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811 lines
41 KiB
811 lines
41 KiB
// Copyright 2020 Google LLC
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//
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// This source code is licensed under the BSD-style license found in the
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// LICENSE file in the root directory of this source tree.
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#include <algorithm>
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#include <cfloat>
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#include <chrono>
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#include <cmath>
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#include <functional>
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#include <limits>
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#include <mutex>
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#include <random>
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#include <vector>
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#include <cpuinfo.h>
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#include <benchmark/benchmark.h>
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#ifdef BENCHMARK_RUY
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#include "ruy/ruy.h"
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#endif // BENCHMARK_RUY
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#include "bench/gemm.h"
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#include "bench/utils.h"
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#include <xnnpack/AlignedAllocator.h>
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#include <xnnpack/common.h>
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#include <xnnpack/gemm.h>
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#include <xnnpack/pack.h>
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#include <xnnpack/params-init.h>
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#include <xnnpack/params.h>
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static void GEMMBenchmark(benchmark::State& state,
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xnn_qs8_gemm_ukernel_function gemm,
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size_t mr, size_t nr, size_t kr, size_t sr,
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benchmark::utils::IsaCheckFunction isa_check = nullptr)
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{
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if (!cpuinfo_initialize()) {
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state.SkipWithError("cpuinfo initialization failed");
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return;
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}
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if (isa_check && !isa_check(state)) {
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return;
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}
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const size_t mc = state.range(0);
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const size_t nc = state.range(1);
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const size_t kc = state.range(2);
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const size_t nc_stride = benchmark::utils::RoundUp(nc, nr);
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const size_t kc_stride = benchmark::utils::RoundUp(kc, kr);
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std::random_device random_device;
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auto rng = std::mt19937(random_device());
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auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng));
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auto i8rng = std::bind(
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std::uniform_int_distribution<uint32_t>(std::numeric_limits<int8_t>::min(), std::numeric_limits<int8_t>::max()), std::ref(rng));
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std::vector<int8_t> a(mc * kc);
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std::generate(a.begin(), a.end(), std::ref(i8rng));
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std::vector<int8_t> k(nc * kc);
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std::generate(k.begin(), k.end(), std::ref(i8rng));
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std::vector<int32_t> b(nc);
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std::generate(b.begin(), b.end(), std::ref(i32rng));
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const size_t w_size = kc_stride * nc_stride * sizeof(int8_t) + nc_stride * sizeof(int32_t);
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const size_t c_elements = mc * nc;
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const size_t num_buffers = 1 +
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benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(), w_size + c_elements * sizeof(int8_t));
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std::vector<char, AlignedAllocator<char, 32>> w(w_size * num_buffers);
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std::fill(w.begin(), w.end(), 0);
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const xnn_qs8_packing_params packing_params = { 127 };
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xnn_pack_qs8_gemm_goi_w(1 /* groups */, nc, kc, nr, kr, sr, k.data(), b.data(), w.data(), &packing_params);
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std::vector<int8_t> c(c_elements * num_buffers);
