#include #include #include #include "export_macro.h" #ifdef _MSC_VER #include #define __builtin_popcount __popcnt #endif #define HSUM128_PS(X, R) \ float R = 0.0f; \ { \ __m128 x64 = _mm_add_ps(X, _mm_movehl_ps(X, X)); \ __m128 x32 = _mm_add_ss(x64, _mm_shuffle_ps(x64, x64, 0x55)); \ R = _mm_cvtss_f32(x32); \ } #define HSUM128_EPI16(X, R) \ int R = 0; \ { \ __m128i x64 = _mm_add_epi16(X, _mm_srli_si128(X, 8)); \ __m128i x32 = _mm_add_epi16(x64, _mm_srli_si128(x64, 4)); \ R = _mm_extract_epi16(x32, 0) + _mm_extract_epi16(x32, 1); \ } EXPORT float impl_score_dot_sse( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t dim ) { const __m128i* v_ptr = (const __m128i*)vector_ptr; const __m128i* q_ptr = (const __m128i*)query_ptr; __m128i mul = _mm_setzero_si128(); for (uint32_t _i = 0; _i < dim / 16; _i++) { __m128i v = _mm_loadu_si128(v_ptr); __m128i q = _mm_loadu_si128(q_ptr); v_ptr++; q_ptr++; __m128i s = _mm_maddubs_epi16(v, q); __m128i s_low = _mm_cvtepi16_epi32(s); __m128i s_high = _mm_cvtepi16_epi32(_mm_srli_si128(s, 8)); mul = _mm_add_epi32(mul, s_low); mul = _mm_add_epi32(mul, s_high); } __m128 mul_ps = _mm_cvtepi32_ps(mul); HSUM128_PS(mul_ps, mul_scalar); return mul_scalar; } EXPORT uint32_t impl_xor_popcnt_sse_uint128( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t count ) { int64_t result = 0; for (uint32_t _i = 0; _i < count; _i++) { const uint64_t* v_ptr_1 = (const uint64_t*)vector_ptr; const uint64_t* q_ptr_1 = (const uint64_t*)query_ptr; uint64_t x_1 = (*v_ptr_1) ^ (*q_ptr_1); result += _mm_popcnt_u64(x_1); const uint64_t* v_ptr_2 = v_ptr_1 + 1; const uint64_t* q_ptr_2 = q_ptr_1 + 1; uint64_t x_2 = (*v_ptr_2) ^ (*q_ptr_2); result += _mm_popcnt_u64(x_2); vector_ptr += 16; query_ptr += 16; } return (uint32_t)result; } EXPORT uint32_t impl_xor_popcnt_sse_uint64( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t count ) { int64_t result = 0; for (uint32_t _i = 0; _i < count; _i++) { const uint64_t* v_ptr = (const uint64_t*)vector_ptr; const uint64_t* q_ptr = (const uint64_t*)query_ptr; uint64_t x = (*v_ptr) ^ (*q_ptr); result += _mm_popcnt_u64(x); vector_ptr += 8; query_ptr += 8; } return (uint32_t)result; } EXPORT uint32_t impl_xor_popcnt_sse_uint32( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t count ) { int result = 0; for (uint32_t _i = 0; _i < count; _i++) { const uint32_t* v_ptr = (const uint32_t*)vector_ptr; const uint32_t* q_ptr = (const uint32_t*)query_ptr; uint32_t x = (*v_ptr) ^ (*q_ptr); result += _mm_popcnt_u32(x); vector_ptr += 4; query_ptr += 4; } return (uint32_t)result; } EXPORT uint32_t impl_xor_popcnt_scalar8_sse_uint128( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t count ) { const uint64_t* v_ptr = (const uint64_t*)vector_ptr; const uint64_t* q_ptr = (const uint64_t*)query_ptr; __m128i sum1 = _mm_set1_epi32(0); __m128i sum2 = _mm_set1_epi32(0); for (uint32_t _i = 0; _i < count; _i++) { uint64_t v_1 = *v_ptr; uint64_t v_2 = *(v_ptr + 