#define GGML_COMMON_IMPL_C #include "ggml-common.h" #include "ggml-quants.h" #include "ggml-cpu-quants.h" #include "ggml-impl.h" #include "ggml-cpu-impl.h" #include "ggml-cpu.h" #include #include #include #include #include // for qsort #include // for GGML_ASSERT #define GROUP_MAX_EPS 1e-15f #define GROUP_MAX_EPS_IQ3_XXS 1e-8f #define GROUP_MAX_EPS_IQ2_S 1e-8f #define GROUP_MAX_EPS_IQ1_M 1e-7f #define GROUP_MAX_EPS_IQ1_S 1e-12f #if defined(_MSC_VER) // disable "possible loss of data" to avoid warnings for hundreds of casts // we should just be careful :) #pragma warning(disable: 4244 4267) #endif #define UNUSED GGML_UNUSED // some compilers don't provide _mm256_set_m128i, e.g. gcc 7 #define MM256_SET_M128I(a, b) _mm256_insertf128_si256(_mm256_castsi128_si256(b), (a), 1) #if defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) || defined(__SSSE3__) // multiply int8_t, add results pairwise twice static inline __m128i mul_sum_i8_pairs(const __m128i x, const __m128i y) { // Get absolute values of x vectors const __m128i ax = _mm_sign_epi8(x, x); // Sign the values of the y vectors const __m128i sy = _mm_sign_epi8(y, x); // Perform multiplication and create 16-bit values const __m128i dot = _mm_maddubs_epi16(ax, sy); const __m128i ones = _mm_set1_epi16(1); return _mm_madd_epi16(ones, dot); } #if __AVX__ || __AVX2__ || __AVX512F__ // horizontally add 8 floats static inline float hsum_float_8(const __m256 x) { __m128 res = _mm256_extractf128_ps(x, 1); res = _mm_add_ps(res, _mm256_castps256_ps128(x)); res = _mm_add_ps(res, _mm_movehl_ps(res, res)); res = _mm_add_ss(res, _mm_movehdup_ps(res)); return _mm_cvtss_f32(res); } // horizontally add 8 int32_t static inline int hsum_i32_8(const __m256i a) { const __m128i sum128 = _mm_add_epi32(_mm256_castsi256_si128(a), _mm256_extractf128_si256(a, 1)); const __m128i hi64 = _mm_unpackhi_epi64(sum128, sum128); const __m128i sum64 = _mm_add_epi32(hi64, sum128); const __m128i hi32 = _mm_shuffle_epi32(sum64, _MM_SHUFFLE(2, 3, 0, 1)); return _mm_cvtsi128_si32(_mm_add_epi32(sum64, hi32)); } // horizontally add 4 int32_t static inline int hsum_i32_4(const __m128i a) { const __m128i hi64 = _mm_unpackhi_epi64(a, a); const __m128i sum64 = _mm_add_epi32(hi64, a); const __m128i hi32 = _mm_shuffle_epi32(sum64, _MM_SHUFFLE(2, 3, 0, 1)); return _mm_cvtsi128_si32(_mm_add_epi32(sum64, hi32)); } #if defined(__AVX2__) || defined(__AVX512F__) // spread 32 bits to 32 bytes { 0x00, 0xFF } static inline __m256i bytes_from_bits_32(const uint8_t * x) { uint32_t x32; memcpy(&x32, x, sizeof(uint32_t)); const __m256i shuf_mask = _mm256_set_epi64x( 0x0303030303030303, 0x0202020202020202, 0x0101010101010101, 0x0000000000000000); __m256i bytes = _mm256_shuffle_epi8(_mm256_set1_epi32(x32), shuf_mask); const __m256i bit_mask = _mm256_set1_epi64x(0x7fbfdfeff7fbfdfe); bytes = _mm256_or_si256(bytes, bit_mask); return _mm256_cmpeq_epi8(bytes, _mm256_set1_epi64x(-1)); } // Unpack 32 4-bit fields into 32 bytes // The output vector contains 32 bytes, each one in [ 0 .. 15 ] interval static inline __m256i bytes_from_nibbles_32(const uint8_t * rsi) { const __m128i tmp = _mm_loadu_si128((const __m128i *)rsi); const __m256i bytes = MM256_SET_M128I(_mm_srli_epi16(tmp, 4), tmp); const __m256i lowMask = _mm256_set1_epi8( 0xF ); return _mm256_and_si256(lowMask, bytes); } // add int16_t pairwise and return as float vector static inline __m256 sum_i16_pairs_float(const __m256i x) { const __m256i ones = _mm256_set1_epi16(1); const __m256i summed_pairs = _mm256_madd_epi16(ones, x); return _mm256_cvtepi32_ps(summed_pairs); } static inline __m256 mul_sum_us8_pairs_float(const __m256i ax, const __m256i sy) { #if defined(__AVX512VNNI__) && defined(__AVX512VL__) const __m256i zero = _mm256_setzero_si256(); const __m256i summed_pairs = _mm256_dpbusd_epi32(zero, ax, sy); return _mm256_cvtepi32_ps(summed_pairs); #elif defined(__AVXVNNI__) const __m256i zero = _mm256_setzero_si256(); const __m256i summed_pairs = _mm256_dpbusd_avx_epi32(zero, ax, sy); return _mm256_cvtepi32_ps(summed_pairs); #else // Perform multiplication and create 16-bit values const __m256i dot = _mm256_maddubs_epi16(ax, sy); return sum_i16_pairs_float(dot); #endif } // multiply int8_t, add results pairwise twice and return as float vector static inline __m256 mul_sum_i8_pairs_float(const __m256i x, const __m256i y) { #if __AVXVNNIINT8__ const __m256i zero = _mm256_setzero_si256(); const __m256i summed_pairs = _mm256_dpbssd_epi32(zero, x, y); return _mm256_cvtepi32_ps(summed_pairs); #else // Get absolute values of x vectors const __m256i ax = _mm256_sign_epi8(x, x); // Sign the values of the y vectors const __m256i sy = _mm256_sign_epi8(y, x); return mul_sum_us8_pairs_float(ax, sy); #endif } static inline __m128i packNibbles( __m256i bytes ) { // Move bits within 16-bit lanes from 0000_abcd_0000_efgh into 0000_0000_abcd_efgh #if __AVX512F__ const __m256i bytes_srli_4 = _mm256_srli_epi16(bytes, 4); // 0000_0000_abcd_0000 bytes = _mm256_or_si256(bytes, bytes_srli_4); // 0000_abcd_abcd_efgh return _mm256_cvtepi16_epi8(bytes); // abcd_efgh #else const __m256i lowByte = _mm256_set1_epi16( 0xFF ); __m256i high = _mm256_andnot_si256( lowByte, bytes ); __m256i low = _mm256_and_si256( lowByte, bytes ); high = _mm256_srli_epi16( high, 4 ); bytes = _mm256_or_si256( low, high ); // Compress uint16_t lanes into bytes __m128i r0 = _mm256_castsi256_si128( bytes ); __m128i r1 = _mm256_extracti128_si256( bytes, 1 ); return _mm_packus_epi16( r0, r1 ); #endif } #elif defined(__AVX__) static inline __m128i packNibbles( __m128i bytes1, __m128i bytes2 ) { // Move bits within 16-bit lanes from 0000_abcd_0000_efgh into 0000_0000_abcd_efgh const __m128i lowByte = _mm_set1_epi16( 0xFF ); __m128i high = _mm_andnot_si128( lowByte, bytes1 ); __m128i low = _mm_and_si128( lowByte, bytes1 ); high = _mm_srli_epi16( high, 4 ); bytes1 = _mm_or_si128( low, high ); high = _mm_andnot_si128( lowByte, bytes2 ); low = _mm_and_si128( lowByte, bytes2 ); high = _mm_srli_epi16( high, 4 ); bytes2 = _mm_or_si128( low, high ); return _mm_packus_epi16( bytes1, bytes2); } static inline __m128i mul_add_epi8_sse(const __m128i x, const __m128i y) { const __m128i ax = _mm_sign_epi8(x, x); const __m128i sy = _mm_sign_epi8(y, x); return _mm_maddubs_epi16(ax, sy); } // spread 32 bits to 32 bytes { 0x00, 0xFF } static inline __m256i bytes_from_bits_32(const uint8_t * x) { uint32_t x32; memcpy(&x32, x, sizeof(uint32_t)); const __m128i shuf_maskl = _mm_set_epi64x(0x0101010101010101, 0x0000000000000000); const __m128i shuf_maskh = _mm_set_epi64x(0x0303030303030303, 0x0202020202020202); __m128i bytesl = _mm_shuffle_epi8(_mm_set1_epi32(x32), shuf_maskl); __m128i bytesh = _mm_shuffle_epi8(_mm_set1_epi32(x32), shuf_maskh); const __m128i bit_mask = _mm_set1_epi64x(0x7fbfdfeff7fbfdfe); bytesl = _mm_or_si128(bytesl, bit_mask); bytesh = _mm_or_si128(bytesh, bit_mask); bytesl = _mm_cmpeq_epi8(bytesl, _mm_set1_epi64x(-1)); bytesh = _mm_cmpeq_epi8(bytesh, _mm_set1_epi64x(-1)); return MM256_SET_M128I(bytesh, bytesl); } // Unpack 32 4-bit fields into 32 bytes // The output vector contains 32 bytes, each one in [ 0 .. 15 ] interval static inline __m256i bytes_from_nibbles_32(const uint8_t * rsi) { // Load 16 bytes from memory __m128i tmpl = _mm_loadu_si128((const __m128i *)rsi); __m128i tmph = _mm_srli_epi16(tmpl, 4); const __m128i lowMask = _mm_set1_epi8(0xF); tmpl = _mm_and_si128(lowMask, tmpl); tmph = _mm_and_si128(lowMask, tmph); return MM256_SET_M128I(tmph, tmpl); } // add int16_t pairwise and return as float vector static inline __m256 sum_i16_pairs_float(const __m128i xh, const __m128i xl) { const __m128i ones = _mm_set1_epi16(1); const __m128i summed_pairsl = _mm_madd_epi16(ones, xl); const __m128i summed_pairsh = _mm_madd_epi16(ones, xh); const __m256i summed_pairs = MM256_SET_M128I(summed_pairsh, summed_pairsl); return _mm256_cvtepi32_ps(summed_pairs); } static inline __m256 mul_sum_us8_pairs_float(const __m256i ax, const __m256i sy) { const __m128i axl = _mm256_castsi256_si128(ax); const __m128i axh = _mm256_extractf128_si256(ax, 1); const __m128i syl = _mm256_castsi256_si128(sy); const __m128i syh = _mm256_extractf128_si256(sy, 1); // Perform multiplication and create 16-bit values const __m128i dotl = _mm_maddubs_epi16(axl, syl); const __m128i doth = _mm_maddubs_epi16(axh, syh); return sum_i16_pairs_float(doth, dotl); } // multiply int8_t, add results pairwise twice and return as float vector static inline __m256 mul_sum_i8_pairs_float(const __m256i x, const __m256i y) { const __m128i xl = _mm256_castsi256_si128(x); const __m128i xh = _mm256_extractf128_si256(x, 1); const __m128i yl = _mm256_castsi256_si128(y); const __m128i yh = _mm256_extractf128_si256(y, 1); // Get absolute values of x vectors const __m128i axl = _mm_sign_epi8(xl, xl); const __m128i axh = _mm_sign_epi8(xh, xh); // Sign the values of the y vectors const __m128i syl = _mm_sign_epi8(yl, xl); const __m128i syh = _mm_sign_epi8(yh, xh); // Perform multiplication and create 16-bit values const __m128i dotl = _mm_maddubs_epi16(axl, syl); const __m128i doth = _mm_maddubs_epi16(axh, syh); return sum_i16_pairs_float(doth, dotl); } // larger version of mul_sum_i8_pairs_float where x and y are each represented by four 128-bit vectors static inline __m256 mul_sum_i8_quad_float(const __m128i x_1_0, const __m128i x_1_1, const __m128i x_2_0, const __m128i x_2_1, const __m128i y_1_0, const __m128i y_1_1, const __m128i y_2_0, const __m128i y_2_1) { const __m128i mone = _mm_set1_epi16(1); const __m128i p16_1_0 = mul_add_epi8_sse(x_1_0, y_1_0); const __m128i p16_1_1 = mul_add_epi8_sse(x_1_1, y_1_1); const __m128i p16_2_0 = mul_add_epi8_sse(x_2_0, y_2_0); const __m128i p16_2_1 = mul_add_epi8_sse(x_2_1, y_2_1); const __m128i p_1_0 = _mm_madd_epi16(p16_1_0, mone); const __m128i p_1_1 = _mm_madd_epi16(p16_1_1, mone); const __m128i p_2_0 = _mm_madd_epi16(p16_2_0, mone); const __m128i p_2_1 = _mm_madd_epi16(p16_2_1, mone); const __m128i p_1 = _mm_add_epi32(p_1_0, p_1_1); const __m128i p_2 = _mm_add_epi32(p_2_0, p_2_1); return _mm256_cvtepi32_ps(MM256_SET_M128I(p_2, p_1)); } // quad fp16 delta calculation static inline __m256 quad_fp16_delta_float(const float x0, const float y0, const float x1, const float y1) { // GGML_FP16_TO_FP32 is faster than Intel F16C return _mm256_set_m128(_mm_set1_ps(GGML_FP16_TO_FP32(x1) * GGML_FP16_TO_FP32(y1)), _mm_set1_ps(GGML_FP16_TO_FP32(x0) * GGML_FP16_TO_FP32(y0))); } #endif #elif defined(__SSSE3__) // horizontally add 4x4 floats static inline float hsum_float_4x4(const __m128 a, const __m128 b, const __m128 c, const __m128 d) { __m128 res_0 =_mm_hadd_ps(a, b); __m128 res_1 =_mm_hadd_ps(c, d); __m128 res =_mm_hadd_ps(res_0, res_1); res =_mm_hadd_ps(res, res); res =_mm_hadd_ps(res, res); return _mm_cvtss_f32(res); } #endif // __AVX__ || __AVX2__ || __AVX512F__ #endif // defined(__AVX__) || defined(__AVX2__) || defined(__AVX512F__) || defined(__SSSE3__) #if defined(__ARM_NEON) || defined(__wasm_simd128__) || defined(__POWER9_VECTOR__) #define B1(c,s,n) 0x ## n ## c , 0x ## n ## s #define B2(c,s,n) B1(c,s,n ## c), B1(c,s,n ## s) #define B3(c,s,n) B2(c,s,n ## c), B2(c,s,n ## s) #define B4(c,s,n) B3(c,s,n ## c), B3(c,s,n ## s) #define B5(c,s,n) B4(c,s,n ## c), B4(c,s,n ## s) #define B6(c,s,n) B5(c,s,n ## c), B5(c,s,n ## s) #define B7(c,s,n) B6(c,s,n ## c), B6(c,s,n ## s) #define B8(c,s ) B7(c,s, c), B7(c,s, s) // precomputed tables for expanding 8bits to 8 bytes: static const uint64_t table_b2b_0[1 << 8] = { B8(00, 10) }; // ( b) << 4 static const uint64_t table_b2b_1[1 << 8] = { B8(10, 00) }; // (!b) << 4 #endif #if defined(__loongarch_sx) static __m128i lsx_packs_w(__m128i a, __m128i b) { __m128i tmp, tmp1; tmp = __lsx_vsat_w(a, 15); tmp1 = __lsx_vsat_w(b, 15); return __lsx_vpickev_h(tmp1, tmp); } static __m128i lsx_packs_h(__m128i a, __m128i b) { __m128i tmp, tmp1; tmp = __lsx_vsat_h(a, 7); tmp1 = __lsx_vsat_h(b, 7); return __lsx_vpickev_b(tmp1, tmp); } static __m128i lsx_packus_h(__m128i a, __m128i b) { __m128i tmp, tmp1; tmp = __lsx_vsat_hu(a, 7); tmp1 = __lsx_vsat_hu(b, 7); return __lsx_vpickev_b(tmp1, tmp); } static __m128i lsx_maddubs_h(__m128i a, __m128i b) { __m128i tmp1, tmp2; tmp1 = __lsx_vmulwev_h_b(a, b); tmp2 = __lsx_vmulwod_h_b(a, b); return __lsx_vsadd_h(tmp1, tmp2); } static __m128i lsx_madd_h(__m128i a, __m128i b) { __m128i tmp1, tmp2; tmp1 = __lsx_vmulwev_w_h(a, b); tmp2 = __lsx_vmulwod_w_h(a, b); return __lsx_vadd_w(tmp1, tmp2); } static __m128i lsx_set_w(int32_t a, int32_t b, int32_t c, int32_t d) { v4i32 __ret = {d, c, b, a}; return (__m128i)__ret; } static __m128i lsx_shuffle_b(__m128i a, __m128i b) { __m128i mask_f, zero, tmp0, tmp2, mask; int f = 0x8f; mask_f = __lsx_vreplgr2vr_b(f); zero = __lsx_vldi(0); tmp0 = __lsx_vand_v(b, mask_f); // get mask with low 4 bit and sign bits tmp0 = __lsx_vori_b(tmp0, 0x10); // make each mask or with 0x10 prepare for positive mask = __lsx_vsle_b(zero, tmp0); // if mask >= 0, set mask tmp2 = __lsx_vand_v(tmp0, mask); // maskout the in2 < ones return __lsx_vshuf_b(a, zero, tmp2); } static __m128i lsx_hadd_h(__m128i a, __m128i b) { __m128i tmp1 = __lsx_vpickev_h(b, a); __m128i tmp2 = __lsx_vpickod_h(b, a); return __lsx_vadd_h(tmp1, tmp2); } static __m128i lsx_hadd_w(__m128i a, __m128i b) { __m128i tmp1 = __lsx_vpickev_w(b, a); __m128i tmp2 = __lsx_vpickod_w(b, a); return __lsx_vadd_w(tmp1, tmp2); } static __m128 lsx_hadd_s(__m128 a, __m128 b) { __m128 tmp1 = (__m128)__lsx_vpickev_w((__m128i)b, (__m128i)a); __m128 tmp2 = (__m128)__lsx_vpickod_w((__m128i)b, (__m128i)a); return __lsx_vfadd_s(tmp1, tmp2); } static inline float hsum_float_4x4(const __m128 a, const __m128 b, const __m128 c, const __m128 d) { __m128 res_0 =lsx_hadd_s(a, b); __m128 res_1 =lsx_hadd_s(c, d); __m128 res =lsx_hadd_s(res_0, res_1); res =lsx_hadd_s(res, res); res =lsx_hadd_s(res, res); return ((v4f32)res)[0]; } #endif #if defined(__loongarch_asx) #ifdef __clang__ #define VREGS_PREFIX "$vr" #define XREGS_PREFIX "$xr" #else // GCC #define VREGS_PREFIX "$f" #define XREGS_PREFIX "$f" #endif #define __ALL_REGS "0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31" // Convert __m128i to __m256i static inline __m256i ____m256i(__m128i in) { __m256i out = __lasx_xvldi(0); __asm__ volatile ( ".irp i," __ALL_REGS "\n\t" " .ifc %[out], " XREGS_PREFIX"\\i \n\t" " .irp j," __ALL_REGS "\n\t" " .ifc %[in], " VREGS_PREFIX "\\j \n\t" " xvpermi.q $xr\\i, $xr\\j, 0x20 \n\t" " .endif \n\t" " .endr \n\t" " .endif \n\t" ".endr \n\t" : [out] "+f" (out) : [in] "f" (in) ); return out; } // Convert two __m128i to __m256i static inline __m256i lasx_set_q(__m128i inhi, __m128i inlo) { __m256i out; __asm__ volatile ( ".irp i," __ALL_REGS "\n\t" " .ifc %[hi], " VREGS_PREFIX "\\i \n\t" " .irp j," __ALL_REGS "\n\t" " .ifc %[lo], " VREGS_PREFIX "\\j \n\t" " xvpermi.q $xr\\i, $xr\\j, 0x20 \n\t" " .endif \n\t" " .endr \n\t" " .endif \n\t" ".endr \n\t" ".ifnc %[out], %[hi] \n\t" ".irp i," __ALL_REGS "\n\t" " .ifc %[out], " XREGS_PREFIX "\\i \n\t" " .irp j," __ALL_REGS "\n\t" " .ifc %[hi], " VREGS_PREFIX "\\j \n\t" " xvori.b $xr\\i, $xr\\j, 0 \n\t" " .endif \n\t" " .endr \n\t" " .endif \n\t" ".endr \n\t" ".endif \n\t" : [out] "=f" (out), [hi] "+f" (inhi) : [lo] "f" (inlo) ); return out; } // Convert __m256i low part to __m128i static inline __m128i lasx_extracti128_lo(__m256i in) { __m128i out; __asm__ volatile ( ".ifnc %[out], %[in] \n\t" ".irp i," __ALL_REGS "\n\t" " .ifc %[out], " VREGS_PREFIX "\\i \n\t" " .irp j," __ALL_REGS "\n\t" " .ifc %[in], " XREGS_PREFIX "\\j \n\t" " vori.b $vr\\i, $vr\\j, 0 \n\t" " .endif \n\t" " .endr \n\t" " .endif \n\t" ".endr \n\t" ".endif \n\t" : [out] "=f" (out) : [in] "f" (in) ); return out; } // Convert __m256i high part to __m128i static inline __m128i lasx_extracti128_hi(__m256i in) { __m128i out; __asm__ volatile ( ".irp i," __ALL_REGS "\n\t" " .ifc %[out], " VREGS_PREFIX "\\i \n\t" " .irp j," __ALL_REGS "\n\t" " .ifc %[in], " XREGS_PREFIX "\\j \n\t" " xvpermi.q $xr\\i, $xr\\j, 0x11 \n\t" " .endif \n\t" " .endr \n\t" " .endif \n\t" ".endr \n\t" : [out] "=f" (out) : [in] "f" (in) ); return out; } static __m256i lasx_set_w(int e7, int e6, int e5, int e4, int e3, int e2, int e1, int e0) { v8i32 __ret = {e0, e1, e2, e3, e4, e5, e6, e7}; return (__m256i)__ret; } static __m256i lasx_set_d(int64_t a, int64_t b, int64_t c, int64_t d) { v4i64 __ret = {d, c, b, a}; return (__m256i)__ret; } static __m256i lasx_insertf128( __m128i x, __m128i y) { return lasx_set_q(x, y); } static __m256i lasx_shuffle_b(__m256i a, __m256i b) { __m256i mask_f, zero, tmp0, tmp2, mask; int f = 0x8f; mask_f = __lasx_xvreplgr2vr_b(f); zero = __lasx_xvldi(0); tmp0 = __lasx_xvand_v(b, mask_f); // get mask with low 4 bit and sign bits tmp0 = __lasx_xvori_b(tmp0, 0x10); // make each mask or with 0x10 prepare for positive mask = __lasx_xvsle_b(zero, tmp0); // if mask >= 0, set mask tmp2 = __lasx_xvand_v(tmp0, mask); // maskout the in2 < ones return __lasx_xvshuf_b(a, zero, tmp2); } static __m256i lasx_extu8_16(__m128i a) { return __lasx_vext2xv_hu_bu(____m256i(a)); } static __m256i lasx_ext8_16(__m128i a) { return __lasx_vext2xv_h_b(____m256i(a)); } static __m256i lasx_ext16_32(__m128i a) { return __lasx_vext2xv_w_h(____m256i(a)); } static __m128i lasx_extracti128( __m256i a, int pos) { __m128i ret; if( pos == 0) { ret = lasx_extracti128_lo(a); } else { ret = lasx_extracti128_hi(a); } return ret; } static __m128 lasx_extractf128( __m256 a, int pos) { __m128 ret; if( pos == 0) { ret = (__m128)lasx_extracti128_lo((__m256i)a); } else { ret = (__m128)lasx_extracti128_hi((__m256i)a); } return ret; } static __m256i lasx_maddubs_h(__m256i a, __m256i b) { __m256i tmp1, tmp2; tmp1 = __lasx_xvmulwev_h_b(a, b); tmp2 = __lasx_xvmulwod_h_b(a, b); return __lasx_xvsadd_h(tmp1, tmp2); } static __m256i lasx_madd_h(__m256i a, __m256i b) { __m256i tmp1, tmp2; tmp1 = __lasx_xvmulwev_w_h(a, b); tmp2 = __lasx_xvmulwod_w_h(a, b); return __lasx_xvadd_w(tmp1, tmp2); } static __m256i lasx_packs_w(__m256i a, __m256i b) { __m256i tmp, tmp1; tmp = __lasx_xvsat_w(a, 15); tmp1 = __lasx_xvsat_w(b, 15); return __lasx_xvpickev_h(tmp1, tmp); } static __m256i lasx_packs_h(__m256i a, __m256i b) { __m256i tmp, tmp1; tmp = __lasx_xvsat_h(a, 7); tmp1 = __lasx_xvsat_h(b, 7); return __lasx_xvpickev_b(tmp1, tmp); } static inline __m256i lasx_madd_h_b(__m256i a, __m256i b) { __m256i tmp1, tmp2; tmp1 = __lasx_xvmulwev_h_b(a, b); tmp2 = __lasx_xvmulwod_h_b(a, b); return __lasx_xvadd_h(tmp1, tmp2); } static inline __m256i lasx_xvrepl128vei_h(__m256i a, const unsigned int b) { switch (b) { case 0: return __lasx_xvrepl128vei_h(a, 0); case 1: return __lasx_xvrepl128vei_h(a, 1); case 2: return __lasx_xvrepl128vei_h(a, 2); case 3: return __lasx_xvrepl128vei_h(a, 3); case 4: return __lasx_xvrepl128vei_h(a, 4); case 5: return __lasx_xvrepl128vei_h(a, 5); case 6: return __lasx_xvrepl128vei_h(a, 6); case 7: return __lasx_xvrepl128vei_h(a, 7); default: __builtin_unreachable(); } } static inline __m256i lasx_xvandi_b_bit(__m256i a, const unsigned int b) { switch (b) { case 0: return __lasx_xvandi_b(a, 1 << 0); case 1: return __lasx_xvandi_b(a, 1 << 1); case 2: return __lasx_xvandi_b(a, 1 << 2); case 3: return __lasx_xvandi_b(a, 1 << 3); case 4: return __lasx_xvandi_b(a, 1 << 4); case 5: return __lasx_xvandi_b(a, 1 << 5); case 6: return __lasx_xvandi_b(a, 1 << 6); case 7: return __lasx_xvandi_b(a, 1 << 7); default: __builtin_unreachable(); } } // multiply int8_t, add results pairwise twice static inline __m128i mul_sum_i8_pairs(const __m128i x, const __m128i y) { // Get absolute values of x vectors const __m128i ax = __lsx_vsigncov_b(x, x); // Sign the values of the y vectors const __m128i sy = __lsx_vsigncov_b(x, y); // Perform multiplication and create 16-bit values const __m128i dot = lsx_maddubs_h(ax, sy); const __m128i ones = __lsx_vreplgr2vr_h(1); return lsx_madd_h(ones, dot); } // horizontally add 8 floats static inline float hsum_float_8(const __m256 x) { __m128 res = lasx_extractf128(x, 1); res = __lsx_vfadd_s(res, lasx_extractf128(x, 0)); res = __lsx_vfadd_s(res, (__m128)__lsx_vpickod_d((__m128i)res, (__m128i)res)); res = __lsx_vfadd_s(res, (__m128)__lsx_vinsgr2vr_w(__lsx_vldi(0), __lsx_vpickve2gr_w(res, 1), 0)); return ((v4f32)res)[0]; } // horizontally add 8 int32_t static inline int hsum_i32_8(const __m256i a) { __m256i tmp1 = __lasx_xvpermi_q(a, a, 0x11); __m256i tmp2 = __lasx_xvpermi_q(a, a, 0x00); __m128i tmp1_128 = lasx_extracti128_lo(tmp1); __m128i tmp2_128 = lasx_extracti128_lo(tmp2); __m128i sum128 = __lsx_vadd_w(tmp1_128, tmp2_128); __m128i ev = __lsx_vpickev_w(sum128, sum128); __m128i od = __lsx_vpickod_w(sum128, sum128); __m128i sum64 = __lsx_vadd_w(ev, od); int sum64_1, sum64_2; sum64_1 = __lsx_vpickve2gr_w(sum64, 0); sum64_2 = __lsx_vpickve2gr_w(sum64, 1); return sum64_1 + sum64_2; } // horizontally add 4 int32_t static inline int hsum_i32_4(const __m128i a) { __m128i ev = __lsx_vpickev_w(a, a); __m128i od = __lsx_vpickod_w(a, a); __m128i sum64 = __lsx_vadd_w(ev, od); int sum64_1, sum64_2; sum64_1 = __lsx_vpickve2gr_w(sum64, 0); sum64_2 = __lsx_vpickve2gr_w(sum64, 1); return sum64_1 + sum64_2; } // spread 32 bits to 32 bytes { 0x00, 0xFF } static inline __m256i bytes_from_bits_32(const uint8_t * x) { uint32_t x32; memcpy(&x32, x, sizeof(uint32_t)); const __m256i shuf_mask = lasx_set_d( 0x0303030303030303, 0x0202020202020202, 0x0101010101010101, 0x0000000000000000); __m256i bytes = lasx_shuffle_b(__lasx_xvreplgr2vr_w(x32), shuf_mask); const __m256i bit_mask = __lasx_xvreplgr2vr_d(0x7fbfdfeff7fbfdfe); bytes = __lasx_xvor_v(bytes, bit_mask); return __lasx_xvseq_b(bytes, __lasx_xvreplgr2vr_d(-1)); } // Unpack 32 4-bit fields into 32 bytes // The output vector contains 32 bytes, each one in [ 0 .. 15 ] interval static inline __m256i bytes_from_nibbles_32(const uint8_t * rsi) { const __m128i lo = __lsx_vld((const __m128i *)rsi, 0); __m128i hi = __lsx_vsrli_h(lo, 4); return __lasx_xvandi_b(lasx_insertf128(hi, lo), 0xf); } // add int16_t pairwise and return as float vector static inline __m256 sum_i16_pairs_float(const __m256i x) { __m256i v = __lasx_xvpackod_h(x, x); __m256i summed_pairs = __lasx_xvaddwev_w_h(x, v); return __lasx_xvffint_s_w(summed_pairs); } static inline __m256 mul_sum_us8_pairs_float(const __m256i ax, const __m256i sy) { // Perform multiplication and create 16-bit values const __m256i dot = lasx_maddubs_h(ax, sy); return sum_i16_pairs_float(dot); } // multiply int8_t, add results pairwise twice and return as float vector static inline __m256 mul_sum_i8_pairs_float(const __m256i x, const __m256i y) { const __m256i dot = lasx_madd_h_b(x, y); return sum_i16_pairs_float(dot); } static inline __m128i packNibbles( __m256i bytes ) { // Move bits within 16-bit lanes from 0000_abcd_0000_efgh into 0000_0000_abcd_efgh const __m256i lowByte = __lasx_xvreplgr2vr_h(0xFF); __m256i high = __lasx_xvandn_v(lowByte, bytes); __m256i low = __lasx_xvand_v(lowByte, bytes); high = __lasx_xvsrli_h(high, 4); bytes = __lasx_xvor_v(low, high); // Compress uint16_t lanes into bytes __m128i *r0 = (__m128i *)&bytes; __m256i tmp_h128 = __lasx_xvpermi_q(bytes, bytes, 0x11); __m128i *r1 = (__m128i *)&tmp_h128; __m128i zero = __lsx_vldi(0); __m128i tmp, tmp2, tmp3; tmp = __lsx_vmax_h(zero, *r0); tmp2 = __lsx_vsat_hu(tmp, 7); tmp = __lsx_vmax_h(zero, *r1); tmp3 = __lsx_vsat_hu(tmp, 7); return __lsx_vpickev_b(tmp3, tmp2); } #endif //__loongarch_asx void quantize_row_q4_0(const float * restrict x, void * restrict y, int64_t k) { quantize_row_q4_0_ref(x, y, k); } void quantize_row_q4_1(const float * restrict x, void * restrict y, int64_t k) { quantize_row_q4_1_ref(x, y, k); } void quantize_row_q5_0(const float * restrict x, void * restrict y, int64_t k) { quantize_row_q5_0_ref(x, y, k); } void quantize_row_q5_1(const float * restrict x, void * restrict y, int64_t k) { quantize_row_q5_1_ref(x, y, k); } void quantize_row_q8_0(const float * restrict x, void * restrict vy, int64_t k) { assert(QK8_0 == 32); assert(k % QK8_0 == 0); const int nb = k / QK8_0; block_q8_0 * restrict y = vy; #if defined(__ARM_NEON) for (int i = 0; i < nb; i++) { float32x4_t srcv [8]; float32x4_t asrcv[8]; float32x4_t amaxv[8]; for (int j = 0; j < 8; j++) srcv[j] = vld1q_f32(x + i*32 + 4*j); for (int j = 0; j < 8; j++) asrcv[j] = vabsq_f32(srcv[j]); for (int j = 0; j < 4; j++) amaxv[2*j] = vmaxq_f32(asrcv[2*j], asrcv[2*j+1]); for (int j = 0; j < 2; j++) amaxv[4*j] = vmaxq_f32(amaxv[4*j], amaxv[4*j+2]); for (int j = 0; j < 1; j++) amaxv[8*j] = vmaxq_f32(amaxv[8*j], amaxv[8*j+4]); const float amax = vmaxvq_f32(amaxv[0]); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f/d : 0.0f; y[i].d = GGML_FP32_TO_FP16(d); for (int j = 0; j < 8; j++) { const float32x4_t v = vmulq_n_f32(srcv[j], id); const int32x4_t vi = vcvtnq_s32_f32(v); y[i].qs[4*j + 0] = vgetq_lane_s32(vi, 0); y[i].qs[4*j + 1] = vgetq_lane_s32(vi, 1); y[i].qs[4*j + 2] = vgetq_lane_s32(vi, 2); y[i].qs[4*j + 3] = vgetq_lane_s32(vi, 3); } } #elif defined __wasm_simd128__ for (int i = 0; i < nb; i++) { v128_t srcv [8]; v128_t asrcv[8]; v128_t amaxv[8]; for (int j = 0; j < 8; j++) srcv[j] = wasm_v128_load(x + i*32 + 4*j); for (int j = 0; j < 8; j++) asrcv[j] = wasm_f32x4_abs(srcv[j]); for (int j = 0; j < 4; j++) amaxv[2*j] = wasm_f32x4_max(asrcv[2*j], asrcv[2*j+1]); for (int j = 0; j < 2; j++) amaxv[4*j] = wasm_f32x4_max(amaxv[4*j], amaxv[4*j+2]); for (int j = 0; j < 1; j++) amaxv[8*j] = wasm_f32x4_max(amaxv[8*j], amaxv[8*j+4]); const float amax = MAX(MAX(wasm_f32x4_extract_lane(amaxv[0], 0), wasm_f32x4_extract_lane(amaxv[0], 1)), MAX(wasm_f32x4_extract_lane(amaxv[0], 2), wasm_f32x4_extract_lane(amaxv[0], 3))); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f/d : 0.0f; y[i].d = GGML_FP32_TO_FP16(d); for (int j = 0; j < 8; j++) { const v128_t v = wasm_f32x4_mul(srcv[j], wasm_f32x4_splat(id)); const v128_t vi = wasm_i32x4_trunc_sat_f32x4(v); y[i].qs[4*j + 0] = wasm_i32x4_extract_lane(vi, 0); y[i].qs[4*j + 1] = wasm_i32x4_extract_lane(vi, 1); y[i].qs[4*j + 2] = wasm_i32x4_extract_lane(vi, 2); y[i].qs[4*j + 3] = wasm_i32x4_extract_lane(vi, 3); } } #elif defined(__AVX2__) || defined(__AVX__) for (int i = 0; i < nb; i++) { // Load elements into 4 AVX vectors __m256 v0 = _mm256_loadu_ps( x ); __m256 v1 = _mm256_loadu_ps( x + 8 ); __m256 v2 = _mm256_loadu_ps( x + 16 ); __m256 v3 = _mm256_loadu_ps( x + 24 ); x += 32; // Compute max(abs(e)) for the block const __m256 signBit = _mm256_set1_ps( -0.0f ); __m256 maxAbs = _mm256_andnot_ps( signBit, v0 ); maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v1 ) ); maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v2 ) ); maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v3 ) ); __m128 max4 = _mm_max_ps( _mm256_extractf128_ps( maxAbs, 1 ), _mm256_castps256_ps128( maxAbs ) ); max4 = _mm_max_ps( max4, _mm_movehl_ps( max4, max4 ) ); max4 = _mm_max_ss( max4, _mm_movehdup_ps( max4 ) ); const float maxScalar = _mm_cvtss_f32( max4 ); // Quantize these floats const float d = maxScalar / 127.f; y[i].d = GGML_FP32_TO_FP16(d); const float id = ( maxScalar != 0.0f ) ? 127.f / maxScalar : 0.0f; const __m256 mul = _mm256_set1_ps( id ); // Apply the multiplier v0 = _mm256_mul_ps( v0, mul ); v1 = _mm256_mul_ps( v1, mul ); v2 = _mm256_mul_ps( v2, mul ); v3 = _mm256_mul_ps( v3, mul ); // Round to nearest integer v0 = _mm256_round_ps( v0, _MM_ROUND_NEAREST ); v1 = _mm256_round_ps( v1, _MM_ROUND_NEAREST ); v2 = _mm256_round_ps( v2, _MM_ROUND_NEAREST ); v3 = _mm256_round_ps( v3, _MM_ROUND_NEAREST ); // Convert floats to integers __m256i i0 = _mm256_cvtps_epi32( v0 ); __m256i i1 = _mm256_cvtps_epi32( v1 ); __m256i i2 = _mm256_cvtps_epi32( v2 ); __m256i i3 = _mm256_cvtps_epi32( v3 ); #if defined(__AVX2__) // Convert int32 to int16 i0 = _mm256_packs_epi32( i0, i1 ); // 0, 1, 2, 3, 8, 9, 10, 11, 4, 5, 6, 7, 12, 13, 14, 15 i2 = _mm256_packs_epi32( i2, i3 ); // 16, 17, 18, 19, 24, 25, 26, 27, 20, 21, 22, 23, 28, 29, 30, 31 // Convert int16 to int8 i0 = _mm256_packs_epi16( i0, i2 ); // 0, 1, 2, 3, 8, 9, 10, 11, 16, 17, 18, 19, 24, 25, 26, 27, 4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31 // We got our precious signed bytes, but the order is now wrong // These AVX2 pack instructions process 16-byte pieces independently // The following instruction is fixing the order const __m256i perm = _mm256_setr_epi32( 0, 4, 1, 5, 2, 6, 3, 7 ); i0 = _mm256_permutevar8x32_epi32( i0, perm ); _mm256_storeu_si256((__m256i *)y[i].qs, i0); #else // Since we don't have in AVX some necessary functions, // we split the registers in half and call AVX2 analogs from SSE __m128i ni0 = _mm256_castsi256_si128( i0 ); __m128i ni1 = _mm256_extractf128_si256( i0, 1); __m128i ni2 = _mm256_castsi256_si128( i1 ); __m128i ni3 = _mm256_extractf128_si256( i1, 1); __m128i ni4 = _mm256_castsi256_si128( i2 ); __m128i ni5 = _mm256_extractf128_si256( i2, 1); __m128i ni6 = _mm256_castsi256_si128( i3 ); __m128i ni7 = _mm256_extractf128_si256( i3, 1); // Convert int32 to int16 ni0 = _mm_packs_epi32( ni0, ni1 ); ni2 = _mm_packs_epi32( ni2, ni3 ); ni4 = _mm_packs_epi32( ni4, ni5 ); ni6 = _mm_packs_epi32( ni6, ni7 ); // Convert int16 to int8 ni0 = _mm_packs_epi16( ni0, ni2 ); ni4 = _mm_packs_epi16( ni4, ni6 ); _mm_storeu_si128((__m128i *)(y[i].qs + 0), ni0); _mm_storeu_si128((__m128i *)(y[i].qs + 16), ni4); #endif } #elif defined(__riscv_v_intrinsic) size_t vl = __riscv_vsetvl_e32m4(QK8_0); for (int i = 0; i < nb; i++) { // load elements vfloat32m4_t v_x = __riscv_vle32_v_f32m4(x+i*QK8_0, vl); vfloat32m4_t vfabs = __riscv_vfabs_v_f32m4(v_x, vl); vfloat32m1_t tmp = __riscv_vfmv_v_f_f32m1(0.0f, vl); vfloat32m1_t vmax = __riscv_vfredmax_vs_f32m4_f32m1(vfabs, tmp, vl); float amax = __riscv_vfmv_f_s_f32m1_f32(vmax); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f/d : 0.0f; y[i].d = GGML_FP32_TO_FP16(d); vfloat32m4_t x0 = __riscv_vfmul_vf_f32m4(v_x, id, vl); // convert to integer vint16m2_t vi = __riscv_vfncvt_x_f_w_i16m2(x0, vl); vint8m1_t vs = __riscv_vncvt_x_x_w_i8m1(vi, vl); // store result __riscv_vse8_v_i8m1(y[i].qs , vs, vl); } #elif defined(__POWER9_VECTOR__) for (int i = 0; i < nb; i++) { vector float srcv [8]; vector float asrcv[8]; vector float amaxv[8]; vector signed int vi[8]; for (int j = 0; j < 8; j++) srcv[j] = vec_xl(0, x + i*32 + 4*j); for (int j = 0; j < 8; j++) asrcv[j] = vec_abs(srcv[j]); for (int j = 0; j < 4; j++) amaxv[2*j] = vec_max(asrcv[2*j], asrcv[2*j+1]); for (int j = 0; j < 2; j++) amaxv[4*j] = vec_max(amaxv[4*j], amaxv[4*j+2]); for (int j = 0; j < 1; j++) amaxv[8*j] = vec_max(amaxv[8*j], amaxv[8*j+4]); const float amax = MAX(MAX(vec_extract(amaxv[0], 0), vec_extract(amaxv[0], 1)), MAX(vec_extract(amaxv[0], 2), vec_extract(amaxv[0], 3))); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f/d : 0.0f; const vector float vid = vec_splats(id); y[i].d = GGML_FP32_TO_FP16(d); for (int j = 0; j < 8; j++) { const vector float v = vec_round(vec_mul(srcv[j], vid)); vi[j] = vec_cts(v, 0); } vec_xst(vec_pack(vec_pack(vi[0], vi[1]), vec_pack(vi[2], vi[3])), 0, &y[i].qs[0]); vec_xst(vec_pack(vec_pack(vi[4], vi[5]), vec_pack(vi[6], vi[7])), 16, &y[i].qs[0]); } #elif defined(__loongarch_asx) for (int i = 0; i < nb; i++) { __m256 v0 = (__m256)__lasx_xvld( x , 0); __m256 v1 = (__m256)__lasx_xvld( x , 32); __m256 v2 = (__m256)__lasx_xvld( x , 64); __m256 v3 = (__m256)__lasx_xvld( x , 96); x += 32; // Compute max(abs(e)) for the block const __m256 sign_bit = __lasx_xvreplfr2vr_s( -0.0f ); __m256 max_abs = (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v0 ); max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v1 ) ); max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v2 ) ); max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v3 ) ); __m128 max4 = __lsx_vfmax_s( lasx_extractf128( max_abs, 1 ), lasx_extractf128( max_abs , 0) ); max4 = __lsx_vfmax_s( max4, (__m128)__lsx_vpickod_d((__m128i) max4, (__m128i)max4 ) ); __m128 tmp = max4; max4 = __lsx_vfmax_s( max4, (__m128)__lsx_vinsgr2vr_w(tmp, __lsx_vpickve2gr_w( max4, 1 ), 0 )); const float max_scalar = ((v4f32)max4)[0]; // Quantize these floats const float d = max_scalar / 127.f; y[i].d = GGML_FP32_TO_FP16(d); const float id = ( max_scalar != 0.0f ) ? 127.f / max_scalar : 0.0f; const __m256 mul = (__m256)__lasx_xvreplfr2vr_s( id ); // Apply the multiplier v0 = __lasx_xvfmul_s( v0, mul ); v1 = __lasx_xvfmul_s( v1, mul ); v2 = __lasx_xvfmul_s( v2, mul ); v3 = __lasx_xvfmul_s( v3, mul ); // Round to nearest integer __m256i i0 = __lasx_xvftintrne_w_s( v0 ); __m256i i1 = __lasx_xvftintrne_w_s( v1 ); __m256i i2 = __lasx_xvftintrne_w_s( v2 ); __m256i i3 = __lasx_xvftintrne_w_s( v3 ); __m128i ni0 = lasx_extracti128( i0, 0 ); __m128i ni1 = lasx_extracti128( i0, 1); __m128i ni2 = lasx_extracti128( i1, 0); __m128i ni3 = lasx_extracti128( i1, 1); __m128i ni4 = lasx_extracti128( i2, 0); __m128i ni5 = lasx_extracti128( i2, 1); __m128i ni6 = lasx_extracti128( i3, 0); __m128i ni7 = lasx_extracti128( i3, 1); // Convert int32 to int16 ni0 = lsx_packs_w( ni0, ni1 ); ni2 = lsx_packs_w( ni2, ni3 ); ni4 = lsx_packs_w( ni4, ni5 ); ni6 = lsx_packs_w( ni6, ni7 ); // Convert int16 to int8 ni0 = lsx_packs_h( ni0, ni2 ); ni4 = lsx_packs_h( ni4, ni6 ); __lsx_vst(ni0, (__m128i *)(y[i].qs + 0), 0); __lsx_vst(ni4, (__m128i *)(y[i].qs + 16), 0); } #elif defined(__VXE__) || defined(__VXE2__) for (int i = 0; i < nb; i++) { __vector float srcv [8]; __vector float asrcv[8]; __vector float amaxv[8]; for (int j = 0; j < 8; j++) srcv[j] = vec_xl(0, x + i*32 + 4*j); for (int j = 0; j < 8; j++) asrcv[j] = vec_abs(srcv[j]); for (int j = 0; j < 4; j++) amaxv[2*j] = vec_max(asrcv[2*j], asrcv[2*j+1]); for (int j = 0; j < 2; j++) amaxv[4*j] = vec_max(amaxv[4*j], amaxv[4*j+2]); for (int j = 0; j < 1; j++) amaxv[8*j] = vec_max(amaxv[8*j], amaxv[8*j+4]); const float amax = MAX(MAX(vec_extract(amaxv[0], 0), vec_extract(amaxv[0], 1)), MAX(vec_extract(amaxv[0], 2), vec_extract(amaxv[0], 3))); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f / d : 0.0f; y[i].d = GGML_FP32_TO_FP16(d); for (int j = 0; j < 8; j++) { const __vector float v = vec_mul(srcv[j], vec_splats(id)); const __vector int32_t vi = vec_signed(v); y[i].qs[4*j + 0] = vec_extract(vi, 0); y[i].qs[4*j + 1] = vec_extract(vi, 1); y[i].qs[4*j + 2] = vec_extract(vi, 2); y[i].qs[4*j + 3] = vec_extract(vi, 3); } } #else GGML_UNUSED(nb); // scalar quantize_row_q8_0_ref(x, y, k); #endif } void quantize_row_q8_1(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK8_1 == 0); const int nb = k / QK8_1; block_q8_1 * restrict y = vy; #if defined(__ARM_NEON) for (int i = 0; i < nb; i++) { float32x4_t srcv [8]; float32x4_t asrcv[8]; float32x4_t amaxv[8]; for (int j = 0; j < 8; j++) srcv[j] = vld1q_f32(x + i*32 + 4*j); for (int j = 0; j < 8; j++) asrcv[j] = vabsq_f32(srcv[j]); for (int j = 0; j < 4; j++) amaxv[2*j] = vmaxq_f32(asrcv[2*j], asrcv[2*j+1]); for (int j = 0; j < 2; j++) amaxv[4*j] = vmaxq_f32(amaxv[4*j], amaxv[4*j+2]); for (int j = 0; j < 1; j++) amaxv[8*j] = vmaxq_f32(amaxv[8*j], amaxv[8*j+4]); const float amax = vmaxvq_f32(amaxv[0]); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f/d : 0.0f; y[i].d = GGML_FP32_TO_FP16(d); int32x4_t accv = vdupq_n_s32(0); for (int j = 0; j < 8; j++) { const float32x4_t v = vmulq_n_f32(srcv[j], id); const int32x4_t vi = vcvtnq_s32_f32(v); y[i].qs[4*j + 0] = vgetq_lane_s32(vi, 0); y[i].qs[4*j + 1] = vgetq_lane_s32(vi, 1); y[i].qs[4*j + 2] = vgetq_lane_s32(vi, 2); y[i].qs[4*j + 3] = vgetq_lane_s32(vi, 3); accv = vaddq_s32(accv, vi); } y[i].s = GGML_FP32_TO_FP16(d * vaddvq_s32(accv)); } #elif defined __wasm_simd128__ for (int i = 0; i < nb; i++) { v128_t srcv [8]; v128_t asrcv[8]; v128_t amaxv[8]; for (int j = 0; j < 8; j++) srcv[j] = wasm_v128_load(x + i*32 + 4*j); for (int j = 0; j < 8; j++) asrcv[j] = wasm_f32x4_abs(srcv[j]); for (int j = 0; j < 4; j++) amaxv[2*j] = wasm_f32x4_max(asrcv[2*j], asrcv[2*j+1]); for (int j = 0; j < 2; j++) amaxv[4*j] = wasm_f32x4_max(amaxv[4*j], amaxv[4*j+2]); for (int j = 0; j < 1; j++) amaxv[8*j] = wasm_f32x4_max(amaxv[8*j], amaxv[8*j+4]); const float amax = MAX(MAX(wasm_f32x4_extract_lane(amaxv[0], 0), wasm_f32x4_extract_lane(amaxv[0], 1)), MAX(wasm_f32x4_extract_lane(amaxv[0], 2), wasm_f32x4_extract_lane(amaxv[0], 3))); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f/d : 0.0f; y[i].d = GGML_FP32_TO_FP16(d); v128_t accv = wasm_i32x4_splat(0); for (int j = 0; j < 8; j++) { const v128_t v = wasm_f32x4_mul(srcv[j], wasm_f32x4_splat(id)); const v128_t vi = wasm_i32x4_trunc_sat_f32x4(v); y[i].qs[4*j + 0] = wasm_i32x4_extract_lane(vi, 0); y[i].qs[4*j + 1] = wasm_i32x4_extract_lane(vi, 1); y[i].qs[4*j + 2] = wasm_i32x4_extract_lane(vi, 2); y[i].qs[4*j + 3] = wasm_i32x4_extract_lane(vi, 3); accv = wasm_i32x4_add(accv, vi); } y[i].s = GGML_FP32_TO_FP16( d * (wasm_i32x4_extract_lane(accv, 0) + wasm_i32x4_extract_lane(accv, 1) + wasm_i32x4_extract_lane(accv, 2) + wasm_i32x4_extract_lane(accv, 3))); } #elif defined(__AVX2__) || defined(__AVX__) for (int i = 0; i < nb; i++) { // Load elements into 4 AVX vectors __m256 v0 = _mm256_loadu_ps( x ); __m256 v1 = _mm256_loadu_ps( x + 8 ); __m256 v2 = _mm256_loadu_ps( x + 16 ); __m256 v3 = _mm256_loadu_ps( x + 24 ); x += 32; // Compute max(abs(e)) for the block const __m256 signBit = _mm256_set1_ps( -0.0f ); __m256 maxAbs = _mm256_andnot_ps( signBit, v0 ); maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v1 ) ); maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v2 ) ); maxAbs = _mm256_max_ps( maxAbs, _mm256_andnot_ps( signBit, v3 ) ); __m128 max4 = _mm_max_ps( _mm256_extractf128_ps( maxAbs, 1 ), _mm256_castps256_ps128( maxAbs ) ); max4 = _mm_max_ps( max4, _mm_movehl_ps( max4, max4 ) ); max4 = _mm_max_ss( max4, _mm_movehdup_ps( max4 ) ); const float max_scalar = _mm_cvtss_f32( max4 ); // Quantize these floats const float d = max_scalar / 127.f; y[i].d = GGML_FP32_TO_FP16(d); const float id = ( max_scalar != 0.0f ) ? 127.f / max_scalar : 0.0f; const __m256 mul = _mm256_set1_ps( id ); // Apply the multiplier v0 = _mm256_mul_ps( v0, mul ); v1 = _mm256_mul_ps( v1, mul ); v2 = _mm256_mul_ps( v2, mul ); v3 = _mm256_mul_ps( v3, mul ); // Round to nearest integer v0 = _mm256_round_ps( v0, _MM_ROUND_NEAREST ); v1 = _mm256_round_ps( v1, _MM_ROUND_NEAREST ); v2 = _mm256_round_ps( v2, _MM_ROUND_NEAREST ); v3 = _mm256_round_ps( v3, _MM_ROUND_NEAREST ); // Convert floats to integers __m256i i0 = _mm256_cvtps_epi32( v0 ); __m256i i1 = _mm256_cvtps_epi32( v1 ); __m256i i2 = _mm256_cvtps_epi32( v2 ); __m256i i3 = _mm256_cvtps_epi32( v3 ); #if defined(__AVX2__) // Compute the sum of the quants and set y[i].s y[i].s = GGML_FP32_TO_FP16(d * hsum_i32_8(_mm256_add_epi32(_mm256_add_epi32(i0, i1), _mm256_add_epi32(i2, i3)))); // Convert int32 to int16 i0 = _mm256_packs_epi32( i0, i1 ); // 0, 1, 2, 3, 8, 9, 10, 11, 4, 5, 6, 7, 12, 13, 14, 15 i2 = _mm256_packs_epi32( i2, i3 ); // 16, 17, 18, 19, 24, 25, 26, 27, 20, 21, 22, 23, 28, 29, 30, 31 // Convert int16 to int8 i0 = _mm256_packs_epi16( i0, i2 ); // 0, 1, 2, 3, 8, 9, 10, 11, 16, 17, 18, 19, 24, 25, 26, 27, 4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31 // We got our precious signed bytes, but the order is now wrong // These AVX2 pack instructions process 16-byte pieces independently // The following instruction is fixing the order const __m256i perm = _mm256_setr_epi32( 0, 4, 1, 5, 2, 6, 3, 7 ); i0 = _mm256_permutevar8x32_epi32( i0, perm ); _mm256_storeu_si256((__m256i *)y[i].qs, i0); #else // Since we don't have in AVX some necessary functions, // we split the registers in half and call AVX2 analogs from SSE __m128i ni0 = _mm256_castsi256_si128( i0 ); __m128i ni1 = _mm256_extractf128_si256( i0, 1); __m128i ni2 = _mm256_castsi256_si128( i1 ); __m128i ni3 = _mm256_extractf128_si256( i1, 1); __m128i ni4 = _mm256_castsi256_si128( i2 ); __m128i ni5 = _mm256_extractf128_si256( i2, 1); __m128i ni6 = _mm256_castsi256_si128( i3 ); __m128i ni7 = _mm256_extractf128_si256( i3, 1); // Compute the sum of the quants and set y[i].s const __m128i s0 = _mm_add_epi32(_mm_add_epi32(ni0, ni1), _mm_add_epi32(ni2, ni3)); const __m128i s1 = _mm_add_epi32(_mm_add_epi32(ni4, ni5), _mm_add_epi32(ni6, ni7)); y[i].s = GGML_FP32_TO_FP16(d * hsum_i32_4(_mm_add_epi32(s0, s1))); // Convert int32 to int16 ni0 = _mm_packs_epi32( ni0, ni1 ); ni2 = _mm_packs_epi32( ni2, ni3 ); ni4 = _mm_packs_epi32( ni4, ni5 ); ni6 = _mm_packs_epi32( ni6, ni7 ); // Convert int16 to int8 ni0 = _mm_packs_epi16( ni0, ni2 ); ni4 = _mm_packs_epi16( ni4, ni6 ); _mm_storeu_si128((__m128i *)(y[i].qs + 0), ni0); _mm_storeu_si128((__m128i *)(y[i].qs + 16), ni4); #endif } #elif defined(__riscv_v_intrinsic) size_t vl = __riscv_vsetvl_e32m4(QK8_1); for (int i = 0; i < nb; i++) { // load elements vfloat32m4_t v_x = __riscv_vle32_v_f32m4(x+i*QK8_1, vl); vfloat32m4_t vfabs = __riscv_vfabs_v_f32m4(v_x, vl); vfloat32m1_t tmp = __riscv_vfmv_v_f_f32m1(0.0, vl); vfloat32m1_t vmax = __riscv_vfredmax_vs_f32m4_f32m1(vfabs, tmp, vl); float amax = __riscv_vfmv_f_s_f32m1_f32(vmax); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f/d : 0.0f; y[i].d = GGML_FP32_TO_FP16(d); vfloat32m4_t x0 = __riscv_vfmul_vf_f32m4(v_x, id, vl); // convert to integer vint16m2_t vi = __riscv_vfncvt_x_f_w_i16m2(x0, vl); vint8m1_t vs = __riscv_vncvt_x_x_w_i8m1(vi, vl); // store result __riscv_vse8_v_i8m1(y[i].qs , vs, vl); // compute sum for y[i].s vint16m1_t tmp2 = __riscv_vmv_v_x_i16m1(0, vl); vint16m1_t vwrs = __riscv_vwredsum_vs_i8m1_i16m1(vs, tmp2, vl); // set y[i].s int sum = __riscv_vmv_x_s_i16m1_i16(vwrs); y[i].s = GGML_FP32_TO_FP16(sum*d); } #elif defined(__POWER9_VECTOR__) for (int i = 0; i < nb; i++) { vector float srcv [8]; vector float asrcv[8]; vector float amaxv[8]; vector signed int vi[8]; for (int j = 0; j < 8; j++) srcv[j] = vec_xl(0, x + i*32 + 4*j); for (int j = 0; j < 8; j++) asrcv[j] = vec_abs(srcv[j]); for (int j = 0; j < 4; j++) amaxv[2*j] = vec_max(asrcv[2*j], asrcv[2*j+1]); for (int j = 0; j < 2; j++) amaxv[4*j] = vec_max(amaxv[4*j], amaxv[4*j+2]); for (int j = 0; j < 1; j++) amaxv[8*j] = vec_max(amaxv[8*j], amaxv[8*j+4]); const float amax = MAX(MAX(vec_extract(amaxv[0], 0), vec_extract(amaxv[0], 1)), MAX(vec_extract(amaxv[0], 2), vec_extract(amaxv[0], 3))); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f/d : 0.0f; const vector float vid = vec_splats(id); y[i].d = GGML_FP32_TO_FP16(d); vector int accv = vec_splats(0); for (int j = 0; j < 8; j++) { const vector float v = vec_round(vec_mul(srcv[j], vid)); vi[j] = vec_cts(v, 0); accv = vec_add(accv, vi[j]); } vec_xst(vec_pack(vec_pack(vi[0], vi[1]), vec_pack(vi[2], vi[3])), 0, &y[i].qs[0]); vec_xst(vec_pack(vec_pack(vi[4], vi[5]), vec_pack(vi[6], vi[7])), 16, &y[i].qs[0]); accv = vec_add(accv, vec_sld(accv, accv, 4)); accv = vec_add(accv, vec_sld(accv, accv, 8)); y[i].s = GGML_FP32_TO_FP16(d * vec_extract(accv, 0)); } #elif defined(__loongarch_asx) for (int i = 0; i < nb; i++) { __m256 v0 = (__m256)__lasx_xvld( x , 0 ); __m256 v1 = (__m256)__lasx_xvld( x , 32 ); __m256 v2 = (__m256)__lasx_xvld( x , 64 ); __m256 v3 = (__m256)__lasx_xvld( x , 96 ); x += 32; // Compute max(abs(e)) for the block const __m256 sign_bit = __lasx_xvreplfr2vr_s( -0.0f ); __m256 max_abs = (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v0 ); max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v1 ) ); max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v2 ) ); max_abs = __lasx_xvfmax_s( max_abs, (__m256)__lasx_xvandn_v( (__m256i)sign_bit, (__m256i)v3 ) ); __m128 max4 = __lsx_vfmax_s( lasx_extractf128( max_abs, 1 ), lasx_extractf128( max_abs, 0) ); max4 = __lsx_vfmax_s( max4, (__m128)__lsx_vpickod_d((__m128i) max4, (__m128i)max4 ) ); __m128 tmp = max4; max4 = __lsx_vfmax_s( max4, (__m128)__lsx_vextrins_w((__m128i)tmp, (__m128i)max4, 0x10 )); const float max_scalar = ((v4f32)max4)[0]; // Quantize these floats const float d = max_scalar / 127.f; y[i].d = GGML_FP32_TO_FP16(d); const float id = ( max_scalar != 0.0f ) ? 127.f / max_scalar : 0.0f; const __m256 mul = __lasx_xvreplfr2vr_s( id ); // Apply the multiplier v0 = __lasx_xvfmul_s( v0, mul ); v1 = __lasx_xvfmul_s( v1, mul ); v2 = __lasx_xvfmul_s( v2, mul ); v3 = __lasx_xvfmul_s( v3, mul ); // Round to nearest integer __m256i i0 = __lasx_xvftintrne_w_s( v0 ); __m256i i1 = __lasx_xvftintrne_w_s( v1 ); __m256i i2 = __lasx_xvftintrne_w_s( v2 ); __m256i i3 = __lasx_xvftintrne_w_s( v3 ); __m128i ni0 = lasx_extracti128(i0, 0); __m128i ni1 = lasx_extracti128( i0, 1); __m128i ni2 = lasx_extracti128( i1, 0); __m128i ni3 = lasx_extracti128( i1, 1); __m128i ni4 = lasx_extracti128( i2, 0 ); __m128i ni5 = lasx_extracti128( i2, 1); __m128i ni6 = lasx_extracti128( i3, 0); __m128i ni7 = lasx_extracti128( i3, 1); // Compute the sum of the quants and set y[i].s const __m128i s0 = __lsx_vadd_w(__lsx_vadd_w(ni0, ni1), __lsx_vadd_w(ni2, ni3)); const __m128i s1 = __lsx_vadd_w(__lsx_vadd_w(ni4, ni5), __lsx_vadd_w(ni6, ni7)); y[i].s = GGML_FP32_TO_FP16(d * hsum_i32_4(__lsx_vadd_w(s0, s1))); // Convert int32 to int16 ni0 = lsx_packs_w( ni0, ni1 ); ni2 = lsx_packs_w( ni2, ni3 ); ni4 = lsx_packs_w( ni4, ni5 ); ni6 = lsx_packs_w( ni6, ni7 ); // Convert int16 to int8 ni0 = lsx_packs_h( ni0, ni2 ); ni4 = lsx_packs_h( ni4, ni6 ); __lsx_vst(ni0, (__m128i *)(y[i].qs + 0), 0); __lsx_vst(ni4, (__m128i *)(y[i].qs + 16), 0); } #elif defined(__VXE__) || defined(__VXE2__) for (int i = 0; i < nb; i++) { __vector float srcv [8]; __vector float asrcv[8]; __vector float amaxv[8]; for (int j = 0; j < 8; j++) srcv[j] = vec_xl(0, x + i*32 + 4*j); for (int j = 0; j < 8; j++) asrcv[j] = vec_abs(srcv[j]); for (int j = 0; j < 4; j++) amaxv[2*j] = vec_max(asrcv[2*j], asrcv[2*j+1]); for (int j = 0; j < 2; j++) amaxv[4*j] = vec_max(amaxv[4*j], amaxv[4*j+2]); for (int j = 0; j < 1; j++) amaxv[8*j] = vec_max(amaxv[8*j], amaxv[8*j+4]); const float amax = MAX(MAX(vec_extract(amaxv[0], 0), vec_extract(amaxv[0], 1)), MAX(vec_extract(amaxv[0], 2), vec_extract(amaxv[0], 3))); const float d = amax / ((1 << 7) - 1); const float id = d ? 1.0f / d : 0.0f; y[i].d = GGML_FP32_TO_FP16(d); __vector int32_t acc = vec_splats(0); for (int j = 0; j < 8; j++) { const __vector float v = vec_mul(srcv[j], vec_splats(id)); const __vector int32_t vi = vec_signed(v); y[i].qs[4*j + 0] = vec_extract(vi, 0); y[i].qs[4*j + 1] = vec_extract(vi, 1); y[i].qs[4*j + 2] = vec_extract(vi, 2); y[i].qs[4*j + 3] = vec_extract(vi, 3); acc = vec_add(acc, vi); } y[i].s = GGML_FP32_TO_FP16(d * (acc[0] + acc[1] + acc[2] + acc[3])); } #else GGML_UNUSED(nb); // scalar quantize_row_q8_1_ref(x, y, k); #endif } // // 2-6 bit quantization in super-blocks // // // ===================== Helper functions // static inline int nearest_int(float fval) { assert(fabsf(fval) <= 4194303.f); float val = fval + 12582912.f; int i; memcpy(&i, &val, sizeof(int)); return (i & 0x007fffff) - 0x00400000; } static float make_qx_quants(int n, int nmax, const float * restrict x, int8_t * restrict L, int rmse_type, const float * restrict qw) { float max = 0; float amax = 0; for (int i = 0; i < n; ++i) { float ax = fabsf(x[i]); if (ax > amax) { amax = ax; max = x[i]; } } if (amax < GROUP_MAX_EPS) { // all zero for (int i = 0; i < n; ++i) { L[i] = 0; } return 0.f; } float iscale = -nmax / max; if (rmse_type == 0) { for (int i = 0; i < n; ++i) { int l = nearest_int(iscale * x[i]); L[i] = nmax + MAX(-nmax, MIN(nmax-1, l)); } return 1/iscale; } bool return_early = false; if (rmse_type < 0) { rmse_type = -rmse_type; return_early = true; } float sumlx = 0; float suml2 = 0; #ifdef HAVE_BUGGY_APPLE_LINKER // use 'volatile' to prevent unroll and work around a bug in Apple ld64 1015.7 for (volatile int i = 0; i < n; ++i) { #else for (int i = 0; i < n; ++i) { #endif int l = nearest_int(iscale * x[i]); l = MAX(-nmax, MIN(nmax-1, l)); L[i] = l + nmax; float w = qw ? qw[i] : rmse_type == 1 ? x[i] * x[i] : rmse_type == 2 ? 1 : rmse_type == 3 ? fabsf(x[i]) : sqrtf(fabsf(x[i])); sumlx += w*x[i]*l; suml2 += w*l*l; } float scale = suml2 ? sumlx/suml2 : 0.0f; if (return_early) return suml2 > 0 ? 0.5f*(scale + 1/iscale) : 1/iscale; float best = scale * sumlx; for (int is = -9; is <= 9; ++is) { if (is == 0) { continue; } iscale = -(nmax + 0.1f*is) / max; sumlx = suml2 = 0; for (int i = 0; i < n; ++i) { int l = nearest_int(iscale * x[i]); l = MAX(-nmax, MIN(nmax-1, l)); float w = qw ? qw[i] : rmse_type == 1 ? x[i] * x[i] : rmse_type == 2 ? 