| // Copyright 2020 Google LLC |
| // |
| // This source code is licensed under the BSD-style license found in the |
| // LICENSE file in the root directory of this source tree. |
| |
| #include <algorithm> |
| #include <cfloat> |
| #include <chrono> |
| #include <cmath> |
| #include <functional> |
| #include <limits> |
| #include <mutex> |
| #include <random> |
| #include <vector> |
| |
| #include <cpuinfo.h> |
| |
| #include <benchmark/benchmark.h> |
| #ifdef BENCHMARK_RUY |
| #include "ruy/ruy.h" |
| #endif // BENCHMARK_RUY |
| #include "bench/gemm.h" |
| #include "bench/utils.h" |
| #include <xnnpack/AlignedAllocator.h> |
| #include <xnnpack/common.h> |
| #include <xnnpack/gemm.h> |
| #include <xnnpack/pack.h> |
| #include <xnnpack/params-init.h> |
| #include <xnnpack/params.h> |
| |
| static void GEMMBenchmark(benchmark::State& state, |
| xnn_qs8_gemm_minmax_ukernel_function gemm, |
| size_t mr, size_t nr, size_t kr, size_t sr, |
| xnn_init_qs8_conv_minmax_params_fn init_params, |
| benchmark::utils::IsaCheckFunction isa_check = nullptr, |
| bool extended_weights = false) |
| { |
| if (!cpuinfo_initialize()) { |
| state.SkipWithError("cpuinfo initialization failed"); |
| return; |
| } |
| if (isa_check && !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 i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng)); |
| auto i8rng = std::bind( |
| std::uniform_int_distribution<int32_t>(-std::numeric_limits<int8_t>::max(), std::numeric_limits<int8_t>::max()), std::ref(rng)); |
| |
| std::vector<int8_t> a(mc * kc + XNN_EXTRA_BYTES / sizeof(int8_t)); |
| std::generate(a.begin(), a.end(), std::ref(i8rng)); |
| std::vector<int8_t> k(nc * kc); |
| std::generate(k.begin(), k.end(), std::ref(i8rng)); |
| std::vector<int32_t> b(nc); |
| std::generate(b.begin(), b.end(), std::ref(i32rng)); |
| |
| const size_t w_element_size = extended_weights ? sizeof(int16_t) : sizeof(int8_t); |
| const size_t w_size = nc_stride * sizeof(int32_t) + kc_stride * nc_stride * w_element_size; |
| const size_t c_elements = mc * nc; |
| const size_t num_buffers = 1 + |
| benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(), w_size + c_elements * sizeof(int8_t)); |
| |
| std::vector<char, AlignedAllocator<char, 64>> w(w_size * num_buffers); |
| std::fill(w.begin(), w.end(), 0); |
| const xnn_qs8_packing_params packing_params = { 127 }; |
| if (extended_weights) { |
| xnn_pack_qs8_gemm_xw_goi_w(1 /* groups */, nc, kc, nr, kr, sr, k.data(), b.data(), w.data(), 0, &packing_params); |
| } else { |
| xnn_pack_qs8_gemm_goi_w(1 /* groups */, nc, kc, nr, kr, sr, k.data(), b.data(), w.data(), 0, &packing_params); |
| } |
| std::vector<int8_t> c(c_elements * num_buffers); |
| std::fill(c.begin(), c.end(), 0xA5); |
| |
| union xnn_qs8_conv_minmax_params quantization_params; |
| init_params(&quantization_params, 0.75f, 127, -127, 126); |
| |
| 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(int8_t)); |
| buffer_index = (buffer_index + 1) % num_buffers; |
| state.ResumeTiming(); |
| |
| for (uint32_t m = 0; m < mc; m += mr) { |
| const uint32_t mb = min(mc - m, mr); |
| for (uint32_t n = 0; n < nc; n += nr) { |
| const uint32_t nb = min(nc - n, nr); |
| gemm( |
| mb, nb, kc * sizeof(int8_t), |
| a.data() + m * kc, kc * sizeof(int8_t), |
| w.data() + w_size * buffer_index + n * (kc_stride * w_element_size + sizeof(int32_t)), |
| c.data() + (mc * buffer_index + m) * nc + n, nc * sizeof(int8_t), nr * sizeof(int8_t), |
| &quantization_params); |
| } |
| } |
| } |
| |
| const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); |
| if (cpu_frequency != 0) { |
| state.counters["cpufreq"] = cpu_frequency; |
| } |
| |
| state.counters["OPS"] = benchmark::Counter( |
| uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate); |
| } |
| |
| #ifdef BENCHMARK_RUY |
| static void RuyBenchmark(benchmark::State& state, size_t threads) |
| { |
| const size_t mc = state.range(0); |
| const size_t nc = state.range(1); |
| const size_t kc = state.range(2); |
| |
| std::random_device random_device; |
| auto rng = std::mt19937(random_device()); |
| auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng)); |
| auto u8rng = std::bind(std::uniform_int_distribution<uint32_t>(0, std::numeric_limits<uint8_t>::max()), std::ref(rng)); |
| |
| const size_t num_buffers = 1 + |
| benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(), |
| nc * (sizeof(int8_t) * (mc + kc) + sizeof(int32_t))); |
| |
| std::vector<int8_t> a(mc * kc); |
| std::generate(a.begin(), a.end(), std::ref(u8rng)); |
| std::vector<int8_t> k(num_buffers * nc * kc); |
| std::generate(k.begin(), k.end(), std::ref(u8rng)); |
| std::vector<int32_t> b(num_buffers * nc); |
| std::generate(b.begin(), b.end(), std::ref(i32rng)); |
| std::vector<int8_t> 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<int8_t> ruy_a; |
| ruy::MakeSimpleLayout(nc, kc, ruy::Order::kRowMajor, ruy_a.mutable_layout()); |
| ruy_a.set_zero_point(127); |
| ruy::Matrix<int8_t> ruy_b; |
| ruy::MakeSimpleLayout(kc, mc, ruy::Order::kColMajor, ruy_b.mutable_layout()); |
| ruy_b.set_data(a.data()); |
| ruy_b.set_zero_point(127); |
| ruy::Matrix<int8_t> ruy_c; |
| ruy::MakeSimpleLayout(nc, mc, ruy::Order::kColMajor, ruy_c.mutable_layout()); |
| ruy_c.set_zero_point(127); |
| |
| ruy::MulParams<int32_t, int8_t> mul_params; |
| mul_params.set_multiplier_fixedpoint(0x40000000); |
| |
| // ruy::Context uses deferred initialization, which affects percieved GEMM performance. Initialization happens during |
| // the first GEMM calls, and per Benoit Jacob it takes up to ~250 milliseconds for performance to stabilize. |
| // Thus, on the first benchmark, we compute GEMM for 500 milliseconds (to be safe) without recording performance, and |
| // keep the ruy::Context object initialized (by being static) between subsequent benchmarks. |
| static std::once_flag warmup; |
| std::call_once(warmup, [&](){ |
| auto start = std::chrono::steady_clock::now(); |
| do { |
| ruy_a.set_data(k.data()); |
| ruy_c.set_data(c.data()); |
| mul_params.set_bias(b.data()); |
