text: // 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 <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/gemm.h>
  #include <xnnpack/igemm.h>
  #include <xnnpack/params.h>
  #include <xnnpack/params-init.h>
  
  
  // define XNN_ENABLE_FULL_BENCHMARKS=1 to enable all microkernel benchmarks.
  
  static void GEMMEnd2EndBenchmark(
    benchmark::State& state,
    models::ExecutionPlanFactory model_factory,
    xnn_qs8_gemm_minmax_ukernel_function gemm,
    xnn_qs8_igemm_minmax_ukernel_function igemm,
    xnn_qs8_gemm_minmax_ukernel_function gemm1,
    xnn_qs8_igemm_minmax_ukernel_function 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 && !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.
    xnn_params.qs8.gemm.minmax.gemm = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm));
    xnn_params.qs8.gemm.minmax.igemm = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_function(igemm));
    xnn_params.qs8.gemm.minmax.gemm1 = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm1));
    xnn_params.qs8.gemm.minmax.igemm1 = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_function(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_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
  #if XNN_ENABLE_FULL_BENCHMARKS
    static void qs8_gemm_1x16c4__aarch64_neondot_ld32(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld32,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEONDOT);
    }
    static void qs8_gemm_1x16c4__aarch64_neondot_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld64,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__aarch64_neondot_ld64,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEONDOT);
    }
    static void qs8_gemm_1x8c8__aarch64_neon_mlal_padal_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
    static void qs8_gemm_1x8c8__aarch64_neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
    static void qs8_gemm_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
    static void qs8_gemm_1x8c8__aarch64_neon_mlal_padal_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_cortex_a53,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
    static void qs8_gemm_4x16c4__aarch64_neondot_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_cortex_a55,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_cortex_a55,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__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__aarch64_neondot_ld32(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld32,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neondot,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__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__aarch64_neondot_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld64,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld64,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__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__aarch64_neondot_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__aarch64_neondot_ld128,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__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_4x16__aarch64_neon_mlal_lane_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_cortex_a53,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__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__aarch64_neon_mlal_lane_prfm_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__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_2x8c8__aarch64_neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal,
        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__aarch64_neon_mlal_padal_prfm(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_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__aarch64_neon_mlal_padal_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal_cortex_a53,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal,
        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__aarch64_neon_mlal_padal_prfm_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_padal_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_4x16c4__aarch64_neondot_cortex_a55)
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__aarch64_neondot_ld32)
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__aarch64_neondot_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__aarch64_neondot_ld128)
    BENCHMARK_QS8_END2END(qs8_gemm_4x16__aarch64_neon_mlal_lane_prfm_cortex_a53)
    BENCHMARK_QS8_END2END(qs8_gemm_4x16__aarch64_neon_mlal_lane_cortex_a53)
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53)
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__aarch64_neon_mlal_padal_cortex_a53)
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__aarch64_neon_mlal_padal_prfm)
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__aarch64_neon_mlal_padal)
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c4__aarch64_neondot_ld32)
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c4__aarch64_neondot_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c8__aarch64_neon_mlal_padal_prfm)
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c8__aarch64_neon_mlal_padal)
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c8__aarch64_neon_mlal_padal_prfm_cortex_a53)
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c8__aarch64_neon_mlal_padal_cortex_a53)
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  #endif  // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY
  
