| #include <benchmark/benchmark.h> |
| |
| #include <fp16.h> |
| #ifndef EMSCRIPTEN |
| #include <fp16/psimd.h> |
| #endif |
| |
| #include <vector> |
| #include <random> |
| #include <chrono> |
| #include <functional> |
| #include <algorithm> |
| |
| #if defined(__ARM_NEON__) || defined(__aarch64__) |
| #include <arm_neon.h> |
| #endif |
| |
| |
| static void fp16_alt_to_fp32_bits(benchmark::State& state) { |
| const uint_fast32_t seed = std::chrono::system_clock::now().time_since_epoch().count(); |
| auto rng = std::bind(std::uniform_int_distribution<uint16_t>(0, 0x7BFF), std::mt19937(seed)); |
| |
| std::vector<uint16_t> fp16(state.range(0)); |
| std::vector<uint32_t> fp32(state.range(0)); |
| std::generate(fp16.begin(), fp16.end(), |
| [&rng]{ return fp16_alt_from_fp32_value(rng()); }); |
| |
| while (state.KeepRunning()) { |
| uint16_t* input = fp16.data(); |
| benchmark::DoNotOptimize(input); |
| |
| uint32_t* output = fp32.data(); |
| const size_t n = state.range(0); |
| for (size_t i = 0; i < n; i++) { |
| output[i] = fp16_alt_to_fp32_bits(input[i]); |
| } |
| |
| benchmark::DoNotOptimize(output); |
| } |
| state.SetItemsProcessed(int64_t(state.iterations()) * int64_t(state.range(0))); |
| } |
| BENCHMARK(fp16_alt_to_fp32_bits)->RangeMultiplier(2)->Range(1<<10, 64<<20); |
| |
| static void fp16_alt_to_fp32_value(benchmark::State& state) { |
| const uint_fast32_t seed = std::chrono::system_clock::now().time_since_epoch().count(); |
| auto rng = std::bind(std::uniform_int_distribution<uint16_t>(0, 0x7BFF), std::mt19937(seed)); |
| |
| std::vector<uint16_t> fp16(state.range(0)); |
| std::vector<float> fp32(state.range(0)); |
| std::generate(fp16.begin(), fp16.end(), |
| [&rng]{ return fp16_alt_from_fp32_value(rng()); }); |
| |
| while (state.KeepRunning()) { |
| uint16_t* input = fp16.data(); |
| benchmark::DoNotOptimize(input); |
| |
| float* output = fp32.data(); |
| const size_t n = state.range(0); |
| for (size_t i = 0; i < n; i++) { |
| output[i] = fp16_alt_to_fp32_value(input[i]); |
| } |
| |
| benchmark::DoNotOptimize(output); |
| } |
| state.SetItemsProcessed(int64_t(state.iterations()) * int64_t(state.range(0))); |
| } |
| BENCHMARK(fp16_alt_to_fp32_value)->RangeMultiplier(2)->Range(1<<10, 64<<20); |
| |
| #ifndef EMSCRIPTEN |
| static void fp16_alt_to_fp32_psimd(benchmark::State& state) { |
| const uint_fast32_t seed = std::chrono::system_clock::now().time_since_epoch().count(); |
| auto rng = std::bind(std::uniform_int_distribution<uint16_t>(0, 0x7BFF), std::mt19937(seed)); |
| |
| std::vector<uint16_t> fp16(state.range(0)); |
| std::vector<float> fp32(state.range(0)); |
| std::generate(fp16.begin(), fp16.end(), |
| [&rng]{ return fp16_alt_from_fp32_value(rng()); }); |
| |
| while (state.KeepRunning()) { |
| uint16_t* input = fp16.data(); |
| benchmark::DoNotOptimize(input); |
| |
| float* output = fp32.data(); |
| const size_t n = state.range(0); |
| for (size_t i = 0; i < n - 4; i += 4) { |
| psimd_store_f32(&output[i], |
| fp16_alt_to_fp32_psimd( |
| psimd_load_u16(&input[i]))); |
| } |
| const psimd_u16 last_vector = { input[n - 4], input[n - 3], input[n - 2], input[n - 1] }; |
| psimd_store_f32(&output[n - 4], |