| |
| ruy::Mul(ruy_a, ruy_b, mul_params, &context, &ruy_c); |
| } while (std::chrono::duration<double>(std::chrono::steady_clock::now() - start).count() < 0.5); |
| }); |
| |
| size_t buffer_index = 0; |
| for (auto _ : state) { |
| // Use circular buffers (exceeding cache size) and prefetch to control cache state: |
| // - A is always in L1 cache (if fits, otherwise L2, L3, etc) |
| // - K is not in cache (for any cache level) |
| // - B is not in cache (for any cache level) |
| // - C is not in cache (for any cache level) |
| state.PauseTiming(); |
| benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t)); |
| buffer_index = (buffer_index + 1) % num_buffers; |
| state.ResumeTiming(); |
| |
| ruy_a.set_data(k.data() + buffer_index * nc * kc); |
| ruy_c.set_data(c.data() + buffer_index * mc * nc); |
| mul_params.set_bias(b.data() + buffer_index * nc); |
| |
| ruy::Mul(ruy_a, ruy_b, mul_params, &context, &ruy_c); |
| } |
| |
| const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); |
| if (cpu_frequency != 0) { |
| state.counters["cpufreq"] = cpu_frequency; |
| } |
| |
| state.counters["OPS"] = benchmark::Counter( |
| uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate); |
| } |
| |
| static void ruy_st(benchmark::State& state, const char* net) |
| { |
| RuyBenchmark(state, 1); |
| } |
| #endif // BENCHMARK_RUY |
| |
| |
| #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY |
| static void qs8_gemm_4x16c4__aarch64_neondot_cortex_a55(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_cortex_a55, 4, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_1x16c4__aarch64_neondot_ld32(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32, 1, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_1x16c4__aarch64_neondot_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld64, 1, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_4x16c4__aarch64_neondot_ld32(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld32, 4, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_4x16c4__aarch64_neondot_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld64, 4, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_4x16c4__aarch64_neondot_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128, 4, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_4x16__aarch64_neon_mlal_lane_cortex_a53(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53, 4, 16, 1, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53, 4, 16, 1, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c8__aarch64_neon_mlal_padal_prfm(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm, 1, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c8__aarch64_neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal, 1, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c8__aarch64_neon_mlal_padal_cortex_a53(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53, 1, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, 1, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c8__aarch64_neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mull_padal, 2, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c8__aarch64_neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal, 2, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c8__aarch64_neon_mlal_padal_prfm(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm, 2, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c8__aarch64_neon_mlal_padal_cortex_a53(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53, 2, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53, 2, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c16__aarch64_neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c16__aarch64_neon_mlal_padal, 2, 8, 16, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| |
| BENCHMARK_GEMM(qs8_gemm_1x16c4__aarch64_neondot_ld32) |
| BENCHMARK_GEMM(qs8_gemm_1x16c4__aarch64_neondot_ld64) |
| BENCHMARK_GEMM(qs8_gemm_4x16c4__aarch64_neondot_ld32) |
| BENCHMARK_GEMM(qs8_gemm_4x16c4__aarch64_neondot_ld64) |
| BENCHMARK_GEMM(qs8_gemm_4x16c4__aarch64_neondot_ld128) |
| BENCHMARK_GEMM(qs8_gemm_4x16c4__aarch64_neondot_cortex_a55) |
| BENCHMARK_GEMM(qs8_gemm_4x16__aarch64_neon_mlal_lane_cortex_a53) |
| BENCHMARK_GEMM(qs8_gemm_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53) |
| BENCHMARK_GEMM(qs8_gemm_1x8c8__aarch64_neon_mlal_padal_prfm) |
| BENCHMARK_GEMM(qs8_gemm_1x8c8__aarch64_neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53) |
| BENCHMARK_GEMM(qs8_gemm_1x8c8__aarch64_neon_mlal_padal_cortex_a53) |
| BENCHMARK_GEMM(qs8_gemm_2x8c8__aarch64_neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x8c8__aarch64_neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x8c8__aarch64_neon_mlal_padal_prfm) |
| BENCHMARK_GEMM(qs8_gemm_2x8c8__aarch64_neon_mlal_padal_cortex_a53) |
| BENCHMARK_GEMM(qs8_gemm_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53) |
| BENCHMARK_GEMM(qs8_gemm_2x8c16__aarch64_neon_mlal_padal) |
| #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY |
| |
| |
| #if XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| static void qs8_gemm_1x8_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane, 1, 8, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane, 2, 8, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane, 3, 8, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane, 4, 8, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_6x8_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane, 6, 8, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane, 1, 16, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane, 2, 16, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane, 3, 16, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane, 4, 16, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_6x16_gemmlowp__neon_mlal_lane(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane, 6, 16, 1, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c2__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup, 1, 8, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c2__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_padal_dup, 2, 8, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8c2__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_padal_dup, 3, 8, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8c2__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_padal_dup, 4, 8, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16c2__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_dup, 1, 16, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16c2__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_padal_dup, 2, 16, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16c2__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_padal_dup, 3, 16, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16c2__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_padal_dup, 4, 16, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_dup, 1, 8, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_padal_dup, 2, 8, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_padal_dup, 3, 8, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_padal_dup, 4, 8, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_dup, 1, 16, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_padal_dup, 2, 16, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_padal_dup, 3, 16, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_padal_dup, 4, 16, 2, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c2s4__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull_padal, 1, 8, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c2s4__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull_padal, 2, 8, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8c2s4__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull_padal, 3, 8, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8c2s4__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull_padal, 4, 8, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16c2s4__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull_padal, 1, 16, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16c2s4__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull_padal, 2, 16, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16c2s4__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull_padal, 3, 16, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16c2s4__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull_padal, 4, 16, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c2s4__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal_padal, 1, 8, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c2s4__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal_padal, 2, 8, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8c2s4__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal_padal, 3, 8, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8c2s4__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal_padal, 4, 8, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16c2s4__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal_padal, 1, 16, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16c2s4__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal_padal, 2, 16, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16c2s4__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal_padal, 3, 16, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16c2s4__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal_padal, 4, 16, 2, 4, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c4__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup, 1, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c4__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_padal_dup, 2, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8c4__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_padal_dup, 3, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8c4__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_padal_dup, 4, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16c4__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_dup, 1, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16c4__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_padal_dup, 2, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16c4__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mull_padal_dup, 3, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16c4__neon_mull_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_padal_dup, 4, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c4__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_dup, 1, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c4__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_padal_dup, 2, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8c4__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_padal_dup, 3, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8c4__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_padal_dup, 4, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16c4__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_dup, 1, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16c4__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_padal_dup, 2, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16c4__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_padal_dup, 3, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16c4__neon_mlal_padal_dup(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_padal_dup, 4, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c8_gemmlowp__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal, 1, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c8_gemmlowp__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal, 2, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8c8_gemmlowp__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal, 3, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8c8_gemmlowp__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal, 4, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16c8_gemmlowp__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal, 1, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16c8_gemmlowp__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal, 2, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16c8_gemmlowp__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal, 3, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16c8_gemmlowp__neon_mull_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal, 4, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c8_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal, 1, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c8_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal, 2, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8c8_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal, 3, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8c8_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal, 4, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16c8_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal, 1, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16c8_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal, 2, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16c8_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal, 3, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16c8_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal, 4, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c16_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal, 1, 8, 16, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x8c16_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal, 2, 8, 16, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x8c16_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal, 3, 8, 16, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x8c16_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal, 4, 8, 16, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x16c16_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal, 1, 16, 16, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_2x16c16_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal, 2, 16, 16, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_3x16c16_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal, 3, 16, 16, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_4x16c16_gemmlowp__neon_mlal_padal(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal, 4, 16, 16, 1, |
| xnn_init_qs8_conv_minmax_gemmlowp_neon_params, benchmark::utils::CheckNEON); |
| } |
| static void qs8_gemm_1x8c4__neondot(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, 1, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_4x8c4__neondot(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, 4, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_6x8c4__neondot(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_6x8c4__neondot, 6, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_8x8c4__neondot(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, 8, 8, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_1x16c4__neondot(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, 1, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_4x16c4__neondot(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neondot, 4, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_6x16c4__neondot(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_6x16c4__neondot, 6, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| static void qs8_gemm_8x16c4__neondot(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_8x16c4__neondot, 8, 16, 4, 1, |
| xnn_init_qs8_conv_minmax_rndnu_neon_params, benchmark::utils::CheckNEONDOT); |
| } |
| BENCHMARK_GEMM(qs8_gemm_1x8c4__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_2x8c4__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_3x8c4__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_4x8c4__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_1x16c4__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_2x16c4__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_3x16c4__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_4x16c4__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_1x8c4__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_2x8c4__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_3x8c4__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_4x8c4__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_1x16c4__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_2x16c4__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_3x16c4__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_4x16c4__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_1x8c2__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_2x8c2__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_3x8c2__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_4x8c2__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_1x16c2__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_2x16c2__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_3x16c2__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_4x16c2__neon_mull_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_1x8c2__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_2x8c2__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_3x8c2__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_4x8c2__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_1x16c2__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_2x16c2__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_3x16c2__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_4x16c2__neon_mlal_padal_dup) |
