637 lines
29 KiB
C++
637 lines
29 KiB
C++
// Copyright 2021 Google LLC
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//
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// This source code is licensed under the BSD-style license found in the
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// LICENSE file in the root directory of this source tree.
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#include <algorithm>
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#include <cfloat>
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#include <cmath>
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#include <functional>
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#include <random>
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#include <vector>
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#include <benchmark/benchmark.h>
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#include "bench/dwconv.h"
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#include "bench/utils.h"
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#include <xnnpack/AlignedAllocator.h>
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#include <xnnpack/common.h>
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#include <xnnpack/dwconv.h>
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#include <xnnpack/indirection.h>
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#include <xnnpack/operator.h>
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#include <xnnpack/pack.h>
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#include <xnnpack/params-init.h>
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#include <xnnpack/params.h>
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static void DWConvBenchmark(benchmark::State& state,
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xnn_qs8_dwconv_minmax_unipass_ukernel_function dwconv,
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xnn_init_qs8_conv_minmax_params_fn init_params,
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uint32_t channel_tile, uint32_t primary_tile,
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benchmark::utils::IsaCheckFunction isa_check = nullptr)
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{
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if (isa_check && !isa_check(state)) {
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return;
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}
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const size_t input_height = state.range(0);
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const size_t input_width = state.range(1);
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const size_t kernel_height = state.range(2);
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const size_t kernel_width = state.range(3);
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const size_t padding_height = state.range(4);
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const size_t padding_width = state.range(5);
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const size_t subsampling = state.range(6);
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const size_t dilation = state.range(7);
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const size_t channels = state.range(8);
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const size_t kernel_size = kernel_height * kernel_width;
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if (kernel_size != primary_tile) {
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state.SkipWithError("kernel size mismatch");
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return;
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}
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std::random_device random_device;
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auto rng = std::mt19937(random_device());
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auto i32rng = std::bind(std::uniform_int_distribution<int32_t>(-10000, 10000), std::ref(rng));
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auto i8rng = std::bind(
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std::uniform_int_distribution<int32_t>(-std::numeric_limits<int8_t>::max(), std::numeric_limits<int8_t>::max()), std::ref(rng));
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const size_t effective_kernel_height = (kernel_height - 1) * dilation + 1;
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const size_t effective_kernel_width = (kernel_width - 1) * dilation + 1;
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const size_t padding_left = padding_width / 2;
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const size_t padding_top = padding_height / 2;
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const size_t output_height = (input_height + padding_height - effective_kernel_height) / subsampling + 1;
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const size_t output_width = (input_width + padding_width - effective_kernel_width) / subsampling + 1;
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const size_t output_size = output_height * output_width;
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const size_t step_width = dilation == 1 ? subsampling : kernel_width;
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const size_t step_height = kernel_size + (output_width - 1) * step_width * kernel_height;
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const size_t c_stride = benchmark::utils::RoundUp<size_t>(channels, channel_tile);
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std::vector<int8_t> a(channels * input_height * input_width + XNN_EXTRA_BYTES / sizeof(int8_t));
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std::generate(a.begin(), a.end(), std::ref(i8rng));
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std::vector<int8_t> k(channels * kernel_height * kernel_width);
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std::generate(k.begin(), k.end(), std::ref(i8rng));
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std::vector<int32_t> b(channels);
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std::generate(b.begin(), b.end(), std::ref(i32rng));
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std::vector<int8_t> z(channels + XNN_EXTRA_BYTES / sizeof(int8_t));
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const size_t k_elements = kernel_size * c_stride;
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const size_t b_elements = c_stride;
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const size_t w_size = k_elements * sizeof(int8_t) + b_elements * sizeof(int32_t);
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const size_t i_elements = output_height * step_height;
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const size_t c_elements = output_size * channels;
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const size_t num_buffers = 1 +
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benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(),
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(c_elements * sizeof(int8_t) + w_size) + sizeof(void*) * i_elements);
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std::vector<char, AlignedAllocator<char, 64>> w(w_size * num_buffers);
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std::fill(w.begin(), w.end(), 0.0f);
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struct xnn_qs8_packing_params packing_params;
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packing_params.input_zero_point = 0;
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xnn_pack_qs8_dwconv_ghw_w(kernel_height, kernel_width, channels, channel_tile,
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k.data(), b.data(), w.data(), 0 /* extra bytes */, &packing_params);
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for (size_t n = 1; n < num_buffers; n++) {
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std::copy(w.cbegin(), w.cbegin() + w_size, w.begin() + n * w_size);
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}
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std::vector<const int8_t*> i(i_elements * num_buffers);
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xnn_operator convolution_op = { };
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convolution_op.indirection_buffer = reinterpret_cast<const void**>(i.data());
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convolution_op.input = a.data();