  #if XNN_ARCH_ARM || XNN_ARCH_ARM64
  #if XNN_ENABLE_FULL_BENCHMARKS
    static void qs8_gemm_1x8_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        1 /* mr */, 8  /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x16_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        1 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
    static void qs8_gemm_2x8_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        2 /* mr */, 8  /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_2x16_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        2 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_3x8_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        3 /* mr */, 8  /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_3x16_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_4x8_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 8  /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_4x16_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_6x8_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x8__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        6 /* mr */, 8  /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_6x16_gemmlowp__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_6x16__neon_mlal_lane,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16__neon_mlal_lane,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        6 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    static void qs8_gemm_1x8s4c2__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 1 /* log2_kr */, 2 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x8s4c2__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 1 /* log2_kr */, 2 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x8c2__neon_mlal_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_dup,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x16c2__neon_mlal_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_dup,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x8c4__neon_mlal_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_dup,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x16c4__neon_mlal_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_dup,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
    static void qs8_gemm_2x8s4c2__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mull_padal,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mull_padal,
        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_2x8s4c2__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8s4c2__neon_mlal_padal,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8s4c2__neon_mlal_padal,
        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_2x8c2__neon_mlal_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_padal_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_2x8c4__neon_mlal_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_padal_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_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_padal_dup,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    static void qs8_gemm_1x8c2__neon_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x16c2__neon_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_dup,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x8c4__neon_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 8  /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x16c4__neon_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_dup,
        xnn_init_qs8_conv_minmax_rndnu_neon_params,
        1 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
    static void qs8_gemm_2x8c2__neon_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_padal_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_2x8c4__neon_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_padal_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_mull_padal_dup(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mull_padal_dup,
        xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_dup,
        xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_padal_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_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);
    }
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    static void qs8_gemm_1x8c8_gemmlowp__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        1 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x16c8_gemmlowp__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        1 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
    static void qs8_gemm_2x8c8_gemmlowp__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mull_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        2 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_2x16c8_gemmlowp__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mull_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        2 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_3x8c8_gemmlowp__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mull_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        3 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_3x16c8_gemmlowp__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mull_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        3 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_4x8c8_gemmlowp__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mull_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mull_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_4x16c8_gemmlowp__neon_mull_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mull_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mull_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    static void qs8_gemm_1x8c16_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        1 /* mr */, 8  /* nr */, 4 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x16c16_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        1 /* mr */, 16 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
    static void qs8_gemm_2x8c16_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c16__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        2 /* mr */, 8  /* nr */, 4 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_2x16c16_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c16__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        2 /* mr */, 16 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_3x8c16_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c16__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 8  /* nr */, 4 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_3x16c16_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c16__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 16 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_4x8c16_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c16__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c16__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 8  /* nr */, 4 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_4x16c16_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c16__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c16__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 16 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    static void qs8_gemm_1x8c8_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        1 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_1x16c8_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        1 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
    static void qs8_gemm_2x8c8_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x8c8__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        2 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_2x16c8_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_2x16c8__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        2 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_3x8c8_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x8c8__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        3 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_3x16c8_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_3x16c8__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        3 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_4x8c8_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x8c8__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x8c8__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 8  /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    static void qs8_gemm_4x16c8_gemmlowp__neon_mlal_padal(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_4x16c8__neon_mlal_padal,
        xnn_qs8_gemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_qs8_igemm_minmax_gemmlowp_ukernel_1x16c8__neon_mlal_padal,
        xnn_init_qs8_conv_minmax_gemmlowp_neon_params,
        4 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckNEON);
    }
  