| BENCHMARK_GEMM(qs8_gemm_1x8c2s4__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x8c2s4__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x8c2s4__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x8c2s4__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x16c2s4__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x16c2s4__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x16c2s4__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x16c2s4__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x8c2s4__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x8c2s4__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x8c2s4__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x8c2s4__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x16c2s4__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x16c2s4__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x16c2s4__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x16c2s4__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x8_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_2x8_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_3x8_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_4x8_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_6x8_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_1x16_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_2x16_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_3x16_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_4x16_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_6x16_gemmlowp__neon_mlal_lane) |
| BENCHMARK_GEMM(qs8_gemm_1x8c8_gemmlowp__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x8c8_gemmlowp__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x8c8_gemmlowp__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x8c8_gemmlowp__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x16c8_gemmlowp__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x16c8_gemmlowp__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x16c8_gemmlowp__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x16c8_gemmlowp__neon_mull_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x8c8_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x8c8_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x8c8_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x8c8_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x16c8_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x16c8_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x16c8_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x16c8_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x8c16_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x8c16_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x8c16_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x8c16_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_1x16c16_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_2x16c16_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_3x16c16_gemmlowp__neon_mlal_padal) |
| BENCHMARK_GEMM(qs8_gemm_4x16c16_gemmlowp__neon_mlal_padal) |
| |
| BENCHMARK_GEMM(qs8_gemm_1x8c4__neondot) |
| BENCHMARK_GEMM(qs8_gemm_4x8c4__neondot) |
| BENCHMARK_GEMM(qs8_gemm_6x8c4__neondot) |
| BENCHMARK_GEMM(qs8_gemm_8x8c4__neondot) |
| BENCHMARK_GEMM(qs8_gemm_1x16c4__neondot) |
| BENCHMARK_GEMM(qs8_gemm_4x16c4__neondot) |
| BENCHMARK_GEMM(qs8_gemm_6x16c4__neondot) |
| BENCHMARK_GEMM(qs8_gemm_8x16c4__neondot) |
| #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 |
| |
| |
| #if XNN_ARCH_X86 || XNN_ARCH_X86_64 |
| static void qs8_gemm_2x16c8__avx512skx(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx, 2, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_avx512_params, benchmark::utils::CheckAVX512SKX); |
| } |
| static void qs8_gemm_3x16c8__avx512skx(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x16c8__avx512skx, 3, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_avx512_params, benchmark::utils::CheckAVX512SKX); |
| } |
| static void qs8_gemm_4x16c8__avx512skx(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx, 4, 16, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_avx512_params, benchmark::utils::CheckAVX512SKX); |
| } |
| |
| static void qs8_gemm_2x8c8__avx2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x8c8__avx2, 2, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_avx2_params, benchmark::utils::CheckAVX2); |
| } |
| static void qs8_gemm_3x8c8__avx2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x8c8__avx2, 3, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_avx2_params, benchmark::utils::CheckAVX2); |
| } |
| |
| static void qs8_gemm_xw_2x8c8__avx2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x8c8__avx2, 2, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_avx2_params, benchmark::utils::CheckAVX2, true); |
| } |
| static void qs8_gemm_xw_3x8c8__avx2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x8c8__avx2, 3, 8, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_avx2_params, benchmark::utils::CheckAVX2, true); |
| } |
| |
| static void qs8_gemm_2x4c2__xop_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| static void qs8_gemm_3x4c2__xop_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| static void qs8_gemm_4x4c2__xop_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| |
| static void qs8_gemm_2x4c2__xop_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| static void qs8_gemm_3x4c2__xop_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| static void qs8_gemm_4x4c2__xop_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| |
| static void qs8_gemm_xw_2x4c2__xop(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c2__xop, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP, true); |
| } |
| static void qs8_gemm_xw_3x4c2__xop(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c2__xop, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP, true); |
| } |
| static void qs8_gemm_xw_4x4c2__xop(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_4x4c2__xop, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP, true); |
| } |
| |
| static void qs8_gemm_2x4c8__xop_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| static void qs8_gemm_3x4c8__xop_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| |
