test / bench /f32-bgemm.cc
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// Copyright 2023 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 <benchmark/benchmark.h>
#ifdef BENCHMARK_RUY
#include "ruy/ruy.h"
#endif // BENCHMARK_RUY
#include "bench/bgemm.h"
#include "bench/utils.h"
#include <xnnpack/aligned-allocator.h>
#include <xnnpack/allocator.h>
#include <xnnpack/common.h>
#include <xnnpack/gemm.h>
#include <xnnpack/math.h>
#include <xnnpack/microfnptr.h>
#include <xnnpack/microparams-init.h>
#include <xnnpack/pack.h>
#include <xnnpack/packw.h>
#include <xnnpack/packx.h>
#include <xnnpack/ppmm.h>
static void f32_gemm(benchmark::State& state,
xnn_x32_packw_gemm_goi_ukernel_fn packw,
xnn_f32_gemm_minmax_ukernel_fn gemm,
xnn_init_f32_minmax_params_fn init_params,
size_t mr, size_t nr, size_t kr, size_t sr,
benchmark::utils::IsaCheckFunction isa_check = nullptr)
{
if (isa_check != nullptr && !isa_check(state)) {
return;
}
const size_t batch = state.range(0);
const size_t dim_m = state.range(1);
const size_t dim_n = state.range(2);
const size_t dim_k = state.range(3);
const size_t stride_n = benchmark::utils::RoundUp(dim_n, nr);
const size_t stride_k = benchmark::utils::RoundUp(dim_k, kr * sr);
std::random_device random_device;
auto rng = std::mt19937(random_device());
auto f32rng = std::bind(std::uniform_real_distribution<float>(), std::ref(rng));
std::vector<float> a(batch * dim_m * dim_k + XNN_EXTRA_BYTES / sizeof(float));
std::generate(a.begin(), a.end(), std::ref(f32rng));
std::vector<float> b(batch * dim_n * dim_k);
std::generate(b.begin(), b.end(), std::ref(f32rng));
std::vector<float> c(batch * dim_m * dim_n);
std::fill(c.begin(), c.end(), std::nanf(""));
const size_t w_elements = stride_n * stride_k + stride_n;
std::vector<float, AlignedAllocator<float, 64>> w(batch * w_elements);
std::fill(w.begin(), w.end(), 0.0f);
xnn_f32_minmax_params params;
init_params(&params,
-std::numeric_limits<float>::infinity(), +std::numeric_limits<float>::infinity());
for (auto _ : state) {
packw(batch, dim_n, dim_k, nr, kr, sr,
reinterpret_cast<const uint32_t*>(b.data()), /*bias=*/nullptr,
reinterpret_cast<uint32_t*>(w.data()),
/*extra_bytes=*/0, nullptr);
for (size_t i = 0; i < batch; i++) {
for (size_t m = 0; m < dim_m; m += mr) {
const size_t mb = min(dim_m - m, mr);
gemm(
mb, dim_n, dim_k * sizeof(float),
a.data() + (i * dim_m + m) * dim_k, dim_k * sizeof(float),
w.data() + i * stride_n * (stride_k + 1),
c.data() + (i * dim_m + m) * dim_n, dim_n * sizeof(float), nr * sizeof(float),
&params);
}
}
}
const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
if (cpu_frequency != 0) {
state.counters["cpufreq"] = cpu_frequency;
}
state.counters["FLOPS"] = benchmark::Counter(
uint64_t(state.iterations()) * 2 * batch * dim_m * dim_n * dim_k, benchmark::Counter::kIsRate);
}
// PPMM 1 pass does packx+ppmm a tile row at a time
static void f32_ppmm1p(benchmark::State& state,
xnn_x32_packw_gemm_goi_ukernel_fn packw,
xnn_x32_packx_ukernel_fn packx,
xnn_f32_ppmm_minmax_ukernel_fn ppmm,
xnn_init_f32_minmax_params_fn init_params,
size_t mr, size_t nr, size_t kr, size_t sr,
benchmark::utils::IsaCheckFunction isa_check = nullptr)
{
if (isa_check != nullptr && !isa_check(state)) {
return;
}
const size_t batch = state.range(0);
const size_t dim_m = state.range(1);
const size_t dim_n = state.range(2);
const size_t dim_k = state.range(3);
const size_t stride_n = benchmark::utils::RoundUp(dim_n, nr);
const size_t stride_k = benchmark::utils::RoundUp(dim_k, kr * sr);
std::random_device random_device;
auto rng = std::mt19937(random_device());
auto f32rng = std::bind(std::uniform_real_distribution<float>(), std::ref(rng));
std::vector<float> a(batch * dim_m * dim_k + XNN_EXTRA_BYTES / sizeof(float));
std::generate(a.begin(), a.end(), std::ref(f32rng));
std::vector<float> b(batch * dim_n * dim_k);
std::generate(b.begin(), b.end(), std::ref(f32rng));
std::vector<float> c(batch * dim_m * dim_n);
std::fill(c.begin(), c.end(), std::nanf(""));
std::vector<uint32_t, AlignedAllocator<uint32_t, 64>> t(mr * dim_k);
const size_t w_elements = stride_n * stride_k + stride_n;
std::vector<float, AlignedAllocator<float, 64>> w(batch * w_elements);
std::fill(w.begin(), w.end(), 0.0f);
xnn_f32_minmax_params params;
init_params(&params,
-std::numeric_limits<float>::infinity(), +std::numeric_limits<float>::infinity());
for (auto _ : state) {
packw(batch, dim_n, dim_k, nr, kr, sr,
reinterpret_cast<const uint32_t*>(b.data()), /*bias=*/nullptr,
reinterpret_cast<uint32_t*>(w.data()),
/*extra_bytes=*/0, nullptr);
for (size_t i = 0; i < batch; i++) {
for (size_t m = 0; m < dim_m; m += mr) {
const size_t mb = min(dim_m - m, mr);
packx(mb, dim_k, reinterpret_cast<const uint32_t*>(a.data() + (i * dim_m + m) * dim_k), dim_k, t.data());
ppmm(
mb, dim_n, dim_k * sizeof(float),
reinterpret_cast<const float*>(t.data()),
w.data() + i * stride_n * (stride_k + 1),
c.data() + (i * dim_m + m) * dim_n, dim_n * sizeof(float), nr * sizeof(float),
&params);
}
}
}
const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
if (cpu_frequency != 0) {
state.counters["cpufreq"] = cpu_frequency;