1 : rmse_type == 3 ? fabsf(x[i]) : sqrtf(fabsf(x[i])); sumlx += w*x[i]*l; suml2 += w*l*l; } if (suml2 > 0 && sumlx*sumlx > best*suml2) { for (int i = 0; i < n; ++i) { int l = nearest_int(iscale * x[i]); L[i] = nmax + MAX(-nmax, MIN(nmax-1, l)); } scale = sumlx/suml2; best = scale*sumlx; } } return scale; } static float make_q3_quants(int n, int nmax, const float * restrict x, int8_t * restrict L, bool do_rmse) { float max = 0; float amax = 0; for (int i = 0; i < n; ++i) { float ax = fabsf(x[i]); if (ax > amax) { amax = ax; max = x[i]; } } if (amax < GROUP_MAX_EPS) { // all zero for (int i = 0; i < n; ++i) { L[i] = 0; } return 0.f; } float iscale = -nmax / max; if (do_rmse) { float sumlx = 0; float suml2 = 0; for (int i = 0; i < n; ++i) { int l = nearest_int(iscale * x[i]); l = MAX(-nmax, MIN(nmax-1, l)); L[i] = l; float w = x[i]*x[i]; sumlx += w*x[i]*l; suml2 += w*l*l; } for (int itry = 0; itry < 5; ++itry) { int n_changed = 0; for (int i = 0; i < n; ++i) { float w = x[i]*x[i]; float slx = sumlx - w*x[i]*L[i]; if (slx > 0) { float sl2 = suml2 - w*L[i]*L[i]; int new_l = nearest_int(x[i] * sl2 / slx); new_l = MAX(-nmax, MIN(nmax-1, new_l)); if (new_l != L[i]) { slx += w*x[i]*new_l; sl2 += w*new_l*new_l; if (sl2 > 0 && slx*slx*suml2 > sumlx*sumlx*sl2) { L[i] = new_l; sumlx = slx; suml2 = sl2; ++n_changed; } } } } if (!n_changed) { break; } } for (int i = 0; i < n; ++i) { L[i] += nmax; } return sumlx / suml2; } for (int i = 0; i < n; ++i) { int l = nearest_int(iscale * x[i]); l = MAX(-nmax, MIN(nmax-1, l)); L[i] = l + nmax; } return 1/iscale; } static float make_qkx1_quants(int n, int nmax, const float * restrict x, uint8_t * restrict L, float * restrict the_min, int ntry, float alpha) { float min = x[0]; float max = x[0]; for (int i = 1; i < n; ++i) { if (x[i] < min) min = x[i]; if (x[i] > max) max = x[i]; } if (max == min) { for (int i = 0; i < n; ++i) L[i] = 0; *the_min = 0; return 0.f; } if (min > 0) min = 0; float iscale = nmax/(max - min); float scale = 1/iscale; for (int itry = 0; itry < ntry; ++itry) { float sumlx = 0; int suml2 = 0; bool did_change = false; for (int i = 0; i < n; ++i) { int l = nearest_int(iscale*(x[i] - min)); l = MAX(0, MIN(nmax, l)); if (l != L[i]) { L[i] = l; did_change = true; } sumlx += (x[i] - min)*l; suml2 += l*l; } scale = sumlx/suml2; float sum = 0; for (int i = 0; i < n; ++i) { sum += x[i] - scale*L[i]; } min = alpha*min + (1 - alpha)*sum/n; if (min > 0) min = 0; iscale = 1/scale; if (!did_change) break; } *the_min = -min; return scale; } static float make_qkx2_quants(int n, int nmax, const float * restrict x, const float * restrict weights, uint8_t * restrict L, float * restrict the_min, uint8_t * restrict Laux, float rmin, float rdelta, int nstep, bool use_mad) { float min = x[0]; float max = x[0]; float sum_w = weights[0]; float sum_x = sum_w * x[0]; #ifdef HAVE_BUGGY_APPLE_LINKER // use 'volatile' to prevent unroll and work around a bug in Apple ld64 1015.7 for (volatile int i = 1; i < n; ++i) { #else for (int i = 1; i < n; ++i) { #endif if (x[i] < min) min = x[i]; if (x[i] > max) max = x[i]; float w = weights[i]; sum_w += w; sum_x += w * x[i]; } if (min > 0) min = 0; if (max == min) { for (int i = 0; i < n; ++i) L[i] = 0; *the_min = -min; return 0.f; } float iscale = nmax/(max - min); float scale = 1/iscale; float best_mad = 0; for (int i = 0; i < n; ++i) { int l = nearest_int(iscale*(x[i] - min)); L[i] = MAX(0, MIN(nmax, l)); float diff = scale * L[i] + min - x[i]; diff = use_mad ? fabsf(diff) : diff * diff; float w = weights[i]; best_mad += w * diff; } if (nstep < 1) { *the_min = -min; return scale; } for (int is = 0; is <= nstep; ++is) { iscale = (rmin + rdelta*is + nmax)/(max - min); float sum_l = 0, sum_l2 = 0, sum_xl = 0; for (int i = 0; i < n; ++i) { int l = nearest_int(iscale*(x[i] - min)); l = MAX(0, MIN(nmax, l)); Laux[i] = l; float w = weights[i]; sum_l += w*l; sum_l2 += w*l*l; sum_xl += w*l*x[i]; } float D = sum_w * sum_l2 - sum_l * sum_l; if (D > 0) { float this_scale = (sum_w * sum_xl - sum_x * sum_l)/D; float this_min = (sum_l2 * sum_x - sum_l * sum_xl)/D; if (this_min > 0) { this_min = 0; this_scale = sum_xl / sum_l2; } float mad = 0; for (int i = 0; i < n; ++i) { float diff = this_scale * Laux[i] + this_min - x[i]; diff = use_mad ? fabsf(diff) : diff * diff; float w = weights[i]; mad += w * diff; } if (mad < best_mad) { for (int i = 0; i < n; ++i) { L[i] = Laux[i]; } best_mad = mad; scale = this_scale; min = this_min; } } } *the_min = -min; return scale; } static inline void get_scale_min_k4(int j, const uint8_t * restrict q, uint8_t * restrict d, uint8_t * restrict m) { if (j < 4) { *d = q[j] & 63; *m = q[j + 4] & 63; } else { *d = (q[j+4] & 0xF) | ((q[j-4] >> 6) << 4); *m = (q[j+4] >> 4) | ((q[j-0] >> 6) << 4); } } //========================- 2-bit (de)-quantization void quantize_row_q2_K(const float * restrict x, void * restrict vy, int64_t k) { quantize_row_q2_K_ref(x, vy, k); } //========================= 3-bit (de)-quantization void quantize_row_q3_K(const float * restrict x, void * restrict vy, int64_t k) { quantize_row_q3_K_ref(x, vy, k); } // ====================== 4-bit (de)-quantization void quantize_row_q4_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q4_K * restrict y = vy; quantize_row_q4_K_ref(x, y, k); } // ====================== 5-bit (de)-quantization void quantize_row_q5_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q5_K * restrict y = vy; quantize_row_q5_K_ref(x, y, k); } // ====================== 6-bit (de)-quantization void quantize_row_q6_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q6_K * restrict y = vy; quantize_row_q6_K_ref(x, y, k); } // ====================== Ternary (de)-quantization (BitNet b1.58 and TriLMs) void quantize_row_tq1_0(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_tq1_0 * restrict y = vy; quantize_row_tq1_0_ref(x, y, k); } void quantize_row_tq2_0(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_tq2_0 * restrict y = vy; quantize_row_tq2_0_ref(x, y, k); } static const int8_t kvalues_iq4nl[16] = {-127, -104, -83, -65, -49, -35, -22, -10, 1, 13, 25, 38, 53, 69, 89, 113}; //===================================== Q8_K ============================================== void quantize_row_q8_K(const float * restrict x, void * restrict y, int64_t k) { #ifdef __wasm_simd128__ assert(k % QK_K == 0); const int64_t nb = k / QK_K; block_q8_K * restrict yc = y; // Cast to proper type for (int i = 0; i < nb; i++) { const float * x_block = x + i * QK_K; v128_t min_vec = wasm_v128_load(x_block); v128_t max_vec = min_vec; for (int j = 4; j < QK_K; j += 4) { v128_t x_vec = wasm_v128_load(x_block + j); max_vec = wasm_f32x4_pmax(max_vec, x_vec); min_vec = wasm_f32x4_pmin(min_vec, x_vec); } max_vec = wasm_f32x4_pmax(max_vec, wasm_i32x4_shuffle(max_vec, max_vec, 2, 3, 0, 1)); max_vec = wasm_f32x4_pmax(max_vec, wasm_i32x4_shuffle(max_vec, max_vec, 1, 0, 3, 2)); min_vec = wasm_f32x4_pmin(min_vec, wasm_i32x4_shuffle(min_vec, min_vec, 2, 3, 0, 1)); min_vec = wasm_f32x4_pmin(min_vec, wasm_i32x4_shuffle(min_vec, min_vec, 1, 0, 3, 2)); float max = wasm_f32x4_extract_lane(max_vec, 0); float min = wasm_f32x4_extract_lane(min_vec, 0); float amax = -min > max ? min : max; if (amax == 0.0f) { yc[i].d = 0.0f; const v128_t zero = wasm_i8x16_splat(0); for (int j = 0; j < QK_K; j += 16) { wasm_v128_store(yc[i].qs + j, zero); } continue; } const float iscale = -127.0f / amax; const v128_t scale_vec = wasm_f32x4_splat(iscale); // Process 16 elements per iteration for (int j = 0, jb = 0; j < QK_K; j += 16, jb++) { // Load and quantize 16 floats v128_t x0 = wasm_v128_load(x_block + j); v128_t x1 = wasm_v128_load(x_block + j + 4); v128_t x2 = wasm_v128_load(x_block + j + 8); v128_t x3 = wasm_v128_load(x_block + j + 12); v128_t q0 = wasm_f32x4_nearest(wasm_f32x4_mul(x0, scale_vec)); v128_t q1 = wasm_f32x4_nearest(wasm_f32x4_mul(x1, scale_vec)); v128_t q2 = wasm_f32x4_nearest(wasm_f32x4_mul(x2, scale_vec)); v128_t q3 = wasm_f32x4_nearest(wasm_f32x4_mul(x3, scale_vec)); // Convert to i32 with saturation v128_t i0 = wasm_i32x4_trunc_sat_f32x4(q0); v128_t i1 = wasm_i32x4_trunc_sat_f32x4(q1); v128_t i2 = wasm_i32x4_trunc_sat_f32x4(q2); v128_t i3 = wasm_i32x4_trunc_sat_f32x4(q3); // Pack into 16 i8 values v128_t i8 = wasm_i8x16_narrow_i16x8( wasm_i16x8_narrow_i32x4(i0, i1), wasm_i16x8_narrow_i32x4(i2, i3) ); wasm_v128_store(yc[i].qs + j, i8); // Calculate bsums using SIMD v128_t sum16 = wasm_i16x8_add( wasm_i16x8_extend_low_i8x16(i8), wasm_i16x8_extend_high_i8x16(i8) ); v128_t sum32 = wasm_i32x4_add( wasm_i32x4_extend_low_i16x8(sum16), wasm_i32x4_extend_high_i16x8(sum16) ); sum32 = wasm_i32x4_add(sum32, wasm_i32x4_shuffle(sum32, sum32, 2, 3, 0, 1)); sum32 = wasm_i32x4_add(sum32, wasm_i32x4_shuffle(sum32, sum32, 1, 0, 3, 2)); yc[i].bsums[jb] = wasm_i32x4_extract_lane(sum32, 0); } yc[i].d = 1.0f / iscale; } #else quantize_row_q8_K_ref(x, y, k); #endif } //===================================== Dot products ================================= // // Helper functions // #if __AVX__ || __AVX2__ || __AVX512F__ // shuffles to pick the required scales in dot products static inline __m256i get_scale_shuffle_q3k(int i) { static const uint8_t k_shuffle[128] = { 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11, 12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13, 14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15, }; return _mm256_loadu_si256((const __m256i*)k_shuffle + i); } static inline __m256i get_scale_shuffle_k4(int i) { static const uint8_t k_shuffle[256] = { 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11, 12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13, 14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15 }; return _mm256_loadu_si256((const __m256i*)k_shuffle + i); } static inline __m128i get_scale_shuffle(int i) { static const uint8_t k_shuffle[128] = { 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 7, 8, 8, 8, 8, 8, 8, 8, 8, 9, 9, 9, 9, 9, 9, 9, 9, 10,10,10,10,10,10,10,10, 11,11,11,11,11,11,11,11, 12,12,12,12,12,12,12,12, 13,13,13,13,13,13,13,13, 14,14,14,14,14,14,14,14, 15,15,15,15,15,15,15,15 }; return _mm_loadu_si128((const __m128i*)k_shuffle + i); } #elif defined(__loongarch_asx) // shuffles to pick the required scales in dot products static inline __m256i get_scale_shuffle_q3k(int i) { static const uint8_t k_shuffle[128] = { 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11, 12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13, 14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15, }; return __lasx_xvld((const __m256i*)k_shuffle + i, 0); } static inline __m256i get_scale_shuffle_k4(int i) { static const uint8_t k_shuffle[256] = { 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11, 12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13, 14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15 }; return __lasx_xvld((const __m256i*)k_shuffle + i, 0); } static inline __m128i get_scale_shuffle(int i) { static const uint8_t k_shuffle[128] = { 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 7, 8, 8, 8, 8, 8, 8, 8, 8, 9, 9, 9, 9, 9, 9, 9, 9, 10,10,10,10,10,10,10,10, 11,11,11,11,11,11,11,11, 12,12,12,12,12,12,12,12, 13,13,13,13,13,13,13,13, 14,14,14,14,14,14,14,14, 15,15,15,15,15,15,15,15 }; return __lsx_vld((const __m128i*)k_shuffle + i, 0); } #endif void ggml_vec_dot_q4_0_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { const int qk = QK8_0; const int nb = n / qk; assert(n % qk == 0); #if defined(__ARM_FEATURE_MATMUL_INT8) assert((nrc == 2) || (nrc == 1)); #else assert(nrc == 1); #endif UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_q4_0 * restrict x = vx; const block_q8_0 * restrict y = vy; #if defined(__ARM_FEATURE_MATMUL_INT8) if (nrc == 2) { const block_q4_0 * restrict vx0 = vx; const block_q4_0 * restrict vx1 = (const block_q4_0 *) ((const uint8_t*)vx + bx); const block_q8_0 * restrict vy0 = vy; const block_q8_0 * restrict vy1 = (const block_q8_0 *) ((const uint8_t*)vy + by); float32x4_t sumv0 = vdupq_n_f32(0.0f); for (int i = 0; i < nb; i++) { const block_q4_0 * restrict b_x0 = &vx0[i]; const block_q4_0 * restrict b_x1 = &vx1[i]; const block_q8_0 * restrict b_y0 = &vy0[i]; const block_q8_0 * restrict b_y1 = &vy1[i]; const uint8x16_t m4b = vdupq_n_u8(0x0F); const int8x16_t s8b = vdupq_n_s8(0x8); const uint8x16_t v0_0 = vld1q_u8(b_x0->qs); const uint8x16_t v0_1 = vld1q_u8(b_x1->qs); // 4-bit -> 8-bit const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8 (v0_0, m4b)); const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4)); const int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8 (v0_1, m4b)); const int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4)); // sub 8 const int8x16_t x0_l = vsubq_s8(v0_0l, s8b); const int8x16_t x0_h = vsubq_s8(v0_0h, s8b); const int8x16_t x1_l = vsubq_s8(v0_1l, s8b); const int8x16_t x1_h = vsubq_s8(v0_1h, s8b); // load y const int8x16_t y0_l = vld1q_s8(b_y0->qs); const int8x16_t y0_h = vld1q_s8(b_y0->qs + 16); const int8x16_t y1_l = vld1q_s8(b_y1->qs); const int8x16_t y1_h = vld1q_s8(b_y1->qs + 16); float32_t _scale[4] = { GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y0->d), GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y1->d), GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y0->d), GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y1->d) }; float32x4_t scale = vld1q_f32(_scale); int8x16_t l0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l))); int8x16_t l1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l))); int8x16_t l2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h))); int8x16_t l3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h))); int8x16_t r0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l))); int8x16_t r1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l))); int8x16_t r2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h))); int8x16_t r3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h))); sumv0 = vmlaq_f32(sumv0,(vcvtq_f32_s32(vmmlaq_s32((vmmlaq_s32((vmmlaq_s32((vmmlaq_s32(vdupq_n_s32(0), l0, r0)), l1, r1)), l2, r2)), l3, r3))), scale); } float32x4_t sumv1 = vextq_f32 (sumv0, sumv0, 2); float32x4_t sumv2 = vzip1q_f32(sumv0, sumv1); vst1_f32(s, vget_low_f32 (sumv2)); vst1_f32(s + bs, vget_high_f32(sumv2)); return; } #endif int ib = 0; float sumf = 0; #if defined(__ARM_FEATURE_SVE) svfloat32_t sumv0 = svdup_n_f32(0.0f); svfloat32_t sumv1 = svdup_n_f32(0.0f); const int vector_length = ggml_cpu_get_sve_cnt()*8; // VLA Implementation using switch case switch (vector_length) { case 128: { // predicate for activating higher lanes for 4 float32 elements const svbool_t ph4 = svptrue_pat_b32(SV_VL4); for (; ib + 1 < nb; ib += 2) { const block_q4_0 * restrict x0 = &x[ib + 0]; const block_q4_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib + 0]; const block_q8_0 * restrict y1 = &y[ib + 1]; // load x const svuint8_t qx0r = svld1rq_u8(svptrue_b8(), x0->qs); const svuint8_t qx1r = svld1rq_u8(svptrue_b8(), x1->qs); // 4-bit -> 8-bit const svint8_t qx0l = svreinterpret_s8_u8(svand_n_u8_m(svptrue_b8(), qx0r, 0x0F)); const svint8_t qx0h = svreinterpret_s8_u8(svlsr_n_u8_m(svptrue_b8(), qx0r, 0x04)); const svint8_t qx1l = svreinterpret_s8_u8(svand_n_u8_m(svptrue_b8(), qx1r, 0x0F)); const svint8_t qx1h = svreinterpret_s8_u8(svlsr_n_u8_m(svptrue_b8(), qx1r, 0x04)); // sub 8 const svint8_t qx0ls = svsub_n_s8_x(svptrue_b8(), qx0h, 8); const svint8_t qx0hs = svsub_n_s8_x(svptrue_b8(), qx0l, 8); const svint8_t qx1ls = svsub_n_s8_x(svptrue_b8(), qx1h, 8); const svint8_t qx1hs = svsub_n_s8_x(svptrue_b8(), qx1l, 8); // load y const svint8_t qy0h = svld1_s8(svptrue_b8(), y0->qs); const svint8_t qy0l = svld1_s8(svptrue_b8(), y0->qs + 16); const svint8_t qy1h = svld1_s8(svptrue_b8(), y1->qs); const svint8_t qy1l = svld1_s8(svptrue_b8(), y1->qs + 16); // dot product sumv0 = svmla_n_f32_x(ph4, sumv0, svcvt_f32_s32_x(ph4, svadd_x(ph4, svdot_s32(svdup_n_s32(0), qx0ls, qy0l), svdot_s32(svdup_n_s32(0), qx0hs, qy0h))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = svmla_n_f32_x(ph4, sumv1, svcvt_f32_s32_x(ph4, svadd_x(ph4, svdot_s32(svdup_n_s32(0), qx1ls, qy1l), svdot_s32(svdup_n_s32(0), qx1hs, qy1h))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1)); } break; case 256: { // predicate for activating higher lanes for 16 int8 elements const svbool_t ph16 = svptrue_pat_b8(SV_VL16); // predicate for activating lower lanes for 16 int8 elements const svbool_t pl16 = svnot_b_z(svptrue_b8(), ph16); for (; ib + 1 < nb; ib += 2) { const block_q4_0 * restrict x0 = &x[ib + 0]; const block_q4_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib + 0]; const block_q8_0 * restrict y1 = &y[ib + 1]; // load x const svuint8_t qx0r = svld1rq_u8(svptrue_b8(), x0->qs); const svuint8_t qx1r = svld1rq_u8(svptrue_b8(), x1->qs); // 4-bit -> 8-bit const svint8_t qx0 = svreinterpret_s8_u8(svlsr_n_u8_m(pl16, svand_n_u8_m(ph16, qx0r, 0x0F), 0x04)); const svint8_t qx1 = svreinterpret_s8_u8(svlsr_n_u8_m(pl16, svand_n_u8_m(ph16, qx1r, 0x0F), 0x04)); // sub 8 const svint8_t qx0s = svsub_n_s8_x(svptrue_b8(), qx0, 8); const svint8_t qx1s = svsub_n_s8_x(svptrue_b8(), qx1, 8); // load y const svint8_t qy0 = svld1_s8(svptrue_b8(), y0->qs); const svint8_t qy1 = svld1_s8(svptrue_b8(), y1->qs); // dot product sumv0 = svmla_n_f32_x(svptrue_b32(), sumv0, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx0s, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = svmla_n_f32_x(svptrue_b32(), sumv1, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx1s, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1)); } break; case 512: { // predicate for activating higher lanes for 32 int8 elements const svbool_t ph32 = svptrue_pat_b8(SV_VL32); // predicate for activating higher lanes for 16 int8 elements const svbool_t ph16 = svptrue_pat_b8(SV_VL16); // predicate for activating lower lanes for 16 int8 elements from first 32 int8 activated lanes const svbool_t pl16 = svnot_b_z(ph32, ph16); for (; ib + 1 < nb; ib += 2) { const block_q4_0 * restrict x0 = &x[ib + 0]; const block_q4_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib + 0]; const block_q8_0 * restrict y1 = &y[ib + 1]; // load x const svuint8_t qx0r = svld1rq_u8(ph32, x0->qs); const svuint8_t qx1r = svld1rq_u8(ph32, x1->qs); // 4-bit -> 8-bit const svint8_t qx0 = svreinterpret_s8_u8(svlsr_n_u8_m(pl16, svand_n_u8_m(ph16, qx0r, 0x0F), 0x04)); const svint8_t qx1 = svreinterpret_s8_u8(svlsr_n_u8_m(pl16, svand_n_u8_m(ph16, qx1r, 0x0F), 0x04)); // sub 8 const svint8_t qx0s = svsub_n_s8_x(ph32, qx0, 8); const svint8_t qx1s = svsub_n_s8_x(ph32, qx1, 8); // load y const svint8_t qy0 = svld1_s8(ph32, y0->qs); const svint8_t qy1 = svld1_s8(ph32, y1->qs); // dot product sumv0 = svmla_n_f32_x(ph32, sumv0, svcvt_f32_s32_x(ph32, svdot_s32(svdup_n_s32(0), qx0s, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = svmla_n_f32_x(ph32, sumv1, svcvt_f32_s32_x(ph32, svdot_s32(svdup_n_s32(0), qx1s, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = svaddv_f32(ph32, svadd_f32_x(ph32, sumv0, sumv1)); } break; default: assert(false && "Unsupported vector length"); break; } #elif defined(__ARM_NEON) float32x4_t sumv0 = vdupq_n_f32(0.0f); float32x4_t sumv1 = vdupq_n_f32(0.0f); for (; ib + 1 < nb; ib += 2) { const block_q4_0 * restrict x0 = &x[ib + 0]; const block_q4_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib + 0]; const block_q8_0 * restrict y1 = &y[ib + 1]; const uint8x16_t m4b = vdupq_n_u8(0x0F); const int8x16_t s8b = vdupq_n_s8(0x8); const uint8x16_t v0_0 = vld1q_u8(x0->qs); const uint8x16_t v0_1 = vld1q_u8(x1->qs); // 4-bit -> 8-bit const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8 (v0_0, m4b)); const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4)); const int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8 (v0_1, m4b)); const int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4)); // sub 8 const int8x16_t v0_0ls = vsubq_s8(v0_0l, s8b); const int8x16_t v0_0hs = vsubq_s8(v0_0h, s8b); const int8x16_t v0_1ls = vsubq_s8(v0_1l, s8b); const int8x16_t v0_1hs = vsubq_s8(v0_1h, s8b); // load y const int8x16_t v1_0l = vld1q_s8(y0->qs); const int8x16_t v1_0h = vld1q_s8(y0->qs + 16); const int8x16_t v1_1l = vld1q_s8(y1->qs); const int8x16_t v1_1h = vld1q_s8(y1->qs + 16); // dot product into int32x4_t const int32x4_t p_0 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), v0_0ls, v1_0l), v0_0hs, v1_0h); const int32x4_t p_1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), v0_1ls, v1_1l), v0_1hs, v1_1h); sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(p_0), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(p_1), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1); #elif defined __wasm_simd128__ v128_t sumv = wasm_f32x4_splat(0.0f); const v128_t m4b = wasm_i8x16_splat(0x0F); const v128_t s8b = wasm_i8x16_splat(0x8); for (; ib + 1 < nb; ib += 2) { const block_q4_0 * restrict x0 = &x[ib]; const block_q4_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib]; const block_q8_0 * restrict y1 = &y[ib + 1]; // Load and process x0 v128_t v0_0 = wasm_v128_load(x0->qs); v128_t v0_0l = wasm_v128_and(v0_0, m4b); v128_t v0_0h = wasm_u8x16_shr(v0_0, 4); v128_t v0_0ls = wasm_i8x16_sub(v0_0l, s8b); v128_t v0_0hs = wasm_i8x16_sub(v0_0h, s8b); // Load y0 vectors v128_t y0_l = wasm_v128_load(y0->qs); v128_t y0_h = wasm_v128_load(y0->qs + 16); // Extend to i16x8 and compute dot products v128_t dx0l = wasm_i16x8_extend_low_i8x16(v0_0ls); v128_t dx0h = wasm_i16x8_extend_high_i8x16(v0_0ls); v128_t dx0hl = wasm_i16x8_extend_low_i8x16(v0_0hs); v128_t dx0hh = wasm_i16x8_extend_high_i8x16(v0_0hs); v128_t dy0ll = wasm_i16x8_extend_low_i8x16(y0_l); v128_t dy0lh = wasm_i16x8_extend_high_i8x16(y0_l); v128_t dy0hl = wasm_i16x8_extend_low_i8x16(y0_h); v128_t dy0hh = wasm_i16x8_extend_high_i8x16(y0_h); v128_t dp0 = wasm_i32x4_add( wasm_i32x4_add( wasm_i32x4_dot_i16x8(dx0l, dy0ll), wasm_i32x4_dot_i16x8(dx0h, dy0lh) ), wasm_i32x4_add( wasm_i32x4_dot_i16x8(dx0hl, dy0hl), wasm_i32x4_dot_i16x8(dx0hh, dy0hh) ) ); // Load and process x1 v128_t v0_1 = wasm_v128_load(x1->qs); v128_t v0_1l = wasm_v128_and(v0_1, m4b); v128_t v0_1h = wasm_u8x16_shr(v0_1, 4); v128_t v0_1ls = wasm_i8x16_sub(v0_1l, s8b); v128_t v0_1hs = wasm_i8x16_sub(v0_1h, s8b); // Load y1 vectors v128_t y1_l = wasm_v128_load(y1->qs); v128_t y1_h = wasm_v128_load(y1->qs + 16); // Extend to i16x8 and compute dot products v128_t dx1l = wasm_i16x8_extend_low_i8x16(v0_1ls); v128_t dx1h = wasm_i16x8_extend_high_i8x16(v0_1ls); v128_t dx1hl = wasm_i16x8_extend_low_i8x16(v0_1hs); v128_t dx1hh = wasm_i16x8_extend_high_i8x16(v0_1hs); v128_t dy1ll = wasm_i16x8_extend_low_i8x16(y1_l); v128_t dy1lh = wasm_i16x8_extend_high_i8x16(y1_l); v128_t dy1hl = wasm_i16x8_extend_low_i8x16(y1_h); v128_t dy1hh = wasm_i16x8_extend_high_i8x16(y1_h); v128_t dp1 = wasm_i32x4_add( wasm_i32x4_add( wasm_i32x4_dot_i16x8(dx1l, dy1ll), wasm_i32x4_dot_i16x8(dx1h, dy1lh) ), wasm_i32x4_add( wasm_i32x4_dot_i16x8(dx1hl, dy1hl), wasm_i32x4_dot_i16x8(dx1hh, dy1hh) ) ); // Accumulate results with scaling float scale0 = GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d); float scale1 = GGML_FP16_TO_FP32(x1->d) * GGML_FP16_TO_FP32(y1->d); sumv = wasm_f32x4_add(sumv, wasm_f32x4_mul(wasm_f32x4_convert_i32x4(dp0), wasm_f32x4_splat(scale0))); sumv = wasm_f32x4_add(sumv, wasm_f32x4_mul(wasm_f32x4_convert_i32x4(dp1), wasm_f32x4_splat(scale1))); } sumf = wasm_f32x4_extract_lane(sumv, 0) + wasm_f32x4_extract_lane(sumv, 1) + wasm_f32x4_extract_lane(sumv, 2) + wasm_f32x4_extract_lane(sumv, 3); #elif defined(__AVX2__) // Initialize accumulator with zeros __m256 acc = _mm256_setzero_ps(); // Main loop for (; ib < nb; ++ib) { /* Compute combined scale for the block */ const __m256 d = _mm256_set1_ps( GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d) ); __m256i qx = bytes_from_nibbles_32(x[ib].qs); // Now we have a vector with bytes in [ 0 .. 15 ] interval. Offset them into [ -8 .. +7 ] interval. const __m256i off = _mm256_set1_epi8( 8 ); qx = _mm256_sub_epi8( qx, off ); __m256i qy = _mm256_loadu_si256((const __m256i *)y[ib].qs); const __m256 q = mul_sum_i8_pairs_float(qx, qy); /* Multiply q with scale and accumulate */ acc = _mm256_fmadd_ps( d, q, acc ); } sumf = hsum_float_8(acc); #elif defined(__AVX__) __m256 accum = _mm256_setzero_ps(); for (; ib + 1 < nb; ib += 2) { const __m128i q4bits_1 = _mm_loadu_si128((const __m128i *)x[ib + 0].qs); const __m128i q4bits_2 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs); const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)y[ib + 0].qs); const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)y[ib + 0].qs + 1); const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs); const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs + 1); const __m128i q4b_1_0 = _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), q4bits_1), _mm_set1_epi8(8)); const __m128i q4b_1_1 = _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), _mm_srli_epi16(q4bits_1, 4)), _mm_set1_epi8(8)); const __m128i q4b_2_0 = _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), q4bits_2), _mm_set1_epi8(8)); const __m128i q4b_2_1 = _mm_sub_epi8(_mm_and_si128(_mm_set1_epi8(15), _mm_srli_epi16(q4bits_2, 4)), _mm_set1_epi8(8)); const __m128i p16_1_0 = mul_add_epi8_sse(q4b_1_0, q8b_1_0); const __m128i p16_1_1 = mul_add_epi8_sse(q4b_1_1, q8b_1_1); const __m128i p16_2_0 = mul_add_epi8_sse(q4b_2_0, q8b_2_0); const __m128i p16_2_1 = mul_add_epi8_sse(q4b_2_1, q8b_2_1); const __m128i p_1 = _mm_add_epi16(p16_1_0, p16_1_1); const __m128i p_2 = _mm_add_epi16(p16_2_0, p16_2_1); const __m256 p = sum_i16_pairs_float(p_2, p_1); const __m256 deltas = quad_fp16_delta_float(x[ib].d, y[ib].d, x[ib + 1].d, y[ib + 1].d); accum = _mm256_add_ps(_mm256_mul_ps(deltas, p), accum); } sumf = hsum_float_8(accum); #elif defined(__SSSE3__) // set constants const __m128i lowMask = _mm_set1_epi8(0xF); const __m128i off = _mm_set1_epi8(8); // Initialize accumulator with zeros __m128 acc_0 = _mm_setzero_ps(); __m128 acc_1 = _mm_setzero_ps(); __m128 acc_2 = _mm_setzero_ps(); __m128 acc_3 = _mm_setzero_ps(); for (; ib + 1 < nb; ib += 2) { _mm_prefetch(&x[ib] + sizeof(block_q4_0), _MM_HINT_T0); _mm_prefetch(&y[ib] + sizeof(block_q8_0), _MM_HINT_T0); // Compute combined scale for the block 0 and 1 const __m128 d_0_1 = _mm_set1_ps( GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d) ); const __m128i tmp_0_1 = _mm_loadu_si128((const __m128i *)x[ib].qs); __m128i bx_0 = _mm_and_si128(lowMask, tmp_0_1); __m128i by_0 = _mm_loadu_si128((const __m128i *)y[ib].qs); bx_0 = _mm_sub_epi8(bx_0, off); const __m128i i32_0 = mul_sum_i8_pairs(bx_0, by_0); __m128i bx_1 = _mm_and_si128(lowMask, _mm_srli_epi64(tmp_0_1, 4)); __m128i by_1 = _mm_loadu_si128((const __m128i *)(y[ib].qs + 16)); bx_1 = _mm_sub_epi8(bx_1, off); const __m128i i32_1 = mul_sum_i8_pairs(bx_1, by_1); _mm_prefetch(&x[ib] + 2 * sizeof(block_q4_0), _MM_HINT_T0); _mm_prefetch(&y[ib] + 2 * sizeof(block_q8_0), _MM_HINT_T0); // Compute combined scale for the block 2 and 3 const __m128 d_2_3 = _mm_set1_ps( GGML_FP16_TO_FP32(x[ib + 1].d) * GGML_FP16_TO_FP32(y[ib + 1].d) ); const __m128i tmp_2_3 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs); __m128i bx_2 = _mm_and_si128(lowMask, tmp_2_3); __m128i by_2 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs); bx_2 = _mm_sub_epi8(bx_2, off); const __m128i i32_2 = mul_sum_i8_pairs(bx_2, by_2); __m128i bx_3 = _mm_and_si128(lowMask, _mm_srli_epi64(tmp_2_3, 4)); __m128i by_3 = _mm_loadu_si128((const __m128i *)(y[ib + 1].qs + 16)); bx_3 = _mm_sub_epi8(bx_3, off); const __m128i i32_3 = mul_sum_i8_pairs(bx_3, by_3); // Convert int32_t to float __m128 p0 = _mm_cvtepi32_ps(i32_0); __m128 p1 = _mm_cvtepi32_ps(i32_1); __m128 p2 = _mm_cvtepi32_ps(i32_2); __m128 p3 = _mm_cvtepi32_ps(i32_3); // Apply the scale __m128 p0_d = _mm_mul_ps( d_0_1, p0 ); __m128 p1_d = _mm_mul_ps( d_0_1, p1 ); __m128 p2_d = _mm_mul_ps( d_2_3, p2 ); __m128 p3_d = _mm_mul_ps( d_2_3, p3 ); // Acummulate acc_0 = _mm_add_ps(p0_d, acc_0); acc_1 = _mm_add_ps(p1_d, acc_1); acc_2 = _mm_add_ps(p2_d, acc_2); acc_3 = _mm_add_ps(p3_d, acc_3); } sumf = hsum_float_4x4(acc_0, acc_1, acc_2, acc_3); #elif defined(__riscv_v_intrinsic) size_t vl = __riscv_vsetvl_e8m1(qk/2); for (; ib < nb; ++ib) { // load elements vuint8mf2_t tx = __riscv_vle8_v_u8mf2(x[ib].qs, vl); vint8mf2_t y0 = __riscv_vle8_v_i8mf2(y[ib].qs, vl); vint8mf2_t y1 = __riscv_vle8_v_i8mf2(y[ib].qs+16, vl); // mask and store lower part of x, and then upper part vuint8mf2_t x_a = __riscv_vand_vx_u8mf2(tx, 0x0F, vl); vuint8mf2_t x_l = __riscv_vsrl_vx_u8mf2(tx, 0x04, vl); vint8mf2_t x_ai = __riscv_vreinterpret_v_u8mf2_i8mf2(x_a); vint8mf2_t x_li = __riscv_vreinterpret_v_u8mf2_i8mf2(x_l); // subtract offset vint8mf2_t v0 = __riscv_vsub_vx_i8mf2(x_ai, 8, vl); vint8mf2_t v1 = __riscv_vsub_vx_i8mf2(x_li, 8, vl); vint16m1_t vec_mul1 = __riscv_vwmul_vv_i16m1(v0, y0, vl); vint16m1_t vec_mul2 = __riscv_vwmul_vv_i16m1(v1, y1, vl); vint32m1_t vec_zero = __riscv_vmv_v_x_i32m1(0, vl); vint32m1_t vs1 = __riscv_vwredsum_vs_i16m1_i32m1(vec_mul1, vec_zero, vl); vint32m1_t vs2 = __riscv_vwredsum_vs_i16m1_i32m1(vec_mul2, vs1, vl); int sumi = __riscv_vmv_x_s_i32m1_i32(vs2); sumf += sumi*GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d); } #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0xF); const vector signed int v0 = vec_splats((int32_t)0); const vector unsigned char v4 = vec_splats((unsigned char)0x4); const vector signed char v8 = vec_splats((signed char)0x8); vector float vsumf0 = vec_splats(0.0f); #pragma GCC unroll 8 for (; ib < nb; ++ib) { __builtin_prefetch(x[ib].qs, 0, 1); __builtin_prefetch(y[ib].qs, 0, 1); vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d)); vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d)); vector float vd = vec_mul(vxd, vyd); vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs); vector signed char q8y0 = vec_xl( 0, y[ib].qs); vector signed char q8y1 = vec_xl(16, y[ib].qs); vector signed char q4x0 = vec_and(qxs, lowMask); vector signed char q4x1 = vec_sr(qxs, v4); q4x0 = vec_sub(q4x0, v8); q4x1 = vec_sub(q4x1, v8); vector signed short qv0 = vec_add(vec_mule(q4x0, q8y0), vec_mulo(q4x0, q8y0)); vector signed short qv1 = vec_add(vec_mule(q4x1, q8y1), vec_mulo(q4x1, q8y1)); vector signed int vsumi0 = v0; vsumi0 = vec_sum4s(qv0, vsumi0); vsumi0 = vec_sum4s(qv1, vsumi0); vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); } vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); sumf = vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) // Initialize accumulator with zeros __m256 acc = (__m256)__lasx_xvldi(0); // Main loop for (; ib < nb; ++ib) { /* Compute combined scale for the block */ const __m256 d = __lasx_xvreplfr2vr_s( GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d) ); __m256i qx = bytes_from_nibbles_32(x[ib].qs); // Now we have a vector with bytes in [ 0 .. 15 ] interval. Offset them into [ -8 .. +7 ] interval. const __m256i off = __lasx_xvreplgr2vr_b( 8 ); qx = __lasx_xvsub_b( qx, off ); __m256i qy = __lasx_xvld((const __m256i *)y[ib].qs, 0); const __m256 q = mul_sum_i8_pairs_float(qx, qy); /* Multiply q with scale and accumulate */ acc = __lasx_xvfmadd_s( d, q, acc ); } sumf = hsum_float_8(acc); #elif defined(__loongarch_sx) // set constants const __m128i low_mask = __lsx_vreplgr2vr_b(0xF); const __m128i off = __lsx_vreplgr2vr_b(8); // Initialize accumulator with zeros __m128 acc_0 = (__m128)__lsx_vldi(0); __m128 acc_1 = (__m128)__lsx_vldi(0); __m128 acc_2 = (__m128)__lsx_vldi(0); __m128 acc_3 = (__m128)__lsx_vldi(0); for (; ib + 1 < nb; ib += 2) { // Compute combined scale for the block 0 and 1 const __m128 d_0_1 = (__m128)__lsx_vreplgr2vr_w( GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d) ); const __m128i tmp_0_1 = __lsx_vld((const __m128i *)x[ib].qs, 0); __m128i bx_0 = __lsx_vand_v(low_mask, tmp_0_1); __m128i by_0 = __lsx_vld((const __m128i *)y[ib].qs, 0); bx_0 = __lsx_vsub_b(bx_0, off); const __m128i i32_0 = mul_sum_i8_pairs(bx_0, by_0); __m128i bx_1 = __lsx_vand_v(low_mask, __lsx_vsrli_d(tmp_0_1, 4)); __m128i by_1 = __lsx_vld((const __m128i *)(y[ib].qs + 16), 0); bx_1 = __lsx_vsub_b(bx_1, off); const __m128i i32_1 = mul_sum_i8_pairs(bx_1, by_1); //_mm_prefetch(&x[ib] + 2 * sizeof(block_q4_0), _MM_HINT_T0); //_mm_prefetch(&y[ib] + 2 * sizeof(block_q8_0), _MM_HINT_T0); // Compute combined scale for the block 2 and 3 const __m128 d_2_3 = (__m128)__lsx_vreplgr2vr_w( GGML_FP16_TO_FP32(x[ib + 1].d) * GGML_FP16_TO_FP32(y[ib + 1].d) ); const __m128i tmp_2_3 = __lsx_vld((const __m128i *)x[ib + 1].qs, 0); __m128i bx_2 = __lsx_vand_v(low_mask, tmp_2_3); __m128i by_2 = __lsx_vld((const __m128i *)y[ib + 1].qs, 0); bx_2 = __lsx_vsub_b(bx_2, off); const __m128i i32_2 = mul_sum_i8_pairs(bx_2, by_2); __m128i bx_3 = __lsx_vand_v(low_mask, __lsx_vsrli_d(tmp_2_3, 4)); __m128i by_3 = __lsx_vld((const __m128i *)(y[ib + 1].qs + 16), 0); bx_3 = __lsx_vsub_b(bx_3, off); const __m128i i32_3 = mul_sum_i8_pairs(bx_3, by_3); // Convert int32_t to float __m128 p0 = __lsx_vffint_s_w(i32_0); __m128 p1 = __lsx_vffint_s_w(i32_1); __m128 p2 = __lsx_vffint_s_w(i32_2); __m128 p3 = __lsx_vffint_s_w(i32_3); // Apply the scale __m128 p0_d = __lsx_vfmul_s( d_0_1, p0 ); __m128 p1_d = __lsx_vfmul_s( d_0_1, p1 ); __m128 p2_d = __lsx_vfmul_s( d_2_3, p2 ); __m128 p3_d = __lsx_vfmul_s( d_2_3, p3 ); // Acummulate acc_0 = __lsx_vfadd_s(p0_d, acc_0); acc_1 = __lsx_vfadd_s(p1_d, acc_1); acc_2 = __lsx_vfadd_s(p2_d, acc_2); acc_3 = __lsx_vfadd_s(p3_d, acc_3); } sumf = hsum_float_4x4(acc_0, acc_1, acc_2, acc_3); #elif defined(__VXE__) || defined(__VXE2__) __vector float acc = vec_splats(0.0f); const __vector uint8_t v_m = vec_splats((const uint8_t)0x0F); const __vector int8_t v_s = vec_splats( (const int8_t)0x08); for (; ib < nb; ++ib) { const __vector uint8_t v_x = vec_xl(0, x[ib].qs); const __vector int8_t v_xl = (const __vector int8_t)(v_x & v_m); const __vector int8_t v_xh = (const __vector int8_t)(v_x >> 4); const __vector int8_t v_xls = vec_sub(v_xl, v_s); const __vector int8_t v_xhs = vec_sub(v_xh, v_s); const __vector int8_t v_yl = vec_xl(0 , y[ib].qs); const __vector int8_t v_yh = vec_xl(QK8_0/2, y[ib].qs); const __vector int16_t v_xylso = vec_mulo(v_xls, v_yl); const __vector int16_t v_xylse = vec_mule(v_xls, v_yl); const __vector int16_t v_xyhso = vec_mulo(v_xhs, v_yh); const __vector int16_t v_xyhse = vec_mule(v_xhs, v_yh); __vector int16_t v_xy_ = v_xylso + v_xylse + v_xyhso + v_xyhse; v_xy_ += vec_reve(v_xy_); const __vector float v_xy = vec_float(vec_unpackh(v_xy_)); const __vector float v_d = vec_splats(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)); acc = vec_madd(v_xy, v_d, acc); } sumf = acc[0] + acc[1] + acc[2] + acc[3]; #endif for (; ib < nb; ++ib) { int sumi0 = 0; int sumi1 = 0; for (int j = 0; j < qk/2; ++j) { const int v0 = (x[ib].qs[j] & 0x0F) - 8; const int v1 = (x[ib].qs[j] >> 4) - 8; sumi0 += (v0 * y[ib].qs[j]); sumi1 += (v1 * y[ib].qs[j + qk/2]); } int sumi = sumi0 + sumi1; sumf += sumi*GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d); } *s = sumf; } void ggml_vec_dot_q4_1_q8_1(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { const int qk = QK8_1; const int nb = n / qk; assert(n % qk == 0); #if defined(__ARM_FEATURE_MATMUL_INT8) assert((nrc == 2) || (nrc == 1)); #else assert(nrc == 1); #endif UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_q4_1 * restrict x = vx; const block_q8_1 * restrict y = vy; #if defined(__ARM_FEATURE_MATMUL_INT8) if (nrc == 2) { const block_q4_1 * restrict vx0 = vx; const block_q4_1 * restrict vx1 = (const block_q4_1 *) ((const uint8_t*)vx + bx); const block_q8_1 * restrict vy0 = vy; const block_q8_1 * restrict vy1 = (const block_q8_1 *) ((const uint8_t*)vy + by); float32x4_t sumv0 = vdupq_n_f32(0.0f); float32x4_t summs0 = vdupq_n_f32(0.0f); for (int i = 0; i < nb; i++) { const block_q4_1 * restrict b_x0 = &vx0[i]; const block_q4_1 * restrict b_x1 = &vx1[i]; const block_q8_1 * restrict b_y0 = &vy0[i]; const block_q8_1 * restrict b_y1 = &vy1[i]; float32_t summs_t[4] = { GGML_FP16_TO_FP32(b_x0->m) * GGML_FP16_TO_FP32(b_y0->s), GGML_FP16_TO_FP32(b_x1->m) * GGML_FP16_TO_FP32(b_y0->s), GGML_FP16_TO_FP32(b_x0->m) * GGML_FP16_TO_FP32(b_y1->s), GGML_FP16_TO_FP32(b_x1->m) * GGML_FP16_TO_FP32(b_y1->s) }; summs0 = vaddq_f32(summs0, vld1q_f32(summs_t)); const uint8x16_t m4b = vdupq_n_u8(0x0F); const uint8x16_t v0_0 = vld1q_u8(b_x0->qs); const uint8x16_t v0_1 = vld1q_u8(b_x1->qs); // 4-bit -> 8-bit const int8x16_t x0_l = vreinterpretq_s8_u8(vandq_u8 (v0_0, m4b)); const int8x16_t x0_h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4)); const int8x16_t x1_l = vreinterpretq_s8_u8(vandq_u8 (v0_1, m4b)); const int8x16_t x1_h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4)); // load y const int8x16_t y0_l = vld1q_s8(b_y0->qs); const int8x16_t y0_h = vld1q_s8(b_y0->qs + 16); const int8x16_t y1_l = vld1q_s8(b_y1->qs); const int8x16_t y1_h = vld1q_s8(b_y1->qs + 16); // mmla into int32x4_t float32_t _scale[4] = { GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y0->d), GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y1->d), GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y0->d), GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y1->d) }; float32x4_t scale = vld1q_f32(_scale); int8x16_t l0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l))); int8x16_t l1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l))); int8x16_t l2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h))); int8x16_t l3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h))); int8x16_t r0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l))); int8x16_t r1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l))); int8x16_t r2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h))); int8x16_t r3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h))); sumv0 = vmlaq_f32(sumv0,(vcvtq_f32_s32(vmmlaq_s32((vmmlaq_s32((vmmlaq_s32((vmmlaq_s32(vdupq_n_s32(0), l0, r0)), l1, r1)), l2, r2)), l3, r3))), scale); } float32x4_t sumv1 = vextq_f32 (sumv0, sumv0, 2); float32x4_t sumv2 = vzip1q_f32(sumv0, sumv1); sumv2 = vaddq_f32(sumv2, summs0); vst1_f32(s, vget_low_f32 (sumv2)); vst1_f32(s + bs, vget_high_f32(sumv2)); return; } #endif int ib = 0; float sumf = 0; // TODO: add WASM SIMD #if defined(__ARM_NEON) float32x4_t sumv0 = vdupq_n_f32(0.0f); float32x4_t sumv1 = vdupq_n_f32(0.0f); float summs = 0; for (; ib + 1 < nb; ib += 2) { const block_q4_1 * restrict x0 = &x[ib + 0]; const block_q4_1 * restrict x1 = &x[ib + 1]; const block_q8_1 * restrict y0 = &y[ib + 0]; const block_q8_1 * restrict y1 = &y[ib + 1]; summs += GGML_FP16_TO_FP32(x0->m) * GGML_FP16_TO_FP32(y0->s) + GGML_FP16_TO_FP32(x1->m) * GGML_FP16_TO_FP32(y1->s); const uint8x16_t m4b = vdupq_n_u8(0x0F); const uint8x16_t v0_0 = vld1q_u8(x0->qs); const uint8x16_t v0_1 = vld1q_u8(x1->qs); // 4-bit -> 8-bit const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8 (v0_0, m4b)); const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4)); const int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8 (v0_1, m4b)); const int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4)); // load y const int8x16_t v1_0l = vld1q_s8(y0->qs); const int8x16_t v1_0h = vld1q_s8(y0->qs + 16); const int8x16_t v1_1l = vld1q_s8(y1->qs); const int8x16_t v1_1h = vld1q_s8(y1->qs + 16); // dot product into int32x4_t const int32x4_t p_0 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), v0_0l, v1_0l), v0_0h, v1_0h); const int32x4_t p_1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), v0_1l, v1_1l), v0_1h, v1_1h); sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(p_0), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(p_1), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1) + summs; #elif defined(__AVX2__) || defined(__AVX__) // Initialize accumulator with zeros __m256 acc = _mm256_setzero_ps(); float summs = 0; // Main loop for (; ib < nb; ++ib) { const float d0 = GGML_FP16_TO_FP32(x[ib].d); const float d1 = GGML_FP16_TO_FP32(y[ib].d); summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s); const __m256 d0v = _mm256_set1_ps( d0 ); const __m256 d1v = _mm256_set1_ps( d1 ); // Compute combined scales const __m256 d0d1 = _mm256_mul_ps( d0v, d1v ); // Load 16 bytes, and unpack 4 bit fields into bytes, making 32 bytes const __m256i qx = bytes_from_nibbles_32(x[ib].qs); const __m256i qy = _mm256_loadu_si256( (const __m256i *)y[ib].qs ); const __m256 xy = mul_sum_us8_pairs_float(qx, qy); // Accumulate d0*d1*x*y #if defined(__AVX2__) acc = _mm256_fmadd_ps( d0d1, xy, acc ); #else acc = _mm256_add_ps( _mm256_mul_ps( d0d1, xy ), acc ); #endif } sumf = hsum_float_8(acc) + summs; #elif defined(__riscv_v_intrinsic) size_t vl = __riscv_vsetvl_e8m1(qk/2); for (; ib < nb; ++ib) { // load elements vuint8mf2_t tx = __riscv_vle8_v_u8mf2(x[ib].qs, vl); vint8mf2_t y0 = __riscv_vle8_v_i8mf2(y[ib].qs, vl); vint8mf2_t y1 = __riscv_vle8_v_i8mf2(y[ib].qs+16, vl); // mask and store lower part of x, and then upper part vuint8mf2_t x_a = __riscv_vand_vx_u8mf2(tx, 0x0F, vl); vuint8mf2_t x_l = __riscv_vsrl_vx_u8mf2(tx, 0x04, vl); vint8mf2_t v0 = __riscv_vreinterpret_v_u8mf2_i8mf2(x_a); vint8mf2_t v1 = __riscv_vreinterpret_v_u8mf2_i8mf2(x_l); vint16m1_t vec_mul1 = __riscv_vwmul_vv_i16m1(v0, y0, vl); vint16m1_t vec_mul2 = __riscv_vwmul_vv_i16m1(v1, y1, vl); vint32m1_t vec_zero = __riscv_vmv_v_x_i32m1(0, vl); vint32m1_t vs1 = __riscv_vwredsum_vs_i16m1_i32m1(vec_mul1, vec_zero, vl); vint32m1_t vs2 = __riscv_vwredsum_vs_i16m1_i32m1(vec_mul2, vs1, vl); int sumi = __riscv_vmv_x_s_i32m1_i32(vs2); sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d))*sumi + GGML_FP16_TO_FP32(x[ib].m)*GGML_FP16_TO_FP32(y[ib].s); } #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0xF); const vector signed int v0 = vec_splats((int32_t)0); const vector unsigned char v4 = vec_splats((unsigned char)0x4); vector float vsumf0 = vec_splats(0.0f); #pragma GCC unroll 4 for (; ib < nb; ++ib) { __builtin_prefetch(x[ib].qs, 0, 1); __builtin_prefetch(y[ib].qs, 0, 1); vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d)); vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d)); vector float vd = vec_mul(vxd, vyd); vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[ib].m)); vector float vys = {GGML_FP16_TO_FP32(y[ib].s), 0.0f, 0.0f, 0.0f}; vsumf0 = vec_madd(vxmin, vys, vsumf0); vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs); vector signed char q8y0 = vec_xl( 0, y[ib].qs); vector signed char q8y1 = vec_xl(16, y[ib].qs); vector unsigned char q4x0 = (vector unsigned char)vec_and(qxs, lowMask); vector unsigned char q4x1 = (vector unsigned char)vec_sr(qxs, v4); vector signed int vsumi0 = v0; vsumi0 = vec_msum(q8y0, q4x0, vsumi0); vsumi0 = vec_msum(q8y1, q4x1, vsumi0); vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); } vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); sumf = vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) // Initialize accumulator with zeros __m256 acc = (__m256)__lasx_xvldi(0); float summs = 0; // Main loop for (; ib < nb; ++ib) { const float d0 = GGML_FP16_TO_FP32(x[ib].d); const float d1 = GGML_FP16_TO_FP32(y[ib].d); summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s); const __m256 d0v = __lasx_xvreplfr2vr_s( d0 ); const __m256 d1v = __lasx_xvreplfr2vr_s( d1 ); // Compute combined scales const __m256 d0d1 = __lasx_xvfmul_s( d0v, d1v ); // Load 16 bytes, and unpack 4 bit fields into bytes, making 32 bytes const __m256i qx = bytes_from_nibbles_32(x[ib].qs); const __m256i qy = __lasx_xvld( (const __m256i *)y[ib].qs, 0); const __m256 xy = mul_sum_us8_pairs_float(qx, qy); // Accumulate d0*d1*x*y acc = __lasx_xvfmadd_s( d0d1, xy, acc ); } sumf = hsum_float_8(acc) + summs; #elif defined(__VXE__) || defined(__VXE2__) float summs = 0; float32x4_t acc = vec_splats(0.0f); const uint8x16_t v_m = vec_splat_u8(0x0F); #pragma GCC unroll 4 for (; ib < nb; ++ib) { __builtin_prefetch(x[ib].qs, 0, 1); __builtin_prefetch(y[ib].qs, 0, 1); summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s); const uint8x16_t v_x = vec_xl(0, x[ib].qs); const int8x16_t v_xl = (const int8x16_t)(v_x & v_m); const int8x16_t v_xh = (const int8x16_t)(v_x >> 4); const int8x16_t v_yl = vec_xl(0 , y[ib].qs); const int8x16_t v_yh = vec_xl(QK8_1/2, y[ib].qs); const int32x4_t v_xy_ = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_xl, v_yl), v_xh, v_yh); const float32x4_t v_xy = vec_float(v_xy_); const float32x4_t v_d = vec_splats(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)); acc = vec_madd(v_xy, v_d, acc); } sumf = acc[0] + acc[1] + acc[2] + acc[3] + summs; #endif for (; ib < nb; ++ib) { int sumi0 = 0; int sumi1 = 0; for (int j = 0; j < qk/2; ++j) { const int v0 = (x[ib].qs[j] & 0x0F); const int v1 = (x[ib].qs[j] >> 4); sumi0 += (v0 * y[ib].qs[j]); sumi1 += (v1 * y[ib].qs[j + qk/2]); } int sumi = sumi0 + sumi1; sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d))*sumi + GGML_FP16_TO_FP32(x[ib].m)*GGML_FP16_TO_FP32(y[ib].s); } *s = sumf; } void ggml_vec_dot_q5_0_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { const int qk = QK8_0; const int nb = n / qk; int ib = 0; float sumf = 0; assert(n % qk == 0); assert(qk == QK5_0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_q5_0 * restrict x = vx; const block_q8_0 * restrict y = vy; #if defined(__ARM_NEON) float32x4_t sumv0 = vdupq_n_f32(0.0f); float32x4_t sumv1 = vdupq_n_f32(0.0f); uint32_t qh0; uint32_t qh1; uint64_t tmp0[4]; uint64_t tmp1[4]; for (; ib + 1 < nb; ib += 2) { const block_q5_0 * restrict x0 = &x[ib]; const block_q5_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib]; const block_q8_0 * restrict y1 = &y[ib + 1]; const uint8x16_t m4b = vdupq_n_u8(0x0F); // extract the 5th bit via lookup table ((!b) << 4) memcpy(&qh0, x0->qh, sizeof(qh0)); memcpy(&qh1, x1->qh, sizeof(qh1)); tmp0[0] = table_b2b_1[(qh0 >> 0) & 0xFF]; tmp0[1] = table_b2b_1[(qh0 >> 8) & 0xFF]; tmp0[2] = table_b2b_1[(qh0 >> 16) & 0xFF]; tmp0[3] = table_b2b_1[(qh0 >> 24) ]; tmp1[0] = table_b2b_1[(qh1 >> 0) & 0xFF]; tmp1[1] = table_b2b_1[(qh1 >> 8) & 0xFF]; tmp1[2] = table_b2b_1[(qh1 >> 16) & 0xFF]; tmp1[3] = table_b2b_1[(qh1 >> 24) ]; const int8x16_t qhl0 = vld1q_s8((const int8_t *)(tmp0 + 0)); const int8x16_t qhh0 = vld1q_s8((const int8_t *)(tmp0 + 2)); const int8x16_t qhl1 = vld1q_s8((const int8_t *)(tmp1 + 0)); const int8x16_t qhh1 = vld1q_s8((const int8_t *)(tmp1 + 2)); const uint8x16_t v0_0 = vld1q_u8(x0->qs); const uint8x16_t v0_1 = vld1q_u8(x1->qs); // 4-bit -> 8-bit int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8 (v0_0, m4b)); int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4)); int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8 (v0_1, m4b)); int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4)); // add high bit and sub 16 (equivalent to sub 0x10 when bit is zero) const int8x16_t v0_0lf = vsubq_s8(v0_0l, qhl0); const int8x16_t v0_0hf = vsubq_s8(v0_0h, qhh0); const int8x16_t v0_1lf = vsubq_s8(v0_1l, qhl1); const int8x16_t v0_1hf = vsubq_s8(v0_1h, qhh1); // load y const int8x16_t v1_0l = vld1q_s8(y0->qs); const int8x16_t v1_0h = vld1q_s8(y0->qs + 16); const int8x16_t v1_1l = vld1q_s8(y1->qs); const int8x16_t v1_1h = vld1q_s8(y1->qs + 16); sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(vaddq_s32( ggml_vdotq_s32(vdupq_n_s32(0), v0_0lf, v1_0l), ggml_vdotq_s32(vdupq_n_s32(0), v0_0hf, v1_0h))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(vaddq_s32( ggml_vdotq_s32(vdupq_n_s32(0), v0_1lf, v1_1l), ggml_vdotq_s32(vdupq_n_s32(0), v0_1hf, v1_1h))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1); #elif defined __wasm_simd128__ v128_t sumv = wasm_f32x4_splat(0.0f); uint32_t qh_; uint64_t tmp[4]; // TODO: check if unrolling this is better for (; ib < nb; ++ib) { const block_q5_0 * restrict x0 = &x[ib]; const block_q8_0 * restrict y0 = &y[ib]; const v128_t m4b = wasm_i8x16_splat(0x0F); // extract the 5th bit memcpy(&qh_, x0->qh, sizeof(qh_)); tmp[0] = table_b2b_1[(qh_ >> 0) & 0xFF]; tmp[1] = table_b2b_1[(qh_ >> 8) & 0xFF]; tmp[2] = table_b2b_1[(qh_ >> 16) & 0xFF]; tmp[3] = table_b2b_1[(qh_ >> 24) ]; const v128_t qhl = wasm_v128_load(tmp + 0); const v128_t qhh = wasm_v128_load(tmp + 2); const v128_t v0 = wasm_v128_load(x0->qs); // 4-bit -> 8-bit const v128_t v0l = wasm_v128_and (v0, m4b); const v128_t v0h = wasm_u8x16_shr(v0, 4); // add high bit and sub 16 (equivalent to sub 0x10 when bit is zero) const v128_t v0lf = wasm_i8x16_sub(v0l, qhl); const v128_t v0hf = wasm_i8x16_sub(v0h, qhh); // load y const v128_t v1l = wasm_v128_load(y0->qs); const v128_t v1h = wasm_v128_load(y0->qs + 16); // int8x16 -> int16x8 const v128_t v0lfl = wasm_i16x8_extend_low_i8x16 (v0lf); const v128_t v0lfh = wasm_i16x8_extend_high_i8x16(v0lf); const v128_t v0hfl = wasm_i16x8_extend_low_i8x16 (v0hf); const v128_t v0hfh = wasm_i16x8_extend_high_i8x16(v0hf); const v128_t v1ll = wasm_i16x8_extend_low_i8x16 (v1l); const v128_t v1lh = wasm_i16x8_extend_high_i8x16(v1l); const v128_t v1hl = wasm_i16x8_extend_low_i8x16 (v1h); const v128_t v1hh = wasm_i16x8_extend_high_i8x16(v1h); // dot product sumv = wasm_f32x4_add(sumv, wasm_f32x4_mul(wasm_f32x4_convert_i32x4( wasm_i32x4_add( wasm_i32x4_add(wasm_i32x4_dot_i16x8(v0lfl, v1ll), wasm_i32x4_dot_i16x8(v0lfh, v1lh)), wasm_i32x4_add(wasm_i32x4_dot_i16x8(v0hfl, v1hl), wasm_i32x4_dot_i16x8(v0hfh, v1hh)))), wasm_f32x4_splat(GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d)))); } sumf = wasm_f32x4_extract_lane(sumv, 0) + wasm_f32x4_extract_lane(sumv, 1) + wasm_f32x4_extract_lane(sumv, 2) + wasm_f32x4_extract_lane(sumv, 3); #elif defined(__AVX2__) // Initialize accumulator with zeros __m256 acc = _mm256_setzero_ps(); // Main loop for (; ib < nb; ++ib) { /* Compute combined scale for the block */ const __m256 d = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)); __m256i qx = bytes_from_nibbles_32(x[ib].qs); __m256i bxhi = bytes_from_bits_32(x[ib].qh); bxhi = _mm256_andnot_si256(bxhi, _mm256_set1_epi8((char)0xF0)); qx = _mm256_or_si256(qx, bxhi); __m256i qy = _mm256_loadu_si256((const __m256i *)y[ib].qs); const __m256 q = mul_sum_i8_pairs_float(qx, qy); /* Multiply q with scale and accumulate */ acc = _mm256_fmadd_ps(d, q, acc); } sumf = hsum_float_8(acc); #elif defined(__AVX__) // Initialize accumulator with zeros __m256 acc = _mm256_setzero_ps(); __m128i mask = _mm_set1_epi8((char)0xF0); // Main loop for (; ib < nb; ++ib) { /* Compute combined scale for the block */ const __m256 d = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)); __m256i bx_0 = bytes_from_nibbles_32(x[ib].qs); const __m256i bxhi = bytes_from_bits_32(x[ib].qh); __m128i bxhil = _mm256_castsi256_si128(bxhi); __m128i bxhih = _mm256_extractf128_si256(bxhi, 1); bxhil = _mm_andnot_si128(bxhil, mask); bxhih = _mm_andnot_si128(bxhih, mask); __m128i bxl = _mm256_castsi256_si128(bx_0); __m128i bxh = _mm256_extractf128_si256(bx_0, 1); bxl = _mm_or_si128(bxl, bxhil); bxh = _mm_or_si128(bxh, bxhih); bx_0 = MM256_SET_M128I(bxh, bxl); const __m256i by_0 = _mm256_loadu_si256((const __m256i *)y[ib].qs); const __m256 q = mul_sum_i8_pairs_float(bx_0, by_0); /* Multiply q with scale and accumulate */ acc = _mm256_add_ps(_mm256_mul_ps(d, q), acc); } sumf = hsum_float_8(acc); #elif defined(__riscv_v_intrinsic) uint32_t qh; size_t vl = __riscv_vsetvl_e8m1(qk/2); // These temporary registers are for masking and shift operations vuint32m2_t vt_1 = __riscv_vid_v_u32m2(vl); vuint32m2_t vt_2 = __riscv_vsll_vv_u32m2(__riscv_vmv_v_x_u32m2(1, vl), vt_1, vl); vuint32m2_t vt_3 = __riscv_vsll_vx_u32m2(vt_2, 16, vl); vuint32m2_t vt_4 = __riscv_vadd_vx_u32m2(vt_1, 12, vl); for (; ib < nb; ++ib) { memcpy(&qh, x[ib].qh, sizeof(uint32_t)); // ((qh & (1u << (j + 0 ))) >> (j + 0 )) << 4; vuint32m2_t xha_0 = __riscv_vand_vx_u32m2(vt_2, qh, vl); vuint32m2_t xhr_0 = __riscv_vsrl_vv_u32m2(xha_0, vt_1, vl); vuint32m2_t xhl_0 = __riscv_vsll_vx_u32m2(xhr_0, 4, vl); // ((qh & (1u << (j + 16))) >> (j + 12)); vuint32m2_t xha_1 = __riscv_vand_vx_u32m2(vt_3, qh, vl); vuint32m2_t xhl_1 = __riscv_vsrl_vv_u32m2(xha_1, vt_4, vl); // narrowing vuint16m1_t xhc_0 = __riscv_vncvt_x_x_w_u16m1(xhl_0, vl); vuint8mf2_t xh_0 = __riscv_vncvt_x_x_w_u8mf2(xhc_0, vl); vuint16m1_t xhc_1 = __riscv_vncvt_x_x_w_u16m1(xhl_1, vl); vuint8mf2_t xh_1 = __riscv_vncvt_x_x_w_u8mf2(xhc_1, vl); // load vuint8mf2_t tx = __riscv_vle8_v_u8mf2(x[ib].qs, vl); vint8mf2_t y0 = __riscv_vle8_v_i8mf2(y[ib].qs, vl); vint8mf2_t y1 = __riscv_vle8_v_i8mf2(y[ib].qs+16, vl); vuint8mf2_t x_at = __riscv_vand_vx_u8mf2(tx, 0x0F, vl); vuint8mf2_t x_lt = __riscv_vsrl_vx_u8mf2(tx, 0x04, vl); vuint8mf2_t x_a = __riscv_vor_vv_u8mf2(x_at, xh_0, vl); vuint8mf2_t x_l = __riscv_vor_vv_u8mf2(x_lt, xh_1, vl); vint8mf2_t x_ai = __riscv_vreinterpret_v_u8mf2_i8mf2(x_a); vint8mf2_t x_li = __riscv_vreinterpret_v_u8mf2_i8mf2(x_l); vint8mf2_t v0 = __riscv_vsub_vx_i8mf2(x_ai, 16, vl); vint8mf2_t v1 = __riscv_vsub_vx_i8mf2(x_li, 16, vl); vint16m1_t vec_mul1 = __riscv_vwmul_vv_i16m1(v0, y0, vl); vint16m1_t vec_mul2 = __riscv_vwmul_vv_i16m1(v1, y1, vl); vint32m1_t vec_zero = __riscv_vmv_v_x_i32m1(0, vl); vint32m1_t vs1 = __riscv_vwredsum_vs_i16m1_i32m1(vec_mul1, vec_zero, vl); vint32m1_t vs2 = __riscv_vwredsum_vs_i16m1_i32m1(vec_mul2, vs1, vl); int sumi = __riscv_vmv_x_s_i32m1_i32(vs2); sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d)) * sumi; } #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0xF); const vector unsigned char v4 = vec_splats((unsigned char)4); vector float vsumf0 = vec_splats(0.0f); #pragma GCC unroll 4 for (; ib < nb; ++ib) { __builtin_prefetch(x[ib].qs, 0, 1); __builtin_prefetch(y[ib].qs, 0, 1); vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d)); vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d)); vector float vd = vec_mul(vxd, vyd); vector signed long long aux64x2_0 = {(uint64_t)(table_b2b_1[x[ib].qh[0]]), (uint64_t)(table_b2b_1[x[ib].qh[1]])}; vector signed long long aux64x2_1 = {(uint64_t)(table_b2b_1[x[ib].qh[2]]), (uint64_t)(table_b2b_1[x[ib].qh[3]])}; vector signed char qh0 = (vector signed char)aux64x2_0; vector signed char qh1 = (vector signed char)aux64x2_1; vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs); vector signed char q5x0 = vec_sub(vec_and (qxs, lowMask), qh0); vector signed char q5x1 = vec_sub(vec_sr(qxs, v4), qh1); vector signed char q8y0 = vec_xl( 0, y[ib].qs); vector signed char q8y1 = vec_xl( 16, y[ib].qs); vector signed short qv0 = vec_add(vec_mule(q5x0, q8y0), vec_mulo(q5x0, q8y0)); vector signed short qv1 = vec_add(vec_mule(q5x1, q8y1), vec_mulo(q5x1, q8y1)); qv0 = vec_add(qv0, qv1); vector signed int vsumi0 = vec_add(vec_unpackh(qv0), vec_unpackl(qv0)); vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); } vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); sumf = vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) // Initialize accumulator with zeros __m256 acc = (__m256)__lasx_xvldi(0); // Main loop for (; ib < nb; ++ib) { /* Compute combined scale for the block */ const __m256 d = __lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)); //FIXME __m256i qx = bytes_from_nibbles_32(x[ib].qs); __m256i bxhi = bytes_from_bits_32(x[ib].qh); bxhi = __lasx_xvandn_v(bxhi, __lasx_xvreplgr2vr_b((char)0xF0)); qx = __lasx_xvor_v(qx, bxhi); __m256i qy = __lasx_xvld((const __m256i *)y[ib].qs, 0); const __m256 q = mul_sum_i8_pairs_float(qx, qy); /* Multiply q with scale and accumulate */ acc = __lasx_xvfmadd_s(d, q, acc); } sumf = hsum_float_8(acc); #endif for (; ib < nb; ++ib) { uint32_t qh; memcpy(&qh, x[ib].qh, sizeof(qh)); int sumi0 = 0; int sumi1 = 0; for (int j = 0; j < qk/2; ++j) { const uint8_t xh_0 = ((qh & (1u << (j + 0 ))) >> (j + 0 )) << 4; const uint8_t xh_1 = ((qh & (1u << (j + 16))) >> (j + 12)); const int32_t x0 = (int8_t)(((x[ib].qs[j] & 0x0F) | xh_0) - 16); const int32_t x1 = (int8_t)(((x[ib].qs[j] >> 4) | xh_1) - 16); sumi0 += (x0 * y[ib].qs[j]); sumi1 += (x1 * y[ib].qs[j + qk/2]); } int sumi = sumi0 + sumi1; sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d)) * sumi; } *s = sumf; } void ggml_vec_dot_q5_1_q8_1(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { const int qk = QK8_1; const int nb = n / qk; int ib = 0; float sumf = 0; assert(n % qk == 0); assert(qk == QK5_1); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_q5_1 * restrict x = vx; const block_q8_1 * restrict y = vy; #if defined(__ARM_NEON) float32x4_t sumv0 = vdupq_n_f32(0.0f); float32x4_t sumv1 = vdupq_n_f32(0.0f); float summs0 = 0.0f; float summs1 = 0.0f; uint32_t qh0; uint32_t qh1; uint64_t tmp0[4]; uint64_t tmp1[4]; for (; ib + 1 < nb; ib += 2) { const block_q5_1 * restrict x0 = &x[ib]; const block_q5_1 * restrict x1 = &x[ib + 1]; const block_q8_1 * restrict y0 = &y[ib]; const block_q8_1 * restrict y1 = &y[ib + 1]; const uint8x16_t m4b = vdupq_n_u8(0x0F); summs0 += GGML_FP16_TO_FP32(x0->m) * GGML_FP16_TO_FP32(y0->s); summs1 += GGML_FP16_TO_FP32(x1->m) * GGML_FP16_TO_FP32(y1->s); // extract the 5th bit via lookup table ((b) << 4) memcpy(&qh0, x0->qh, sizeof(qh0)); memcpy(&qh1, x1->qh, sizeof(qh1)); tmp0[0] = table_b2b_0[(qh0 >> 0) & 0xFF]; tmp0[1] = table_b2b_0[(qh0 >> 8) & 0xFF]; tmp0[2] = table_b2b_0[(qh0 >> 16) & 0xFF]; tmp0[3] = table_b2b_0[(qh0 >> 24) ]; tmp1[0] = table_b2b_0[(qh1 >> 0) & 0xFF]; tmp1[1] = table_b2b_0[(qh1 >> 8) & 0xFF]; tmp1[2] = table_b2b_0[(qh1 >> 16) & 0xFF]; tmp1[3] = table_b2b_0[(qh1 >> 24) ]; const int8x16_t qhl0 = vld1q_s8((const int8_t *)(tmp0 + 0)); const int8x16_t qhh0 = vld1q_s8((const int8_t *)(tmp0 + 2)); const int8x16_t qhl1 = vld1q_s8((const int8_t *)(tmp1 + 0)); const int8x16_t qhh1 = vld1q_s8((const int8_t *)(tmp1 + 2)); const uint8x16_t v0_0 = vld1q_u8(x0->qs); const uint8x16_t v0_1 = vld1q_u8(x1->qs); // 4-bit -> 8-bit const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8 (v0_0, m4b)); const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4)); const int8x16_t v0_1l = vreinterpretq_s8_u8(vandq_u8 (v0_1, m4b)); const int8x16_t v0_1h = vreinterpretq_s8_u8(vshrq_n_u8(v0_1, 4)); // add high bit const int8x16_t v0_0lf = vorrq_s8(v0_0l, qhl0); const int8x16_t v0_0hf = vorrq_s8(v0_0h, qhh0); const int8x16_t v0_1lf = vorrq_s8(v0_1l, qhl1); const int8x16_t v0_1hf = vorrq_s8(v0_1h, qhh1); // load y const int8x16_t v1_0l = vld1q_s8(y0->qs); const int8x16_t v1_0h = vld1q_s8(y0->qs + 16); const int8x16_t v1_1l = vld1q_s8(y1->qs); const int8x16_t v1_1h = vld1q_s8(y1->qs + 16); sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(vaddq_s32( ggml_vdotq_s32(vdupq_n_s32(0), v0_0lf, v1_0l), ggml_vdotq_s32(vdupq_n_s32(0), v0_0hf, v1_0h))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(vaddq_s32( ggml_vdotq_s32(vdupq_n_s32(0), v0_1lf, v1_1l), ggml_vdotq_s32(vdupq_n_s32(0), v0_1hf, v1_1h))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1) + summs0 + summs1; #elif defined __wasm_simd128__ v128_t sumv = wasm_f32x4_splat(0.0f); float summs = 0.0f; uint32_t qh_; uint64_t tmp[4]; // TODO: check if unrolling this is better for (; ib < nb; ++ib) { const block_q5_1 * restrict x0 = &x[ib]; const block_q8_1 * restrict y0 = &y[ib]; summs += GGML_FP16_TO_FP32(x0->m) * GGML_FP16_TO_FP32(y0->s); const v128_t m4b = wasm_i8x16_splat(0x0F); // extract the 5th bit memcpy(&qh_, x0->qh, sizeof(qh_)); tmp[0] = table_b2b_0[(qh_ >> 0) & 0xFF]; tmp[1] = table_b2b_0[(qh_ >> 8) & 0xFF]; tmp[2] = table_b2b_0[(qh_ >> 16) & 0xFF]; tmp[3] = table_b2b_0[(qh_ >> 24) ]; const v128_t qhl = wasm_v128_load(tmp + 0); const v128_t qhh = wasm_v128_load(tmp + 2); const v128_t v0 = wasm_v128_load(x0->qs); // 4-bit -> 8-bit const v128_t v0l = wasm_v128_and (v0, m4b); const v128_t v0h = wasm_u8x16_shr(v0, 4); // add high bit const v128_t v0lf = wasm_v128_or(v0l, qhl); const v128_t v0hf = wasm_v128_or(v0h, qhh); // load y const v128_t v1l = wasm_v128_load(y0->qs); const v128_t v1h = wasm_v128_load(y0->qs + 16); // int8x16 -> int16x8 const v128_t v0lfl = wasm_i16x8_extend_low_i8x16 (v0lf); const v128_t v0lfh = wasm_i16x8_extend_high_i8x16(v0lf); const v128_t v0hfl = wasm_i16x8_extend_low_i8x16 (v0hf); const v128_t v0hfh = wasm_i16x8_extend_high_i8x16(v0hf); const v128_t v1ll = wasm_i16x8_extend_low_i8x16 (v1l); const v128_t v1lh = wasm_i16x8_extend_high_i8x16(v1l); const v128_t v1hl = wasm_i16x8_extend_low_i8x16 (v1h); const v128_t v1hh = wasm_i16x8_extend_high_i8x16(v1h); // dot product sumv = wasm_f32x4_add(sumv, wasm_f32x4_mul(wasm_f32x4_convert_i32x4(wasm_i32x4_add( wasm_i32x4_add(wasm_i32x4_dot_i16x8(v0lfl, v1ll), wasm_i32x4_dot_i16x8(v0lfh, v1lh)), wasm_i32x4_add(wasm_i32x4_dot_i16x8(v0hfl, v1hl), wasm_i32x4_dot_i16x8(v0hfh, v1hh)))), wasm_f32x4_splat(GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d)))); } sumf = wasm_f32x4_extract_lane(sumv, 0) + wasm_f32x4_extract_lane(sumv, 1) + wasm_f32x4_extract_lane(sumv, 2) + wasm_f32x4_extract_lane(sumv, 3) + summs; #elif defined(__AVX2__) // Initialize accumulator with zeros __m256 acc = _mm256_setzero_ps(); float summs = 0.0f; // Main loop for (; ib < nb; ++ib) { const __m256 dx = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d)); summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s); __m256i qx = bytes_from_nibbles_32(x[ib].qs); __m256i bxhi = bytes_from_bits_32(x[ib].qh); bxhi = _mm256_and_si256(bxhi, _mm256_set1_epi8(0x10)); qx = _mm256_or_si256(qx, bxhi); const __m256 dy = _mm256_set1_ps(GGML_FP16_TO_FP32(y[ib].d)); const __m256i qy = _mm256_loadu_si256((const __m256i *)y[ib].qs); const __m256 q = mul_sum_us8_pairs_float(qx, qy); acc = _mm256_fmadd_ps(q, _mm256_mul_ps(dx, dy), acc); } sumf = hsum_float_8(acc) + summs; #elif defined(__AVX__) // Initialize accumulator with zeros __m256 acc = _mm256_setzero_ps(); __m128i mask = _mm_set1_epi8(0x10); float summs = 0.0f; // Main loop for (; ib < nb; ++ib) { const __m256 dx = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d)); summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s); __m256i bx_0 = bytes_from_nibbles_32(x[ib].qs); const __m256i bxhi = bytes_from_bits_32(x[ib].qh); __m128i bxhil = _mm256_castsi256_si128(bxhi); __m128i bxhih = _mm256_extractf128_si256(bxhi, 1); bxhil = _mm_and_si128(bxhil, mask); bxhih = _mm_and_si128(bxhih, mask); __m128i bxl = _mm256_castsi256_si128(bx_0); __m128i bxh = _mm256_extractf128_si256(bx_0, 1); bxl = _mm_or_si128(bxl, bxhil); bxh = _mm_or_si128(bxh, bxhih); bx_0 = MM256_SET_M128I(bxh, bxl); const __m256 dy = _mm256_set1_ps(GGML_FP16_TO_FP32(y[ib].d)); const __m256i by_0 = _mm256_loadu_si256((const __m256i *)y[ib].qs); const __m256 q = mul_sum_us8_pairs_float(bx_0, by_0); acc = _mm256_add_ps(_mm256_mul_ps(q, _mm256_mul_ps(dx, dy)), acc); } sumf = hsum_float_8(acc) + summs; #elif defined(__riscv_v_intrinsic) uint32_t qh; size_t vl = __riscv_vsetvl_e8m1(qk/2); // temporary registers for shift operations vuint32m2_t vt_1 = __riscv_vid_v_u32m2(vl); vuint32m2_t vt_2 = __riscv_vadd_vx_u32m2(vt_1, 12, vl); for (; ib < nb; ++ib) { memcpy(&qh, x[ib].qh, sizeof(uint32_t)); // load qh vuint32m2_t vqh = __riscv_vmv_v_x_u32m2(qh, vl); // ((qh >> (j + 0)) << 4) & 0x10; vuint32m2_t xhr_0 = __riscv_vsrl_vv_u32m2(vqh, vt_1, vl); vuint32m2_t xhl_0 = __riscv_vsll_vx_u32m2(xhr_0, 4, vl); vuint32m2_t xha_0 = __riscv_vand_vx_u32m2(xhl_0, 0x10, vl); // ((qh >> (j + 12)) ) & 0x10; vuint32m2_t xhr_1 = __riscv_vsrl_vv_u32m2(vqh, vt_2, vl); vuint32m2_t xha_1 = __riscv_vand_vx_u32m2(xhr_1, 0x10, vl); // narrowing vuint16m1_t xhc_0 = __riscv_vncvt_x_x_w_u16m1(xha_0, vl); vuint8mf2_t xh_0 = __riscv_vncvt_x_x_w_u8mf2(xhc_0, vl); vuint16m1_t xhc_1 = __riscv_vncvt_x_x_w_u16m1(xha_1, vl); vuint8mf2_t xh_1 = __riscv_vncvt_x_x_w_u8mf2(xhc_1, vl); // load vuint8mf2_t tx = __riscv_vle8_v_u8mf2(x[ib].qs, vl); vint8mf2_t y0 = __riscv_vle8_v_i8mf2(y[ib].qs, vl); vint8mf2_t y1 = __riscv_vle8_v_i8mf2(y[ib].qs+16, vl); vuint8mf2_t x_at = __riscv_vand_vx_u8mf2(tx, 0x0F, vl); vuint8mf2_t x_lt = __riscv_vsrl_vx_u8mf2(tx, 0x04, vl); vuint8mf2_t x_a = __riscv_vor_vv_u8mf2(x_at, xh_0, vl); vuint8mf2_t x_l = __riscv_vor_vv_u8mf2(x_lt, xh_1, vl); vint8mf2_t v0 = __riscv_vreinterpret_v_u8mf2_i8mf2(x_a); vint8mf2_t v1 = __riscv_vreinterpret_v_u8mf2_i8mf2(x_l); vint16m1_t vec_mul1 = __riscv_vwmul_vv_i16m1(v0, y0, vl); vint16m1_t vec_mul2 = __riscv_vwmul_vv_i16m1(v1, y1, vl); vint32m1_t vec_zero = __riscv_vmv_v_x_i32m1(0, vl); vint32m1_t vs1 = __riscv_vwredsum_vs_i16m1_i32m1(vec_mul1, vec_zero, vl); vint32m1_t vs2 = __riscv_vwredsum_vs_i16m1_i32m1(vec_mul2, vs1, vl); int sumi = __riscv_vmv_x_s_i32m1_i32(vs2); sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d))*sumi + GGML_FP16_TO_FP32(x[ib].m)*GGML_FP16_TO_FP32(y[ib].s); } #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0xF); const vector signed int v0 = vec_splats((int32_t)0); const vector unsigned char v4 = vec_splats((unsigned char)0x4); vector float vsumf0 = vec_splats(0.0f); #pragma GCC unroll 4 for (; ib < nb; ++ib) { __builtin_prefetch(x[ib].qs, 0, 1); __builtin_prefetch(y[ib].qs, 0, 1); vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d)); vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d)); vector float vd = vec_mul(vxd, vyd); vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[ib].m)); vector float vys = {GGML_FP16_TO_FP32(y[ib].s), 0.f, 0.f, 0.f}; vsumf0 = vec_madd(vxmin, vys, vsumf0); vector unsigned long long aux64x2_0 = {(uint64_t)(table_b2b_0[x[ib].qh[0]]), (uint64_t)(table_b2b_0[x[ib].qh[1]])}; vector unsigned long long aux64x2_1 = {(uint64_t)(table_b2b_0[x[ib].qh[2]]), (uint64_t)(table_b2b_0[x[ib].qh[3]])}; vector signed char qh0 = (vector signed char)aux64x2_0; vector signed char qh1 = (vector signed char)aux64x2_1; vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs); vector unsigned char q5x0 = (vector unsigned char)vec_or(vec_and(qxs, lowMask), qh0); vector unsigned char q5x1 = (vector unsigned char)vec_or(vec_sr(qxs, v4), qh1); vector signed char q8y0 = vec_xl( 0, y[ib].qs); vector signed char q8y1 = vec_xl( 16, y[ib].qs); vector signed int vsumi0 = v0; vsumi0 = vec_msum(q8y0, q5x0, vsumi0); vsumi0 = vec_msum(q8y1, q5x1, vsumi0); vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); } vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); sumf = vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) // Initialize accumulator with zeros __m256 acc = (__m256)__lasx_xvldi(0); float summs = 0.0f; // Main loop for (; ib < nb; ++ib) { const __m256 dx = __lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(x[ib].d)); summs += GGML_FP16_TO_FP32(x[ib].m) * GGML_FP16_TO_FP32(y[ib].s); __m256i qx = bytes_from_nibbles_32(x[ib].qs); __m256i bxhi = bytes_from_bits_32(x[ib].qh); bxhi = __lasx_xvand_v(bxhi, __lasx_xvreplgr2vr_b(0x10)); qx = __lasx_xvor_v(qx, bxhi); const __m256 dy = __lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(y[ib].d)); const __m256i qy = __lasx_xvld((const __m256i *)y[ib].qs, 0); const __m256 q = mul_sum_us8_pairs_float(qx, qy); acc = __lasx_xvfmadd_s(q, __lasx_xvfmul_s(dx, dy), acc); } sumf = hsum_float_8(acc) + summs; #endif for (; ib < nb; ++ib) { uint32_t qh; memcpy(&qh, x[ib].qh, sizeof(qh)); int sumi0 = 0; int sumi1 = 0; for (int j = 0; j < qk/2; ++j) { const uint8_t xh_0 = ((qh >> (j + 0)) << 4) & 0x10; const uint8_t xh_1 = ((qh >> (j + 12)) ) & 0x10; const int32_t x0 = (x[ib].qs[j] & 0xF) | xh_0; const int32_t x1 = (x[ib].qs[j] >> 4) | xh_1; sumi0 += (x0 * y[ib].qs[j]); sumi1 += (x1 * y[ib].qs[j + qk/2]); } int sumi = sumi0 + sumi1; sumf += (GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d))*sumi + GGML_FP16_TO_FP32(x[ib].m)*GGML_FP16_TO_FP32(y[ib].s); } *s = sumf; } void ggml_vec_dot_q8_0_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { const int qk = QK8_0; const int nb = n / qk; assert(n % qk == 0); #if defined(__ARM_FEATURE_MATMUL_INT8) assert((nrc == 2) || (nrc == 1)); #else assert(nrc == 1); #endif UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_q8_0 * restrict x = vx; const block_q8_0 * restrict y = vy; #if defined(__ARM_FEATURE_MATMUL_INT8) if (nrc == 2) { const block_q8_0 * restrict vx0 = vx; const block_q8_0 * restrict vx1 = (const block_q8_0 *) ((const uint8_t*)vx + bx); const block_q8_0 * restrict vy0 = vy; const block_q8_0 * restrict vy1 = (const block_q8_0 *) ((const uint8_t*)vy + by); float32x4_t sumv0 = vdupq_n_f32(0.0f); for (int i = 0; i < nb; i++) { const block_q8_0 * restrict b_x0 = &vx0[i]; const block_q8_0 * restrict b_y0 = &vy0[i]; const block_q8_0 * restrict b_x1 = &vx1[i]; const block_q8_0 * restrict b_y1 = &vy1[i]; const int8x16_t x0_l = vld1q_s8(b_x0->qs); const int8x16_t x0_h = vld1q_s8(b_x0->qs + 16); const int8x16_t x1_l = vld1q_s8(b_x1->qs); const int8x16_t x1_h = vld1q_s8(b_x1->qs + 16); // load y const int8x16_t y0_l = vld1q_s8(b_y0->qs); const int8x16_t y0_h = vld1q_s8(b_y0->qs + 16); const int8x16_t y1_l = vld1q_s8(b_y1->qs); const int8x16_t y1_h = vld1q_s8(b_y1->qs + 16); float32_t _scale[4] = { GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y0->d), GGML_FP16_TO_FP32(b_x0->d)*GGML_FP16_TO_FP32(b_y1->d), GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y0->d), GGML_FP16_TO_FP32(b_x1->d)*GGML_FP16_TO_FP32(b_y1->d) }; float32x4_t scale = vld1q_f32(_scale); int8x16_t l0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l))); int8x16_t l1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_l), vreinterpretq_s64_s8(x1_l))); int8x16_t l2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h))); int8x16_t l3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(x0_h), vreinterpretq_s64_s8(x1_h))); int8x16_t r0 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l))); int8x16_t r1 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_l), vreinterpretq_s64_s8(y1_l))); int8x16_t r2 = vreinterpretq_s8_s64(vzip1q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h))); int8x16_t r3 = vreinterpretq_s8_s64(vzip2q_s64(vreinterpretq_s64_s8(y0_h), vreinterpretq_s64_s8(y1_h))); sumv0 = vmlaq_f32(sumv0,(vcvtq_f32_s32(vmmlaq_s32((vmmlaq_s32((vmmlaq_s32((vmmlaq_s32(vdupq_n_s32(0), l0, r0)), l1, r1)), l2, r2)), l3, r3))), scale); } float32x4_t sumv1 = vextq_f32 (sumv0, sumv0, 2); float32x4_t sumv2 = vzip1q_f32(sumv0, sumv1); vst1_f32(s, vget_low_f32 (sumv2)); vst1_f32(s + bs, vget_high_f32(sumv2)); return; } #endif int ib = 0; float sumf = 0; #if defined(__ARM_FEATURE_SVE) svfloat32_t sumv0 = svdup_n_f32(0.0f); svfloat32_t sumv1 = svdup_n_f32(0.0f); const int vector_length = ggml_cpu_get_sve_cnt()*8; //VLA Implemenation for SVE switch (vector_length) { case 128: { // predicate for activating lanes for 16 Int8 elements const svbool_t ph16 = svptrue_pat_b8 (SV_VL16); const svbool_t pl16 = svptrue_pat_b32(SV_VL4); for (; ib + 1 < nb; ib += 2) { const block_q8_0 * restrict x0 = &x[ib + 0]; const block_q8_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib + 0]; const block_q8_0 * restrict y1 = &y[ib + 1]; // load x const svint8_t qx0_0 = svld1_s8(ph16, x0->qs); const svint8_t qx0_1 = svld1_s8(ph16, x0->qs+16); const svint8_t qx1_0 = svld1_s8(ph16, x1->qs); const svint8_t qx1_1 = svld1_s8(ph16, x1->qs+16); // load y const svint8_t qy0_0 = svld1_s8(ph16, y0->qs); const svint8_t qy0_1 = svld1_s8(ph16, y0->qs+16); const svint8_t qy1_0 = svld1_s8(ph16, y1->qs); const svint8_t qy1_1 = svld1_s8(ph16, y1->qs+16); sumv0 = svmla_n_f32_x(pl16, sumv0, svcvt_f32_s32_x(pl16, svadd_x(pl16, svdot_s32(svdup_n_s32(0), qx0_0, qy0_0), svdot_s32(svdup_n_s32(0), qx0_1, qy0_1))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = svmla_n_f32_x(pl16, sumv1, svcvt_f32_s32_x(pl16, svadd_x(pl16, svdot_s32(svdup_n_s32(0), qx1_0, qy1_0), svdot_s32(svdup_n_s32(0), qx1_1, qy1_1))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = svaddv_f32(pl16, svadd_f32_x(pl16, sumv0, sumv1)); } break; case 256: { //printf("sve256"); for (; ib + 1 < nb; ib += 2) { const block_q8_0 * restrict x0 = &x[ib + 0]; const block_q8_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib + 0]; const block_q8_0 * restrict y1 = &y[ib + 1]; // load x const svint8_t qx0 = svld1_s8(svptrue_b8(), x0->qs); const svint8_t qx1 = svld1_s8(svptrue_b8(), x1->qs); // load y const svint8_t qy0 = svld1_s8(svptrue_b8(), y0->qs); const svint8_t qy1 = svld1_s8(svptrue_b8(), y1->qs); sumv0 = svmla_n_f32_x(svptrue_b32(), sumv0, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx0, qy0)), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = svmla_n_f32_x(svptrue_b32(), sumv1, svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx1, qy1)), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = svaddv_f32(svptrue_b32(), svadd_f32_x(svptrue_b32(), sumv0, sumv1)); } break; case 512: { // predicate for activating high 256 bit const svbool_t ph32 = svptrue_pat_b8(SV_VL32); // predicate for activating low 256 bit const svbool_t pl32 = svnot_b_z(svptrue_b8(), ph32); // predicate for activating high lanes for 8 float32 elements const svbool_t ph8 = svptrue_pat_b32(SV_VL8); // predicate for activating low lanes for 8 float32 elements const svbool_t pl8 = svnot_b_z(svptrue_b32(), ph8); svfloat32_t sumv00 = svdup_n_f32(0.0f); for (; ib + 1 < nb; ib += 2) { const block_q8_0 * restrict x0 = &x[ib + 0]; const block_q8_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib + 0]; const block_q8_0 * restrict y1 = &y[ib + 1]; //load 32 int8_t in first half of vector and put another 32 int8_t in second vector lower bits // and add them to make one 64 element vector // load x const svint8_t qx_32 = svld1_s8(ph32, x0->qs); svint8_t qx_64 = svld1_s8(pl32, x0->qs + 2); qx_64 = svadd_s8_x(svptrue_b8(), qx_32, qx_64); // load y const svint8_t qy_32 = svld1_s8(ph32, y0->qs); svint8_t qy_64 = svld1_s8(pl32, y0->qs + 2); qy_64 = svadd_s8_x(svptrue_b8(), qy_32, qy_64); // scale creation const float32_t deq1 = GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d); const float32_t deq2 = GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d); // duplicate deq1 in first half of vector and deq2 in second half of vector const svfloat32_t temp = svdup_f32_m(svdup_f32_z(ph8, deq1), pl8, deq2); const svfloat32_t sumvt = svcvt_f32_s32_x(svptrue_b32(), svdot_s32(svdup_n_s32(0), qx_64, qy_64)); sumv00 = svmla_f32_m(svptrue_b32(), sumv00, sumvt, temp); } sumf = svaddv_f32(svptrue_b32(), sumv00); break; } default: assert(false && "Unsupported vector length"); break; } #elif defined(__ARM_NEON) float32x4_t sumv0 = vdupq_n_f32(0.0f); float32x4_t sumv1 = vdupq_n_f32(0.0f); for (; ib + 1 < nb; ib += 2) { const block_q8_0 * restrict x0 = &x[ib + 0]; const block_q8_0 * restrict x1 = &x[ib + 1]; const block_q8_0 * restrict y0 = &y[ib + 0]; const block_q8_0 * restrict y1 = &y[ib + 1]; const int8x16_t x0_0 = vld1q_s8(x0->qs); const int8x16_t x0_1 = vld1q_s8(x0->qs + 16); const int8x16_t x1_0 = vld1q_s8(x1->qs); const int8x16_t x1_1 = vld1q_s8(x1->qs + 16); // load y const int8x16_t y0_0 = vld1q_s8(y0->qs); const int8x16_t y0_1 = vld1q_s8(y0->qs + 16); const int8x16_t y1_0 = vld1q_s8(y1->qs); const int8x16_t y1_1 = vld1q_s8(y1->qs + 16); sumv0 = vmlaq_n_f32(sumv0, vcvtq_f32_s32(vaddq_s32( ggml_vdotq_s32(vdupq_n_s32(0), x0_0, y0_0), ggml_vdotq_s32(vdupq_n_s32(0), x0_1, y0_1))), GGML_FP16_TO_FP32(x0->d)*GGML_FP16_TO_FP32(y0->d)); sumv1 = vmlaq_n_f32(sumv1, vcvtq_f32_s32(vaddq_s32( ggml_vdotq_s32(vdupq_n_s32(0), x1_0, y1_0), ggml_vdotq_s32(vdupq_n_s32(0), x1_1, y1_1))), GGML_FP16_TO_FP32(x1->d)*GGML_FP16_TO_FP32(y1->d)); } sumf = vaddvq_f32(sumv0) + vaddvq_f32(sumv1); #elif defined __wasm_simd128__ v128_t sumv = wasm_f32x4_splat(0.0f); for (; ib < nb; ++ib) { const block_q8_0 * restrict x0 = &x[ib]; const block_q8_0 * restrict y0 = &y[ib]; const v128_t x0_0 = wasm_v128_load(x0->qs); const v128_t x0_1 = wasm_v128_load(x0->qs + 16); const v128_t y0_0 = wasm_v128_load(y0->qs); const v128_t y0_1 = wasm_v128_load(y0->qs + 16); // Extend 8-bit to 16-bit const v128_t x0_0l = wasm_i16x8_extend_low_i8x16(x0_0); const v128_t x0_0h = wasm_i16x8_extend_high_i8x16(x0_0); const v128_t x0_1l = wasm_i16x8_extend_low_i8x16(x0_1); const v128_t x0_1h = wasm_i16x8_extend_high_i8x16(x0_1); const v128_t y0_0l = wasm_i16x8_extend_low_i8x16(y0_0); const v128_t y0_0h = wasm_i16x8_extend_high_i8x16(y0_0); const v128_t y0_1l = wasm_i16x8_extend_low_i8x16(y0_1); const v128_t y0_1h = wasm_i16x8_extend_high_i8x16(y0_1); // Compute dot products const v128_t dx0_0 = wasm_i32x4_dot_i16x8(x0_0l, y0_0l); const v128_t dx0_1 = wasm_i32x4_dot_i16x8(x0_0h, y0_0h); const v128_t dx1_0 = wasm_i32x4_dot_i16x8(x0_1l, y0_1l); const v128_t dx1_1 = wasm_i32x4_dot_i16x8(x0_1h, y0_1h); // Sum all dot products const v128_t sum_dots = wasm_i32x4_add(wasm_i32x4_add(dx0_0, dx0_1), wasm_i32x4_add(dx1_0, dx1_1)); // Convert to float and accumulate const float scale = GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d); sumv = wasm_f32x4_add(sumv, wasm_f32x4_mul(wasm_f32x4_convert_i32x4(sum_dots), wasm_f32x4_splat(scale))); } sumf = wasm_f32x4_extract_lane(sumv, 0) + wasm_f32x4_extract_lane(sumv, 1) + wasm_f32x4_extract_lane(sumv, 2) + wasm_f32x4_extract_lane(sumv, 3); #elif defined(__AVX2__) // Initialize accumulator with zeros __m256 acc = _mm256_setzero_ps(); // Main loop for (; ib < nb; ++ib) { // Compute combined scale for the block const __m256 d = _mm256_set1_ps(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)); __m256i qx = _mm256_loadu_si256((const __m256i *)x[ib].qs); __m256i qy = _mm256_loadu_si256((const __m256i *)y[ib].qs); const __m256 q = mul_sum_i8_pairs_float(qx, qy); // Multiply q with scale and accumulate acc = _mm256_fmadd_ps( d, q, acc ); } sumf = hsum_float_8(acc); #elif defined(__AVX__) __m256 accum = _mm256_setzero_ps(); for (; ib + 1 < nb; ib += 2) { const __m128i qx_1_0 = _mm_loadu_si128((const __m128i *)x[ib].qs); const __m128i qx_1_1 = _mm_loadu_si128((const __m128i *)x[ib].qs + 1); const __m128i qx_2_0 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs); const __m128i qx_2_1 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs + 1); const __m128i qy_1_0 = _mm_loadu_si128((const __m128i *)y[ib].qs); const __m128i qy_1_1 = _mm_loadu_si128((const __m128i *)y[ib].qs + 1); const __m128i qy_2_0 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs); const __m128i qy_2_1 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs + 1); const __m256 p = mul_sum_i8_quad_float(qx_1_0, qx_1_1, qx_2_0, qx_2_1, qy_1_0, qy_1_1, qy_2_0, qy_2_1); const __m256 deltas = quad_fp16_delta_float(x[ib].d, y[ib].d, x[ib + 1].d, y[ib + 1].d); accum = _mm256_add_ps(_mm256_mul_ps(deltas, p), accum); } sumf = hsum_float_8(accum); #elif defined(__riscv_v_intrinsic) size_t vl = __riscv_vsetvl_e8m1(qk); for (; ib < nb; ++ib) { // load elements vint8m1_t bx_0 = __riscv_vle8_v_i8m1(x[ib].qs, vl); vint8m1_t by_0 = __riscv_vle8_v_i8m1(y[ib].qs, vl); vint16m2_t vw_mul = __riscv_vwmul_vv_i16m2(bx_0, by_0, vl); vint32m1_t v_zero = __riscv_vmv_v_x_i32m1(0, vl); vint32m1_t v_sum = __riscv_vwredsum_vs_i16m2_i32m1(vw_mul, v_zero, vl); int sumi = __riscv_vmv_x_s_i32m1_i32(v_sum); sumf += sumi*(GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d)); } #elif defined(__POWER9_VECTOR__) const vector signed int v0 = vec_splats((int32_t)0); vector float vsumf0 = vec_splats(0.0f); #pragma GCC unroll 8 for (; ib < nb; ++ib) { __builtin_prefetch(x[ib].qs, 0, 1); __builtin_prefetch(y[ib].qs, 0, 1); vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d)); vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d)); vector float vd = vec_mul(vxd, vyd); vector signed char q8x0 = vec_xl( 0, x[ib].qs); vector signed char q8x1 = vec_xl(16, x[ib].qs); vector signed char q8y0 = vec_xl( 0, y[ib].qs); vector signed char q8y1 = vec_xl(16, y[ib].qs); vector signed short qv0 = vec_mule(q8x0, q8y0); vector signed short qv1 = vec_mulo(q8x0, q8y0); vector signed short qv2 = vec_mule(q8x1, q8y1); vector signed short qv3 = vec_mulo(q8x1, q8y1); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vsumi0 = vec_sum4s(qv0, vsumi0); vsumi1 = vec_sum4s(qv1, vsumi1); vsumi0 = vec_sum4s(qv2, vsumi0); vsumi1 = vec_sum4s(qv3, vsumi1); vsumi0 = vec_add(vsumi0, vsumi1); vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); } vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); sumf = vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) // Initialize accumulator with zeros __m256 acc = (__m256)__lasx_xvldi(0); // Main loop for (; ib < nb; ++ib) { // Compute combined scale for the block const __m256 d = __lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)); __m256i qx = __lasx_xvld((const __m256i *)x[ib].qs, 0); __m256i qy = __lasx_xvld((const __m256i *)y[ib].qs, 0); const __m256 q = mul_sum_i8_pairs_float(qx, qy); // Multiply q with scale and accumulate acc = __lasx_xvfmadd_s( d, q, acc ); } sumf = hsum_float_8(acc); #elif defined(__VXE__) || defined(__VXE2__) __vector float acc = vec_splats(0.0f); #pragma GCC unroll 8 for (; ib < nb; ++ib) { __builtin_prefetch(x[ib].qs, 0, 1); __builtin_prefetch(y[ib].qs, 0, 1); const int8x16_t v_xl = vec_xl(0 , x[ib].qs); const int8x16_t v_xh = vec_xl(QK8_0/2, x[ib].qs); const int8x16_t v_yl = vec_xl(0 , y[ib].qs); const int8x16_t v_yh = vec_xl(QK8_0/2, y[ib].qs); const int32x4_t v_xy_ = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_xl, v_yl), v_xh, v_yh); const float32x4_t v_xy = vec_float(v_xy_); const float32x4_t v_d = vec_splats(GGML_FP16_TO_FP32(x[ib].d) * GGML_FP16_TO_FP32(y[ib].d)); acc = vec_madd(v_xy, v_d, acc); } sumf = acc[0] + acc[1] + acc[2] + acc[3]; #endif for (; ib < nb; ++ib) { int sumi = 0; for (int j = 0; j < qk; j++) { sumi += x[ib].qs[j]*y[ib].qs[j]; } sumf += sumi*(GGML_FP16_TO_FP32(x[ib].d)*GGML_FP16_TO_FP32(y[ib].d)); } *s = sumf; } void ggml_vec_dot_tq1_0_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_tq1_0 * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined(__ARM_NEON) float sumf = 0.0f; uint8_t k_shift[16] = {1, 1, 1, 1, 3, 3, 3, 3, 9, 9, 9, 9, 27, 27, 27, 27}; const uint8x16_t shift = vld1q_u8(k_shift); for (int i = 0; i < nb; ++i) { #if defined(__ARM_FEATURE_DOTPROD) int32x4_t sumi0 = vdupq_n_s32(0); int32x4_t sumi1 = vdupq_n_s32(0); #else int16x8_t sumi0 = vdupq_n_s16(0); int16x8_t sumi1 = vdupq_n_s16(0); #endif // first 32 bytes of 5 elements { uint8x16_t qx0 = vld1q_u8(x[i].qs + 0); uint8x16_t qx1 = vld1q_u8(x[i].qs + 16); uint8x16_t qx2 = vmulq_u8(qx0, vdupq_n_u8(3)); uint8x16_t qx3 = vmulq_u8(qx1, vdupq_n_u8(3)); uint8x16_t qx4 = vmulq_u8(qx0, vdupq_n_u8(9)); uint8x16_t qx5 = vmulq_u8(qx1, vdupq_n_u8(9)); uint8x16_t qx6 = vmulq_u8(qx0, vdupq_n_u8(27)); uint8x16_t qx7 = vmulq_u8(qx1, vdupq_n_u8(27)); uint8x16_t qx8 = vmulq_u8(qx0, vdupq_n_u8(81)); uint8x16_t qx9 = vmulq_u8(qx1, vdupq_n_u8(81)); // multiply by 3 and keep the 2 bits above 8 bits int8x16_t sqx0 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx0, vshrq_n_u8(qx0, 1)), 6)); int8x16_t sqx1 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx1, vshrq_n_u8(qx1, 1)), 6)); int8x16_t sqx2 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx2, vshrq_n_u8(qx2, 1)), 6)); int8x16_t sqx3 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx3, vshrq_n_u8(qx3, 1)), 6)); int8x16_t sqx4 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx4, vshrq_n_u8(qx4, 1)), 6)); int8x16_t sqx5 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx5, vshrq_n_u8(qx5, 1)), 6)); int8x16_t sqx6 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx6, vshrq_n_u8(qx6, 1)), 6)); int8x16_t sqx7 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx7, vshrq_n_u8(qx7, 1)), 6)); int8x16_t sqx8 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx8, vshrq_n_u8(qx8, 1)), 6)); int8x16_t sqx9 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx9, vshrq_n_u8(qx9, 1)), 6)); const int8x16_t qy0 = vld1q_s8(y[i].qs + 0); const int8x16_t qy1 = vld1q_s8(y[i].qs + 16); const int8x16_t qy2 = vld1q_s8(y[i].qs + 32); const int8x16_t qy3 = vld1q_s8(y[i].qs + 48); const int8x16_t qy4 = vld1q_s8(y[i].qs + 64); const int8x16_t qy5 = vld1q_s8(y[i].qs + 80); const int8x16_t qy6 = vld1q_s8(y[i].qs + 96); const int8x16_t qy7 = vld1q_s8(y[i].qs + 112); const int8x16_t qy8 = vld1q_s8(y[i].qs + 128); const int8x16_t qy9 = vld1q_s8(y[i].qs + 144); #if defined(__ARM_FEATURE_DOTPROD) sumi0 = vdotq_s32(sumi0, sqx0, qy0); sumi1 = vdotq_s32(sumi1, sqx1, qy1); sumi0 = vdotq_s32(sumi0, sqx2, qy2); sumi1 = vdotq_s32(sumi1, sqx3, qy3); sumi0 = vdotq_s32(sumi0, sqx4, qy4); sumi1 = vdotq_s32(sumi1, sqx5, qy5); sumi0 = vdotq_s32(sumi0, sqx6, qy6); sumi1 = vdotq_s32(sumi1, sqx7, qy7); sumi0 = vdotq_s32(sumi0, sqx8, qy8); sumi1 = vdotq_s32(sumi1, sqx9, qy9); #else sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx0), vget_low_s8(qy0)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx0), vget_high_s8(qy0)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx1), vget_low_s8(qy1)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx1), vget_high_s8(qy1)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx2), vget_low_s8(qy2)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx2), vget_high_s8(qy2)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx3), vget_low_s8(qy3)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx3), vget_high_s8(qy3)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx4), vget_low_s8(qy4)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx4), vget_high_s8(qy4)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx5), vget_low_s8(qy5)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx5), vget_high_s8(qy5)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx6), vget_low_s8(qy6)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx6), vget_high_s8(qy6)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx7), vget_low_s8(qy7)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx7), vget_high_s8(qy7)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx8), vget_low_s8(qy8)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx8), vget_high_s8(qy8)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx9), vget_low_s8(qy9)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx9), vget_high_s8(qy9)); #endif } // last 16 bytes of 5-element, along with the 4 bytes of 4 elements { uint8x16_t qx0 = vld1q_u8(x[i].qs + 32); uint8x16_t qx1 = vmulq_u8(qx0, vdupq_n_u8(3)); uint8x16_t qx2 = vmulq_u8(qx0, vdupq_n_u8(9)); uint8x16_t qx3 = vmulq_u8(qx0, vdupq_n_u8(27)); uint8x16_t qx4 = vmulq_u8(qx0, vdupq_n_u8(81)); uint32_t qh; memcpy(&qh, x[i].qh, sizeof(qh)); // potentially unaligned uint8x16_t qx5 = vreinterpretq_u8_u32(vdupq_n_u32(qh)); qx5 = vmulq_u8(qx5, shift); // multiply by 3 and keep the 2 bits above 8 bits int8x16_t sqx0 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx0, vshrq_n_u8(qx0, 1)), 6)); int8x16_t sqx1 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx1, vshrq_n_u8(qx1, 1)), 6)); int8x16_t sqx2 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx2, vshrq_n_u8(qx2, 1)), 6)); int8x16_t sqx3 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx3, vshrq_n_u8(qx3, 1)), 6)); int8x16_t sqx4 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx4, vshrq_n_u8(qx4, 1)), 6)); int8x16_t sqx5 = vreinterpretq_s8_u8(vshrq_n_u8(vhaddq_u8(qx5, vshrq_n_u8(qx5, 1)), 6)); const int8x16_t qy0 = vld1q_s8(y[i].qs + 160); const int8x16_t qy1 = vld1q_s8(y[i].qs + 176); const int8x16_t qy2 = vld1q_s8(y[i].qs + 192); const int8x16_t qy3 = vld1q_s8(y[i].qs + 208); const int8x16_t qy4 = vld1q_s8(y[i].qs + 224); const int8x16_t qy5 = vld1q_s8(y[i].qs + 240); #if defined(__ARM_FEATURE_DOTPROD) sumi0 = vdotq_s32(sumi0, sqx0, qy0); sumi1 = vdotq_s32(sumi1, sqx1, qy1); sumi0 = vdotq_s32(sumi0, sqx2, qy2); sumi1 = vdotq_s32(sumi1, sqx3, qy3); sumi0 = vdotq_s32(sumi0, sqx4, qy4); sumi1 = vdotq_s32(sumi1, sqx5, qy5); #else sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx0), vget_low_s8(qy0)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx0), vget_high_s8(qy0)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx1), vget_low_s8(qy1)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx1), vget_high_s8(qy1)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx2), vget_low_s8(qy2)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx2), vget_high_s8(qy2)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx3), vget_low_s8(qy3)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx3), vget_high_s8(qy3)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx4), vget_low_s8(qy4)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx4), vget_high_s8(qy4)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx5), vget_low_s8(qy5)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx5), vget_high_s8(qy5)); #endif } const int16x8_t ysum0 = vld1q_s16(y[i].bsums); const int16x8_t ysum1 = vld1q_s16(y[i].bsums + 8); const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; #if defined(__ARM_FEATURE_DOTPROD) sumi0 = vaddq_s32(sumi0, sumi1); sumi0 = vsubq_s32(sumi0, vpaddlq_s16(vaddq_s16(ysum0, ysum1))); sumf += d * (float) vaddvq_s32(sumi0); #else sumi0 = vaddq_s16(sumi0, sumi1); sumi0 = vsubq_s16(sumi0, vaddq_s16(ysum0, ysum1)); sumf += d * (float) vaddlvq_s16(sumi0); #endif } *s = sumf; #elif defined(__AVX2__) __m256 sumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { // 16-bit sums __m256i sumi0 = _mm256_setzero_si256(); __m256i sumi1 = _mm256_setzero_si256(); __m256i sumi2 = _mm256_setzero_si256(); // first 32 bytes of 5 elements { __m256i qx0 = _mm256_loadu_si256((const __m256i *) (x[i].qs)); // 8-bit multiplies with shifts, masks and adds __m256i qx1 = _mm256_add_epi8(qx0, _mm256_add_epi8(qx0, qx0)); // 1 * 3 __m256i qx2 = _mm256_add_epi8(_mm256_and_si256(_mm256_slli_epi16(qx0, 3), _mm256_set1_epi8(-8)), qx0); // 1 * 9 __m256i qx3 = _mm256_add_epi8(_mm256_and_si256(_mm256_slli_epi16(qx1, 3), _mm256_set1_epi8(-8)), qx1); // 3 * 9 __m256i qx4 = _mm256_add_epi8(_mm256_and_si256(_mm256_slli_epi16(qx2, 3), _mm256_set1_epi8(-8)), qx2); // 9 * 9 // TODO: can _mm256_mulhi_epu16 be faster even if 16-bits? // Cancel the +1 from avg so that it behaves like a halving add qx0 = _mm256_subs_epu8(qx0, _mm256_set1_epi8(1)); qx1 = _mm256_subs_epu8(qx1, _mm256_set1_epi8(1)); qx2 = _mm256_subs_epu8(qx2, _mm256_set1_epi8(1)); qx3 = _mm256_subs_epu8(qx3, _mm256_set1_epi8(1)); qx4 = _mm256_subs_epu8(qx4, _mm256_set1_epi8(1)); // Multiply by 3 and get the top 2 bits qx0 = _mm256_avg_epu8(qx0, _mm256_avg_epu8(qx0, _mm256_setzero_si256())); qx1 = _mm256_avg_epu8(qx1, _mm256_avg_epu8(qx1, _mm256_setzero_si256())); qx2 = _mm256_avg_epu8(qx2, _mm256_avg_epu8(qx2, _mm256_setzero_si256())); qx3 = _mm256_avg_epu8(qx3, _mm256_avg_epu8(qx3, _mm256_setzero_si256())); qx4 = _mm256_avg_epu8(qx4, _mm256_avg_epu8(qx4, _mm256_setzero_si256())); qx0 = _mm256_and_si256(_mm256_srli_epi16(qx0, 6), _mm256_set1_epi8(3)); qx1 = _mm256_and_si256(_mm256_srli_epi16(qx1, 6), _mm256_set1_epi8(3)); qx2 = _mm256_and_si256(_mm256_srli_epi16(qx2, 6), _mm256_set1_epi8(3)); qx3 = _mm256_and_si256(_mm256_srli_epi16(qx3, 6), _mm256_set1_epi8(3)); qx4 = _mm256_and_si256(_mm256_srli_epi16(qx4, 6), _mm256_set1_epi8(3)); const __m256i qy0 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 0)); const __m256i qy1 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 32)); const __m256i qy2 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 64)); const __m256i qy3 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 96)); const __m256i qy4 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 128)); qx0 = _mm256_maddubs_epi16(qx0, qy0); qx1 = _mm256_maddubs_epi16(qx1, qy1); qx2 = _mm256_maddubs_epi16(qx2, qy2); qx3 = _mm256_maddubs_epi16(qx3, qy3); qx4 = _mm256_maddubs_epi16(qx4, qy4); sumi0 = _mm256_add_epi16(sumi0, _mm256_add_epi16(qx0, qx1)); sumi1 = _mm256_add_epi16(sumi1, _mm256_add_epi16(qx2, qx3)); sumi2 = _mm256_add_epi16(sumi2, qx4); } // last 16 bytes of 5-element, along with the 4 bytes of 4 elements { __m128i qx0 = _mm_loadu_si128((const __m128i *) (x[i].qs + 32)); uint32_t qh; memcpy(&qh, x[i].qh, sizeof(qh)); // potentially unaligned __m256i qx5_l = _mm256_cvtepu8_epi16(_mm_set1_epi32(qh)); __m128i qx1 = _mm_add_epi8(qx0, _mm_add_epi8(qx0, qx0)); // 1 * 3 __m128i qx2 = _mm_add_epi8(_mm_and_si128(_mm_slli_epi16(qx0, 3), _mm_set1_epi8(-8)), qx0); // 1 * 9 __m128i qx3 = _mm_add_epi8(_mm_and_si128(_mm_slli_epi16(qx1, 3), _mm_set1_epi8(-8)), qx1); // 3 * 9 __m128i qx4 = _mm_add_epi8(_mm_and_si128(_mm_slli_epi16(qx2, 3), _mm_set1_epi8(-8)), qx2); // 9 * 9 __m256i qx01 = MM256_SET_M128I(qx1, qx0); __m256i qx23 = MM256_SET_M128I(qx3, qx2); // avx2 does not have 8-bit multiplies, so 16-bit it is. qx5_l = _mm256_mullo_epi16(qx5_l, _mm256_set_epi16(27, 27, 27, 27, 9, 9, 9, 9, 3, 3, 3, 3, 1, 1, 1, 1)); qx5_l = _mm256_and_si256(qx5_l, _mm256_set1_epi16(0xFF)); __m128i qx5 = _mm_packus_epi16(_mm256_castsi256_si128(qx5_l), _mm256_extracti128_si256(qx5_l, 1)); __m256i qx45 = MM256_SET_M128I(qx5, qx4); // Cancel the +1 from avg so that it behaves like a halving add qx01 = _mm256_subs_epu8(qx01, _mm256_set1_epi8(1)); qx23 = _mm256_subs_epu8(qx23, _mm256_set1_epi8(1)); qx45 = _mm256_subs_epu8(qx45, _mm256_set1_epi8(1)); // Multiply by 3 and get the top 2 bits qx01 = _mm256_avg_epu8(qx01, _mm256_avg_epu8(qx01, _mm256_setzero_si256())); qx23 = _mm256_avg_epu8(qx23, _mm256_avg_epu8(qx23, _mm256_setzero_si256())); qx45 = _mm256_avg_epu8(qx45, _mm256_avg_epu8(qx45, _mm256_setzero_si256())); qx01 = _mm256_and_si256(_mm256_srli_epi16(qx01, 6), _mm256_set1_epi8(3)); qx23 = _mm256_and_si256(_mm256_srli_epi16(qx23, 6), _mm256_set1_epi8(3)); qx45 = _mm256_and_si256(_mm256_srli_epi16(qx45, 6), _mm256_set1_epi8(3)); const __m256i qy01 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 160)); const __m256i qy23 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 192)); const __m256i qy45 = _mm256_loadu_si256((const __m256i *) (y[i].qs + 224)); qx01 = _mm256_maddubs_epi16(qx01, qy01); qx23 = _mm256_maddubs_epi16(qx23, qy23); qx45 = _mm256_maddubs_epi16(qx45, qy45); sumi0 = _mm256_add_epi16(sumi0, qx01); sumi1 = _mm256_add_epi16(sumi1, qx23); sumi2 = _mm256_add_epi16(sumi2, qx45); } const __m256i ysum = _mm256_loadu_si256((const __m256i *) y[i].bsums); const __m256 d = _mm256_set1_ps(y[i].d * GGML_FP16_TO_FP32(x[i].d)); sumi0 = _mm256_sub_epi16(sumi0, ysum); sumi0 = _mm256_add_epi16(sumi0, _mm256_add_epi16(sumi1, sumi2)); sumi0 = _mm256_madd_epi16(sumi0, _mm256_set1_epi16(1)); sumf = _mm256_add_ps(_mm256_mul_ps(_mm256_cvtepi32_ps(sumi0), d), sumf); } *s = hsum_float_8(sumf); #else const uint8_t pow3[6] = {1, 3, 9, 27, 81, 243}; float sumf = 0.0f; for (int i = 0; i < nb; ++i) { int sum = 0; for (size_t j = 0; j < sizeof(x->qs) - sizeof(x->qs) % 32; j += 32) { for (size_t l = 0; l < 5; ++l) { for (size_t m = 0; m < 32; ++m) { uint8_t q = x[i].qs[j + m] * pow3[l]; uint16_t xi = ((uint16_t) q * 3) >> 8; sum += (xi - 1) * y[i].qs[j*5 + l*32 + m]; } } } for (size_t j = sizeof(x->qs) - sizeof(x->qs) % 32; j < sizeof(x->qs); j += 16) { for (size_t l = 0; l < 5; ++l) { for (size_t m = 0; m < 16; ++m) { uint8_t q = x[i].qs[j + m] * pow3[l]; uint16_t xi = ((uint16_t) q * 3) >> 8; sum += (xi - 1) * y[i].qs[j*5 + l*16 + m]; } } } for (size_t l = 0; l < 4; ++l) { for (size_t j = 0; j < sizeof(x->qh); ++j) { uint8_t q = x[i].qh[j] * pow3[l]; uint16_t xi = ((uint16_t) q * 3) >> 8; sum += (xi - 1) * y[i].qs[sizeof(x->qs)*5 + l*sizeof(x->qh) + j]; } } sumf += (float) sum * (GGML_FP16_TO_FP32(x[i].d) * y[i].d); } *s = sumf; #endif } void ggml_vec_dot_tq2_0_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_tq2_0 * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined(__ARM_NEON) float sumf = 0.0f; const uint8x16_t m3 = vdupq_n_u8(3); for (int i = 0; i < nb; ++i) { #if defined(__ARM_FEATURE_DOTPROD) int32x4_t sumi0 = vdupq_n_s32(0); int32x4_t sumi1 = vdupq_n_s32(0); #else int16x8_t sumi0 = vdupq_n_s16(0); int16x8_t sumi1 = vdupq_n_s16(0); #endif for (size_t j = 0; j < sizeof(x->qs); j += 32) { uint8x16_t qx0 = vld1q_u8(x[i].qs + j); uint8x16_t qx1 = vld1q_u8(x[i].qs + j + 16); uint8x16_t qx2 = vshrq_n_u8(qx0, 2); uint8x16_t qx3 = vshrq_n_u8(qx1, 2); uint8x16_t qx4 = vshrq_n_u8(qx0, 4); uint8x16_t qx5 = vshrq_n_u8(qx1, 4); uint8x16_t qx6 = vshrq_n_u8(qx0, 6); uint8x16_t qx7 = vshrq_n_u8(qx1, 6); int8x16_t sqx0 = vreinterpretq_s8_u8(vandq_u8(qx0, m3)); int8x16_t sqx1 = vreinterpretq_s8_u8(vandq_u8(qx1, m3)); int8x16_t sqx2 = vreinterpretq_s8_u8(vandq_u8(qx2, m3)); int8x16_t sqx3 = vreinterpretq_s8_u8(vandq_u8(qx3, m3)); int8x16_t sqx4 = vreinterpretq_s8_u8(vandq_u8(qx4, m3)); int8x16_t sqx5 = vreinterpretq_s8_u8(vandq_u8(qx5, m3)); int8x16_t sqx6 = vreinterpretq_s8_u8(vandq_u8(qx6, m3)); int8x16_t sqx7 = vreinterpretq_s8_u8(vandq_u8(qx7, m3)); const int8x16_t qy0 = vld1q_s8(y[i].qs + j*4 + 0); const int8x16_t qy1 = vld1q_s8(y[i].qs + j*4 + 16); const int8x16_t qy2 = vld1q_s8(y[i].qs + j*4 + 32); const int8x16_t qy3 = vld1q_s8(y[i].qs + j*4 + 48); const int8x16_t qy4 = vld1q_s8(y[i].qs + j*4 + 64); const int8x16_t qy5 = vld1q_s8(y[i].qs + j*4 + 80); const int8x16_t qy6 = vld1q_s8(y[i].qs + j*4 + 96); const int8x16_t qy7 = vld1q_s8(y[i].qs + j*4 + 112); #if defined(__ARM_FEATURE_DOTPROD) sumi0 = vdotq_s32(sumi0, sqx0, qy0); sumi1 = vdotq_s32(sumi1, sqx1, qy1); sumi0 = vdotq_s32(sumi0, sqx2, qy2); sumi1 = vdotq_s32(sumi1, sqx3, qy3); sumi0 = vdotq_s32(sumi0, sqx4, qy4); sumi1 = vdotq_s32(sumi1, sqx5, qy5); sumi0 = vdotq_s32(sumi0, sqx6, qy6); sumi1 = vdotq_s32(sumi1, sqx7, qy7); #else sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx0), vget_low_s8(qy0)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx0), vget_high_s8(qy0)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx1), vget_low_s8(qy1)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx1), vget_high_s8(qy1)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx2), vget_low_s8(qy2)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx2), vget_high_s8(qy2)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx3), vget_low_s8(qy3)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx3), vget_high_s8(qy3)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx4), vget_low_s8(qy4)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx4), vget_high_s8(qy4)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx5), vget_low_s8(qy5)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx5), vget_high_s8(qy5)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx6), vget_low_s8(qy6)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx6), vget_high_s8(qy6)); sumi0 = vmlal_s8(sumi0, vget_low_s8(sqx7), vget_low_s8(qy7)); sumi1 = vmlal_s8(sumi1, vget_high_s8(sqx7), vget_high_s8(qy7)); #endif } const int16x8_t ysum0 = vld1q_s16(y[i].bsums); const int16x8_t ysum1 = vld1q_s16(y[i].bsums + 8); const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; #if defined(__ARM_FEATURE_DOTPROD) sumi0 = vaddq_s32(sumi0, sumi1); sumi0 = vsubq_s32(sumi0, vpaddlq_s16(vaddq_s16(ysum0, ysum1))); sumf += d * (float) vaddvq_s32(sumi0); #else sumi0 = vaddq_s16(sumi0, sumi1); sumi0 = vsubq_s16(sumi0, vaddq_s16(ysum0, ysum1)); sumf += d * (float) vaddlvq_s16(sumi0); #endif } *s = sumf; #elif defined(__AVX2__) __m256 sumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { // 16-bit sums, because 256*127 still fits __m256i sumi0 = _mm256_setzero_si256(); __m256i sumi1 = _mm256_setzero_si256(); for (size_t j = 0; j < sizeof(x->qs); j += 32) { __m256i qx0 = _mm256_loadu_si256((const __m256i *) (x[i].qs + j)); __m256i qx1 = _mm256_srli_epi16(qx0, 2); __m256i qx2 = _mm256_srli_epi16(qx0, 4); __m256i qx3 = _mm256_srli_epi16(qx0, 6); // 0, 1, 2 (should not be 3) qx0 = _mm256_and_si256(qx0, _mm256_set1_epi8(3)); qx1 = _mm256_and_si256(qx1, _mm256_set1_epi8(3)); qx2 = _mm256_and_si256(qx2, _mm256_set1_epi8(3)); qx3 = _mm256_and_si256(qx3, _mm256_set1_epi8(3)); const __m256i qy0 = _mm256_loadu_si256((const __m256i *) (y[i].qs + j*4 + 0)); const __m256i qy1 = _mm256_loadu_si256((const __m256i *) (y[i].qs + j*4 + 32)); const __m256i qy2 = _mm256_loadu_si256((const __m256i *) (y[i].qs + j*4 + 64)); const __m256i qy3 = _mm256_loadu_si256((const __m256i *) (y[i].qs + j*4 + 96)); qx0 = _mm256_maddubs_epi16(qx0, qy0); qx1 = _mm256_maddubs_epi16(qx1, qy1); qx2 = _mm256_maddubs_epi16(qx2, qy2); qx3 = _mm256_maddubs_epi16(qx3, qy3); sumi0 = _mm256_add_epi16(sumi0, _mm256_add_epi16(qx0, qx1)); sumi1 = _mm256_add_epi16(sumi1, _mm256_add_epi16(qx2, qx3)); } const __m256i ysum = _mm256_loadu_si256((const __m256i *) y[i].bsums); const __m256 d = _mm256_set1_ps(y[i].d * GGML_FP16_TO_FP32(x[i].d)); sumi0 = _mm256_add_epi16(sumi0, sumi1); sumi0 = _mm256_sub_epi16(sumi0, ysum); sumi0 = _mm256_madd_epi16(sumi0, _mm256_set1_epi16(1)); sumf = _mm256_add_ps(_mm256_mul_ps(_mm256_cvtepi32_ps(sumi0), d), sumf); } *s = hsum_float_8(sumf); #else float sumf = 0.0f; for (int i = 0; i < nb; ++i) { int32_t sumi = 0; for (size_t j = 0; j < sizeof(x->qs); j += 32) { for (size_t l = 0; l < 4; ++l) { for (size_t k = 0; k < 32; ++k) { sumi += y[i].qs[j*4 + l*32 + k] * (((x[i].qs[j + k] >> (l*2)) & 3) - 1); } } } const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); sumf += (float) sumi * d; } *s = sumf; #endif } void ggml_vec_dot_q2_K_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_q2_K * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #ifdef __ARM_NEON const uint8x16_t m3 = vdupq_n_u8(0x3); const uint8x16_t m4 = vdupq_n_u8(0xF); const int32x4_t vzero = vdupq_n_s32(0); ggml_int8x16x2_t q2bytes; uint8_t aux[16]; float sum = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const uint8_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; const uint8_t * restrict sc = x[i].scales; const uint8x16_t mins_and_scales = vld1q_u8(sc); const uint8x16_t scales = vandq_u8(mins_and_scales, m4); vst1q_u8(aux, scales); const uint8x16_t mins = vshrq_n_u8(mins_and_scales, 4); const ggml_int16x8x2_t q8sums = ggml_vld1q_s16_x2(y[i].bsums); const ggml_int16x8x2_t mins16 = {{vreinterpretq_s16_u16(vmovl_u8(vget_low_u8(mins))), vreinterpretq_s16_u16(vmovl_u8(vget_high_u8(mins)))}}; const int32x4_t s0 = vaddq_s32(vmull_s16(vget_low_s16 (mins16.val[0]), vget_low_s16 (q8sums.val[0])), vmull_s16(vget_high_s16(mins16.val[0]), vget_high_s16(q8sums.val[0]))); const int32x4_t s1 = vaddq_s32(vmull_s16(vget_low_s16 (mins16.val[1]), vget_low_s16 (q8sums.val[1])), vmull_s16(vget_high_s16(mins16.val[1]), vget_high_s16(q8sums.val[1]))); sum += dmin * vaddvq_s32(vaddq_s32(s0, s1)); int isum = 0; int is = 0; // We use this macro instead of a function call because for some reason // the code runs 2-3% slower, even if the function is declared inline #define MULTIPLY_ACCUM_WITH_SCALE(index)\ isum += vaddvq_s32(ggml_vdotq_s32(vzero, q2bytes.val[0], q8bytes.val[0])) * aux[is+(index)];\ isum += vaddvq_s32(ggml_vdotq_s32(vzero, q2bytes.val[1], q8bytes.val[1])) * aux[is+1+(index)]; #define SHIFT_MULTIPLY_ACCUM_WITH_SCALE(shift, index)\ q8bytes = ggml_vld1q_s8_x2(q8); q8 += 32;\ q2bytes.val[0] = vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q2bits.val[0], (shift)), m3));\ q2bytes.val[1] = vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q2bits.val[1], (shift)), m3));\ MULTIPLY_ACCUM_WITH_SCALE((index)); for (int j = 0; j < QK_K/128; ++j) { const ggml_uint8x16x2_t q2bits = ggml_vld1q_u8_x2(q2); q2 += 32; ggml_int8x16x2_t q8bytes = ggml_vld1q_s8_x2(q8); q8 += 32; q2bytes.val[0] = vreinterpretq_s8_u8(vandq_u8(q2bits.val[0], m3)); q2bytes.val[1] = vreinterpretq_s8_u8(vandq_u8(q2bits.val[1], m3)); MULTIPLY_ACCUM_WITH_SCALE(0); SHIFT_MULTIPLY_ACCUM_WITH_SCALE(2, 2); SHIFT_MULTIPLY_ACCUM_WITH_SCALE(4, 4); SHIFT_MULTIPLY_ACCUM_WITH_SCALE(6, 6); is += 8; } sum += d * isum; } *s = sum; #elif defined __AVX2__ const __m256i m3 = _mm256_set1_epi8(3); const __m128i m4 = _mm_set1_epi8(0xF); __m256 acc = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const uint8_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; const __m128i mins_and_scales = _mm_loadu_si128((const __m128i*)x[i].scales); const __m128i scales8 = _mm_and_si128(mins_and_scales, m4); const __m128i mins8 = _mm_and_si128(_mm_srli_epi16(mins_and_scales, 4), m4); const __m256i mins = _mm256_cvtepi8_epi16(mins8); const __m256i prod = _mm256_madd_epi16(mins, _mm256_loadu_si256((const __m256i*)y[i].bsums)); acc = _mm256_fmadd_ps(_mm256_broadcast_ss(&dmin), _mm256_cvtepi32_ps(prod), acc); const __m256i all_scales = _mm256_cvtepi8_epi16(scales8); const __m128i l_scales = _mm256_extracti128_si256(all_scales, 0); const __m128i h_scales = _mm256_extracti128_si256(all_scales, 1); const __m256i scales[2] = {MM256_SET_M128I(l_scales, l_scales), MM256_SET_M128I(h_scales, h_scales)}; __m256i sumi = _mm256_setzero_si256(); for (int j = 0; j < QK_K/128; ++j) { const __m256i q2bits = _mm256_loadu_si256((const __m256i*)q2); q2 += 32; const __m256i q8_0 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_3 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q2_0 = _mm256_and_si256(q2bits, m3); const __m256i q2_1 = _mm256_and_si256(_mm256_srli_epi16(q2bits, 2), m3); const __m256i q2_2 = _mm256_and_si256(_mm256_srli_epi16(q2bits, 4), m3); const __m256i q2_3 = _mm256_and_si256(_mm256_srli_epi16(q2bits, 6), m3); __m256i p0 = _mm256_maddubs_epi16(q2_0, q8_0); __m256i p1 = _mm256_maddubs_epi16(q2_1, q8_1); __m256i p2 = _mm256_maddubs_epi16(q2_2, q8_2); __m256i p3 = _mm256_maddubs_epi16(q2_3, q8_3); p0 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(0)), p0); p1 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(1)), p1); p2 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(2)), p2); p3 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(3)), p3); p0 = _mm256_add_epi32(p0, p1); p2 = _mm256_add_epi32(p2, p3); sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p0, p2)); } acc = _mm256_fmadd_ps(_mm256_broadcast_ss(&d), _mm256_cvtepi32_ps(sumi), acc); } *s = hsum_float_8(acc); #elif defined __AVX__ const __m128i m3 = _mm_set1_epi8(0x3); const __m128i m4 = _mm_set1_epi8(0xF); const __m128i m2 = _mm_set1_epi8(0x2); __m256 acc = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float dall = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const uint8_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; // load mins and scales from block_q2_K.scales[QK_K/16] const __m128i mins_and_scales = _mm_loadu_si128((const __m128i*)x[i].scales); const __m128i scales16 = _mm_and_si128(mins_and_scales, m4); const __m128i mins16 = _mm_and_si128(_mm_srli_epi16(mins_and_scales, 4), m4); const __m128i mins_0 = _mm_cvtepi8_epi16(mins16); const __m128i mins_1 = _mm_cvtepi8_epi16(_mm_unpackhi_epi64(mins16, mins16)); // summs = y[i].bsums * (x[i].scales >> 4) in 16bits*8*2 to 32bits*4*2 const __m128i summs_0 = _mm_madd_epi16(mins_0, _mm_loadu_si128((const __m128i*)&y[i].bsums[0])); const __m128i summs_1 = _mm_madd_epi16(mins_1, _mm_loadu_si128((const __m128i*)&y[i].bsums[8])); // sumf += -dmin * summs in 32bits*8 acc = _mm256_add_ps(_mm256_mul_ps(_mm256_broadcast_ss(&dmin), _mm256_cvtepi32_ps(MM256_SET_M128I(summs_1, summs_0))), acc); const __m128i scales_0 = _mm_cvtepi8_epi16(scales16); const __m128i scales_1 = _mm_cvtepi8_epi16(_mm_unpackhi_epi64(scales16, scales16)); const __m128i scales[2] = { scales_0, scales_1 }; __m128i sumi_0 = _mm_setzero_si128(); __m128i sumi_1 = _mm_setzero_si128(); for (int j = 0; j < QK_K/128; ++j) { // load Q8 quants int8*16*8 from block_q8_K.qs[QK_K] const __m128i q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_2 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_3 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_4 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_5 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_6 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_7 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; // load 2bits*16*8 from block_q2_K.qs[QK_K/4] __m128i q2bits = _mm_loadu_si128((const __m128i*)q2); q2 += 16; const __m128i q2_0 = _mm_and_si128(q2bits, m3); const __m128i q2_2 = _mm_and_si128(_mm_srli_epi16(q2bits, 2), m3); const __m128i q2_4 = _mm_and_si128(_mm_srli_epi16(q2bits, 4), m3); const __m128i q2_6 = _mm_and_si128(_mm_srli_epi16(q2bits, 6), m3); q2bits = _mm_loadu_si128((const __m128i*)q2); q2 += 16; const __m128i q2_1 = _mm_and_si128(q2bits, m3); const __m128i q2_3 = _mm_and_si128(_mm_srli_epi16(q2bits, 2), m3); const __m128i q2_5 = _mm_and_si128(_mm_srli_epi16(q2bits, 4), m3); const __m128i q2_7 = _mm_and_si128(_mm_srli_epi16(q2bits, 6), m3); // isuml = q8[l] * ((q2[l] >> shift) & 3) in 8bits*16*8 to 16bits*8*8 __m128i p0 = _mm_maddubs_epi16(q2_0, q8_0); __m128i p1 = _mm_maddubs_epi16(q2_1, q8_1); __m128i p2 = _mm_maddubs_epi16(q2_2, q8_2); __m128i p3 = _mm_maddubs_epi16(q2_3, q8_3); __m128i p4 = _mm_maddubs_epi16(q2_4, q8_4); __m128i p5 = _mm_maddubs_epi16(q2_5, q8_5); __m128i p6 = _mm_maddubs_epi16(q2_6, q8_6); __m128i p7 = _mm_maddubs_epi16(q2_7, q8_7); // isum += (x[i].scales[is++] & 0xF) * isuml in 16bits*8*8 to 32bits*4*8 __m128i shuffle = _mm_set1_epi16(0x0100); p0 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p0); shuffle = _mm_add_epi16(shuffle, m2); p1 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p1); shuffle = _mm_add_epi16(shuffle, m2); p2 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p2); shuffle = _mm_add_epi16(shuffle, m2); p3 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p3); shuffle = _mm_add_epi16(shuffle, m2); p4 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p4); shuffle = _mm_add_epi16(shuffle, m2); p5 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p5); shuffle = _mm_add_epi16(shuffle, m2); p6 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p6); shuffle = _mm_add_epi16(shuffle, m2); p7 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p7); p0 = _mm_add_epi32(p0, p1); p2 = _mm_add_epi32(p2, p3); p4 = _mm_add_epi32(p4, p5); p6 = _mm_add_epi32(p6, p7); // isum in 32bits*4*2 sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p0, p2)); sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p4, p6)); } // sumf += dall * isum - dmin * summs in 32bits __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0); acc = _mm256_add_ps(_mm256_mul_ps(_mm256_broadcast_ss(&dall), _mm256_cvtepi32_ps(sumi)), acc); } *s = hsum_float_8(acc); #elif defined __wasm_simd128__ float sumf = 0; for (int i = 0; i < nb; ++i) { const uint8_t * q2 = x[i].qs; const int8_t * q8 = y[i].qs; const uint8_t * sc = x[i].scales; // Vectorized summs calculation v128_t summs_vec = wasm_i32x4_splat(0); { v128_t sc_vec = wasm_v128_load(sc); v128_t sc_upper = wasm_u8x16_shr(sc_vec, 4); v128_t sc_low = wasm_u16x8_extend_low_u8x16(sc_upper); v128_t sc_high = wasm_u16x8_extend_high_u8x16(sc_upper); v128_t bsums1 = wasm_v128_load(&y[i].bsums[0]); v128_t bsums2 = wasm_v128_load(&y[i].bsums[8]); summs_vec = wasm_i32x4_add( wasm_i32x4_add(wasm_i32x4_dot_i16x8(sc_low, bsums1), wasm_i32x4_dot_i16x8(sc_high, bsums2)), summs_vec ); summs_vec = wasm_i32x4_add(summs_vec, wasm_i32x4_shuffle(summs_vec, summs_vec, 2, 3, 0, 1)); summs_vec = wasm_i32x4_add(summs_vec, wasm_i32x4_shuffle(summs_vec, summs_vec, 1, 0, 3, 2)); } int32_t summs = wasm_i32x4_extract_lane(summs_vec, 0); // Vectorized isum calculation int32_t isum = 0; const uint8_t * sc_ptr = sc; const int k_iters = QK_K/128; for (int k = 0; k < k_iters; ++k) { v128_t isum_vec = wasm_i32x4_splat(0); int shift = 0; for (int j = 0; j < 4; ++j) { const int d0 = (sc_ptr[0] & 0xF); const int d1 = (sc_ptr[1] & 0xF); sc_ptr += 2; // Process first 16 elements v128_t q2_0 = wasm_v128_load(q2); v128_t q8_0 = wasm_v128_load(q8); v128_t q2_shift_0 = wasm_u8x16_shr(q2_0, shift); v128_t q2_bits_0 = wasm_v128_and(q2_shift_0, wasm_i8x16_splat(0x03)); // Process next 16 elements v128_t q2_1 = wasm_v128_load(q2 + 16); v128_t q8_1 = wasm_v128_load(q8 + 16); v128_t q2_shift_1 = wasm_u8x16_shr(q2_1, shift); v128_t q2_bits_1 = wasm_v128_and(q2_shift_1, wasm_i8x16_splat(0x03)); // Calculate dot products v128_t p0 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q8_0), wasm_i16x8_extend_low_i8x16(q2_bits_0) ); v128_t p1 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q8_0), wasm_i16x8_extend_high_i8x16(q2_bits_0) ); v128_t p2 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q8_1), wasm_i16x8_extend_low_i8x16(q2_bits_1) ); v128_t p3 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q8_1), wasm_i16x8_extend_high_i8x16(q2_bits_1) ); // Accumulate scaled results v128_t scaled = wasm_i32x4_add( wasm_i32x4_mul(wasm_i32x4_add(p0, p1), wasm_i32x4_splat(d0)), wasm_i32x4_mul(wasm_i32x4_add(p2, p3), wasm_i32x4_splat(d1)) ); isum_vec = wasm_i32x4_add(isum_vec, scaled); q8 += 32; shift += 2; } q2 += 32; // Horizontal sum of isum_vec isum_vec = wasm_i32x4_add(isum_vec, wasm_i32x4_shuffle(isum_vec, isum_vec, 2, 3, 0, 1)); isum_vec = wasm_i32x4_add(isum_vec, wasm_i32x4_shuffle(isum_vec, isum_vec, 1, 0, 3, 2)); isum += wasm_i32x4_extract_lane(isum_vec, 0); } const float dall = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const float dmin = GGML_FP16_TO_FP32(x[i].dmin) * y[i].d; sumf += dall * isum - dmin * summs; } *s = sumf; #elif defined __riscv_v_intrinsic float sumf = 0; uint8_t temp_01[32] = {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1}; for (int i = 0; i < nb; ++i) { const uint8_t * q2 = x[i].qs; const int8_t * q8 = y[i].qs; const uint8_t * sc = x[i].scales; const float dall = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); size_t vl = 16; vuint8m1_t scales = __riscv_vle8_v_u8m1(sc, vl); vuint8m1_t aux = __riscv_vand_vx_u8m1(scales, 0x0F, vl); vint16m1_t q8sums = __riscv_vle16_v_i16m1(y[i].bsums, vl); vuint8mf2_t scales_2 = __riscv_vle8_v_u8mf2(sc, vl); vuint8mf2_t mins8 = __riscv_vsrl_vx_u8mf2(scales_2, 0x4, vl); vint16m1_t mins = __riscv_vreinterpret_v_u16m1_i16m1(__riscv_vzext_vf2_u16m1(mins8, vl)); vint32m2_t prod = __riscv_vwmul_vv_i32m2(q8sums, mins, vl); vint32m1_t vsums = __riscv_vredsum_vs_i32m2_i32m1(prod, __riscv_vmv_v_x_i32m1(0, 1), vl); sumf += dmin * __riscv_vmv_x_s_i32m1_i32(vsums); vl = 32; vint32m1_t vzero = __riscv_vmv_v_x_i32m1(0, 1); vuint8m1_t v_b = __riscv_vle8_v_u8m1(temp_01, vl); uint8_t is=0; int isum=0; for (int j = 0; j < QK_K/128; ++j) { // load Q2 vuint8m1_t q2_x = __riscv_vle8_v_u8m1(q2, vl); vuint8m1_t q2_0 = __riscv_vand_vx_u8m1(q2_x, 0x03, vl); vuint8m1_t q2_1 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q2_x, 0x2, vl), 0x03 , vl); vuint8m1_t q2_2 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q2_x, 0x4, vl), 0x03 , vl); vuint8m1_t q2_3 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q2_x, 0x6, vl), 0x03 , vl); // duplicate scale elements for product vuint8m1_t sc0 = __riscv_vrgather_vv_u8m1(aux, __riscv_vadd_vx_u8m1(v_b, 0+is, vl), vl); vuint8m1_t sc1 = __riscv_vrgather_vv_u8m1(aux, __riscv_vadd_vx_u8m1(v_b, 2+is, vl), vl); vuint8m1_t sc2 = __riscv_vrgather_vv_u8m1(aux, __riscv_vadd_vx_u8m1(v_b, 4+is, vl), vl); vuint8m1_t sc3 = __riscv_vrgather_vv_u8m1(aux, __riscv_vadd_vx_u8m1(v_b, 6+is, vl), vl); vint16m2_t p0 = __riscv_vreinterpret_v_u16m2_i16m2(__riscv_vwmulu_vv_u16m2(q2_0, sc0, vl)); vint16m2_t p1 = __riscv_vreinterpret_v_u16m2_i16m2(__riscv_vwmulu_vv_u16m2(q2_1, sc1, vl)); vint16m2_t p2 = __riscv_vreinterpret_v_u16m2_i16m2(__riscv_vwmulu_vv_u16m2(q2_2, sc2, vl)); vint16m2_t p3 = __riscv_vreinterpret_v_u16m2_i16m2(__riscv_vwmulu_vv_u16m2(q2_3, sc3, vl)); // load Q8 vint8m1_t q8_0 = __riscv_vle8_v_i8m1(q8, vl); vint8m1_t q8_1 = __riscv_vle8_v_i8m1(q8+32, vl); vint8m1_t q8_2 = __riscv_vle8_v_i8m1(q8+64, vl); vint8m1_t q8_3 = __riscv_vle8_v_i8m1(q8+96, vl); vint32m4_t s0 = __riscv_vwmul_vv_i32m4(p0, __riscv_vwcvt_x_x_v_i16m2(q8_0, vl), vl); vint32m4_t s1 = __riscv_vwmul_vv_i32m4(p1, __riscv_vwcvt_x_x_v_i16m2(q8_1, vl), vl); vint32m4_t s2 = __riscv_vwmul_vv_i32m4(p2, __riscv_vwcvt_x_x_v_i16m2(q8_2, vl), vl); vint32m4_t s3 = __riscv_vwmul_vv_i32m4(p3, __riscv_vwcvt_x_x_v_i16m2(q8_3, vl), vl); vint32m1_t isum0 = __riscv_vredsum_vs_i32m4_i32m1(__riscv_vadd_vv_i32m4(s0, s1, vl), vzero, vl); vint32m1_t isum1 = __riscv_vredsum_vs_i32m4_i32m1(__riscv_vadd_vv_i32m4(s2, s3, vl), isum0, vl); isum += __riscv_vmv_x_s_i32m1_i32(isum1); q2+=32; q8+=128; is=8; } sumf += dall * isum; } *s = sumf; #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0x3); const vector signed char lowScaleMask = vec_splats((signed char)0xF); const vector int v0 = vec_splats((int32_t)0); const vector unsigned char v2 = vec_splats((unsigned char)0x2); const vector unsigned char v6 = vec_splats((unsigned char)0x6); const vector unsigned char v4 = vec_splats((unsigned char)0x4); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[i].dmin)); vector float vdmin = vec_mul(vxmin, vyd); vector signed short q8ysums0 = vec_xl( 0, y[i].bsums); vector signed short q8ysums1 = vec_xl(16, y[i].bsums); vector signed char q2xmins = (vector signed char)vec_xl( 0, x[i].scales); vector signed char vscales = vec_and(q2xmins, lowScaleMask); q2xmins = vec_sr(q2xmins, v4); vector signed short q2xmins0 = vec_unpackh(q2xmins); vector signed short q2xmins1 = vec_unpackl(q2xmins); vector signed int prod0 = vec_mule(q2xmins0, q8ysums0); vector signed int prod1 = vec_mulo(q2xmins0, q8ysums0); vector signed int prod2 = vec_mule(q2xmins1, q8ysums1); vector signed int prod3 = vec_mulo(q2xmins1, q8ysums1); vsumf0 = vec_nmsub(vec_ctf(prod0, 0), vdmin, vsumf0); vsumf1 = vec_nmsub(vec_ctf(prod1, 0), vdmin, vsumf1); vsumf2 = vec_nmsub(vec_ctf(prod2, 0), vdmin, vsumf2); vsumf3 = vec_nmsub(vec_ctf(prod3, 0), vdmin, vsumf3); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; vector signed int vsumi4 = v0; vector signed int vsumi5 = v0; vector signed int vsumi6 = v0; vector signed int vsumi7 = v0; const uint8_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; for (int j = 0; j < QK_K/128; ++j) { __builtin_prefetch(q2, 0, 1); __builtin_prefetch(q8, 0, 1); vector signed char qxs0 = (vector signed char)vec_xl( 0, q2); vector signed char qxs1 = (vector signed char)vec_xl(16, q2); q2 += 32; vector unsigned char q2x00 = (vector unsigned char)vec_and(qxs0, lowMask); vector unsigned char q2x01 = (vector unsigned char)vec_and(vec_sr(qxs0, v2), lowMask); vector unsigned char q2x02 = (vector unsigned char)vec_and(vec_sr(qxs0, v4), lowMask); vector unsigned char q2x03 = (vector unsigned char)vec_and(vec_sr(qxs0, v6), lowMask); vector unsigned char q2x10 = (vector unsigned char)vec_and(qxs1, lowMask); vector unsigned char q2x11 = (vector unsigned char)vec_and(vec_sr(qxs1, v2), lowMask); vector unsigned char q2x12 = (vector unsigned char)vec_and(vec_sr(qxs1, v4), lowMask); vector unsigned char q2x13 = (vector unsigned char)vec_and(vec_sr(qxs1, v6), lowMask); vector signed char q8y00 = vec_xl( 0, q8); vector signed char q8y10 = vec_xl( 16, q8); vector signed char q8y01 = vec_xl( 32, q8); vector signed char q8y11 = vec_xl( 48, q8); vector signed char q8y02 = vec_xl( 64, q8); vector signed char q8y12 = vec_xl( 80, q8); vector signed char q8y03 = vec_xl( 96, q8); vector signed char q8y13 = vec_xl(112, q8); q8 += 128; vector signed int qv0 = vec_msum(q8y00, q2x00, v0); vector signed int qv1 = vec_msum(q8y01, q2x01, v0); vector signed int qv2 = vec_msum(q8y02, q2x02, v0); vector signed int qv3 = vec_msum(q8y03, q2x03, v0); vector signed int qv4 = vec_msum(q8y10, q2x10, v0); vector signed int qv5 = vec_msum(q8y11, q2x11, v0); vector signed int qv6 = vec_msum(q8y12, q2x12, v0); vector signed int qv7 = vec_msum(q8y13, q2x13, v0); vector signed short vscales_07 = vec_unpackh(vscales); vector signed int vscales_03 = vec_unpackh(vscales_07); vector signed int vscales_47 = vec_unpackl(vscales_07); vector signed int vs0 = vec_splat(vscales_03, 0); vector signed int vs1 = vec_splat(vscales_03, 1); vector signed int vs2 = vec_splat(vscales_03, 2); vector signed int vs3 = vec_splat(vscales_03, 3); vector signed int vs4 = vec_splat(vscales_47, 0); vector signed int vs5 = vec_splat(vscales_47, 1); vector signed int vs6 = vec_splat(vscales_47, 2); vector signed int vs7 = vec_splat(vscales_47, 3); vscales = vec_sld(vscales, vscales, 8); vsumi0 = vec_add(vec_mul(qv0, vs0), vsumi0); vsumi1 = vec_add(vec_mul(qv1, vs2), vsumi1); vsumi2 = vec_add(vec_mul(qv2, vs4), vsumi2); vsumi3 = vec_add(vec_mul(qv3, vs6), vsumi3); vsumi4 = vec_add(vec_mul(qv4, vs1), vsumi4); vsumi5 = vec_add(vec_mul(qv5, vs3), vsumi5); vsumi6 = vec_add(vec_mul(qv6, vs5), vsumi6); vsumi7 = vec_add(vec_mul(qv7, vs7), vsumi7); } vsumi0 = vec_add(vsumi0, vsumi4); vsumi1 = vec_add(vsumi1, vsumi5); vsumi2 = vec_add(vsumi2, vsumi6); vsumi3 = vec_add(vsumi3, vsumi7); vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = vec_extract(vsumf0, 0); #elif defined __loongarch_asx __m256 acc = (__m256)__lasx_xvldi(0); for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const uint8_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; const __m128i mins_and_scales128 = __lsx_vld((const __m128i*)x[i].scales, 0); const __m128i scales128 = __lsx_vandi_b(mins_and_scales128, 0xf); const __m256i mins = lasx_ext8_16(__lsx_vsrli_b(mins_and_scales128, 4)); const __m256i prod = lasx_madd_h(mins, __lasx_xvld((const __m256i*)y[i].bsums, 0)); acc = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(dmin), __lasx_xvffint_s_w(prod), acc); const v16i8 shuffle_mask = {0, 2, 4, 6, 8, 10, 12, 14, 1, 3, 5, 7, 9, 11, 13, 15}; const __m256i scales_shuffled = lasx_ext8_16(__lsx_vshuf_b(scales128, scales128, (__m128i)shuffle_mask)); __m256i sumi = __lasx_xvldi(0); for (int j = 0; j < QK_K/128; ++j) { const __m256i q2bits = __lasx_xvld((const __m256i*)q2, 0); q2 += 32; const __m256i q8_0 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_2 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_3 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q2_0 = __lasx_xvandi_b(q2bits, 3); const __m256i q2_1 = __lasx_xvandi_b(__lasx_xvsrli_b(q2bits, 2), 3); const __m256i q2_2 = __lasx_xvandi_b(__lasx_xvsrli_b(q2bits, 4), 3); const __m256i q2_3 = __lasx_xvsrli_b(q2bits, 6); __m256i p0 = lasx_madd_h_b(q2_0, q8_0); __m256i p1 = lasx_madd_h_b(q2_1, q8_1); __m256i p2 = lasx_madd_h_b(q2_2, q8_2); __m256i p3 = lasx_madd_h_b(q2_3, q8_3); p0 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 0), p0); p1 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 1), p1); p2 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 2), p2); p3 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 3), p3); p0 = __lasx_xvadd_w(p0, p1); p2 = __lasx_xvadd_w(p2, p3); sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p0, p2)); } acc = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(sumi), acc); } *s = hsum_float_8(acc); #else float sumf = 0; for (int i = 0; i < nb; ++i) { const uint8_t * q2 = x[i].qs; const int8_t * q8 = y[i].qs; const uint8_t * sc = x[i].scales; int summs = 0; for (int j = 0; j < 16; ++j) { summs += y[i].bsums[j] * (sc[j] >> 4); } const float dall = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); int isum = 0; int is = 0; int d; for (int k = 0; k < QK_K/128; ++k) { int shift = 0; for (int j = 0; j < 4; ++j) { d = sc[is++] & 0xF; int isuml = 0; for (int l = 0; l < 16; ++l) isuml += q8[l] * ((q2[l] >> shift) & 3); isum += d * isuml; d = sc[is++] & 0xF; isuml = 0; for (int l = 16; l < 32; ++l) isuml += q8[l] * ((q2[l] >> shift) & 3); isum += d * isuml; shift += 2; q8 += 32; } q2 += 32; } sumf += dall * isum - dmin * summs; } *s = sumf; #endif } void ggml_vec_dot_q3_K_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const uint32_t kmask1 = 0x03030303; const uint32_t kmask2 = 0x0f0f0f0f; const block_q3_K * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined(__ARM_FEATURE_SVE) uint32_t utmp[4]; const int8_t m32 = 32; const int vector_length = svcntb()*8; const svuint8_t m3b_sv = svdup_n_u8(0x3); const svint32_t vzero_sv = svdup_n_s32(0); const svuint8_t m0_sv = svdup_n_u8(1); const svuint8_t m1_sv = svlsl_n_u8_x(svptrue_b8(), m0_sv, 1); const svuint8_t m2_sv = svlsl_n_u8_x(svptrue_b8(), m0_sv, 2); const svuint8_t m3_sv = svlsl_n_u8_x(svptrue_b8(), m0_sv, 3); svbool_t pred_s32 = svnot_b_z (svptrue_b32(), svptrue_pat_b32(SV_VL4)); float sum = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict q3_sv = x[i].qs; const uint8_t * restrict qh_sv = x[i].hmask; const int8_t * restrict q8_sv = y[i].qs; // Set up scales uint32_t * aux = &x[i].scales; utmp[3] = ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4); utmp[2] = ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4); utmp[1] = (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4); utmp[0] = (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4); int8_t * scale = (int8_t *)utmp; for (int j = 0; j < 16; ++j) scale[j] -= m32; switch (vector_length) { case 128: { svuint8_t qhbits_sv_1 = svld1_u8(svptrue_b8(), qh_sv); svuint8_t qhbits_sv_2 = svld1_u8(svptrue_b8(), qh_sv+16); svuint8_t q3h_sv; svint32_t sumi1_1 = svdup_n_s32(0); svint8_t q3bytes_sv; for (int j = 0; j < QK_K/128; ++j) { const svuint8_t q3bits_sv = svld1_u8(svptrue_b8(), q3_sv); q3_sv += 16; const svuint8_t q3bits_sv_1 = svld1_u8(svptrue_b8(), q3_sv); q3_sv += 16; svint8_t q8bytes_1_sv_1 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16; svint8_t q8bytes_1_sv_2 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16; q3h_sv = svlsl_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m0_sv, qhbits_sv_1), 2); q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), q3bits_sv, m3b_sv)), svreinterpret_s8_u8(q3h_sv)); sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), svdup_n_s32((int32_t)scale[0])); q3h_sv = svlsl_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m0_sv, qhbits_sv_2), 2); q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), q3bits_sv_1, m3b_sv)), svreinterpret_s8_u8(q3h_sv)); sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), svdup_n_s32((int32_t)scale[1])); q8bytes_1_sv_1 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16; q8bytes_1_sv_2 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16; q3h_sv = svlsl_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m1_sv, qhbits_sv_1), 1); q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv, 2), m3b_sv)), svreinterpret_s8_u8(q3h_sv)); sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), svdup_n_s32((int32_t)scale[2])); q3h_sv = svlsl_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m1_sv, qhbits_sv_2), 1); q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv_1, 2), m3b_sv)), svreinterpret_s8_u8(q3h_sv)); sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), svdup_n_s32((int32_t)scale[3])); scale += 4; q8bytes_1_sv_1 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16; q8bytes_1_sv_2 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16; q3h_sv = svbic_u8_x(svptrue_b8(), m2_sv, qhbits_sv_1); q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv, 4), m3b_sv)), svreinterpret_s8_u8(q3h_sv)); sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), svdup_n_s32((int32_t)scale[0])); q3h_sv = svbic_u8_x(svptrue_b8(), m2_sv, qhbits_sv_2); q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv_1, 4), m3b_sv)), svreinterpret_s8_u8(q3h_sv)); sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), svdup_n_s32((int32_t)scale[1])); q8bytes_1_sv_1 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16; q8bytes_1_sv_2 = svld1_s8(svptrue_b8(), q8_sv); q8_sv += 16; q3h_sv = svlsr_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m3_sv, qhbits_sv_1), 1); q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv, 6), m3b_sv)), svreinterpret_s8_u8(q3h_sv)); sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), svdup_n_s32((int32_t)scale[2])); q3h_sv = svlsr_n_u8_x(svptrue_b8(), svbic_u8_x(svptrue_b8(), m3_sv, qhbits_sv_2), 1); q3bytes_sv = svsub_s8_x(svptrue_b8(), svreinterpret_s8_u8(svand_u8_m(svptrue_b8(), svlsr_n_u8_x(svptrue_b8(), q3bits_sv_1, 6), m3b_sv)), svreinterpret_s8_u8(q3h_sv)); sumi1_1 = svmla_s32_m(svptrue_b32(), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), svdup_n_s32((int32_t)scale[3])); if (j == 0) { qhbits_sv_1 = svlsr_n_u8_x(svptrue_b8(), qhbits_sv_1, 4); qhbits_sv_2 = svlsr_n_u8_x(svptrue_b8(), qhbits_sv_2, 4); } scale += 4; } sum += d * (svaddv_s32(svptrue_b32(), sumi1_1)); } break; case 256: case 512: { svuint8_t qhbits_sv = svld1_u8(svptrue_pat_b8(SV_VL32), qh_sv); svuint8_t q3h_sv; svint32_t sumi1_1 = svdup_n_s32(0); svint8_t q3bytes_sv; for (int j = 0; j < QK_K/128; ++j) { const svuint8_t q3bits_sv = svld1_u8(svptrue_pat_b8(SV_VL32), q3_sv); q3_sv += 32; svint8_t q8bytes_1_sv_1 = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32; svint8_t q8bytes_1_sv_2 = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32; q3h_sv = svlsl_n_u8_x(svptrue_pat_b8(SV_VL32), svbic_u8_x(svptrue_pat_b8(SV_VL32), m0_sv, qhbits_sv), 2); q3bytes_sv = svsub_s8_x(svptrue_pat_b8(SV_VL32), svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), q3bits_sv, m3b_sv)), svreinterpret_s8_u8(q3h_sv)); svint32_t scale_1 = svsel_s32(svptrue_pat_b32(SV_VL4), svdup_n_s32((int32_t)scale[0]), svdup_n_s32((int32_t)scale[1])); sumi1_1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), scale_1); q3h_sv = svlsl_n_u8_x(svptrue_pat_b8(SV_VL32), svbic_u8_x(svptrue_pat_b8(SV_VL32), m1_sv, qhbits_sv), 1); q3bytes_sv = svsub_s8_x(svptrue_pat_b8(SV_VL32), svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q3bits_sv, 2), m3b_sv)), svreinterpret_s8_u8(q3h_sv)); scale_1 = svsel_s32(svptrue_pat_b32(SV_VL4), svdup_n_s32((int32_t)scale[2]), svdup_n_s32((int32_t)scale[3])); sumi1_1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), scale_1); scale += 4; q8bytes_1_sv_1 = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32; q8bytes_1_sv_2 = svld1_s8(svptrue_pat_b8(SV_VL32), q8_sv); q8_sv += 32; q3h_sv = svbic_u8_x(svptrue_pat_b8(SV_VL32), m2_sv, qhbits_sv); q3bytes_sv = svsub_s8_x(svptrue_pat_b8(SV_VL32), svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q3bits_sv, 4), m3b_sv)), svreinterpret_s8_u8(q3h_sv)); scale_1 = svsel_s32(svptrue_pat_b32(SV_VL4), svdup_n_s32((int32_t)scale[0]), svdup_n_s32((int32_t)scale[1])); sumi1_1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_1), scale_1); q3h_sv = svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), svbic_u8_x(svptrue_pat_b8(SV_VL32), m3_sv, qhbits_sv), 1); q3bytes_sv = svsub_s8_x(svptrue_pat_b8(SV_VL32), svreinterpret_s8_u8(svand_u8_m(svptrue_pat_b8(SV_VL32), svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q3bits_sv, 6), m3b_sv)), svreinterpret_s8_u8(q3h_sv)); scale_1 = svsel_s32(svptrue_pat_b32(SV_VL4), svdup_n_s32((int32_t)scale[2]), svdup_n_s32((int32_t)scale[3])); sumi1_1 = svmla_s32_m(svptrue_pat_b32(SV_VL8), sumi1_1, svdot_s32(vzero_sv, q3bytes_sv, q8bytes_1_sv_2), scale_1); if (j == 0) { qhbits_sv = svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), qhbits_sv, 4); } scale += 4; } sum += d * (svaddv_s32(svptrue_pat_b32(SV_VL8), sumi1_1)); } break; default: assert(false && "Unsupported vector length"); break; } } *s = sum; #elif __ARM_NEON uint32_t aux[3]; uint32_t utmp[4]; const uint8x16_t m3b = vdupq_n_u8(0x3); const int32x4_t vzero = vdupq_n_s32(0); const uint8x16_t m0 = vdupq_n_u8(1); const uint8x16_t m1 = vshlq_n_u8(m0, 1); const uint8x16_t m2 = vshlq_n_u8(m0, 2); const uint8x16_t m3 = vshlq_n_u8(m0, 3); const int8_t m32 = 32; ggml_int8x16x4_t q3bytes; float sum = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict qh = x[i].hmask; const int8_t * restrict q8 = y[i].qs; ggml_uint8x16x2_t qhbits = ggml_vld1q_u8_x2(qh); ggml_uint8x16x4_t q3h; int32_t isum = 0; // Set up scales memcpy(aux, x[i].scales, 12); utmp[3] = ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4); utmp[2] = ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4); utmp[1] = (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4); utmp[0] = (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4); int8_t * scale = (int8_t *)utmp; for (int j = 0; j < 16; ++j) scale[j] -= m32; for (int j = 0; j < QK_K/128; ++j) { const ggml_uint8x16x2_t q3bits = ggml_vld1q_u8_x2(q3); q3 += 32; const ggml_int8x16x4_t q8bytes_1 = ggml_vld1q_s8_x4(q8); q8 += 64; const ggml_int8x16x4_t q8bytes_2 = ggml_vld1q_s8_x4(q8); q8 += 64; q3h.val[0] = vshlq_n_u8(vbicq_u8(m0, qhbits.val[0]), 2); q3h.val[1] = vshlq_n_u8(vbicq_u8(m0, qhbits.val[1]), 2); q3h.val[2] = vshlq_n_u8(vbicq_u8(m1, qhbits.val[0]), 1); q3h.val[3] = vshlq_n_u8(vbicq_u8(m1, qhbits.val[1]), 1); q3bytes.val[0] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(q3bits.val[0], m3b)), vreinterpretq_s8_u8(q3h.val[0])); q3bytes.val[1] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(q3bits.val[1], m3b)), vreinterpretq_s8_u8(q3h.val[1])); q3bytes.val[2] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[0], 2), m3b)), vreinterpretq_s8_u8(q3h.val[2])); q3bytes.val[3] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[1], 2), m3b)), vreinterpretq_s8_u8(q3h.val[3])); isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[0], q8bytes_1.val[0])) * scale[0]; isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[1], q8bytes_1.val[1])) * scale[1]; isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[2], q8bytes_1.val[2])) * scale[2]; isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[3], q8bytes_1.val[3])) * scale[3]; scale += 4; q3h.val[0] = vbicq_u8(m2, qhbits.val[0]); q3h.val[1] = vbicq_u8(m2, qhbits.val[1]); q3h.val[2] = vshrq_n_u8(vbicq_u8(m3, qhbits.val[0]), 1); q3h.val[3] = vshrq_n_u8(vbicq_u8(m3, qhbits.val[1]), 1); q3bytes.val[0] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[0], 4), m3b)), vreinterpretq_s8_u8(q3h.val[0])); q3bytes.val[1] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[1], 4), m3b)), vreinterpretq_s8_u8(q3h.val[1])); q3bytes.val[2] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[0], 6), m3b)), vreinterpretq_s8_u8(q3h.val[2])); q3bytes.val[3] = vsubq_s8(vreinterpretq_s8_u8(vandq_u8(vshrq_n_u8(q3bits.val[1], 6), m3b)), vreinterpretq_s8_u8(q3h.val[3])); isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[0], q8bytes_2.val[0])) * scale[0]; isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[1], q8bytes_2.val[1])) * scale[1]; isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[2], q8bytes_2.val[2])) * scale[2]; isum += vaddvq_s32(ggml_vdotq_s32(vzero, q3bytes.val[3], q8bytes_2.val[3])) * scale[3]; scale += 4; if (j == 0) { qhbits.val[0] = vshrq_n_u8(qhbits.val[0], 4); qhbits.val[1] = vshrq_n_u8(qhbits.val[1], 4); } } sum += d * isum; } *s = sum; #elif defined __AVX2__ const __m256i m3 = _mm256_set1_epi8(3); const __m256i mone = _mm256_set1_epi8(1); const __m128i m32 = _mm_set1_epi8(32); __m256 acc = _mm256_setzero_ps(); uint32_t aux[3]; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict q3 = x[i].qs; const int8_t * restrict q8 = y[i].qs; // Set up scales memcpy(aux, x[i].scales, 12); __m128i scales128 = _mm_set_epi32( ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4), ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4), (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4), (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4)); scales128 = _mm_sub_epi8(scales128, m32); const __m256i all_scales = _mm256_cvtepi8_epi16(scales128); const __m128i l_scales = _mm256_extracti128_si256(all_scales, 0); const __m128i h_scales = _mm256_extracti128_si256(all_scales, 1); const __m256i scales[2] = {MM256_SET_M128I(l_scales, l_scales), MM256_SET_M128I(h_scales, h_scales)}; // high bit const __m256i hbits = _mm256_loadu_si256((const __m256i*)x[i].hmask); // integer accumulator __m256i sumi = _mm256_setzero_si256(); int bit = 0; int is = 0; for (int j = 0; j < QK_K/128; ++j) { // load low 2 bits const __m256i q3bits = _mm256_loadu_si256((const __m256i*)q3); q3 += 32; // prepare low and high bits const __m256i q3l_0 = _mm256_and_si256(q3bits, m3); const __m256i q3h_0 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_andnot_si256(hbits, _mm256_slli_epi16(mone, bit)), bit), 2); ++bit; const __m256i q3l_1 = _mm256_and_si256(_mm256_srli_epi16(q3bits, 2), m3); const __m256i q3h_1 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_andnot_si256(hbits, _mm256_slli_epi16(mone, bit)), bit), 2); ++bit; const __m256i q3l_2 = _mm256_and_si256(_mm256_srli_epi16(q3bits, 4), m3); const __m256i q3h_2 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_andnot_si256(hbits, _mm256_slli_epi16(mone, bit)), bit), 2); ++bit; const __m256i q3l_3 = _mm256_and_si256(_mm256_srli_epi16(q3bits, 6), m3); const __m256i q3h_3 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_andnot_si256(hbits, _mm256_slli_epi16(mone, bit)), bit), 2); ++bit; // load Q8 quants const __m256i q8_0 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_3 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; // Dot product: we multiply the 2 low bits and 1 high bit part separately, so we can use _mm256_maddubs_epi16, // and then subtract. The high bit part has the 2 already subtracted (and so, it is zero if the high bit was not set, // and 2 if the high bit was set) __m256i q8s_0 = _mm256_maddubs_epi16(q3h_0, q8_0); __m256i q8s_1 = _mm256_maddubs_epi16(q3h_1, q8_1); __m256i q8s_2 = _mm256_maddubs_epi16(q3h_2, q8_2); __m256i q8s_3 = _mm256_maddubs_epi16(q3h_3, q8_3); __m256i p16_0 = _mm256_maddubs_epi16(q3l_0, q8_0); __m256i p16_1 = _mm256_maddubs_epi16(q3l_1, q8_1); __m256i p16_2 = _mm256_maddubs_epi16(q3l_2, q8_2); __m256i p16_3 = _mm256_maddubs_epi16(q3l_3, q8_3); p16_0 = _mm256_sub_epi16(p16_0, q8s_0); p16_1 = _mm256_sub_epi16(p16_1, q8s_1); p16_2 = _mm256_sub_epi16(p16_2, q8s_2); p16_3 = _mm256_sub_epi16(p16_3, q8s_3); // multiply with scales p16_0 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(is + 0)), p16_0); p16_1 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(is + 1)), p16_1); p16_2 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(is + 2)), p16_2); p16_3 = _mm256_madd_epi16(_mm256_shuffle_epi8(scales[j], get_scale_shuffle_q3k(is + 3)), p16_3); // accumulate p16_0 = _mm256_add_epi32(p16_0, p16_1); p16_2 = _mm256_add_epi32(p16_2, p16_3); sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p16_0, p16_2)); } // multiply with block scale and accumulate acc = _mm256_fmadd_ps(_mm256_broadcast_ss(&d), _mm256_cvtepi32_ps(sumi), acc); } *s = hsum_float_8(acc); #elif defined __AVX__ const __m128i m3 = _mm_set1_epi8(3); const __m128i mone = _mm_set1_epi8(1); const __m128i m32 = _mm_set1_epi8(32); const __m128i m2 = _mm_set1_epi8(2); __m256 acc = _mm256_setzero_ps(); const uint32_t *aux; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict q3 = x[i].qs; const int8_t * restrict q8 = y[i].qs; // Set up scales aux = (const uint32_t *)x[i].scales; __m128i scales128 = _mm_set_epi32( ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4), ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4), (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4), (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4)); scales128 = _mm_sub_epi8(scales128, m32); const __m128i scales_0 = _mm_cvtepi8_epi16(scales128); const __m128i scales_1 = _mm_cvtepi8_epi16(_mm_unpackhi_epi64(scales128, scales128)); const __m128i scales[2] = { scales_0, scales_1 }; // high bit *128*2 from block_q3_K.hmask[QK_K/8] const __m128i hbits_0 = _mm_loadu_si128((const __m128i*)&x[i].hmask[0]); const __m128i hbits_1 = _mm_loadu_si128((const __m128i*)&x[i].hmask[16]); // integer accumulator __m128i sumi_0 = _mm_setzero_si128(); __m128i sumi_1 = _mm_setzero_si128(); for (int j = 0; j < QK_K/128; ++j) { // load low 2 bits *64*2 from block_q3_K.qs[QK_K/4] const __m128i q3bits_0 = _mm_loadu_si128((const __m128i*)q3); q3 += 16; const __m128i q3bits_1 = _mm_loadu_si128((const __m128i*)q3); q3 += 16; // prepare low and high bits const int bit = j << 2; const __m128i q3l_0 = _mm_and_si128(q3bits_0, m3); const __m128i q3l_1 = _mm_and_si128(q3bits_1, m3); const __m128i q3h_0 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_0, _mm_slli_epi16(mone, bit)), bit), 2); const __m128i q3h_1 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_1, _mm_slli_epi16(mone, bit)), bit), 2); const __m128i q3l_2 = _mm_and_si128(_mm_srli_epi16(q3bits_0, 2), m3); const __m128i q3l_3 = _mm_and_si128(_mm_srli_epi16(q3bits_1, 2), m3); const __m128i q3h_2 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_0, _mm_slli_epi16(mone, bit+1)), bit+1), 2); const __m128i q3h_3 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_1, _mm_slli_epi16(mone, bit+1)), bit+1), 2); const __m128i q3l_4 = _mm_and_si128(_mm_srli_epi16(q3bits_0, 4), m3); const __m128i q3l_5 = _mm_and_si128(_mm_srli_epi16(q3bits_1, 4), m3); const __m128i q3h_4 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_0, _mm_slli_epi16(mone, bit+2)), bit+2), 2); const __m128i q3h_5 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_1, _mm_slli_epi16(mone, bit+2)), bit+2), 2); const __m128i q3l_6 = _mm_and_si128(_mm_srli_epi16(q3bits_0, 6), m3); const __m128i q3l_7 = _mm_and_si128(_mm_srli_epi16(q3bits_1, 6), m3); const __m128i q3h_6 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_0, _mm_slli_epi16(mone, bit+3)), bit+3), 2); const __m128i q3h_7 = _mm_slli_epi16(_mm_srli_epi16(_mm_andnot_si128(hbits_1, _mm_slli_epi16(mone, bit+3)), bit+3), 2); // load Q8 quants from block_q8_K.qs[QK_K] const __m128i q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_2 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_3 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_4 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_5 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_6 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_7 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; // Dot product: we multiply the 2 low bits and 1 high bit part separately, so we can use _mm256_maddubs_epi16, // and then subtract. The high bit part has the 2 already subtracted (and so, it is zero if the high bit was not set, // and 2 if the high bit was set) __m128i q8s_0 = _mm_maddubs_epi16(q3h_0, q8_0); __m128i q8s_1 = _mm_maddubs_epi16(q3h_1, q8_1); __m128i q8s_2 = _mm_maddubs_epi16(q3h_2, q8_2); __m128i q8s_3 = _mm_maddubs_epi16(q3h_3, q8_3); __m128i q8s_4 = _mm_maddubs_epi16(q3h_4, q8_4); __m128i q8s_5 = _mm_maddubs_epi16(q3h_5, q8_5); __m128i q8s_6 = _mm_maddubs_epi16(q3h_6, q8_6); __m128i q8s_7 = _mm_maddubs_epi16(q3h_7, q8_7); __m128i p16_0 = _mm_maddubs_epi16(q3l_0, q8_0); __m128i p16_1 = _mm_maddubs_epi16(q3l_1, q8_1); __m128i p16_2 = _mm_maddubs_epi16(q3l_2, q8_2); __m128i p16_3 = _mm_maddubs_epi16(q3l_3, q8_3); __m128i p16_4 = _mm_maddubs_epi16(q3l_4, q8_4); __m128i p16_5 = _mm_maddubs_epi16(q3l_5, q8_5); __m128i p16_6 = _mm_maddubs_epi16(q3l_6, q8_6); __m128i p16_7 = _mm_maddubs_epi16(q3l_7, q8_7); p16_0 = _mm_sub_epi16(p16_0, q8s_0); p16_1 = _mm_sub_epi16(p16_1, q8s_1); p16_2 = _mm_sub_epi16(p16_2, q8s_2); p16_3 = _mm_sub_epi16(p16_3, q8s_3); p16_4 = _mm_sub_epi16(p16_4, q8s_4); p16_5 = _mm_sub_epi16(p16_5, q8s_5); p16_6 = _mm_sub_epi16(p16_6, q8s_6); p16_7 = _mm_sub_epi16(p16_7, q8s_7); // multiply with scales __m128i shuffle = _mm_set1_epi16(0x0100); p16_0 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_0); shuffle = _mm_add_epi16(shuffle, m2); p16_1 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_1); shuffle = _mm_add_epi16(shuffle, m2); p16_2 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_2); shuffle = _mm_add_epi16(shuffle, m2); p16_3 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_3); shuffle = _mm_add_epi16(shuffle, m2); p16_4 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_4); shuffle = _mm_add_epi16(shuffle, m2); p16_5 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_5); shuffle = _mm_add_epi16(shuffle, m2); p16_6 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_6); shuffle = _mm_add_epi16(shuffle, m2); p16_7 = _mm_madd_epi16(_mm_shuffle_epi8(scales[j], shuffle), p16_7); // accumulate p16_0 = _mm_add_epi32(p16_0, p16_1); p16_2 = _mm_add_epi32(p16_2, p16_3); p16_4 = _mm_add_epi32(p16_4, p16_5); p16_6 = _mm_add_epi32(p16_6, p16_7); sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p16_0, p16_2)); sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p16_4, p16_6)); } // multiply with block scale and accumulate __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0); acc = _mm256_add_ps(_mm256_mul_ps(_mm256_broadcast_ss(&d), _mm256_cvtepi32_ps(sumi)), acc); } *s = hsum_float_8(acc); #elif defined __wasm_simd128__ int8_t aux8[QK_K]; float sums[8] = {0}; uint32_t auxs[4]; float sumf = 0; for (int i = 0; i < nb; ++i) { const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict hm = x[i].hmask; const int8_t * restrict q8 = y[i].qs; // Process blocks with SIMD int8_t * a = aux8; uint8_t m = 1; for (int j = 0; j < QK_K; j += 128) { for (int shift = 0; shift <= 6; shift += 2) { v128_t v_m = wasm_i8x16_splat(m); for (int l = 0; l < 32; l += 16) { v128_t v_q3 = wasm_v128_load(q3 + l); v128_t v_shift = wasm_i8x16_shr(v_q3, shift); v128_t v_low2 = wasm_v128_and(v_shift, wasm_i8x16_splat(0x03)); v128_t v_hm = wasm_v128_load(hm + l); v128_t v_mask = wasm_v128_and(v_hm, v_m); v_mask = wasm_i8x16_ne(v_mask, wasm_i8x16_splat(0)); v_low2 = wasm_i8x16_sub(v_low2, wasm_v128_and(wasm_i8x16_splat(4), wasm_v128_not(v_mask))); wasm_v128_store(a + l, v_low2); } a += 32; m <<= 1; } q3 += 32; } // Extract scales memcpy(auxs, x[i].scales, 12); uint32_t tmp = auxs[2]; auxs[2] = ((auxs[0] >> 4) & kmask2) | (((tmp >> 4) & kmask1) << 4); auxs[3] = ((auxs[1] >> 4) & kmask2) | (((tmp >> 6) & kmask1) << 4); auxs[0] = (auxs[0] & kmask2) | (((tmp >> 0) & kmask1) << 4); auxs[1] = (auxs[1] & kmask2) | (((tmp >> 2) & kmask1) << 4); const int8_t * scales = (const int8_t *)auxs; // SIMD dot product with register accumulators v128_t v_acc0 = wasm_i32x4_splat(0); v128_t v_acc1 = wasm_i32x4_splat(0); a = aux8; for (int j = 0; j < QK_K/16; ++j) { const v128_t v_scale = wasm_i16x8_splat(scales[j] - 32); // Process 16 elements per iteration for (int k = 0; k < 2; ++k) { const v128_t v_q8 = wasm_i16x8_load8x8(q8); const v128_t v_a = wasm_i16x8_load8x8(a); v128_t v_prod = wasm_i16x8_mul(v_q8, v_a); v_prod = wasm_i16x8_mul(v_prod, v_scale); v_acc0 = wasm_i32x4_add(v_acc0, wasm_i32x4_extend_low_i16x8(v_prod)); v_acc1 = wasm_i32x4_add(v_acc1, wasm_i32x4_extend_high_i16x8(v_prod)); q8 += 8; a += 8; } } // Accumulate results const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const v128_t v_d = wasm_f32x4_splat(d); v128_t v_sum = wasm_f32x4_add( wasm_f32x4_mul(wasm_f32x4_convert_i32x4(v_acc0), v_d), wasm_f32x4_mul(wasm_f32x4_convert_i32x4(v_acc1), v_d) ); // Accumulate into sums vector wasm_v128_store(sums, wasm_f32x4_add(wasm_v128_load(sums), v_sum)); } // Horizontal sum v128_t v_sum = wasm_f32x4_add(wasm_v128_load(sums), wasm_v128_load(sums + 4)); sumf = wasm_f32x4_extract_lane(v_sum, 0) + wasm_f32x4_extract_lane(v_sum, 1) + wasm_f32x4_extract_lane(v_sum, 2) + wasm_f32x4_extract_lane(v_sum, 3); *s = sumf; #elif defined __riscv_v_intrinsic uint32_t aux[3]; uint32_t utmp[4]; float sumf = 0; for (int i = 0; i < nb; ++i) { const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict qh = x[i].hmask; const int8_t * restrict q8 = y[i].qs; memcpy(aux, x[i].scales, 12); utmp[3] = ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4); utmp[2] = ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4); utmp[1] = (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4); utmp[0] = (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4); int8_t * scale = (int8_t *)utmp; for (int j = 0; j < 16; ++j) scale[j] -= 32; size_t vl = 32; uint8_t m = 1; vint32m1_t vzero = __riscv_vmv_v_x_i32m1(0, 1); vuint8m1_t vqh = __riscv_vle8_v_u8m1(qh, vl); int sum_t = 0; for (int j = 0; j < QK_K; j += 128) { vl = 32; // load Q3 vuint8m1_t q3_x = __riscv_vle8_v_u8m1(q3, vl); vint8m1_t q3_0 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(q3_x, 0x03, vl)); vint8m1_t q3_1 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q3_x, 0x2, vl), 0x03 , vl)); vint8m1_t q3_2 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q3_x, 0x4, vl), 0x03 , vl)); vint8m1_t q3_3 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(q3_x, 0x6, vl), 0x03 , vl)); // compute mask for subtraction vuint8m1_t qh_m0 = __riscv_vand_vx_u8m1(vqh, m, vl); vbool8_t vmask_0 = __riscv_vmseq_vx_u8m1_b8(qh_m0, 0, vl); vint8m1_t q3_m0 = __riscv_vsub_vx_i8m1_mu(vmask_0, q3_0, q3_0, 0x4, vl); m <<= 1; vuint8m1_t qh_m1 = __riscv_vand_vx_u8m1(vqh, m, vl); vbool8_t vmask_1 = __riscv_vmseq_vx_u8m1_b8(qh_m1, 0, vl); vint8m1_t q3_m1 = __riscv_vsub_vx_i8m1_mu(vmask_1, q3_1, q3_1, 0x4, vl); m <<= 1; vuint8m1_t qh_m2 = __riscv_vand_vx_u8m1(vqh, m, vl); vbool8_t vmask_2 = __riscv_vmseq_vx_u8m1_b8(qh_m2, 0, vl); vint8m1_t q3_m2 = __riscv_vsub_vx_i8m1_mu(vmask_2, q3_2, q3_2, 0x4, vl); m <<= 1; vuint8m1_t qh_m3 = __riscv_vand_vx_u8m1(vqh, m, vl); vbool8_t vmask_3 = __riscv_vmseq_vx_u8m1_b8(qh_m3, 0, vl); vint8m1_t q3_m3 = __riscv_vsub_vx_i8m1_mu(vmask_3, q3_3, q3_3, 0x4, vl); m <<= 1; // load Q8 and take product with Q3 vint16m2_t a0 = __riscv_vwmul_vv_i16m2(q3_m0, __riscv_vle8_v_i8m1(q8, vl), vl); vint16m2_t a1 = __riscv_vwmul_vv_i16m2(q3_m1, __riscv_vle8_v_i8m1(q8+32, vl), vl); vint16m2_t a2 = __riscv_vwmul_vv_i16m2(q3_m2, __riscv_vle8_v_i8m1(q8+64, vl), vl); vint16m2_t a3 = __riscv_vwmul_vv_i16m2(q3_m3, __riscv_vle8_v_i8m1(q8+96, vl), vl); vl = 16; // retrieve lane to multiply with scale vint32m2_t aux0_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a0, 0), (scale[0]), vl); vint32m2_t aux0_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a0, 1), (scale[1]), vl); vint32m2_t aux1_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a1, 0), (scale[2]), vl); vint32m2_t aux1_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a1, 1), (scale[3]), vl); vint32m2_t aux2_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a2, 0), (scale[4]), vl); vint32m2_t aux2_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a2, 1), (scale[5]), vl); vint32m2_t aux3_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a3, 0), (scale[6]), vl); vint32m2_t aux3_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(a3, 1), (scale[7]), vl); vint32m1_t isum0 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(aux0_0, aux0_1, vl), vzero, vl); vint32m1_t isum1 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(aux1_0, aux1_1, vl), isum0, vl); vint32m1_t isum2 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(aux2_0, aux2_1, vl), isum1, vl); vint32m1_t isum3 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(aux3_0, aux3_1, vl), isum2, vl); sum_t += __riscv_vmv_x_s_i32m1_i32(isum3); q3 += 32; q8 += 128; scale += 8; } const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; sumf += d*sum_t; } *s = sumf; #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0x3); const vector signed char lowMask1 = vec_splats((int8_t)0xf); const vector signed char lowMask2 = vec_splats((int8_t)0x30); const vector int v0 = vec_splats((int32_t)0); const vector signed char v1 = vec_splats((signed char)0x1); const vector unsigned char v2 = vec_splats((unsigned char)0x2); const vector unsigned char v3 = vec_splats((unsigned char)0x3); const vector unsigned char v4 = vec_splats((unsigned char)0x4); const vector unsigned char v6 = vec_splats((unsigned char)0x6); const vector signed char off = vec_splats((signed char)0x20); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); UNUSED(kmask1); UNUSED(kmask2); vector signed char u0 = (vector signed char)vec_xl_len(x[i].scales, 8); vector signed char u1 = vec_and(u0, lowMask1); vector signed char u2 = (vector signed char)vec_xl_len(x[i].scales + 8, 4); vector signed char u3 = (vector signed char)vec_mergeh((vector signed int)u2, (vector signed int)vec_sr(u2, v2)); vector signed char u30 = vec_sl(vec_and(u3, lowMask), v4); vector signed char u31 = vec_and(u3, lowMask2); u1 = vec_or(u1, u30); u2 = vec_or(vec_sr(u0, v4), u31); vector signed char vscales = (vector signed char)vec_mergeh((vector signed long long)u1, (vector signed long long)u2); vector signed char qxhs0 = (vector signed char)vec_xl( 0, x[i].hmask); vector signed char qxhs1 = (vector signed char)vec_xl(16, x[i].hmask); vscales = vec_sub(vscales, off); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; vector