// 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 #include #include #include #include #include #include #include #include "bench/end2end.h" #include "bench/utils.h" #include "models/models.h" #include #include #include #include #include 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. std::memset(&xnn_params.qs8.gemm, 0, sizeof(xnn_params.qs8.gemm)); xnn_params.qs8.gemm.minmax.gemm[mr-1] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm)); xnn_params.qs8.gemm.minmax.igemm[mr-1] = xnn_init_hmp_igemm_ukernel(xnn_igemm_ukernel_function(igemm)); xnn_params.qs8.gemm.minmax.gemm[0] = xnn_init_hmp_gemm_ukernel(xnn_gemm_ukernel_function(gemm1)); xnn_params.qs8.gemm.minmax.igemm[0] = 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& op : execution_plan) { xnn_status status = xnn_run_operator(op.get(), nullptr); if (status != xnn_status_success) { state.SkipWithError("failed to run a model"); return; } } } const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); if (cpu_frequency != 0) { state.counters["cpufreq"] = cpu_frequency; } } #if XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY static void qs8_gemm_4x8c4__aarch32_neondot_cortex_a55(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_cortex_a55, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONDOT); } static void qs8_gemm_4x8c4__aarch32_neondot_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_ld64, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__aarch32_neondot_ld64, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONDOT); } BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__aarch32_neondot_cortex_a55) BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__aarch32_neondot_ld64) #endif // XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY static void qs8_gemm_4x8__aarch32_neon_mlal_lane_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a53, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a53, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_cortex_a7, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8__aarch32_neon_mlal_lane_prfm_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a53, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a53, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8__aarch32_neon_mlal_lane_cortex_a7(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_cortex_a7, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_cortex_a7, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8__aarch32_neon_mlal_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_ld64, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_cortex_a7, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8__aarch32_neon_mlal_lane_prfm_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_ld64, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__aarch32_neon_mlal_lane_prfm_ld64, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__aarch32_neon_mlal_lane_prfm_cortex_a7, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } BENCHMARK_QS8_END2END(qs8_gemm_4x8__aarch32_neon_mlal_lane_prfm_cortex_a53) BENCHMARK_QS8_END2END(qs8_gemm_4x8__aarch32_neon_mlal_lane_cortex_a53) BENCHMARK_QS8_END2END(qs8_gemm_4x8__aarch32_neon_mlal_lane_prfm_cortex_a7) BENCHMARK_QS8_END2END(qs8_gemm_4x8__aarch32_neon_mlal_lane_cortex_a7) BENCHMARK_QS8_END2END(qs8_gemm_4x8__aarch32_neon_mlal_lane_prfm_ld64) BENCHMARK_QS8_END2END(qs8_gemm_4x8__aarch32_neon_mlal_lane_ld64) #endif // XNN_ARCH_ARM && XNN_ENABLE_ASSEMBLY #if XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY static void qs8_gemm_4x16c4__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); } 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) #endif // XNN_ENABLE_ARM_DOTPROD && XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY static void qs8_gemm_4x8__aarch64_neon_mlal_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_ld64, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_ld64, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8__aarch64_neon_mlal_lane_prfm_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__aarch64_neon_mlal_lane_prfm_ld64, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16__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_4x16__aarch64_neon_mlal_lane_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_ld64, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16__aarch64_neon_mlal_lane_prfm_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_ld64, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__aarch64_neon_mlal_lane_prfm_ld64, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c8__aarch64_neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c8__aarch64_neon_mlal_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_prfm, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c8__aarch64_neon_mlal_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_cortex_a53, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c8__aarch64_neon_mlal_prfm_cortex_a53(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__aarch64_neon_mlal_prfm_cortex_a53, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } BENCHMARK_QS8_END2END(qs8_gemm_4x8__aarch64_neon_mlal_lane_prfm_ld64) BENCHMARK_QS8_END2END(qs8_gemm_4x8__aarch64_neon_mlal_lane_ld64) 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_4x16__aarch64_neon_mlal_lane_prfm_ld64) BENCHMARK_QS8_END2END(qs8_gemm_4x16__aarch64_neon_mlal_lane_ld64) BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__aarch64_neon_mlal_prfm_cortex_a53) BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__aarch64_neon_mlal_cortex_a53) BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__aarch64_neon_mlal_prfm) BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__aarch64_neon_mlal) #endif // XNN_ARCH_ARM64 && XNN_ENABLE_ASSEMBLY #if XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM || XNN_ARCH_ARM64) static void qs8_gemm_4x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neondot, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONDOT); } static void qs8_gemm_6x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_6x8c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_6x8c4__neondot, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, 6 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONDOT); } static void qs8_gemm_8x8c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_8x8c4__neondot, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, 8 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONDOT); } static void qs8_gemm_4x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neondot, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONDOT); } static void qs8_gemm_6x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_6x16c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_6x16c4__neondot, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, 6 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONDOT); } static void qs8_gemm_8x16c4__neondot(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_8x16c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_8x16c4__neondot, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neondot, xnn_init_qs8_conv_minmax_rndnu_neon_params, 