}
state.counters["FLOPS"] = benchmark::Counter(
uint64_t(state.iterations()) * 2 * batch * dim_m * dim_n * dim_k, benchmark::Counter::kIsRate);
}
// PPMM 2 pass does a full packx of inputs and them full ppmm
static void f32_ppmm2p(benchmark::State& state,
xnn_x32_packw_gemm_goi_ukernel_fn packw,
xnn_x32_packx_ukernel_fn packx,
xnn_f32_ppmm_minmax_ukernel_fn ppmm,
xnn_init_f32_minmax_params_fn init_params,
size_t mr, size_t nr, size_t kr, size_t sr,
benchmark::utils::IsaCheckFunction isa_check = nullptr)
{
if (isa_check != nullptr && !isa_check(state)) {
return;
}
const size_t batch = state.range(0);
const size_t dim_m = state.range(1);
const size_t dim_n = state.range(2);
const size_t dim_k = state.range(3);
const size_t stride_m = benchmark::utils::RoundUp(dim_m, mr);
const size_t stride_n = benchmark::utils::RoundUp(dim_n, nr);
const size_t stride_k = benchmark::utils::RoundUp(dim_k, kr * sr);
std::random_device random_device;
auto rng = std::mt19937(random_device());
auto f32rng = std::bind(std::uniform_real_distribution<float>(), std::ref(rng));
std::vector<float> a(batch * dim_m * dim_k + XNN_EXTRA_BYTES / sizeof(float));
std::generate(a.begin(), a.end(), std::ref(f32rng));
std::vector<float> b(batch * dim_n * dim_k);
std::generate(b.begin(), b.end(), std::ref(f32rng));
std::vector<float> c(batch * dim_m * dim_n);
std::fill(c.begin(), c.end(), std::nanf(""));
std::vector<uint32_t, AlignedAllocator<uint32_t, 64>> t(batch * stride_m * dim_k);
const size_t w_elements = stride_n * stride_k + stride_n;
std::vector<float, AlignedAllocator<float, 64>> w(batch * w_elements);
std::fill(w.begin(), w.end(), 0.0f);
xnn_f32_minmax_params params;
init_params(&params,
-std::numeric_limits<float>::infinity(), +std::numeric_limits<float>::infinity());
for (auto _ : state) {
packw(batch, dim_n, dim_k, nr, kr, sr,
reinterpret_cast<const uint32_t*>(b.data()), /*bias=*/nullptr,
reinterpret_cast<uint32_t*>(w.data()),
/*extra_bytes=*/0, nullptr);
for (size_t i = 0; i < batch; i++) {
for (size_t m = 0; m < dim_m; m += mr) {
const size_t mb = min(dim_m - m, mr);
packx(mb, dim_k, reinterpret_cast<const uint32_t*>(a.data() + (i * dim_m + m) * dim_k), dim_k, t.data() + i * stride_m * dim_k);
}
}
for (size_t i = 0; i < batch; i++) {
for (size_t m = 0; m < dim_m; m += mr) {
const size_t mb = min(dim_m - m, mr);
packx(mb, dim_k, reinterpret_cast<const uint32_t*>(a.data() + m * dim_k), dim_k, t.data() + i * stride_m * dim_k);
ppmm(
mb, dim_n, dim_k * sizeof(float),
reinterpret_cast<const float*>(t.data()),
w.data() + i * stride_n * (stride_k + 1),
c.data() + (i * dim_m + m) * dim_n, dim_n * sizeof(float), nr * sizeof(float),
&params);
}
}
}
const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
if (cpu_frequency != 0) {
state.counters["cpufreq"] = cpu_frequency;
}
state.counters["FLOPS"] = benchmark::Counter(
uint64_t(state.iterations()) * 2 * batch * dim_m * dim_n * dim_k, benchmark::Counter::kIsRate);
}
#ifdef BENCHMARK_RUY
static void RuyBenchmark(benchmark::State& state, uint32_t threads)
{
std::random_device random_device;
auto rng = std::mt19937(random_device());
auto f32rng = std::bind(std::uniform_real_distribution<float>(), std::ref(rng));
const size_t batch = state.range(0);
const size_t dim_m = state.range(1);
const size_t dim_n = state.range(2);
const size_t dim_k = state.range(3);
std::vector<float> a(batch * dim_m * dim_k);
std::generate(a.begin(), a.end(), std::ref(f32rng));
std::vector<float> b(batch * dim_n * dim_k);
std::generate(b.begin(), b.end(), std::ref(f32rng));
std::vector<float> c(batch * dim_m * dim_n);
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<float> ruy_a;
ruy::MakeSimpleLayout(dim_m, dim_k, ruy::Order::kRowMajor, ruy_a.mutable_layout());
ruy::Matrix<float> ruy_b;
ruy::MakeSimpleLayout(dim_k, dim_n, ruy::Order::kColMajor, ruy_b.mutable_layout());
ruy::Matrix<float> ruy_c;
ruy::MakeSimpleLayout(dim_m, dim_n, ruy::Order::kRowMajor, ruy_c.mutable_layout());
ruy::MulParams<float, float> mul_params;
// ruy::Context uses deferred initialization, which affects percieved GEMM performance. Initialization happens during
// the first GEMM calls, and per Benoit Jacob it takes up to ~250 milliseconds for performance to stabilize.
// Thus, on the first benchmark, we compute GEMM for 500 milliseconds (to be safe) without recording performance, and
// keep the ruy::Context object initialized (by being static) between subsequent benchmarks.
static std::once_flag warmup;
std::call_once(warmup, [&](){
auto start = std::chrono::steady_clock::now();
do {
for (size_t i = 0; i < batch; i++) {
ruy_a.set_data(a.data() + i * dim_m * dim_k);
ruy_b.set_data(b.data() + i * dim_n * dim_k);
ruy_c.set_data(c.data() + i * dim_m * dim_n);
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);
});
for (auto _ : state) {
for (size_t i = 0; i < batch; i++) {
ruy_a.set_data(a.data() + i * dim_m * dim_k);
ruy_b.set_data(b.data() + i * dim_n * dim_k);
ruy_c.set_data(c.data() + i * dim_m * dim_n);
ruy::Mul(ruy_a, ruy_b, mul_params, &context, &ruy_c);
}
}
const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
