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qs8-gemm-e2e.cc
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// 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 <cmath>
#include <cstring>
#include <functional>
#include <random>
#include <vector>
#include <xnnpack.h>
#include <benchmark/benchmark.h>
#include "bench/end2end.h"
#include "bench/utils.h"
#include "models/models.h"
#include <xnnpack.h>
#include <xnnpack/gemm.h>
#include <xnnpack/igemm.h>
#include <xnnpack/microfnptr.h>
#include <xnnpack/microparams-init.h>
#include <xnnpack/params.h>
static void GEMMEnd2EndBenchmark(
benchmark::State& state,
models::ExecutionPlanFactory model_factory,
xnn_qs8_gemm_minmax_ukernel_fn gemm,
xnn_qs8_igemm_minmax_ukernel_fn igemm,
xnn_qs8_gemm_minmax_ukernel_fn gemm1,
xnn_qs8_igemm_minmax_ukernel_fn igemm1,
xnn_init_qs8_conv_minmax_params_fn init_params,
uint8_t mr, uint8_t nr, uint8_t log2_kr = 0, uint8_t log2_sr = 0,
benchmark::utils::IsaCheckFunction isa_check = nullptr)
{
if (isa_check != nullptr && !isa_check(state)) {
return;
}
if (xnn_initialize(nullptr /* allocator */) != xnn_status_success) {
state.SkipWithError("failed to initialize XNNPACK");
return;
}
// Override microkernels chosen in xnn_initialize
// Note: do not directly assign to xnn_params.qs8.gemm because it breaks older gcc.
std::memset(&xnn_params.qs8.gemm, 0, sizeof(xnn_params.qs8.gemm));
xnn_params.qs8.gemm.minmax.gemm[mr-1] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_fn(gemm));
xnn_params.qs8.gemm.minmax.igemm[mr-1] = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_fn(igemm));
xnn_params.qs8.gemm.minmax.gemm[0] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_fn(gemm1));
xnn_params.qs8.gemm.minmax.igemm[0] = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_fn(igemm1));
xnn_params.qs8.gemm.init.qs8 = init_params;
xnn_params.qs8.gemm.mr = mr;
xnn_params.qs8.gemm.nr = nr;
xnn_params.qs8.gemm.log2_kr = log2_kr;
xnn_params.qs8.gemm.log2_sr = log2_sr;
auto execution_plan = model_factory(nullptr);
if (execution_plan.empty()) {
state.SkipWithError("failed to create a model");
return;
}
for (auto _ : state) {
for (const std::unique_ptr<xnn_operator, decltype(&xnn_delete_operator)>& op : execution_plan) {
xnn_status status = xnn_run_operator(op.get(), nullptr);
if (status != xnn_status_success) {
state.SkipWithError("failed to run a model");
return;
}
}
}
const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
if (cpu_frequency != 0) {
state.counters["cpufreq"] = cpu_frequency;
}
}
#if XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY
static void qs8_gemm_4x8c4__asm_aarch32_neondot_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__asm_aarch32_neondot_cortex_a55,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__asm_aarch32_neondot_cortex_a55,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
static void qs8_gemm_4x8c4__asm_aarch32_neondot_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__asm_aarch32_neondot_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__asm_aarch32_neondot_ld64,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__asm_aarch32_neondot_cortex_a55)
BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__asm_aarch32_neondot_ld64)
#endif // XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY
#if XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY
static void qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_cortex_a53,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_cortex_a53,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_cortex_a7,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_cortex_a7,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a53,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a53,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_cortex_a7(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_cortex_a7,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_cortex_a7,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_cortex_a7,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_cortex_a7,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_ld64,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_cortex_a7,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_cortex_a7,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_prfm_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_prfm_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__asm_aarch32_neon_mlal_lane_prfm_ld64,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
BENCHMARK_QS8_END2END(qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a53)
BENCHMARK_QS8_END2END(qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_cortex_a53)
BENCHMARK_QS8_END2END(qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_prfm_cortex_a7)
BENCHMARK_QS8_END2END(qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_cortex_a7)
BENCHMARK_QS8_END2END(qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_prfm_ld64)
BENCHMARK_QS8_END2END(qs8_gemm_4x8__asm_aarch32_neon_mlal_lane_ld64)
#endif // XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY
#if XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
static void qs8_gemm_4x16c4__asm_aarch64_neondot_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__asm_aarch64_neondot_cortex_a55,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__asm_aarch64_neondot_cortex_a55,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__asm_aarch64_neondot_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
static void qs8_gemm_4x16c4__asm_aarch64_neondot_ld32(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__asm_aarch64_neondot_ld32,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neondot,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__asm_aarch64_neondot_ld32,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
static void qs8_gemm_4x16c4__asm_aarch64_neondot_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__asm_aarch64_neondot_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__asm_aarch64_neondot_ld64,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__asm_aarch64_neondot_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
static void qs8_gemm_4x16c4__asm_aarch64_neondot_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__asm_aarch64_neondot_ld128,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__asm_aarch64_neondot_ld128,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__asm_aarch64_neondot_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__asm_aarch64_neondot_cortex_a55)
BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__asm_aarch64_neondot_ld32)
BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__asm_aarch64_neondot_ld64)
BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__asm_aarch64_neondot_ld128)
#endif // XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
#if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
