blob: 8547ae67d04ceb6ffdf735f78e05fdb9cc7fc44f [file] [log] [blame]
// Copyright 2021 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 <cmath>
#include <functional>
#include <random>
#include <vector>
#include <benchmark/benchmark.h>
#include "bench/dwconv.h"
#include "bench/utils.h"
#include <xnnpack/AlignedAllocator.h>
#include <xnnpack/common.h>
#include <xnnpack/dwconv.h>
#include <xnnpack/indirection.h>
#include <xnnpack/operator.h>
#include <xnnpack/pack.h>
#include <xnnpack/params-init.h>
#include <xnnpack/params.h>
static void DWConvBenchmark(benchmark::State& state,
xnn_qs8_dwconv_minmax_unipass_ukernel_function dwconv,
xnn_init_qs8_conv_minmax_params_fn init_params,
uint32_t channel_tile, uint32_t primary_tile,
benchmark::utils::IsaCheckFunction isa_check = nullptr)
{
if (isa_check && !isa_check(state)) {
return;
}
const size_t input_height = state.range(0);
const size_t input_width = state.range(1);
const size_t kernel_height = state.range(2);
const size_t kernel_width = state.range(3);
const size_t padding_height = state.range(4);
const size_t padding_width = state.range(5);
const size_t subsampling = state.range(6);
const size_t dilation = state.range(7);
const size_t channels = state.range(8);
const size_t kernel_size = kernel_height * kernel_width;
if (kernel_size != primary_tile) {
state.SkipWithError("kernel size mismatch");
return;
}
std::random_device random_device;
auto rng = std::mt19937(random_device());
auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng));
auto i8rng = std::bind(
std::uniform_int_distribution<int32_t>(-std::numeric_limits<int8_t>::max(), std::numeric_limits<int8_t>::max()), std::ref(rng));
const size_t effective_kernel_height = (kernel_height - 1) * dilation + 1;
const size_t effective_kernel_width = (kernel_width - 1) * dilation + 1;
const size_t padding_left = padding_width / 2;
const size_t padding_top = padding_height / 2;
const size_t output_height = (input_height + padding_height - effective_kernel_height) / subsampling + 1;
const size_t output_width = (input_width + padding_width - effective_kernel_width) / subsampling + 1;
const size_t output_size = output_height * output_width;
const size_t step_width = dilation == 1 ? subsampling : kernel_width;
const size_t step_height = kernel_size + (output_width - 1) * step_width * kernel_height;
const size_t c_stride = benchmark::utils::RoundUp<size_t>(channels, channel_tile);
std::vector<int8_t> a(channels * input_height * input_width + XNN_EXTRA_BYTES / sizeof(int8_t));
std::generate(a.begin(), a.end(), std::ref(i8rng));
std::vector<int8_t> k(channels * kernel_height * kernel_width);
std::generate(k.begin(), k.end(), std::ref(i8rng));
std::vector<int32_t> b(channels);
std::generate(b.begin(), b.end(), std::ref(i32rng));
std::vector<int8_t> z(channels + XNN_EXTRA_BYTES / sizeof(int8_t));
const size_t k_elements = kernel_size * c_stride;
const size_t b_elements = c_stride;
const size_t w_size = k_elements * sizeof(int8_t) + b_elements * sizeof(int32_t);
const size_t i_elements = output_height * step_height;
const size_t c_elements = output_size * channels;
const size_t num_buffers = 1 +
benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(),
(c_elements * sizeof(int8_t) + w_size) + sizeof(void*) * i_elements);
std::vector<char, AlignedAllocator<char, 64>> w(w_size * num_buffers);
std::fill(w.begin(), w.end(), 0.0f);
struct xnn_qs8_packing_params packing_params;
packing_params.input_zero_point = 0;
xnn_pack_qs8_dwconv_ghw_w(kernel_height, kernel_width, channels, channel_tile,
k.data(), b.data(), w.data(), 0 /* extra bytes */, &packing_params);
for (size_t n = 1; n < num_buffers; n++) {
std::copy(w.cbegin(), w.cbegin() + w_size, w.begin() + n * w_size);
}
std::vector<const int8_t*> i(i_elements * num_buffers);
xnn_operator convolution_op = { };
convolution_op.indirection_buffer = reinterpret_cast<const void**>(i.data());
convolution_op.input = a.data();
convolution_op.input_pixel_stride = channels;
convolution_op.zero_buffer = z.data();
convolution_op.input_height = input_height;
convolution_op.input_width = input_width;
convolution_op.output_height = output_height;
convolution_op.output_width = output_width;
convolution_op.kernel_height = kernel_height;
convolution_op.kernel_width = kernel_width;
convolution_op.stride_height = subsampling;
convolution_op.stride_width = subsampling;
convolution_op.dilation_height = dilation;
convolution_op.dilation_width = dilation;
convolution_op.padding_top = padding_top;
convolution_op.padding_left = padding_left;
xnn_indirection_init_dwconv2d(&convolution_op, step_height, step_width, 0 /* log2(sizeof(int8_t)) */);
for (size_t n = 1; n < num_buffers; n++) {
std::copy(i.cbegin(), i.cbegin() + i_elements, i.begin() + n * i_elements);
}
std::vector<int8_t> c(c_elements * num_buffers);
std::fill(c.begin(), c.end(), std::nanf(""));
xnn_qs8_conv_minmax_params params;
init_params(&params,
0.5f /* scale */, 0 /* output zero point */, std::numeric_limits<int8_t>::min(), std::numeric_limits<int8_t>::max());