if (cpu_frequency != 0) {
state.counters["cpufreq"] = cpu_frequency;
}
state.counters["FLOPS"] = benchmark::Counter(
uint64_t(state.iterations()) * 2 * batch * dim_m * dim_n * dim_k, 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 f32_gemm_4x12__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x12__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x12__asm_aarch64_neonfma_cortex_a53,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/12, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a53,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53_prfm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a53_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a55(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a55,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__asm_aarch64_neonfma_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_5x8__asm_aarch64_neonfma_cortex_a75,
xnn_init_f32_minmax_scalar_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_f32_gemm_minmax_ukernel_5x8__asm_aarch64_neonfma_cortex_a75_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__asm_aarch64_neonfma_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a53,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53_prfm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a53_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a55(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a55,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a73(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a73,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a75,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_f32_gemm_minmax_ukernel_6x8__asm_aarch64_neonfma_cortex_a75_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_unipass__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_twopass__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_unipass__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_twopass__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_ld128_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_unipass__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_twopass__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_unipass__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_twopass__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__asm_aarch64_neonfma_cortex_a75_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_unipass__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_twopass__asm_aarch64_neonfma_ld128(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_unipass__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_ld128_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_twopass__asm_aarch64_neonfma_ld128_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_ld128_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_unipass__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_cortex_a75,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_twopass__asm_aarch64_neonfma_cortex_a75(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_cortex_a75,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_unipass__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_cortex_a75_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_twopass__asm_aarch64_neonfma_cortex_a75_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__asm_aarch64_neonfma_cortex_a75_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a53_prfm)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a55)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch64_neonfma_cortex_a75_prfm)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch64_neonfma_ld128)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch64_neonfma_ld64)
BENCHMARK_BGEMM(f32_gemm_4x12__asm_aarch64_neonfma_cortex_a53)
BENCHMARK_BGEMM(f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75)
BENCHMARK_BGEMM(f32_gemm_5x8__asm_aarch64_neonfma_cortex_a75_prfm)
BENCHMARK_BGEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53)
BENCHMARK_BGEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a53_prfm)
BENCHMARK_BGEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a55)
BENCHMARK_BGEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a73)
BENCHMARK_BGEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75)
BENCHMARK_BGEMM(f32_gemm_6x8__asm_aarch64_neonfma_cortex_a75_prfm)
BENCHMARK_BGEMM(f32_gemm_6x8__asm_aarch64_neonfma_ld64)
BENCHMARK_BGEMM(f32_gemm_6x8__asm_aarch64_neonfma_ld128)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__asm_aarch64_neonfma_ld128)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__asm_aarch64_neonfma_ld128)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__asm_aarch64_neonfma_ld128_prfm)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__asm_aarch64_neonfma_ld128_prfm)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__asm_aarch64_neonfma_cortex_a75)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__asm_aarch64_neonfma_cortex_a75)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__asm_aarch64_neonfma_cortex_a75_prfm)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__asm_aarch64_neonfma_cortex_a75_prfm)