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std::fill(c.begin(), c.end(), 0xA5);
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union xnn_qs8_gemm_params quantization_params = xnn_init_qs8_gemm_params(0.75f, 127, -127, 126);
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size_t buffer_index = 0;
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for (auto _ : state) {
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// Use circular buffers (exceeding cache size) and prefetch to control cache state:
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// - A is always in L1 cache (if fits, otherwise L2, L3, etc)
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// - W is not in cache (for any cache level)
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// - C is not in cache (for any cache level)
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state.PauseTiming();
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benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t));
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buffer_index = (buffer_index + 1) % num_buffers;
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state.ResumeTiming();
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for (uint32_t m = 0; m < mc; m += mr) {
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const uint32_t mb = min(mc - m, mr);
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for (uint32_t n = 0; n < nc; n += nr) {
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const uint32_t nb = min(nc - n, nr);
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gemm(
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mb, nb, kc * sizeof(int8_t),
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a.data() + m * kc, kc * sizeof(int8_t),
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w.data() + w_size * buffer_index + n * (kc_stride * sizeof(int8_t) + sizeof(int32_t)),
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c.data() + (mc * buffer_index + m) * nc + n, nc * sizeof(int8_t), nr * sizeof(int8_t),
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&quantization_params);
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}
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}
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}
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const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
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if (cpu_frequency != 0) {
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state.counters["cpufreq"] = cpu_frequency;
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}
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state.counters["OPS"] = benchmark::Counter(
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uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate);
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}
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static void GEMMBenchmark(benchmark::State& state,
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xnn_qs8_gemm_xw_ukernel_function gemm,
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size_t mr, size_t nr, size_t kr, size_t sr,
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benchmark::utils::IsaCheckFunction isa_check = nullptr)
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{
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if (!cpuinfo_initialize()) {
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state.SkipWithError("cpuinfo initialization failed");
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return;
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}
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if (isa_check && !isa_check(state)) {
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return;
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}
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const size_t mc = state.range(0);
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const size_t nc = state.range(1);
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const size_t kc = state.range(2);
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const size_t nc_stride = benchmark::utils::RoundUp(nc, nr);
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const size_t kc_stride = benchmark::utils::RoundUp(kc, kr);
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std::random_device random_device;
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auto rng = std::mt19937(random_device());
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auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), rng);
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auto i8rng = std::bind(
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std::uniform_int_distribution<uint32_t>(std::numeric_limits<int8_t>::min(), std::numeric_limits<int8_t>::max()), rng);
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std::vector<int8_t> a(mc * kc);
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std::generate(a.begin(), a.end(), std::ref(i8rng));
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std::vector<int8_t> k(nc * kc);
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std::generate(k.begin(), k.end(), std::ref(i8rng));
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std::vector<int32_t> b(nc);
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std::generate(b.begin(), b.end(), std::ref(i32rng));
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const size_t w_size = kc_stride * nc_stride * sizeof(int16_t) + nc_stride * sizeof(int32_t);