size_t buffer_index = 0;
for (auto _ : state) {
state.PauseTiming();
benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t));
buffer_index = (buffer_index + 1) % num_buffers;
state.ResumeTiming();
for (size_t y = 0; y < output_height; y++) {
dwconv(channels, output_width,
i.data() + buffer_index * i_elements + step_height * y,
w.data() + buffer_index * w_size,
c.data() + buffer_index * c_elements + y * output_width * channels,
kernel_height * step_width * sizeof(void*), 0,
0, z.data(), &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 * output_size * channels * kernel_size,
benchmark::Counter::kIsRate);
state.counters["bytes"] = benchmark::Counter(
uint64_t(state.iterations()) * channels * ((output_size + input_height * input_width + kernel_size) * sizeof(int8_t) + sizeof(int32_t)),
benchmark::Counter::kIsRate);
}
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
static void qs8_dwconv_up8x9__neon_mul8_ld64(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mul8_ld64,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x9__neon_mul8_ld64(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul8_ld64,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x9__neon_mul8_ld128(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul8_ld128,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up8x9__neon_mla8_ld64(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mla8_ld64,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x9__neon_mla8_ld64(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mla8_ld64,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x9__neon_mla8_ld128(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mla8_ld128,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up8x9__neon_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mul16,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x9__neon_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul16,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up24x9__neon_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up24x9__neon_mul16,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
24 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up32x9__neon_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up32x9__neon_mul16,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up8x25__neon_mul8_ld64(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x25__neon_mul8_ld64,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
8 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x25__neon_mul8_ld64(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mul8_ld64,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x25__neon_mul8_ld128(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mul8_ld128,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up8x25__neon_mla8_ld64(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x25__neon_mla8_ld64,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
8 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x25__neon_mla8_ld64(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mla8_ld64,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x25__neon_mla8_ld128(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mla8_ld128,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up8x25__neon_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x25__neon_mul16,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
8 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up16x25__neon_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mul16,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up24x25__neon_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up24x25__neon_mul16,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
24 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
static void qs8_dwconv_up32x25__neon_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_rndnu_ukernel_up32x25__neon_mul16,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
32 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
}
BENCHMARK_DWCONV(qs8_dwconv_up8x9__neon_mul8_ld64);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mul8_ld64);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mul8_ld128);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__neon_mla8_ld64);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mla8_ld64);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mla8_ld128);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__neon_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up24x9__neon_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up32x9__neon_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up8x25__neon_mul8_ld64);
BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mul8_ld64);
BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mul8_ld128);
BENCHMARK_DWCONV(qs8_dwconv_up8x25__neon_mla8_ld64);
BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mla8_ld64);
BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mla8_ld128);