BENCHMARK_BGEMM(f32_ppmm_8x8_unipass__asm_aarch64_neonfma_ld128)
BENCHMARK_BGEMM(f32_ppmm_8x8_twopass__asm_aarch64_neonfma_ld128)
BENCHMARK_BGEMM(f32_ppmm_8x8_unipass__asm_aarch64_neonfma_ld128_prfm)
BENCHMARK_BGEMM(f32_ppmm_8x8_twopass__asm_aarch64_neonfma_ld128_prfm)
BENCHMARK_BGEMM(f32_ppmm_8x8_unipass__asm_aarch64_neonfma_cortex_a75)
BENCHMARK_BGEMM(f32_ppmm_8x8_twopass__asm_aarch64_neonfma_cortex_a75)
BENCHMARK_BGEMM(f32_ppmm_8x8_unipass__asm_aarch64_neonfma_cortex_a75_prfm)
BENCHMARK_BGEMM(f32_ppmm_8x8_twopass__asm_aarch64_neonfma_cortex_a75_prfm)
#endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
#if XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY
static void f32_gemm_4x4__asm_aarch32_vfp_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x4__scalar_float_x4,
xnn_f32_gemm_minmax_ukernel_4x4__asm_aarch32_vfp_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckVFP);
}
static void f32_gemm_4x8__asm_aarch32_neon_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_4x8__asm_aarch32_neon_cortex_a7(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a7,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_4x8__asm_aarch32_neon_cortex_a53(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a53,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_4x8__asm_aarch32_neon_cortex_a53_prfm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a53_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_4x8__asm_aarch32_neon_cortex_a55(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a55,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_4x8__asm_aarch32_neon_cortex_a75(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a75,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_4x8__asm_aarch32_neon_cortex_a75_prfm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_f32_gemm_minmax_ukernel_4x8__asm_aarch32_neon_cortex_a75_prfm,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
BENCHMARK_BGEMM(f32_gemm_4x4__asm_aarch32_vfp_ld64)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch32_neon_ld64)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a7)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a53)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a53_prfm)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a55)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a75)
BENCHMARK_BGEMM(f32_gemm_4x8__asm_aarch32_neon_cortex_a75_prfm)
#endif // XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY
#if XNN_ARCH_ARM64
static void f32_gemm_4x8__aarch64_neonfma_lane_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_lane_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__aarch64_neonfma_lane_ld128(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__aarch64_neonfma_lane_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__aarch64_neonfma_lane_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_5x8__aarch64_neonfma_lane_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__aarch64_neonfma_lane_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_lane_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__aarch64_neonfma_lane_ld128(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__aarch64_neonfma_lane_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_unipass__aarch64_neonfma(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_twopass__aarch64_neonfma(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_unipass__aarch64_neonfma(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_twopass__aarch64_neonfma(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_unipass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_4x8__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_twopass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_4x8__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_unipass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_8x8__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_8x8_twopass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_8x8__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x16_unipass__aarch64_neonfma(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x16__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x16__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x16_twopass__aarch64_neonfma(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x16__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x16__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x16_unipass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x16__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_4x16__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x16_twopass__aarch64_neonfma_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x16__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_4x16__aarch64_neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1);
}
BENCHMARK_BGEMM(f32_gemm_4x8__aarch64_neonfma_lane_ld64)
BENCHMARK_BGEMM(f32_gemm_4x8__aarch64_neonfma_lane_ld128)
BENCHMARK_BGEMM(f32_gemm_5x8__aarch64_neonfma_lane_ld64)
BENCHMARK_BGEMM(f32_gemm_6x8__aarch64_neonfma_lane_ld64)