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const size_t c_elements = mc * nc;
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const size_t num_buffers = 1 +
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benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(), w_size + c_elements * sizeof(int8_t));
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std::vector<char, AlignedAllocator<char, 32>> w(w_size * num_buffers);
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std::fill(w.begin(), w.end(), 0);
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const xnn_qs8_packing_params packing_params = { 127 };
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xnn_pack_qs8_gemm_xw_goi_w(1 /* groups */, nc, kc, nr, kr, sr, k.data(), b.data(), w.data(), &packing_params);
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std::vector<int8_t> c(c_elements * num_buffers);
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std::fill(c.begin(), c.end(), 0xA5);
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union xnn_qs8_gemm_xw_params quantization_params = xnn_init_qs8_gemm_xw_params(0.75f, 127, -127, 126);
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size_t buffer_index = 0;
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for (auto _ : state) {
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// Use circular buffers (exceeding cache size) and prefetch to control cache state:
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// - A is always in L1 cache (if fits, otherwise L2, L3, etc)
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// - W is not in cache (for any cache level)
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// - C is not in cache (for any cache level)
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state.PauseTiming();
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benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t));
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buffer_index = (buffer_index + 1) % num_buffers;
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state.ResumeTiming();
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for (uint32_t m = 0; m < mc; m += mr) {
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const uint32_t mb = min(mc - m, mr);
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for (uint32_t n = 0; n < nc; n += nr) {
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const uint32_t nb = min(nc - n, nr);
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gemm(
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mb, nb, kc * sizeof(int8_t),
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a.data() + m * kc, kc * sizeof(int8_t),
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w.data() + w_size * buffer_index + n * (kc_stride * sizeof(int16_t) + sizeof(int32_t)),
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c.data() + (mc * buffer_index + m) * nc + n, nc * sizeof(int8_t), nr * sizeof(int8_t),
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&quantization_params);
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}
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}
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}
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const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
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if (cpu_frequency != 0) {
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state.counters["cpufreq"] = cpu_frequency;
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}
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state.counters["OPS"] = benchmark::Counter(
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uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate);
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}
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#ifdef BENCHMARK_RUY
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static void RuyBenchmark(benchmark::State& state, size_t threads)
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{
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const size_t mc = state.range(0);
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const size_t nc = state.range(1);
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const size_t kc = state.range(2);
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std::random_device random_device;
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auto rng = std::mt19937(random_device());
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auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng));
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auto u8rng = std::bind(std::uniform_int_distribution<uint32_t>(0, std::numeric_limits<uint8_t>::max()), std::ref(rng));
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const size_t num_buffers = 1 +
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benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(),
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nc * (sizeof(int8_t) * (mc + kc) + sizeof(int32_t)));
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std::vector<int8_t> a(mc * kc);
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std::generate(a.begin(), a.end(), std::ref(u8rng));
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std::vector<int8_t> k(num_buffers * nc * kc);
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std::generate(k.begin(), k.end(), std::ref(u8rng));
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std::vector<int32_t> b(num_buffers * nc);
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std::generate(b.begin(), b.end(), std::ref(i32rng));