signed int vsumi4 = v0; vector signed int vsumi5 = v0; vector signed int vsumi6 = v0; vector signed int vsumi7 = v0; const uint8_t * restrict q3 = x[i].qs; const int8_t * restrict q8 = y[i].qs; for (int j = 0; j < QK_K/128; ++j) { __builtin_prefetch(q3, 0, 1); __builtin_prefetch(q8, 0, 1); vector signed char qxs0 = (vector signed char)vec_xl( 0, q3); vector signed char qxs1 = (vector signed char)vec_xl(16, q3); q3 += 32; //the low 2 bits vector signed char qxs00 = vec_and(qxs0, lowMask); vector signed char qxs01 = vec_and(vec_sr(qxs0, v2), lowMask); vector signed char qxs02 = vec_and(vec_sr(qxs0, v4), lowMask); vector signed char qxs03 = vec_and(vec_sr(qxs0, v6), lowMask); vector signed char qxs10 = vec_and(qxs1, lowMask); vector signed char qxs11 = vec_and(vec_sr(qxs1, v2), lowMask); vector signed char qxs12 = vec_and(vec_sr(qxs1, v4), lowMask); vector signed char qxs13 = vec_and(vec_sr(qxs1, v6), lowMask); //the 3rd bit vector signed char qxh00 = vec_sl(vec_andc(v1, qxhs0), v2); vector signed char qxh01 = vec_sl(vec_andc(v1, vec_sr(qxhs0, (vector unsigned char)v1)), v2); vector signed char qxh02 = vec_sl(vec_andc(v1, vec_sr(qxhs0, v2)), v2); vector signed char qxh03 = vec_sl(vec_andc(v1, vec_sr(qxhs0, v3)), v2); vector signed char qxh10 = vec_sl(vec_andc(v1, qxhs1), v2); vector signed char qxh11 = vec_sl(vec_andc(v1, vec_sr(qxhs1, (vector unsigned char)v1)), v2); vector signed char qxh12 = vec_sl(vec_andc(v1, vec_sr(qxhs1, v2)), v2); vector signed char qxh13 = vec_sl(vec_andc(v1, vec_sr(qxhs1, v3)), v2); qxhs0 = vec_sr(qxhs0, v4); qxhs1 = vec_sr(qxhs1, v4); vector signed char q3x00 = vec_sub(qxs00, qxh00); vector signed char q3x01 = vec_sub(qxs01, qxh01); vector signed char q3x02 = vec_sub(qxs02, qxh02); vector signed char q3x03 = vec_sub(qxs03, qxh03); vector signed char q3x10 = vec_sub(qxs10, qxh10); vector signed char q3x11 = vec_sub(qxs11, qxh11); vector signed char q3x12 = vec_sub(qxs12, qxh12); vector signed char q3x13 = vec_sub(qxs13, qxh13); vector signed char q8y00 = vec_xl( 0, q8); vector signed char q8y10 = vec_xl( 16, q8); vector signed char q8y01 = vec_xl( 32, q8); vector signed char q8y11 = vec_xl( 48, q8); vector signed char q8y02 = vec_xl( 64, q8); vector signed char q8y12 = vec_xl( 80, q8); vector signed char q8y03 = vec_xl( 96, q8); vector signed char q8y13 = vec_xl(112, q8); q8 += 128; vector signed short vscales_h = vec_unpackh(vscales); vector signed short vs0 = vec_splat(vscales_h, 0); vector signed short vs1 = vec_splat(vscales_h, 1); vector signed short vs2 = vec_splat(vscales_h, 2); vector signed short vs3 = vec_splat(vscales_h, 3); vector signed short vs4 = vec_splat(vscales_h, 4); vector signed short vs5 = vec_splat(vscales_h, 5); vector signed short vs6 = vec_splat(vscales_h, 6); vector signed short vs7 = vec_splat(vscales_h, 7); vscales = vec_sld(vscales, vscales, 8); vector signed short qv00 = vec_add(vec_mule(q3x00, q8y00), vec_mulo(q3x00, q8y00)); vector signed short qv01 = vec_add(vec_mule(q3x01, q8y01), vec_mulo(q3x01, q8y01)); vector signed short qv02 = vec_add(vec_mule(q3x02, q8y02), vec_mulo(q3x02, q8y02)); vector signed short qv03 = vec_add(vec_mule(q3x03, q8y03), vec_mulo(q3x03, q8y03)); vector signed short qv10 = vec_add(vec_mule(q3x10, q8y10), vec_mulo(q3x10, q8y10)); vector signed short qv11 = vec_add(vec_mule(q3x11, q8y11), vec_mulo(q3x11, q8y11)); vector signed short qv12 = vec_add(vec_mule(q3x12, q8y12), vec_mulo(q3x12, q8y12)); vector signed short qv13 = vec_add(vec_mule(q3x13, q8y13), vec_mulo(q3x13, q8y13)); vsumi0 = vec_msum(qv00, vs0, vsumi0); vsumi1 = vec_msum(qv01, vs2, vsumi1); vsumi2 = vec_msum(qv02, vs4, vsumi2); vsumi3 = vec_msum(qv03, vs6, vsumi3); vsumi4 = vec_msum(qv10, vs1, vsumi4); vsumi5 = vec_msum(qv11, vs3, vsumi5); vsumi6 = vec_msum(qv12, vs5, vsumi6); vsumi7 = vec_msum(qv13, vs7, vsumi7); } vsumi0 = vec_add(vsumi0, vsumi4); vsumi1 = vec_add(vsumi1, vsumi5); vsumi2 = vec_add(vsumi2, vsumi6); vsumi3 = vec_add(vsumi3, vsumi7); vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = vec_extract(vsumf0, 0); #elif defined __loongarch_asx const __m128i m32 = __lsx_vreplgr2vr_b(32); __m256 acc = (__m256)__lasx_xvldi(0); uint32_t aux[3]; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict q3 = x[i].qs; const int8_t * restrict q8 = y[i].qs; // Set up scales memcpy(aux, x[i].scales, 12); __m128i scales128 = lsx_set_w( ((aux[1] >> 4) & kmask2) | (((aux[2] >> 6) & kmask1) << 4), ((aux[0] >> 4) & kmask2) | (((aux[2] >> 4) & kmask1) << 4), (aux[1] & kmask2) | (((aux[2] >> 2) & kmask1) << 4), (aux[0] & kmask2) | (((aux[2] >> 0) & kmask1) << 4)); scales128 = __lsx_vsub_b(scales128, m32); const v16i8 shuffle_mask = {0, 2, 4, 6, 8, 10, 12, 14, 1, 3, 5, 7, 9, 11, 13, 15}; const __m256i scales_shuffled = lasx_ext8_16(__lsx_vshuf_b(scales128, scales128, (__m128i)shuffle_mask)); // high bit const __m256i hbits = __lasx_xvld((const __m256i*)x[i].hmask, 0); // integer accumulator __m256i sumi = __lasx_xvldi(0); for (int j = 0; j < QK_K/128; ++j) { // load low 2 bits const __m256i q3bits = __lasx_xvld((const __m256i*)q3, 0); q3 += 32; // prepare low and high bits const __m256i q3l_0 = __lasx_xvandi_b(q3bits, 3); const __m256i q3l_1 = __lasx_xvandi_b(__lasx_xvsrli_b(q3bits, 2), 3); const __m256i q3l_2 = __lasx_xvandi_b(__lasx_xvsrli_b(q3bits, 4), 3); const __m256i q3l_3 = __lasx_xvsrli_b(q3bits, 6); const __m256i q3h_0 = __lasx_xvslli_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 4 * j + 0), 0), 2); const __m256i q3h_1 = __lasx_xvslli_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 4 * j + 1), 0), 2); const __m256i q3h_2 = __lasx_xvslli_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 4 * j + 2), 0), 2); const __m256i q3h_3 = __lasx_xvslli_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 4 * j + 3), 0), 2); const __m256i q3_0 = __lasx_xvor_v(q3h_0, q3l_0); const __m256i q3_1 = __lasx_xvor_v(q3h_1, q3l_1); const __m256i q3_2 = __lasx_xvor_v(q3h_2, q3l_2); const __m256i q3_3 = __lasx_xvor_v(q3h_3, q3l_3); // load Q8 quants const __m256i q8_0 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_2 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_3 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; __m256i p16_0 = lasx_madd_h_b(q8_0, q3_0); __m256i p16_1 = lasx_madd_h_b(q8_1, q3_1); __m256i p16_2 = lasx_madd_h_b(q8_2, q3_2); __m256i p16_3 = lasx_madd_h_b(q8_3, q3_3); // multiply with scales p16_0 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 0), p16_0); p16_1 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 1), p16_1); p16_2 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 2), p16_2); p16_3 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 3), p16_3); // accumulate p16_0 = __lasx_xvadd_w(p16_0, p16_1); p16_2 = __lasx_xvadd_w(p16_2, p16_3); sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p16_0, p16_2)); } // multiply with block scale and accumulate acc = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(sumi), acc); } *s = hsum_float_8(acc); #else // scalar version // This function is written like this so the compiler can manage to vectorize most of it // Using -Ofast, GCC and clang manage to produce code that is within a factor of 2 or so from the // manually vectorized version above. Every other version I tried would run at least 4 times slower. // The ideal situation would be if we could just write the code once, and the compiler would // automatically produce the best possible set of machine instructions, instead of us having to manually // write vectorized versions for AVX, ARM_NEON, etc. int8_t aux8[QK_K]; int16_t aux16[8]; float sums [8]; int32_t aux32[8]; memset(sums, 0, 8*sizeof(float)); uint32_t auxs[4]; const int8_t * scales = (const int8_t*)auxs; float sumf = 0; for (int i = 0; i < nb; ++i) { const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict hm = x[i].hmask; const int8_t * restrict q8 = y[i].qs; memset(aux32, 0, 8*sizeof(int32_t)); int8_t * restrict a = aux8; uint8_t m = 1; for (int j = 0; j < QK_K; j += 128) { for (int l = 0; l < 32; ++l) a[l] = q3[l] & 3; for (int l = 0; l < 32; ++l) a[l] -= (hm[l] & m ? 0 : 4); a += 32; m <<= 1; for (int l = 0; l < 32; ++l) a[l] = (q3[l] >> 2) & 3; for (int l = 0; l < 32; ++l) a[l] -= (hm[l] & m ? 0 : 4); a += 32; m <<= 1; for (int l = 0; l < 32; ++l) a[l] = (q3[l] >> 4) & 3; for (int l = 0; l < 32; ++l) a[l] -= (hm[l] & m ? 0 : 4); a += 32; m <<= 1; for (int l = 0; l < 32; ++l) a[l] = (q3[l] >> 6) & 3; for (int l = 0; l < 32; ++l) a[l] -= (hm[l] & m ? 0 : 4); a += 32; m <<= 1; q3 += 32; } a = aux8; memcpy(auxs, x[i].scales, 12); uint32_t tmp = auxs[2]; auxs[2] = ((auxs[0] >> 4) & kmask2) | (((tmp >> 4) & kmask1) << 4); auxs[3] = ((auxs[1] >> 4) & kmask2) | (((tmp >> 6) & kmask1) << 4); auxs[0] = (auxs[0] & kmask2) | (((tmp >> 0) & kmask1) << 4); auxs[1] = (auxs[1] & kmask2) | (((tmp >> 2) & kmask1) << 4); for (int j = 0; j < QK_K/16; ++j) { for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += (scales[j] - 32) * aux16[l]; q8 += 8; a += 8; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += (scales[j] - 32) * aux16[l]; q8 += 8; a += 8; } const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; for (int l = 0; l < 8; ++l) sums[l] += d * aux32[l]; } for (int l = 0; l < 8; ++l) sumf += sums[l]; *s = sumf; #endif } void ggml_vec_dot_q4_K_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_q4_K * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; static const uint32_t kmask1 = 0x3f3f3f3f; static const uint32_t kmask2 = 0x0f0f0f0f; static const uint32_t kmask3 = 0x03030303; uint32_t utmp[4]; #ifdef __ARM_FEATURE_SVE float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const int16x8_t q8sums = vpaddq_s16(vld1q_s16(y[i].bsums), vld1q_s16(y[i].bsums + 8)); memcpy(utmp, x[i].scales, K_SCALE_SIZE); uint32x2_t mins8 = { 0 }; mins8 = vset_lane_u32(utmp[1] & kmask1, mins8, 0); mins8 = vset_lane_u32(((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4), mins8, 1); utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[0] &= kmask1; const int16x8_t mins = vreinterpretq_s16_u16(vmovl_u8(vreinterpret_u8_u32(mins8))); const int32x4_t prod = vaddq_s32(vmull_s16(vget_low_s16 (q8sums), vget_low_s16 (mins)), vmull_s16(vget_high_s16(q8sums), vget_high_s16(mins))); sumf -= dmin * vaddvq_s32(prod); const uint8_t * scales = (const uint8_t *)utmp; const uint8_t * restrict q4 = x[i].qs; const int8_t * restrict q8 = y[i].qs; const int vector_length = ggml_cpu_get_sve_cnt()*8; const svuint8_t m4b = svdup_n_u8(0xf); const svint32_t mzero = svdup_n_s32(0); svint32_t sumi1 = svdup_n_s32(0); svint32_t sumi1_1 = svdup_n_s32(0); svint32_t sumi1_2 = svdup_n_s32(0); svint32_t sumi2 = svdup_n_s32(0); svint32_t sumi2_1 = svdup_n_s32(0); svint32_t sumi2_2 = svdup_n_s32(0); switch (vector_length) { case 128: { for (int j = 0; j < QK_K/64; ++j) { svint8_t q4bytes = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svld1_u8(svptrue_b8(), q4), m4b)); svint8_t q8bytes = svld1_s8(svptrue_b8(), q8); q8 += 16; sumi1_1 = svmla_n_s32_x(svptrue_b32(), sumi1_1, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+0]); q4bytes = svreinterpret_s8_u8(svand_u8_x(svptrue_b8(), svld1_u8(svptrue_b8(), q4+16), m4b)); q8bytes = svld1_s8(svptrue_b8(), q8); q8 += 16; sumi1_2 = svmla_n_s32_x(svptrue_b32(), sumi1_2, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+0]); q4bytes = svreinterpret_s8_u8(svlsr_n_u8_x(svptrue_b8(), svld1_u8(svptrue_b8(), q4), 4)); q8bytes = svld1_s8(svptrue_b8(), q8); q8 += 16; sumi2_1 = svmla_n_s32_x(svptrue_b32(), sumi2_1, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+1]); q4bytes = svreinterpret_s8_u8(svlsr_n_u8_x(svptrue_b8(), svld1_u8(svptrue_b8(), q4+16), 4)); q8bytes = svld1_s8(svptrue_b8(), q8); q8 += 16; sumi2_2 = svmla_n_s32_x(svptrue_b32(), sumi2_2, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+1]); q4 += 32; } sumi1 = svadd_s32_x(svptrue_b32(), sumi1_1, sumi1_2); sumi2 = svadd_s32_x(svptrue_b32(), sumi2_1, sumi2_2); sumf += d * (svaddv_s32(svptrue_b32(), svadd_s32_x(svptrue_b32(), sumi1, sumi2))); } break; case 256: case 512: { for (int j = 0; j < QK_K/64; ++j) { const svuint8_t q4bits = svld1_u8(svptrue_pat_b8(SV_VL32), q4); q4 += 32; svint8_t q4bytes = svreinterpret_s8_u8(svand_u8_x(svptrue_pat_b8(SV_VL32), q4bits, m4b)); svint8_t q8bytes = svld1_s8(svptrue_pat_b8(SV_VL32), q8); q8 += 32; sumi1 = svmla_n_s32_x(svptrue_pat_b32(SV_VL8), sumi1, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+0]); q4bytes = svreinterpret_s8_u8(svlsr_n_u8_x(svptrue_pat_b8(SV_VL32), q4bits, 4)); q8bytes = svld1_s8(svptrue_pat_b8(SV_VL32), q8); q8 += 32; sumi2 = svmla_n_s32_x(svptrue_pat_b32(SV_VL8), sumi2, svdot_s32(mzero, q4bytes, q8bytes), scales[2*j+1]); } sumf += d * (svaddv_s32(svptrue_pat_b32(SV_VL8), svadd_s32_x(svptrue_pat_b32(SV_VL8), sumi1, sumi2))); } break; default: assert(false && "Unsupported vector length"); break; } } *s = sumf; #elif defined __ARM_NEON const uint8x16_t m4b = vdupq_n_u8(0xf); const int32x4_t mzero = vdupq_n_s32(0); ggml_int8x16x2_t q4bytes; ggml_int8x16x2_t q8bytes; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const int16x8_t q8sums = vpaddq_s16(vld1q_s16(y[i].bsums), vld1q_s16(y[i].bsums + 8)); memcpy(utmp, x[i].scales, 12); uint32x2_t mins8 = { 0 }; mins8 = vset_lane_u32(utmp[1] & kmask1, mins8, 0); mins8 = vset_lane_u32(((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4), mins8, 1); utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[0] &= kmask1; const int16x8_t mins = vreinterpretq_s16_u16(vmovl_u8(vreinterpret_u8_u32(mins8))); const int32x4_t prod = vaddq_s32(vmull_s16(vget_low_s16 (q8sums), vget_low_s16 (mins)), vmull_s16(vget_high_s16(q8sums), vget_high_s16(mins))); sumf -= dmin * vaddvq_s32(prod); const uint8_t * scales = (const uint8_t *)utmp; const uint8_t * restrict q4 = x[i].qs; const int8_t * restrict q8 = y[i].qs; int32_t sumi1 = 0; int32_t sumi2 = 0; for (int j = 0; j < QK_K/64; ++j) { const ggml_uint8x16x2_t q4bits = ggml_vld1q_u8_x2(q4); q4 += 32; q8bytes = ggml_vld1q_s8_x2(q8); q8 += 32; q4bytes.val[0] = vreinterpretq_s8_u8(vandq_u8 (q4bits.val[0], m4b)); q4bytes.val[1] = vreinterpretq_s8_u8(vandq_u8 (q4bits.val[1], m4b)); const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(mzero, q4bytes.val[0], q8bytes.val[0]), q4bytes.val[1], q8bytes.val[1]); sumi1 += vaddvq_s32(p1) * scales[2*j+0]; q8bytes = ggml_vld1q_s8_x2(q8); q8 += 32; q4bytes.val[0] = vreinterpretq_s8_u8(vshrq_n_u8(q4bits.val[0], 4)); q4bytes.val[1] = vreinterpretq_s8_u8(vshrq_n_u8(q4bits.val[1], 4)); const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(mzero, q4bytes.val[0], q8bytes.val[0]), q4bytes.val[1], q8bytes.val[1]); sumi2 += vaddvq_s32(p2) * scales[2*j+1]; } sumf += d * (sumi1 + sumi2); } *s = sumf; #elif defined __wasm_simd128__ const uint8_t * scales = (const uint8_t*)&utmp[0]; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); // Corrected sign const uint8_t * restrict q4 = x[i].qs; const int8_t * restrict q8 = y[i].qs; // Process scales and mins memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; // Sum mins * q8sums int32_t sumi = 0; const int16_t * restrict q8sums = y[i].bsums; const uint8_t * m = (const uint8_t *)&utmp[2]; for (int j = 0; j < 16; j += 2) { sumi += (q8sums[j] + q8sums[j+1]) * m[j/2]; } sumf -= dmin * sumi; int32_t sumi1 = 0; int32_t sumi2 = 0; for (int j = 0; j < QK_K/64; ++j) { // Load 64 4-bit weights (32 bytes) const v128_t q4x0 = wasm_v128_load(q4); const v128_t q4x1 = wasm_v128_load(q4 + 16); q4 += 32; // Split into low/high nibbles const v128_t q4l0 = wasm_v128_and(q4x0, wasm_i8x16_splat(0x0F)); const v128_t q4h0 = wasm_u8x16_shr(q4x0, 4); const v128_t q4l1 = wasm_v128_and(q4x1, wasm_i8x16_splat(0x0F)); const v128_t q4h1 = wasm_u8x16_shr(q4x1, 4); // Load 64 8-bit values (64 bytes) const v128_t q8x0 = wasm_v128_load(q8); const v128_t q8x1 = wasm_v128_load(q8 + 16); const v128_t q8x2 = wasm_v128_load(q8 + 32); const v128_t q8x3 = wasm_v128_load(q8 + 48); q8 += 64; // Low nibble products v128_t vacc1 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q4l0), wasm_i16x8_extend_low_i8x16(q8x0) ); vacc1 = wasm_i32x4_add(vacc1, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q4l0), wasm_i16x8_extend_high_i8x16(q8x0) )); vacc1 = wasm_i32x4_add(vacc1, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q4l1), wasm_i16x8_extend_low_i8x16(q8x1) )); vacc1 = wasm_i32x4_add(vacc1, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q4l1), wasm_i16x8_extend_high_i8x16(q8x1) )); // High nibble products v128_t vacc2 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q4h0), wasm_i16x8_extend_low_i8x16(q8x2) ); vacc2 = wasm_i32x4_add(vacc2, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q4h0), wasm_i16x8_extend_high_i8x16(q8x2) )); vacc2 = wasm_i32x4_add(vacc2, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q4h1), wasm_i16x8_extend_low_i8x16(q8x3) )); vacc2 = wasm_i32x4_add(vacc2, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q4h1), wasm_i16x8_extend_high_i8x16(q8x3) )); // Accumulate scaled results int32_t vacc1_sum = wasm_i32x4_extract_lane(vacc1, 0) + wasm_i32x4_extract_lane(vacc1, 1) + wasm_i32x4_extract_lane(vacc1, 2) + wasm_i32x4_extract_lane(vacc1, 3); sumi1 += vacc1_sum * scales[2*j]; int32_t vacc2_sum = wasm_i32x4_extract_lane(vacc2, 0) + wasm_i32x4_extract_lane(vacc2, 1) + wasm_i32x4_extract_lane(vacc2, 2) + wasm_i32x4_extract_lane(vacc2, 3); sumi2 += vacc2_sum * scales[2*j+1]; } sumf += d * (sumi1 + sumi2); } *s = sumf; #elif defined __AVX2__ const __m256i m4 = _mm256_set1_epi8(0xF); __m256 acc = _mm256_setzero_ps(); __m128 acc_m = _mm_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; const uint8_t * restrict q4 = x[i].qs; const int8_t * restrict q8 = y[i].qs; const __m256i mins_and_scales = _mm256_cvtepu8_epi16(_mm_set_epi32(utmp[3], utmp[2], utmp[1], utmp[0])); const __m256i q8sums = _mm256_loadu_si256((const __m256i*)y[i].bsums); const __m128i q8s = _mm_hadd_epi16(_mm256_extracti128_si256(q8sums, 0), _mm256_extracti128_si256(q8sums, 1)); const __m128i prod = _mm_madd_epi16(_mm256_extracti128_si256(mins_and_scales, 1), q8s); acc_m = _mm_fmadd_ps(_mm_set1_ps(dmin), _mm_cvtepi32_ps(prod), acc_m); const __m128i sc128 = _mm256_extracti128_si256(mins_and_scales, 0); const __m256i scales = MM256_SET_M128I(sc128, sc128); __m256i sumi = _mm256_setzero_si256(); for (int j = 0; j < QK_K/64; ++j) { const __m256i scale_l = _mm256_shuffle_epi8(scales, get_scale_shuffle_k4(2*j+0)); const __m256i scale_h = _mm256_shuffle_epi8(scales, get_scale_shuffle_k4(2*j+1)); const __m256i q4bits = _mm256_loadu_si256((const __m256i*)q4); q4 += 32; const __m256i q4l = _mm256_and_si256(q4bits, m4); const __m256i q4h = _mm256_and_si256(_mm256_srli_epi16(q4bits, 4), m4); const __m256i q8l = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; __m256i p16l = _mm256_maddubs_epi16(q4l, q8l); p16l = _mm256_madd_epi16(scale_l, p16l); const __m256i q8h = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; __m256i p16h = _mm256_maddubs_epi16(q4h, q8h); p16h = _mm256_madd_epi16(scale_h, p16h); const __m256i sumj = _mm256_add_epi32(p16l, p16h); sumi = _mm256_add_epi32(sumi, sumj); } __m256 vd = _mm256_set1_ps(d); acc = _mm256_fmadd_ps(vd, _mm256_cvtepi32_ps(sumi), acc); } acc_m = _mm_add_ps(acc_m, _mm_movehl_ps(acc_m, acc_m)); acc_m = _mm_add_ss(acc_m, _mm_movehdup_ps(acc_m)); *s = hsum_float_8(acc) + _mm_cvtss_f32(acc_m); #elif defined __AVX__ const __m128i m4 = _mm_set1_epi8(0xF); const __m128i m2 = _mm_set1_epi8(0x2); __m256 acc = _mm256_setzero_ps(); __m128 acc_m = _mm_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const uint8_t * restrict q4 = x[i].qs; const int8_t * restrict q8 = y[i].qs; memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; const __m128i utmps = _mm_set_epi32(utmp[3], utmp[2], utmp[1], utmp[0]); const __m128i scales = _mm_cvtepu8_epi16(utmps); const __m128i mins = _mm_cvtepu8_epi16(_mm_unpackhi_epi64(utmps, utmps)); const __m128i q8sums_0 = _mm_loadu_si128((const __m128i*)&y[i].bsums[0]); const __m128i q8sums_1 = _mm_loadu_si128((const __m128i*)&y[i].bsums[8]); const __m128i q8s = _mm_hadd_epi16(q8sums_0, q8sums_1); const __m128i prod = _mm_madd_epi16(mins, q8s); acc_m = _mm_add_ps(_mm_mul_ps(_mm_set1_ps(dmin), _mm_cvtepi32_ps(prod)), acc_m); __m128i sumi_0 = _mm_setzero_si128(); __m128i sumi_1 = _mm_setzero_si128(); __m128i shuffle = _mm_set1_epi16(0x0100); for (int j = 0; j < QK_K/64; ++j) { const __m128i scale_l = _mm_shuffle_epi8(scales, shuffle); shuffle = _mm_add_epi16(shuffle, m2); const __m128i scale_h = _mm_shuffle_epi8(scales, shuffle); shuffle = _mm_add_epi16(shuffle, m2); __m128i q4bits = _mm_loadu_si128((const __m128i*)q4); q4 += 16; const __m128i q4l_0 = _mm_and_si128(q4bits, m4); const __m128i q4h_0 = _mm_and_si128(_mm_srli_epi16(q4bits, 4), m4); q4bits = _mm_loadu_si128((const __m128i*)q4); q4 += 16; const __m128i q4l_1 = _mm_and_si128(q4bits, m4); const __m128i q4h_1 = _mm_and_si128(_mm_srli_epi16(q4bits, 4), m4); const __m128i q8l_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; __m128i p16l = _mm_maddubs_epi16(q4l_0, q8l_0); p16l = _mm_madd_epi16(scale_l, p16l); sumi_0 = _mm_add_epi32(sumi_0, p16l); const __m128i q8l_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; p16l = _mm_maddubs_epi16(q4l_1, q8l_1); p16l = _mm_madd_epi16(scale_l, p16l); sumi_1 = _mm_add_epi32(sumi_1, p16l); const __m128i q8h_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; __m128i p16h = _mm_maddubs_epi16(q4h_0, q8h_0); p16h = _mm_madd_epi16(scale_h, p16h); sumi_0 = _mm_add_epi32(sumi_0, p16h); const __m128i q8h_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; p16h = _mm_maddubs_epi16(q4h_1, q8h_1); p16h = _mm_madd_epi16(scale_h, p16h); sumi_1 = _mm_add_epi32(sumi_1, p16h); } __m256 vd = _mm256_set1_ps(d); __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0); acc = _mm256_add_ps(_mm256_mul_ps(vd, _mm256_cvtepi32_ps(sumi)), acc); } acc_m = _mm_add_ps(acc_m, _mm_movehl_ps(acc_m, acc_m)); acc_m = _mm_add_ss(acc_m, _mm_movehdup_ps(acc_m)); *s = hsum_float_8(acc) + _mm_cvtss_f32(acc_m); #elif defined __riscv_v_intrinsic const uint8_t * scales = (const uint8_t*)&utmp[0]; const uint8_t * mins = (const uint8_t*)&utmp[2]; float sumf = 0; for (int i = 0; i < nb; ++i) { size_t vl = 8; const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); vint16mf2_t q8sums_0 = __riscv_vlse16_v_i16mf2(y[i].bsums, 4, vl); vint16mf2_t q8sums_1 = __riscv_vlse16_v_i16mf2(y[i].bsums+1, 4, vl); vint16mf2_t q8sums = __riscv_vadd_vv_i16mf2(q8sums_0, q8sums_1, vl); memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; vuint8mf4_t mins8 = __riscv_vle8_v_u8mf4(mins, vl); vint16mf2_t v_mins = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vzext_vf2_u16mf2(mins8, vl)); vint32m1_t prod = __riscv_vwmul_vv_i32m1(q8sums, v_mins, vl); vint32m1_t sumi = __riscv_vredsum_vs_i32m1_i32m1(prod, __riscv_vmv_v_x_i32m1(0, 1), vl); sumf -= dmin * __riscv_vmv_x_s_i32m1_i32(sumi); const uint8_t * restrict q4 = x[i].qs; const int8_t * restrict q8 = y[i].qs; vl = 32; int32_t sum_1 = 0; int32_t sum_2 = 0; vint16m1_t vzero = __riscv_vmv_v_x_i16m1(0, 1); for (int j = 0; j < QK_K/64; ++j) { // load Q4 vuint8m1_t q4_x = __riscv_vle8_v_u8m1(q4, vl); // load Q8 and multiply it with lower Q4 nibble vint8m1_t q8_0 = __riscv_vle8_v_i8m1(q8, vl); vint8m1_t q4_0 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(q4_x, 0x0F, vl)); vint16m2_t qv_0 = __riscv_vwmul_vv_i16m2(q4_0, q8_0, vl); vint16m1_t vs_0 = __riscv_vredsum_vs_i16m2_i16m1(qv_0, vzero, vl); sum_1 += __riscv_vmv_x_s_i16m1_i16(vs_0) * scales[2*j+0]; // load Q8 and multiply it with upper Q4 nibble vint8m1_t q8_1 = __riscv_vle8_v_i8m1(q8+32, vl); vint8m1_t q4_1 = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vsrl_vx_u8m1(q4_x, 0x04, vl)); vint16m2_t qv_1 = __riscv_vwmul_vv_i16m2(q4_1, q8_1, vl); vint16m1_t vs_1 = __riscv_vredsum_vs_i16m2_i16m1(qv_1, vzero, vl); sum_2 += __riscv_vmv_x_s_i16m1_i16(vs_1) * scales[2*j+1]; q4 += 32; q8 += 64; } sumf += d*(sum_1 + sum_2); } *s = sumf; #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0xF); const vector signed char lowMask1 = vec_splats((int8_t)0x3f); const vector signed char lowMask2 = vec_splats((int8_t)0x30); const vector int v0 = vec_splats((int32_t)0); const vector unsigned char v2 = vec_splats((uint8_t)2); const vector unsigned char v4 = vec_splats((unsigned char)0x4); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[i].dmin)); vector float vdmin = vec_mul(vxmin, vyd); vector signed short q8ysums0 = vec_xl( 0, y[i].bsums); vector signed short q8ysums1 = vec_xl(16, y[i].bsums); UNUSED(kmask1); UNUSED(kmask2); UNUSED(kmask3); UNUSED(utmp); vector signed char u0 = (vector signed char)vec_xl_len(x[i].scales, 8); vector signed char u1 = vec_and(vec_sr(u0, v2), lowMask2); vector signed char u2 = (vector signed char)vec_xl_len(x[i].scales + 8, 4); vector signed char u3 = vec_sr(u2, v4); vector signed char u30 = u1; vector signed char u31 = (vector signed char)vec_mergeh((vector signed int)vec_and(u2, lowMask), (vector signed int)u3); u1 = vec_and(u0, lowMask1); u2 = vec_or(u30, u31); vector signed char utmps = (vector signed char)vec_mergeh((vector signed int)u1, (vector signed int)u2); vector signed short vscales = vec_unpackh(utmps); vector signed short q4xmins = vec_unpackl(utmps); vector signed short q4xmins0 = vec_mergeh(q4xmins, q4xmins); vector signed short q4xmins1 = vec_mergel(q4xmins, q4xmins); vector signed int prod0 = vec_mule(q4xmins0, q8ysums0); vector signed int prod1 = vec_mule(q4xmins1, q8ysums1); vector signed int prod2 = vec_mulo(q4xmins0, q8ysums0); vector signed int prod3 = vec_mulo(q4xmins1, q8ysums1); vsumf0 = vec_nmsub(vec_ctf(prod0, 0), vdmin, vsumf0); vsumf1 = vec_nmsub(vec_ctf(prod1, 0), vdmin, vsumf1); vsumf2 = vec_nmsub(vec_ctf(prod2, 0), vdmin, vsumf2); vsumf3 = vec_nmsub(vec_ctf(prod3, 0), vdmin, vsumf3); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; const uint8_t * restrict q4 = x[i].qs; const int8_t * restrict q8 = y[i].qs; for (int j = 0; j < QK_K/64; j+=2) { __builtin_prefetch(q4, 0, 1); __builtin_prefetch(q8, 0, 1); vector signed char qxs0 = (vector signed char)vec_xl( 0, q4); vector signed char qxs1 = (vector signed char)vec_xl(16, q4); vector signed char qxs2 = (vector signed char)vec_xl(32, q4); vector signed char qxs3 = (vector signed char)vec_xl(48, q4); q4 += 64; vector unsigned char q4x00 = (vector unsigned char)vec_and(qxs0, lowMask); vector unsigned char q4x01 = (vector unsigned char)vec_sr(qxs0, v4); vector unsigned char q4x10 = (vector unsigned char)vec_and(qxs1, lowMask); vector unsigned char q4x11 = (vector unsigned char)vec_sr(qxs1, v4); vector unsigned char q4x20 = (vector unsigned char)vec_and(qxs2, lowMask); vector unsigned char q4x21 = (vector unsigned char)vec_sr(qxs2, v4); vector unsigned char q4x30 = (vector unsigned char)vec_and(qxs3, lowMask); vector unsigned char q4x31 = (vector unsigned char)vec_sr(qxs3, v4); vector signed char q8y00 = vec_xl( 0, q8); vector signed char q8y10 = vec_xl( 16, q8); vector signed char q8y01 = vec_xl( 32, q8); vector signed char q8y11 = vec_xl( 48, q8); vector signed char q8y20 = vec_xl( 64, q8); vector signed char q8y30 = vec_xl( 80, q8); vector signed char q8y21 = vec_xl( 96, q8); vector signed char q8y31 = vec_xl(112, q8); q8 += 128; vector signed int qv00 = vec_msum(q8y00, q4x00, v0); vector signed int qv01 = vec_msum(q8y01, q4x01, v0); vector signed int qv10 = vec_msum(q8y10, q4x10, v0); vector signed int qv11 = vec_msum(q8y11, q4x11, v0); vector signed int qv20 = vec_msum(q8y20, q4x20, v0); vector signed int qv21 = vec_msum(q8y21, q4x21, v0); vector signed int qv30 = vec_msum(q8y30, q4x30, v0); vector signed int qv31 = vec_msum(q8y31, q4x31, v0); vector signed int vscales_h = vec_unpackh(vscales); vector signed int vs0 = vec_splat(vscales_h, 0); vector signed int vs1 = vec_splat(vscales_h, 1); vector signed int vs2 = vec_splat(vscales_h, 2); vector signed int vs3 = vec_splat(vscales_h, 3); vscales = vec_sld(vscales, vscales, 8); vsumi0 = vec_add(vec_mul(qv00, vs0), vsumi0); vsumi1 = vec_add(vec_mul(qv01, vs1), vsumi1); vsumi2 = vec_add(vec_mul(qv20, vs2), vsumi2); vsumi3 = vec_add(vec_mul(qv21, vs3), vsumi3); vsumi0 = vec_add(vec_mul(qv10, vs0), vsumi0); vsumi1 = vec_add(vec_mul(qv11, vs1), vsumi1); vsumi2 = vec_add(vec_mul(qv30, vs2), vsumi2); vsumi3 = vec_add(vec_mul(qv31, vs3), vsumi3); } vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = vec_extract(vsumf0, 0); #elif defined __loongarch_asx __m256 acc = (__m256)__lasx_xvldi(0); __m128 acc_m = (__m128)__lsx_vldi(0); for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; const uint8_t * restrict q4 = x[i].qs; const int8_t * restrict q8 = y[i].qs; const __m128i mins_and_scales128 = lsx_set_w(utmp[3], utmp[2], utmp[1], utmp[0]); const __m128i mins128 = __lsx_vexth_h_b(mins_and_scales128); const __m128i scales128 = __lsx_vsllwil_h_b(mins_and_scales128, 0); const __m256i q8sums = __lasx_xvld((const __m256i*)y[i].bsums, 0); const __m128i q8s = lsx_hadd_h(lasx_extracti128(q8sums, 0), lasx_extracti128(q8sums, 1)); const __m128i prod = lsx_madd_h(mins128, q8s); acc_m = __lsx_vfmadd_s(__lsx_vreplfr2vr_s(dmin), __lsx_vffint_s_w(prod), acc_m); const __m256i scales = lasx_insertf128(scales128, scales128); __m256i sumi = __lasx_xvldi(0); for (int j = 0; j < QK_K/64; ++j) { const __m256i scale_l = lasx_xvrepl128vei_h(scales, 2 * j + 0); const __m256i scale_h = lasx_xvrepl128vei_h(scales, 2 * j + 1); const __m256i q4bits = __lasx_xvld((const __m256i*)q4, 0); q4 += 32; const __m256i q4l = __lasx_xvandi_b(q4bits, 0xf); const __m256i q4h = __lasx_xvsrli_b(q4bits, 4); const __m256i q8l = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; __m256i p16l = lasx_madd_h_b(q4l, q8l); p16l = lasx_madd_h(scale_l, p16l); const __m256i q8h = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; __m256i p16h = lasx_madd_h_b(q4h, q8h); p16h = lasx_madd_h(scale_h, p16h); const __m256i sumj = __lasx_xvadd_w(p16l, p16h); sumi = __lasx_xvadd_w(sumi, sumj); } __m256 vd = __lasx_xvreplfr2vr_s(d); acc = __lasx_xvfmadd_s(vd, __lasx_xvffint_s_w(sumi), acc); } acc_m = __lsx_vfadd_s(acc_m, (__m128)__lsx_vpermi_w((__m128i)acc_m, (__m128i)acc_m, 0xee)); __m128i tmp1 = __lsx_vinsgr2vr_w(__lsx_vldi(0), __lsx_vpickve2gr_w((__m128i)acc_m, 1), 0); acc_m = __lsx_vfadd_s(acc_m, (__m128)tmp1); *s = hsum_float_8(acc) + ((v4f32)acc_m)[0]; #elif defined(__VXE__) || defined(__VXE2__) const uint8x16_t v_lm = vec_splat_u8(0x0F); const int32x4_t v_z = vec_splat_s32(0); uint8x16_t v_x[2]; int8x16_t v_xl[2]; int8x16_t v_y[2]; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const int16x8_t v_ysumsl = vec_xl(0 , y[i].bsums); const int16x8_t v_ysumsh = vec_xl(16, y[i].bsums); const int16x8_t v_ysums = vec_padd_s16(v_ysumsl, v_ysumsh); memcpy(utmp, x[i].scales, 12); uint32x4_t v_mins8 = { 0 }; v_mins8 = vec_insert(utmp[1] & kmask1, v_mins8, 0); v_mins8 = vec_insert(((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4), v_mins8, 1); utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[0] &= kmask1; const int16x8_t v_minsh = (int16x8_t)vec_unpackh((uint8x16_t)v_mins8); const int32x4_t v_minso = vec_mulo(v_ysums, v_minsh); const int32x4_t v_minse = vec_mule(v_ysums, v_minsh); const int32x4_t v_mins = v_minso + v_minse; sumf -= dmin * (v_mins[0] + v_mins[1] + v_mins[2] + v_mins[3]); const uint8_t * scales = (const uint8_t *)utmp; const uint8_t * restrict x0 = x[i].qs; const int8_t * restrict y0 = y[i].qs; int32_t sumi1 = 0; int32_t sumi2 = 0; for (int j = 0; j < QK_K/64; ++j) { v_x[0] = vec_xl(0 , x0); v_x[1] = vec_xl(16, x0); x0 += 32; v_y[0] = vec_xl(0 , y0); v_y[1] = vec_xl(16, y0); y0 += 32; v_xl[0] = (int8x16_t)vec_and(v_x[0], v_lm); v_xl[1] = (int8x16_t)vec_and(v_x[1], v_lm); const int32x4_t p1 = ggml_vec_dot(ggml_vec_dot(v_z, v_xl[0], v_y[0]), v_xl[1], v_y[1]); sumi1 += (p1[0] + p1[1] + p1[2] + p1[3]) * scales[2*j+0]; v_y[0] = vec_xl(0 , y0); v_y[1] = vec_xl(16, y0); y0 += 32; v_xl[0] = (int8x16_t)vec_sr(v_x[0], 4); v_xl[1] = (int8x16_t)vec_sr(v_x[1], 4); const int32x4_t p2 = ggml_vec_dot(ggml_vec_dot(v_z, v_xl[0], v_y[0]), v_xl[1], v_y[1]); sumi2 += (p2[0] + p2[1] + p2[2] + p2[3]) * scales[2*j+1]; } sumf += d * (sumi1 + sumi2); } *s = sumf; #else const uint8_t * scales = (const uint8_t*)&utmp[0]; const uint8_t * mins = (const uint8_t*)&utmp[2]; int8_t aux8[QK_K]; int16_t aux16[8]; float sums [8]; int32_t aux32[8]; memset(sums, 0, 8*sizeof(float)); float sumf = 0; for (int i = 0; i < nb; ++i) { const uint8_t * restrict q4 = x[i].qs; const int8_t * restrict q8 = y[i].qs; memset(aux32, 0, 8*sizeof(int32_t)); int8_t * restrict a = aux8; for (int j = 0; j < QK_K/64; ++j) { for (int l = 0; l < 32; ++l) a[l] = (int8_t)(q4[l] & 0xF); a += 32; for (int l = 0; l < 32; ++l) a[l] = (int8_t)(q4[l] >> 4); a += 32; q4 += 32; } memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; int sumi = 0; for (int j = 0; j < QK_K/16; ++j) sumi += y[i].bsums[j] * mins[j/2]; a = aux8; int is = 0; for (int j = 0; j < QK_K/32; ++j) { int32_t scale = scales[is++]; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; } const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; for (int l = 0; l < 8; ++l) sums[l] += d * aux32[l]; const float dmin = GGML_FP16_TO_FP32(x[i].dmin) * y[i].d; sumf -= dmin * sumi; } for (int l = 0; l < 8; ++l) sumf += sums[l]; *s = sumf; #endif } void ggml_vec_dot_q5_K_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_q5_K * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; static const uint32_t kmask1 = 0x3f3f3f3f; static const uint32_t kmask2 = 0x0f0f0f0f; static const uint32_t kmask3 = 0x03030303; uint32_t utmp[4]; #ifdef __ARM_NEON const uint8x16_t m4b = vdupq_n_u8(0xf); const uint8x16_t mone = vdupq_n_u8(1); const uint8x16_t mtwo = vdupq_n_u8(2); const int32x4_t mzero = vdupq_n_s32(0); ggml_int8x16x4_t q5bytes; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const int16x8_t q8sums = vpaddq_s16(vld1q_s16(y[i].bsums), vld1q_s16(y[i].bsums + 8)); memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; const uint8x8_t mins8 = vld1_u8((const uint8_t*)utmp + 8); const int16x8_t mins = vreinterpretq_s16_u16(vmovl_u8(mins8)); const int32x4_t prod = vaddq_s32(vmull_s16(vget_low_s16 (q8sums), vget_low_s16 (mins)), vmull_s16(vget_high_s16(q8sums), vget_high_s16(mins))); int32_t sumi_mins = vaddvq_s32(prod); const uint8_t * scales = (const uint8_t *)utmp; const uint8_t * restrict q5 = x[i].qs; const uint8_t * restrict qh = x[i].qh; const int8_t * restrict q8 = y[i].qs; ggml_uint8x16x2_t qhbits = ggml_vld1q_u8_x2(qh); ggml_uint8x16x4_t q5h; int32_t sumi = 0; for (int j = 0; j < QK_K/64; ++j) { const ggml_uint8x16x2_t q5bits = ggml_vld1q_u8_x2(q5); q5 += 32; const ggml_int8x16x4_t q8bytes = ggml_vld1q_s8_x4(q8); q8 += 64; q5h.val[0] = vshlq_n_u8(vandq_u8(mone, qhbits.val[0]), 4); q5h.val[1] = vshlq_n_u8(vandq_u8(mone, qhbits.val[1]), 4); q5h.val[2] = vshlq_n_u8(vandq_u8(mtwo, qhbits.val[0]), 3); q5h.val[3] = vshlq_n_u8(vandq_u8(mtwo, qhbits.val[1]), 3); qhbits.val[0] = vshrq_n_u8(qhbits.val[0], 2); qhbits.val[1] = vshrq_n_u8(qhbits.val[1], 2); q5bytes.val[0] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q5bits.val[0], m4b), q5h.val[0])); q5bytes.val[1] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q5bits.val[1], m4b), q5h.val[1])); q5bytes.val[2] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q5bits.val[0], 4), q5h.val[2])); q5bytes.val[3] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q5bits.val[1], 4), q5h.val[3])); sumi += vaddvq_s32(ggml_vdotq_s32(ggml_vdotq_s32(mzero, q5bytes.val[0], q8bytes.val[0]), q5bytes.val[1], q8bytes.val[1])) * *scales++; sumi += vaddvq_s32(ggml_vdotq_s32(ggml_vdotq_s32(mzero, q5bytes.val[2], q8bytes.val[2]), q5bytes.val[3], q8bytes.val[3])) * *scales++; } sumf += d * sumi - dmin * sumi_mins; } *s = sumf; #elif defined __AVX2__ const __m256i m4 = _mm256_set1_epi8(0xF); const __m128i mzero = _mm_setzero_si128(); const __m256i mone = _mm256_set1_epi8(1); __m256 acc = _mm256_setzero_ps(); float summs = 0.f; for (int i = 0; i < nb; ++i) { const uint8_t * restrict q5 = x[i].qs; const int8_t * restrict q8 = y[i].qs; const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; const __m256i mins_and_scales = _mm256_cvtepu8_epi16(_mm_set_epi32(utmp[3], utmp[2], utmp[1], utmp[0])); const __m256i q8sums = _mm256_loadu_si256((const __m256i*)y[i].bsums); const __m128i q8s = _mm_hadd_epi16(_mm256_extracti128_si256(q8sums, 0), _mm256_extracti128_si256(q8sums, 1)); const __m128i prod = _mm_madd_epi16(_mm256_extracti128_si256(mins_and_scales, 1), q8s); const __m128i hsum = _mm_hadd_epi32(_mm_hadd_epi32(prod, mzero), mzero); summs += dmin * _mm_extract_epi32(hsum, 0); const __m128i sc128 = _mm256_extracti128_si256(mins_and_scales, 0); const __m256i scales = MM256_SET_M128I(sc128, sc128); const __m256i hbits = _mm256_loadu_si256((const __m256i*)x[i].qh); __m256i hmask = mone; __m256i sumi = _mm256_setzero_si256(); int bit = 0; for (int j = 0; j < QK_K/64; ++j) { const __m256i scale_0 = _mm256_shuffle_epi8(scales, get_scale_shuffle_k4(2*j+0)); const __m256i scale_1 = _mm256_shuffle_epi8(scales, get_scale_shuffle_k4(2*j+1)); const __m256i q5bits = _mm256_loadu_si256((const __m256i*)q5); q5 += 32; const __m256i q5l_0 = _mm256_and_si256(q5bits, m4); const __m256i q5h_0 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_and_si256(hbits, hmask), bit++), 4); const __m256i q5_0 = _mm256_add_epi8(q5l_0, q5h_0); hmask = _mm256_slli_epi16(hmask, 1); const __m256i q5l_1 = _mm256_and_si256(_mm256_srli_epi16(q5bits, 4), m4); const __m256i q5h_1 = _mm256_slli_epi16(_mm256_srli_epi16(_mm256_and_si256(hbits, hmask), bit++), 4); const __m256i q5_1 = _mm256_add_epi8(q5l_1, q5h_1); hmask = _mm256_slli_epi16(hmask, 1); const __m256i q8_0 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; __m256i p16_0 = _mm256_maddubs_epi16(q5_0, q8_0); __m256i p16_1 = _mm256_maddubs_epi16(q5_1, q8_1); p16_0 = _mm256_madd_epi16(scale_0, p16_0); p16_1 = _mm256_madd_epi16(scale_1, p16_1); sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p16_0, p16_1)); } __m256 vd = _mm256_set1_ps(d); acc = _mm256_fmadd_ps(vd, _mm256_cvtepi32_ps(sumi), acc); } *s = hsum_float_8(acc) + summs; #elif defined __AVX__ const __m128i m4 = _mm_set1_epi8(0xF); const __m128i mzero = _mm_setzero_si128(); const __m128i mone = _mm_set1_epi8(1); const __m128i m2 = _mm_set1_epi8(2); __m256 acc = _mm256_setzero_ps(); float summs = 0.f; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const uint8_t * restrict q5 = x[i].qs; const int8_t * restrict q8 = y[i].qs; memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; const __m128i utmps = _mm_set_epi32(utmp[3], utmp[2], utmp[1], utmp[0]); const __m128i scales = _mm_cvtepu8_epi16(utmps); const __m128i mins = _mm_cvtepu8_epi16(_mm_unpackhi_epi64(utmps, utmps)); const __m128i q8sums_0 = _mm_loadu_si128((const __m128i*)&y[i].bsums[0]); const __m128i q8sums_1 = _mm_loadu_si128((const __m128i*)&y[i].bsums[8]); const __m128i q8s = _mm_hadd_epi16(q8sums_0, q8sums_1); const __m128i prod = _mm_madd_epi16(mins, q8s); const __m128i hsum = _mm_hadd_epi32(_mm_hadd_epi32(prod, mzero), mzero); summs += dmin * _mm_extract_epi32(hsum, 0); const __m128i hbits_0 = _mm_loadu_si128((const __m128i*)&x[i].qh[0]); const __m128i hbits_1 = _mm_loadu_si128((const __m128i*)&x[i].qh[16]); __m128i hmask = mone; __m128i sumi_0 = _mm_setzero_si128(); __m128i sumi_1 = _mm_setzero_si128(); int bit = 0; __m128i shuffle = _mm_set1_epi16(0x0100); for (int j = 0; j < QK_K/64; ++j) { const __m128i scale_0 = _mm_shuffle_epi8(scales, shuffle); shuffle = _mm_add_epi16(shuffle, m2); const __m128i scale_1 = _mm_shuffle_epi8(scales, shuffle); shuffle = _mm_add_epi16(shuffle, m2); const __m128i q5bits_0 = _mm_loadu_si128((const __m128i*)q5); q5 += 16; const __m128i q5bits_1 = _mm_loadu_si128((const __m128i*)q5); q5 += 16; __m128i q5l_0 = _mm_and_si128(q5bits_0, m4); __m128i q5l_1 = _mm_and_si128(q5bits_1, m4); __m128i q5h_0 = _mm_slli_epi16(_mm_srli_epi16(_mm_and_si128(hbits_0, hmask), bit), 4); __m128i q5h_1 = _mm_slli_epi16(_mm_srli_epi16(_mm_and_si128(hbits_1, hmask), bit++), 4); __m128i q5_0 = _mm_add_epi8(q5l_0, q5h_0); __m128i q5_1 = _mm_add_epi8(q5l_1, q5h_1); hmask = _mm_slli_epi16(hmask, 1); __m128i q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; __m128i q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; __m128i p16_0 = _mm_maddubs_epi16(q5_0, q8_0); __m128i p16_1 = _mm_maddubs_epi16(q5_1, q8_1); p16_0 = _mm_madd_epi16(scale_0, p16_0); p16_1 = _mm_madd_epi16(scale_0, p16_1); q5l_0 = _mm_and_si128(_mm_srli_epi16(q5bits_0, 4), m4); q5l_1 = _mm_and_si128(_mm_srli_epi16(q5bits_1, 4), m4); q5h_0 = _mm_slli_epi16(_mm_srli_epi16(_mm_and_si128(hbits_0, hmask), bit), 4); q5h_1 = _mm_slli_epi16(_mm_srli_epi16(_mm_and_si128(hbits_1, hmask), bit++), 4); q5_0 = _mm_add_epi8(q5l_0, q5h_0); q5_1 = _mm_add_epi8(q5l_1, q5h_1); hmask = _mm_slli_epi16(hmask, 1); q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; __m128i p16_2 = _mm_maddubs_epi16(q5_0, q8_0); __m128i p16_3 = _mm_maddubs_epi16(q5_1, q8_1); p16_2 = _mm_madd_epi16(scale_1, p16_2); p16_3 = _mm_madd_epi16(scale_1, p16_3); sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p16_0, p16_2)); sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p16_1, p16_3)); } __m256 vd = _mm256_set1_ps(d); __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0); acc = _mm256_add_ps(_mm256_mul_ps(vd, _mm256_cvtepi32_ps(sumi)), acc); } *s = hsum_float_8(acc) + summs; #elif defined __wasm_simd128__ //const uint8_t * scales = (const uint8_t*)&utmp[0]; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); // Fixed sign const uint8_t * restrict q5 = x[i].qs; const uint8_t * restrict qh = x[i].qh; const int8_t * restrict q8 = y[i].qs; // Process scales and mins memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; // Sum mins * q8sums int32_t sumi_mins = 0; const int16_t * restrict q8sums = y[i].bsums; const uint8_t * m = (const uint8_t *)&utmp[2]; for (int j = 0; j < 16; j += 2) { sumi_mins += (q8sums[j] + q8sums[j+1]) * m[j/2]; } sumf -= dmin * sumi_mins; // Correct subtraction v128_t qh0 = wasm_v128_load(qh); v128_t qh1 = wasm_v128_load(qh + 16); const uint8_t * sc = (const uint8_t *)utmp; int32_t sumi = 0; for (int j = 0; j < QK_K/64; ++j) { const int shift = j * 2; v128_t qh_shift0 = wasm_u8x16_shr(qh0, shift); v128_t qh_shift1 = wasm_u8x16_shr(qh1, shift); v128_t qh_low0 = wasm_i8x16_shl(wasm_v128_and(qh_shift0, wasm_i8x16_splat(0x01)), 4); v128_t qh_high0 = wasm_i8x16_shl(wasm_v128_and(qh_shift0, wasm_i8x16_splat(0x02)), 3); v128_t qh_low1 = wasm_i8x16_shl(wasm_v128_and(qh_shift1, wasm_i8x16_splat(0x01)), 4); v128_t qh_high1 = wasm_i8x16_shl(wasm_v128_and(qh_shift1, wasm_i8x16_splat(0x02)), 3); v128_t q5_0 = wasm_v128_load(q5); v128_t q5_1 = wasm_v128_load(q5 + 16); q5 += 32; v128_t q5l_0 = wasm_v128_or(wasm_v128_and(q5_0, wasm_i8x16_splat(0x0F)), qh_low0); v128_t q5h_0 = wasm_v128_or(wasm_u8x16_shr(q5_0, 4), qh_high0); v128_t q5l_1 = wasm_v128_or(wasm_v128_and(q5_1, wasm_i8x16_splat(0x0F)), qh_low1); v128_t q5h_1 = wasm_v128_or(wasm_u8x16_shr(q5_1, 4), qh_high1); v128_t q8_0 = wasm_v128_load(q8); v128_t q8_1 = wasm_v128_load(q8 + 16); v128_t q8_2 = wasm_v128_load(q8 + 32); v128_t q8_3 = wasm_v128_load(q8 + 48); q8 += 64; // Process low quants v128_t pl0 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q5l_0), wasm_i16x8_extend_low_i8x16(q8_0) ); pl0 = wasm_i32x4_add(pl0, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q5l_0), wasm_i16x8_extend_high_i8x16(q8_0) )); v128_t pl1 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q5l_1), wasm_i16x8_extend_low_i8x16(q8_1) ); pl1 = wasm_i32x4_add(pl1, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q5l_1), wasm_i16x8_extend_high_i8x16(q8_1) )); v128_t sum_low = wasm_i32x4_add(pl0, pl1); // Process high quants v128_t ph0 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q5h_0), wasm_i16x8_extend_low_i8x16(q8_2) ); ph0 = wasm_i32x4_add(ph0, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q5h_0), wasm_i16x8_extend_high_i8x16(q8_2) )); v128_t ph1 = wasm_i32x4_dot_i16x8( wasm_i16x8_extend_low_i8x16(q5h_1), wasm_i16x8_extend_low_i8x16(q8_3) ); ph1 = wasm_i32x4_add(ph1, wasm_i32x4_dot_i16x8( wasm_i16x8_extend_high_i8x16(q5h_1), wasm_i16x8_extend_high_i8x16(q8_3) )); v128_t sum_high = wasm_i32x4_add(ph0, ph1); // Accumulate with scale factors int32_t sl = wasm_i32x4_extract_lane(sum_low, 0) + wasm_i32x4_extract_lane(sum_low, 1) + wasm_i32x4_extract_lane(sum_low, 2) + wasm_i32x4_extract_lane(sum_low, 3); int32_t sh = wasm_i32x4_extract_lane(sum_high, 0) + wasm_i32x4_extract_lane(sum_high, 1) + wasm_i32x4_extract_lane(sum_high, 2) + wasm_i32x4_extract_lane(sum_high, 3); sumi += sl * sc[2*j] + sh * sc[2*j+1]; } sumf += d * sumi; } *s = sumf; #elif defined __riscv_v_intrinsic const uint8_t * scales = (const uint8_t*)&utmp[0]; const uint8_t * mins = (const uint8_t*)&utmp[2]; float sumf = 0; float sums = 0.0; size_t vl; for (int i = 0; i < nb; ++i) { vl = 8; const uint8_t * restrict q5 = x[i].qs; const uint8_t * restrict hm = x[i].qh; const int8_t * restrict q8 = y[i].qs; const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const float dmin = GGML_FP16_TO_FP32(x[i].dmin) * y[i].d; vint16mf2_t q8sums_0 = __riscv_vlse16_v_i16mf2(y[i].bsums, 4, vl); vint16mf2_t q8sums_1 = __riscv_vlse16_v_i16mf2(y[i].bsums+1, 4, vl); vint16mf2_t q8sums = __riscv_vadd_vv_i16mf2(q8sums_0, q8sums_1, vl); memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; vuint8mf4_t mins8 = __riscv_vle8_v_u8mf4(mins, vl); vint16mf2_t v_mins = __riscv_vreinterpret_v_u16mf2_i16mf2(__riscv_vzext_vf2_u16mf2(mins8, vl)); vint32m1_t prod = __riscv_vwmul_vv_i32m1(q8sums, v_mins, vl); vint32m1_t sumi = __riscv_vredsum_vs_i32m1_i32m1(prod, __riscv_vmv_v_x_i32m1(0, 1), vl); sumf -= dmin * __riscv_vmv_x_s_i32m1_i32(sumi); vl = 32; int32_t aux32 = 0; int is = 0; uint8_t m = 1; vint32m1_t vzero = __riscv_vmv_v_x_i32m1(0, 1); vuint8m1_t vqh = __riscv_vle8_v_u8m1(hm, vl); for (int j = 0; j < QK_K/64; ++j) { // load Q5 and Q8 vuint8m1_t q5_x = __riscv_vle8_v_u8m1(q5, vl); vint8m1_t q8_y1 = __riscv_vle8_v_i8m1(q8, vl); vint8m1_t q8_y2 = __riscv_vle8_v_i8m1(q8+32, vl); // compute mask for addition vint8m1_t q5_a = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vand_vx_u8m1(q5_x, 0x0F, vl)); vuint8m1_t qh_m1 = __riscv_vand_vx_u8m1(vqh, m, vl); vbool8_t vmask_1 = __riscv_vmsne_vx_u8m1_b8(qh_m1, 0, vl); vint8m1_t q5_m1 = __riscv_vadd_vx_i8m1_mu(vmask_1, q5_a, q5_a, 16, vl); m <<= 1; vint8m1_t q5_l = __riscv_vreinterpret_v_u8m1_i8m1(__riscv_vsrl_vx_u8m1(q5_x, 0x04, vl)); vuint8m1_t qh_m2 = __riscv_vand_vx_u8m1(vqh, m, vl); vbool8_t vmask_2 = __riscv_vmsne_vx_u8m1_b8(qh_m2, 0, vl); vint8m1_t q5_m2 = __riscv_vadd_vx_i8m1_mu(vmask_2, q5_l, q5_l, 16, vl); m <<= 1; vint16m2_t v0 = __riscv_vwmul_vv_i16m2(q5_m1, q8_y1, vl); vint16m2_t v1 = __riscv_vwmul_vv_i16m2(q5_m2, q8_y2, vl); vint32m4_t vs1 = __riscv_vwmul_vx_i32m4(v0, scales[is++], vl); vint32m4_t vs2 = __riscv_vwmul_vx_i32m4(v1, scales[is++], vl); vint32m1_t vacc1 = __riscv_vredsum_vs_i32m4_i32m1(vs1, vzero, vl); vint32m1_t vacc2 = __riscv_vredsum_vs_i32m4_i32m1(vs2, vzero, vl); aux32 += __riscv_vmv_x_s_i32m1_i32(vacc1) + __riscv_vmv_x_s_i32m1_i32(vacc2); q5 += 32; q8 += 64; } vfloat32m1_t vaux = __riscv_vfmul_vf_f32m1(__riscv_vfmv_v_f_f32m1(aux32, 1), d, 1); sums += __riscv_vfmv_f_s_f32m1_f32(vaux); } *s = sumf+sums; #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0xF); const vector signed char lowMask1 = vec_splats((int8_t)0x3f); const vector signed char lowMask2 = vec_splats((int8_t)0x30); const vector int v0 = vec_splats((int32_t)0); const vector unsigned char v1 = vec_splats((unsigned char)0x1); const vector unsigned char v2 = vec_splats((unsigned char)0x2); const vector unsigned char v3 = vec_splats((unsigned char)0x3); const vector unsigned char v4 = vec_splats((unsigned char)0x4); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); vector float vxmin = vec_splats(GGML_FP16_TO_FP32(x[i].dmin)); vector float vdmin = vec_mul(vxmin, vyd); UNUSED(kmask1); UNUSED(kmask2); UNUSED(kmask3); UNUSED(utmp); vector signed char u0 = (vector signed char)vec_xl_len(x[i].scales, 8); vector signed char u1 = vec_and(vec_sr(u0, v2), lowMask2); vector signed char u2 = (vector signed char)vec_xl_len(x[i].scales + 8, 4); vector signed char u3 = vec_sr(u2, v4); vector signed char u30 = u1; vector signed char u31 = (vector signed char)vec_mergeh((vector signed int)vec_and(u2, lowMask), (vector signed int)u3); u1 = vec_and(u0, lowMask1); u2 = vec_or(u30, u31); vector signed char utmps = (vector signed char)vec_mergeh((vector signed int)u1, (vector signed int)u2); vector signed short q8ysums0 = vec_xl( 0, y[i].bsums); vector signed short q8ysums1 = vec_xl(16, y[i].bsums); vector signed short vscales = vec_unpackh(utmps); vector signed short q5xmins = vec_unpackl(utmps); vector signed short q5xmins0 = vec_mergeh(q5xmins, q5xmins); vector signed short q5xmins1 = vec_mergel(q5xmins, q5xmins); vector signed int prod0 = vec_mule(q5xmins0, q8ysums0); vector signed int prod1 = vec_mule(q5xmins1, q8ysums1); vector signed int prod2 = vec_mulo(q5xmins0, q8ysums0); vector signed int prod3 = vec_mulo(q5xmins1, q8ysums1); vsumf0 = vec_nmsub(vec_ctf(prod0, 0), vdmin, vsumf0); vsumf1 = vec_nmsub(vec_ctf(prod1, 0), vdmin, vsumf1); vsumf2 = vec_nmsub(vec_ctf(prod2, 0), vdmin, vsumf2); vsumf3 = vec_nmsub(vec_ctf(prod3, 0), vdmin, vsumf3); vector signed char qxhs0 = (vector signed char)vec_xl( 0, x[i].qh); vector signed char qxhs1 = (vector signed char)vec_xl(16, x[i].qh); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; const uint8_t * restrict q5 = x[i].qs; const int8_t * restrict q8 = y[i].qs; for (int j = 0; j < QK_K/64; ++j) { __builtin_prefetch(q5, 0, 1); __builtin_prefetch(q8, 0, 1); vector signed char qxs0 = (vector signed char)vec_xl( 0, q5); vector signed char qxs1 = (vector signed char)vec_xl(16, q5); q5 += 32; vector signed char qxs00 = vec_and(qxs0, lowMask); vector signed char qxs01 = vec_sr(qxs0, v4); vector signed char qxs10 = vec_and(qxs1, lowMask); vector signed char qxs11 = vec_sr(qxs1, v4); vector signed char q5h00 = vec_sl(vec_and((vector signed char)v1, qxhs0), v4); vector signed char q5h01 = vec_sl(vec_and((vector signed char)v2, qxhs0), v3); vector signed char q5h10 = vec_sl(vec_and((vector signed char)v1, qxhs1), v4); vector signed char q5h11 = vec_sl(vec_and((vector signed char)v2, qxhs1), v3); qxhs0 = vec_sr(qxhs0, v2); qxhs1 = vec_sr(qxhs1, v2); vector unsigned char q5x00 = (vector unsigned char)vec_or(q5h00, qxs00); vector unsigned char q5x01 = (vector unsigned char)vec_or(q5h01, qxs01); vector unsigned char q5x10 = (vector unsigned char)vec_or(q5h10, qxs10); vector unsigned char q5x11 = (vector unsigned char)vec_or(q5h11, qxs11); vector signed char q8y00 = vec_xl( 0, q8); vector signed char q8y10 = vec_xl(16, q8); vector signed char q8y01 = vec_xl(32, q8); vector signed char q8y11 = vec_xl(48, q8); q8 += 64; vector signed int qv00 = vec_msum(q8y00, q5x00, v0); vector signed int qv01 = vec_msum(q8y01, q5x01, v0); vector signed int qv10 = vec_msum(q8y10, q5x10, v0); vector signed int qv11 = vec_msum(q8y11, q5x11, v0); vector signed int vscales_h = vec_unpackh(vscales); vector signed int vs0 = vec_splat(vscales_h, 0); vector signed int vs1 = vec_splat(vscales_h, 1); vscales = vec_sld(vscales, vscales, 12); vsumi0 = vec_add(vec_mul(qv00, vs0), vsumi0); vsumi1 = vec_add(vec_mul(qv10, vs0), vsumi1); vsumi2 = vec_add(vec_mul(qv01, vs1), vsumi2); vsumi3 = vec_add(vec_mul(qv11, vs1), vsumi3); } vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = vec_extract(vsumf0, 0); #elif defined __loongarch_asx __m256 acc = (__m256)__lasx_xvldi(0); __m128 acc_m = (__m128)__lsx_vldi(0); for (int i = 0; i < nb; ++i) { const uint8_t * restrict q5 = x[i].qs; const int8_t * restrict q8 = y[i].qs; const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = -y[i].d * GGML_FP16_TO_FP32(x[i].dmin); memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; const __m128i mins_and_scales128 = lsx_set_w(utmp[3], utmp[2], utmp[1], utmp[0]); const __m128i mins128 = __lsx_vexth_h_b(mins_and_scales128); const __m128i scales128 = __lsx_vsllwil_h_b(mins_and_scales128, 0); const __m256i q8sums = __lasx_xvld((const __m256i*)y[i].bsums, 0); const __m128i q8s = lsx_hadd_h(lasx_extracti128(q8sums, 0), lasx_extracti128(q8sums, 1)); const __m128i prod = lsx_madd_h(mins128, q8s); acc_m = __lsx_vfmadd_s(__lsx_vreplfr2vr_s(dmin), __lsx_vffint_s_w(prod), acc_m); const __m256i scales = lasx_insertf128(scales128, scales128); const __m256i hbits = __lasx_xvld((const __m256i*)x[i].qh, 0); __m256i sumi = __lasx_xvldi(0); for (int j = 0; j < QK_K/64; ++j) { const __m256i scale_0 = lasx_xvrepl128vei_h(scales, 2 * j + 0); const __m256i scale_1 = lasx_xvrepl128vei_h(scales, 2 * j + 1); const __m256i q5bits = __lasx_xvld((const __m256i*)q5, 0); q5 += 32; const __m256i q5l_0 = __lasx_xvandi_b(q5bits, 0xf); const __m256i q5l_1 = __lasx_xvsrli_b(q5bits, 4); const __m256i q5h_0 = __lasx_xvnori_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 2 * j + 0), 0), 0xef); const __m256i q5h_1 = __lasx_xvnori_b(__lasx_xvseqi_b(lasx_xvandi_b_bit(hbits, 2 * j + 1), 0), 0xef); const __m256i q5_0 = __lasx_xvor_v(q5l_0, q5h_0); const __m256i q5_1 = __lasx_xvor_v(q5l_1, q5h_1); const __m256i q8_0 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; __m256i p16_0 = lasx_madd_h_b(q5_0, q8_0); __m256i p16_1 = lasx_madd_h_b(q5_1, q8_1); p16_0 = lasx_madd_h(scale_0, p16_0); p16_1 = lasx_madd_h(scale_1, p16_1); sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p16_0, p16_1)); } __m256 vd = __lasx_xvreplfr2vr_s(d); acc = __lasx_xvfmadd_s(vd, __lasx_xvffint_s_w(sumi), acc); } acc_m = __lsx_vfadd_s(acc_m, (__m128)__lsx_vbsrl_v(acc_m, 8)); acc_m = __lsx_vfadd_s(acc_m, (__m128)__lsx_vbsrl_v(acc_m, 4)); *s = hsum_float_8(acc) + ((v4f32)acc_m)[0]; #elif defined(__VXE__) || defined(__VXE2__) const uint8x16_t v_lm = vec_splat_u8(0x0F); const uint8x16_t v_1m = vec_splat_u8(0x01); const uint8x16_t v_2m = vec_splat_u8(0x02); const int32x4_t v_z = vec_splat_s32(0); const uchar8x16_t v_minsm = { 0x08, 0x09, 0x0A, 0x0B, 0x0C, 0x0D, 0x0E, 0x0F, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF, 0xFF }; int8x16_t q5b[4]; uint8x16_t q5h[4]; uint8x16_t v_xl[2]; uint8x16_t v_xh[2]; int8x16_t v_y[4]; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const float dmin = y[i].d * GGML_FP16_TO_FP32(x[i].dmin); const int16x8_t v_ysumsl = vec_xl(0 , y[i].bsums); const int16x8_t v_ysumsh = vec_xl(16, y[i].bsums); const int16x8_t v_ysums = vec_padd_s16(v_ysumsl, v_ysumsh); memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; const uint8x16_t v_mins16 = vec_xl(0, (const uint8_t *)utmp); const uint8x16_t v_mins8 = vec_perm(v_mins16, v_mins16, v_minsm); const int16x8_t v_minsh = (int16x8_t)vec_unpackh(v_mins8); const int32x4_t v_minsho = vec_mulo(v_ysums, v_minsh); const int32x4_t v_minshe = vec_mule(v_ysums, v_minsh); const int32x4_t v_mins = vec_add(v_minsho, v_minshe); const int32_t mins = v_mins[0] + v_mins[1] + v_mins[2] + v_mins[3]; const uint8_t * scales = (const uint8_t *)utmp; const uint8_t * restrict x0l = x[i].qs; const uint8_t * restrict x0h = x[i].qh; const int8_t * restrict y0 = y[i].qs; v_xh[0] = vec_xl(0 , x0h); v_xh[1] = vec_xl(16, x0h); int32_t sumi = 0; for (int j = 0; j < QK_K/64; ++j) { v_xl[0] = vec_xl(0 , x0l); v_xl[1] = vec_xl(16, x0l); x0l += 32; v_y[0] = vec_xl(0 , y0); v_y[1] = vec_xl(16, y0); v_y[2] = vec_xl(32, y0); v_y[3] = vec_xl(48, y0); y0 += 64; q5h[0] = vec_sl(vec_and(v_1m, v_xh[0]), 4); q5h[1] = vec_sl(vec_and(v_1m, v_xh[1]), 4); q5h[2] = vec_sl(vec_and(v_2m, v_xh[0]), 3); q5h[3] = vec_sl(vec_and(v_2m, v_xh[1]), 3); v_xh[0] = vec_sr(v_xh[0], 2); v_xh[1] = vec_sr(v_xh[1], 2); q5b[0] = (int8x16_t)vec_or(vec_and(v_xl[0], v_lm), q5h[0]); q5b[1] = (int8x16_t)vec_or(vec_and(v_xl[1], v_lm), q5h[1]); q5b[2] = (int8x16_t)vec_or(vec_sr(v_xl[0], 4), q5h[2]); q5b[3] = (int8x16_t)vec_or(vec_sr(v_xl[1], 4), q5h[3]); int32x4_t sumi0 = ggml_vec_dot(ggml_vec_dot(v_z, q5b[0], v_y[0]), q5b[1], v_y[1]); int32x4_t sumi1 = ggml_vec_dot(ggml_vec_dot(v_z, q5b[2], v_y[2]), q5b[3], v_y[3]); sumi += (sumi0[0] + sumi0[1] + sumi0[2] + sumi0[3]) * *scales++; sumi += (sumi1[0] + sumi1[1] + sumi1[2] + sumi1[3]) * *scales++; } sumf += d * sumi - dmin * mins; } *s = sumf; #else const uint8_t * scales = (const uint8_t*)&utmp[0]; const uint8_t * mins = (const uint8_t*)&utmp[2]; int8_t aux8[QK_K]; int16_t aux16[8]; float sums [8]; int32_t aux32[8]; memset(sums, 0, 8*sizeof(float)); float sumf = 0; for (int i = 0; i < nb; ++i) { const uint8_t * restrict q4 = x[i].qs; const uint8_t * restrict hm = x[i].qh; const int8_t * restrict q8 = y[i].qs; memset(aux32, 0, 8*sizeof(int32_t)); int8_t * restrict a = aux8; uint8_t m = 1; for (int j = 0; j < QK_K/64; ++j) { for (int l = 0; l < 32; ++l) a[l] = (int8_t)(q4[l] & 0xF); for (int l = 0; l < 32; ++l) a[l] += (hm[l] & m ? 