BENCHMARK_BGEMM(f32_gemm_6x8__aarch64_neonfma_lane_ld128)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__aarch64_neonfma)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__aarch64_neonfma_prfm)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__aarch64_neonfma)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__aarch64_neonfma_prfm)
BENCHMARK_BGEMM(f32_ppmm_8x8_twopass__aarch64_neonfma)
BENCHMARK_BGEMM(f32_ppmm_8x8_twopass__aarch64_neonfma_prfm)
BENCHMARK_BGEMM(f32_ppmm_8x8_unipass__aarch64_neonfma)
BENCHMARK_BGEMM(f32_ppmm_8x8_unipass__aarch64_neonfma_prfm)
BENCHMARK_BGEMM(f32_ppmm_4x16_twopass__aarch64_neonfma)
BENCHMARK_BGEMM(f32_ppmm_4x16_twopass__aarch64_neonfma_prfm)
BENCHMARK_BGEMM(f32_ppmm_4x16_unipass__aarch64_neonfma)
BENCHMARK_BGEMM(f32_ppmm_4x16_unipass__aarch64_neonfma_prfm)
#endif // XNN_ARCH_ARM64
#if XNN_ARCH_ARM
static void f32_ppmm_4x8_unipass__neon(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_4x8__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_ppmm_4x8_twopass__neon(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_ppmm_8x8_unipass__neon(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_ppmm_8x8_twopass__neon(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_8x8__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_ppmm_4x8_unipass__neon_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x8__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_ppmm_4x8_twopass__neon_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_4x8__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_ppmm_8x8_unipass__neon_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_8x8__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_ppmm_8x8_twopass__neon_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_8x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_8x8__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/8, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_ppmm_4x16_unipass__neon(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x16__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x16__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x16_twopass__neon(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x16__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8,
xnn_f32_ppmm_minmax_ukernel_4x16__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x16_unipass__neon_prfm(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x16__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_4x16__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x16_twopass__neon_prfm(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x16__neon_ld4lane_x8_prfm,
xnn_x32_packx_ukernel_4x__neon_st4_x8_prfm,
xnn_f32_ppmm_minmax_ukernel_4x16__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/16, /*kr=*/1, /*sr=*/1);
}
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__neon)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__neon_prfm)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__neon)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__neon_prfm)
BENCHMARK_BGEMM(f32_ppmm_8x8_twopass__neon)
BENCHMARK_BGEMM(f32_ppmm_8x8_twopass__neon_prfm)
BENCHMARK_BGEMM(f32_ppmm_8x8_unipass__neon)
BENCHMARK_BGEMM(f32_ppmm_8x8_unipass__neon_prfm)
BENCHMARK_BGEMM(f32_ppmm_4x16_twopass__neon)
BENCHMARK_BGEMM(f32_ppmm_4x16_twopass__neon_prfm)
BENCHMARK_BGEMM(f32_ppmm_4x16_unipass__neon)
BENCHMARK_BGEMM(f32_ppmm_4x16_unipass__neon_prfm)
#endif // XNN_ARCH_ARM
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
static void f32_gemm_4x8__neon_lane_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__neon_lane_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_4x8__neon_lane_ld128(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__neon_lane_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_5x8__neon_lane_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_5x8__neon_lane_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_6x8__neon_lane_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__neon_lane_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_6x8__neon_lane_ld128(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__neon_lane_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEON);
}
static void f32_gemm_4x8__neonfma_dup_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__neonfma_dup_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEONFMA);
}
static void f32_gemm_4x8__neonfma_dup_ld128(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8__neonfma_dup_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEONFMA);
}
static void f32_gemm_6x8__neonfma_dup_ld64(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__neonfma_dup_ld64,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEONFMA);
}
static void f32_gemm_6x8__neonfma_dup_ld128(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8__neonfma_dup_ld128,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1,
benchmark::utils::CheckNEONFMA);
}
static void f32_gemm_4x8s4__neon(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8s4__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4,