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std::vector<int8_t> c(num_buffers * nc * mc);
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std::fill(c.begin(), c.end(), std::nanf(""));
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// Note: context must be static to avoid the cost of re-creating it for each benchmark.
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static ruy::Context context;
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context.set_max_num_threads(threads);
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ruy::Matrix<int8_t> ruy_a;
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ruy::MakeSimpleLayout(nc, kc, ruy::Order::kRowMajor, ruy_a.mutable_layout());
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ruy_a.set_zero_point(127);
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ruy::Matrix<int8_t> ruy_b;
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ruy::MakeSimpleLayout(kc, mc, ruy::Order::kColMajor, ruy_b.mutable_layout());
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ruy_b.set_data(a.data());
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ruy_b.set_zero_point(127);
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ruy::Matrix<int8_t> ruy_c;
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ruy::MakeSimpleLayout(nc, mc, ruy::Order::kColMajor, ruy_c.mutable_layout());
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ruy_c.set_zero_point(127);
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ruy::MulParams<int32_t, int8_t> mul_params;
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mul_params.set_multiplier_fixedpoint(0x40000000);
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// ruy::Context uses deferred initialization, which affects percieved GEMM performance. Initialization happens during
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// the first GEMM calls, and per Benoit Jacob it takes up to ~250 milliseconds for performance to stabilize.
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// Thus, on the first benchmark, we compute GEMM for 500 milliseconds (to be safe) without recording performance, and
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// keep the ruy::Context object initialized (by being static) between subsequent benchmarks.
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static std::once_flag warmup;
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std::call_once(warmup, [&](){
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auto start = std::chrono::steady_clock::now();
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do {
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ruy_a.set_data(k.data());
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ruy_c.set_data(c.data());
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mul_params.set_bias(b.data());
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ruy::Mul(ruy_a, ruy_b, mul_params, &context, &ruy_c);
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} while (std::chrono::duration<double>(std::chrono::steady_clock::now() - start).count() < 0.5);
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});
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size_t buffer_index = 0;
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for (auto _ : state) {
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// Use circular buffers (exceeding cache size) and prefetch to control cache state:
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// - A is always in L1 cache (if fits, otherwise L2, L3, etc)
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// - K is not in cache (for any cache level)
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// - B is not in cache (for any cache level)
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// - C is not in cache (for any cache level)
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state.PauseTiming();
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benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t));
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buffer_index = (buffer_index + 1) % num_buffers;
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state.ResumeTiming();
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ruy_a.set_data(k.data() + buffer_index * nc * kc);
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ruy_c.set_data(c.data() + buffer_index * mc * nc);
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mul_params.set_bias(b.data() + buffer_index * nc);
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ruy::Mul(ruy_a, ruy_b, mul_params, &context, &ruy_c);
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}
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const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
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if (cpu_frequency != 0) {
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state.counters["cpufreq"] = cpu_frequency;
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}
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state.counters["OPS"] = benchmark::Counter(
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uint64_t(state.iterations()) * 2 * mc * nc * kc, benchmark::Counter::kIsRate);
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}
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static void ruy_st(benchmark::State& state, const char* net)
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{
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RuyBenchmark(state, 1);
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}