16 : 0); a += 32; m <<= 1; for (int l = 0; l < 32; ++l) a[l] = (int8_t)(q4[l] >> 4); for (int l = 0; l < 32; ++l) a[l] += (hm[l] & m ? 16 : 0); a += 32; m <<= 1; q4 += 32; } memcpy(utmp, x[i].scales, 12); utmp[3] = ((utmp[2] >> 4) & kmask2) | (((utmp[1] >> 6) & kmask3) << 4); const uint32_t uaux = utmp[1] & kmask1; utmp[1] = (utmp[2] & kmask2) | (((utmp[0] >> 6) & kmask3) << 4); utmp[2] = uaux; utmp[0] &= kmask1; int sumi = 0; for (int j = 0; j < QK_K/16; ++j) sumi += y[i].bsums[j] * mins[j/2]; a = aux8; int is = 0; for (int j = 0; j < QK_K/32; ++j) { int32_t scale = scales[is++]; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; } const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; for (int l = 0; l < 8; ++l) sums[l] += d * aux32[l]; const float dmin = GGML_FP16_TO_FP32(x[i].dmin) * y[i].d; sumf -= dmin * sumi; } for (int l = 0; l < 8; ++l) sumf += sums[l]; *s = sumf; #endif } void ggml_vec_dot_q6_K_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_q6_K * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #ifdef __ARM_NEON float sum = 0; const uint8x16_t m4b = vdupq_n_u8(0xF); const int32x4_t vzero = vdupq_n_s32(0); //const int8x16_t m32s = vdupq_n_s8(32); const uint8x16_t mone = vdupq_n_u8(3); ggml_int8x16x4_t q6bytes; ggml_uint8x16x4_t q6h; for (int i = 0; i < nb; ++i) { const float d_all = GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict q6 = x[i].ql; const uint8_t * restrict qh = x[i].qh; const int8_t * restrict q8 = y[i].qs; const int8_t * restrict scale = x[i].scales; const ggml_int16x8x2_t q8sums = ggml_vld1q_s16_x2(y[i].bsums); const int8x16_t scales = vld1q_s8(scale); const ggml_int16x8x2_t q6scales = {{vmovl_s8(vget_low_s8(scales)), vmovl_s8(vget_high_s8(scales))}}; const int32x4_t prod = vaddq_s32(vaddq_s32(vmull_s16(vget_low_s16 (q8sums.val[0]), vget_low_s16 (q6scales.val[0])), vmull_s16(vget_high_s16(q8sums.val[0]), vget_high_s16(q6scales.val[0]))), vaddq_s32(vmull_s16(vget_low_s16 (q8sums.val[1]), vget_low_s16 (q6scales.val[1])), vmull_s16(vget_high_s16(q8sums.val[1]), vget_high_s16(q6scales.val[1])))); int32_t isum_mins = vaddvq_s32(prod); int32_t isum = 0; for (int j = 0; j < QK_K/128; ++j) { ggml_uint8x16x2_t qhbits = ggml_vld1q_u8_x2(qh); qh += 32; ggml_uint8x16x4_t q6bits = ggml_vld1q_u8_x4(q6); q6 += 64; ggml_int8x16x4_t q8bytes = ggml_vld1q_s8_x4(q8); q8 += 64; q6h.val[0] = vshlq_n_u8(vandq_u8(mone, qhbits.val[0]), 4); q6h.val[1] = vshlq_n_u8(vandq_u8(mone, qhbits.val[1]), 4); uint8x16_t shifted = vshrq_n_u8(qhbits.val[0], 2); q6h.val[2] = vshlq_n_u8(vandq_u8(mone, shifted), 4); shifted = vshrq_n_u8(qhbits.val[1], 2); q6h.val[3] = vshlq_n_u8(vandq_u8(mone, shifted), 4); //q6bytes.val[0] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[0], m4b), q6h.val[0])), m32s); //q6bytes.val[1] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[1], m4b), q6h.val[1])), m32s); //q6bytes.val[2] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[2], m4b), q6h.val[2])), m32s); //q6bytes.val[3] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[3], m4b), q6h.val[3])), m32s); q6bytes.val[0] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[0], m4b), q6h.val[0])); q6bytes.val[1] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[1], m4b), q6h.val[1])); q6bytes.val[2] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[2], m4b), q6h.val[2])); q6bytes.val[3] = vreinterpretq_s8_u8(vorrq_u8(vandq_u8(q6bits.val[3], m4b), q6h.val[3])); isum += vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[0], q8bytes.val[0])) * scale[0] + vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[1], q8bytes.val[1])) * scale[1] + vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[2], q8bytes.val[2])) * scale[2] + vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[3], q8bytes.val[3])) * scale[3]; scale += 4; q8bytes = ggml_vld1q_s8_x4(q8); q8 += 64; shifted = vshrq_n_u8(qhbits.val[0], 4); q6h.val[0] = vshlq_n_u8(vandq_u8(mone, shifted), 4); shifted = vshrq_n_u8(qhbits.val[1], 4); q6h.val[1] = vshlq_n_u8(vandq_u8(mone, shifted), 4); shifted = vshrq_n_u8(qhbits.val[0], 6); q6h.val[2] = vshlq_n_u8(vandq_u8(mone, shifted), 4); shifted = vshrq_n_u8(qhbits.val[1], 6); q6h.val[3] = vshlq_n_u8(vandq_u8(mone, shifted), 4); //q6bytes.val[0] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[0], 4), q6h.val[0])), m32s); //q6bytes.val[1] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[1], 4), q6h.val[1])), m32s); //q6bytes.val[2] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[2], 4), q6h.val[2])), m32s); //q6bytes.val[3] = vsubq_s8(vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[3], 4), q6h.val[3])), m32s); q6bytes.val[0] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[0], 4), q6h.val[0])); q6bytes.val[1] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[1], 4), q6h.val[1])); q6bytes.val[2] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[2], 4), q6h.val[2])); q6bytes.val[3] = vreinterpretq_s8_u8(vorrq_u8(vshrq_n_u8(q6bits.val[3], 4), q6h.val[3])); isum += vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[0], q8bytes.val[0])) * scale[0] + vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[1], q8bytes.val[1])) * scale[1] + vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[2], q8bytes.val[2])) * scale[2] + vaddvq_s32(ggml_vdotq_s32(vzero, q6bytes.val[3], q8bytes.val[3])) * scale[3]; scale += 4; } //sum += isum * d_all * y[i].d; sum += d_all * y[i].d * (isum - 32 * isum_mins); } *s = sum; #elif defined __AVX2__ const __m256i m4 = _mm256_set1_epi8(0xF); const __m256i m2 = _mm256_set1_epi8(3); const __m256i m32s = _mm256_set1_epi8(32); __m256 acc = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict q4 = x[i].ql; const uint8_t * restrict qh = x[i].qh; const int8_t * restrict q8 = y[i].qs; const __m128i scales = _mm_loadu_si128((const __m128i*)x[i].scales); __m256i sumi = _mm256_setzero_si256(); int is = 0; for (int j = 0; j < QK_K/128; ++j) { const __m128i scale_0 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 0)); const __m128i scale_1 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 1)); const __m128i scale_2 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 2)); const __m128i scale_3 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 3)); is += 4; const __m256i q4bits1 = _mm256_loadu_si256((const __m256i*)q4); q4 += 32; const __m256i q4bits2 = _mm256_loadu_si256((const __m256i*)q4); q4 += 32; const __m256i q4bitsH = _mm256_loadu_si256((const __m256i*)qh); qh += 32; const __m256i q4h_0 = _mm256_slli_epi16(_mm256_and_si256(q4bitsH, m2), 4); const __m256i q4h_1 = _mm256_slli_epi16(_mm256_and_si256(_mm256_srli_epi16(q4bitsH, 2), m2), 4); const __m256i q4h_2 = _mm256_slli_epi16(_mm256_and_si256(_mm256_srli_epi16(q4bitsH, 4), m2), 4); const __m256i q4h_3 = _mm256_slli_epi16(_mm256_and_si256(_mm256_srli_epi16(q4bitsH, 6), m2), 4); const __m256i q4_0 = _mm256_or_si256(_mm256_and_si256(q4bits1, m4), q4h_0); const __m256i q4_1 = _mm256_or_si256(_mm256_and_si256(q4bits2, m4), q4h_1); const __m256i q4_2 = _mm256_or_si256(_mm256_and_si256(_mm256_srli_epi16(q4bits1, 4), m4), q4h_2); const __m256i q4_3 = _mm256_or_si256(_mm256_and_si256(_mm256_srli_epi16(q4bits2, 4), m4), q4h_3); const __m256i q8_0 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8_3 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; __m256i q8s_0 = _mm256_maddubs_epi16(m32s, q8_0); __m256i q8s_1 = _mm256_maddubs_epi16(m32s, q8_1); __m256i q8s_2 = _mm256_maddubs_epi16(m32s, q8_2); __m256i q8s_3 = _mm256_maddubs_epi16(m32s, q8_3); __m256i p16_0 = _mm256_maddubs_epi16(q4_0, q8_0); __m256i p16_1 = _mm256_maddubs_epi16(q4_1, q8_1); __m256i p16_2 = _mm256_maddubs_epi16(q4_2, q8_2); __m256i p16_3 = _mm256_maddubs_epi16(q4_3, q8_3); p16_0 = _mm256_sub_epi16(p16_0, q8s_0); p16_1 = _mm256_sub_epi16(p16_1, q8s_1); p16_2 = _mm256_sub_epi16(p16_2, q8s_2); p16_3 = _mm256_sub_epi16(p16_3, q8s_3); p16_0 = _mm256_madd_epi16(_mm256_cvtepi8_epi16(scale_0), p16_0); p16_1 = _mm256_madd_epi16(_mm256_cvtepi8_epi16(scale_1), p16_1); p16_2 = _mm256_madd_epi16(_mm256_cvtepi8_epi16(scale_2), p16_2); p16_3 = _mm256_madd_epi16(_mm256_cvtepi8_epi16(scale_3), p16_3); sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p16_0, p16_1)); sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p16_2, p16_3)); } acc = _mm256_fmadd_ps(_mm256_broadcast_ss(&d), _mm256_cvtepi32_ps(sumi), acc); } *s = hsum_float_8(acc); #elif defined __AVX__ const __m128i m3 = _mm_set1_epi8(3); const __m128i m15 = _mm_set1_epi8(15); __m256 acc = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict q4 = x[i].ql; const uint8_t * restrict qh = x[i].qh; const int8_t * restrict q8 = y[i].qs; // handle the q6_k -32 offset separately using bsums const __m128i q8sums_0 = _mm_loadu_si128((const __m128i*)y[i].bsums); const __m128i q8sums_1 = _mm_loadu_si128((const __m128i*)y[i].bsums + 1); const __m128i scales = _mm_loadu_si128((const __m128i*)x[i].scales); const __m128i scales_16_0 = _mm_cvtepi8_epi16(scales); const __m128i scales_16_1 = _mm_cvtepi8_epi16(_mm_bsrli_si128(scales, 8)); const __m128i q8sclsub_0 = _mm_slli_epi32(_mm_madd_epi16(q8sums_0, scales_16_0), 5); const __m128i q8sclsub_1 = _mm_slli_epi32(_mm_madd_epi16(q8sums_1, scales_16_1), 5); __m128i sumi_0 = _mm_setzero_si128(); __m128i sumi_1 = _mm_setzero_si128(); int is = 0; for (int j = 0; j < QK_K/128; ++j) { const __m128i q4bitsH_0 = _mm_loadu_si128((const __m128i*)qh); qh += 16; const __m128i q4bitsH_1 = _mm_loadu_si128((const __m128i*)qh); qh += 16; const __m128i q4h_0 = _mm_slli_epi16(_mm_and_si128(q4bitsH_0, m3), 4); const __m128i q4h_1 = _mm_slli_epi16(_mm_and_si128(q4bitsH_1, m3), 4); const __m128i q4h_2 = _mm_slli_epi16(_mm_and_si128(q4bitsH_0, _mm_set1_epi8(12)), 2); const __m128i q4h_3 = _mm_slli_epi16(_mm_and_si128(q4bitsH_1, _mm_set1_epi8(12)), 2); const __m128i q4h_4 = _mm_and_si128(q4bitsH_0, _mm_set1_epi8(48)); const __m128i q4h_5 = _mm_and_si128(q4bitsH_1, _mm_set1_epi8(48)); const __m128i q4h_6 = _mm_srli_epi16(_mm_and_si128(q4bitsH_0, _mm_set1_epi8(-64)), 2); const __m128i q4h_7 = _mm_srli_epi16(_mm_and_si128(q4bitsH_1, _mm_set1_epi8(-64)), 2); const __m128i q4bits1_0 = _mm_loadu_si128((const __m128i*)q4); q4 += 16; const __m128i q4bits1_1 = _mm_loadu_si128((const __m128i*)q4); q4 += 16; const __m128i q4bits2_0 = _mm_loadu_si128((const __m128i*)q4); q4 += 16; const __m128i q4bits2_1 = _mm_loadu_si128((const __m128i*)q4); q4 += 16; const __m128i q4_0 = _mm_or_si128(_mm_and_si128(q4bits1_0, m15), q4h_0); const __m128i q4_1 = _mm_or_si128(_mm_and_si128(q4bits1_1, m15), q4h_1); const __m128i q4_2 = _mm_or_si128(_mm_and_si128(q4bits2_0, m15), q4h_2); const __m128i q4_3 = _mm_or_si128(_mm_and_si128(q4bits2_1, m15), q4h_3); const __m128i q4_4 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits1_0, 4), m15), q4h_4); const __m128i q4_5 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits1_1, 4), m15), q4h_5); const __m128i q4_6 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits2_0, 4), m15), q4h_6); const __m128i q4_7 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits2_1, 4), m15), q4h_7); const __m128i q8_0 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_1 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_2 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_3 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_4 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_5 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_6 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; const __m128i q8_7 = _mm_loadu_si128((const __m128i*)q8); q8 += 16; __m128i p16_0 = _mm_maddubs_epi16(q4_0, q8_0); __m128i p16_1 = _mm_maddubs_epi16(q4_1, q8_1); __m128i p16_2 = _mm_maddubs_epi16(q4_2, q8_2); __m128i p16_3 = _mm_maddubs_epi16(q4_3, q8_3); __m128i p16_4 = _mm_maddubs_epi16(q4_4, q8_4); __m128i p16_5 = _mm_maddubs_epi16(q4_5, q8_5); __m128i p16_6 = _mm_maddubs_epi16(q4_6, q8_6); __m128i p16_7 = _mm_maddubs_epi16(q4_7, q8_7); const __m128i scale_0 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 0)); const __m128i scale_1 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 1)); const __m128i scale_2 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 2)); const __m128i scale_3 = _mm_shuffle_epi8(scales, get_scale_shuffle(is + 3)); is += 4; p16_0 = _mm_madd_epi16(_mm_cvtepi8_epi16(scale_0), p16_0); p16_1 = _mm_madd_epi16(_mm_cvtepi8_epi16(_mm_bsrli_si128(scale_0, 8)), p16_1); p16_2 = _mm_madd_epi16(_mm_cvtepi8_epi16(scale_1), p16_2); p16_3 = _mm_madd_epi16(_mm_cvtepi8_epi16(_mm_bsrli_si128(scale_1, 8)), p16_3); p16_4 = _mm_madd_epi16(_mm_cvtepi8_epi16(scale_2), p16_4); p16_5 = _mm_madd_epi16(_mm_cvtepi8_epi16(_mm_bsrli_si128(scale_2, 8)), p16_5); p16_6 = _mm_madd_epi16(_mm_cvtepi8_epi16(scale_3), p16_6); p16_7 = _mm_madd_epi16(_mm_cvtepi8_epi16(_mm_bsrli_si128(scale_3, 8)), p16_7); sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p16_0, p16_2)); sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p16_1, p16_3)); sumi_0 = _mm_add_epi32(sumi_0, _mm_add_epi32(p16_4, p16_6)); sumi_1 = _mm_add_epi32(sumi_1, _mm_add_epi32(p16_5, p16_7)); } sumi_0 = _mm_sub_epi32(sumi_0, q8sclsub_0); sumi_1 = _mm_sub_epi32(sumi_1, q8sclsub_1); const __m256i sumi = MM256_SET_M128I(sumi_1, sumi_0); acc = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(sumi)), acc); } *s = hsum_float_8(acc); #elif defined __wasm_simd128__ int8_t aux8[QK_K] __attribute__((aligned(16))); int32_t aux32[8] __attribute__((aligned(16))) = {0}; float sums[8] __attribute__((aligned(16))) = {0}; for (int i = 0; i < nb; ++i) { // Unpack 6-bit quantized data into aux8 (unchanged) const uint8_t * restrict q4 = x[i].ql; const uint8_t * restrict qh = x[i].qh; int8_t * a = aux8; for (int j = 0; j < QK_K; j += 128) { for (int l = 0; l < 32; ++l) { a[l + 0] = (int8_t)((q4[l + 0] & 0xF) | (((qh[l] >> 0) & 3) << 4)) - 32; a[l + 32] = (int8_t)((q4[l + 32] & 0xF) | (((qh[l] >> 2) & 3) << 4)) - 32; a[l + 64] = (int8_t)((q4[l + 0] >> 4) | (((qh[l] >> 4) & 3) << 4)) - 32; a[l + 96] = (int8_t)((q4[l + 32] >> 4) | (((qh[l] >> 6) & 3) << 4)) - 32; } a += 128; q4 += 64; qh += 32; } const int8_t * restrict a_ptr = aux8; const int8_t * restrict q8 = y[i].qs; v128_t acc0 = wasm_i32x4_splat(0); v128_t acc1 = wasm_i32x4_splat(0); for (int j = 0; j < QK_K/16; ++j) { const int scale = x[i].scales[j]; const v128_t vscale = wasm_i32x4_splat(scale); // Load 16 elements from a and q8 const v128_t a_vec = wasm_v128_load(a_ptr); const v128_t q8_vec = wasm_v128_load(q8); // Process low 8 elements v128_t a_low = wasm_i16x8_extend_low_i8x16(a_vec); v128_t q8_low = wasm_i16x8_extend_low_i8x16(q8_vec); v128_t prod_low = wasm_i16x8_mul(a_low, q8_low); v128_t prod_lo_lo = wasm_i32x4_extend_low_i16x8(prod_low); v128_t prod_lo_hi = wasm_i32x4_extend_high_i16x8(prod_low); // Process high 8 elements v128_t a_high = wasm_i16x8_extend_high_i8x16(a_vec); v128_t q8_high = wasm_i16x8_extend_high_i8x16(q8_vec); v128_t prod_high = wasm_i16x8_mul(a_high, q8_high); v128_t prod_hi_lo = wasm_i32x4_extend_low_i16x8(prod_high); v128_t prod_hi_hi = wasm_i32x4_extend_high_i16x8(prod_high); // Scale and accumulate prod_lo_lo = wasm_i32x4_mul(prod_lo_lo, vscale); prod_lo_hi = wasm_i32x4_mul(prod_lo_hi, vscale); prod_hi_lo = wasm_i32x4_mul(prod_hi_lo, vscale); prod_hi_hi = wasm_i32x4_mul(prod_hi_hi, vscale); acc0 = wasm_i32x4_add(acc0, wasm_i32x4_add(prod_lo_lo, prod_hi_lo)); acc1 = wasm_i32x4_add(acc1, wasm_i32x4_add(prod_lo_hi, prod_hi_hi)); a_ptr += 16; q8 += 16; } // Store accumulated results wasm_v128_store(&aux32[0], acc0); wasm_v128_store(&aux32[4], acc1); const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; for (int l = 0; l < 8; ++l) { sums[l] += d * aux32[l]; } } // Sum final results float sumf = 0; for (int l = 0; l < 8; ++l) { sumf += sums[l]; } *s = sumf; #elif defined __riscv_v_intrinsic float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict q6 = x[i].ql; const uint8_t * restrict qh = x[i].qh; const int8_t * restrict q8 = y[i].qs; const int8_t * restrict scale = x[i].scales; size_t vl; vint32m1_t vzero = __riscv_vmv_v_x_i32m1(0, 1); int sum_t = 0; int is = 0; for (int j = 0; j < QK_K/128; ++j) { vl = 32; // load qh vuint8m1_t qh_x = __riscv_vle8_v_u8m1(qh, vl); // load Q6 vuint8m1_t q6_0 = __riscv_vle8_v_u8m1(q6, vl); vuint8m1_t q6_1 = __riscv_vle8_v_u8m1(q6+32, vl); vuint8m1_t q6a_0 = __riscv_vand_vx_u8m1(q6_0, 0x0F, vl); vuint8m1_t q6a_1 = __riscv_vand_vx_u8m1(q6_1, 0x0F, vl); vuint8m1_t q6s_0 = __riscv_vsrl_vx_u8m1(q6_0, 0x04, vl); vuint8m1_t q6s_1 = __riscv_vsrl_vx_u8m1(q6_1, 0x04, vl); vuint8m1_t qh_0 = __riscv_vand_vx_u8m1(qh_x, 0x03, vl); vuint8m1_t qh_1 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(qh_x, 0x2, vl), 0x03 , vl); vuint8m1_t qh_2 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(qh_x, 0x4, vl), 0x03 , vl); vuint8m1_t qh_3 = __riscv_vand_vx_u8m1(__riscv_vsrl_vx_u8m1(qh_x, 0x6, vl), 0x03 , vl); vuint8m1_t qhi_0 = __riscv_vor_vv_u8m1(q6a_0, __riscv_vsll_vx_u8m1(qh_0, 0x04, vl), vl); vuint8m1_t qhi_1 = __riscv_vor_vv_u8m1(q6a_1, __riscv_vsll_vx_u8m1(qh_1, 0x04, vl), vl); vuint8m1_t qhi_2 = __riscv_vor_vv_u8m1(q6s_0, __riscv_vsll_vx_u8m1(qh_2, 0x04, vl), vl); vuint8m1_t qhi_3 = __riscv_vor_vv_u8m1(q6s_1, __riscv_vsll_vx_u8m1(qh_3, 0x04, vl), vl); vint8m1_t a_0 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(qhi_0), 32, vl); vint8m1_t a_1 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(qhi_1), 32, vl); vint8m1_t a_2 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(qhi_2), 32, vl); vint8m1_t a_3 = __riscv_vsub_vx_i8m1(__riscv_vreinterpret_v_u8m1_i8m1(qhi_3), 32, vl); // load Q8 and take product vint16m2_t va_q_0 = __riscv_vwmul_vv_i16m2(a_0, __riscv_vle8_v_i8m1(q8, vl), vl); vint16m2_t va_q_1 = __riscv_vwmul_vv_i16m2(a_1, __riscv_vle8_v_i8m1(q8+32, vl), vl); vint16m2_t va_q_2 = __riscv_vwmul_vv_i16m2(a_2, __riscv_vle8_v_i8m1(q8+64, vl), vl); vint16m2_t va_q_3 = __riscv_vwmul_vv_i16m2(a_3, __riscv_vle8_v_i8m1(q8+96, vl), vl); vl = 16; vint32m2_t vaux_0 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_0, 0), scale[is+0], vl); vint32m2_t vaux_1 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_0, 1), scale[is+1], vl); vint32m2_t vaux_2 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_1, 0), scale[is+2], vl); vint32m2_t vaux_3 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_1, 1), scale[is+3], vl); vint32m2_t vaux_4 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_2, 0), scale[is+4], vl); vint32m2_t vaux_5 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_2, 1), scale[is+5], vl); vint32m2_t vaux_6 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_3, 0), scale[is+6], vl); vint32m2_t vaux_7 = __riscv_vwmul_vx_i32m2(__riscv_vget_v_i16m2_i16m1(va_q_3, 1), scale[is+7], vl); vint32m1_t isum0 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(vaux_0, vaux_1, vl), vzero, vl); vint32m1_t isum1 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(vaux_2, vaux_3, vl), isum0, vl); vint32m1_t isum2 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(vaux_4, vaux_5, vl), isum1, vl); vint32m1_t isum3 = __riscv_vredsum_vs_i32m2_i32m1(__riscv_vadd_vv_i32m2(vaux_6, vaux_7, vl), isum2, vl); sum_t += __riscv_vmv_x_s_i32m1_i32(isum3); q6 += 64; qh += 32; q8 += 128; is=8; } sumf += d * sum_t; } *s = sumf; #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0xF); const vector int v0 = vec_splats((int32_t)0); const vector unsigned char v2 = vec_splats((unsigned char)0x2); const vector unsigned char v3 = vec_splats((unsigned char)0x3); const vector unsigned char v4 = vec_splats((unsigned char)0x4); const vector unsigned char v6 = vec_splats((unsigned char)0x6); const vector signed char off = vec_splats((signed char)0x20); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; vector signed int vsumi4 = v0; vector signed int vsumi5 = v0; vector signed int vsumi6 = v0; vector signed int vsumi7 = v0; const uint8_t * restrict q6 = x[i].ql; const uint8_t * restrict qh = x[i].qh; const int8_t * restrict qs = x[i].scales; const int8_t * restrict q8 = y[i].qs; for (int j = 0; j < QK_K/128; ++j) { __builtin_prefetch(q6, 0, 0); __builtin_prefetch(qh, 0, 0); __builtin_prefetch(q8, 0, 0); vector signed char qxs0 = (vector signed char)vec_xl( 0, q6); vector signed char qxs1 = (vector signed char)vec_xl(16, q6); vector signed char qxs2 = (vector signed char)vec_xl(32, q6); vector signed char qxs3 = (vector signed char)vec_xl(48, q6); q6 += 64; vector signed char qxs00 = vec_and(qxs0, lowMask); vector signed char qxs01 = vec_sr(qxs0, v4); vector signed char qxs10 = vec_and(qxs1, lowMask); vector signed char qxs11 = vec_sr(qxs1, v4); vector signed char qxs20 = vec_and(qxs2, lowMask); vector signed char qxs21 = vec_sr(qxs2, v4); vector signed char qxs30 = vec_and(qxs3, lowMask); vector signed char qxs31 = vec_sr(qxs3, v4); vector signed char qxhs0 = (vector signed char)vec_xl( 0, qh); vector signed char qxhs1 = (vector signed char)vec_xl(16, qh); qh += 32; vector signed char qxh00 = vec_sl(vec_and((vector signed char)v3, qxhs0), v4); vector signed char qxh01 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs0, v4)), v4); vector signed char qxh10 = vec_sl(vec_and((vector signed char)v3, qxhs1), v4); vector signed char qxh11 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs1, v4)), v4); vector signed char qxh20 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs0, v2)), v4); vector signed char qxh21 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs0, v6)), v4); vector signed char qxh30 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs1, v2)), v4); vector signed char qxh31 = vec_sl(vec_and((vector signed char)v3, vec_sr(qxhs1, v6)), v4); vector signed char q6x00 = vec_sub(vec_or(qxh00, qxs00), off); vector signed char q6x01 = vec_sub(vec_or(qxh01, qxs01), off); vector signed char q6x10 = vec_sub(vec_or(qxh10, qxs10), off); vector signed char q6x11 = vec_sub(vec_or(qxh11, qxs11), off); vector signed char q6x20 = vec_sub(vec_or(qxh20, qxs20), off); vector signed char q6x21 = vec_sub(vec_or(qxh21, qxs21), off); vector signed char q6x30 = vec_sub(vec_or(qxh30, qxs30), off); vector signed char q6x31 = vec_sub(vec_or(qxh31, qxs31), off); vector signed char q8y00 = vec_xl( 0, q8); vector signed char q8y10 = vec_xl( 16, q8); vector signed char q8y20 = vec_xl( 32, q8); vector signed char q8y30 = vec_xl( 48, q8); vector signed char q8y01 = vec_xl( 64, q8); vector signed char q8y11 = vec_xl( 80, q8); vector signed char q8y21 = vec_xl( 96, q8); vector signed char q8y31 = vec_xl(112, q8); q8 += 128; vector signed short qv00 = vec_add(vec_mule(q6x00, q8y00), vec_mulo(q6x00, q8y00)); vector signed short qv10 = vec_add(vec_mule(q6x10, q8y10), vec_mulo(q6x10, q8y10)); vector signed short qv20 = vec_add(vec_mule(q6x20, q8y20), vec_mulo(q6x20, q8y20)); vector signed short qv30 = vec_add(vec_mule(q6x30, q8y30), vec_mulo(q6x30, q8y30)); vector signed short qv01 = vec_add(vec_mule(q6x01, q8y01), vec_mulo(q6x01, q8y01)); vector signed short qv11 = vec_add(vec_mule(q6x11, q8y11), vec_mulo(q6x11, q8y11)); vector signed short qv21 = vec_add(vec_mule(q6x21, q8y21), vec_mulo(q6x21, q8y21)); vector signed short qv31 = vec_add(vec_mule(q6x31, q8y31), vec_mulo(q6x31, q8y31)); vector signed short vscales = vec_unpackh(vec_xl_len(qs, 8)); qs += 8; vector signed short vs0 = vec_splat(vscales, 0); vector signed short vs1 = vec_splat(vscales, 1); vector signed short vs2 = vec_splat(vscales, 2); vector signed short vs3 = vec_splat(vscales, 3); vector signed short vs4 = vec_splat(vscales, 4); vector signed short vs5 = vec_splat(vscales, 5); vector signed short vs6 = vec_splat(vscales, 6); vector signed short vs7 = vec_splat(vscales, 7); vsumi0 = vec_msum(qv00, vs0, vsumi0); vsumi1 = vec_msum(qv01, vs4, vsumi1); vsumi2 = vec_msum(qv10, vs1, vsumi2); vsumi3 = vec_msum(qv11, vs5, vsumi3); vsumi4 = vec_msum(qv20, vs2, vsumi4); vsumi5 = vec_msum(qv21, vs6, vsumi5); vsumi6 = vec_msum(qv30, vs3, vsumi6); vsumi7 = vec_msum(qv31, vs7, vsumi7); } vsumi0 = vec_add(vsumi0, vsumi4); vsumi1 = vec_add(vsumi1, vsumi5); vsumi2 = vec_add(vsumi2, vsumi6); vsumi3 = vec_add(vsumi3, vsumi7); vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = vec_extract(vsumf0, 0); #elif defined __loongarch_asx const __m256i m32s = __lasx_xvreplgr2vr_b(32); __m256 acc = (__m256)__lasx_xvldi(0); for (int i = 0; i < nb; ++i) { const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict q4 = x[i].ql; const uint8_t * restrict qh = x[i].qh; const int8_t * restrict q8 = y[i].qs; const __m128i scales128 = __lsx_vld((const __m128i*)x[i].scales, 0); const v16i8 shuffle_mask = {0, 2, 4, 6, 8, 10, 12, 14, 1, 3, 5, 7, 9, 11, 13, 15}; const __m256i scales_shuffled = lasx_ext8_16(__lsx_vshuf_b(scales128, scales128, (__m128i)shuffle_mask)); __m256i sumi = __lasx_xvldi(0); for (int j = 0; j < QK_K/128; ++j) { const __m256i q4bits1 = __lasx_xvld((const __m256i*)q4, 0); q4 += 32; const __m256i q4bits2 = __lasx_xvld((const __m256i*)q4, 0); q4 += 32; const __m256i q4bitsH = __lasx_xvld((const __m256i*)qh, 0); qh += 32; const __m256i q4h_0 = __lasx_xvslli_b(__lasx_xvandi_b(q4bitsH, 3), 4); const __m256i q4h_1 = __lasx_xvslli_b(__lasx_xvandi_b(q4bitsH, 3 << 2), 2); const __m256i q4h_2 = __lasx_xvandi_b(q4bitsH, 3 << 4); const __m256i q4h_3 = __lasx_xvsrli_b(__lasx_xvandi_b(q4bitsH, 3 << 6), 2); const __m256i q4_0 = __lasx_xvor_v(__lasx_xvandi_b(q4bits1, 0xf), q4h_0); const __m256i q4_1 = __lasx_xvor_v(__lasx_xvandi_b(q4bits2, 0xf), q4h_1); const __m256i q4_2 = __lasx_xvor_v(__lasx_xvsrli_b(q4bits1, 4), q4h_2); const __m256i q4_3 = __lasx_xvor_v(__lasx_xvsrli_b(q4bits2, 4), q4h_3); const __m256i q8_0 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_2 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8_3 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; __m256i p16_0 = lasx_madd_h_b(__lasx_xvsub_b(q4_0, m32s), q8_0); __m256i p16_1 = lasx_madd_h_b(__lasx_xvsub_b(q4_1, m32s), q8_1); __m256i p16_2 = lasx_madd_h_b(__lasx_xvsub_b(q4_2, m32s), q8_2); __m256i p16_3 = lasx_madd_h_b(__lasx_xvsub_b(q4_3, m32s), q8_3); p16_0 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 0), p16_0); p16_1 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 1), p16_1); p16_2 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 2), p16_2); p16_3 = lasx_madd_h(lasx_xvrepl128vei_h(scales_shuffled, 4 * j + 3), p16_3); sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p16_0, p16_1)); sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p16_2, p16_3)); } acc = __lasx_xvfmadd_s((__m256)__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(sumi), acc); } *s = hsum_float_8(acc); #elif defined(__VXE__) || defined(__VXE2__) float sum = 0; // Lower 4-bit and upper 2-bit masks const uint8x16_t v_lm = vec_splat_u8(0x0F); const uint8x16_t v_um = vec_splat_u8(0x03); const int32x4_t v_z = vec_splat_s32(0); int8x16_t q6b[4]; uint8x16_t q6h[4]; uint8x16_t v_xl[4]; uint8x16_t v_xh[2]; int8x16_t v_y[4]; for (int i = 0; i < nb; ++i) { const float d_all = GGML_FP16_TO_FP32(x[i].d); const uint8_t * restrict x0l = x[i].ql; const uint8_t * restrict x0h = x[i].qh; const int8_t * restrict y0 = y[i].qs; const int8_t * restrict scale = x[i].scales; const int16x8_t v_ysumsl = vec_xl(0 , y[i].bsums); const int16x8_t v_ysumsh = vec_xl(16, y[i].bsums); const int8x16_t v_scale = vec_xl(0, scale); const int16x8_t v_scalel = vec_unpackh(v_scale); const int16x8_t v_scaleh = vec_unpackl(v_scale); const int32x4_t v_minslo = vec_mulo(v_ysumsl, v_scalel); const int32x4_t v_minsle = vec_mule(v_ysumsl, v_scalel); const int32x4_t v_minsho = vec_mulo(v_ysumsh, v_scaleh); const int32x4_t v_minshe = vec_mule(v_ysumsh, v_scaleh); const int32x4_t v_mins = v_minslo + v_minsle + v_minsho + v_minshe; const int32_t mins = v_mins[0] + v_mins[1] + v_mins[2] + v_mins[3]; int32_t isum = 0; for (int j = 0; j < QK_K/128; ++j) { // Load model upper 2 bits v_xh[0] = vec_xl(0 , x0h); v_xh[1] = vec_xl(16, x0h); x0h += 32; // Load model lower 4 bits v_xl[0] = vec_xl(0 , x0l); v_xl[1] = vec_xl(16, x0l); v_xl[2] = vec_xl(32, x0l); v_xl[3] = vec_xl(48, x0l); x0l += 64; // Load activation quants v_y[0] = vec_xl(0 , y0); v_y[1] = vec_xl(16, y0); v_y[2] = vec_xl(32, y0); v_y[3] = vec_xl(48, y0); y0 += 64; q6h[0] = vec_sl(vec_and(v_um, v_xh[0]), 4); q6h[1] = vec_sl(vec_and(v_um, v_xh[1]), 4); uint8x16_t shifted = vec_sr(v_xh[0], 2); q6h[2] = vec_sl(vec_and(v_um, shifted), 4); shifted = vec_sr(v_xh[1], 2); q6h[3] = vec_sl(vec_and(v_um, shifted), 4); q6b[0] = (int8x16_t)(vec_or(vec_and(v_xl[0], v_lm), q6h[0])); q6b[1] = (int8x16_t)(vec_or(vec_and(v_xl[1], v_lm), q6h[1])); q6b[2] = (int8x16_t)(vec_or(vec_and(v_xl[2], v_lm), q6h[2])); q6b[3] = (int8x16_t)(vec_or(vec_and(v_xl[3], v_lm), q6h[3])); int32x4_t summs0 = ggml_vec_dot(v_z, q6b[0], v_y[0]); int32x4_t summs1 = ggml_vec_dot(v_z, q6b[1], v_y[1]); int32x4_t summs2 = ggml_vec_dot(v_z, q6b[2], v_y[2]); int32x4_t summs3 = ggml_vec_dot(v_z, q6b[3], v_y[3]); isum += (summs0[0] + summs0[1] + summs0[2] + summs0[3]) * scale[0] + (summs1[0] + summs1[1] + summs1[2] + summs1[3]) * scale[1] + (summs2[0] + summs2[1] + summs2[2] + summs2[3]) * scale[2] + (summs3[0] + summs3[1] + summs3[2] + summs3[3]) * scale[3]; scale += 4; // Load activation quants v_y[0] = vec_xl(0 , y0); v_y[1] = vec_xl(16, y0); v_y[2] = vec_xl(32, y0); v_y[3] = vec_xl(48, y0); y0 += 64; shifted = vec_sr(v_xh[0], 4); q6h[0] = vec_sl(vec_and(v_um, shifted), 4); shifted = vec_sr(v_xh[1], 4); q6h[1] = vec_sl(vec_and(v_um, shifted), 4); shifted = vec_sr(v_xh[0], 6); q6h[2] = vec_sl(vec_and(v_um, shifted), 4); shifted = vec_sr(v_xh[1], 6); q6h[3] = vec_sl(vec_and(v_um, shifted), 4); q6b[0] = (int8x16_t)(vec_or(vec_sr(v_xl[0], 4), q6h[0])); q6b[1] = (int8x16_t)(vec_or(vec_sr(v_xl[1], 4), q6h[1])); q6b[2] = (int8x16_t)(vec_or(vec_sr(v_xl[2], 4), q6h[2])); q6b[3] = (int8x16_t)(vec_or(vec_sr(v_xl[3], 4), q6h[3])); summs0 = ggml_vec_dot(v_z, q6b[0], v_y[0]); summs1 = ggml_vec_dot(v_z, q6b[1], v_y[1]); summs2 = ggml_vec_dot(v_z, q6b[2], v_y[2]); summs3 = ggml_vec_dot(v_z, q6b[3], v_y[3]); isum += (summs0[0] + summs0[1] + summs0[2] + summs0[3]) * scale[0] + (summs1[0] + summs1[1] + summs1[2] + summs1[3]) * scale[1] + (summs2[0] + summs2[1] + summs2[2] + summs2[3]) * scale[2] + (summs3[0] + summs3[1] + summs3[2] + summs3[3]) * scale[3]; scale += 4; } sum += d_all * y[i].d * (isum - 32 * mins); } *s = sum; #else int8_t aux8[QK_K]; int16_t aux16[8]; float sums [8]; int32_t aux32[8]; memset(sums, 0, 8*sizeof(float)); float sumf = 0; for (int i = 0; i < nb; ++i) { const uint8_t * restrict q4 = x[i].ql; const uint8_t * restrict qh = x[i].qh; const int8_t * restrict q8 = y[i].qs; memset(aux32, 0, 8*sizeof(int32_t)); int8_t * restrict a = aux8; for (int j = 0; j < QK_K; j += 128) { for (int l = 0; l < 32; ++l) { a[l + 0] = (int8_t)((q4[l + 0] & 0xF) | (((qh[l] >> 0) & 3) << 4)) - 32; a[l + 32] = (int8_t)((q4[l + 32] & 0xF) | (((qh[l] >> 2) & 3) << 4)) - 32; a[l + 64] = (int8_t)((q4[l + 0] >> 4) | (((qh[l] >> 4) & 3) << 4)) - 32; a[l + 96] = (int8_t)((q4[l + 32] >> 4) | (((qh[l] >> 6) & 3) << 4)) - 32; } a += 128; q4 += 64; qh += 32; } a = aux8; int is = 0; for (int j = 0; j < QK_K/16; ++j) { int scale = x[i].scales[is++]; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; for (int l = 0; l < 8; ++l) aux16[l] = q8[l] * a[l]; for (int l = 0; l < 8; ++l) aux32[l] += scale * aux16[l]; q8 += 8; a += 8; } const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; for (int l = 0; l < 8; ++l) sums[l] += d * aux32[l]; } for (int l = 0; l < 8; ++l) sumf += sums[l]; *s = sumf; #endif } #if defined (__AVX__) || defined (__AVX2__) || defined (__ARM_NEON) || defined (__POWER9_VECTOR__) || defined(__loongarch_asx) static const int8_t keven_signs_q2xs[1024] = { 1, 1, 1, 1, 1, 1, 1, 1, -1, 1, 1, 1, 1, 1, 1, -1, 1, -1, 1, 1, 1, 1, 1, -1, -1, -1, 1, 1, 1, 1, 1, 1, 1, 1, -1, 1, 1, 1, 1, -1, -1, 1, -1, 1, 1, 1, 1, 1, 1, -1, -1, 1, 1, 1, 1, 1, -1, -1, -1, 1, 1, 1, 1, -1, 1, 1, 1, -1, 1, 1, 1, -1, -1, 1, 1, -1, 1, 1, 1, 1, 1, -1, 1, -1, 1, 1, 1, 1, -1, -1, 1, -1, 1, 1, 1, -1, 1, 1, -1, -1, 1, 1, 1, 1, -1, 1, -1, -1, 1, 1, 1, -1, 1, -1, -1, -1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, 1, 1, 1, 1, 1, 1, -1, 1, 1, -1, -1, 1, 1, 1, -1, 1, 1, 1, 1, -1, 1, 1, -1, 1, 1, 1, -1, -1, 1, 1, -1, 1, 1, -1, 1, 1, -1, 1, -1, 1, 1, 1, -1, 1, -1, 1, -1, 1, 1, -1, 1, -1, -1, 1, -1, 1, 1, -1, -1, -1, -1, 1, -1, 1, 1, 1, 1, 1, 1, -1, -1, 1, 1, 1, -1, 1, 1, -1, -1, 1, 1, -1, 1, -1, 1, -1, -1, 1, 1, -1, -1, -1, 1, -1, -1, 1, 1, 1, 1, 1, -1, -1, -1, 1, 1, -1, -1, 1, -1, -1, -1, 1, 1, 1, 1, -1, -1, -1, -1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, -1, 1, 1, 1, 1, 1, -1, 1, -1, -1, 1, 1, 1, 1, -1, 1, 1, 1, -1, 1, 1, 1, -1, 1, 1, -1, -1, 1, 1, 1, -1, 1, -1, 1, 1, -1, 1, 1, -1, 1, 1, -1, 1, -1, 1, 1, -1, 1, -1, 1, -1, -1, 1, 1, -1, 1, -1, -1, -1, -1, 1, 1, -1, 1, 1, 1, 1, 1, -1, 1, -1, 1, 1, -1, 1, 1, -1, 1, -1, 1, -1, 1, -1, 1, -1, 1, -1, 1, -1, -1, -1, 1, -1, 1, -1, 1, 1, 1, 1, -1, -1, 1, -1, 1, -1, -1, 1, -1, -1, 1, -1, 1, 1, 1, -1, -1, -1, 1, -1, 1, 1, -1, -1, -1, -1, 1, -1, 1, -1, 1, 1, 1, 1, -1, -1, 1, 1, -1, 1, 1, 1, -1, -1, 1, -1, 1, -1, 1, 1, -1, -1, 1, -1, -1, -1, 1, 1, -1, -1, 1, 1, 1, 1, -1, 1, -1, -1, 1, -1, -1, 1, -1, 1, -1, -1, 1, 1, 1, -1, -1, 1, -1, -1, 1, 1, -1, -1, -1, 1, -1, -1, 1, -1, 1, 1, 1, -1, -1, -1, 1, -1, -1, 1, 1, -1, -1, -1, 1, 1, 1, -1, 1, -1, -1, -1, 1, 1, -1, -1, 1, -1, -1, -1, 1, -1, 1, 1, -1, -1, -1, -1, 1, 1, -1, 1, -1, -1, -1, -1, 1, -1, 1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, 1, 1, 1, 1, 1, 1, 1, -1, -1, -1, 1, 1, 1, 1, 1, -1, 1, 1, -1, 1, 1, 1, 1, -1, 1, -1, -1, 1, 1, 1, 1, -1, -1, 1, 1, -1, 1, 1, 1, -1, 1, -1, 1, -1, 1, 1, 1, -1, -1, 1, -1, -1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, 1, -1, 1, 1, 1, 1, -1, 1, 1, -1, 1, -1, 1, 1, -1, 1, 1, -1, -1, 1, -1, 1, -1, 1, 1, -1, -1, -1, -1, 1, -1, 1, 1, -1, 1, 1, 1, -1, -1, 1, 1, -1, -1, -1, 1, -1, -1, 1, 1, -1, 1, 1, -1, -1, -1, 1, 1, -1, 1, -1, -1, -1, -1, 1, 1, -1, -1, 1, 1, 1, 1, -1, 1, -1, 1, -1, 1, 1, 1, -1, 1, -1, -1, 1, -1, 1, 1, -1, 1, -1, -1, -1, -1, 1, 1, -1, 1, -1, 1, 1, 1, -1, 1, -1, 1, -1, -1, -1, 1, -1, 1, -1, 1, -1, 1, 1, -1, -1, 1, -1, 1, -1, 1, -1, -1, -1, 1, -1, 1, -1, -1, 1, 1, 1, -1, -1, 1, -1, -1, -1, 1, 1, -1, -1, 1, -1, 1, 1, -1, 1, -1, -1, 1, -1, 1, -1, -1, 1, -1, -1, 1, -1, -1, 1, 1, -1, -1, -1, 1, -1, 1, -1, 1, -1, -1, -1, 1, -1, -1, 1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, 1, 1, 1, 1, 1, 1, -1, -1, 1, -1, 1, 1, 1, 1, -1, -1, -1, 1, -1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, 1, -1, -1, 1, 1, 1, -1, 1, 1, -1, -1, -1, -1, 1, -1, 1, 1, -1, -1, 1, 1, -1, -1, 1, 1, -1, -1, 1, -1, -1, -1, 1, 1, -1, -1, -1, 1, 1, 1, -1, 1, -1, -1, -1, -1, 1, 1, -1, 1, -1, -1, 1, 1, -1, 1, -1, 1, -1, -1, 1, -1, -1, 1, -1, 1, -1, -1, -1, 1, 1, -1, -1, 1, -1, -1, 1, -1, 1, -1, -1, 1, -1, -1, -1, 1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, 1, 1, 1, 1, 1, -1, -1, -1, -1, -1, 1, 1, 1, -1, -1, -1, 1, 1, -1, 1, 1, -1, -1, -1, 1, -1, -1, 1, 1, -1, -1, -1, -1, 1, 1, -1, 1, -1, -1, -1, 1, -1, 1, -1, 1, -1, -1, -1, -1, 1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, 1, 1, 1, 1, -1, -1, -1, -1, 1, -1, 1, 1, -1, -1, -1, -1, -1, 1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, 1, 1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, 1, 1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, }; #endif void ggml_vec_dot_iq2_xxs_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_iq2_xxs * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined(__ARM_NEON) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; uint32_t aux32[4]; const uint8_t * aux8 = (const uint8_t *)aux32; ggml_int8x16x4_t q2u; ggml_int8x16x4_t q2s; ggml_int8x16x4_t q8b; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; float sumf1 = 0, sumf2 = 0; for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { q8b = ggml_vld1q_s8_x4(q8); q8 += 64; memcpy(aux32, q2, 4*sizeof(uint32_t)); q2 += 8; q2u.val[0] = vcombine_s8(vld1_s8((const void *)(iq2xxs_grid + aux8[ 0])), vld1_s8((const void *)(iq2xxs_grid + aux8[ 1]))); q2u.val[1] = vcombine_s8(vld1_s8((const void *)(iq2xxs_grid + aux8[ 2])), vld1_s8((const void *)(iq2xxs_grid + aux8[ 3]))); q2u.val[2] = vcombine_s8(vld1_s8((const void *)(iq2xxs_grid + aux8[ 8])), vld1_s8((const void *)(iq2xxs_grid + aux8[ 9]))); q2u.val[3] = vcombine_s8(vld1_s8((const void *)(iq2xxs_grid + aux8[10])), vld1_s8((const void *)(iq2xxs_grid + aux8[11]))); q2s.val[0] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[1] >> 0) & 127))), vld1_s8((const void *)(signs64 + ((aux32[1] >> 7) & 127)))); q2s.val[1] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[1] >> 14) & 127))), vld1_s8((const void *)(signs64 + ((aux32[1] >> 21) & 127)))); q2s.val[2] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[3] >> 0) & 127))), vld1_s8((const void *)(signs64 + ((aux32[3] >> 7) & 127)))); q2s.val[3] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[3] >> 14) & 127))), vld1_s8((const void *)(signs64 + ((aux32[3] >> 21) & 127)))); q2u.val[0] = vmulq_s8(q2u.val[0], q2s.val[0]); q2u.val[1] = vmulq_s8(q2u.val[1], q2s.val[1]); q2u.val[2] = vmulq_s8(q2u.val[2], q2s.val[2]); q2u.val[3] = vmulq_s8(q2u.val[3], q2s.val[3]); const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[0], q8b.val[0]), q2u.val[1], q8b.val[1]); const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[2], q8b.val[2]), q2u.val[3], q8b.val[3]); sumf1 += vaddvq_s32(p1) * (0.5f + (aux32[1] >> 28)); sumf2 += vaddvq_s32(p2) * (0.5f + (aux32[3] >> 28)); } sumf += d*(sumf1 + sumf2); } *s = 0.25f * sumf; #elif defined(__AVX2__) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; uint32_t aux32[4]; const uint8_t * aux8 = (const uint8_t *)aux32; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; __m256i sumi1 = _mm256_setzero_si256(); __m256i sumi2 = _mm256_setzero_si256(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; memcpy(aux32, q2, 4*sizeof(uint32_t)); q2 += 8; const __m256i q2_1 = _mm256_set_epi64x(iq2xxs_grid[aux8[ 3]], iq2xxs_grid[aux8[ 2]], iq2xxs_grid[aux8[1]], iq2xxs_grid[aux8[0]]); const __m256i q2_2 = _mm256_set_epi64x(iq2xxs_grid[aux8[11]], iq2xxs_grid[aux8[10]], iq2xxs_grid[aux8[9]], iq2xxs_grid[aux8[8]]); const __m256i s2_1 = _mm256_set_epi64x(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127], signs64[(aux32[1] >> 7) & 127], signs64[(aux32[1] >> 0) & 127]); const __m256i s2_2 = _mm256_set_epi64x(signs64[(aux32[3] >> 21) & 127], signs64[(aux32[3] >> 14) & 127], signs64[(aux32[3] >> 7) & 127], signs64[(aux32[3] >> 0) & 127]); const __m256i q8s_1 = _mm256_sign_epi8(q8_1, s2_1); const __m256i q8s_2 = _mm256_sign_epi8(q8_2, s2_2); const __m256i dot1 = _mm256_maddubs_epi16(q2_1, q8s_1); const __m256i dot2 = _mm256_maddubs_epi16(q2_2, q8s_2); const uint16_t ls1 = aux32[1] >> 28; const uint16_t ls2 = aux32[3] >> 28; const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_set1_epi16(2*ls1+1)); const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_set1_epi16(2*ls2+1)); sumi1 = _mm256_add_epi32(sumi1, p1); sumi2 = _mm256_add_epi32(sumi2, p2); } accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf); } *s = 0.125f * hsum_float_8(accumf); #elif defined(__AVX__) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; uint32_t aux32[4]; const uint8_t * aux8 = (const uint8_t *)aux32; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; __m128i sumi1_0 = _mm_setzero_si128(); __m128i sumi1_1 = _mm_setzero_si128(); __m128i sumi2_0 = _mm_setzero_si128(); __m128i sumi2_1 = _mm_setzero_si128(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; memcpy(aux32, q2, 4*sizeof(uint32_t)); q2 += 8; const __m128i q2_1_0 = _mm_set_epi64x(iq2xxs_grid[aux8[1]], iq2xxs_grid[aux8[0]]); const __m128i q2_1_1 = _mm_set_epi64x(iq2xxs_grid[aux8[3]], iq2xxs_grid[aux8[2]]); const __m128i q2_2_0 = _mm_set_epi64x(iq2xxs_grid[aux8[9]], iq2xxs_grid[aux8[8]]); const __m128i q2_2_1 = _mm_set_epi64x(iq2xxs_grid[aux8[11]], iq2xxs_grid[aux8[10]]); const __m128i s2_1_0 = _mm_set_epi64x(signs64[(aux32[1] >> 7) & 127], signs64[(aux32[1] >> 0) & 127]); const __m128i s2_1_1 = _mm_set_epi64x(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127]); const __m128i s2_2_0 = _mm_set_epi64x(signs64[(aux32[3] >> 7) & 127], signs64[(aux32[3] >> 0) & 127]); const __m128i s2_2_1 = _mm_set_epi64x(signs64[(aux32[3] >> 21) & 127], signs64[(aux32[3] >> 14) & 127]); const __m128i q8s_1_0 = _mm_sign_epi8(q8_1_0, s2_1_0); const __m128i q8s_1_1 = _mm_sign_epi8(q8_1_1, s2_1_1); const __m128i q8s_2_0 = _mm_sign_epi8(q8_2_0, s2_2_0); const __m128i q8s_2_1 = _mm_sign_epi8(q8_2_1, s2_2_1); const __m128i dot1_0 = _mm_maddubs_epi16(q2_1_0, q8s_1_0); const __m128i dot1_1 = _mm_maddubs_epi16(q2_1_1, q8s_1_1); const __m128i dot2_0 = _mm_maddubs_epi16(q2_2_0, q8s_2_0); const __m128i dot2_1 = _mm_maddubs_epi16(q2_2_1, q8s_2_1); const uint16_t ls1 = aux32[1] >> 28; const uint16_t ls2 = aux32[3] >> 28; const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_set1_epi16(2*ls1+1)); const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_set1_epi16(2*ls1+1)); const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_set1_epi16(2*ls2+1)); const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_set1_epi16(2*ls2+1)); sumi1_0 = _mm_add_epi32(sumi1_0, p1_0); sumi1_1 = _mm_add_epi32(sumi1_1, p1_1); sumi2_0 = _mm_add_epi32(sumi2_0, p2_0); sumi2_1 = _mm_add_epi32(sumi2_1, p2_1); } accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf); } *s = 0.125f * hsum_float_8(accumf); #elif defined(__POWER9_VECTOR__) const vector int v0 = vec_splats((int32_t)0); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; for (int j = 0; j < QK_K/32; j += 2) { __builtin_prefetch(q2, 0, 1); __builtin_prefetch(q8, 0, 1); uint32_t aux32[4]; const uint8_t * aux8 = (const uint8_t *)aux32; memcpy(aux32, q2, 4*sizeof(uint32_t)); q2 += 8; vector signed long long aux64x2_0 = {*(const int64_t *)(iq2xxs_grid + aux8[ 0]), *(const int64_t *)(iq2xxs_grid + aux8[ 1])}; vector signed long long aux64x2_1 = {*(const int64_t *)(iq2xxs_grid + aux8[ 2]), *(const int64_t *)(iq2xxs_grid + aux8[ 3])}; vector signed long long aux64x2_2 = {*(const int64_t *)(iq2xxs_grid + aux8[ 8]), *(const int64_t *)(iq2xxs_grid + aux8[ 9])}; vector signed long long aux64x2_3 = {*(const int64_t *)(iq2xxs_grid + aux8[10]), *(const int64_t *)(iq2xxs_grid + aux8[11])}; vector signed long long vsigns0 = {*(const int64_t *)(signs64 + ((aux32[1] >> 0) & 127)), *(const int64_t *)(signs64 + ((aux32[1] >> 7) & 127))}; vector signed long long vsigns1 = {*(const int64_t *)(signs64 + ((aux32[1] >> 14) & 127)), *(const int64_t *)(signs64 + ((aux32[1] >> 21) & 127))}; vector signed long long vsigns2 = {*(const int64_t *)(signs64 + ((aux32[3] >> 0) & 127)), *(const int64_t *)(signs64 + ((aux32[3] >> 7) & 127))}; vector signed long long vsigns3 = {*(const int64_t *)(signs64 + ((aux32[3] >> 14) & 127)), *(const int64_t *)(signs64 + ((aux32[3] >> 21) & 127))}; vector signed char q2x0 = (vector signed char)vec_mul((vector signed char)vsigns0, (vector signed char)aux64x2_0); vector signed char q2x1 = (vector signed char)vec_mul((vector signed char)vsigns1, (vector signed char)aux64x2_1); vector signed