| static void qs8_gemm_2x4c8__xop_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| static void qs8_gemm_3x4c8__xop_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP); |
| } |
| |
| static void qs8_gemm_xw_2x4c8__xop(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c8__xop, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP, true); |
| } |
| static void qs8_gemm_xw_3x4c8__xop(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c8__xop, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckXOP, true); |
| } |
| |
| static void qs8_gemm_2x4c2__avx_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| static void qs8_gemm_3x4c2__avx_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| static void qs8_gemm_4x4c2__avx_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| |
| static void qs8_gemm_2x4c2__avx_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| static void qs8_gemm_3x4c2__avx_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| static void qs8_gemm_4x4c2__avx_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| |
| static void qs8_gemm_xw_2x4c2__avx(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c2__avx, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX, true); |
| } |
| static void qs8_gemm_xw_3x4c2__avx(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c2__avx, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX, true); |
| } |
| static void qs8_gemm_xw_4x4c2__avx(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_4x4c2__avx, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX, true); |
| } |
| |
| static void qs8_gemm_2x4c8__avx_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| static void qs8_gemm_3x4c8__avx_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| |
| static void qs8_gemm_2x4c8__avx_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| static void qs8_gemm_3x4c8__avx_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX); |
| } |
| |
| static void qs8_gemm_xw_2x4c8__avx(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c8__avx, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX, true); |
| } |
| static void qs8_gemm_xw_3x4c8__avx(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c8__avx, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckAVX, true); |
| } |
| |
| static void qs8_gemm_2x4c2__sse41_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| static void qs8_gemm_3x4c2__sse41_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| static void qs8_gemm_4x4c2__sse41_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| |
| static void qs8_gemm_2x4c2__sse41_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| static void qs8_gemm_3x4c2__sse41_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| static void qs8_gemm_4x4c2__sse41_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| |
| static void qs8_gemm_xw_2x4c2__sse41(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c2__sse41, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41, true); |
| } |
| static void qs8_gemm_xw_3x4c2__sse41(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c2__sse41, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41, true); |
| } |
| static void qs8_gemm_xw_4x4c2__sse41(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_4x4c2__sse41, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41, true); |
| } |
| |
| static void qs8_gemm_2x4c8__sse41_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| static void qs8_gemm_3x4c8__sse41_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| |
| static void qs8_gemm_2x4c8__sse41_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| static void qs8_gemm_3x4c8__sse41_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41); |
| } |
| |
| static void qs8_gemm_xw_2x4c8__sse41(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c8__sse41, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41, true); |
| } |
| static void qs8_gemm_xw_3x4c8__sse41(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c8__sse41, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse4_params, benchmark::utils::CheckSSE41, true); |
| } |
| |
| static void qs8_gemm_2x4c8__ssse3_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, benchmark::utils::CheckSSSE3); |
| } |
| static void qs8_gemm_3x4c8__ssse3_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, benchmark::utils::CheckSSSE3); |
| } |
| |
| static void qs8_gemm_2x4c8__ssse3_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, benchmark::utils::CheckSSSE3); |
| } |
| static void qs8_gemm_3x4c8__ssse3_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, benchmark::utils::CheckSSSE3); |
| } |
| |
| static void qs8_gemm_xw_2x4c8__ssse3(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c8__ssse3, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, benchmark::utils::CheckSSSE3, true); |
| } |
| static void qs8_gemm_xw_3x4c8__ssse3(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c8__ssse3, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, benchmark::utils::CheckSSSE3, true); |
| } |
| |
| static void qs8_gemm_2x4c2__sse2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| static void qs8_gemm_3x4c2__sse2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| static void qs8_gemm_4x4c2__sse2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| |
| static void qs8_gemm_2x4c2__sse2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| static void qs8_gemm_3x4c2__sse2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| static void qs8_gemm_4x4c2__sse2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| |
| static void qs8_gemm_xw_2x4c2__sse2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c2__sse2, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, nullptr, true); |
| } |
| static void qs8_gemm_xw_3x4c2__sse2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c2__sse2, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, nullptr, true); |
| } |
| static void qs8_gemm_xw_4x4c2__sse2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_4x4c2__sse2, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, nullptr, true); |