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#endif // BENCHMARK_RUY
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#if XNN_ARCH_ARM || XNN_ARCH_ARM64
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static void qs8_gemm_1x8__neon_mlal_lane(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8__neon_mlal_lane, 1, 8, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_2x8__neon_mlal_lane(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8__neon_mlal_lane, 2, 8, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_3x8__neon_mlal_lane(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8__neon_mlal_lane, 3, 8, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_4x8__neon_mlal_lane(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8__neon_mlal_lane, 4, 8, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_1x16__neon_mlal_lane(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16__neon_mlal_lane, 1, 16, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_2x16__neon_mlal_lane(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16__neon_mlal_lane, 2, 16, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_3x16__neon_mlal_lane(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16__neon_mlal_lane, 3, 16, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_4x16__neon_mlal_lane(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16__neon_mlal_lane, 4, 16, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_1x8__neon_mull_addw_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8__neon_mull_addw_dup, 1, 8, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_2x8__neon_mull_addw_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8__neon_mull_addw_dup, 2, 8, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_3x8__neon_mull_addw_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8__neon_mull_addw_dup, 3, 8, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_4x8__neon_mull_addw_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8__neon_mull_addw_dup, 4, 8, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_1x16__neon_mull_addw_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16__neon_mull_addw_dup, 1, 16, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_2x16__neon_mull_addw_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16__neon_mull_addw_dup, 2, 16, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_3x16__neon_mull_addw_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16__neon_mull_addw_dup, 3, 16, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_4x16__neon_mull_addw_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16__neon_mull_addw_dup, 4, 16, 1, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_1x8c2__neon_mull_padal_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8c2__neon_mull_padal_dup, 1, 8, 2, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_2x8c2__neon_mull_padal_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c2__neon_mull_padal_dup, 2, 8, 2, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_3x8c2__neon_mull_padal_dup(benchmark::State& state, const char* net) {
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GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8c2__neon_mull_padal_dup, 3, 8, 2, 1, benchmark::utils::CheckNEON);
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}
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static void qs8_gemm_4x8c2__neon_mull_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8c2__neon_mull_padal_dup, 4, 8, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x16c2__neon_mull_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c2__neon_mull_padal_dup, 1, 16, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x16c2__neon_mull_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16c2__neon_mull_padal_dup, 2, 16, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_3x16c2__neon_mull_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16c2__neon_mull_padal_dup, 3, 16, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_4x16c2__neon_mull_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c2__neon_mull_padal_dup, 4, 16, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x8c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8c2__neon_mlal_padal_dup, 1, 8, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x8c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c2__neon_mlal_padal_dup, 2, 8, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_3x8c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8c2__neon_mlal_padal_dup, 3, 8, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_4x8c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8c2__neon_mlal_padal_dup, 4, 8, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x16c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c2__neon_mlal_padal_dup, 1, 16, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x16c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16c2__neon_mlal_padal_dup, 2, 16, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_3x16c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16c2__neon_mlal_padal_dup, 3, 16, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_4x16c2__neon_mlal_padal_dup(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c2__neon_mlal_padal_dup, 4, 16, 2, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x8c8__neon_mull_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8c8__neon_mull_padal, 1, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x8c8__neon_mull_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c8__neon_mull_padal, 2, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_3x8c8__neon_mull_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8c8__neon_mull_padal, 3, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_4x8c8__neon_mull_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8c8__neon_mull_padal, 4, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x16c8__neon_mull_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c8__neon_mull_padal, 1, 16, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x16c8__neon_mull_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16c8__neon_mull_padal, 2, 16, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_3x16c8__neon_mull_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16c8__neon_mull_padal, 3, 16, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_4x16c8__neon_mull_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c8__neon_mull_padal, 4, 16, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x8c8__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8c8__neon_mlal_padal, 1, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x8c8__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c8__neon_mlal_padal, 2, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_3x8c8__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8c8__neon_mlal_padal, 3, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_4x8c8__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8c8__neon_mlal_padal, 4, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x16c8__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c8__neon_mlal_padal, 1, 16, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x16c8__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16c8__neon_mlal_padal, 2, 16, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_3x16c8__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16c8__neon_mlal_padal, 3, 16, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_4x16c8__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c8__neon_mlal_padal, 4, 16, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x8c16__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8c16__neon_mlal_padal, 1, 8, 16, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x8c16__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c16__neon_mlal_padal, 2, 8, 16, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_3x8c16__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8c16__neon_mlal_padal, 3, 8, 16, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_4x8c16__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8c16__neon_mlal_padal, 4, 8, 16, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x16c16__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c16__neon_mlal_padal, 1, 16, 16, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x16c16__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16c16__neon_mlal_padal, 2, 16, 16, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_3x16c16__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16c16__neon_mlal_padal, 3, 16, 16, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_4x16c16__neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c16__neon_mlal_padal, 4, 16, 16, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_1x8c4__neondot(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x8c4__neondot, 1, 8, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_4x8c4__neondot(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x8c4__neondot, 4, 8, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_6x8c4__neondot(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_6x8c4__neondot, 6, 8, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_8x8c4__neondot(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_8x8c4__neondot, 8, 8, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_1x16c4__neondot(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c4__neondot, 1, 16, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_4x16c4__neondot(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c4__neondot, 4, 16, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_6x16c4__neondot(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_6x16c4__neondot, 6, 16, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_8x16c4__neondot(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_8x16c4__neondot, 8, 16, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
|
|
BENCHMARK_GEMM(qs8_gemm_1x8__neon_mlal_lane)
|
|
BENCHMARK_GEMM(qs8_gemm_2x8__neon_mlal_lane)
|
|
BENCHMARK_GEMM(qs8_gemm_3x8__neon_mlal_lane)
|
|
BENCHMARK_GEMM(qs8_gemm_4x8__neon_mlal_lane)
|
|
BENCHMARK_GEMM(qs8_gemm_1x16__neon_mlal_lane)
|
|
BENCHMARK_GEMM(qs8_gemm_2x16__neon_mlal_lane)
|
|
BENCHMARK_GEMM(qs8_gemm_3x16__neon_mlal_lane)
|
|
BENCHMARK_GEMM(qs8_gemm_4x16__neon_mlal_lane)
|
|
BENCHMARK_GEMM(qs8_gemm_1x8__neon_mull_addw_dup)
|
|
BENCHMARK_GEMM(qs8_gemm_2x8__neon_mull_addw_dup)
|
|
BENCHMARK_GEMM(qs8_gemm_3x8__neon_mull_addw_dup)
|
|
BENCHMARK_GEMM(qs8_gemm_4x8__neon_mull_addw_dup)
|
|
BENCHMARK_GEMM(qs8_gemm_1x16__neon_mull_addw_dup)
|
|
BENCHMARK_GEMM(qs8_gemm_2x16__neon_mull_addw_dup)
|
|
BENCHMARK_GEMM(qs8_gemm_3x16__neon_mull_addw_dup)
|
|
