|
#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(); |
|
|
|
__builtin_aarch64_set_fpcr((fpcr & 0xFEFFFFFFu) | 0x08000000u); |
|
#else |
|
unsigned int fpscr; |
|
__asm__ __volatile__ ("VMRS %[fpscr], fpscr" : [fpscr] "=r" (fpscr)); |
|
|
|
__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(); |
|
|