| fp16_alt_to_fp32_psimd(last_vector)); |
| |
| benchmark::DoNotOptimize(output); |
| } |
| state.SetItemsProcessed(int64_t(state.iterations()) * int64_t(state.range(0))); |
| } |
| BENCHMARK(fp16_alt_to_fp32_psimd)->RangeMultiplier(2)->Range(1<<10, 64<<20); |
| |
| static void fp16_alt_to_fp32x2_psimd(benchmark::State& state) { |
| const uint_fast32_t seed = std::chrono::system_clock::now().time_since_epoch().count(); |
| auto rng = std::bind(std::uniform_int_distribution<uint16_t>(0, 0x7BFF), std::mt19937(seed)); |
| |
| std::vector<uint16_t> fp16(state.range(0)); |
| std::vector<float> fp32(state.range(0)); |
| std::generate(fp16.begin(), fp16.end(), |
| [&rng]{ return fp16_alt_from_fp32_value(rng()); }); |
| |
| while (state.KeepRunning()) { |
| uint16_t* input = fp16.data(); |
| benchmark::DoNotOptimize(input); |
| |
| float* output = fp32.data(); |
| const size_t n = state.range(0); |
| for (size_t i = 0; i < n; i += 8) { |
| const psimd_f32x2 data = |
| fp16_alt_to_fp32x2_psimd( |
| psimd_load_u16(&input[i])); |
| psimd_store_f32(&output[i], data.lo); |
| psimd_store_f32(&output[i + 4], data.hi); |
| } |
| |
| benchmark::DoNotOptimize(output); |
| } |
| state.SetItemsProcessed(int64_t(state.iterations()) * int64_t(state.range(0))); |
| } |
| BENCHMARK(fp16_alt_to_fp32x2_psimd)->RangeMultiplier(2)->Range(1<<10, 64<<20); |
| #endif |
| |
| #if defined(__ARM_NEON_FP) && (__ARM_NEON_FP & 0x2) || defined(__aarch64__) |
| static void hardware_vcvt_f32_f16(benchmark::State& state) { |
| const uint_fast32_t seed = std::chrono::system_clock::now().time_since_epoch().count(); |
| auto rng = std::bind(std::uniform_real_distribution<float>(-1.0f, 1.0f), std::mt19937(seed)); |
| |
| std::vector<uint16_t> fp16(state.range(0)); |
| std::vector<float> fp32(state.range(0)); |
| std::generate(fp16.begin(), fp16.end(), |
| [&rng]{ return fp16_ieee_from_fp32_value(rng()); }); |
| |
| while (state.KeepRunning()) { |
| uint16_t* input = fp16.data(); |
| benchmark::DoNotOptimize(input); |
| |
| float* output = fp32.data(); |
| const size_t n = state.range(0); |
| #if defined(__aarch64__) |
| const unsigned int fpcr = __builtin_aarch64_get_fpcr(); |
| /* Disable flush-to-zero (bit 24) and enable Alternative FP16 format (bit 26) */ |
| __builtin_aarch64_set_fpcr((fpcr & 0xFEFFFFFFu) | 0x08000000u); |
| #else |
| unsigned int fpscr; |
| __asm__ __volatile__ ("VMRS %[fpscr], fpscr" : [fpscr] "=r" (fpscr)); |
| /* Disable flush-to-zero (bit 24) and enable Alternative FP16 format (bit 26) */ |
| __asm__ __volatile__ ("VMSR fpscr, %[fpscr]" : |
| : [fpscr] "r" ((fpscr & 0xFEFFFFFFu) | 0x08000000u)); |
| #endif |
| for (size_t i = 0; i < n; i += 4) { |
| vst1q_f32(&output[i], |
| vcvt_f32_f16( |
| (float16x4_t) vld1_u16(&input[i]))); |
| } |
| #if defined(__aarch64__) |
| __builtin_aarch64_set_fpcr(fpcr); |
| #else |
| __asm__ __volatile__ ("VMSR fpscr, %[fpscr]" :: [fpscr] "r" (fpscr)); |
| #endif |
| |
| benchmark::DoNotOptimize(output); |
| } |
| state.SetItemsProcessed(int64_t(state.iterations()) * int64_t(state.range(0))); |
| } |
| BENCHMARK(hardware_vcvt_f32_f16)->RangeMultiplier(2)->Range(1<<10, 64<<20); |
| #endif |
| |
| BENCHMARK_MAIN(); |