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convolution_op.input_pixel_stride = channels;
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convolution_op.zero_buffer = z.data();
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convolution_op.input_height = input_height;
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convolution_op.input_width = input_width;
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convolution_op.output_height = output_height;
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convolution_op.output_width = output_width;
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convolution_op.kernel_height = kernel_height;
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convolution_op.kernel_width = kernel_width;
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convolution_op.stride_height = subsampling;
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convolution_op.stride_width = subsampling;
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convolution_op.dilation_height = dilation;
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convolution_op.dilation_width = dilation;
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convolution_op.padding_top = padding_top;
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convolution_op.padding_left = padding_left;
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xnn_indirection_init_dwconv2d(&convolution_op, step_height, step_width, 0 /* log2(sizeof(int8_t)) */);
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for (size_t n = 1; n < num_buffers; n++) {
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std::copy(i.cbegin(), i.cbegin() + i_elements, i.begin() + n * i_elements);
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}
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std::vector<int8_t> c(c_elements * num_buffers);
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std::fill(c.begin(), c.end(), std::nanf(""));
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xnn_qs8_conv_minmax_params params;
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init_params(¶ms,
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0.5f /* scale */, 0 /* output zero point */, std::numeric_limits<int8_t>::min(), std::numeric_limits<int8_t>::max());
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size_t buffer_index = 0;
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for (auto _ : state) {
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state.PauseTiming();
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benchmark::utils::PrefetchToL1(a.data(), a.size() * sizeof(int8_t));
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buffer_index = (buffer_index + 1) % num_buffers;
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state.ResumeTiming();
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for (size_t y = 0; y < output_height; y++) {
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dwconv(channels, output_width,
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i.data() + buffer_index * i_elements + step_height * y,
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w.data() + buffer_index * w_size,
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c.data() + buffer_index * c_elements + y * output_width * channels,
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kernel_height * step_width * sizeof(void*), 0,
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0, z.data(), ¶ms);
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}
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}
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const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
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if (cpu_frequency != 0) {
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state.counters["cpufreq"] = cpu_frequency;
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}
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state.counters["FLOPS"] = benchmark::Counter(
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uint64_t(state.iterations()) * 2 * output_size * channels * kernel_size,
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benchmark::Counter::kIsRate);
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state.counters["bytes"] = benchmark::Counter(
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uint64_t(state.iterations()) * channels * ((output_size + input_height * input_width + kernel_size) * sizeof(int8_t) + sizeof(int32_t)),
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benchmark::Counter::kIsRate);
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}
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#if XNN_ARCH_ARM || XNN_ARCH_ARM64
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static void qs8_dwconv_up8x9__neon_mul8_ld64(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mul8_ld64,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x9__neon_mul8_ld64(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul8_ld64,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x9__neon_mul8_ld128(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul8_ld128,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up8x9__neon_mla8_ld64(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mla8_ld64,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x9__neon_mla8_ld64(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mla8_ld64,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x9__neon_mla8_ld128(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mla8_ld128,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up8x9__neon_mul16(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x9__neon_mul16,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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8 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x9__neon_mul16(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x9__neon_mul16,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up24x9__neon_mul16(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up24x9__neon_mul16,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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24 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up32x9__neon_mul16(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up32x9__neon_mul16,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up8x25__neon_mul8_ld64(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x25__neon_mul8_ld64,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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8 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x25__neon_mul8_ld64(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mul8_ld64,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x25__neon_mul8_ld128(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mul8_ld128,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up8x25__neon_mla8_ld64(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x25__neon_mla8_ld64,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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8 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x25__neon_mla8_ld64(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mla8_ld64,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x25__neon_mla8_ld128(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mla8_ld128,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up8x25__neon_mul16(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up8x25__neon_mul16,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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8 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up16x25__neon_mul16(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up16x25__neon_mul16,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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16 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up24x25__neon_mul16(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up24x25__neon_mul16,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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24 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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static void qs8_dwconv_up32x25__neon_mul16(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_rndnu_ukernel_up32x25__neon_mul16,
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xnn_init_qs8_conv_minmax_rndnu_neon_params,