    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);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c8_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c8_gemmlowp__neon_mlal_padal);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c8_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_2x16c8_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_3x8c8_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_3x16c8_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_4x8c8_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c8_gemmlowp__neon_mlal_padal);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c8_gemmlowp__neon_mull_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c8_gemmlowp__neon_mull_padal);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c8_gemmlowp__neon_mull_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_2x16c8_gemmlowp__neon_mull_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_3x8c8_gemmlowp__neon_mull_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_3x16c8_gemmlowp__neon_mull_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_4x8c8_gemmlowp__neon_mull_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c8_gemmlowp__neon_mull_padal);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c16_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c16_gemmlowp__neon_mlal_padal);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c16_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_2x16c16_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_3x8c16_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_3x16c16_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_4x8c16_gemmlowp__neon_mlal_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c16_gemmlowp__neon_mlal_padal);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c4__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c4__neon_mlal_padal_dup);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c4__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_2x16c4__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_3x8c4__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_3x16c4__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neon_mlal_padal_dup);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c4__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c4__neon_mull_padal_dup);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c4__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_2x16c4__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_3x8c4__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_3x16c4__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neon_mull_padal_dup);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8s4c2__neon_mull_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_1x8s4c2__neon_mlal_padal);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8s4c2__neon_mull_padal);
    BENCHMARK_QS8_END2END(qs8_gemm_2x8s4c2__neon_mlal_padal);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c2__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c2__neon_mlal_padal_dup);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mlal_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mlal_padal_dup);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c2__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c2__neon_mull_padal_dup);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mull_padal_dup);
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mull_padal_dup);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8_gemmlowp__neon_mlal_lane);
    BENCHMARK_QS8_END2END(qs8_gemm_1x16_gemmlowp__neon_mlal_lane);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8_gemmlowp__neon_mlal_lane);
    BENCHMARK_QS8_END2END(qs8_gemm_2x16_gemmlowp__neon_mlal_lane);
    BENCHMARK_QS8_END2END(qs8_gemm_3x8_gemmlowp__neon_mlal_lane);
    BENCHMARK_QS8_END2END(qs8_gemm_3x16_gemmlowp__neon_mlal_lane);
    BENCHMARK_QS8_END2END(qs8_gemm_4x8_gemmlowp__neon_mlal_lane);
    BENCHMARK_QS8_END2END(qs8_gemm_4x16_gemmlowp__neon_mlal_lane);
    BENCHMARK_QS8_END2END(qs8_gemm_6x8_gemmlowp__neon_mlal_lane);
    BENCHMARK_QS8_END2END(qs8_gemm_6x16_gemmlowp__neon_mlal_lane);
  #endif  // XNN_ARCH_ARM || XNN_ARCH_ARM64
  
  #if XNN_ARCH_X86 || XNN_ARCH_X86_64
  #if XNN_ENABLE_FULL_BENCHMARKS
    static void qs8_gemm_1x16c8__avx512skx(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_init_qs8_conv_minmax_fp32_avx512_params,
        1 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX512F);
    }
    static void qs8_gemm_2x16c8__avx512skx(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x16c8__avx512skx,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x16c8__avx512skx,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_init_qs8_conv_minmax_fp32_avx512_params,
        2 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX512F);
    }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
    static void qs8_gemm_3x16c8__avx512skx(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x16c8__avx512skx,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x16c8__avx512skx,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_init_qs8_conv_minmax_fp32_avx512_params,
        3 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX512F);
    }
    static void qs8_gemm_4x16c8__avx512skx(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x16c8__avx512skx,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x16c8__avx512skx,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x16c8__avx512skx,
        xnn_init_qs8_conv_minmax_fp32_avx512_params,
        4 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX512F);
    }
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    static void qs8_gemm_1x8c8__avx2(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x8c8__avx2,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x8c8__avx2,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x8c8__avx2,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x8c8__avx2,
        xnn_init_qs8_conv_minmax_fp32_avx2_params,
        1 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX2);
    }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
    static void qs8_gemm_2x8c8__avx2(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x8c8__avx2,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x8c8__avx2,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x8c8__avx2,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x8c8__avx2,
        xnn_init_qs8_conv_minmax_fp32_avx2_params,
        2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX2);
    }
    static void qs8_gemm_3x8c8__avx2(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x8c8__avx2,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x8c8__avx2,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x8c8__avx2,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x8c8__avx2,
        xnn_init_qs8_conv_minmax_fp32_avx2_params,
        3 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX2);
    }
  
    static void qs8_gemm_2x4c2__xop_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__xop_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__xop_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
    static void qs8_gemm_2x4c2__xop_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__xop_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__xop_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
    static void qs8_gemm_3x4c2__xop_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__xop_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__xop_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
    static void qs8_gemm_3x4c2__xop_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__xop_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__xop_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
    static void qs8_gemm_4x4c2__xop_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__xop_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__xop_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
    static void qs8_gemm_4x4c2__xop_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__xop_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__xop_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
  
    static void qs8_gemm_2x4c8__xop_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__xop_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__xop_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
    static void qs8_gemm_3x4c8__xop_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__xop_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__xop_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
  
    static void qs8_gemm_2x4c8__xop_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__xop_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__xop_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
    static void qs8_gemm_3x4c8__xop_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__xop_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__xop_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckXOP);
    }
  