8 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEONDOT); } BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neondot); BENCHMARK_QS8_END2END(qs8_gemm_6x8c4__neondot); BENCHMARK_QS8_END2END(qs8_gemm_8x8c4__neondot); BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neondot); BENCHMARK_QS8_END2END(qs8_gemm_6x16c4__neondot); BENCHMARK_QS8_END2END(qs8_gemm_8x16c4__neondot); #endif // XNN_ENABLE_ARM_DOTPROD && (XNN_ARCH_ARM || XNN_ARCH_ARM64) #if XNN_ARCH_ARM || XNN_ARCH_ARM64 static void qs8_gemm_2x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16__neon_mlal_lane, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_6x8__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_6x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_6x8__neon_mlal_lane, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_6x16__neon_mlal_lane(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane, xnn_init_qs8_conv_minmax_rndnu_neon_params, 6 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8__neon_mlal_lane_prfm, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16__neon_mlal_lane_prfm, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8__neon_mlal_lane_prfm, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16__neon_mlal_lane_prfm, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8__neon_mlal_lane_prfm, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16__neon_mlal_lane_prfm, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_6x8__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_6x8__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_6x8__neon_mlal_lane_prfm, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, 6 /* mr */, 8 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_6x16__neon_mlal_lane_prfm(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_6x16__neon_mlal_lane_prfm, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16__neon_mlal_lane_prfm, xnn_init_qs8_conv_minmax_rndnu_neon_params, 6 /* mr */, 16 /* nr */, 0 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c2__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c2__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c2__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mlal_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mlal_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mlal_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mlal_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mlal_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c2__neon_mlal_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mlal_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mlal_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c2s4__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c4__neon_mlal_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c4__neon_mlal_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c4__neon_mlal_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mlal_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mlal_ld2r, 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_2x8c4s2__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4s2__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c4s2__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4s2__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c4s2__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4s2__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c4s2__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4s2__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c4s2__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4s2__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c4s2__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4s2__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4s2__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4s2__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2__neon_mull_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c2__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c2__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld2r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2__neon_mull_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2__neon_mull_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c2__neon_mull_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2__neon_mull_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c2__neon_mull_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2__neon_mull_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c2__neon_mull_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2__neon_mull_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c2__neon_mull_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2__neon_mull_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c2__neon_mull_ld4r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2__neon_mull_ld4r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2__neon_mull_ld4r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c2s4__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c2s4__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c2s4__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c2s4__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c2s4__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c2s4__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c2s4__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c2s4__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c2s4__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c2s4__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c2s4__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c2s4__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c2s4__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c4__neon_mull_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_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_dup(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mull_dup, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_dup, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_dup, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c4__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c4__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c4__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c4__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c4__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c4__neon_mull_ld1r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld1r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld1r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld1r, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c4__neon_mull_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld2r, 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_ld2r(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4__neon_mull_ld2r, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4__neon_mull_ld2r, 