BENCHMARK_DWCONV(qs8_dwconv_up8x25__neon_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up24x25__neon_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up32x25__neon_mul16);
#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
#if XNN_ARCH_X86 || XNN_ARCH_X86_64
static void qs8_dwconv_up16x9__avx512skx_mul32(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx512skx_mul32,
xnn_init_qs8_conv_minmax_fp32_avx512_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX512SKX);
}
static void qs8_dwconv_up32x9__avx512skx_mul32(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx512skx_mul32,
xnn_init_qs8_conv_minmax_fp32_avx512_params,
32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX512SKX);
}
static void qs8_dwconv_up16x9__avx2_mul16_vpmovsx(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx2_mul16_vpmovsx,
xnn_init_qs8_conv_minmax_fp32_avx2_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
}
static void qs8_dwconv_up32x9__avx2_mul16_vpmovsx(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx2_mul16_vpmovsx,
xnn_init_qs8_conv_minmax_fp32_avx2_params,
32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
}
static void qs8_dwconv_up16x9__avx2_mul16_vpunpck(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx2_mul16_vpunpck,
xnn_init_qs8_conv_minmax_fp32_avx2_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
}
static void qs8_dwconv_up32x9__avx2_mul16_vpunpck(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx2_mul16_vpunpck,
xnn_init_qs8_conv_minmax_fp32_avx2_params,
32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
}
static void qs8_dwconv_up16x9__avx2_mul16_add16_vpunpck(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx2_mul16_add16_vpunpck,
xnn_init_qs8_conv_minmax_fp32_avx2_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
}
static void qs8_dwconv_up32x9__avx2_mul16_add16_vpunpck(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx2_mul16_add16_vpunpck,
xnn_init_qs8_conv_minmax_fp32_avx2_params,
32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
}
static void qs8_dwconv_up8x9__avx2_mul32(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__avx2_mul32,
xnn_init_qs8_conv_minmax_fp32_avx2_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
}
static void qs8_dwconv_up16x9__avx2_mul32(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx2_mul32,
xnn_init_qs8_conv_minmax_fp32_avx2_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
}
static void qs8_dwconv_up32x9__avx2_mul32(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx2_mul32,
xnn_init_qs8_conv_minmax_fp32_avx2_params,
32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
}
static void qs8_dwconv_up8x9__xop_mul16_add16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__xop_mul16_add16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckXOP);
}
static void qs8_dwconv_up16x9__xop_mul16_add16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__xop_mul16_add16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckXOP);
}
static void qs8_dwconv_up8x9__avx_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__avx_mul16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX);
}
static void qs8_dwconv_up16x9__avx_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx_mul16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX);
}
static void qs8_dwconv_up8x9__avx_mul16_add16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__avx_mul16_add16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX);
}
static void qs8_dwconv_up16x9__avx_mul16_add16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx_mul16_add16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX);
}
static void qs8_dwconv_up8x9__avx_mul32(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__avx_mul32,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX);
}
static void qs8_dwconv_up16x9__avx_mul32(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx_mul32,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX);
}
static void qs8_dwconv_up8x9__sse41_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse41_mul16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41);
}
static void qs8_dwconv_up16x9__sse41_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse41_mul16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41);
}
static void qs8_dwconv_up8x9__sse41_mul16_add16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse41_mul16_add16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41);
}
static void qs8_dwconv_up16x9__sse41_mul16_add16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse41_mul16_add16,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41);
}
static void qs8_dwconv_up8x9__sse41_mul32(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse41_mul32,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41);
}
static void qs8_dwconv_up16x9__sse41_mul32(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse41_mul32,
xnn_init_qs8_conv_minmax_fp32_sse4_params,
16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckSSE41);
}
