#include #include #include "export_macro.h" #ifdef _MSC_VER #include #define __builtin_popcount __popcnt #endif EXPORT float impl_score_dot_neon( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t dim ) { uint32x4_t mul1 = vdupq_n_u32(0); uint32x4_t mul2 = vdupq_n_u32(0); for (uint32_t _i = 0; _i < dim / 16; _i++) { uint8x16_t q = vld1q_u8(query_ptr); uint8x16_t v = vld1q_u8(vector_ptr); query_ptr += 16; vector_ptr += 16; uint16x8_t mul_low = vmull_u8(vget_low_u8(q), vget_low_u8(v)); uint16x8_t mul_high = vmull_u8(vget_high_u8(q), vget_high_u8(v)); mul1 = vpadalq_u16(mul1, mul_low); mul2 = vpadalq_u16(mul2, mul_high); } return (float)vaddvq_u32(vaddq_u32(mul1, mul2)); } EXPORT uint32_t impl_xor_popcnt_neon_uint128( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t count ) { uint32x4_t result = vdupq_n_u32(0); for (uint32_t _i = 0; _i < count; _i++) { uint8x16_t v = vld1q_u8(vector_ptr); uint8x16_t q = vld1q_u8(query_ptr); uint8x16_t x = veorq_u8(q, v); uint8x16_t popcnt = vcntq_u8(x); uint8x8_t popcnt_low = vget_low_u8(popcnt); uint8x8_t popcnt_high = vget_high_u8(popcnt); uint16x8_t sum = vaddl_u8(popcnt_low, popcnt_high); result = vpadalq_u16(result, sum); query_ptr += 16; vector_ptr += 16; } return (uint32_t)vaddvq_u32(result); } EXPORT uint32_t impl_xor_popcnt_neon_uint64( const uint8_t* query_ptr, const uint8_t* vector_ptr, uint32_t count ) { uint16x4_t result = vdup_n_u16(0); for (uint32_t _i = 0; _i < count; _i++) { uint8x8_t v = vld1_u8(vector_ptr); uint8x8_t q = vld1_u8(query_ptr); uint8x8_t x = veor_u8(q, v); uint8x8_t popcnt = vcnt_u8(x); result = vpadal_u8(result, popcnt); query_ptr += 8; vector_ptr += 8; } return (uint32_t)vaddv_u16(result); } EXPORT uint32_t impl_xor_popcnt_scalar8_neon_uint128( const uint8_t* q_ptr, const uint8_t* v_ptr, uint32_t count ) { uint16x8_t result1 = vdupq_n_u16(0); uint16x8_t result2 = vdupq_n_u16(0); uint16x8_t result3 = vdupq_n_u16(0); uint16x8_t result4 = vdupq_n_u16(0); uint16x8_t result5 = vdupq_n_u16(0); uint16x8_t result6 = vdupq_n_u16(0); uint16x8_t result7 = vdupq_n_u16(0); uint16x8_t result8 = vdupq_n_u16(0); for (uint32_t _i = 0; _i < count; _i++) { uint8x16_t v = vld1q_u8(v_ptr); uint8x16_t x1 = veorq_u8(vld1q_u8(q_ptr + 0), v); uint8x16_t x2 = veorq_u8(vld1q_u8(q_ptr + 16), v); uint8x16_t x3 = veorq_u8(vld1q_u8(q_ptr + 32), v); uint8x16_t x4 = veorq_u8(vld1q_u8(q_ptr + 48), v); uint8x16_t x5 = veorq_u8(vld1q_u8(q_ptr + 64), v); uint8x16_t x6 = veorq_u8(vld1q_u8(q_ptr + 80), v); uint8x16_t x7 = veorq_u8(vld1q_u8(q_ptr + 96), v); uint8x16_t x8 = veorq_u8(vld1q_u8(q_ptr + 112), v); result1 = vpadalq_u8(result1, vcntq_u8(x1)); result2 = vpadalq_u8(result2, vcntq_u8(x2)); result3 = vpadalq_u8(result3, vcntq_u8(x3)); result4 = vpadalq_u8(result4, vcntq_u8(x4)); result5 = vpadalq_u8(result5, vcntq_u8(x5)); result6 = vpadalq_u8(result6, vcntq_u8(x6)); result7 = vpadalq_u8(result7, vcntq_u8(x7)); result8 = vpadalq_u8(result8, vcntq_u8(x8)); v_ptr += 16; q_ptr += 128; } uint32_t r1 = vaddvq_u16(result1); uint32_t r2 = vaddvq_u16(result2); uint32_t r3 = vaddvq_u16(result3); uint32_t r4 = vaddvq_u16(result4); uint32_t r5 = vaddvq_u16(result5); uint32_t r6 = vaddvq_u16(result6); uint32_t r7 = vaddvq_u16(result7); uint32_t r8 = vaddvq_u16(result8); return r1 + (r2 << 1) + (r3 << 2) + (r4 << 3) + (r5 << 4) + (r6 << 5) + (r7 << 6) + (r8 << 7); } EXPORT uint32_t impl_xor_popcnt_scalar4_neon_uint128( const uint8_t* q_ptr, const uint8_t* v_ptr, uint32_t count ) { uint16x8_t result1 = vdupq_n_u16(0); uint16x8_t result2 = vdupq_n_u16(0); uint16x8_t result3 = vdupq_n_u16(0); uint16x8_t result4 = vdupq_n_u16(0); for (uint32_t _i = 0; _i < count; _i++) { uint8x16_t v = vld1q_u8(v_ptr); uint8x16_t x1 = veorq_u8(vld1q_u8(q_ptr + 0), v); uint8x16_t x2 = veorq_u8(vld1q_u8(q_ptr + 16), v); uint8x16_t x3 = veorq_u8(vld1q_u8(q_ptr + 32), v); uint8x16_t x4 = veorq_u8(vld1q_u8(q_ptr + 48), v); result1 = vpadalq_u8(result1, vcntq_u8(x1)); result2 = vpadalq_u8(result2, vcntq_u8(x2)); result3 = vpadalq_u8(result3, vcntq_u8(x3)); result4 = vpadalq_u8(result4, vcntq_u8(x4)); v_ptr += 16; q_ptr += 64; } uint32_t r1 = vaddvq_u16(result1); uint32_t r2 = vaddvq_u16(result2); uint32_t r3 = vaddvq_u16(result3); uint32_t r4 = vaddvq_u16(result4); return r1 + (r2 << 1) + (r3 << 2) + (r4 << 3); } EXPORT uint32_t impl_xor_popcnt_scalar8_neon_u8( const uint8_t* q_ptr, const uint8_t* v_ptr, uint32_t count ) { uint16x4_t result1 = vdup_n_u16(0); uint16x4_t result2 = vdup_n_u16(0); uint16x4_t result3 = vdup_n_u16(0); uint16x4_t result4 = vdup_n_u16(0); uint16x4_t result5 = vdup_n_u16(0); uint16x4_t result6 = vdup_n_u16(0); uint16x4_t result7 = vdup_n_u16(0); uint16x4_t result8 = vdup_n_u16(0); for (uint32_t _i = 0; _i < count / 8; _i++) { uint8x8_t v = vld1_u8(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), }; uint8x8_t x1 = veor_u8(vld1_u8(values1), v); 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), }; uint8x8_t x2 = veor_u8(vld1_u8(values2), v); 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), }; uint8x8_t x3 = veor_u8(vld1_u8(values3), v); 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), }; uint8x8_t x4 = veor_u8(vld1_u8(values4), v); 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), }; uint8x8_t x5 = veor_u8(vld1_u8(values5), v); 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), }; uint8x8_t x6 = veor_u8(vld1_u8(values6), v); 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), }; uint8x8_t x7 = veor_u8(vld1_u8(values7), v); 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), }; uint8x8_t x8 = veor_u8(vld1_u8(values8), v); result1 = vpadal_u8(result1, vcnt_u8(x1)); result2 = vpadal_u8(result2, vcnt_u8(x2)); result3 = vpadal_u8(result3, vcnt_u8(x3)); result4 = vpadal_u8(result4, vcnt_u8(x4)); result5 = vpadal_u8(result5, vcnt_u8(x5)); result6 = vpadal_u8(result6, vcnt_u8(x6)); result7 = vpadal_u8(result7, vcnt_u8(x7)); result8 = vpadal_u8(result8, vcnt_u8(x8)); 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); } uint32_t r1 = vaddv_u16(result1) + dr1; uint32_t r2 = vaddv_u16(result2) + dr2; uint32_t r3 = vaddv_u16(result3) + dr3; uint32_t r4 = vaddv_u16(result4) + dr4; uint32_t r5 = vaddv_u16(result5) + dr5; uint32_t r6 = vaddv_u16(result6) + dr6; uint32_t r7 = vaddv_u16(result7) + dr7; uint32_t r8 = vaddv_u16(result8) + dr8; return r1 + (r2 << 1) + (r3 << 2) + (r4 << 3) + (r5 << 4) + (r6 << 5) + (r7 << 6) + (r8 << 7); } EXPORT uint32_t impl_xor_popcnt_scalar4_neon_u8( const uint8_t* q_ptr, const uint8_t* v_ptr, uint32_t count ) { uint16x4_t result1 = vdup_n_u16(0); uint16x4_t result2 = vdup_n_u16(0); uint16x4_t result3 = vdup_n_u16(0); uint16x4_t result4 = vdup_n_u16(0); for (uint32_t _i = 0; _i < count / 8; _i++) { uint8x8_t v = vld1_u8(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), }; uint8x8_t x1 = veor_u8(vld1_u8(values1), v); 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), }; uint8x8_t x2 = veor_u8(vld1_u8(values2), v); 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), }; uint8x8_t x3 = veor_u8(vld1_u8(values3), v); 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), }; uint8x8_t x4 = veor_u8(vld1_u8(values4), v); result1 = vpadal_u8(result1, vcnt_u8(x1)); result2 = vpadal_u8(result2, vcnt_u8(x2)); result3 = vpadal_u8(result3, vcnt_u8(x3)); result4 = vpadal_u8(result4, vcnt_u8(x4)); 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); } uint32_t r1 = vaddv_u16(result1) + dr1; uint32_t r2 = vaddv_u16(result2) + dr2; uint32_t r3 = vaddv_u16(result3) + dr3; uint32_t r4 = vaddv_u16(result4) + dr4; return r1 + (r2 << 1) + (r3 << 2) + (r4 << 3); } EXPORT float impl_score_l1_neon( const uint8_t * query_ptr, const uint8_t * vector_ptr, uint32_t dim ) { const uint8_t* v_ptr = (const uint8_t*)vector_ptr; const uint8_t* q_ptr = (const uint8_t*)query_ptr; uint32_t m = dim - (dim % 16); uint16x8_t sum16_low = vdupq_n_u16(0); uint16x8_t sum16_high = vdupq_n_u16(0); // the vector sizes are assumed to be multiples of 16, no remaining part here for (uint32_t i = 0; i < m; i += 16) { uint8x16_t vec1 = vld1q_u8(v_ptr); uint8x16_t vec2 = vld1q_u8(q_ptr); uint8x16_t abs_diff = vabdq_u8(vec1, vec2); uint16x8_t abs_diff16_low = vmovl_u8(vget_low_u8(abs_diff)); uint16x8_t abs_diff16_high = vmovl_u8(vget_high_u8(abs_diff)); sum16_low = vaddq_u16(sum16_low, abs_diff16_low); sum16_high = vaddq_u16(sum16_high, abs_diff16_high); v_ptr += 16; q_ptr += 16; } // Horizontal sum of 16-bit integers uint32x4_t sum32_low = vpaddlq_u16(sum16_low); uint32x4_t sum32_high = vpaddlq_u16(sum16_high); uint32x4_t sum32 = vaddq_u32(sum32_low, sum32_high); uint32x2_t sum64_low = vadd_u32(vget_low_u32(sum32), vget_high_u32(sum32)); uint32x2_t sum64_high = vpadd_u32(sum64_low, sum64_low); uint32_t sum = vget_lane_u32(sum64_high, 0); return (float) sum; }