static void qs8_gemm_4x8__asm_aarch64_neon_mlal_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__asm_aarch64_neon_mlal_lane_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__asm_aarch64_neon_mlal_lane_ld64,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8__asm_aarch64_neon_mlal_lane_prfm_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__asm_aarch64_neon_mlal_lane_prfm_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__asm_aarch64_neon_mlal_lane_prfm_ld64,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16__asm_aarch64_neon_mlal_lane_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__asm_aarch64_neon_mlal_lane_cortex_a53,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__asm_aarch64_neon_mlal_lane_cortex_a53,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16__asm_aarch64_neon_mlal_lane_prfm_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__asm_aarch64_neon_mlal_lane_prfm_cortex_a53,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__asm_aarch64_neon_mlal_lane_prfm_cortex_a53,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16__asm_aarch64_neon_mlal_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__asm_aarch64_neon_mlal_lane_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__asm_aarch64_neon_mlal_lane_ld64,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16__asm_aarch64_neon_mlal_lane_prfm_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__asm_aarch64_neon_mlal_lane_prfm_ld64,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__asm_aarch64_neon_mlal_lane_prfm_ld64,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c8__asm_aarch64_neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__asm_aarch64_neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__asm_aarch64_neon_mlal,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__asm_aarch64_neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__asm_aarch64_neon_mlal,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c8__asm_aarch64_neon_mlal_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__asm_aarch64_neon_mlal_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__asm_aarch64_neon_mlal_prfm,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__asm_aarch64_neon_mlal_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__asm_aarch64_neon_mlal_prfm,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c8__asm_aarch64_neon_mlal_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__asm_aarch64_neon_mlal_cortex_a53,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__asm_aarch64_neon_mlal,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__asm_aarch64_neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__asm_aarch64_neon_mlal,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c8__asm_aarch64_neon_mlal_prfm_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__asm_aarch64_neon_mlal_prfm_cortex_a53,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__asm_aarch64_neon_mlal_prfm_cortex_a53,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__asm_aarch64_neon_mlal_prfm_cortex_a53,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__asm_aarch64_neon_mlal_prfm_cortex_a53,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
BENCHMARK_QS8_END2END(qs8_gemm_4x8__asm_aarch64_neon_mlal_lane_prfm_ld64)
BENCHMARK_QS8_END2END(qs8_gemm_4x8__asm_aarch64_neon_mlal_lane_ld64)
BENCHMARK_QS8_END2END(qs8_gemm_4x16__asm_aarch64_neon_mlal_lane_prfm_cortex_a53)
BENCHMARK_QS8_END2END(qs8_gemm_4x16__asm_aarch64_neon_mlal_lane_cortex_a53)
BENCHMARK_QS8_END2END(qs8_gemm_4x16__asm_aarch64_neon_mlal_lane_prfm_ld64)
BENCHMARK_QS8_END2END(qs8_gemm_4x16__asm_aarch64_neon_mlal_lane_ld64)
BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__asm_aarch64_neon_mlal_prfm_cortex_a53)
BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__asm_aarch64_neon_mlal_cortex_a53)
BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__asm_aarch64_neon_mlal_prfm)
BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__asm_aarch64_neon_mlal)
#endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
#if XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM || XNN_ARCH_ARM64)
static void qs8_gemm_4x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neondot,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
static void qs8_gemm_6x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_6x8c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_6x8c4__neondot,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
6 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
static void qs8_gemm_8x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_8x8c4__neondot,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
8 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
static void qs8_gemm_4x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neondot,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
static void qs8_gemm_6x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_6x16c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_6x16c4__neondot,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
6 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
static void qs8_gemm_8x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_8x16c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_8x16c4__neondot,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
8 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEONDOT);
}
BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neondot);
BENCHMARK_QS8_END2END(qs8_gemm_6x8c4__neondot);
BENCHMARK_QS8_END2END(qs8_gemm_8x8c4__neondot);
BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neondot);
BENCHMARK_QS8_END2END(qs8_gemm_6x16c4__neondot);
BENCHMARK_QS8_END2END(qs8_gemm_8x16c4__neondot);
#endif // XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM || XNN_ARCH_ARM64)
#if XNN_ARCH_ARM || XNN_ARCH_ARM64
static void qs8_gemm_2x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16__neon_mlal_lane,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_6x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_6x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_6x8__neon_mlal_lane,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_6x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
6 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x16__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x16__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16__neon_mlal_lane_prfm,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x8__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane_prfm,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x16__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane_prfm,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_6x8__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_6x8__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_6x8__neon_mlal_lane_prfm,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_6x16__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane_prfm,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
6 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x16c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x8c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x16c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x16c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x8c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x16c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x16c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x8c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x16c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x16c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x8c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x16c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld4r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld4r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x16c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x8c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x16c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x16c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x8c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x16c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x16c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
2 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x8c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_3x16c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
3 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x8c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_4x16c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld1r,
xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r,
xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r,
xnn_init_qs8_conv_minmax_rndnu_neon_params,
4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
benchmark::utils::CheckNEON);
}
static void qs8_gemm_2x8c4__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) {
GEMMEnd2EndBenchmark(state, model,
xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r,
xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r,