BENCHMARK_GEMM(qs8_gemm_4x16__neon_mull_addw_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_1x8c8__neon_mull_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_2x8c8__neon_mull_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_3x8c8__neon_mull_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_4x8c8__neon_mull_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_1x16c8__neon_mull_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_2x16c8__neon_mull_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_3x16c8__neon_mull_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_4x16c8__neon_mull_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_1x8c8__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_2x8c8__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_3x8c8__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_4x8c8__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_1x16c8__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_2x16c8__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_3x16c8__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_4x16c8__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_1x8c16__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_2x8c16__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_3x8c16__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_4x8c16__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_1x16c16__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_2x16c16__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_3x16c16__neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_4x16c16__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_ARM64
|
|
static void qs8_gemm_4x16c4__aarch64_neondot_cortex_a55(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_cortex_a55, 4, 16, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_1x16c4__aarch64_neondot_ld32(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c4__aarch64_neondot_ld32, 1, 16, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_1x16c4__aarch64_neondot_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_1x16c4__aarch64_neondot_ld64, 1, 16, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_4x16c4__aarch64_neondot_ld32(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld32, 4, 16, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_4x16c4__aarch64_neondot_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c4__aarch64_neondot_ld64, 4, 16, 4, 1, benchmark::utils::CheckNEONDOT);
|
|
}
|
|
static void qs8_gemm_2x8c8__aarch64_neon_mull_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c8__aarch64_neon_mull_padal, 2, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x8c8__aarch64_neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c8__aarch64_neon_mlal_padal, 2, 8, 8, 1, benchmark::utils::CheckNEON);
|
|
}
|
|
static void qs8_gemm_2x8c16__aarch64_neon_mlal_padal(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c16__aarch64_neon_mlal_padal, 2, 8, 16, 1, 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_cortex_a55)
|
|
BENCHMARK_GEMM(qs8_gemm_2x8c8__aarch64_neon_mull_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_2x8c8__aarch64_neon_mlal_padal)
|
|
BENCHMARK_GEMM(qs8_gemm_2x8c16__aarch64_neon_mlal_padal)
|
|
#endif // XNN_ARCH_ARM64
|
|
|
|
#if XNN_ARCH_X86 || XNN_ARCH_X86_64
|
|
static void qs8_gemm_4x4c2__sse2_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse2_ld64, 4, 4, 2, 1);
|
|
}
|
|
static void qs8_gemm_4x4c2__ssse3_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__ssse3_ld64, 4, 4, 2, 1, benchmark::utils::CheckSSSE3);
|
|
}
|
|
static void qs8_gemm_4x4c2__sse41_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse41_ld64, 4, 4, 2, 1, benchmark::utils::CheckSSE41);
|
|
}
|
|
static void qs8_gemm_4x4c2__xop_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__xop_ld64, 4, 4, 2, 1, benchmark::utils::CheckXOP);
|
|
}
|
|
|
|
static void qs8_gemm_4x4c2__sse2_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse2_ld128, 4, 4, 2, 1);
|
|
}
|
|
static void qs8_gemm_4x4c2__ssse3_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__ssse3_ld128, 4, 4, 2, 1, benchmark::utils::CheckSSSE3);
|
|
}
|
|
static void qs8_gemm_4x4c2__sse41_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__sse41_ld128, 4, 4, 2, 1, benchmark::utils::CheckSSE41);
|
|
}
|
|
static void qs8_gemm_4x4c2__xop_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x4c2__xop_ld128, 4, 4, 2, 1, benchmark::utils::CheckXOP);
|
|
}
|
|
|
|
static void qs8_gemm_xw_4x4c2__sse2(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__sse2, 4, 4, 2, 1);
|
|
}
|
|
static void qs8_gemm_xw_4x4c2__ssse3(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__ssse3, 4, 4, 2, 1, benchmark::utils::CheckSSSE3);
|
|
}
|
|
static void qs8_gemm_xw_4x4c2__sse41(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__sse41, 4, 4, 2, 1, benchmark::utils::CheckSSE41);
|
|
}
|
|
static void qs8_gemm_xw_4x4c2__xop(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_4x4c2__xop, 4, 4, 2, 1, benchmark::utils::CheckXOP);
|
|
}
|
|
|
|
static void qs8_gemm_2x4c8__sse2_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse2_ld64, 2, 4, 8, 1);
|
|
}
|
|
static void qs8_gemm_2x4c8__ssse3_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__ssse3_ld64, 2, 4, 8, 1, benchmark::utils::CheckSSSE3);
|
|
}
|
|
static void qs8_gemm_2x4c8__sse41_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse41_ld64, 2, 4, 8, 1, benchmark::utils::CheckSSE41);
|
|
}
|
|
static void qs8_gemm_2x4c8__xop_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__xop_ld64, 2, 4, 8, 1, benchmark::utils::CheckXOP);
|
|
}
|
|
|
|
static void qs8_gemm_2x4c8__sse2_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse2_ld128, 2, 4, 8, 1);
|
|
}
|
|
static void qs8_gemm_2x4c8__ssse3_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__ssse3_ld128, 2, 4, 8, 1, benchmark::utils::CheckSSSE3);
|
|
}
|
|
static void qs8_gemm_2x4c8__sse41_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__sse41_ld128, 2, 4, 8, 1, benchmark::utils::CheckSSE41);
|
|
}
|
|
static void qs8_gemm_2x4c8__xop_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__xop_ld128, 2, 4, 8, 1, benchmark::utils::CheckXOP);
|
|
}
|
|
|
|
static void qs8_gemm_xw_2x4c8__sse2(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__sse2, 2, 4, 8, 1);