static void qs8_dwconv_up8x9__sse2_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse2_mul16,
xnn_init_qs8_conv_minmax_fp32_sse2_params,
8 /* channel tile */, 9 /* primary tile */);
}
static void qs8_dwconv_up16x9__sse2_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse2_mul16,
xnn_init_qs8_conv_minmax_fp32_sse2_params,
16 /* channel tile */, 9 /* primary tile */);
}
static void qs8_dwconv_up8x9__sse2_mul16_add16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__sse2_mul16_add16,
xnn_init_qs8_conv_minmax_fp32_sse2_params,
8 /* channel tile */, 9 /* primary tile */);
}
static void qs8_dwconv_up16x9__sse2_mul16_add16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__sse2_mul16_add16,
xnn_init_qs8_conv_minmax_fp32_sse2_params,
16 /* channel tile */, 9 /* primary tile */);
}
BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx512skx_mul32);
BENCHMARK_DWCONV(qs8_dwconv_up32x9__avx512skx_mul32);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx2_mul16_vpmovsx);
BENCHMARK_DWCONV(qs8_dwconv_up32x9__avx2_mul16_vpmovsx);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx2_mul16_vpunpck);
BENCHMARK_DWCONV(qs8_dwconv_up32x9__avx2_mul16_vpunpck);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx2_mul16_add16_vpunpck);
BENCHMARK_DWCONV(qs8_dwconv_up32x9__avx2_mul16_add16_vpunpck);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__avx2_mul32);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx2_mul32);
BENCHMARK_DWCONV(qs8_dwconv_up32x9__avx2_mul32);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__xop_mul16_add16);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__xop_mul16_add16);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__avx_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__avx_mul16_add16);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx_mul16_add16);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__avx_mul32);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__avx_mul32);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse41_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse41_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse41_mul16_add16);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse41_mul16_add16);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse41_mul32);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse41_mul32);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse2_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse2_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up8x9__sse2_mul16_add16);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__sse2_mul16_add16);
#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
#if XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
static void qs8_dwconv_up8x9__wasmsimd_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up8x9__wasmsimd_mul16,
xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
8 /* channel tile */, 9 /* primary tile */);
}
static void qs8_dwconv_up16x9__wasmsimd_mul16(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__wasmsimd_mul16,
xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
16 /* channel tile */, 9 /* primary tile */);
}
BENCHMARK_DWCONV(qs8_dwconv_up8x9__wasmsimd_mul16);
BENCHMARK_DWCONV(qs8_dwconv_up16x9__wasmsimd_mul16);
#endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
static void qs8_dwconv_up1x9__scalar_lrint(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up1x9__scalar_lrint,
xnn_init_qs8_conv_minmax_fp32_scalar_lrint_params,
1 /* channel tile */, 9 /* primary tile */);
}
static void qs8_dwconv_up2x9__scalar_lrint(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up2x9__scalar_lrint,
xnn_init_qs8_conv_minmax_fp32_scalar_lrint_params,
2 /* channel tile */, 9 /* primary tile */);
}
static void qs8_dwconv_up4x9__scalar_lrint(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up4x9__scalar_lrint,
xnn_init_qs8_conv_minmax_fp32_scalar_lrint_params,
4 /* channel tile */, 9 /* primary tile */);
}
static void qs8_dwconv_up1x9__scalar_magic(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up1x9__scalar_magic,
xnn_init_qs8_conv_minmax_fp32_scalar_magic_params,
1 /* channel tile */, 9 /* primary tile */);
}
static void qs8_dwconv_up2x9__scalar_magic(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up2x9__scalar_magic,
xnn_init_qs8_conv_minmax_fp32_scalar_magic_params,
2 /* channel tile */, 9 /* primary tile */);
}
static void qs8_dwconv_up4x9__scalar_magic(benchmark::State& state, const char* net) {
DWConvBenchmark(state,
xnn_qs8_dwconv_minmax_fp32_ukernel_up4x9__scalar_magic,
xnn_init_qs8_conv_minmax_fp32_scalar_magic_params,
4 /* channel tile */, 9 /* primary tile */);
}
BENCHMARK_DWCONV(qs8_dwconv_up1x9__scalar_lrint);
BENCHMARK_DWCONV(qs8_dwconv_up2x9__scalar_lrint);
BENCHMARK_DWCONV(qs8_dwconv_up4x9__scalar_lrint);
BENCHMARK_DWCONV(qs8_dwconv_up1x9__scalar_magic);
BENCHMARK_DWCONV(qs8_dwconv_up2x9__scalar_magic);
BENCHMARK_DWCONV(qs8_dwconv_up4x9__scalar_magic);
#ifndef XNNPACK_BENCHMARK_NO_MAIN
BENCHMARK_MAIN();
#endif