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_2x8c4s2__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c4s2__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c4s2__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c4s2__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c4s2__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4s2__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c4s2__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c4s2__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c4s2__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c4s2__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c4s2__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c4s2__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c4s2__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c4s2__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 2 /* log2_kr */, 1 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c8__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__neon_mull, 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_2x16c8__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c8__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c8__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c8__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c8__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c8__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c8__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c8__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c8__neon_mull(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c8__neon_mull, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mull, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c8__neon_mull, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c16__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c16__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c16__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c16__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c16__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c16__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c16__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c16__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c16__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c16__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c16__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c16__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c16__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c16__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 4 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x8c8__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_2x8c8__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_2x16c8__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_2x16c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_2x16c8__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 2 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x8c8__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x8c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c8__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_3x16c8__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_3x16c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_3x16c8__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 3 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x8c8__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x8c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_4x8c8__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x8c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 8 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } static void qs8_gemm_4x16c8__neon_mlal(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_rndnu_ukernel_4x16c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_4x16c8__neon_mlal, xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_qs8_igemm_minmax_rndnu_ukernel_1x16c8__neon_mlal, xnn_init_qs8_conv_minmax_rndnu_neon_params, 4 /* mr */, 16 /* nr */, 3 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckNEON); } BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_2x16c8__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_3x8c8__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_3x16c8__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_4x8c8__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_4x16c8__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_2x8c8__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_2x16c8__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_3x8c8__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_3x16c8__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_4x8c8__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_4x16c8__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_2x8c16__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_2x16c16__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_3x8c16__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_3x16c16__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_4x8c16__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_4x16c16__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_2x8c4__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_2x16c4__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_3x8c4__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_3x16c4__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_2x8c4__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_2x16c4__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_3x8c4__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_3x16c4__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_2x8c4__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c4__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c4__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c4__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c4__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c4__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c4__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c4__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c4__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c4__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c4__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c4__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c4__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c4__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c4__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c4__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c4__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c4__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c4s2__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_2x16c4s2__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_3x8c4s2__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_3x16c4s2__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_4x8c4s2__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