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#include <algorithm> |
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#include <cmath> |
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#include <functional> |
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#include <random> |
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#include <vector> |
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#include <benchmark/benchmark.h> |
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#include <fp16/fp16.h> |
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#include "bench/utils.h" |
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#include <xnnpack.h> |
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#include <xnnpack/aligned-allocator.h> |
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#include <xnnpack/common.h> |
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#include <xnnpack/microfnptr.h> |
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#include <xnnpack/microparams-init.h> |
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#include <xnnpack/reduce.h> |
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static void f16_f32acc_rsum( |
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benchmark::State& state, |
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xnn_f16_f32acc_rsum_ukernel_fn rsum, |
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xnn_init_f16_f32acc_scale_params_fn init_params, |
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benchmark::utils::IsaCheckFunction isa_check = nullptr) |
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{ |
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if (isa_check != nullptr && !isa_check(state)) { |
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return; |
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} |
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const size_t elements = state.range(0); |
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std::random_device random_device; |
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auto rng = std::mt19937(random_device()); |
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auto f32rng = std::bind(std::uniform_real_distribution<float>(-1.0f, 1.0f), std::ref(rng)); |
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auto f16rng = std::bind(fp16_ieee_from_fp32_value, f32rng); |
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std::vector<uint16_t, AlignedAllocator<uint16_t, 64>> input(elements); |
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std::generate(input.begin(), input.end(), std::ref(f16rng)); |
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xnn_f16_f32acc_scale_params params; |
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init_params(¶ms, 0.1f); |
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uint16_t output = UINT16_C(0x7E00); |
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for (auto _ : state) { |
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rsum(elements * sizeof(uint16_t), input.data(), &output, ¶ms); |
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} |
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const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency(); |
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if (cpu_frequency != 0) { |
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state.counters["cpufreq"] = cpu_frequency; |
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} |
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const size_t elements_per_iteration = elements; |
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state.counters["elements"] = |
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benchmark::Counter(uint64_t(state.iterations()) * elements_per_iteration, benchmark::Counter::kIsRate); |
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const size_t bytes_per_iteration = elements * sizeof(uint16_t); |
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state.counters["bytes"] = |
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benchmark::Counter(uint64_t(state.iterations()) * bytes_per_iteration, benchmark::Counter::kIsRate); |
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} |
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#if XNN_ARCH_ARM || XNN_ARCH_ARM64 |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, neonfp16_x4, |
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xnn_f16_f32acc_rsum_ukernel__neonfp16_x4, |
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xnn_init_f16_f32acc_scale_scalar_params, |
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benchmark::utils::CheckNEONFP16) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, neonfp16_x8, |
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xnn_f16_f32acc_rsum_ukernel__neonfp16_x8, |
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xnn_init_f16_f32acc_scale_scalar_params, |
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benchmark::utils::CheckNEONFP16) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, neonfp16_x16_acc2, |
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xnn_f16_f32acc_rsum_ukernel__neonfp16_x16_acc2, |
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xnn_init_f16_f32acc_scale_scalar_params, |
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benchmark::utils::CheckNEONFP16) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, neonfp16_x24_acc3, |
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xnn_f16_f32acc_rsum_ukernel__neonfp16_x24_acc3, |
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xnn_init_f16_f32acc_scale_scalar_params, |
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benchmark::utils::CheckNEONFP16) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, neonfp16_x32_acc2, |
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xnn_f16_f32acc_rsum_ukernel__neonfp16_x32_acc2, |
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xnn_init_f16_f32acc_scale_scalar_params, |
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benchmark::utils::CheckNEONFP16) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, neonfp16_x32_acc4, |
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xnn_f16_f32acc_rsum_ukernel__neonfp16_x32_acc4, |
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xnn_init_f16_f32acc_scale_scalar_params, |
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benchmark::utils::CheckNEONFP16) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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#endif |
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#if XNN_ARCH_X86 || XNN_ARCH_X86_64 |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, f16c_x8, |
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xnn_f16_f32acc_rsum_ukernel__f16c_x8, |
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xnn_init_f16_f32acc_scale_avx_params, |
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benchmark::utils::CheckF16C) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, f16c_x16_acc2, |
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xnn_f16_f32acc_rsum_ukernel__f16c_x16_acc2, |
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xnn_init_f16_f32acc_scale_avx_params, |
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benchmark::utils::CheckF16C) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, f16c_x24_acc3, |
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xnn_f16_f32acc_rsum_ukernel__f16c_x24_acc3, |
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xnn_init_f16_f32acc_scale_avx_params, |
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benchmark::utils::CheckF16C) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, f16c_x32_acc2, |
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xnn_f16_f32acc_rsum_ukernel__f16c_x32_acc2, |
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xnn_init_f16_f32acc_scale_avx_params, |
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benchmark::utils::CheckF16C) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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BENCHMARK_CAPTURE(f16_f32acc_rsum, f16c_x32_acc4, |
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xnn_f16_f32acc_rsum_ukernel__f16c_x32_acc4, |
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xnn_init_f16_f32acc_scale_avx_params, |
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benchmark::utils::CheckF16C) |
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->Apply(benchmark::utils::ReductionParameters<uint16_t>) |
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->UseRealTime(); |
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#endif |
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#ifndef XNNPACK_BENCHMARK_NO_MAIN |
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BENCHMARK_MAIN(); |
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#endif |
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