar, xnn_f32_ppmm_minmax_ukernel_2x4__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/2, /*nr=*/4, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x2_twopass__scalar(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__scalar, xnn_f32_ppmm_minmax_ukernel_4x2__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_4x4_twopass__scalar(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_4x__scalar, xnn_f32_ppmm_minmax_ukernel_4x4__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1); } static void f32_ppmm_3x3_twopass__scalar(benchmark::State& state, const char* net) { PPMM2PBenchmark(state, xnn_x32_packx_ukernel_3x__scalar, xnn_f32_ppmm_minmax_ukernel_3x3__scalar, xnn_init_f32_minmax_scalar_params, /*mr=*/3, /*nr=*/3, /*kr=*/1, /*sr=*/1); } BENCHMARK_GEMM(f32_gemm_1x4__scalar) BENCHMARK_GEMM(f32_gemm_2x4__scalar) BENCHMARK_GEMM(f32_gemm_4x4__scalar) BENCHMARK_GEMM(f32_ppmm_2x4_unipass__scalar) BENCHMARK_GEMM(f32_ppmm_4x2_unipass__scalar) BENCHMARK_GEMM(f32_ppmm_4x4_unipass__scalar) BENCHMARK_GEMM(f32_ppmm_3x3_unipass__scalar) BENCHMARK_GEMM(f32_ppmm_2x4_twopass__scalar) BENCHMARK_GEMM(f32_ppmm_4x2_twopass__scalar) BENCHMARK_GEMM(f32_ppmm_4x4_twopass__scalar) BENCHMARK_GEMM(f32_ppmm_3x3_twopass__scalar) #ifdef BENCHMARK_RUY BENCHMARK_GEMM(ruy_st) #endif // BENCHMARK_RUY #ifndef XNNPACK_BENCHMARK_NO_MAIN BENCHMARK_MAIN(); #endif