#include "postgres.h" #include "halfutils.h" #include "halfvec.h" #ifdef HALFVEC_DISPATCH #include #if defined(HAVE__GET_CPUID) #include #elif defined(HAVE__CPUID) #include #endif #ifdef _MSC_VER #define TARGET_F16C_FMA #else #define TARGET_F16C_FMA __attribute__((target("f16c,fma"))) #endif #endif float (*HalfvecL2DistanceSquared) (int dim, half * ax, half * bx); float (*HalfvecInnerProduct) (int dim, half * ax, half * bx); static float HalfvecL2DistanceSquaredDefault(int dim, half * ax, half * bx) { float distance = 0.0; /* Auto-vectorized */ for (int i = 0; i < dim; i++) { float diff = HalfToFloat4(ax[i]) - HalfToFloat4(bx[i]); distance += diff * diff; } return distance; } #ifdef HALFVEC_DISPATCH TARGET_F16C_FMA static float HalfvecL2DistanceSquaredF16cFma(int dim, half * ax, half * bx) { float distance; int i; float s[8]; int count = (dim / 8) * 8; __m256 dist = _mm256_setzero_ps(); for (i = 0; i < count; i += 8) { __m128i axi = _mm_loadu_si128((__m128i *) (ax + i)); __m128i bxi = _mm_loadu_si128((__m128i *) (bx + i)); __m256 axs = _mm256_cvtph_ps(axi); __m256 bxs = _mm256_cvtph_ps(bxi); __m256 diff = _mm256_sub_ps(axs, bxs); dist = _mm256_fmadd_ps(diff, diff, dist); } _mm256_storeu_ps(s, dist); distance = s[0] + s[1] + s[2] + s[3] + s[4] + s[5] + s[6] + s[7]; for (; i < dim; i++) { float diff = HalfToFloat4(ax[i]) - HalfToFloat4(bx[i]); distance += diff * diff; } return distance; } #endif static float HalfvecInnerProductDefault(int dim, half * ax, half * bx) { float distance = 0.0; /* Auto-vectorized */ for (int i = 0; i < dim; i++) distance += HalfToFloat4(ax[i]) * HalfToFloat4(bx[i]); return distance; } #ifdef HALFVEC_DISPATCH TARGET_F16C_FMA static float HalfvecInnerProductF16cFma(int dim, half * ax, half * bx) { float distance; int i; float s[8]; int count = (dim / 8) * 8; __m256 dist = _mm256_setzero_ps(); for (i = 0; i < count; i += 8) { __m128i axi = _mm_loadu_si128((__m128i *) (ax + i)); __m128i bxi = _mm_loadu_si128((__m128i *) (bx + i)); __m256 axs = _mm256_cvtph_ps(axi); __m256 bxs = _mm256_cvtph_ps(bxi); dist = _mm256_fmadd_ps(axs, bxs, dist); } _mm256_storeu_ps(s, dist); distance = s[0] + s[1] + s[2] + s[3] + s[4] + s[5] + s[6] + s[7]; for (; i < dim; i++) distance += HalfToFloat4(ax[i]) * HalfToFloat4(bx[i]); return distance; } #endif #ifdef HALFVEC_DISPATCH #define FEATURE_FMA (1 << 12) #define FEATURE_F16C (1 << 29) static bool SupportsFeature(unsigned int feature) { unsigned int exx[4] = {0, 0, 0, 0}; #if defined(HAVE__GET_CPUID) __get_cpuid(1, &exx[0], &exx[1], &exx[2], &exx[3]); #elif defined(HAVE__CPUID) __cpuid(exx, 1); #endif return (exx[2] & feature) == feature; } #endif void HalfvecInit(void) { /* * Could skip pointer when single function, but no difference in * performance */ HalfvecL2DistanceSquared = HalfvecL2DistanceSquaredDefault; HalfvecInnerProduct = HalfvecInnerProductDefault; #ifdef HALFVEC_DISPATCH if (SupportsFeature(FEATURE_FMA | FEATURE_F16C)) { HalfvecL2DistanceSquared = HalfvecL2DistanceSquaredF16cFma; HalfvecInnerProduct = HalfvecInnerProductF16cFma; } #endif }