benchmark::utils::CheckNEONFMA);
}
static void f32_gemm_6x8s4__neon(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8s4__neon,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4,
benchmark::utils::CheckNEONFMA);
}
static void f32_gemm_4x8s4__neonfma(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_4x8s4__neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4,
benchmark::utils::CheckNEONFMA);
}
static void f32_gemm_6x8s4__neonfma(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__neon_ld4lane_x8,
xnn_f32_gemm_minmax_ukernel_6x8s4__neonfma,
xnn_init_f32_minmax_scalar_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4,
benchmark::utils::CheckNEONFMA);
}
BENCHMARK_BGEMM(f32_gemm_4x8__neon_lane_ld64)
BENCHMARK_BGEMM(f32_gemm_4x8__neon_lane_ld128)
BENCHMARK_BGEMM(f32_gemm_5x8__neon_lane_ld64)
BENCHMARK_BGEMM(f32_gemm_6x8__neon_lane_ld64)
BENCHMARK_BGEMM(f32_gemm_6x8__neon_lane_ld128)
BENCHMARK_BGEMM(f32_gemm_4x8__neonfma_dup_ld64)
BENCHMARK_BGEMM(f32_gemm_4x8__neonfma_dup_ld128)
BENCHMARK_BGEMM(f32_gemm_6x8__neonfma_dup_ld64)
BENCHMARK_BGEMM(f32_gemm_6x8__neonfma_dup_ld128)
BENCHMARK_BGEMM(f32_gemm_4x8s4__neon)
BENCHMARK_BGEMM(f32_gemm_6x8s4__neon)
BENCHMARK_BGEMM(f32_gemm_4x8s4__neonfma)
BENCHMARK_BGEMM(f32_gemm_6x8s4__neonfma)
#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
#if XNN_ARCH_WASMRELAXEDSIMD
static void f32_gemm_3x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__wasmrelaxedsimd_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_3x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_fma_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_fma_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_fma_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__wasmrelaxedsimd_fma_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_fma_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_3x8__wasmrelaxedsimd_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__wasmrelaxedsimd_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__wasmrelaxedsimd_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__wasmrelaxedsimd_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_3x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8__wasmrelaxedsimd_fma_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8__wasmrelaxedsimd_fma_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8__wasmrelaxedsimd_fma_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__wasmrelaxedsimd_fma_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8__wasmrelaxedsimd_fma_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_3x8s4__wasmrelaxedsimd(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8s4__wasmrelaxedsimd,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_4x8s4__wasmrelaxedsimd(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8s4__wasmrelaxedsimd,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_5x8s4__wasmrelaxedsimd(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8s4__wasmrelaxedsimd,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_6x8s4__wasmrelaxedsimd(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8s4__wasmrelaxedsimd,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_3x8s4__wasmrelaxedsimd_fma(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8s4__wasmrelaxedsimd_fma,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_4x8s4__wasmrelaxedsimd_fma(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8s4__wasmrelaxedsimd_fma,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_5x8s4__wasmrelaxedsimd_fma(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8s4__wasmrelaxedsimd_fma,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_6x8s4__wasmrelaxedsimd_fma(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8s4__wasmrelaxedsimd_fma,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
BENCHMARK_BGEMM(f32_gemm_3x8__wasmrelaxedsimd_loadsplat)
BENCHMARK_BGEMM(f32_gemm_4x8__wasmrelaxedsimd_loadsplat)
BENCHMARK_BGEMM(f32_gemm_5x8__wasmrelaxedsimd_loadsplat)
BENCHMARK_BGEMM(f32_gemm_6x8__wasmrelaxedsimd_loadsplat)
BENCHMARK_BGEMM(f32_gemm_3x8__wasmrelaxedsimd_fma_loadsplat)
BENCHMARK_BGEMM(f32_gemm_4x8__wasmrelaxedsimd_fma_loadsplat)
BENCHMARK_BGEMM(f32_gemm_5x8__wasmrelaxedsimd_fma_loadsplat)
BENCHMARK_BGEMM(f32_gemm_6x8__wasmrelaxedsimd_fma_loadsplat)
BENCHMARK_BGEMM(f32_gemm_3x8__wasmrelaxedsimd_splat)
BENCHMARK_BGEMM(f32_gemm_4x8__wasmrelaxedsimd_splat)
BENCHMARK_BGEMM(f32_gemm_5x8__wasmrelaxedsimd_splat)
BENCHMARK_BGEMM(f32_gemm_6x8__wasmrelaxedsimd_splat)
BENCHMARK_BGEMM(f32_gemm_3x8__wasmrelaxedsimd_fma_splat)
BENCHMARK_BGEMM(f32_gemm_4x8__wasmrelaxedsimd_fma_splat)
BENCHMARK_BGEMM(f32_gemm_5x8__wasmrelaxedsimd_fma_splat)
BENCHMARK_BGEMM(f32_gemm_6x8__wasmrelaxedsimd_fma_splat)
BENCHMARK_BGEMM(f32_gemm_3x8s4__wasmrelaxedsimd)
BENCHMARK_BGEMM(f32_gemm_4x8s4__wasmrelaxedsimd)
BENCHMARK_BGEMM(f32_gemm_5x8s4__wasmrelaxedsimd)
BENCHMARK_BGEMM(f32_gemm_6x8s4__wasmrelaxedsimd)
BENCHMARK_BGEMM(f32_gemm_3x8s4__wasmrelaxedsimd_fma)
BENCHMARK_BGEMM(f32_gemm_4x8s4__wasmrelaxedsimd_fma)
BENCHMARK_BGEMM(f32_gemm_5x8s4__wasmrelaxedsimd_fma)