    static void qs8_gemm_2x4c2__avx_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__avx_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__avx_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
    static void qs8_gemm_2x4c2__avx_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__avx_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__avx_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
    static void qs8_gemm_3x4c2__avx_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__avx_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__avx_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
    static void qs8_gemm_3x4c2__avx_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__avx_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__avx_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
    static void qs8_gemm_4x4c2__avx_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__avx_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__avx_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
    static void qs8_gemm_4x4c2__avx_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__avx_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__avx_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
  
  
    static void qs8_gemm_2x4c8__avx_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__avx_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__avx_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
    static void qs8_gemm_2x4c8__avx_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__avx_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__avx_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
    static void qs8_gemm_3x4c8__avx_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__avx_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__avx_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
    static void qs8_gemm_3x4c8__avx_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__avx_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__avx_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckAVX);
    }
  
    static void qs8_gemm_2x4c2__sse41_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__sse41_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse41_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
    static void qs8_gemm_2x4c2__sse41_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__sse41_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse41_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
    static void qs8_gemm_3x4c2__sse41_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__sse41_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse41_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
    static void qs8_gemm_3x4c2__sse41_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__sse41_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse41_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
    static void qs8_gemm_4x4c2__sse41_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__sse41_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse41_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
    static void qs8_gemm_4x4c2__sse41_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__sse41_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse41_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
  
    static void qs8_gemm_2x4c8__sse41_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__sse41_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__sse41_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
    static void qs8_gemm_2x4c8__sse41_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__sse41_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__sse41_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
    static void qs8_gemm_3x4c8__sse41_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__sse41_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__sse41_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
    static void qs8_gemm_3x4c8__sse41_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__sse41_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__sse41_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse4_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSE41);
    }
  
  
    static void qs8_gemm_2x4c8__ssse3_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__ssse3_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSSE3);
    }
    static void qs8_gemm_2x4c8__ssse3_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__ssse3_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSSE3);
    }
    static void qs8_gemm_3x4c8__ssse3_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__ssse3_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSSE3);
    }
    static void qs8_gemm_3x4c8__ssse3_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__ssse3_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */,
        benchmark::utils::CheckSSSE3);
    }
  
    static void qs8_gemm_2x4c2__sse2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__sse2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse2_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */);
    }
    static void qs8_gemm_2x4c2__sse2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__sse2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse2_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */);
    }
    static void qs8_gemm_3x4c2__sse2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__sse2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse2_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */);
    }
    static void qs8_gemm_3x4c2__sse2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__sse2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse2_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */);
    }
    static void qs8_gemm_4x4c2__sse2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__sse2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse2_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */);
    }
    static void qs8_gemm_4x4c2__sse2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__sse2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__sse2_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */);
    }
  
    static void qs8_gemm_2x4c8__sse2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__sse2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__sse2_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */);
    }
    static void qs8_gemm_2x4c8__sse2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__sse2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__sse2_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */);
    }
    static void qs8_gemm_3x4c8__sse2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__sse2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__sse2_ld64,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */);
    }
    static void qs8_gemm_3x4c8__sse2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__sse2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__sse2_ld128,
        xnn_init_qs8_conv_minmax_fp32_sse2_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */);
    }
  
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x16c8__avx512skx);
    BENCHMARK_QS8_END2END(qs8_gemm_2x16c8__avx512skx);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_3x16c8__avx512skx);
    BENCHMARK_QS8_END2END(qs8_gemm_4x16c8__avx512skx);
  
  #if XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_1x8c8__avx2);
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
    BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__avx2);
    BENCHMARK_QS8_END2END(qs8_gemm_3x8c8__avx2);
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__xop_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__xop_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__xop_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__xop_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__xop_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__xop_ld128);
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__xop_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__xop_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__xop_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__xop_ld128);
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__avx_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__avx_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__avx_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__avx_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__avx_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__avx_ld128);
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__avx_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__avx_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__avx_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__avx_ld128);
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__sse41_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__sse41_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__sse41_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__sse41_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__sse41_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__sse41_ld128);
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__sse41_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__sse41_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__sse41_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__sse41_ld128);
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__ssse3_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__ssse3_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__ssse3_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__ssse3_ld128);
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__sse2_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__sse2_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__sse2_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__sse2_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__sse2_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__sse2_ld128);
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__sse2_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__sse2_ld128);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__sse2_ld64);
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__sse2_ld128);
  #endif  // XNN_ARCH_X86 || XNN_ARCH_X86_64
  