_4x16c4s2__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_2x8c4s2__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_2x16c4s2__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_3x8c4s2__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_3x16c4s2__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_4x8c4s2__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_4x16c4s2__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mlal_dup); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mull_dup); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mlal_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mull_ld1r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mlal_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mull_ld2r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mlal_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mlal_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mlal_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mlal_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mlal_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mlal_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2__neon_mull_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2__neon_mull_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2__neon_mull_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2__neon_mull_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2__neon_mull_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2__neon_mull_ld4r); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2s4__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2s4__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2s4__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2s4__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2s4__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2s4__neon_mlal); BENCHMARK_QS8_END2END(qs8_gemm_2x8c2s4__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_2x16c2s4__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_3x8c2s4__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_3x16c2s4__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_4x8c2s4__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_4x16c2s4__neon_mull); BENCHMARK_QS8_END2END(qs8_gemm_2x8__neon_mlal_lane); BENCHMARK_QS8_END2END(qs8_gemm_2x16__neon_mlal_lane); BENCHMARK_QS8_END2END(qs8_gemm_3x8__neon_mlal_lane); BENCHMARK_QS8_END2END(qs8_gemm_3x16__neon_mlal_lane); BENCHMARK_QS8_END2END(qs8_gemm_4x8__neon_mlal_lane); BENCHMARK_QS8_END2END(qs8_gemm_4x16__neon_mlal_lane); BENCHMARK_QS8_END2END(qs8_gemm_6x8__neon_mlal_lane); BENCHMARK_QS8_END2END(qs8_gemm_6x16__neon_mlal_lane); BENCHMARK_QS8_END2END(qs8_gemm_2x8__neon_mlal_lane_prfm); BENCHMARK_QS8_END2END(qs8_gemm_2x16__neon_mlal_lane_prfm); BENCHMARK_QS8_END2END(qs8_gemm_3x8__neon_mlal_lane_prfm); BENCHMARK_QS8_END2END(qs8_gemm_3x16__neon_mlal_lane_prfm); BENCHMARK_QS8_END2END(qs8_gemm_4x8__neon_mlal_lane_prfm); BENCHMARK_QS8_END2END(qs8_gemm_4x16__neon_mlal_lane_prfm); BENCHMARK_QS8_END2END(qs8_gemm_6x8__neon_mlal_lane_prfm); BENCHMARK_QS8_END2END(qs8_gemm_6x16__neon_mlal_lane_prfm); #endif // XNN_ARCH_ARM || XNN_ARCH_ARM64 #if XNN_ARCH_ARM static void qs8_gemm_1x1c4__armsimd32(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_1x1c4__armsimd32, xnn_qs8_igemm_minmax_fp32_ukernel_1x1c4__armsimd32, xnn_qs8_gemm_minmax_fp32_ukernel_1x1c4__armsimd32, xnn_qs8_igemm_minmax_fp32_ukernel_1x1c4__armsimd32, xnn_init_qs8_conv_minmax_fp32_armsimd32_params, 1 /* mr */, 1 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckARMV6); } static void qs8_gemm_2x1c4__armsimd32(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x1c4__armsimd32, xnn_qs8_igemm_minmax_fp32_ukernel_2x1c4__armsimd32, xnn_qs8_gemm_minmax_fp32_ukernel_1x1c4__armsimd32, xnn_qs8_igemm_minmax_fp32_ukernel_1x1c4__armsimd32, xnn_init_qs8_conv_minmax_fp32_armsimd32_params, 2 /* mr */, 1 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckARMV6); } static void qs8_gemm_1x2c4__armsimd32(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_qs8_igemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_qs8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_qs8_igemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qs8_conv_minmax_fp32_armsimd32_params, 1 /* mr */, 2 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckARMV6); } static void qs8_gemm_2x2c4__armsimd32(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_qs8_igemm_minmax_fp32_ukernel_2x2c4__armsimd32, xnn_qs8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_qs8_igemm_minmax_fp32_ukernel_1x2c4__armsimd32, xnn_init_qs8_conv_minmax_fp32_armsimd32_params, 2 /* mr */, 2 /* nr */, 2 /* log2_kr */, 0 /* log2_sr */, benchmark::utils::CheckARMV6); } BENCHMARK_QS8_END2END(qs8_gemm_1x1c4__armsimd32); BENCHMARK_QS8_END2END(qs8_gemm_2x1c4__armsimd32); BENCHMARK_QS8_END2END(qs8_gemm_1x2c4__armsimd32); BENCHMARK_QS8_END2END(qs8_gemm_2x2c4__armsimd32); #endif // XNN_ARCH_ARM #if XNN_ARCH_X86 || XNN_ARCH_X86_64 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); } 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); } 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_2x4c2s4__xop_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__xop_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckXOP); } static void qs8_gemm_2x4c2s4__xop_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__xop_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__xop_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckXOP); } static void qs8_gemm_3x4c2s4__xop_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__xop_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckXOP); } static void qs8_gemm_3x4c2s4__xop_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__xop_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckXOP); } static void qs8_gemm_4x4c2s4__xop_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__xop_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckXOP); } static void qs8_gemm_4x4c2s4__xop_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__xop_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__xop_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* 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_2x4c2s4__avx_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__avx_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckAVX); } static void qs8_gemm_2x4c2s4__avx_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__avx_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckAVX); } static void qs8_gemm_3x4c2s4__avx_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__avx_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__avx_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckAVX); } static void qs8_gemm_3x4c2s4__avx_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__avx_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__avx_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckAVX); } static void