BENCHMARK_BGEMM(f32_gemm_6x8s4__wasmrelaxedsimd_fma)
#endif // XNN_ARCH_WASMRELAXEDSIMD
#if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
static void f32_gemm_3x8__wasmsimd_arm_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_arm_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__wasmsimd_arm_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_arm_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__wasmsimd_arm_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_arm_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__wasmsimd_arm_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_arm_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_3x8__wasmsimd_x86_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_x86_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__wasmsimd_x86_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_x86_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__wasmsimd_x86_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_x86_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__wasmsimd_x86_loadsplat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_x86_loadsplat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_3x8__wasmsimd_arm_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_arm_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__wasmsimd_arm_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_arm_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__wasmsimd_arm_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_arm_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__wasmsimd_arm_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_arm_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_3x8__wasmsimd_x86_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8__wasmsimd_x86_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x8__wasmsimd_x86_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8__wasmsimd_x86_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_5x8__wasmsimd_x86_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8__wasmsimd_x86_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_6x8__wasmsimd_x86_splat(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8__wasmsimd_x86_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_3x8s4__wasmsimd_arm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8s4__wasmsimd_arm,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_4x8s4__wasmsimd_arm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8s4__wasmsimd_arm,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_5x8s4__wasmsimd_arm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8s4__wasmsimd_arm,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_6x8s4__wasmsimd_arm(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8s4__wasmsimd_arm,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_3x8s4__wasmsimd_x86(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_3x8s4__wasmsimd_x86,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/3, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_4x8s4__wasmsimd_x86(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_4x8s4__wasmsimd_x86,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_5x8s4__wasmsimd_x86(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_5x8s4__wasmsimd_x86,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/5, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_gemm_6x8s4__wasmsimd_x86(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x8s4__wasmsimd_x4,
xnn_f32_gemm_minmax_ukernel_6x8s4__wasmsimd_x86,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/6, /*nr=*/8, /*kr=*/1, /*sr=*/4);
}
static void f32_ppmm_4x8_unipass__wasmsimd_arm_splat(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_x32_packx_ukernel_4x__wasmsimd,
xnn_f32_ppmm_minmax_ukernel_4x8__wasmsimd_arm_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_unipass__wasmsimd_x86_splat(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_x32_packx_ukernel_4x__wasmsimd,
xnn_f32_ppmm_minmax_ukernel_4x8__wasmsimd_x86_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_twopass__wasmsimd_arm_splat(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_x32_packx_ukernel_4x__wasmsimd,
xnn_f32_ppmm_minmax_ukernel_4x8__wasmsimd_arm_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_twopass__wasmsimd_x86_splat(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__wasmsimd_x4,
xnn_x32_packx_ukernel_4x__wasmsimd,
xnn_f32_ppmm_minmax_ukernel_4x8__wasmsimd_x86_splat,
xnn_init_f32_minmax_wasmsimd_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
BENCHMARK_BGEMM(f32_gemm_3x8__wasmsimd_arm_loadsplat)
BENCHMARK_BGEMM(f32_gemm_4x8__wasmsimd_arm_loadsplat)
BENCHMARK_BGEMM(f32_gemm_5x8__wasmsimd_arm_loadsplat)
BENCHMARK_BGEMM(f32_gemm_6x8__wasmsimd_arm_loadsplat)
BENCHMARK_BGEMM(f32_gemm_3x8__wasmsimd_x86_loadsplat)
BENCHMARK_BGEMM(f32_gemm_4x8__wasmsimd_x86_loadsplat)
BENCHMARK_BGEMM(f32_gemm_5x8__wasmsimd_x86_loadsplat)
BENCHMARK_BGEMM(f32_gemm_6x8__wasmsimd_x86_loadsplat)
BENCHMARK_BGEMM(f32_gemm_3x8__wasmsimd_arm_splat)
BENCHMARK_BGEMM(f32_gemm_4x8__wasmsimd_arm_splat)