|
|
}
|
|
static void qs8_gemm_xw_2x4c8__ssse3(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__ssse3, 2, 4, 8, 1, benchmark::utils::CheckSSSE3);
|
|
}
|
|
static void qs8_gemm_xw_2x4c8__sse41(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__sse41, 2, 4, 8, 1, benchmark::utils::CheckSSE41);
|
|
}
|
|
static void qs8_gemm_xw_2x4c8__xop(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__xop, 2, 4, 8, 1, benchmark::utils::CheckXOP);
|
|
}
|
|
|
|
static void qs8_gemm_3x4c8__sse2_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse2_ld64, 3, 4, 8, 1);
|
|
}
|
|
static void qs8_gemm_3x4c8__ssse3_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__ssse3_ld64, 3, 4, 8, 1, benchmark::utils::CheckSSSE3);
|
|
}
|
|
static void qs8_gemm_3x4c8__sse41_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse41_ld64, 3, 4, 8, 1, benchmark::utils::CheckSSE41);
|
|
}
|
|
static void qs8_gemm_3x4c8__xop_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__xop_ld64, 3, 4, 8, 1, benchmark::utils::CheckXOP);
|
|
}
|
|
|
|
static void qs8_gemm_3x4c8__sse2_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse2_ld128, 3, 4, 8, 1);
|
|
}
|
|
static void qs8_gemm_3x4c8__ssse3_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__ssse3_ld128, 3, 4, 8, 1, benchmark::utils::CheckSSSE3);
|
|
}
|
|
static void qs8_gemm_3x4c8__sse41_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__sse41_ld128, 3, 4, 8, 1, benchmark::utils::CheckSSE41);
|
|
}
|
|
static void qs8_gemm_3x4c8__xop_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__xop_ld128, 3, 4, 8, 1, benchmark::utils::CheckXOP);
|
|
}
|
|
|
|
static void qs8_gemm_xw_3x4c8__sse2(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__sse2, 3, 4, 8, 1);
|
|
}
|
|
static void qs8_gemm_xw_3x4c8__ssse3(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__ssse3, 3, 4, 8, 1, benchmark::utils::CheckSSSE3);
|
|
}
|
|
static void qs8_gemm_xw_3x4c8__sse41(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__sse41, 3, 4, 8, 1, benchmark::utils::CheckSSE41);
|
|
}
|
|
static void qs8_gemm_xw_3x4c8__xop(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__xop, 3, 4, 8, 1, benchmark::utils::CheckXOP);
|
|
}
|
|
|
|
static void qs8_gemm_2x8c8__avx2(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x8c8__avx2, 2, 8, 8, 1, benchmark::utils::CheckAVX2);
|
|
}
|
|
static void qs8_gemm_3x8c8__avx2(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x8c8__avx2, 3, 8, 8, 1, benchmark::utils::CheckAVX2);
|
|
}
|
|
|
|
static void qs8_gemm_2x16c8__avx512skx(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x16c8__avx512skx, 2, 16, 8, 1, benchmark::utils::CheckAVX512SKX);
|
|
}
|
|
static void qs8_gemm_3x16c8__avx512skx(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x16c8__avx512skx, 3, 16, 8, 1, benchmark::utils::CheckAVX512SKX);
|
|
}
|
|
static void qs8_gemm_4x16c8__avx512skx(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_4x16c8__avx512skx, 4, 16, 8, 1, benchmark::utils::CheckAVX512SKX);
|
|
}
|
|
|
|
static void qs8_gemm_xw_2x8c8__avx2(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x8c8__avx2, 2, 8, 8, 1, benchmark::utils::CheckAVX2);
|
|
}
|
|
static void qs8_gemm_xw_3x8c8__avx2(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x8c8__avx2, 3, 8, 8, 1, benchmark::utils::CheckAVX2);
|
|
}
|
|
|
|
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_4x4c2__xop_ld64)
|
|
BENCHMARK_GEMM(qs8_gemm_4x4c2__xop_ld128)
|
|
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_4x4c2__sse41_ld64)
|
|
BENCHMARK_GEMM(qs8_gemm_4x4c2__sse41_ld128)
|
|
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_4x4c2__ssse3_ld64)
|
|
BENCHMARK_GEMM(qs8_gemm_4x4c2__ssse3_ld128)
|
|
BENCHMARK_GEMM(qs8_gemm_xw_4x4c2__ssse3)
|
|
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_4x4c2__sse2_ld64)
|
|
BENCHMARK_GEMM(qs8_gemm_4x4c2__sse2_ld128)
|
|
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_2x4c8__wasmsimd_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__wasmsimd_ld64, 2, 4, 8, 1);
|
|
}
|
|
static void qs8_gemm_3x4c8__wasmsimd_ld64(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__wasmsimd_ld64, 3, 4, 8, 1);
|
|
}
|
|
|
|
static void qs8_gemm_2x4c8__wasmsimd_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_2x4c8__wasmsimd_ld128, 2, 4, 8, 1);
|
|
}
|
|
static void qs8_gemm_3x4c8__wasmsimd_ld128(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_minmax_ukernel_3x4c8__wasmsimd_ld128, 3, 4, 8, 1);
|
|
}
|
|
|
|
static void qs8_gemm_xw_2x4c8__wasmsimd(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_2x4c8__wasmsimd, 2, 4, 8, 1);
|
|
}
|
|
static void qs8_gemm_xw_3x4c8__wasmsimd(benchmark::State& state, const char* net) {
|
|
GEMMBenchmark(state, xnn_qs8_gemm_xw_minmax_ukernel_3x4c8__wasmsimd, 3, 4, 8, 1);
|
|
}
|
|
|
|
BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_ld64)
|
|
BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_ld64)
|
|
BENCHMARK_GEMM(qs8_gemm_2x4c8__wasmsimd_ld128)
|
|
BENCHMARK_GEMM(qs8_gemm_3x4c8__wasmsimd_ld128)
|
|
BENCHMARK_GEMM(qs8_gemm_xw_2x4c8__wasmsimd)
|
|
BENCHMARK_GEMM(qs8_gemm_xw_3x4c8__wasmsimd)
|
|
#endif // XNN_ARCH_WASMSIMD
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#ifdef BENCHMARK_RUY
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BENCHMARK_GEMM(ruy_st)
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#endif // BENCHMARK_RUY
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#ifndef XNNPACK_BENCHMARK_NO_MAIN
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BENCHMARK_MAIN();
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#endif
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