qs8_gemm_4x4c2s4__avx_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__avx_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckAVX); } static void qs8_gemm_4x4c2s4__avx_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__avx_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__avx_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* 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_2x4c2s4__sse41_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckSSE41); } static void qs8_gemm_2x4c2s4__sse41_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__sse41_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckSSE41); } static void qs8_gemm_3x4c2s4__sse41_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckSSE41); } static void qs8_gemm_3x4c2s4__sse41_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__sse41_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckSSE41); } static void qs8_gemm_4x4c2s4__sse41_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64, xnn_init_qs8_conv_minmax_fp32_sse4_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */, benchmark::utils::CheckSSE41); } static void qs8_gemm_4x4c2s4__sse41_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__sse41_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128, xnn_init_qs8_conv_minmax_fp32_sse4_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* 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_2x4c2s4__sse2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_2x4c2s4__sse2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__sse2_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_3x4c2s4__sse2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_3x4c2s4__sse2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__sse2_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_4x4c2s4__sse2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__sse2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__sse2_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64, xnn_init_qs8_conv_minmax_fp32_sse2_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_4x4c2s4__sse2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__sse2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__sse2_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld128, xnn_init_qs8_conv_minmax_fp32_sse2_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* 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 */); } BENCHMARK_QS8_END2END(qs8_gemm_2x16c8__avx512skx); BENCHMARK_QS8_END2END(qs8_gemm_3x16c8__avx512skx); BENCHMARK_QS8_END2END(qs8_gemm_4x16c8__avx512skx); 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_2x4c2s4__xop_ld64); BENCHMARK_QS8_END2END(qs8_gemm_2x4c2s4__xop_ld128); BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__xop_ld64); BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__xop_ld128); BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__xop_ld64); BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__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_2x4c2s4__avx_ld64); BENCHMARK_QS8_END2END(qs8_gemm_2x4c2s4__avx_ld128); BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__avx_ld64); BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__avx_ld128); BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__avx_ld64); BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__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_2x4c2s4__sse41_ld64); BENCHMARK_QS8_END2END(qs8_gemm_2x4c2s4__sse41_ld128); BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__sse41_ld64); BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__sse41_ld128); BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__sse41_ld64); BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__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_2x4c2s4__sse2_ld64); BENCHMARK_QS8_END2END(qs8_gemm_2x4c2s4__sse2_ld128); BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__sse2_ld64); BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__sse2_ld128); BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__sse2_ld64); BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__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 || XNN_ARCH_WASMRELAXEDSIMD 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_2x4c2s4__wasmsimd_dot16x2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_2x4c2s4__wasmsimd_dot16x2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_2x4c2s4__wasmsimd_dot16x2_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, 2 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_3x4c2s4__wasmsimd_dot16x2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_3x4c2s4__wasmsimd_dot16x2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_3x4c2s4__wasmsimd_dot16x2_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, 3 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_4x4c2s4__wasmsimd_dot16x2_ld64(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld64, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64, xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } static void qs8_gemm_4x4c2s4__wasmsimd_dot16x2_ld128(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_4x4c2s4__wasmsimd_dot16x2_ld128, xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld128, xnn_qs8_igemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld128, xnn_init_qs8_conv_minmax_fp32_wasmsimd_params, 4 /* mr */, 4 /* nr */, 1 /* log2_kr */, 2 /* log2_sr */); } 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 */); } 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_2x4c2s4__wasmsimd_dot16x2_ld64) BENCHMARK_QS8_END2END(qs8_gemm_2x4c2s4__wasmsimd_dot16x2_ld128) BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__wasmsimd_dot16x2_ld64) BENCHMARK_QS8_END2END(qs8_gemm_3x4c2s4__wasmsimd_dot16x2_ld128) BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__wasmsimd_dot16x2_ld64) BENCHMARK_QS8_END2END(qs8_gemm_4x4c2s4__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) #endif // XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD #if XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD static void qs8_gemm_2x2__wasm_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x2__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_2x2__wasm_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__wasm_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 2 /* mr */, 2 /* nr */); } static void qs8_gemm_3x2__wasm_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_3x2__wasm_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__wasm_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 3 /* mr */, 2 /* nr */); } static void qs8_gemm_4x2__wasm_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x2__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_4x2__wasm_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__wasm_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 4 /* mr */, 2 /* nr */); } static void qs8_gemm_2x4__wasm_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_2x4__wasm_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__wasm_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 