| } |
| |
| static void qs8_gemm_2x4c8__sse2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| static void qs8_gemm_3x4c8__sse2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| |
| static void qs8_gemm_2x4c8__sse2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| static void qs8_gemm_3x4c8__sse2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params); |
| } |
| |
| static void qs8_gemm_xw_2x4c8__sse2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c8__sse2, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, nullptr, true); |
| } |
| static void qs8_gemm_xw_3x4c8__sse2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c8__sse2, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_sse2_params, nullptr, true); |
| } |
| |
| BENCHMARK_GEMM(qs8_gemm_2x16c8__avx512skx) |
| BENCHMARK_GEMM(qs8_gemm_3x16c8__avx512skx) |
| BENCHMARK_GEMM(qs8_gemm_4x16c8__avx512skx) |
| |
| BENCHMARK_GEMM(qs8_gemm_2x8c8__avx2) |
| BENCHMARK_GEMM(qs8_gemm_3x8c8__avx2) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x8c8__avx2) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x8c8__avx2) |
| |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__xop_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__xop_ld64) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__xop_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__xop_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__xop_ld128) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__xop_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c2__xop) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c2__xop) |
| BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__xop) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__xop_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__xop_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__xop_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__xop_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__xop) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__xop) |
| |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__avx_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__avx_ld64) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__avx_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__avx_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__avx_ld128) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__avx_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c2__avx) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c2__avx) |
| BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__avx) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__avx_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__avx_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__avx_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__avx_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__avx) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__avx) |
| |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__sse41_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__sse41_ld64) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__sse41_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__sse41_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__sse41_ld128) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__sse41_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c2__sse41) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c2__sse41) |
| BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__sse41) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__sse41_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__sse41_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__sse41_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__sse41_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__sse41) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__sse41) |
| |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__ssse3_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__ssse3_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__ssse3_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__ssse3_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__ssse3) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__ssse3) |
| |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__sse2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__sse2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__sse2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__sse2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__sse2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__sse2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c2__sse2) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c2__sse2) |
| BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__sse2) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__sse2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__sse2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__sse2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__sse2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__sse2) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__sse2) |
| #endif // XNN_ARCH_X86 || XNN_ARCH_X86_64 |
| |
| |
| #if XNN_ARCH_WASMSIMD |
| static void qs8_gemm_2x4c2__wasmsimd_dot16x2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld64, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_3x4c2__wasmsimd_dot16x2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_4x4c2__wasmsimd_dot16x2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__wasmsimd_dot16x2_ld64, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| |
| static void qs8_gemm_2x4c2__wasmsimd_dot16x2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_3x4c2__wasmsimd_dot16x2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_4x4c2__wasmsimd_dot16x2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__wasmsimd_dot16x2_ld128, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| |