BENCHMARK_BGEMM(f32_gemm_5x8__wasmsimd_arm_splat)
BENCHMARK_BGEMM(f32_gemm_6x8__wasmsimd_arm_splat)
BENCHMARK_BGEMM(f32_gemm_3x8__wasmsimd_x86_splat)
BENCHMARK_BGEMM(f32_gemm_4x8__wasmsimd_x86_splat)
BENCHMARK_BGEMM(f32_gemm_5x8__wasmsimd_x86_splat)
BENCHMARK_BGEMM(f32_gemm_6x8__wasmsimd_x86_splat)
BENCHMARK_BGEMM(f32_gemm_3x8s4__wasmsimd_arm)
BENCHMARK_BGEMM(f32_gemm_4x8s4__wasmsimd_arm)
BENCHMARK_BGEMM(f32_gemm_5x8s4__wasmsimd_arm)
BENCHMARK_BGEMM(f32_gemm_6x8s4__wasmsimd_arm)
BENCHMARK_BGEMM(f32_gemm_3x8s4__wasmsimd_x86)
BENCHMARK_BGEMM(f32_gemm_4x8s4__wasmsimd_x86)
BENCHMARK_BGEMM(f32_gemm_5x8s4__wasmsimd_x86)
BENCHMARK_BGEMM(f32_gemm_6x8s4__wasmsimd_x86)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__wasmsimd_arm_splat)
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__wasmsimd_x86_splat)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__wasmsimd_arm_splat)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__wasmsimd_x86_splat)
#endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
#if XNN_ARCH_X86 || XNN_ARCH_X86_64
static void f32_ppmm_4x8_unipass__sse(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__sse2_x8_prfm,
xnn_x32_packx_ukernel_4x__sse,
xnn_f32_ppmm_minmax_ukernel_4x8__sse,
xnn_init_f32_minmax_sse_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x8_twopass__sse(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x8__sse2_x8_prfm,
xnn_x32_packx_ukernel_4x__sse,
xnn_f32_ppmm_minmax_ukernel_4x8__sse,
xnn_init_f32_minmax_sse_params,
/*mr=*/4, /*nr=*/8, /*kr=*/1, /*sr=*/1);
}
BENCHMARK_BGEMM(f32_ppmm_4x8_unipass__sse)
BENCHMARK_BGEMM(f32_ppmm_4x8_twopass__sse)
#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
static void f32_gemm_4x2__scalar(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x2__scalar_float_x4,
xnn_f32_gemm_minmax_ukernel_4x2__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_2x4__scalar(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x4__scalar_float_x4,
xnn_f32_gemm_minmax_ukernel_2x4__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/2, /*nr=*/4, /*kr=*/1, /*sr=*/1);
}
static void f32_gemm_4x4__scalar(benchmark::State& state, const char* net) {
f32_gemm(state,
xnn_x32_packw_gemm_goi_ukernel_x4__scalar_float_x4,
xnn_f32_gemm_minmax_ukernel_4x4__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_2x4_unipass__scalar(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x4__scalar_float_x4,
xnn_x32_packx_ukernel_2x__scalar,
xnn_f32_ppmm_minmax_ukernel_2x4__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/2, /*nr=*/4, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x2_unipass__scalar(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x2__scalar_float_x4,
xnn_x32_packx_ukernel_4x__scalar,
xnn_f32_ppmm_minmax_ukernel_4x2__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x4_unipass__scalar(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x4__scalar_float_x4,
xnn_x32_packx_ukernel_4x__scalar,
xnn_f32_ppmm_minmax_ukernel_4x4__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1);
}
// Enable when packw x3 is added
static void f32_ppmm_3x3_unipass__scalar(benchmark::State& state, const char* net) {
f32_ppmm1p(state,
xnn_x32_packw_gemm_goi_ukernel_x3__scalar_float_x4,
xnn_x32_packx_ukernel_3x__scalar,
xnn_f32_ppmm_minmax_ukernel_3x3__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/3, /*nr=*/3, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_2x4_twopass__scalar(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x4__scalar_float_x4,
xnn_x32_packx_ukernel_2x__scalar,
xnn_f32_ppmm_minmax_ukernel_2x4__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/2, /*nr=*/4, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x2_twopass__scalar(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x2__scalar_float_x4,
xnn_x32_packx_ukernel_4x__scalar,
xnn_f32_ppmm_minmax_ukernel_4x2__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/2, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_4x4_twopass__scalar(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x4__scalar_float_x4,
xnn_x32_packx_ukernel_4x__scalar,
xnn_f32_ppmm_minmax_ukernel_4x4__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/4, /*nr=*/4, /*kr=*/1, /*sr=*/1);
}
static void f32_ppmm_3x3_twopass__scalar(benchmark::State& state, const char* net) {
f32_ppmm2p(state,
xnn_x32_packw_gemm_goi_ukernel_x3__scalar_float_x4,
xnn_x32_packx_ukernel_3x__scalar,
xnn_f32_ppmm_minmax_ukernel_3x3__scalar,
xnn_init_f32_minmax_scalar_params,
/*mr=*/3, /*nr=*/3, /*kr=*/1, /*sr=*/1);
}
BENCHMARK_BGEMM(f32_gemm_4x2__scalar)
BENCHMARK_BGEMM(f32_gemm_2x4__scalar)
BENCHMARK_BGEMM(f32_gemm_4x4__scalar)
BENCHMARK_BGEMM(f32_ppmm_2x4_unipass__scalar)
BENCHMARK_BGEMM(f32_ppmm_4x2_unipass__scalar)
BENCHMARK_BGEMM(f32_ppmm_4x4_unipass__scalar)
BENCHMARK_BGEMM(f32_ppmm_3x3_unipass__scalar)
BENCHMARK_BGEMM(f32_ppmm_2x4_twopass__scalar)
BENCHMARK_BGEMM(f32_ppmm_4x2_twopass__scalar)
BENCHMARK_BGEMM(f32_ppmm_4x4_twopass__scalar)
BENCHMARK_BGEMM(f32_ppmm_3x3_twopass__scalar)
#ifdef BENCHMARK_RUY
BENCHMARK_BGEMM(ruy_st)
#endif // BENCHMARK_RUY
#ifndef XNNPACK_BENCHMARK_NO_MAIN
BENCHMARK_MAIN();
#endif