2 /* mr */, 4 /* nr */); } static void qs8_gemm_3x4__wasm_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_3x4__wasm_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__wasm_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 3 /* mr */, 4 /* nr */); } static void qs8_gemm_4x4__wasm_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_4x4__wasm_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__wasm_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__wasm_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 4 /* mr */, 4 /* nr */); } BENCHMARK_QS8_END2END(qs8_gemm_2x2__wasm_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_3x2__wasm_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_4x2__wasm_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_2x4__wasm_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_3x4__wasm_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_4x4__wasm_fmagic) #endif // XNN_ARCH_WASM || XNN_ARCH_WASMSIMD || XNN_ARCH_WASMRELAXEDSIMD static void qs8_gemm_2x2__scalar_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x2__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_2x2__scalar_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__scalar_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 2 /* mr */, 2 /* nr */); } static void qs8_gemm_3x2__scalar_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_3x2__scalar_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__scalar_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 3 /* mr */, 2 /* nr */); } static void qs8_gemm_4x2__scalar_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_4x2__scalar_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__scalar_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 4 /* mr */, 2 /* nr */); } static void qs8_gemm_2x4__scalar_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_2x4__scalar_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__scalar_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 2 /* mr */, 4 /* nr */); } static void qs8_gemm_3x4__scalar_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_3x4__scalar_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__scalar_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 3 /* mr */, 4 /* nr */); } static void qs8_gemm_4x4__scalar_fmagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_4x4__scalar_fmagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_fmagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__scalar_fmagic, xnn_init_qs8_conv_minmax_fp32_scalar_fmagic_params, 4 /* mr */, 4 /* nr */); } static void qs8_gemm_2x2__scalar_imagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_2x2__scalar_imagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qs8_conv_minmax_fp32_scalar_imagic_params, 2 /* mr */, 2 /* nr */); } static void qs8_gemm_3x2__scalar_imagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x2__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_3x2__scalar_imagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qs8_conv_minmax_fp32_scalar_imagic_params, 3 /* mr */, 2 /* nr */); } static void qs8_gemm_4x2__scalar_imagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x2__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_4x2__scalar_imagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__scalar_imagic, xnn_init_qs8_conv_minmax_fp32_scalar_imagic_params, 4 /* mr */, 2 /* nr */); } static void qs8_gemm_2x4__scalar_imagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_2x4__scalar_imagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qs8_conv_minmax_fp32_scalar_imagic_params, 2 /* mr */, 4 /* nr */); } static void qs8_gemm_3x4__scalar_imagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_3x4__scalar_imagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qs8_conv_minmax_fp32_scalar_imagic_params, 3 /* mr */, 4 /* nr */); } static void qs8_gemm_4x4__scalar_imagic(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_4x4__scalar_imagic, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__scalar_imagic, xnn_init_qs8_conv_minmax_fp32_scalar_imagic_params, 4 /* mr */, 4 /* nr */); } static void qs8_gemm_2x2__scalar_lrintf(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x2__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_2x2__scalar_lrintf, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__scalar_lrintf, xnn_init_qs8_conv_minmax_fp32_scalar_lrintf_params, 2 /* mr */, 2 /* nr */); } static void qs8_gemm_3x2__scalar_lrintf(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_3x2__scalar_lrintf, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__scalar_lrintf, xnn_init_qs8_conv_minmax_fp32_scalar_lrintf_params, 3 /* mr */, 2 /* nr */); } static void qs8_gemm_4x2__scalar_lrintf(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_4x2__scalar_lrintf, xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_1x2__scalar_lrintf, xnn_init_qs8_conv_minmax_fp32_scalar_lrintf_params, 4 /* mr */, 2 /* nr */); } static void qs8_gemm_2x4__scalar_lrintf(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_2x4__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_2x4__scalar_lrintf, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__scalar_lrintf, xnn_init_qs8_conv_minmax_fp32_scalar_lrintf_params, 2 /* mr */, 4 /* nr */); } static void qs8_gemm_3x4__scalar_lrintf(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_3x4__scalar_lrintf, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__scalar_lrintf, xnn_init_qs8_conv_minmax_fp32_scalar_lrintf_params, 3 /* mr */, 4 /* nr */); } static void qs8_gemm_4x4__scalar_lrintf(benchmark::State& state, models::ExecutionPlanFactory model) { GEMMEnd2EndBenchmark(state, model, xnn_qs8_gemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_4x4__scalar_lrintf, xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_lrintf, xnn_qs8_igemm_minmax_fp32_ukernel_1x4__scalar_lrintf, xnn_init_qs8_conv_minmax_fp32_scalar_lrintf_params, 4 /* mr */, 4 /* nr */); } BENCHMARK_QS8_END2END(qs8_gemm_2x2__scalar_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_3x2__scalar_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_4x2__scalar_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_2x4__scalar_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_3x4__scalar_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_4x4__scalar_fmagic) BENCHMARK_QS8_END2END(qs8_gemm_2x2__scalar_imagic) BENCHMARK_QS8_END2END(qs8_gemm_3x2__scalar_imagic) BENCHMARK_QS8_END2END(qs8_gemm_4x2__scalar_imagic) BENCHMARK_QS8_END2END(qs8_gemm_2x4__scalar_imagic) BENCHMARK_QS8_END2END(qs8_gemm_3x4__scalar_imagic) BENCHMARK_QS8_END2END(qs8_gemm_4x4__scalar_imagic) BENCHMARK_QS8_END2END(qs8_gemm_2x2__scalar_lrintf) BENCHMARK_QS8_END2END(qs8_gemm_3x2__scalar_lrintf) BENCHMARK_QS8_END2END(qs8_gemm_4x2__scalar_lrintf) BENCHMARK_QS8_END2END(qs8_gemm_2x4__scalar_lrintf) BENCHMARK_QS8_END2END(qs8_gemm_3x4__scalar_lrintf) BENCHMARK_QS8_END2END(qs8_gemm_4x4__scalar_lrintf) #ifndef XNNPACK_BENCHMARK_NO_MAIN BENCHMARK_MAIN(); #endif