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32 /* channel tile */, 25 /* primary tile */, benchmark::utils::CheckNEON);
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}
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BENCHMARK_DWCONV(qs8_dwconv_up8x9__neon_mul8_ld64);
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BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mul8_ld64);
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BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mul8_ld128);
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BENCHMARK_DWCONV(qs8_dwconv_up8x9__neon_mla8_ld64);
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BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mla8_ld64);
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BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mla8_ld128);
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BENCHMARK_DWCONV(qs8_dwconv_up8x9__neon_mul16);
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BENCHMARK_DWCONV(qs8_dwconv_up16x9__neon_mul16);
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BENCHMARK_DWCONV(qs8_dwconv_up24x9__neon_mul16);
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BENCHMARK_DWCONV(qs8_dwconv_up32x9__neon_mul16);
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BENCHMARK_DWCONV(qs8_dwconv_up8x25__neon_mul8_ld64);
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BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mul8_ld64);
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BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mul8_ld128);
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BENCHMARK_DWCONV(qs8_dwconv_up8x25__neon_mla8_ld64);
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BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mla8_ld64);
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BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mla8_ld128);
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BENCHMARK_DWCONV(qs8_dwconv_up8x25__neon_mul16);
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BENCHMARK_DWCONV(qs8_dwconv_up16x25__neon_mul16);
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BENCHMARK_DWCONV(qs8_dwconv_up24x25__neon_mul16);
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BENCHMARK_DWCONV(qs8_dwconv_up32x25__neon_mul16);
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#endif // XNN_ARCH_ARM || XNN_ARCH_ARM64
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#if XNN_ARCH_X86 || XNN_ARCH_X86_64
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static void qs8_dwconv_up16x9__avx512skx_mul32(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx512skx_mul32,
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xnn_init_qs8_conv_minmax_fp32_avx512_params,
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16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX512SKX);
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}
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static void qs8_dwconv_up32x9__avx512skx_mul32(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx512skx_mul32,
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xnn_init_qs8_conv_minmax_fp32_avx512_params,
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32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX512SKX);
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}
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static void qs8_dwconv_up16x9__avx2_mul16_vpmovsx(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_fp32_ukernel_up16x9__avx2_mul16_vpmovsx,
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xnn_init_qs8_conv_minmax_fp32_avx2_params,
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16 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
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}
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static void qs8_dwconv_up32x9__avx2_mul16_vpmovsx(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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xnn_qs8_dwconv_minmax_fp32_ukernel_up32x9__avx2_mul16_vpmovsx,
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xnn_init_qs8_conv_minmax_fp32_avx2_params,
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32 /* channel tile */, 9 /* primary tile */, benchmark::utils::CheckAVX2);
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}
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static void qs8_dwconv_up16x9__avx2_mul16_vpunpck(benchmark::State& state, const char* net) {
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DWConvBenchmark(state,
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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
|
|
|
|
|
|
#if XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
|
|
static void qs8_dwconv_up1x9__wasm_fmagic(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up1x9__wasm_fmagic,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params,
|
|
1 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
static void qs8_dwconv_up2x9__wasm_fmagic(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up2x9__wasm_fmagic,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params,
|
|
2 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
static void qs8_dwconv_up4x9__wasm_fmagic(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up4x9__wasm_fmagic,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params,
|
|
4 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
|
|
BENCHMARK_DWCONV(qs8_dwconv_up1x9__wasm_fmagic);
|
|
BENCHMARK_DWCONV(qs8_dwconv_up2x9__wasm_fmagic);
|
|
BENCHMARK_DWCONV(qs8_dwconv_up4x9__wasm_fmagic);
|
|
#endif // XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD
|
|
|
|
|
|
static void qs8_dwconv_up1x9__scalar_fmagic(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up1x9__scalar_fmagic,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params,
|
|
1 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
static void qs8_dwconv_up2x9__scalar_fmagic(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up2x9__scalar_fmagic,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params,
|
|
2 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
static void qs8_dwconv_up4x9__scalar_fmagic(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up4x9__scalar_fmagic,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params,
|
|
4 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
|
|
static void qs8_dwconv_up1x9__scalar_imagic(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up1x9__scalar_imagic,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_imagic_params,
|
|
1 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
static void qs8_dwconv_up2x9__scalar_imagic(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up2x9__scalar_imagic,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_imagic_params,
|
|
2 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
static void qs8_dwconv_up4x9__scalar_imagic(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up4x9__scalar_imagic,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_imagic_params,
|
|
4 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
|
|
static void qs8_dwconv_up1x9__scalar_lrintf(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up1x9__scalar_lrintf,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_lrintf_params,
|
|
1 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
static void qs8_dwconv_up2x9__scalar_lrintf(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up2x9__scalar_lrintf,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_lrintf_params,
|
|
2 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
static void qs8_dwconv_up4x9__scalar_lrintf(benchmark::State& state, const char* net) {
|
|
DWConvBenchmark(state,
|
|
xnn_qs8_dwconv_minmax_fp32_ukernel_up4x9__scalar_lrintf,
|
|
xnn_init_qs8_conv_minmax_fp32_scalar_lrintf_params,
|
|
4 /* channel tile */, 9 /* primary tile */);
|
|
}
|
|
|
|
BENCHMARK_DWCONV(qs8_dwconv_up1x9__scalar_fmagic);
|
|
BENCHMARK_DWCONV(qs8_dwconv_up2x9__scalar_fmagic);
|
|
BENCHMARK_DWCONV(qs8_dwconv_up4x9__scalar_fmagic);
|
|
|
|
BENCHMARK_DWCONV(qs8_dwconv_up1x9__scalar_imagic);
|
|
BENCHMARK_DWCONV(qs8_dwconv_up2x9__scalar_imagic);
|
|
BENCHMARK_DWCONV(qs8_dwconv_up4x9__scalar_imagic);
|
|
|
|
BENCHMARK_DWCONV(qs8_dwconv_up1x9__scalar_lrintf);
|
|
BENCHMARK_DWCONV(qs8_dwconv_up2x9__scalar_lrintf);
|
|
BENCHMARK_DWCONV(qs8_dwconv_up4x9__scalar_lrintf);
|
|
|
|
|
|
#ifndef XNNPACK_BENCHMARK_NO_MAIN
|
|
BENCHMARK_MAIN();
|
|
#endif
|