1); __m128i popcnt1 = _mm_set_epi32( _mm_popcnt_u64(v_1 ^ *(q_ptr + 0)), _mm_popcnt_u64(v_1 ^ *(q_ptr + 2)), _mm_popcnt_u64(v_1 ^ *(q_ptr + 4)), _mm_popcnt_u64(v_1 ^ *(q_ptr + 6)) ); sum1 = _mm_add_epi32(sum1, popcnt1); __m128i popcnt2 = _mm_set_epi32( _mm_popcnt_u64(v_1 ^ *(q_ptr + 8)), _mm_popcnt_u64(v_1 ^ *(q_ptr + 10)), _mm_popcnt_u64(v_1 ^ *(q_ptr + 12)), _mm_popcnt_u64(v_1 ^ *(q_ptr + 14)) ); sum2 = _mm_add_epi32(sum2, popcnt2); __m128i popcnt3 = _mm_set_epi32( _mm_popcnt_u64(v_2 ^ *(q_ptr + 1)), _mm_popcnt_u64(v_2 ^ *(q_ptr + 3)), _mm_popcnt_u64(v_2 ^ *(q_ptr + 5)), _mm_popcnt_u64(v_2 ^ *(q_ptr + 7)) ); sum1 = _mm_add_epi32(sum1, popcnt3); __m128i popcnt4 = _mm_set_epi32( _mm_popcnt_u64(v_2 ^ *(q_ptr + 9)), _mm_popcnt_u64(v_2 ^ *(q_ptr + 11)), _mm_popcnt_u64(v_2 ^ *(q_ptr + 13)), _mm_popcnt_u64(v_2 ^ *(q_ptr + 15)) ); sum2 = _mm_add_epi32(sum2, popcnt4); v_ptr += 2; q_ptr += 16; } __m128i factor1 = _mm_set_epi32(1, 2, 4, 8); __m128i factor2 = _mm_set_epi32(16, 32, 64, 128); __m128 result1_mm128 = _mm_cvtepi32_ps(_mm_mullo_epi32(sum1, factor1)); __m128 result2_mm128 = _mm_cvtepi32_ps(_mm_mullo_epi32(sum2, factor2)); HSUM128_PS(_mm_add_ps(result1_mm128, result2_mm128), mul_scalar); return (uint32_t)mul_scalar; } EXPORT uint32_t impl_xor_popcnt_scalar4_sse_uint128( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t count ) { const uint64_t* v_ptr = (const uint64_t*)vector_ptr; const uint64_t* q_ptr = (const uint64_t*)query_ptr; __m128i sum = _mm_set1_epi32(0); for (uint32_t _i = 0; _i < count; _i++) { uint64_t v_1 = *v_ptr; uint64_t v_2 = *(v_ptr + 1); __m128i popcnt1 = _mm_set_epi32( _mm_popcnt_u64(v_1 ^ *(q_ptr + 0)), _mm_popcnt_u64(v_1 ^ *(q_ptr + 2)), _mm_popcnt_u64(v_1 ^ *(q_ptr + 4)), _mm_popcnt_u64(v_1 ^ *(q_ptr + 6)) ); sum = _mm_add_epi32(sum, popcnt1); __m128i popcnt2 = _mm_set_epi32( _mm_popcnt_u64(v_2 ^ *(q_ptr + 1)), _mm_popcnt_u64(v_2 ^ *(q_ptr + 3)), _mm_popcnt_u64(v_2 ^ *(q_ptr + 5)), _mm_popcnt_u64(v_2 ^ *(q_ptr + 7)) ); sum = _mm_add_epi32(sum, popcnt2); v_ptr += 2; q_ptr += 8; } __m128i factor = _mm_set_epi32(1, 2, 4, 8); __m128 result_mm128 = _mm_cvtepi32_ps(_mm_mullo_epi32(sum, factor)); HSUM128_PS(result_mm128, mul_scalar); return (uint32_t)mul_scalar; } EXPORT uint32_t impl_xor_popcnt_scalar8_sse_u8( const uint8_t* q_ptr, const uint8_t* v_ptr, uint32_t count ) { __m128i sum1 = _mm_set1_epi32(0); __m128i sum2 = _mm_set1_epi32(0); for (uint32_t _i = 0; _i < count / 8; _i++) { uint64_t v = *((const uint64_t*)v_ptr); uint8_t values1[8] = { *(q_ptr + 0), *(q_ptr + 8), *(q_ptr + 16), *(q_ptr + 24), *(q_ptr + 32), *(q_ptr + 40), *(q_ptr + 48), *(q_ptr + 56), }; uint8_t values2[8] = { *(q_ptr + 1), *(q_ptr + 9), *(q_ptr + 17), *(q_ptr + 25), *(q_ptr + 33), *(q_ptr + 41), *(q_ptr + 49), *(q_ptr + 57), }; uint8_t values3[8] = { *(q_ptr + 2), *(q_ptr + 10), *(q_ptr + 18), *(q_ptr + 26), *(q_ptr + 34), *(q_ptr + 42), *(q_ptr + 50), *(q_ptr + 58), }; uint8_t values4[8] = { *(q_ptr + 3), *(q_ptr + 11), *(q_ptr + 19), *(q_ptr + 27), *(q_ptr + 35), *(q_ptr + 43), *(q_ptr + 51), *(q_ptr + 59), }; uint8_t values5[8] = { *(q_ptr + 4), *(q_ptr + 12), *(q_ptr + 20), *(q_ptr + 28), *(q_ptr + 36), *(q_ptr + 44), *(q_ptr + 52), *(q_ptr + 60), }; uint8_t values6[8] = { *(q_ptr + 5), *(q_ptr + 13), *(q_ptr + 21), *(q_ptr + 29), *(q_ptr + 37), *(q_ptr + 45), *(q_ptr + 53), *(q_ptr + 61), }; uint8_t values7[8] = { *(q_ptr + 6), *(q_ptr + 14), *(q_ptr + 22), *(q_ptr + 30), *(q_ptr + 38), *(q_ptr + 46), *(q_ptr + 54), *(q_ptr + 62), }; uint8_t values8[8] = { *(q_ptr + 7), *(q_ptr + 15), *(q_ptr + 23), *(q_ptr + 31), *(q_ptr + 39), *(q_ptr + 47), *(q_ptr + 55), *(q_ptr + 63), }; uint64_t values1_u64 = *((const uint64_t*)values1); uint64_t values2_u64 = *((const uint64_t*)values2); uint64_t values3_u64 = *((const uint64_t*)values3); uint64_t values4_u64 = *((const uint64_t*)values4); uint64_t values5_u64 = *((const uint64_t*)values5); uint64_t values6_u64 = *((const uint64_t*)values6); uint64_t values7_u64 = *((const uint64_t*)values7); uint64_t values8_u64 = *((const uint64_t*)values8); __m128i popcnt1 = _mm_set_epi32( _mm_popcnt_u64(v ^ values1_u64), _mm_popcnt_u64(v ^ values2_u64), _mm_popcnt_u64(v ^ values3_u64), _mm_popcnt_u64(v ^ values4_u64) ); sum1 = _mm_add_epi32(sum1, popcnt1); __m128i popcnt2 = _mm_set_epi32( _mm_popcnt_u64(v ^ values5_u64), _mm_popcnt_u64(v ^ values6_u64), _mm_popcnt_u64(v ^ values7_u64), _mm_popcnt_u64(v ^ values8_u64) ); sum2 = _mm_add_epi32(sum2, popcnt2); v_ptr += 8; q_ptr += 64; } uint32_t dr1 = 0; uint32_t dr2 = 0; uint32_t dr3 = 0; uint32_t dr4 = 0; uint32_t dr5 = 0; uint32_t dr6 = 0; uint32_t dr7 = 0; uint32_t dr8 = 0; for (uint32_t _i = count % 8; _i > 0; _i--) { uint8_t v = *(v_ptr++); uint8_t q1 = *(q_ptr++); uint8_t q2 = *(q_ptr++); uint8_t q3 = *(q_ptr++); uint8_t q4 = *(q_ptr++); uint8_t q5 = *(q_ptr++); uint8_t q6 = *(q_ptr++); uint8_t q7 = *(q_ptr++); uint8_t q8 = *(q_ptr++); uint8_t x1 = v ^ q1; uint8_t x2 = v ^ q2; uint8_t x3 = v ^ q3; uint8_t x4 = v ^ q4; uint8_t x5 = v ^ q5; uint8_t x6 = v ^ q6; uint8_t x7 = v ^ q7; uint8_t x8 = v ^ q8; dr1 += __builtin_popcount(x1); dr2 += __builtin_popcount(x2); dr3 += __builtin_popcount(x3); dr4 += __builtin_popcount(x4); dr5 += __builtin_popcount(x5); dr6 += __builtin_popcount(x6); dr7 += __builtin_popcount(x7); dr8 += __builtin_popcount(x8); } __m128i factor1 = _mm_set_epi32(1, 2, 4, 8); __m128i factor2 = _mm_set_epi32(16, 32, 64, 128); __m128 result_mm128 = _mm_cvtepi32_ps( _mm_add_epi32( _mm_mullo_epi32(sum1, factor1), _mm_mullo_epi32(sum2, factor2) ) ); HSUM128_PS(result_mm128, mul_scalar); return (uint32_t)mul_scalar + dr1 + (dr2 << 1) + (dr3 << 2) + (dr4 << 3) + (dr5 << 4) + (dr6 << 5) + (dr7 << 6) + (dr8 << 7); } EXPORT uint32_t impl_xor_popcnt_scalar4_sse_u8( const uint8_t* q_ptr, const uint8_t* v_ptr, uint32_t count ) { __m128i sum = _mm_set1_epi32(0); for (uint32_t _i = 0; _i < count / 8; _i++) { uint64_t v = *((const uint64_t*)v_ptr); uint8_t values1[8] = { *(q_ptr + 0), *(q_ptr + 4), *(q_ptr + 8), *(q_ptr + 12), *(q_ptr + 16), *(q_ptr + 20), *(q_ptr + 24), *(q_ptr + 28), }; uint8_t values2[8] = { *(q_ptr + 1), *(q_ptr + 5), *(q_ptr + 9), *(q_ptr + 13), *(q_ptr + 17), *(q_ptr + 21), *(q_ptr + 25), *(q_ptr + 29), }; uint8_t values3[8] = { *(q_ptr + 2), *(q_ptr + 6), *(q_ptr + 10), *(q_ptr + 14), *(q_ptr + 18), *(q_ptr + 22), *(q_ptr + 26), *(q_ptr + 30), }; uint8_t values4[8] = { *(q_ptr + 3), *(q_ptr + 7), *(q_ptr + 11), *(q_ptr + 15), *(q_ptr + 19), *(q_ptr + 23), *(q_ptr + 27), *(q_ptr + 31), }; uint64_t values1_u64 = *((const uint64_t*)values1); uint64_t values2_u64 = *((const uint64_t*)values2); uint64_t values3_u64 = *((const uint64_t*)values3); uint64_t values4_u64 = *((const uint64_t*)values4); __m128i popcnt = _mm_set_epi32( _mm_popcnt_u64(v ^ values1_u64), _mm_popcnt_u64(v ^ values2_u64), _mm_popcnt_u64(v ^ values3_u64), _mm_popcnt_u64(v ^ values4_u64) ); sum = _mm_add_epi32(sum, popcnt); v_ptr += 8; q_ptr += 32; } uint32_t dr1 = 0; uint32_t dr2 = 0; uint32_t dr3 = 0; uint32_t dr4 = 0; for (uint32_t _i = count % 8; _i > 0; _i--) { uint8_t v = *(v_ptr++); uint8_t q1 = *(q_ptr++); uint8_t q2 = *(q_ptr++); uint8_t q3 = *(q_ptr++); uint8_t q4 = *(q_ptr++); uint8_t x1 = v ^ q1; uint8_t x2 = v ^ q2; uint8_t x3 = v ^ q3; uint8_t x4 = v ^ q4; dr1 += __builtin_popcount(x1); dr2 += __builtin_popcount(x2); dr3 += __builtin_popcount(x3); dr4 += __builtin_popcount(x4); } __m128i factor = _mm_set_epi32(1, 2, 4, 8); __m128 result_mm128 = _mm_cvtepi32_ps(_mm_mullo_epi32(sum, factor)); HSUM128_PS(result_mm128, mul_scalar); return (uint32_t)mul_scalar + dr1 + (dr2 << 1) + (dr3 << 2) + (dr4 << 3); } EXPORT float impl_score_l1_sse( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t dim ) { const __m128i* v_ptr = (const __m128i*)vector_ptr; const __m128i* q_ptr = (const __m128i*)query_ptr; uint32_t m = dim - (dim % 16); __m128i sum128 = _mm_setzero_si128(); // the vector sizes are assumed to be multiples of 16, no remaining part here for (uint32_t i = 0; i < m; i += 16) { __m128i vec2 = _mm_loadu_si128(v_ptr); __m128i vec1 = _mm_loadu_si128(q_ptr); v_ptr++; q_ptr++; // Compute the difference in both directions __m128i diff1 = _mm_subs_epu8(vec1, vec2); __m128i diff2 = _mm_subs_epu8(vec2, vec1); // Take the maximum __m128i abs_diff = _mm_max_epu8(diff1, diff2); __m128i abs_diff16_low = _mm_unpacklo_epi8(abs_diff, _mm_setzero_si128()); __m128i abs_diff16_high = _mm_unpackhi_epi8(abs_diff, _mm_setzero_si128()); sum128 = _mm_add_epi16(sum128, abs_diff16_low); sum128 = _mm_add_epi16(sum128, abs_diff16_high); } // Convert 16-bit sums to 32-bit and sum them up __m128i sum_epi32 = _mm_add_epi32( _mm_unpacklo_epi16(sum128, _mm_setzero_si128()), _mm_unpackhi_epi16(sum128, _mm_setzero_si128())); // Horizontal sum using the macro HSUM128_EPI16(sum_epi32, sum); return (float) sum; }