  #if XNN_ARCH_WASMSIMD
    static void qs8_gemm_2x4c2__wasmsimd_dot16x2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */);
    }
    static void qs8_gemm_2x4c2__wasmsimd_dot16x2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2__wasmsimd_dot16x2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        2 /* mr */, 4 /* nr */, 1 /* log2_kr */);
    }
    static void qs8_gemm_3x4c2__wasmsimd_dot16x2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */);
    }
    static void qs8_gemm_3x4c2__wasmsimd_dot16x2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2__wasmsimd_dot16x2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        3 /* mr */, 4 /* nr */, 1 /* log2_kr */);
    }
    static void qs8_gemm_4x4c2__wasmsimd_dot16x2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__wasmsimd_dot16x2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */);
    }
    static void qs8_gemm_4x4c2__wasmsimd_dot16x2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2__wasmsimd_dot16x2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        4 /* mr */, 4 /* nr */, 1 /* log2_kr */);
    }
  
    static void qs8_gemm_2x4c8__wasmsimd_dot16x2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld64,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
    static void qs8_gemm_2x4c8__wasmsimd_dot16x2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__wasmsimd_dot16x2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
    static void qs8_gemm_3x4c8__wasmsimd_dot16x2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld64,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
    static void qs8_gemm_3x4c8__wasmsimd_dot16x2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__wasmsimd_dot16x2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
    static void qs8_gemm_4x4c8__wasmsimd_dot16x2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld64,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        4 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
    static void qs8_gemm_4x4c8__wasmsimd_dot16x2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_4x4c8__wasmsimd_dot16x2_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_dot16x2_ld128,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        4 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
  
    static void qs8_gemm_2x4c8__wasmsimd_mul16_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_mul16_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__wasmsimd_mul16_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_mul16_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_mul16_ld64,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
    static void qs8_gemm_2x4c8__wasmsimd_mul16_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_2x4c8__wasmsimd_mul16_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_2x4c8__wasmsimd_mul16_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_mul16_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_mul16_ld128,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        2 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
    static void qs8_gemm_3x4c8__wasmsimd_mul16_ld64(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_mul16_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__wasmsimd_mul16_ld64,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_mul16_ld64,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_mul16_ld64,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
    static void qs8_gemm_3x4c8__wasmsimd_mul16_ld128(benchmark::State& state, models::ExecutionPlanFactory model) {
      GEMMEnd2EndBenchmark(state, model,
        xnn_qs8_gemm_minmax_fp32_ukernel_3x4c8__wasmsimd_mul16_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_3x4c8__wasmsimd_mul16_ld128,
        xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__wasmsimd_mul16_ld128,
        xnn_qs8_igemm_minmax_fp32_ukernel_1x4c8__wasmsimd_mul16_ld128,
        xnn_init_qs8_conv_minmax_fp32_wasmsimd_params,
        3 /* mr */, 4 /* nr */, 3 /* log2_kr */);
    }
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__wasmsimd_dot16x2_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c2__wasmsimd_dot16x2_ld128)
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__wasmsimd_dot16x2_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c2__wasmsimd_dot16x2_ld128)
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__wasmsimd_dot16x2_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c2__wasmsimd_dot16x2_ld128)
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__wasmsimd_dot16x2_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__wasmsimd_dot16x2_ld128)
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__wasmsimd_dot16x2_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__wasmsimd_dot16x2_ld128)
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c8__wasmsimd_dot16x2_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_4x4c8__wasmsimd_dot16x2_ld128)
  
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__wasmsimd_mul16_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_2x4c8__wasmsimd_mul16_ld128)
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__wasmsimd_mul16_ld64)
    BENCHMARK_QS8_END2END(qs8_gemm_3x4c8__wasmsimd_mul16_ld128)
  #endif  // XNN_ARCH_WASMSIMD
  