| static void qs8_gemm_xw_2x4c2__wasmsimd_dot16x2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2, 2, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, nullptr, true); |
| } |
| static void qs8_gemm_xw_3x4c2__wasmsimd_dot16x2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2, 3, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, nullptr, true); |
| } |
| static void qs8_gemm_xw_4x4c2__wasmsimd_dot16x2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_4x4c2__wasmsimd_dot16x2, 4, 4, 2, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, nullptr, true); |
| } |
| |
| static void qs8_gemm_2x4c8__wasmsimd_dot16x2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_3x4c8__wasmsimd_dot16x2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld64, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_4x4c8__wasmsimd_dot16x2_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64, 4, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| |
| static void qs8_gemm_2x4c8__wasmsimd_dot16x2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_3x4c8__wasmsimd_dot16x2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_4x4c8__wasmsimd_dot16x2_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld128, 4, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| |
| static void qs8_gemm_xw_2x4c8__wasmsimd_dot16x2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, nullptr, true); |
| } |
| static void qs8_gemm_xw_3x4c8__wasmsimd_dot16x2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, nullptr, true); |
| } |
| static void qs8_gemm_xw_4x4c8__wasmsimd_dot16x2(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2, 4, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, nullptr, true); |
| } |
| |
| static void qs8_gemm_2x4c8__wasmsimd_mul16_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_mul16_ld64, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_3x4c8__wasmsimd_mul16_ld64(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_mul16_ld64, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| |
| static void qs8_gemm_2x4c8__wasmsimd_mul16_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_mul16_ld128, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| static void qs8_gemm_3x4c8__wasmsimd_mul16_ld128(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_mul16_ld128, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params); |
| } |
| |
| static void qs8_gemm_xw_2x4c8__wasmsimd_mul16(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_2x4c8__wasmsimd_mul16, 2, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, nullptr, true); |
| } |
| static void qs8_gemm_xw_3x4c8__wasmsimd_mul16(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_fp32_ukernel_3x4c8__wasmsimd_mul16, 3, 4, 8, 1, |
| xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, nullptr, true); |
| } |
| |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__wasmsimd_dot16x2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__wasmsimd_dot16x2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__wasmsimd_dot16x2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c2__wasmsimd_dot16x2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c2__wasmsimd_dot16x2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_4x4c2__wasmsimd_dot16x2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c2__wasmsimd_dot16x2) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c2__wasmsimd_dot16x2) |
| BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__wasmsimd_dot16x2) |
| |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_dot16x2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_dot16x2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_4x4c8__wasmsimd_dot16x2_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_dot16x2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_dot16x2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_4x4c8__wasmsimd_dot16x2_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__wasmsimd_dot16x2) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__wasmsimd_dot16x2) |
| BENCHMARK_GEMM(qs8_gemm_xw_4x4c8__wasmsimd_dot16x2) |
| |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_mul16_ld64) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_mul16_ld64) |
| BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_mul16_ld128) |
| BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_mul16_ld128) |
| BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__wasmsimd_mul16) |
| BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__wasmsimd_mul16) |
| #endif // XNN_ARCH_WASMSIMD |
| |
| |
| static void qs8_gemm_2x2__scalar(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x2__scalar, 2, 2, 1, 1, |
| xnn_init_qs8_conv_minmax_rndnu_scalar_params); |
| } |
| static void qs8_gemm_3x2__scalar(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x2__scalar, 3, 2, 1, 1, |
| xnn_init_qs8_conv_minmax_rndnu_scalar_params); |
| } |
| static void qs8_gemm_4x2__scalar(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x2__scalar, 4, 2, 1, 1, |
| xnn_init_qs8_conv_minmax_rndnu_scalar_params); |
| } |
| |
| static void qs8_gemm_2x4__scalar(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_2x4__scalar, 2, 4, 1, 1, |
| xnn_init_qs8_conv_minmax_rndnu_scalar_params); |
| } |
| static void qs8_gemm_3x4__scalar(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_3x4__scalar, 3, 4, 1, 1, |
| xnn_init_qs8_conv_minmax_rndnu_scalar_params); |
| } |
| static void qs8_gemm_4x4__scalar(benchmark::State& state, const char* net) { |
| GEMMBenchmark(state, xnn_qs8_gemm_minmax_rndnu_ukernel_4x4__scalar, 4, 4, 1, 1, |
| xnn_init_qs8_conv_minmax_rndnu_scalar_params); |
| } |
| |
| BENCHMARK_GEMM(qs8_gemm_2x2__scalar) |
| BENCHMARK_GEMM(qs8_gemm_3x2__scalar) |
| BENCHMARK_GEMM(qs8_gemm_4x2__scalar) |
| |
| BENCHMARK_GEMM(qs8_gemm_2x4__scalar) |
| BENCHMARK_GEMM(qs8_gemm_3x4__scalar) |
| BENCHMARK_GEMM(qs8_gemm_4x4__scalar) |
| |
| |
| #ifdef BENCHMARK_RUY |
| BENCHMARK_GEMM(ruy_st) |
| #endif // BENCHMARK_RUY |
| |
| #ifndef XNNPACK_BENCHMARK_NO_MAIN |
| BENCHMARK_MAIN(); |
| #endif |