  #if XNN_ENABLE_FULL_BENCHMARKS
  static void qs8_gemm_1x2__scalar(benchmark::State& state, models::ExecutionPlanFactory model) {
    GEMMEnd2EndBenchmark(state, model,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_init_qs8_conv_minmax_rndnu_scalar_params,
      1 /* mr */, 2 /* nr */);
  }
  
  static void qs8_gemm_1x4__scalar(benchmark::State& state, models::ExecutionPlanFactory model) {
    GEMMEnd2EndBenchmark(state, model,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_init_qs8_conv_minmax_rndnu_scalar_params,
      1 /* mr */, 4 /* nr */);
  }
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  
  static void qs8_gemm_2x2__scalar(benchmark::State& state, models::ExecutionPlanFactory model) {
    GEMMEnd2EndBenchmark(state, model,
      xnn_qs8_gemm_minmax_rndnu_ukernel_2x2__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_2x2__scalar,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_init_qs8_conv_minmax_rndnu_scalar_params,
      2 /* mr */, 2 /* nr */);
  }
  
  static void qs8_gemm_3x2__scalar(benchmark::State& state, models::ExecutionPlanFactory model) {
    GEMMEnd2EndBenchmark(state, model,
      xnn_qs8_gemm_minmax_rndnu_ukernel_3x2__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_3x2__scalar,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_init_qs8_conv_minmax_rndnu_scalar_params,
      3 /* mr */, 2 /* nr */);
  }
  
  static void qs8_gemm_4x2__scalar(benchmark::State& state, models::ExecutionPlanFactory model) {
    GEMMEnd2EndBenchmark(state, model,
      xnn_qs8_gemm_minmax_rndnu_ukernel_4x2__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_4x2__scalar,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x2__scalar,
      xnn_init_qs8_conv_minmax_rndnu_scalar_params,
      4 /* mr */, 2 /* nr */);
  }
  
  static void qs8_gemm_2x4__scalar(benchmark::State& state, models::ExecutionPlanFactory model) {
    GEMMEnd2EndBenchmark(state, model,
      xnn_qs8_gemm_minmax_rndnu_ukernel_2x4__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_2x4__scalar,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_init_qs8_conv_minmax_rndnu_scalar_params,
      2 /* mr */, 4 /* nr */);
  }
  
  static void qs8_gemm_3x4__scalar(benchmark::State& state, models::ExecutionPlanFactory model) {
    GEMMEnd2EndBenchmark(state, model,
      xnn_qs8_gemm_minmax_rndnu_ukernel_3x4__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_3x4__scalar,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_init_qs8_conv_minmax_rndnu_scalar_params,
      3 /* mr */, 4 /* nr */);
  }
  
  static void qs8_gemm_4x4__scalar(benchmark::State& state, models::ExecutionPlanFactory model) {
    GEMMEnd2EndBenchmark(state, model,
      xnn_qs8_gemm_minmax_rndnu_ukernel_4x4__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_4x4__scalar,
      xnn_qs8_gemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_qs8_igemm_minmax_rndnu_ukernel_1x4__scalar,
      xnn_init_qs8_conv_minmax_rndnu_scalar_params,
      4 /* mr */, 4 /* nr */);
  }
  
  #if XNN_ENABLE_FULL_BENCHMARKS
  BENCHMARK_QS8_END2END(qs8_gemm_1x2__scalar)
  BENCHMARK_QS8_END2END(qs8_gemm_1x4__scalar)
  #endif  // XNN_ENABLE_FULL_BENCHMARKS
  BENCHMARK_QS8_END2END(qs8_gemm_2x2__scalar)
  BENCHMARK_QS8_END2END(qs8_gemm_3x2__scalar)
  BENCHMARK_QS8_END2END(qs8_gemm_4x2__scalar)
  BENCHMARK_QS8_END2END(qs8_gemm_2x4__scalar)
  BENCHMARK_QS8_END2END(qs8_gemm_3x4__scalar)
  BENCHMARK_QS8_END2END(qs8_gemm_4x4__scalar)
  
  #ifndef XNNPACK_BENCHMARK_NO_MAIN
  BENCHMARK_MAIN();
  #endif
  