char q2x2 = (vector signed char)vec_mul((vector signed char)vsigns2, (vector signed char)aux64x2_2); vector signed char q2x3 = (vector signed char)vec_mul((vector signed char)vsigns3, (vector signed char)aux64x2_3); vector signed char q8y0 = vec_xl( 0, q8); vector signed char q8y1 = vec_xl(16, q8); vector signed char q8y2 = vec_xl(32, q8); vector signed char q8y3 = vec_xl(48, q8); q8 += 64; vector signed short qv0 = vec_add(vec_mule(q2x0, q8y0), vec_mulo(q2x0, q8y0)); vector signed short qv1 = vec_add(vec_mule(q2x1, q8y1), vec_mulo(q2x1, q8y1)); vector signed short qv2 = vec_add(vec_mule(q2x2, q8y2), vec_mulo(q2x2, q8y2)); vector signed short qv3 = vec_add(vec_mule(q2x3, q8y3), vec_mulo(q2x3, q8y3)); const uint16_t ls0 = aux32[1] >> 28; const uint16_t ls1 = aux32[3] >> 28; vector signed short vscales01 = vec_splats((int16_t)(2*ls0+1)); vector signed short vscales23 = vec_splats((int16_t)(2*ls1+1)); vsumi0 = vec_msum(qv0, vscales01, vsumi0); vsumi1 = vec_msum(qv1, vscales01, vsumi1); vsumi2 = vec_msum(qv2, vscales23, vsumi2); vsumi3 = vec_msum(qv3, vscales23, vsumi3); } vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = 0.125f * vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; uint32_t aux32[4]; const uint8_t * aux8 = (const uint8_t *)aux32; __m256 accumf = (__m256)__lasx_xvldi(0); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; __m256i sumi1 = __lasx_xvldi(0); __m256i sumi2 = __lasx_xvldi(0); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; memcpy(aux32, q2, 4*sizeof(uint32_t)); q2 += 8; const __m256i q2_1 = lasx_set_d(iq2xxs_grid[aux8[ 3]], iq2xxs_grid[aux8[ 2]], iq2xxs_grid[aux8[1]], iq2xxs_grid[aux8[0]]); const __m256i q2_2 = lasx_set_d(iq2xxs_grid[aux8[11]], iq2xxs_grid[aux8[10]], iq2xxs_grid[aux8[9]], iq2xxs_grid[aux8[8]]); const __m256i s2_1 = lasx_set_d(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127], signs64[(aux32[1] >> 7) & 127], signs64[(aux32[1] >> 0) & 127]); const __m256i s2_2 = lasx_set_d(signs64[(aux32[3] >> 21) & 127], signs64[(aux32[3] >> 14) & 127], signs64[(aux32[3] >> 7) & 127], signs64[(aux32[3] >> 0) & 127]); const __m256i q8s_1 = __lasx_xvsigncov_b(s2_1, q8_1); const __m256i q8s_2 = __lasx_xvsigncov_b(s2_2, q8_2); const __m256i dot1 = lasx_maddubs_h(q2_1, q8s_1); const __m256i dot2 = lasx_maddubs_h(q2_2, q8s_2); const uint16_t ls1 = aux32[1] >> 28; const uint16_t ls2 = aux32[3] >> 28; const __m256i p1 = lasx_madd_h(dot1, __lasx_xvreplgr2vr_h(2*ls1+1)); const __m256i p2 = lasx_madd_h(dot2, __lasx_xvreplgr2vr_h(2*ls2+1)); sumi1 = __lasx_xvadd_w(sumi1, p1); sumi2 = __lasx_xvadd_w(sumi2, p2); } accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf); } *s = 0.125f * hsum_float_8(accumf); //#elif defined(__VXE__) || defined(__VXE2__) // const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; // // uint32_t aux32[4]; // const uint8_t * aux8 = (const uint8_t *)aux32; // // float sumf = 0; // // for (int i = 0; i < nb; ++i) { // const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; // const uint16_t * restrict q2 = x[i].qs; // const int8_t * restrict q8 = y[i].qs; // // float sumf1 = 0, sumf2 = 0; // // for (int ib32 = 0; ib32 < QK_K/32; ib += 2) { // int8x16_t q8b0 = vec_xl( 0, q8); // int8x16_t qb81 = vec_xl(16, q8); // int8x16_t q8b2 = vec_xl(32, q8); // int8x16_t q8b3 = vec_xl(48, q8); // q8 += 64; // // memcpy(aux32, q2, 4 * sizeof(uint32_t)); // q2 += 8; // // int8x16_t q2u0 = { *(const int64_t *)(iq2xxs_grid + aux8[ 0]), *(const int64_t *)(iq2xxs_grid + aux8[ 1]) }; // int8x16_t q2u1 = { *(const int64_t *)(iq2xxs_grid + aux8[ 2]), *(const int64_t *)(iq2xxs_grid + aux8[ 3]) }; // int8x16_t q2u2 = { *(const int64_t *)(iq2xxs_grid + aux8[ 8]), *(const int64_t *)(iq2xxs_grid + aux8[ 9]) }; // int8x16_t q2u3 = { *(const int64_t *)(iq2xxs_grid + aux8[10]), *(const int64_t *)(iq2xxs_grid + aux8[11]) }; // // int8x16_t q2s0 = { *(const int64_t *)(signs64 + ((aux32[1] >> 0) & 127)), *(const int64_t *)(signs64 + ((aux32[1] >> 7) & 127)) }; // int8x16_t q2s1 = { *(const int64_t *)(signs64 + ((aux32[1] >> 14) & 127)), *(const int64_t *)(signs64 + ((aux32[1] >> 21) & 127)) }; // int8x16_t q2s2 = { *(const int64_t *)(signs64 + ((aux32[3] >> 0) & 127)), *(const int64_t *)(signs64 + ((aux32[3] >> 7) & 127)) }; // int8x16_t q2s3 = { *(const int64_t *)(signs64 + ((aux32[3] >> 14) & 127)), *(const int64_t *)(signs64 + ((aux32[3] >> 21) & 127)) }; // // q2u0 = vec_mul(q2u0, q2s0); // q2u1 = vec_mul(q2u1, q2s1); // q2u2 = vec_mul(q2u2, q2s2); // q2u3 = vec_mul(q2u3, q2s3); // // const int32x4_t p1 = ggml_vec_dot(ggml_vec_dot(vec_splat_s32(0), q2u0, q8b0), q2u1, q8b1); // const int32x4_t p2 = ggml_vec_dot(ggml_vec_dot(vec_splat_s32(0), q2u2, q8b2), q2u3, q8b3); // // sumf1 += (p1[0] + p1[1] + p1[2] + p1[3]) * (0.5f + (aux32[1] >> 28)); // sumf2 += (p2[0] + p2[1] + p2[2] + p2[3]) * (0.5f + (aux32[3] >> 28)); // } // // sumf += d * (sumf1 + sumf2); // } // // *s = 0.25f * sumf; #else uint32_t aux32[2]; const uint8_t * aux8 = (const uint8_t *)aux32; float sumf = 0.f; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; int32_t bsum = 0; for (int ib32 = 0; ib32 < QK_K/32; ++ib32) { memcpy(aux32, q2, 2*sizeof(uint32_t)); q2 += 4; const uint32_t ls = 2*(aux32[1] >> 28) + 1; int32_t sumi = 0; for (int l = 0; l < 4; ++l) { const uint8_t * grid = (const uint8_t *)(iq2xxs_grid + aux8[l]); const uint8_t signs = ksigns_iq2xs[(aux32[1] >> 7*l) & 127]; for (int j = 0; j < 8; ++j) { sumi += grid[j] * q8[j] * (signs & kmask_iq2xs[j] ? -1 : 1); } q8 += 8; } bsum += sumi * ls; } sumf += d * bsum; } *s = 0.125f * sumf; #endif } void ggml_vec_dot_iq2_xs_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_iq2_xs * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined(__ARM_NEON) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; ggml_int8x16x4_t q2u; ggml_int8x16x4_t q2s; ggml_int8x16x4_t q8b; int32x4x4_t scales32; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; const uint8x8_t scales8 = vld1_u8(x[i].scales); const uint8x8_t scales_l = vand_u8(scales8, vdup_n_u8(0xf)); const uint8x8_t scales_h = vshr_n_u8(scales8, 4); uint8x16_t scales = vcombine_u8(vzip1_u8(scales_l, scales_h), vzip2_u8(scales_l, scales_h)); scales = vaddq_u8(vshlq_n_u8(scales, 1), vdupq_n_u8(1)); const uint16x8_t scales1 = vmovl_u8(vget_low_u8(scales)); const uint16x8_t scales2 = vmovl_u8(vget_high_u8(scales)); scales32.val[0] = vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(scales1))); scales32.val[1] = vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(scales1))); scales32.val[2] = vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(scales2))); scales32.val[3] = vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(scales2))); int32x4_t sumi = vdupq_n_s32(0); for (int ib64 = 0; ib64 < QK_K/64; ++ib64) { q8b = ggml_vld1q_s8_x4(q8); q8 += 64; q2u.val[0] = vcombine_s8(vld1_s8((const void *)(iq2xs_grid + (q2[0] & 511))), vld1_s8((const void *)(iq2xs_grid + (q2[1] & 511)))); q2u.val[1] = vcombine_s8(vld1_s8((const void *)(iq2xs_grid + (q2[2] & 511))), vld1_s8((const void *)(iq2xs_grid + (q2[3] & 511)))); q2u.val[2] = vcombine_s8(vld1_s8((const void *)(iq2xs_grid + (q2[4] & 511))), vld1_s8((const void *)(iq2xs_grid + (q2[5] & 511)))); q2u.val[3] = vcombine_s8(vld1_s8((const void *)(iq2xs_grid + (q2[6] & 511))), vld1_s8((const void *)(iq2xs_grid + (q2[7] & 511)))); q2s.val[0] = vcombine_s8(vld1_s8((const void *)(signs64 + (q2[0] >> 9))), vld1_s8((const void *)(signs64 + (q2[1] >> 9)))); q2s.val[1] = vcombine_s8(vld1_s8((const void *)(signs64 + (q2[2] >> 9))), vld1_s8((const void *)(signs64 + (q2[3] >> 9)))); q2s.val[2] = vcombine_s8(vld1_s8((const void *)(signs64 + (q2[4] >> 9))), vld1_s8((const void *)(signs64 + (q2[5] >> 9)))); q2s.val[3] = vcombine_s8(vld1_s8((const void *)(signs64 + (q2[6] >> 9))), vld1_s8((const void *)(signs64 + (q2[7] >> 9)))); q2u.val[0] = vmulq_s8(q2u.val[0], q2s.val[0]); q2u.val[1] = vmulq_s8(q2u.val[1], q2s.val[1]); q2u.val[2] = vmulq_s8(q2u.val[2], q2s.val[2]); q2u.val[3] = vmulq_s8(q2u.val[3], q2s.val[3]); const int32x4_t p1 = ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[0], q8b.val[0]); const int32x4_t p2 = ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[1], q8b.val[1]); const int32x4_t p3 = ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[2], q8b.val[2]); const int32x4_t p4 = ggml_vdotq_s32(vdupq_n_s32(0), q2u.val[3], q8b.val[3]); const int32x4_t p = vpaddq_s32(vpaddq_s32(p1, p2), vpaddq_s32(p3, p4)); sumi = vmlaq_s32(sumi, p, scales32.val[ib64]); q2 += 8; } sumf += d*vaddvq_s32(sumi); } *s = 0.125f * sumf; #elif defined(__AVX2__) const __m256i mone = _mm256_set1_epi8(1); static const char block_sign_shuffle_mask_1[32] = { 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, }; static const char block_sign_shuffle_mask_2[32] = { 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, }; static const uint8_t bit_selector_mask_bytes[32] = { 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, }; const __m256i bit_selector_mask = _mm256_loadu_si256((const __m256i*)bit_selector_mask_bytes); const __m256i block_sign_shuffle_1 = _mm256_loadu_si256((const __m256i*)block_sign_shuffle_mask_1); const __m256i block_sign_shuffle_2 = _mm256_loadu_si256((const __m256i*)block_sign_shuffle_mask_2); static const uint8_t k_bit_helper[32] = { 0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00, }; const __m256i bit_helper = _mm256_loadu_si256((const __m256i*)k_bit_helper); const __m256i m511 = _mm256_set1_epi16(511); const __m128i m4 = _mm_set1_epi8(0xf); const __m128i m1 = _mm_set1_epi8(1); uint64_t aux64; // somewhat hacky, but gives a significant boost in performance __m256i aux_gindex; const uint16_t * gindex = (const uint16_t *)&aux_gindex; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; memcpy(&aux64, x[i].scales, 8); __m128i stmp = _mm_set1_epi64x(aux64); stmp = _mm_unpacklo_epi8(_mm_and_si128(stmp, m4), _mm_and_si128(_mm_srli_epi16(stmp, 4), m4)); const __m128i scales = _mm_add_epi8(_mm_slli_epi16(stmp, 1), m1); __m256i sumi1 = _mm256_setzero_si256(); __m256i sumi2 = _mm256_setzero_si256(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 4) { const __m256i q2_data = _mm256_loadu_si256((const __m256i*)q2); q2 += 16; aux_gindex = _mm256_and_si256(q2_data, m511); const __m256i partial_sign_bits = _mm256_srli_epi16(q2_data, 9); const __m256i partial_sign_bits_upper = _mm256_srli_epi16(q2_data, 13); const __m256i partial_sign_bits_for_counting = _mm256_xor_si256(partial_sign_bits, partial_sign_bits_upper); const __m256i odd_bits = _mm256_shuffle_epi8(bit_helper, partial_sign_bits_for_counting); const __m256i full_sign_bits = _mm256_or_si256(partial_sign_bits, odd_bits); const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q8_3 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q8_4 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q2_1 = _mm256_set_epi64x(iq2xs_grid[gindex[ 3]], iq2xs_grid[gindex[ 2]], iq2xs_grid[gindex[ 1]], iq2xs_grid[gindex[ 0]]); const __m256i q2_2 = _mm256_set_epi64x(iq2xs_grid[gindex[ 7]], iq2xs_grid[gindex[ 6]], iq2xs_grid[gindex[ 5]], iq2xs_grid[gindex[ 4]]); const __m256i q2_3 = _mm256_set_epi64x(iq2xs_grid[gindex[11]], iq2xs_grid[gindex[10]], iq2xs_grid[gindex[ 9]], iq2xs_grid[gindex[ 8]]); const __m256i q2_4 = _mm256_set_epi64x(iq2xs_grid[gindex[15]], iq2xs_grid[gindex[14]], iq2xs_grid[gindex[13]], iq2xs_grid[gindex[12]]); const __m128i full_signs_l = _mm256_castsi256_si128(full_sign_bits); const __m128i full_signs_h = _mm256_extractf128_si256(full_sign_bits, 1); const __m256i full_signs_1 = MM256_SET_M128I(full_signs_l, full_signs_l); const __m256i full_signs_2 = MM256_SET_M128I(full_signs_h, full_signs_h); __m256i signs; signs = _mm256_shuffle_epi8(full_signs_1, block_sign_shuffle_1); signs = _mm256_cmpeq_epi8(_mm256_and_si256(signs, bit_selector_mask), bit_selector_mask); const __m256i q8s_1 = _mm256_sign_epi8(q8_1, _mm256_or_si256(signs, mone)); signs = _mm256_shuffle_epi8(full_signs_1, block_sign_shuffle_2); signs = _mm256_cmpeq_epi8(_mm256_and_si256(signs, bit_selector_mask), bit_selector_mask); const __m256i q8s_2 = _mm256_sign_epi8(q8_2, _mm256_or_si256(signs, mone)); signs = _mm256_shuffle_epi8(full_signs_2, block_sign_shuffle_1); signs = _mm256_cmpeq_epi8(_mm256_and_si256(signs, bit_selector_mask), bit_selector_mask); const __m256i q8s_3 = _mm256_sign_epi8(q8_3, _mm256_or_si256(signs, mone)); signs = _mm256_shuffle_epi8(full_signs_2, block_sign_shuffle_2); signs = _mm256_cmpeq_epi8(_mm256_and_si256(signs, bit_selector_mask), bit_selector_mask); const __m256i q8s_4 = _mm256_sign_epi8(q8_4, _mm256_or_si256(signs, mone)); const __m256i dot1 = _mm256_maddubs_epi16(q2_1, q8s_1); const __m256i dot2 = _mm256_maddubs_epi16(q2_2, q8s_2); const __m256i dot3 = _mm256_maddubs_epi16(q2_3, q8s_3); const __m256i dot4 = _mm256_maddubs_epi16(q2_4, q8s_4); const __m256i sc1 = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scales, get_scale_shuffle(ib32+0))); const __m256i sc2 = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scales, get_scale_shuffle(ib32+1))); const __m256i sc3 = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scales, get_scale_shuffle(ib32+2))); const __m256i sc4 = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scales, get_scale_shuffle(ib32+3))); sumi1 = _mm256_add_epi32(sumi1, _mm256_madd_epi16(dot1, sc1)); sumi2 = _mm256_add_epi32(sumi2, _mm256_madd_epi16(dot2, sc2)); sumi1 = _mm256_add_epi32(sumi1, _mm256_madd_epi16(dot3, sc3)); sumi2 = _mm256_add_epi32(sumi2, _mm256_madd_epi16(dot4, sc4)); } accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf); } *s = 0.125f * hsum_float_8(accumf); #elif defined(__AVX__) const __m128i mone = _mm_set1_epi8(1); static const char block_sign_shuffle_mask_1[32] = { 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, }; static const char block_sign_shuffle_mask_2[32] = { 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, }; static const uint8_t bit_selector_mask_bytes[32] = { 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, }; const __m128i bit_selector_mask_0 = _mm_loadu_si128((const __m128i*)bit_selector_mask_bytes); const __m128i bit_selector_mask_1 = _mm_loadu_si128((const __m128i*)bit_selector_mask_bytes + 1); const __m128i block_sign_shuffle_1_0 = _mm_loadu_si128((const __m128i*)block_sign_shuffle_mask_1); const __m128i block_sign_shuffle_1_1 = _mm_loadu_si128((const __m128i*)block_sign_shuffle_mask_1 + 1); const __m128i block_sign_shuffle_2_0 = _mm_loadu_si128((const __m128i*)block_sign_shuffle_mask_2); const __m128i block_sign_shuffle_2_1 = _mm_loadu_si128((const __m128i*)block_sign_shuffle_mask_2 + 1); static const uint8_t k_bit_helper[32] = { 0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00, }; const __m128i bit_helper_0 = _mm_loadu_si128((const __m128i*)k_bit_helper); const __m128i bit_helper_1 = _mm_loadu_si128((const __m128i*)k_bit_helper + 1); const __m128i m511 = _mm_set1_epi16(511); const __m128i m4 = _mm_set1_epi8(0xf); const __m128i m1 = _mm_set1_epi8(1); uint64_t aux64; // somewhat hacky, but gives a significant boost in performance __m256i aux_gindex; const uint16_t * gindex = (const uint16_t *)&aux_gindex; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; memcpy(&aux64, x[i].scales, 8); __m128i stmp = _mm_set1_epi64x(aux64); stmp = _mm_unpacklo_epi8(_mm_and_si128(stmp, m4), _mm_and_si128(_mm_srli_epi16(stmp, 4), m4)); const __m128i scales = _mm_add_epi8(_mm_slli_epi16(stmp, 1), m1); __m128i sumi1_0 = _mm_setzero_si128(); __m128i sumi1_1 = _mm_setzero_si128(); __m128i sumi2_0 = _mm_setzero_si128(); __m128i sumi2_1 = _mm_setzero_si128(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 4) { const __m128i q2_data_0 = _mm_loadu_si128((const __m128i*)q2); const __m128i q2_data_1 = _mm_loadu_si128((const __m128i*)q2 + 1); q2 += 16; aux_gindex = MM256_SET_M128I(_mm_and_si128(q2_data_1, m511), _mm_and_si128(q2_data_0, m511)); const __m128i partial_sign_bits_0 = _mm_srli_epi16(q2_data_0, 9); const __m128i partial_sign_bits_1 = _mm_srli_epi16(q2_data_1, 9); const __m128i partial_sign_bits_upper_0 = _mm_srli_epi16(q2_data_0, 13); const __m128i partial_sign_bits_upper_1 = _mm_srli_epi16(q2_data_1, 13); const __m128i partial_sign_bits_for_counting_0 = _mm_xor_si128(partial_sign_bits_0, partial_sign_bits_upper_0); const __m128i partial_sign_bits_for_counting_1 = _mm_xor_si128(partial_sign_bits_1, partial_sign_bits_upper_1); const __m128i odd_bits_0 = _mm_shuffle_epi8(bit_helper_0, partial_sign_bits_for_counting_0); const __m128i odd_bits_1 = _mm_shuffle_epi8(bit_helper_1, partial_sign_bits_for_counting_1); const __m128i full_sign_bits_0 = _mm_or_si128(partial_sign_bits_0, odd_bits_0); const __m128i full_sign_bits_1 = _mm_or_si128(partial_sign_bits_1, odd_bits_1); const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_3_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_3_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_4_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_4_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q2_1_0 = _mm_set_epi64x(iq2xs_grid[gindex[1]], iq2xs_grid[gindex[0]]); const __m128i q2_1_1 = _mm_set_epi64x(iq2xs_grid[gindex[3]], iq2xs_grid[gindex[2]]); const __m128i q2_2_0 = _mm_set_epi64x(iq2xs_grid[gindex[5]], iq2xs_grid[gindex[4]]); const __m128i q2_2_1 = _mm_set_epi64x(iq2xs_grid[gindex[7]], iq2xs_grid[gindex[6]]); const __m128i q2_3_0 = _mm_set_epi64x(iq2xs_grid[gindex[9]], iq2xs_grid[gindex[8]]); const __m128i q2_3_1 = _mm_set_epi64x(iq2xs_grid[gindex[11]], iq2xs_grid[gindex[10]]); const __m128i q2_4_0 = _mm_set_epi64x(iq2xs_grid[gindex[13]], iq2xs_grid[gindex[12]]); const __m128i q2_4_1 = _mm_set_epi64x(iq2xs_grid[gindex[15]], iq2xs_grid[gindex[14]]); // AVX2 full_signs_1 is full_sign_bits_0 here // AVX2 full_signs_2 is full_sign_bits_1 here __m128i signs_0, signs_1; signs_0 = _mm_shuffle_epi8(full_sign_bits_0, block_sign_shuffle_1_0); signs_1 = _mm_shuffle_epi8(full_sign_bits_0, block_sign_shuffle_1_1); signs_0 = _mm_cmpeq_epi8(_mm_and_si128(signs_0, bit_selector_mask_0), bit_selector_mask_0); signs_1 = _mm_cmpeq_epi8(_mm_and_si128(signs_1, bit_selector_mask_1), bit_selector_mask_1); const __m128i q8s_1_0 = _mm_sign_epi8(q8_1_0, _mm_or_si128(signs_0, mone)); const __m128i q8s_1_1 = _mm_sign_epi8(q8_1_1, _mm_or_si128(signs_1, mone)); signs_0 = _mm_shuffle_epi8(full_sign_bits_0, block_sign_shuffle_2_0); signs_1 = _mm_shuffle_epi8(full_sign_bits_0, block_sign_shuffle_2_1); signs_0 = _mm_cmpeq_epi8(_mm_and_si128(signs_0, bit_selector_mask_0), bit_selector_mask_0); signs_1 = _mm_cmpeq_epi8(_mm_and_si128(signs_1, bit_selector_mask_1), bit_selector_mask_1); const __m128i q8s_2_0 = _mm_sign_epi8(q8_2_0, _mm_or_si128(signs_0, mone)); const __m128i q8s_2_1 = _mm_sign_epi8(q8_2_1, _mm_or_si128(signs_1, mone)); signs_0 = _mm_shuffle_epi8(full_sign_bits_1, block_sign_shuffle_1_0); signs_1 = _mm_shuffle_epi8(full_sign_bits_1, block_sign_shuffle_1_1); signs_0 = _mm_cmpeq_epi8(_mm_and_si128(signs_0, bit_selector_mask_0), bit_selector_mask_0); signs_1 = _mm_cmpeq_epi8(_mm_and_si128(signs_1, bit_selector_mask_1), bit_selector_mask_1); const __m128i q8s_3_0 = _mm_sign_epi8(q8_3_0, _mm_or_si128(signs_0, mone)); const __m128i q8s_3_1 = _mm_sign_epi8(q8_3_1, _mm_or_si128(signs_1, mone)); signs_0 = _mm_shuffle_epi8(full_sign_bits_1, block_sign_shuffle_2_0); signs_1 = _mm_shuffle_epi8(full_sign_bits_1, block_sign_shuffle_2_1); signs_0 = _mm_cmpeq_epi8(_mm_and_si128(signs_0, bit_selector_mask_0), bit_selector_mask_0); signs_1 = _mm_cmpeq_epi8(_mm_and_si128(signs_1, bit_selector_mask_1), bit_selector_mask_1); const __m128i q8s_4_0 = _mm_sign_epi8(q8_4_0, _mm_or_si128(signs_0, mone)); const __m128i q8s_4_1 = _mm_sign_epi8(q8_4_1, _mm_or_si128(signs_1, mone)); const __m128i dot1_0 = _mm_maddubs_epi16(q2_1_0, q8s_1_0); const __m128i dot1_1 = _mm_maddubs_epi16(q2_1_1, q8s_1_1); const __m128i dot2_0 = _mm_maddubs_epi16(q2_2_0, q8s_2_0); const __m128i dot2_1 = _mm_maddubs_epi16(q2_2_1, q8s_2_1); const __m128i dot3_0 = _mm_maddubs_epi16(q2_3_0, q8s_3_0); const __m128i dot3_1 = _mm_maddubs_epi16(q2_3_1, q8s_3_1); const __m128i dot4_0 = _mm_maddubs_epi16(q2_4_0, q8s_4_0); const __m128i dot4_1 = _mm_maddubs_epi16(q2_4_1, q8s_4_1); __m128i sc_tmp = _mm_shuffle_epi8(scales, get_scale_shuffle(ib32+0)); const __m128i sc1_0 = _mm_cvtepi8_epi16(sc_tmp); const __m128i sc1_1 = _mm_cvtepi8_epi16(_mm_srli_si128(sc_tmp, 8)); sc_tmp = _mm_shuffle_epi8(scales, get_scale_shuffle(ib32+1)); const __m128i sc2_0 = _mm_cvtepi8_epi16(sc_tmp); const __m128i sc2_1 = _mm_cvtepi8_epi16(_mm_srli_si128(sc_tmp, 8)); sc_tmp = _mm_shuffle_epi8(scales, get_scale_shuffle(ib32+2)); const __m128i sc3_0 = _mm_cvtepi8_epi16(sc_tmp); const __m128i sc3_1 = _mm_cvtepi8_epi16(_mm_srli_si128(sc_tmp, 8)); sc_tmp = _mm_shuffle_epi8(scales, get_scale_shuffle(ib32+3)); const __m128i sc4_0 = _mm_cvtepi8_epi16(sc_tmp); const __m128i sc4_1 = _mm_cvtepi8_epi16(_mm_srli_si128(sc_tmp, 8)); sumi1_0 = _mm_add_epi32(sumi1_0, _mm_madd_epi16(dot1_0, sc1_0)); sumi1_1 = _mm_add_epi32(sumi1_1, _mm_madd_epi16(dot1_1, sc1_1)); sumi2_0 = _mm_add_epi32(sumi2_0, _mm_madd_epi16(dot2_0, sc2_0)); sumi2_1 = _mm_add_epi32(sumi2_1, _mm_madd_epi16(dot2_1, sc2_1)); sumi1_0 = _mm_add_epi32(sumi1_0, _mm_madd_epi16(dot3_0, sc3_0)); sumi1_1 = _mm_add_epi32(sumi1_1, _mm_madd_epi16(dot3_1, sc3_1)); sumi2_0 = _mm_add_epi32(sumi2_0, _mm_madd_epi16(dot4_0, sc4_0)); sumi2_1 = _mm_add_epi32(sumi2_1, _mm_madd_epi16(dot4_1, sc4_1)); } accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf); } *s = 0.125f * hsum_float_8(accumf); #elif defined(__loongarch_asx) const __m256i mone = __lasx_xvreplgr2vr_b(1); static const char block_sign_shuffle_mask_1[32] = { 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, 0x06, }; static const char block_sign_shuffle_mask_2[32] = { 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x08, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0a, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0c, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, 0x0e, }; static const uint8_t bit_selector_mask_bytes[32] = { 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, }; const __m256i bit_selector_mask = __lasx_xvld((const __m256i*)bit_selector_mask_bytes, 0); const __m256i block_sign_shuffle_1 = __lasx_xvld((const __m256i*)block_sign_shuffle_mask_1, 0); const __m256i block_sign_shuffle_2 = __lasx_xvld((const __m256i*)block_sign_shuffle_mask_2, 0); static const uint8_t k_bit_helper[32] = { 0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x80, 0x00, 0x00, 0x80, 0x80, 0x00, 0x00, 0x80, 0x00, 0x80, 0x80, 0x00, }; const __m256i bit_helper = __lasx_xvld((const __m256i*)k_bit_helper, 0); const __m256i m511 = __lasx_xvreplgr2vr_h(511); const __m128i m4 = __lsx_vreplgr2vr_b(0xf); const __m128i m1 = __lsx_vreplgr2vr_b(1); uint64_t aux64; // somewhat hacky, but gives a significant boost in performance __m256i aux_gindex; const uint16_t * gindex = (const uint16_t *)&aux_gindex; __m256 accumf = (__m256)__lasx_xvldi(0); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const int8_t * restrict q8 = y[i].qs; memcpy(&aux64, x[i].scales, 8); __m128i stmp = __lsx_vreplgr2vr_d(aux64); stmp = __lsx_vilvl_b( __lsx_vand_v(__lsx_vsrli_h(stmp, 4), m4), __lsx_vand_v(stmp, m4)); const __m128i scales = __lsx_vadd_b(__lsx_vslli_h(stmp, 1), m1); __m256i sumi1 = __lasx_xvldi(0); __m256i sumi2 = __lasx_xvldi(0); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 4) { const __m256i q2_data = __lasx_xvld((const __m256i*)q2, 0); q2 += 16; aux_gindex = __lasx_xvand_v(q2_data, m511); const __m256i partial_sign_bits = __lasx_xvsrli_h(q2_data, 9); const __m256i partial_sign_bits_upper = __lasx_xvsrli_h(q2_data, 13); const __m256i partial_sign_bits_for_counting = __lasx_xvxor_v(partial_sign_bits, partial_sign_bits_upper); const __m256i odd_bits = lasx_shuffle_b(bit_helper, partial_sign_bits_for_counting); const __m256i full_sign_bits = __lasx_xvor_v(partial_sign_bits, odd_bits); const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q8_3 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q8_4 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q2_1 = lasx_set_d(iq2xs_grid[gindex[ 3]], iq2xs_grid[gindex[ 2]], iq2xs_grid[gindex[ 1]], iq2xs_grid[gindex[ 0]]); const __m256i q2_2 = lasx_set_d(iq2xs_grid[gindex[ 7]], iq2xs_grid[gindex[ 6]], iq2xs_grid[gindex[ 5]], iq2xs_grid[gindex[ 4]]); const __m256i q2_3 = lasx_set_d(iq2xs_grid[gindex[11]], iq2xs_grid[gindex[10]], iq2xs_grid[gindex[ 9]], iq2xs_grid[gindex[ 8]]); const __m256i q2_4 = lasx_set_d(iq2xs_grid[gindex[15]], iq2xs_grid[gindex[14]], iq2xs_grid[gindex[13]], iq2xs_grid[gindex[12]]); const __m128i full_signs_l = lasx_extracti128(full_sign_bits, 0); const __m128i full_signs_h = lasx_extracti128(full_sign_bits, 1); const __m256i full_signs_1 = lasx_insertf128(full_signs_l, full_signs_l); const __m256i full_signs_2 = lasx_insertf128(full_signs_h, full_signs_h); __m256i signs; signs = lasx_shuffle_b(full_signs_1, block_sign_shuffle_1); signs = __lasx_xvseq_b(__lasx_xvand_v(signs, bit_selector_mask), bit_selector_mask); const __m256i q8s_1 = __lasx_xvsigncov_b(__lasx_xvor_v(signs, mone), q8_1); signs = lasx_shuffle_b(full_signs_1, block_sign_shuffle_2); signs = __lasx_xvseq_b(__lasx_xvand_v(signs, bit_selector_mask), bit_selector_mask); const __m256i q8s_2 = __lasx_xvsigncov_b(__lasx_xvor_v(signs, mone), q8_2); signs = lasx_shuffle_b(full_signs_2, block_sign_shuffle_1); signs = __lasx_xvseq_b(__lasx_xvand_v(signs, bit_selector_mask), bit_selector_mask); const __m256i q8s_3 = __lasx_xvsigncov_b(__lasx_xvor_v(signs, mone), q8_3); signs = lasx_shuffle_b(full_signs_2, block_sign_shuffle_2); signs = __lasx_xvseq_b(__lasx_xvand_v(signs, bit_selector_mask), bit_selector_mask); const __m256i q8s_4 = __lasx_xvsigncov_b(__lasx_xvor_v(signs, mone), q8_4); const __m256i dot1 = lasx_maddubs_h(q2_1, q8s_1); const __m256i dot2 = lasx_maddubs_h(q2_2, q8s_2); const __m256i dot3 = lasx_maddubs_h(q2_3, q8s_3); const __m256i dot4 = lasx_maddubs_h(q2_4, q8s_4); const __m256i sc1 = lasx_ext8_16(lsx_shuffle_b(scales, get_scale_shuffle(ib32+0))); const __m256i sc2 = lasx_ext8_16(lsx_shuffle_b(scales, get_scale_shuffle(ib32+1))); const __m256i sc3 = lasx_ext8_16(lsx_shuffle_b(scales, get_scale_shuffle(ib32+2))); const __m256i sc4 = lasx_ext8_16(lsx_shuffle_b(scales, get_scale_shuffle(ib32+3))); sumi1 = __lasx_xvadd_w(sumi1, lasx_madd_h(dot1, sc1)); sumi2 = __lasx_xvadd_w(sumi2, lasx_madd_h(dot2, sc2)); sumi1 = __lasx_xvadd_w(sumi1, lasx_madd_h(dot3, sc3)); sumi2 = __lasx_xvadd_w(sumi2, lasx_madd_h(dot4, sc4)); } accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf); } *s = 0.125f * hsum_float_8(accumf); #elif defined(__POWER9_VECTOR__) const vector int v0 = vec_splats((int32_t)0); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; const uint16_t * restrict q2 = x[i].qs; const uint8_t * restrict sc = x[i].scales; const int8_t * restrict q8 = y[i].qs; for (int j = 0; j < QK_K/64; ++j) { __builtin_prefetch(q2, 0, 1); __builtin_prefetch(q8, 0, 1); vector signed long long aux64x2_0 = {*(const int64_t *)(iq2xs_grid + (q2[0] & 511)), *(const int64_t *)(iq2xs_grid + (q2[1] & 511))}; vector signed long long aux64x2_1 = {*(const int64_t *)(iq2xs_grid + (q2[2] & 511)), *(const int64_t *)(iq2xs_grid + (q2[3] & 511))}; vector signed long long aux64x2_2 = {*(const int64_t *)(iq2xs_grid + (q2[4] & 511)), *(const int64_t *)(iq2xs_grid + (q2[5] & 511))}; vector signed long long aux64x2_3 = {*(const int64_t *)(iq2xs_grid + (q2[6] & 511)), *(const int64_t *)(iq2xs_grid + (q2[7] & 511))}; vector signed long long vsigns0 = {*(const int64_t *)(signs64 + ((q2[0] >> 9))), *(const int64_t *)(signs64 + ((q2[1] >> 9)))}; vector signed long long vsigns1 = {*(const int64_t *)(signs64 + ((q2[2] >> 9))), *(const int64_t *)(signs64 + ((q2[3] >> 9)))}; vector signed long long vsigns2 = {*(const int64_t *)(signs64 + ((q2[4] >> 9))), *(const int64_t *)(signs64 + ((q2[5] >> 9)))}; vector signed long long vsigns3 = {*(const int64_t *)(signs64 + ((q2[6] >> 9))), *(const int64_t *)(signs64 + ((q2[7] >> 9)))}; q2 += 8; vector signed char q2x0 = (vector signed char)vec_mul((vector signed char)vsigns0, (vector signed char)aux64x2_0); vector signed char q2x1 = (vector signed char)vec_mul((vector signed char)vsigns1, (vector signed char)aux64x2_1); vector signed char q2x2 = (vector signed char)vec_mul((vector signed char)vsigns2, (vector signed char)aux64x2_2); vector signed char q2x3 = (vector signed char)vec_mul((vector signed char)vsigns3, (vector signed char)aux64x2_3); vector signed char q8y0 = vec_xl( 0, q8); vector signed char q8y1 = vec_xl(16, q8); vector signed char q8y2 = vec_xl(32, q8); vector signed char q8y3 = vec_xl(48, q8); q8 += 64; vector signed short qv0 = vec_add(vec_mule(q2x0, q8y0), vec_mulo(q2x0, q8y0)); vector signed short qv1 = vec_add(vec_mule(q2x1, q8y1), vec_mulo(q2x1, q8y1)); vector signed short qv2 = vec_add(vec_mule(q2x2, q8y2), vec_mulo(q2x2, q8y2)); vector signed short qv3 = vec_add(vec_mule(q2x3, q8y3), vec_mulo(q2x3, q8y3)); const uint16_t ls0 = (uint16_t)(sc[0] & 0xf); const uint16_t ls1 = (uint16_t)(sc[0] >> 4); const uint16_t ls2 = (uint16_t)(sc[1] & 0xf); const uint16_t ls3 = (uint16_t)(sc[1] >> 4); sc += 2; vector signed short vscales0 = vec_splats((int16_t)(2*ls0+1)); vector signed short vscales1 = vec_splats((int16_t)(2*ls1+1)); vector signed short vscales2 = vec_splats((int16_t)(2*ls2+1)); vector signed short vscales3 = vec_splats((int16_t)(2*ls3+1)); vsumi0 = vec_msum(qv0, vscales0, vsumi0); vsumi1 = vec_msum(qv1, vscales1, vsumi1); vsumi2 = vec_msum(qv2, vscales2, vsumi2); vsumi3 = vec_msum(qv3, vscales3, vsumi3); } vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = 0.125f * vec_extract(vsumf0, 0); #else float sumf = 0.f; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint16_t * restrict q2 = x[i].qs; const uint8_t * restrict sc = x[i].scales; const int8_t * restrict q8 = y[i].qs; int32_t bsum = 0; for (int ib32 = 0; ib32 < QK_K/32; ++ib32) { const uint16_t ls1 = 2*(sc[ib32] & 0xf) + 1; const uint16_t ls2 = 2*(sc[ib32] >> 4) + 1; int32_t sumi = 0; for (int l = 0; l < 2; ++l) { const uint8_t * grid = (const uint8_t *)(iq2xs_grid + (q2[l] & 511)); const uint8_t signs = ksigns_iq2xs[q2[l] >> 9]; for (int j = 0; j < 8; ++j) { sumi += grid[j] * q8[j] * (signs & kmask_iq2xs[j] ? -1 : 1); } q8 += 8; } bsum += sumi * ls1; sumi = 0; for (int l = 2; l < 4; ++l) { const uint8_t * grid = (const uint8_t *)(iq2xs_grid + (q2[l] & 511)); const uint8_t signs = ksigns_iq2xs[q2[l] >> 9]; for (int j = 0; j < 8; ++j) { sumi += grid[j] * q8[j] * (signs & kmask_iq2xs[j] ? -1 : 1); } q8 += 8; } bsum += sumi * ls2; q2 += 4; } sumf += d * bsum; } *s = 0.125f * sumf; #endif } void ggml_vec_dot_iq2_s_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_iq2_s * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined(__ARM_NEON) static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[16] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,}; const ggml_uint8x16x2_t mask1 = ggml_vld1q_u8_x2(k_mask1); const uint8x16_t mask2 = vld1q_u8(k_mask2); const uint8x16_t m1 = vdupq_n_u8(1); const int32x4_t vzero = vdupq_n_s32(0); uint8x16x2_t vs; ggml_int8x16x4_t q2s; ggml_int8x16x4_t q8b; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict qs = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)(x[i].qs + QK_K/8); const int8_t * restrict q8 = y[i].qs; int sumi1 = 0, sumi2 = 0; for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { q8b = ggml_vld1q_s8_x4(q8); q8 += 64; q2s.val[0] = vcombine_s8(vld1_s8((const int8_t *)(iq2s_grid + (qs[0] | ((qh[ib32+0] << 8) & 0x300)))), vld1_s8((const int8_t *)(iq2s_grid + (qs[1] | ((qh[ib32+0] << 6) & 0x300))))); q2s.val[1] = vcombine_s8(vld1_s8((const int8_t *)(iq2s_grid + (qs[2] | ((qh[ib32+0] << 4) & 0x300)))), vld1_s8((const int8_t *)(iq2s_grid + (qs[3] | ((qh[ib32+0] << 2) & 0x300))))); q2s.val[2] = vcombine_s8(vld1_s8((const int8_t *)(iq2s_grid + (qs[4] | ((qh[ib32+1] << 8) & 0x300)))), vld1_s8((const int8_t *)(iq2s_grid + (qs[5] | ((qh[ib32+1] << 6) & 0x300))))); q2s.val[3] = vcombine_s8(vld1_s8((const int8_t *)(iq2s_grid + (qs[6] | ((qh[ib32+1] << 4) & 0x300)))), vld1_s8((const int8_t *)(iq2s_grid + (qs[7] | ((qh[ib32+1] << 2) & 0x300))))); qs += 8; vs.val[0] = vreinterpretq_u8_u32(vdupq_n_u32(signs[0] | ((uint32_t) signs[1] << 16))); vs.val[1] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[1]), mask2); vs.val[0] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[0]), mask2); vs.val[0] = vceqq_u8(vs.val[0], mask2); vs.val[1] = vceqq_u8(vs.val[1], mask2); q2s.val[0] = vmulq_s8(vreinterpretq_s8_u8(vorrq_u8(vs.val[0], m1)), q2s.val[0]); q2s.val[1] = vmulq_s8(vreinterpretq_s8_u8(vorrq_u8(vs.val[1], m1)), q2s.val[1]); vs.val[0] = vreinterpretq_u8_u32(vdupq_n_u32(signs[2] | ((uint32_t) signs[3] << 16))); vs.val[1] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[1]), mask2); vs.val[0] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[0]), mask2); vs.val[0] = vceqq_u8(vs.val[0], mask2); vs.val[1] = vceqq_u8(vs.val[1], mask2); signs += 4; q2s.val[2] = vmulq_s8(vreinterpretq_s8_u8(vorrq_u8(vs.val[0], m1)), q2s.val[2]); q2s.val[3] = vmulq_s8(vreinterpretq_s8_u8(vorrq_u8(vs.val[1], m1)), q2s.val[3]); const int32x4_t p1 = ggml_vdotq_s32(vzero, q2s.val[0], q8b.val[0]); const int32x4_t p2 = ggml_vdotq_s32(vzero, q2s.val[1], q8b.val[1]); const int32x4_t p3 = ggml_vdotq_s32(vzero, q2s.val[2], q8b.val[2]); const int32x4_t p4 = ggml_vdotq_s32(vzero, q2s.val[3], q8b.val[3]); sumi1 += vaddvq_s32(p1) * (1 + 2*(x[i].scales[ib32+0] & 0xf)); sumi2 += vaddvq_s32(p2) * (1 + 2*(x[i].scales[ib32+0] >> 4)); sumi1 += vaddvq_s32(p3) * (1 + 2*(x[i].scales[ib32+1] & 0xf)); sumi2 += vaddvq_s32(p4) * (1 + 2*(x[i].scales[ib32+1] >> 4)); } sumf += d*(sumi1 + sumi2); } *s = 0.125f * sumf; #elif defined(__AVX2__) static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, }; const __m128i m4 = _mm_set1_epi8(0xf); const __m128i m1 = _mm_set1_epi8(1); const __m256i mask1 = _mm256_loadu_si256((const __m256i*)k_mask1); const __m256i mask2 = _mm256_loadu_si256((const __m256i*)k_mask2); uint64_t aux64; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict qs = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)(x[i].qs + QK_K/8); const int8_t * restrict q8 = y[i].qs; memcpy(&aux64, x[i].scales, 8); const __m128i scales8 = _mm_add_epi8(_mm_slli_epi16(_mm_and_si128(_mm_set_epi64x(aux64 >> 4, aux64), m4), 1), m1); const __m256i scales16 = _mm256_cvtepi8_epi16(scales8); // 0 2 4 6 8 10 12 14 1 3 5 7 9 11 13 15 __m256i sumi1 = _mm256_setzero_si256(); __m256i sumi2 = _mm256_setzero_si256(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q2_1 = _mm256_set_epi64x(iq2s_grid[qs[3] | ((qh[ib32+0] << 2) & 0x300)], iq2s_grid[qs[2] | ((qh[ib32+0] << 4) & 0x300)], iq2s_grid[qs[1] | ((qh[ib32+0] << 6) & 0x300)], iq2s_grid[qs[0] | ((qh[ib32+0] << 8) & 0x300)]); const __m256i q2_2 = _mm256_set_epi64x(iq2s_grid[qs[7] | ((qh[ib32+1] << 2) & 0x300)], iq2s_grid[qs[6] | ((qh[ib32+1] << 4) & 0x300)], iq2s_grid[qs[5] | ((qh[ib32+1] << 6) & 0x300)], iq2s_grid[qs[4] | ((qh[ib32+1] << 8) & 0x300)]); qs += 8; __m256i aux256 = _mm256_set1_epi32(signs[0] | ((uint32_t) signs[1] << 16)); aux256 = _mm256_and_si256(_mm256_shuffle_epi8(aux256,mask1), mask2); const __m256i s2_1 = _mm256_cmpeq_epi8(aux256, mask2); const __m256i q8s_1 = _mm256_sub_epi8(_mm256_xor_si256(s2_1, q8_1), s2_1); aux256 = _mm256_set1_epi32(signs[2] | ((uint32_t) signs[3] << 16)); aux256 = _mm256_and_si256(_mm256_shuffle_epi8(aux256,mask1), mask2); const __m256i s2_2 = _mm256_cmpeq_epi8(aux256, mask2); const __m256i q8s_2 = _mm256_sub_epi8(_mm256_xor_si256(s2_2, q8_2), s2_2); signs += 4; const __m256i dot1 = _mm256_maddubs_epi16(q2_1, q8s_1); // blocks 2*ib32+0, 2*ib32+1 const __m256i dot2 = _mm256_maddubs_epi16(q2_2, q8s_2); // blocks 2*ib32+2, 2*ib32+3 const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_shuffle_epi8(scales16, get_scale_shuffle_k4(ib32+0))); const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_shuffle_epi8(scales16, get_scale_shuffle_k4(ib32+1))); sumi1 = _mm256_add_epi32(sumi1, p1); sumi2 = _mm256_add_epi32(sumi2, p2); } accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf); } *s = 0.125f * hsum_float_8(accumf); #elif defined(__AVX__) static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, }; const __m128i m4 = _mm_set1_epi8(0xf); const __m128i m1 = _mm_set1_epi8(1); const __m128i mask1_0 = _mm_loadu_si128((const __m128i*)k_mask1); const __m128i mask1_1 = _mm_loadu_si128((const __m128i*)k_mask1 + 1); const __m128i mask2_0 = _mm_loadu_si128((const __m128i*)k_mask2); const __m128i mask2_1 = _mm_loadu_si128((const __m128i*)k_mask2 + 1); uint64_t aux64; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict qs = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)(x[i].qs + QK_K/8); const int8_t * restrict q8 = y[i].qs; memcpy(&aux64, x[i].scales, 8); const __m128i scales8 = _mm_add_epi8(_mm_slli_epi16(_mm_and_si128(_mm_set_epi64x(aux64 >> 4, aux64), m4), 1), m1); const __m128i scales16_0 = _mm_cvtepi8_epi16(scales8); const __m128i scales16_1 = _mm_cvtepi8_epi16(_mm_srli_si128(scales8, 8)); __m128i sumi1_0 = _mm_setzero_si128(); __m128i sumi1_1 = _mm_setzero_si128(); __m128i sumi2_0 = _mm_setzero_si128(); __m128i sumi2_1 = _mm_setzero_si128(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q2_1_0 = _mm_set_epi64x(iq2s_grid[qs[1] | ((qh[ib32+0] << 6) & 0x300)], iq2s_grid[qs[0] | ((qh[ib32+0] << 8) & 0x300)]); const __m128i q2_1_1 = _mm_set_epi64x(iq2s_grid[qs[3] | ((qh[ib32+0] << 2) & 0x300)], iq2s_grid[qs[2] | ((qh[ib32+0] << 4) & 0x300)]); const __m128i q2_2_0 = _mm_set_epi64x(iq2s_grid[qs[5] | ((qh[ib32+1] << 6) & 0x300)], iq2s_grid[qs[4] | ((qh[ib32+1] << 8) & 0x300)]); const __m128i q2_2_1 = _mm_set_epi64x(iq2s_grid[qs[7] | ((qh[ib32+1] << 2) & 0x300)], iq2s_grid[qs[6] | ((qh[ib32+1] << 4) & 0x300)]); qs += 8; __m128i aux128_0 = _mm_set1_epi32(signs[0] | ((uint32_t) signs[1] << 16)); __m128i aux128_1 = aux128_0; aux128_0 = _mm_and_si128(_mm_shuffle_epi8(aux128_0,mask1_0), mask2_0); aux128_1 = _mm_and_si128(_mm_shuffle_epi8(aux128_1,mask1_1), mask2_1); const __m128i s2_1_0 = _mm_cmpeq_epi8(aux128_0, mask2_0); const __m128i s2_1_1 = _mm_cmpeq_epi8(aux128_1, mask2_1); const __m128i q8s_1_0 = _mm_sub_epi8(_mm_xor_si128(s2_1_0, q8_1_0), s2_1_0); const __m128i q8s_1_1 = _mm_sub_epi8(_mm_xor_si128(s2_1_1, q8_1_1), s2_1_1); aux128_0 = _mm_set1_epi32(signs[2] | ((uint32_t) signs[3] << 16)); aux128_1 = aux128_0; aux128_0 = _mm_and_si128(_mm_shuffle_epi8(aux128_0,mask1_0), mask2_0); aux128_1 = _mm_and_si128(_mm_shuffle_epi8(aux128_1,mask1_1), mask2_1); const __m128i s2_2_0 = _mm_cmpeq_epi8(aux128_0, mask2_0); const __m128i s2_2_1 = _mm_cmpeq_epi8(aux128_1, mask2_1); const __m128i q8s_2_0 = _mm_sub_epi8(_mm_xor_si128(s2_2_0, q8_2_0), s2_2_0); const __m128i q8s_2_1 = _mm_sub_epi8(_mm_xor_si128(s2_2_1, q8_2_1), s2_2_1); signs += 4; const __m128i dot1_0 = _mm_maddubs_epi16(q2_1_0, q8s_1_0); const __m128i dot1_1 = _mm_maddubs_epi16(q2_1_1, q8s_1_1); const __m128i dot2_0 = _mm_maddubs_epi16(q2_2_0, q8s_2_0); const __m128i dot2_1 = _mm_maddubs_epi16(q2_2_1, q8s_2_1); const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_shuffle_epi8(scales16_0, _mm256_extractf128_si256(get_scale_shuffle_k4(ib32+0), 0))); const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_shuffle_epi8(scales16_1, _mm256_extractf128_si256(get_scale_shuffle_k4(ib32+0), 1))); const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_shuffle_epi8(scales16_0, _mm256_extractf128_si256(get_scale_shuffle_k4(ib32+1), 0))); const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_shuffle_epi8(scales16_1, _mm256_extractf128_si256(get_scale_shuffle_k4(ib32+1), 1))); sumi1_0 = _mm_add_epi32(sumi1_0, p1_0); sumi1_1 = _mm_add_epi32(sumi1_1, p1_1); sumi2_0 = _mm_add_epi32(sumi2_0, p2_0); sumi2_1 = _mm_add_epi32(sumi2_1, p2_1); } accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf); } *s = 0.125f * hsum_float_8(accumf); #elif defined(__POWER9_VECTOR__) static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[16] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,}; const vector int v0 = vec_splats((int32_t)0); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); const vector unsigned char mask0 = vec_xl( 0, k_mask1); const vector unsigned char mask1 = vec_xl(16, k_mask1); const vector signed char mask2 = (vector signed char)vec_xl( 0, k_mask2); for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; const uint8_t * restrict q2 = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)(x[i].qs + QK_K/8); const uint8_t * restrict sc = x[i].scales; const int8_t * restrict q8 = y[i].qs; for (int j = 0; j < QK_K/32; j += 2) { __builtin_prefetch(q2, 0, 1); __builtin_prefetch(q8, 0, 1); vector signed long long aux64x2_0 = {*(const int64_t *)(iq2s_grid + (q2[0] | ((qh[0] << 8) & 0x300))), *(const int64_t *)(iq2s_grid + (q2[1] | ((qh[0] << 6) & 0x300)))}; vector signed long long aux64x2_1 = {*(const int64_t *)(iq2s_grid + (q2[2] | ((qh[0] << 4) & 0x300))), *(const int64_t *)(iq2s_grid + (q2[3] | ((qh[0] << 2) & 0x300)))}; vector signed long long aux64x2_2 = {*(const int64_t *)(iq2s_grid + (q2[4] | ((qh[1] << 8) & 0x300))), *(const int64_t *)(iq2s_grid + (q2[5] | ((qh[1] << 6) & 0x300)))}; vector signed long long aux64x2_3 = {*(const int64_t *)(iq2s_grid + (q2[6] | ((qh[1] << 4) & 0x300))), *(const int64_t *)(iq2s_grid + (q2[7] | ((qh[1] << 2) & 0x300)))}; q2 += 8; qh += 2; vector signed char vsigns01 = (vector signed char)vec_splats(*(const uint32_t *)&signs[0]); vector signed char vsigns23 = (vector signed char)vec_splats(*(const uint32_t *)&signs[2]); signs += 4; vector signed char vsigns0 = vec_perm(vsigns01, vsigns01, mask0); vector signed char vsigns1 = vec_perm(vsigns01, vsigns01, mask1); vector signed char vsigns2 = vec_perm(vsigns23, vsigns23, mask0); vector signed char vsigns3 = vec_perm(vsigns23, vsigns23, mask1); vsigns0 = (vector signed char)vec_cmpeq(vec_and(vsigns0, mask2), mask2); vsigns1 = (vector signed char)vec_cmpeq(vec_and(vsigns1, mask2), mask2); vsigns2 = (vector signed char)vec_cmpeq(vec_and(vsigns2, mask2), mask2); vsigns3 = (vector signed char)vec_cmpeq(vec_and(vsigns3, mask2), mask2); vector signed char q2x0 = vec_sub(vec_xor(vsigns0, (vector signed char)aux64x2_0), vsigns0); vector signed char q2x1 = vec_sub(vec_xor(vsigns1, (vector signed char)aux64x2_1), vsigns1); vector signed char q2x2 = vec_sub(vec_xor(vsigns2, (vector signed char)aux64x2_2), vsigns2); vector signed char q2x3 = vec_sub(vec_xor(vsigns3, (vector signed char)aux64x2_3), vsigns3); vector signed char q8y0 = vec_xl( 0, q8); vector signed char q8y1 = vec_xl(16, q8); vector signed char q8y2 = vec_xl(32, q8); vector signed char q8y3 = vec_xl(48, q8); q8 += 64; vector signed short qv0 = vec_add(vec_mule(q2x0, q8y0), vec_mulo(q2x0, q8y0)); vector signed short qv1 = vec_add(vec_mule(q2x1, q8y1), vec_mulo(q2x1, q8y1)); vector signed short qv2 = vec_add(vec_mule(q2x2, q8y2), vec_mulo(q2x2, q8y2)); vector signed short qv3 = vec_add(vec_mule(q2x3, q8y3), vec_mulo(q2x3, q8y3)); const uint16_t ls0 = (uint16_t)(sc[0] & 0xf); const uint16_t ls1 = (uint16_t)(sc[0] >> 4); const uint16_t ls2 = (uint16_t)(sc[1] & 0xf); const uint16_t ls3 = (uint16_t)(sc[1] >> 4); sc += 2; vector signed short vscales0 = vec_splats((int16_t)(2*ls0+1)); vector signed short vscales1 = vec_splats((int16_t)(2*ls1+1)); vector signed short vscales2 = vec_splats((int16_t)(2*ls2+1)); vector signed short vscales3 = vec_splats((int16_t)(2*ls3+1)); vsumi0 = vec_msum(qv0, vscales0, vsumi0); vsumi1 = vec_msum(qv1, vscales1, vsumi1); vsumi2 = vec_msum(qv2, vscales2, vsumi2); vsumi3 = vec_msum(qv3, vscales3, vsumi3); } vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = 0.125f * vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, }; const __m128i m4 = __lsx_vreplgr2vr_b(0xf); const __m128i m1 = __lsx_vreplgr2vr_b(1); const __m256i mask1 = __lasx_xvld((const __m256i*)k_mask1, 0); const __m256i mask2 = __lasx_xvld((const __m256i*)k_mask2, 0); uint64_t aux64; __m256 accumf = (__m256)__lasx_xvldi(0); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict qs = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)(x[i].qs + QK_K/8); const int8_t * restrict q8 = y[i].qs; __m128i tmp1; memcpy(&aux64, x[i].scales, 8); tmp1 = __lsx_vinsgr2vr_d(tmp1, aux64, 0); tmp1 = __lsx_vinsgr2vr_d(tmp1, aux64 >> 4, 1); const __m128i scales8 = __lsx_vadd_b(__lsx_vslli_h(__lsx_vand_v(tmp1, m4), 1), m1); const __m256i scales16 = lasx_ext8_16(scales8); // 0 2 4 6 8 10 12 14 1 3 5 7 9 11 13 15 __m256i sumi1 = __lasx_xvldi(0); __m256i sumi2 = __lasx_xvldi(0); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q2_1 = lasx_set_d(iq2s_grid[qs[3] | ((qh[ib32+0] << 2) & 0x300)], iq2s_grid[qs[2] | ((qh[ib32+0] << 4) & 0x300)], iq2s_grid[qs[1] | ((qh[ib32+0] << 6) & 0x300)], iq2s_grid[qs[0] | ((qh[ib32+0] << 8) & 0x300)]); const __m256i q2_2 = lasx_set_d(iq2s_grid[qs[7] | ((qh[ib32+1] << 2) & 0x300)], iq2s_grid[qs[6] | ((qh[ib32+1] << 4) & 0x300)], iq2s_grid[qs[5] | ((qh[ib32+1] << 6) & 0x300)], iq2s_grid[qs[4] | ((qh[ib32+1] << 8) & 0x300)]); qs += 8; __m256i aux256 = __lasx_xvreplgr2vr_w(signs[0] | ((uint32_t) signs[1] << 16)); aux256 = __lasx_xvand_v(lasx_shuffle_b(aux256,mask1), mask2); const __m256i s2_1 = __lasx_xvseq_b(aux256, mask2); const __m256i q8s_1 = __lasx_xvsub_b(__lasx_xvxor_v(s2_1, q8_1), s2_1); aux256 = __lasx_xvreplgr2vr_w(signs[2] | ((uint32_t) signs[3] << 16)); aux256 = __lasx_xvand_v(lasx_shuffle_b(aux256,mask1), mask2); const __m256i s2_2 = __lasx_xvseq_b(aux256, mask2); const __m256i q8s_2 = __lasx_xvsub_b(__lasx_xvxor_v(s2_2, q8_2), s2_2); signs += 4; const __m256i dot1 = lasx_maddubs_h(q2_1, q8s_1); // blocks 2*ib32+0, 2*ib32+1 const __m256i dot2 = lasx_maddubs_h(q2_2, q8s_2); // blocks 2*ib32+2, 2*ib32+3 const __m256i p1 = lasx_madd_h(dot1, lasx_shuffle_b(scales16, get_scale_shuffle_k4(ib32+0))); const __m256i p2 = lasx_madd_h(dot2, lasx_shuffle_b(scales16, get_scale_shuffle_k4(ib32+1))); sumi1 = __lasx_xvadd_w(sumi1, p1); sumi2 = __lasx_xvadd_w(sumi2, p2); } accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf); } *s = 0.125f * hsum_float_8(accumf); #else float sumf = 0; for (int i = 0; i < nb; i++) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint8_t * qh = x[i].qh; const uint8_t * signs = qs + QK_K/8; int bsum = 0; for (int ib32 = 0; ib32 < QK_K/32; ++ib32) { int ls1 = 1 + 2*(x[i].scales[ib32] & 0xf); int ls2 = 1 + 2*(x[i].scales[ib32] >> 4); int sumi1 = 0, sumi2 = 0; for (int l = 0; l < 2; ++l) { const uint8_t * grid = (const uint8_t *)(iq2s_grid + (qs[l] | (qh[ib32] << (8-2*l) & 0x300))); for (int j = 0; j < 8; ++j) { sumi1 += q8[j] * grid[j] * (signs[l] & kmask_iq2xs[j] ? -1 : 1); } q8 += 8; } for (int l = 2; l < 4; ++l) { const uint8_t * grid = (const uint8_t *)(iq2s_grid + (qs[l] | (qh[ib32] << (8-2*l) & 0x300))); for (int j = 0; j < 8; ++j) { sumi2 += q8[j] * grid[j] * (signs[l] & kmask_iq2xs[j] ? -1 : 1); } q8 += 8; } bsum += ls1 * sumi1 + ls2 * sumi2; qs += 4; signs += 4; } sumf += d * bsum; } *s = 0.125f * sumf; #endif } void ggml_vec_dot_iq3_xxs_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_iq3_xxs * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined(__ARM_NEON) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; uint32_t aux32[2]; ggml_int8x16x4_t q3s; ggml_int8x16x4_t q8b; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict gas = x[i].qs + QK_K/4; const int8_t * restrict q8 = y[i].qs; float sumf1 = 0, sumf2 = 0; for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { q8b = ggml_vld1q_s8_x4(q8); q8 += 64; memcpy(aux32, gas, 2*sizeof(uint32_t)); gas += 2*sizeof(uint32_t); const uint32x4_t aux32x4_0 = ggml_vld1q_u32(iq3xxs_grid[q3[ 0]], iq3xxs_grid[q3[ 1]], iq3xxs_grid[q3[ 2]], iq3xxs_grid[q3[ 3]]); const uint32x4_t aux32x4_1 = ggml_vld1q_u32(iq3xxs_grid[q3[ 4]], iq3xxs_grid[q3[ 5]], iq3xxs_grid[q3[ 6]], iq3xxs_grid[q3[ 7]]); const uint32x4_t aux32x4_2 = ggml_vld1q_u32(iq3xxs_grid[q3[ 8]], iq3xxs_grid[q3[ 9]], iq3xxs_grid[q3[10]], iq3xxs_grid[q3[11]]); const uint32x4_t aux32x4_3 = ggml_vld1q_u32(iq3xxs_grid[q3[12]], iq3xxs_grid[q3[13]], iq3xxs_grid[q3[14]], iq3xxs_grid[q3[15]]); q3 += 16; q3s.val[0] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[0] >> 0) & 127))), vld1_s8((const void *)(signs64 + ((aux32[0] >> 7) & 127)))); q3s.val[1] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[0] >> 14) & 127))), vld1_s8((const void *)(signs64 + ((aux32[0] >> 21) & 127)))); q3s.val[2] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[1] >> 0) & 127))), vld1_s8((const void *)(signs64 + ((aux32[1] >> 7) & 127)))); q3s.val[3] = vcombine_s8(vld1_s8((const void *)(signs64 + ((aux32[1] >> 14) & 127))), vld1_s8((const void *)(signs64 + ((aux32[1] >> 21) & 127)))); q3s.val[0] = vmulq_s8(q3s.val[0], vreinterpretq_s8_u32(aux32x4_0)); q3s.val[1] = vmulq_s8(q3s.val[1], vreinterpretq_s8_u32(aux32x4_1)); q3s.val[2] = vmulq_s8(q3s.val[2], vreinterpretq_s8_u32(aux32x4_2)); q3s.val[3] = vmulq_s8(q3s.val[3], vreinterpretq_s8_u32(aux32x4_3)); const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q3s.val[0], q8b.val[0]), q3s.val[1], q8b.val[1]); const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q3s.val[2], q8b.val[2]), q3s.val[3], q8b.val[3]); sumf1 += vaddvq_s32(p1) * (0.5f + (aux32[0] >> 28)); sumf2 += vaddvq_s32(p2) * (0.5f + (aux32[1] >> 28)); } sumf += d*(sumf1 + sumf2); } *s = 0.5f * sumf; #elif defined(__AVX2__) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; uint32_t aux32[2]; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict gas = x[i].qs + QK_K/4; const int8_t * restrict q8 = y[i].qs; __m256i sumi1 = _mm256_setzero_si256(); __m256i sumi2 = _mm256_setzero_si256(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q2_1 = _mm256_set_epi32(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]], iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]); q3 += 8; const __m256i q2_2 = _mm256_set_epi32(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]], iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]); q3 += 8; memcpy(aux32, gas, 8); gas += 8; const __m256i s2_1 = _mm256_set_epi64x(signs64[(aux32[0] >> 21) & 127], signs64[(aux32[0] >> 14) & 127], signs64[(aux32[0] >> 7) & 127], signs64[(aux32[0] >> 0) & 127]); const __m256i s2_2 = _mm256_set_epi64x(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127], signs64[(aux32[1] >> 7) & 127], signs64[(aux32[1] >> 0) & 127]); const __m256i q8s_1 = _mm256_sign_epi8(q8_1, s2_1); const __m256i q8s_2 = _mm256_sign_epi8(q8_2, s2_2); const __m256i dot1 = _mm256_maddubs_epi16(q2_1, q8s_1); const __m256i dot2 = _mm256_maddubs_epi16(q2_2, q8s_2); const uint16_t ls1 = aux32[0] >> 28; const uint16_t ls2 = aux32[1] >> 28; const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_set1_epi16(2*ls1+1)); const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_set1_epi16(2*ls2+1)); sumi1 = _mm256_add_epi32(sumi1, p1); sumi2 = _mm256_add_epi32(sumi2, p2); } accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf); } *s = 0.25f * hsum_float_8(accumf); #elif defined(__AVX__) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; uint32_t aux32[2]; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict gas = x[i].qs + QK_K/4; const int8_t * restrict q8 = y[i].qs; __m128i sumi1_0 = _mm_setzero_si128(); __m128i sumi1_1 = _mm_setzero_si128(); __m128i sumi2_0 = _mm_setzero_si128(); __m128i sumi2_1 = _mm_setzero_si128(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q2_1_0 = _mm_set_epi32(iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]); const __m128i q2_1_1 = _mm_set_epi32(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]]); q3 += 8; const __m128i q2_2_0 = _mm_set_epi32(iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]); const __m128i q2_2_1 = _mm_set_epi32(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]]); q3 += 8; memcpy(aux32, gas, 8); gas += 8; const __m128i s2_1_0 = _mm_set_epi64x(signs64[(aux32[0] >> 7) & 127], signs64[(aux32[0] >> 0) & 127]); const __m128i s2_1_1 = _mm_set_epi64x(signs64[(aux32[0] >> 21) & 127], signs64[(aux32[0] >> 14) & 127]); const __m128i s2_2_0 = _mm_set_epi64x(signs64[(aux32[1] >> 7) & 127], signs64[(aux32[1] >> 0) & 127]); const __m128i s2_2_1 = _mm_set_epi64x(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127]); const __m128i q8s_1_0 = _mm_sign_epi8(q8_1_0, s2_1_0); const __m128i q8s_1_1 = _mm_sign_epi8(q8_1_1, s2_1_1); const __m128i q8s_2_0 = _mm_sign_epi8(q8_2_0, s2_2_0); const __m128i q8s_2_1 = _mm_sign_epi8(q8_2_1, s2_2_1); const __m128i dot1_0 = _mm_maddubs_epi16(q2_1_0, q8s_1_0); const __m128i dot1_1 = _mm_maddubs_epi16(q2_1_1, q8s_1_1); const __m128i dot2_0 = _mm_maddubs_epi16(q2_2_0, q8s_2_0); const __m128i dot2_1 = _mm_maddubs_epi16(q2_2_1, q8s_2_1); const uint16_t ls1 = aux32[0] >> 28; const uint16_t ls2 = aux32[1] >> 28; const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_set1_epi16(2*ls1+1)); const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_set1_epi16(2*ls1+1)); const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_set1_epi16(2*ls2+1)); const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_set1_epi16(2*ls2+1)); sumi1_0 = _mm_add_epi32(sumi1_0, p1_0); sumi1_1 = _mm_add_epi32(sumi1_1, p1_1); sumi2_0 = _mm_add_epi32(sumi2_0, p2_0); sumi2_1 = _mm_add_epi32(sumi2_1, p2_1); } accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf); } *s = 0.25f * hsum_float_8(accumf); #elif defined(__POWER9_VECTOR__) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; const vector int v0 = vec_splats((int32_t)0); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; const uint8_t * restrict q3 = x[i].qs; const uint32_t * restrict signs = (const uint32_t *)(x[i].qs + QK_K/4); const int8_t * restrict q8 = y[i].qs; #pragma GCC unroll 1 for (int j = 0; j < QK_K/32; j += 2) { __builtin_prefetch(q3, 0, 1); __builtin_prefetch(q8, 0, 1); vector unsigned int aux32x4_0 = {iq3xxs_grid[q3[ 0]], iq3xxs_grid[q3[ 1]], iq3xxs_grid[q3[ 2]], iq3xxs_grid[q3[ 3]]}; vector unsigned int aux32x4_1 = {iq3xxs_grid[q3[ 4]], iq3xxs_grid[q3[ 5]], iq3xxs_grid[q3[ 6]], iq3xxs_grid[q3[ 7]]}; vector unsigned int aux32x4_2 = {iq3xxs_grid[q3[ 8]], iq3xxs_grid[q3[ 9]], iq3xxs_grid[q3[10]], iq3xxs_grid[q3[11]]}; vector unsigned int aux32x4_3 = {iq3xxs_grid[q3[12]], iq3xxs_grid[q3[13]], iq3xxs_grid[q3[14]], iq3xxs_grid[q3[15]]}; q3 += 16; vector unsigned long long aux64x2_0 = {(uint64_t)(signs64[(signs[0] >> 0) & 127]), (uint64_t)(signs64[(signs[0] >> 7) & 127])}; vector unsigned long long aux64x2_1 = {(uint64_t)(signs64[(signs[0] >> 14) & 127]), (uint64_t)(signs64[(signs[0] >> 21) & 127])}; vector unsigned long long aux64x2_2 = {(uint64_t)(signs64[(signs[1] >> 0) & 127]), (uint64_t)(signs64[(signs[1] >> 7) & 127])}; vector unsigned long long aux64x2_3 = {(uint64_t)(signs64[(signs[1] >> 14) & 127]), (uint64_t)(signs64[(signs[1] >> 21) & 127])}; vector signed char q3x0 = vec_mul((vector signed char)aux64x2_0, (vector signed char)aux32x4_0); vector signed char q3x1 = vec_mul((vector signed char)aux64x2_1, (vector signed char)aux32x4_1); vector signed char q3x2 = vec_mul((vector signed char)aux64x2_2, (vector signed char)aux32x4_2); vector signed char q3x3 = vec_mul((vector signed char)aux64x2_3, (vector signed char)aux32x4_3); vector signed char q8y0 = vec_xl( 0, q8); vector signed char q8y1 = vec_xl(16, q8); vector signed char q8y2 = vec_xl(32, q8); vector signed char q8y3 = vec_xl(48, q8); q8 += 64; vector signed short qv0 = vec_add(vec_mule(q3x0, q8y0), vec_mulo(q3x0, q8y0)); vector signed short qv1 = vec_add(vec_mule(q3x1, q8y1), vec_mulo(q3x1, q8y1)); vector signed short qv2 = vec_add(vec_mule(q3x2, q8y2), vec_mulo(q3x2, q8y2)); vector signed short qv3 = vec_add(vec_mule(q3x3, q8y3), vec_mulo(q3x3, q8y3)); const uint16_t ls0 = (uint16_t)(signs[0] >> 28); const uint16_t ls1 = (uint16_t)(signs[1] >> 28); signs += 2; vector signed short vscales01 = (vector signed short)vec_splats((uint16_t)(2*ls0+1)); vector signed short vscales23 = (vector signed short)vec_splats((uint16_t)(2*ls1+1)); vsumi0 = vec_msum(qv0, vscales01, vsumi0); vsumi1 = vec_msum(qv1, vscales01, vsumi1); vsumi2 = vec_msum(qv2, vscales23, vsumi2); vsumi3 = vec_msum(qv3, vscales23, vsumi3); } vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = 0.25f * vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) const uint64_t * signs64 = (const uint64_t *)keven_signs_q2xs; uint32_t aux32[2]; __m256 accumf = (__m256)__lasx_xvldi(0); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict gas = x[i].qs + QK_K/4; const int8_t * restrict q8 = y[i].qs; __m256i sumi1 = __lasx_xvldi(0); __m256i sumi2 = __lasx_xvldi(0); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q2_1 = lasx_set_w(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]], iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]); q3 += 8; const __m256i q2_2 = lasx_set_w(iq3xxs_grid[q3[7]], iq3xxs_grid[q3[6]], iq3xxs_grid[q3[5]], iq3xxs_grid[q3[4]], iq3xxs_grid[q3[3]], iq3xxs_grid[q3[2]], iq3xxs_grid[q3[1]], iq3xxs_grid[q3[0]]); q3 += 8; memcpy(aux32, gas, 8); gas += 8; const __m256i s2_1 = lasx_set_d(signs64[(aux32[0] >> 21) & 127], signs64[(aux32[0] >> 14) & 127], signs64[(aux32[0] >> 7) & 127], signs64[(aux32[0] >> 0) & 127]); const __m256i s2_2 = lasx_set_d(signs64[(aux32[1] >> 21) & 127], signs64[(aux32[1] >> 14) & 127], signs64[(aux32[1] >> 7) & 127], signs64[(aux32[1] >> 0) & 127]); const __m256i q8s_1 = __lasx_xvsigncov_b(s2_1, q8_1); const __m256i q8s_2 = __lasx_xvsigncov_b(s2_2, q8_2); const __m256i dot1 = lasx_maddubs_h(q2_1, q8s_1); const __m256i dot2 = lasx_maddubs_h(q2_2, q8s_2); const uint16_t ls1 = aux32[0] >> 28; const uint16_t ls2 = aux32[1] >> 28; const __m256i p1 = lasx_madd_h(dot1, __lasx_xvreplgr2vr_h(2*ls1+1)); const __m256i p2 = lasx_madd_h(dot2, __lasx_xvreplgr2vr_h(2*ls2+1)); sumi1 = __lasx_xvadd_w(sumi1, p1); sumi2 = __lasx_xvadd_w(sumi2, p2); } accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf); } *s = 0.25f * hsum_float_8(accumf); #else uint32_t aux32; float sumf = 0.f; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict gas = x[i].qs + QK_K/4; const int8_t * restrict q8 = y[i].qs; int32_t bsum = 0; for (int ib32 = 0; ib32 < QK_K/32; ++ib32) { memcpy(&aux32, gas, sizeof(uint32_t)); gas += sizeof(uint32_t); const uint32_t ls = 2*(aux32 >> 28) + 1; int32_t sumi = 0; for (int l = 0; l < 4; ++l) { const uint8_t * grid1 = (const uint8_t *)(iq3xxs_grid + q3[2*l+0]); const uint8_t * grid2 = (const uint8_t *)(iq3xxs_grid + q3[2*l+1]); const uint8_t signs = ksigns_iq2xs[(aux32 >> 7*l) & 127]; for (int j = 0; j < 4; ++j) { sumi += grid1[j] * q8[j+0] * (signs & kmask_iq2xs[j+0] ? -1 : 1); sumi += grid2[j] * q8[j+4] * (signs & kmask_iq2xs[j+4] ? -1 : 1); } q8 += 8; } q3 += 8; bsum += sumi * ls; } sumf += d * bsum; } *s = 0.25f * sumf; #endif } void ggml_vec_dot_iq3_s_q8_K (int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_iq3_s * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined(__ARM_NEON) typedef union { uint16x8_t vec_index; uint16_t index[8]; } vec_index_t; static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[16] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,}; static const int16_t k_shift[8] = {8, 7, 6, 5, 4, 3, 2, 1}; const ggml_uint8x16x2_t mask1 = ggml_vld1q_u8_x2(k_mask1); const uint8x16_t mask2 = vld1q_u8(k_mask2); const int16x8_t hshift = vld1q_s16(k_shift); const uint16x8_t m256 = vdupq_n_u16(256); const uint8x16_t m1 = vdupq_n_u8(1); uint8x16x2_t vs; ggml_int8x16x4_t q3s; ggml_int8x16x4_t q8b; vec_index_t idx; uint32_t scales32[2]; const uint8_t * scales8 = (const uint8_t *)scales32; float sumf = 0; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict qs = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)x[i].signs; const int8_t * restrict q8 = y[i].qs; memcpy(scales32, x[i].scales, 4); scales32[1] = (((scales32[0] >> 4) & 0x0f0f0f0f) << 1) | 0x01010101; scales32[0] = ((scales32[0] & 0x0f0f0f0f) << 1) | 0x01010101; int sumi1 = 0, sumi2 = 0; for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { q8b = ggml_vld1q_s8_x4(q8); q8 += 64; const uint8x16_t idx_l = vld1q_u8(qs); qs += 16; idx.vec_index = vorrq_u16(vmovl_u8(vget_low_u8 (idx_l)), vandq_u16(vshlq_u16(vdupq_n_u16(qh[ib32+0]), hshift), m256)); const uint32x4_t aux32x4_0 = ggml_vld1q_u32(iq3s_grid[idx.index[0]], iq3s_grid[idx.index[1]], iq3s_grid[idx.index[2]], iq3s_grid[idx.index[3]]); const uint32x4_t aux32x4_1 = ggml_vld1q_u32(iq3s_grid[idx.index[4]], iq3s_grid[idx.index[5]], iq3s_grid[idx.index[6]], iq3s_grid[idx.index[7]]); idx.vec_index = vorrq_u16(vmovl_u8(vget_high_u8(idx_l)), vandq_u16(vshlq_u16(vdupq_n_u16(qh[ib32+1]), hshift), m256)); const uint32x4_t aux32x4_2 = ggml_vld1q_u32(iq3s_grid[idx.index[0]], iq3s_grid[idx.index[1]], iq3s_grid[idx.index[2]], iq3s_grid[idx.index[3]]); const uint32x4_t aux32x4_3 = ggml_vld1q_u32(iq3s_grid[idx.index[4]], iq3s_grid[idx.index[5]], iq3s_grid[idx.index[6]], iq3s_grid[idx.index[7]]); vs.val[0] = vreinterpretq_u8_u32(vdupq_n_u32(signs[0] | ((uint32_t) signs[1] << 16))); vs.val[1] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[1]), mask2); vs.val[0] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[0]), mask2); vs.val[0] = vorrq_u8(vceqq_u8(vs.val[0], mask2), m1); vs.val[1] = vorrq_u8(vceqq_u8(vs.val[1], mask2), m1); q3s.val[0] = vmulq_s8(vreinterpretq_s8_u8(vs.val[0]), vreinterpretq_s8_u32(aux32x4_0)); q3s.val[1] = vmulq_s8(vreinterpretq_s8_u8(vs.val[1]), vreinterpretq_s8_u32(aux32x4_1)); vs.val[0] = vreinterpretq_u8_u32(vdupq_n_u32(signs[2] | ((uint32_t) signs[3] << 16))); vs.val[1] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[1]), mask2); vs.val[0] = vandq_u8(ggml_vqtbl1q_u8(vs.val[0], mask1.val[0]), mask2); vs.val[0] = vorrq_u8(vceqq_u8(vs.val[0], mask2), m1); vs.val[1] = vorrq_u8(vceqq_u8(vs.val[1], mask2), m1); signs += 4; q3s.val[2] = vmulq_s8(vreinterpretq_s8_u8(vs.val[0]), vreinterpretq_s8_u32(aux32x4_2)); q3s.val[3] = vmulq_s8(vreinterpretq_s8_u8(vs.val[1]), vreinterpretq_s8_u32(aux32x4_3)); const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q3s.val[0], q8b.val[0]), q3s.val[1], q8b.val[1]); const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q3s.val[2], q8b.val[2]), q3s.val[3], q8b.val[3]); sumi1 += vaddvq_s32(p1) * scales8[ib32/2+0]; sumi2 += vaddvq_s32(p2) * scales8[ib32/2+4]; } sumf += d*(sumi1 + sumi2); } *s = sumf; #elif defined(__AVX2__) static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, }; const __m256i mask1 = _mm256_loadu_si256((const __m256i*)k_mask1); const __m256i mask2 = _mm256_loadu_si256((const __m256i*)k_mask2); const __m256i idx_shift = _mm256_set_epi32(1, 2, 3, 4, 5, 6, 7, 8); const __m256i idx_mask = _mm256_set1_epi32(256); typedef union { __m256i vec[2]; uint32_t index[16]; } index_t; index_t idx; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict qs = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)x[i].signs; const int8_t * restrict q8 = y[i].qs; __m256i sumi1 = _mm256_setzero_si256(); __m256i sumi2 = _mm256_setzero_si256(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m256i q8_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q8_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i idx_l = _mm256_cvtepu8_epi16(_mm_loadu_si128((const __m128i *)qs)); qs += 16; idx.vec[0] = _mm256_set1_epi32(qh[ib32+0]); idx.vec[1] = _mm256_set1_epi32(qh[ib32+1]); idx.vec[0] = _mm256_and_si256(_mm256_sllv_epi32(idx.vec[0], idx_shift), idx_mask); idx.vec[1] = _mm256_and_si256(_mm256_sllv_epi32(idx.vec[1], idx_shift), idx_mask); idx.vec[0] = _mm256_or_si256(idx.vec[0], _mm256_cvtepi16_epi32(_mm256_castsi256_si128(idx_l))); idx.vec[1] = _mm256_or_si256(idx.vec[1], _mm256_cvtepi16_epi32(_mm256_extractf128_si256(idx_l, 1))); // At leat on my CPU (Ryzen 7950X), using _mm256_i32gather_epi32 is slower than _mm256_set_epi32. Strange. //const __m256i q2_1 = _mm256_i32gather_epi32((const int *)iq3s_grid, idx.vec[0], 4); //const __m256i q2_2 = _mm256_i32gather_epi32((const int *)iq3s_grid, idx.vec[1], 4); const __m256i q2_1 = _mm256_set_epi32( iq3s_grid[idx.index[7]], iq3s_grid[idx.index[6]], iq3s_grid[idx.index[5]], iq3s_grid[idx.index[4]], iq3s_grid[idx.index[3]], iq3s_grid[idx.index[2]], iq3s_grid[idx.index[1]], iq3s_grid[idx.index[0]] ); const __m256i q2_2 = _mm256_set_epi32( iq3s_grid[idx.index[15]], iq3s_grid[idx.index[14]], iq3s_grid[idx.index[13]], iq3s_grid[idx.index[12]], iq3s_grid[idx.index[11]], iq3s_grid[idx.index[10]], iq3s_grid[idx.index[ 9]], iq3s_grid[idx.index[ 8]] ); __m256i aux256 = _mm256_set1_epi32(signs[0] | (signs[1] << 16)); aux256 = _mm256_and_si256(_mm256_shuffle_epi8(aux256,mask1), mask2); const __m256i s2_1 = _mm256_cmpeq_epi8(aux256, mask2); const __m256i q8s_1 = _mm256_sub_epi8(_mm256_xor_si256(s2_1, q8_1), s2_1); aux256 = _mm256_set1_epi32(signs[2] | (signs[3] << 16)); aux256 = _mm256_and_si256(_mm256_shuffle_epi8(aux256,mask1), mask2); const __m256i s2_2 = _mm256_cmpeq_epi8(aux256, mask2); const __m256i q8s_2 = _mm256_sub_epi8(_mm256_xor_si256(s2_2, q8_2), s2_2); signs += 4; const __m256i dot1 = _mm256_maddubs_epi16(q2_1, q8s_1); const __m256i dot2 = _mm256_maddubs_epi16(q2_2, q8s_2); const uint16_t ls1 = x[i].scales[ib32/2] & 0xf; const uint16_t ls2 = x[i].scales[ib32/2] >> 4; const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_set1_epi16(2*ls1+1)); const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_set1_epi16(2*ls2+1)); sumi1 = _mm256_add_epi32(sumi1, p1); sumi2 = _mm256_add_epi32(sumi2, p2); } accumf = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accumf); } *s = hsum_float_8(accumf); #elif defined(__AVX__) static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, }; const __m128i mask1_0 = _mm_loadu_si128((const __m128i*)k_mask1); const __m128i mask1_1 = _mm_loadu_si128((const __m128i*)k_mask1 + 1); const __m128i mask2_0 = _mm_loadu_si128((const __m128i*)k_mask2); const __m128i mask2_1 = _mm_loadu_si128((const __m128i*)k_mask2 + 1); const __m128i idx_mul_0 = _mm_set_epi32(32, 64, 128, 256); const __m128i idx_mul_1 = _mm_set_epi32(2, 4, 8, 16); const __m128i idx_mask = _mm_set1_epi32(256); typedef union { __m128i vec[4]; uint32_t index[16]; } index_t; index_t idx; __m256 accumf = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict qs = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)x[i].signs; const int8_t * restrict q8 = y[i].qs; __m128i sumi1_0 = _mm_setzero_si128(); __m128i sumi1_1 = _mm_setzero_si128(); __m128i sumi2_0 = _mm_setzero_si128(); __m128i sumi2_1 = _mm_setzero_si128(); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m128i q8_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i qs_tmp = _mm_loadu_si128((const __m128i *)qs); const __m128i idx_l_0 = _mm_cvtepu8_epi16(qs_tmp); const __m128i idx_l_1 = _mm_cvtepu8_epi16(_mm_srli_si128(qs_tmp, 8)); qs += 16; idx.vec[0] = _mm_set1_epi32(qh[ib32+0]); idx.vec[1] = idx.vec[0]; idx.vec[2] = _mm_set1_epi32(qh[ib32+1]); idx.vec[3] = idx.vec[2]; idx.vec[0] = _mm_and_si128(_mm_mullo_epi32(idx.vec[0], idx_mul_0), idx_mask); idx.vec[1] = _mm_and_si128(_mm_mullo_epi32(idx.vec[1], idx_mul_1), idx_mask); idx.vec[2] = _mm_and_si128(_mm_mullo_epi32(idx.vec[2], idx_mul_0), idx_mask); idx.vec[3] = _mm_and_si128(_mm_mullo_epi32(idx.vec[3], idx_mul_1), idx_mask); idx.vec[0] = _mm_or_si128(idx.vec[0], _mm_cvtepi16_epi32(idx_l_0)); idx.vec[1] = _mm_or_si128(idx.vec[1], _mm_cvtepi16_epi32(_mm_srli_si128(idx_l_0, 8))); idx.vec[2] = _mm_or_si128(idx.vec[2], _mm_cvtepi16_epi32(idx_l_1)); idx.vec[3] = _mm_or_si128(idx.vec[3], _mm_cvtepi16_epi32(_mm_srli_si128(idx_l_1, 8))); const __m128i q2_1_0 = _mm_set_epi32(iq3s_grid[idx.index[3]], iq3s_grid[idx.index[2]], iq3s_grid[idx.index[1]], iq3s_grid[idx.index[0]]); const __m128i q2_1_1 = _mm_set_epi32(iq3s_grid[idx.index[7]], iq3s_grid[idx.index[6]], iq3s_grid[idx.index[5]], iq3s_grid[idx.index[4]]); const __m128i q2_2_0 = _mm_set_epi32(iq3s_grid[idx.index[11]], iq3s_grid[idx.index[10]], iq3s_grid[idx.index[9]], iq3s_grid[idx.index[8]]); const __m128i q2_2_1 = _mm_set_epi32(iq3s_grid[idx.index[15]], iq3s_grid[idx.index[14]], iq3s_grid[idx.index[13]], iq3s_grid[idx.index[12]]); __m128i aux128_0 = _mm_set1_epi32(signs[0] | (signs[1] << 16)); __m128i aux128_1 = aux128_0; aux128_0 = _mm_and_si128(_mm_shuffle_epi8(aux128_0,mask1_0), mask2_0); aux128_1 = _mm_and_si128(_mm_shuffle_epi8(aux128_1,mask1_1), mask2_1); const __m128i s2_1_0 = _mm_cmpeq_epi8(aux128_0, mask2_0); const __m128i s2_1_1 = _mm_cmpeq_epi8(aux128_1, mask2_1); const __m128i q8s_1_0 = _mm_sub_epi8(_mm_xor_si128(s2_1_0, q8_1_0), s2_1_0); const __m128i q8s_1_1 = _mm_sub_epi8(_mm_xor_si128(s2_1_1, q8_1_1), s2_1_1); aux128_0 = _mm_set1_epi32(signs[2] | (signs[3] << 16)); aux128_1 = aux128_0; aux128_0 = _mm_and_si128(_mm_shuffle_epi8(aux128_0,mask1_0), mask2_0); aux128_1 = _mm_and_si128(_mm_shuffle_epi8(aux128_1,mask1_1), mask2_1); const __m128i s2_2_0 = _mm_cmpeq_epi8(aux128_0, mask2_0); const __m128i s2_2_1 = _mm_cmpeq_epi8(aux128_1, mask2_1); const __m128i q8s_2_0 = _mm_sub_epi8(_mm_xor_si128(s2_2_0, q8_2_0), s2_2_0); const __m128i q8s_2_1 = _mm_sub_epi8(_mm_xor_si128(s2_2_1, q8_2_1), s2_2_1); signs += 4; const __m128i dot1_0 = _mm_maddubs_epi16(q2_1_0, q8s_1_0); const __m128i dot1_1 = _mm_maddubs_epi16(q2_1_1, q8s_1_1); const __m128i dot2_0 = _mm_maddubs_epi16(q2_2_0, q8s_2_0); const __m128i dot2_1 = _mm_maddubs_epi16(q2_2_1, q8s_2_1); const uint16_t ls1 = x[i].scales[ib32/2] & 0xf; const uint16_t ls2 = x[i].scales[ib32/2] >> 4; const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_set1_epi16(2*ls1+1)); const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_set1_epi16(2*ls1+1)); const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_set1_epi16(2*ls2+1)); const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_set1_epi16(2*ls2+1)); sumi1_0 = _mm_add_epi32(sumi1_0, p1_0); sumi1_1 = _mm_add_epi32(sumi1_1, p1_1); sumi2_0 = _mm_add_epi32(sumi2_0, p2_0); sumi2_1 = _mm_add_epi32(sumi2_1, p2_1); } accumf = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(_mm_add_epi32(sumi1_1, sumi2_1), _mm_add_epi32(sumi1_0, sumi2_0)))), accumf); } *s = hsum_float_8(accumf); #elif defined(__POWER9_VECTOR__) static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[16] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80,}; const vector int v0 = vec_splats((int32_t)0); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); const vector unsigned char mask0 = vec_xl( 0, k_mask1); const vector unsigned char mask1 = vec_xl(16, k_mask1); const vector signed char mask2 = (vector signed char)vec_xl( 0, k_mask2); for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); const uint8_t * restrict q3 = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)(x[i].signs); const uint8_t * restrict sc = x[i].scales; const int8_t * restrict q8 = y[i].qs; vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; for (int j = 0; j < QK_K/32; j += 2) { __builtin_prefetch(q3, 0, 1); __builtin_prefetch(q8, 0, 1); vector unsigned int aux32x4_0 = {iq3s_grid[q3[ 0] | ((qh[0] << 8) & 256)], iq3s_grid[q3[ 1] | ((qh[0] << 7) & 256)], iq3s_grid[q3[ 2] | ((qh[0] << 6) & 256)], iq3s_grid[q3[ 3] | ((qh[0] << 5) & 256)]}; vector unsigned int aux32x4_1 = {iq3s_grid[q3[ 4] | ((qh[0] << 4) & 256)], iq3s_grid[q3[ 5] | ((qh[0] << 3) & 256)], iq3s_grid[q3[ 6] | ((qh[0] << 2) & 256)], iq3s_grid[q3[ 7] | ((qh[0] << 1) & 256)]}; vector unsigned int aux32x4_2 = {iq3s_grid[q3[ 8] | ((qh[1] << 8) & 256)], iq3s_grid[q3[ 9] | ((qh[1] << 7) & 256)], iq3s_grid[q3[10] | ((qh[1] << 6) & 256)], iq3s_grid[q3[11] | ((qh[1] << 5) & 256)]}; vector unsigned int aux32x4_3 = {iq3s_grid[q3[12] | ((qh[1] << 4) & 256)], iq3s_grid[q3[13] | ((qh[1] << 3) & 256)], iq3s_grid[q3[14] | ((qh[1] << 2) & 256)], iq3s_grid[q3[15] | ((qh[1] << 1) & 256)]}; q3 += 16; qh += 2; vector signed char vsigns01 = (vector signed char)vec_splats(*(const uint32_t *)&signs[0]); vector signed char vsigns02 = (vector signed char)vec_splats(*(const uint32_t *)&signs[2]); signs += 4; vector signed char vsigns0 = vec_perm(vsigns01, vsigns01, mask0); vector signed char vsigns1 = vec_perm(vsigns01, vsigns01, mask1); vector signed char vsigns2 = vec_perm(vsigns02, vsigns02, mask0); vector signed char vsigns3 = vec_perm(vsigns02, vsigns02, mask1); vsigns0 = (vector signed char)vec_cmpeq(vec_and(vsigns0, mask2), mask2); vsigns1 = (vector signed char)vec_cmpeq(vec_and(vsigns1, mask2), mask2); vsigns2 = (vector signed char)vec_cmpeq(vec_and(vsigns2, mask2), mask2); vsigns3 = (vector signed char)vec_cmpeq(vec_and(vsigns3, mask2), mask2); vector signed char q3x0 = vec_sub(vec_xor(vsigns0, (vector signed char)aux32x4_0), vsigns0); vector signed char q3x1 = vec_sub(vec_xor(vsigns1, (vector signed char)aux32x4_1), vsigns1); vector signed char q3x2 = vec_sub(vec_xor(vsigns2, (vector signed char)aux32x4_2), vsigns2); vector signed char q3x3 = vec_sub(vec_xor(vsigns3, (vector signed char)aux32x4_3), vsigns3); vector signed char q8y0 = vec_xl( 0, q8); vector signed char q8y1 = vec_xl(16, q8); vector signed char q8y2 = vec_xl(32, q8); vector signed char q8y3 = vec_xl(48, q8); q8 += 64; vector signed short qv0 = vec_add(vec_mule(q3x0, q8y0), vec_mulo(q3x0, q8y0)); vector signed short qv1 = vec_add(vec_mule(q3x1, q8y1), vec_mulo(q3x1, q8y1)); vector signed short qv2 = vec_add(vec_mule(q3x2, q8y2), vec_mulo(q3x2, q8y2)); vector signed short qv3 = vec_add(vec_mule(q3x3, q8y3), vec_mulo(q3x3, q8y3)); const uint16_t ls0 = (uint16_t)(sc[0] & 0xf); const uint16_t ls1 = (uint16_t)(sc[0] >> 4); sc ++; vector signed short vscales01 = (vector signed short)vec_splats((uint16_t)(2*ls0+1)); vector signed short vscales23 = (vector signed short)vec_splats((uint16_t)(2*ls1+1)); vsumi0 = vec_msum(qv0, vscales01, vsumi0); vsumi1 = vec_msum(qv1, vscales01, vsumi1); vsumi2 = vec_msum(qv2, vscales23, vsumi2); vsumi3 = vec_msum(qv3, vscales23, vsumi3); } vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) static const uint8_t k_mask1[32] = {0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03, 0x03 }; static const uint8_t k_mask2[32] = {0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, 0x01, 0x02, 0x04, 0x08, 0x10, 0x20, 0x40, 0x80, }; const __m256i mask1 = __lasx_xvld((const __m256i*)k_mask1, 0); const __m256i mask2 = __lasx_xvld((const __m256i*)k_mask2, 0); __m256i idx_shift = lasx_set_w(1, 2, 3, 4, 5, 6, 7, 8); const __m256i idx_mask = __lasx_xvreplgr2vr_w(256); typedef union { __m256i vec[2]; uint32_t index[16]; } index_t; index_t idx; __m256 accumf = (__m256)__lasx_xvldi(0); for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict qs = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint16_t * restrict signs = (const uint16_t *)x[i].signs; const int8_t * restrict q8 = y[i].qs; __m256i sumi1 = __lasx_xvldi(0); __m256i sumi2 = __lasx_xvldi(0); for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const __m256i q8_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q8_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i idx_l = lasx_extu8_16(__lsx_vld(qs, 0)); qs += 16; idx.vec[0] = __lasx_xvreplgr2vr_w(qh[ib32+0]); idx.vec[1] = __lasx_xvreplgr2vr_w(qh[ib32+1]); idx.vec[0] = __lasx_xvand_v(__lasx_xvsll_w(idx.vec[0], idx_shift), idx_mask); idx.vec[1] = __lasx_xvand_v(__lasx_xvsll_w(idx.vec[1], idx_shift), idx_mask); idx.vec[0] = __lasx_xvor_v(idx.vec[0], lasx_ext16_32(lasx_extracti128(idx_l, 0))); idx.vec[1] = __lasx_xvor_v(idx.vec[1], lasx_ext16_32(lasx_extracti128(idx_l, 1))); // At leat on my CPU (Ryzen 7950X), using _mm256_i32gather_epi32 is slower than _mm256_set_epi32. Strange. //const __m256i q2_1 = _mm256_i32gather_epi32((const int *)iq3s_grid, idx.vec[0], 4); //const __m256i q2_2 = _mm256_i32gather_epi32((const int *)iq3s_grid, idx.vec[1], 4); const __m256i q2_1 = lasx_set_w( iq3s_grid[idx.index[7]], iq3s_grid[idx.index[6]], iq3s_grid[idx.index[5]], iq3s_grid[idx.index[4]], iq3s_grid[idx.index[3]], iq3s_grid[idx.index[2]], iq3s_grid[idx.index[1]], iq3s_grid[idx.index[0]] ); const __m256i q2_2 = lasx_set_w( iq3s_grid[idx.index[15]], iq3s_grid[idx.index[14]], iq3s_grid[idx.index[13]], iq3s_grid[idx.index[12]], iq3s_grid[idx.index[11]], iq3s_grid[idx.index[10]], iq3s_grid[idx.index[ 9]], iq3s_grid[idx.index[ 8]] ); __m256i aux256 = __lasx_xvreplgr2vr_w(signs[0] | (signs[1] << 16)); aux256 = __lasx_xvand_v(lasx_shuffle_b(aux256,mask1), mask2); const __m256i s2_1 = __lasx_xvseq_b(aux256, mask2); const __m256i q8s_1 = __lasx_xvsub_b(__lasx_xvxor_v(s2_1, q8_1), s2_1); aux256 = __lasx_xvreplgr2vr_w(signs[2] | (signs[3] << 16)); aux256 = __lasx_xvand_v(lasx_shuffle_b(aux256,mask1), mask2); const __m256i s2_2 = __lasx_xvseq_b(aux256, mask2); const __m256i q8s_2 = __lasx_xvsub_b(__lasx_xvxor_v(s2_2, q8_2), s2_2); signs += 4; const __m256i dot1 = lasx_maddubs_h(q2_1, q8s_1); const __m256i dot2 = lasx_maddubs_h(q2_2, q8s_2); const uint16_t ls1 = x[i].scales[ib32/2] & 0xf; const uint16_t ls2 = x[i].scales[ib32/2] >> 4; const __m256i p1 = lasx_madd_h(dot1, __lasx_xvreplgr2vr_h(2*ls1+1)); const __m256i p2 = lasx_madd_h(dot2, __lasx_xvreplgr2vr_h(2*ls2+1)); sumi1 = __lasx_xvadd_w(sumi1, p1); sumi2 = __lasx_xvadd_w(sumi2, p2); } accumf = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accumf); } *s = hsum_float_8(accumf); #else float sumf = 0.f; for (int i = 0; i < nb; ++i) { const float d = GGML_FP16_TO_FP32(x[i].d) * y[i].d; const uint8_t * restrict qs = x[i].qs; const uint8_t * restrict qh = x[i].qh; const uint8_t * restrict signs = x[i].signs; const int8_t * restrict q8 = y[i].qs; int32_t bsum = 0; for (int ib32 = 0; ib32 < QK_K/32; ib32 += 2) { const uint32_t ls1 = 2*(x[i].scales[ib32/2] & 0xf) + 1; const uint32_t ls2 = 2*(x[i].scales[ib32/2] >> 4) + 1; int32_t sumi = 0; for (int l = 0; l < 4; ++l) { const uint8_t * grid1 = (const uint8_t *)(iq3s_grid + (qs[2*l+0] | ((qh[ib32+0] << (8-2*l)) & 256))); const uint8_t * grid2 = (const uint8_t *)(iq3s_grid + (qs[2*l+1] | ((qh[ib32+0] << (7-2*l)) & 256))); for (int j = 0; j < 4; ++j) { sumi += grid1[j] * q8[j+0] * (signs[l] & kmask_iq2xs[j+0] ? -1 : 1); sumi += grid2[j] * q8[j+4] * (signs[l] & kmask_iq2xs[j+4] ? -1 : 1); } q8 += 8; } qs += 8; signs += 4; bsum += sumi * ls1; sumi = 0; for (int l = 0; l < 4; ++l) { const uint8_t * grid1 = (const uint8_t *)(iq3s_grid + (qs[2*l+0] | ((qh[ib32+1] << (8-2*l)) & 256))); const uint8_t * grid2 = (const uint8_t *)(iq3s_grid + (qs[2*l+1] | ((qh[ib32+1] << (7-2*l)) & 256))); for (int j = 0; j < 4; ++j) { sumi += grid1[j] * q8[j+0] * (signs[l] & kmask_iq2xs[j+0] ? -1 : 1); sumi += grid2[j] * q8[j+4] * (signs[l] & kmask_iq2xs[j+4] ? -1 : 1); } q8 += 8; } qs += 8; signs += 4; bsum += sumi * ls2; } sumf += d * bsum; } *s = sumf; #endif } #if defined(__AVX2__) static inline __m256i mul_add_epi8(const __m256i x, const __m256i y) { const __m256i ax = _mm256_sign_epi8(x, x); const __m256i sy = _mm256_sign_epi8(y, x); return _mm256_maddubs_epi16(ax, sy); } #elif defined(__loongarch_asx) static inline __m256i mul_add_epi8(const __m256i x, const __m256i y) { const __m256i a = __lasx_xvmulwev_h_b(x, y); const __m256i b = __lasx_xvmulwod_h_b(x, y); return __lasx_xvadd_h(a, b); } #endif void ggml_vec_dot_iq1_s_q8_K (int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_iq1_s * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined __ARM_NEON ggml_int8x16x4_t q1b; ggml_int8x16x4_t q8b; float sumf = 0; for (int i = 0; i < nb; ++i) { const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint16_t * qh = x[i].qh; int sumi1 = 0, sumi2 = 0, sumi3 = 0; for (int ib = 0; ib < QK_K/32; ib += 2) { q1b.val[0] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[0] | ((qh[ib+0] << 8) & 0x700)))), vld1_s8((const int8_t *)(iq1s_grid + (qs[1] | ((qh[ib+0] << 5) & 0x700))))); q1b.val[1] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[2] | ((qh[ib+0] << 2) & 0x700)))), vld1_s8((const int8_t *)(iq1s_grid + (qs[3] | ((qh[ib+0] >> 1) & 0x700))))); q1b.val[2] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[4] | ((qh[ib+1] << 8) & 0x700)))), vld1_s8((const int8_t *)(iq1s_grid + (qs[5] | ((qh[ib+1] << 5) & 0x700))))); q1b.val[3] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[6] | ((qh[ib+1] << 2) & 0x700)))), vld1_s8((const int8_t *)(iq1s_grid + (qs[7] | ((qh[ib+1] >> 1) & 0x700))))); qs += 8; q8b = ggml_vld1q_s8_x4(q8); q8 += 64; const int32x4_t p1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q1b.val[0], q8b.val[0]), q1b.val[1], q8b.val[1]); const int32x4_t p2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q1b.val[2], q8b.val[2]), q1b.val[3], q8b.val[3]); const int ls1 = 2*((qh[ib+0] >> 12) & 7) + 1; const int ls2 = 2*((qh[ib+1] >> 12) & 7) + 1; sumi1 += vaddvq_s32(p1) * ls1; sumi2 += vaddvq_s32(p2) * ls2; sumi3 += (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]) * ls1 * (qh[ib+0] & 0x8000 ? -1 : 1) + (y[i].bsums[2*ib+2] + y[i].bsums[2*ib+3]) * ls2 * (qh[ib+1] & 0x8000 ? -1 : 1); } sumf += y[i].d * GGML_FP16_TO_FP32(x[i].d) * (sumi1 + sumi2 + IQ1S_DELTA * sumi3); } *s = sumf; #elif defined __AVX2__ __m256 accum = _mm256_setzero_ps(); float accum1 = 0; for (int i = 0; i < nb; ++i) { const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint16_t * qh = x[i].qh; __m256i sumi = _mm256_setzero_si256(); int sumi1 = 0; for (int ib = 0; ib < QK_K/32; ib += 2) { const __m256i q1b_1 = _mm256_set_epi64x(iq1s_grid[qs[3] | ((qh[ib+0] >> 1) & 0x700)], iq1s_grid[qs[2] | ((qh[ib+0] << 2) & 0x700)], iq1s_grid[qs[1] | ((qh[ib+0] << 5) & 0x700)], iq1s_grid[qs[0] | ((qh[ib+0] << 8) & 0x700)]); const __m256i q1b_2 = _mm256_set_epi64x(iq1s_grid[qs[7] | ((qh[ib+1] >> 1) & 0x700)], iq1s_grid[qs[6] | ((qh[ib+1] << 2) & 0x700)], iq1s_grid[qs[5] | ((qh[ib+1] << 5) & 0x700)], iq1s_grid[qs[4] | ((qh[ib+1] << 8) & 0x700)]); qs += 8; const __m256i q8b_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8b_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i dot1 = mul_add_epi8(q1b_1, q8b_1); const __m256i dot2 = mul_add_epi8(q1b_2, q8b_2); const int16_t ls1 = 2*((qh[ib+0] >> 12) & 7) + 1; const int16_t ls2 = 2*((qh[ib+1] >> 12) & 7) + 1; const __m256i p1 = _mm256_madd_epi16(dot1, _mm256_set1_epi16(ls1)); const __m256i p2 = _mm256_madd_epi16(dot2, _mm256_set1_epi16(ls2)); sumi = _mm256_add_epi32(sumi, _mm256_add_epi32(p1, p2)); sumi1 += (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]) * (qh[ib+0] & 0x8000 ? -1 : 1) * ls1 + (y[i].bsums[2*ib+2] + y[i].bsums[2*ib+3]) * (qh[ib+1] & 0x8000 ? -1 : 1) * ls2; } const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); accum = _mm256_fmadd_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(sumi), accum); accum1 += d * sumi1; } *s = hsum_float_8(accum) + IQ1S_DELTA * accum1; #elif defined __AVX__ __m256 accum = _mm256_setzero_ps(); float accum1 = 0; for (int i = 0; i < nb; ++i) { const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint16_t * qh = x[i].qh; __m128i sumi1_0 = _mm_setzero_si128(); __m128i sumi1_1 = _mm_setzero_si128(); int sumi1 = 0; for (int ib = 0; ib < QK_K/32; ib += 2) { const __m128i q1b_1_0 = _mm_set_epi64x(iq1s_grid[qs[1] | ((qh[ib+0] << 5) & 0x700)], iq1s_grid[qs[0] | ((qh[ib+0] << 8) & 0x700)]); const __m128i q1b_1_1 = _mm_set_epi64x(iq1s_grid[qs[3] | ((qh[ib+0] >> 1) & 0x700)], iq1s_grid[qs[2] | ((qh[ib+0] << 2) & 0x700)]); const __m128i q1b_2_0 = _mm_set_epi64x(iq1s_grid[qs[5] | ((qh[ib+1] << 5) & 0x700)], iq1s_grid[qs[4] | ((qh[ib+1] << 8) & 0x700)]); const __m128i q1b_2_1 = _mm_set_epi64x(iq1s_grid[qs[7] | ((qh[ib+1] >> 1) & 0x700)], iq1s_grid[qs[6] | ((qh[ib+1] << 2) & 0x700)]); qs += 8; const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i dot1_0 = mul_add_epi8_sse(q1b_1_0, q8b_1_0); const __m128i dot1_1 = mul_add_epi8_sse(q1b_1_1, q8b_1_1); const __m128i dot2_0 = mul_add_epi8_sse(q1b_2_0, q8b_2_0); const __m128i dot2_1 = mul_add_epi8_sse(q1b_2_1, q8b_2_1); const int16_t ls1 = 2*((qh[ib+0] >> 12) & 7) + 1; const int16_t ls2 = 2*((qh[ib+1] >> 12) & 7) + 1; const __m128i p1_0 = _mm_madd_epi16(dot1_0, _mm_set1_epi16(ls1)); const __m128i p1_1 = _mm_madd_epi16(dot1_1, _mm_set1_epi16(ls1)); const __m128i p2_0 = _mm_madd_epi16(dot2_0, _mm_set1_epi16(ls2)); const __m128i p2_1 = _mm_madd_epi16(dot2_1, _mm_set1_epi16(ls2)); sumi1_0 = _mm_add_epi32(sumi1_0, _mm_add_epi32(p1_0, p2_0)); sumi1_1 = _mm_add_epi32(sumi1_1, _mm_add_epi32(p1_1, p2_1)); sumi1 += (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]) * (qh[ib+0] & 0x8000 ? -1 : 1) * ls1 + (y[i].bsums[2*ib+2] + y[i].bsums[2*ib+3]) * (qh[ib+1] & 0x8000 ? -1 : 1) * ls2; } const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); accum = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(d), _mm256_cvtepi32_ps(MM256_SET_M128I(sumi1_1, sumi1_0))), accum); accum1 += d * sumi1; } *s = hsum_float_8(accum) + IQ1S_DELTA * accum1; #elif defined(__POWER9_VECTOR__) const vector unsigned char v0 = vec_splats((unsigned char)0x0); const vector unsigned short vsign = vec_splats((unsigned short)0x8000); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); for (int i = 0; i < nb; ++i) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[i].d)); vector float vyd = vec_splats(y[i].d); vector float vd = vec_mul(vxd, vyd); vector signed int vsumi0 = vec_splats((int32_t)0); vector signed int vsumi1 = vec_splats((int32_t)0); vector signed int vsumi2 = vec_splats((int32_t)0); vector signed int vsumi3 = vec_splats((int32_t)0); vector signed int vsumi8 = vec_splats((int32_t)0); const uint8_t * restrict q1 = x[i].qs; const uint16_t * restrict qh = x[i].qh; const int8_t * restrict q8 = y[i].qs; const int16_t * restrict qs = y[i].bsums; for (int j = 0; j < QK_K/32; j += 2) { __builtin_prefetch(q1, 0, 1); __builtin_prefetch(qh, 0, 1); __builtin_prefetch(q8, 0, 1); vector signed long long aux64x2_0 = {*(const int64_t *)(iq1s_grid + (q1[0] | ((qh[0] << 8) & 0x700))), *(const int64_t *)(iq1s_grid + (q1[1] | ((qh[0] << 5) & 0x700)))}; vector signed long long aux64x2_1 = {*(const int64_t *)(iq1s_grid + (q1[2] | ((qh[0] << 2) & 0x700))), *(const int64_t *)(iq1s_grid + (q1[3] | ((qh[0] >> 1) & 0x700)))}; vector signed long long aux64x2_2 = {*(const int64_t *)(iq1s_grid + (q1[4] | ((qh[1] << 8) & 0x700))), *(const int64_t *)(iq1s_grid + (q1[5] | ((qh[1] << 5) & 0x700)))}; vector signed long long aux64x2_3 = {*(const int64_t *)(iq1s_grid + (q1[6] | ((qh[1] << 2) & 0x700))), *(const int64_t *)(iq1s_grid + (q1[7] | ((qh[1] >> 1) & 0x700)))}; q1 += 8; vector signed char q1x0 = (vector signed char)aux64x2_0; vector signed char q1x1 = (vector signed char)aux64x2_1; vector signed char q1x2 = (vector signed char)aux64x2_2; vector signed char q1x3 = (vector signed char)aux64x2_3; vector signed char q8y0 = vec_xl( 0, q8); vector signed char q8y1 = vec_xl(16, q8); vector signed char q8y2 = vec_xl(32, q8); vector signed char q8y3 = vec_xl(48, q8); q8 += 64; vector signed short qv0 = vec_add(vec_mule(q1x0, q8y0), vec_mulo(q1x0, q8y0)); vector signed short qv1 = vec_add(vec_mule(q1x1, q8y1), vec_mulo(q1x1, q8y1)); vector signed short qv2 = vec_add(vec_mule(q1x2, q8y2), vec_mulo(q1x2, q8y2)); vector signed short qv3 = vec_add(vec_mule(q1x3, q8y3), vec_mulo(q1x3, q8y3)); const uint16_t ls0 = (uint16_t)((qh[0] >> 12) & 7); const uint16_t ls1 = (uint16_t)((qh[1] >> 12) & 7); vector signed short vscales01 = (vector signed short)vec_splats((uint16_t)(2*ls0+1)); vector signed short vscales23 = (vector signed short)vec_splats((uint16_t)(2*ls1+1)); vector signed short vscales = vec_sld(vscales23, vscales01, 8); vsumi0 = vec_msum(qv0, vscales01, vsumi0); vsumi1 = vec_msum(qv1, vscales01, vsumi1); vsumi2 = vec_msum(qv2, vscales23, vsumi2); vsumi3 = vec_msum(qv3, vscales23, vsumi3); vector signed short q8ysums = vec_xl_len(qs, 8); qs += 4; q8ysums = vec_mergeh(q8ysums, (vector signed short)v0); vector signed short qxh = (vector signed short)vec_sld(vec_splats(qh[1]), vec_splats(qh[0]), 8); qh += 2; vector __bool short vsel = vec_cmpge(qxh, (vector signed short)v0); vector signed short q8ysum = vec_sel((vector signed short)vec_xor((vector unsigned short)q8ysums, vsign), q8ysums, vsel); vsumi8 = vec_add(vec_mule(q8ysum, vscales), vsumi8); } vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); vsumf0 = vec_madd(vec_ctf(vsumi8, 0), vec_mul(vd, vec_splats(IQ1S_DELTA)), vsumf0); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) __m256 accum = (__m256)__lasx_xvldi(0); float accum1 = 0; for (int i = 0; i < nb; ++i) { const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint16_t * qh = x[i].qh; __m256i sumi = __lasx_xvldi(0); int sumi1 = 0; for (int ib = 0; ib < QK_K/32; ib += 2) { __m256i q1b_1 = __lasx_xvinsgr2vr_d(q1b_1, iq1s_grid[qs[0] | ((qh[ib+0] << 8) & 0x700)], 0); q1b_1 = __lasx_xvinsgr2vr_d(q1b_1, iq1s_grid[qs[1] | ((qh[ib+0] << 5) & 0x700)], 1); q1b_1 = __lasx_xvinsgr2vr_d(q1b_1, iq1s_grid[qs[2] | ((qh[ib+0] << 2) & 0x700)], 2); q1b_1 = __lasx_xvinsgr2vr_d(q1b_1, iq1s_grid[qs[3] | ((qh[ib+0] >> 1) & 0x700)], 3); __m256i q1b_2 = __lasx_xvinsgr2vr_d(q1b_2, iq1s_grid[qs[4] | ((qh[ib+1] << 8) & 0x700)], 0); q1b_2 = __lasx_xvinsgr2vr_d(q1b_2, iq1s_grid[qs[5] | ((qh[ib+1] << 5) & 0x700)], 1); q1b_2 = __lasx_xvinsgr2vr_d(q1b_2, iq1s_grid[qs[6] | ((qh[ib+1] << 2) & 0x700)], 2); q1b_2 = __lasx_xvinsgr2vr_d(q1b_2, iq1s_grid[qs[7] | ((qh[ib+1] >> 1) & 0x700)], 3); qs += 8; const __m256i q8b_1 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i q8b_2 = __lasx_xvld((const __m256i*)q8, 0); q8 += 32; const __m256i dot1 = mul_add_epi8(q1b_1, q8b_1); const __m256i dot2 = mul_add_epi8(q1b_2, q8b_2); const int16_t ls1 = 2*((qh[ib+0] >> 12) & 7) + 1; const int16_t ls2 = 2*((qh[ib+1] >> 12) & 7) + 1; __m256i tmp1, tmp5, tmp6; tmp1 = __lasx_xvreplgr2vr_h(ls1); tmp5 = __lasx_xvmulwev_w_h(dot1, tmp1); tmp6 = __lasx_xvmulwod_w_h(dot1, tmp1); const __m256i p1 = __lasx_xvadd_w(tmp5, tmp6); tmp1 = __lasx_xvreplgr2vr_h(ls2); tmp5 = __lasx_xvmulwev_w_h(dot2, tmp1); tmp6 = __lasx_xvmulwod_w_h(dot2, tmp1); const __m256i p2 = __lasx_xvadd_w(tmp5, tmp6); sumi = __lasx_xvadd_w(sumi, __lasx_xvadd_w(p1, p2)); sumi1 += (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]) * (qh[ib+0] & 0x8000 ? -1 : 1) * ls1 + (y[i].bsums[2*ib+2] + y[i].bsums[2*ib+3]) * (qh[ib+1] & 0x8000 ? -1 : 1) * ls2; } const float d = y[i].d * GGML_FP16_TO_FP32(x[i].d); accum = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(d), __lasx_xvffint_s_w(sumi), accum); accum1 += d * sumi1; } *s = hsum_float_8(accum) + IQ1S_DELTA * accum1; #else float sumf = 0; for (int i = 0; i < nb; i++) { const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint16_t * qh = x[i].qh; int sumi = 0, sumi1 = 0; for (int ib = 0; ib < QK_K/32; ++ib) { const int ls = 2*((qh[ib] >> 12) & 7) + 1; const int delta = qh[ib] & 0x8000 ? -1 : 1; int lsum = 0; for (int l = 0; l < 4; ++l) { const int8_t * grid = (const int8_t *)(iq1s_grid + (qs[l] | (((qh[ib] >> 3*l) & 7) << 8))); for (int j = 0; j < 8; ++j) { lsum += q8[j] * grid[j]; } q8 += 8; } sumi += ls * lsum; sumi1 += ls * delta * (y[i].bsums[2*ib+0] + y[i].bsums[2*ib+1]); qs += 4; } sumf += GGML_FP16_TO_FP32(x[i].d) * y[i].d * (sumi + IQ1S_DELTA * sumi1); } *s = sumf; #endif } void ggml_vec_dot_iq1_m_q8_K (int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(n % QK_K == 0); assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); const block_iq1_m * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; iq1m_scale_t scale; #if defined __ARM_NEON const int32x4_t mask = vdupq_n_s32(0x7); const int32x4_t mone = vdupq_n_s32(1); const int32x4_t mzero = vdupq_n_s32(0); ggml_int8x16x4_t deltas; deltas.val[0] = vcombine_s8(vdup_n_s8(+1), vdup_n_s8(+1)); deltas.val[1] = vcombine_s8(vdup_n_s8(-1), vdup_n_s8(+1)); deltas.val[2] = vcombine_s8(vdup_n_s8(+1), vdup_n_s8(-1)); deltas.val[3] = vcombine_s8(vdup_n_s8(-1), vdup_n_s8(-1)); ggml_int8x16x4_t q1b; ggml_int8x16x4_t q8b; uint32_t aux32; const uint8_t * aux8 = (const uint8_t *)&aux32; float sumf = 0; for (int i = 0; i < nb; ++i) { const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint8_t * qh = x[i].qh; const uint16_t * sc = (const uint16_t *)x[i].scales; scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000); int32x4_t sumi1 = mzero; int32x4_t sumi2 = mzero; for (int ib = 0; ib < QK_K/32; ib += 2) { q1b.val[0] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[0] | ((qh[0] << 8) & 0x700)))), vld1_s8((const int8_t *)(iq1s_grid + (qs[1] | ((qh[0] << 4) & 0x700))))); q1b.val[1] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[2] | ((qh[1] << 8) & 0x700)))), vld1_s8((const int8_t *)(iq1s_grid + (qs[3] | ((qh[1] << 4) & 0x700))))); q1b.val[2] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[4] | ((qh[2] << 8) & 0x700)))), vld1_s8((const int8_t *)(iq1s_grid + (qs[5] | ((qh[2] << 4) & 0x700))))); q1b.val[3] = vcombine_s8(vld1_s8((const int8_t *)(iq1s_grid + (qs[6] | ((qh[3] << 8) & 0x700)))), vld1_s8((const int8_t *)(iq1s_grid + (qs[7] | ((qh[3] << 4) & 0x700))))); q8b = ggml_vld1q_s8_x4(q8); q8 += 64; const int32x4_t p1 = vpaddq_s32(ggml_vdotq_s32(mzero, q1b.val[0], q8b.val[0]), ggml_vdotq_s32(mzero, q1b.val[1], q8b.val[1])); const int32x4_t p2 = vpaddq_s32(ggml_vdotq_s32(mzero, q1b.val[2], q8b.val[2]), ggml_vdotq_s32(mzero, q1b.val[3], q8b.val[3])); const int32x4_t p12 = vpaddq_s32(p1, p2); const uint32_t * qh32 = (const uint32_t *)qh; // we are 4-byte aligned, so we can do that aux32 = ((qh32[0] >> 3) & 0x01010101) | ((qh32[0] >> 6) & 0x02020202); const int32x4_t p3 = vpaddq_s32(ggml_vdotq_s32(mzero, deltas.val[aux8[0]], q8b.val[0]), ggml_vdotq_s32(mzero, deltas.val[aux8[1]], q8b.val[1])); const int32x4_t p4 = vpaddq_s32(ggml_vdotq_s32(mzero, deltas.val[aux8[2]], q8b.val[2]), ggml_vdotq_s32(mzero, deltas.val[aux8[3]], q8b.val[3])); const int32x4_t p34 = vpaddq_s32(p3, p4); int32x4_t scales_4 = ggml_vld1q_u32(sc[ib/2] >> 0, sc[ib/2] >> 3, sc[ib/2] >> 6, sc[ib/2] >> 9); scales_4 = vaddq_s32(vshlq_n_s32(vandq_s32(scales_4, mask), 1), mone); sumi1 = vmlaq_s32(sumi1, scales_4, p12); sumi2 = vmlaq_s32(sumi2, scales_4, p34); qs += 8; qh += 4; } sumf += y[i].d * GGML_FP16_TO_FP32(scale.f16) * (vaddvq_s32(sumi1) + IQ1M_DELTA * vaddvq_s32(sumi2)); } *s = sumf; #elif defined __AVX2__ const __m256i mask = _mm256_set1_epi16(0x7); const __m256i mone = _mm256_set1_epi16(1); __m256 accum1 = _mm256_setzero_ps(); __m256 accum2 = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint8_t * qh = x[i].qh; const uint16_t * sc = (const uint16_t *)x[i].scales; scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000); __m256i sumi1 = _mm256_setzero_si256(); __m256i sumi2 = _mm256_setzero_si256(); for (int ib = 0; ib < QK_K/32; ib += 2) { const __m256i q1b_1 = _mm256_set_epi64x( iq1s_grid[qs[3] | (((uint16_t)qh[1] << 4) & 0x700)], iq1s_grid[qs[2] | (((uint16_t)qh[1] << 8) & 0x700)], iq1s_grid[qs[1] | (((uint16_t)qh[0] << 4) & 0x700)], iq1s_grid[qs[0] | (((uint16_t)qh[0] << 8) & 0x700)] ); const __m256i q1b_2 = _mm256_set_epi64x( iq1s_grid[qs[7] | (((uint16_t)qh[3] << 4) & 0x700)], iq1s_grid[qs[6] | (((uint16_t)qh[3] << 8) & 0x700)], iq1s_grid[qs[5] | (((uint16_t)qh[2] << 4) & 0x700)], iq1s_grid[qs[4] | (((uint16_t)qh[2] << 8) & 0x700)] ); const __m256i q8b_1 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i q8b_2 = _mm256_loadu_si256((const __m256i*)q8); q8 += 32; const __m256i dot1 = mul_add_epi8(q1b_1, q8b_1); const __m256i dot2 = mul_add_epi8(q1b_2, q8b_2); const __m256i delta1 = _mm256_set_epi64x(qh[1] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101, qh[1] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101, qh[0] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101, qh[0] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101); const __m256i delta2 = _mm256_set_epi64x(qh[3] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101, qh[3] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101, qh[2] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101, qh[2] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101); const __m256i dot3 = mul_add_epi8(delta1, q8b_1); const __m256i dot4 = mul_add_epi8(delta2, q8b_2); __m256i scale1 = MM256_SET_M128I(_mm_set1_epi16(sc[ib/2] >> 3), _mm_set1_epi16(sc[ib/2] >> 0)); __m256i scale2 = MM256_SET_M128I(_mm_set1_epi16(sc[ib/2] >> 9), _mm_set1_epi16(sc[ib/2] >> 6)); scale1 = _mm256_add_epi16(_mm256_slli_epi16(_mm256_and_si256(scale1, mask), 1), mone); scale2 = _mm256_add_epi16(_mm256_slli_epi16(_mm256_and_si256(scale2, mask), 1), mone); const __m256i p1 = _mm256_madd_epi16(dot1, scale1); const __m256i p2 = _mm256_madd_epi16(dot2, scale2); const __m256i p3 = _mm256_madd_epi16(dot3, scale1); const __m256i p4 = _mm256_madd_epi16(dot4, scale2); sumi1 = _mm256_add_epi32(sumi1, _mm256_add_epi32(p1, p2)); sumi2 = _mm256_add_epi32(sumi2, _mm256_add_epi32(p3, p4)); qs += 8; qh += 4; } const __m256 d = _mm256_set1_ps(y[i].d * GGML_FP16_TO_FP32(scale.f16)); accum1 = _mm256_fmadd_ps(d, _mm256_cvtepi32_ps(sumi1), accum1); accum2 = _mm256_fmadd_ps(d, _mm256_cvtepi32_ps(sumi2), accum2); } *s = hsum_float_8(accum1) + IQ1M_DELTA * hsum_float_8(accum2); #elif defined __AVX__ const __m128i mask = _mm_set1_epi16(0x7); const __m128i mone = _mm_set1_epi16(1); __m256 accum1 = _mm256_setzero_ps(); __m256 accum2 = _mm256_setzero_ps(); for (int i = 0; i < nb; ++i) { const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint8_t * qh = x[i].qh; const uint16_t * sc = (const uint16_t *)x[i].scales; scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000); __m128i sumi1_0 = _mm_setzero_si128(); __m128i sumi1_1 = _mm_setzero_si128(); __m128i sumi2_0 = _mm_setzero_si128(); __m128i sumi2_1 = _mm_setzero_si128(); for (int ib = 0; ib < QK_K/32; ib += 2) { const __m128i q1b_1_0 = _mm_set_epi64x( iq1s_grid[qs[1] | (((uint16_t)qh[0] << 4) & 0x700)], iq1s_grid[qs[0] | (((uint16_t)qh[0] << 8) & 0x700)]); const __m128i q1b_1_1 = _mm_set_epi64x( iq1s_grid[qs[3] | (((uint16_t)qh[1] << 4) & 0x700)], iq1s_grid[qs[2] | (((uint16_t)qh[1] << 8) & 0x700)]); const __m128i q1b_2_0 = _mm_set_epi64x( iq1s_grid[qs[5] | (((uint16_t)qh[2] << 4) & 0x700)], iq1s_grid[qs[4] | (((uint16_t)qh[2] << 8) & 0x700)]); const __m128i q1b_2_1 = _mm_set_epi64x( iq1s_grid[qs[7] | (((uint16_t)qh[3] << 4) & 0x700)], iq1s_grid[qs[6] | (((uint16_t)qh[3] << 8) & 0x700)]); const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i dot1_0 = mul_add_epi8_sse(q1b_1_0, q8b_1_0); const __m128i dot1_1 = mul_add_epi8_sse(q1b_1_1, q8b_1_1); const __m128i dot2_0 = mul_add_epi8_sse(q1b_2_0, q8b_2_0); const __m128i dot2_1 = mul_add_epi8_sse(q1b_2_1, q8b_2_1); const __m128i delta1_0 = _mm_set_epi64x(qh[0] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101, qh[0] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101); const __m128i delta1_1 = _mm_set_epi64x(qh[1] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101, qh[1] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101); const __m128i delta2_0 = _mm_set_epi64x(qh[2] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101, qh[2] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101); const __m128i delta2_1 = _mm_set_epi64x(qh[3] & 0x80 ? 0xffffffffffffffff : 0x0101010101010101, qh[3] & 0x08 ? 0xffffffffffffffff : 0x0101010101010101); const __m128i dot3_0 = mul_add_epi8_sse(delta1_0, q8b_1_0); const __m128i dot3_1 = mul_add_epi8_sse(delta1_1, q8b_1_1); const __m128i dot4_0 = mul_add_epi8_sse(delta2_0, q8b_2_0); const __m128i dot4_1 = mul_add_epi8_sse(delta2_1, q8b_2_1); __m128i scale1_0 = _mm_set1_epi16(sc[ib/2] >> 0); __m128i scale1_1 = _mm_set1_epi16(sc[ib/2] >> 3); __m128i scale2_0 = _mm_set1_epi16(sc[ib/2] >> 6); __m128i scale2_1 = _mm_set1_epi16(sc[ib/2] >> 9); scale1_0 = _mm_add_epi16(_mm_slli_epi16(_mm_and_si128(scale1_0, mask), 1), mone); scale1_1 = _mm_add_epi16(_mm_slli_epi16(_mm_and_si128(scale1_1, mask), 1), mone); scale2_0 = _mm_add_epi16(_mm_slli_epi16(_mm_and_si128(scale2_0, mask), 1), mone); scale2_1 = _mm_add_epi16(_mm_slli_epi16(_mm_and_si128(scale2_1, mask), 1), mone); const __m128i p1_0 = _mm_madd_epi16(dot1_0, scale1_0); const __m128i p1_1 = _mm_madd_epi16(dot1_1, scale1_1); const __m128i p2_0 = _mm_madd_epi16(dot2_0, scale2_0); const __m128i p2_1 = _mm_madd_epi16(dot2_1, scale2_1); const __m128i p3_0 = _mm_madd_epi16(dot3_0, scale1_0); const __m128i p3_1 = _mm_madd_epi16(dot3_1, scale1_1); const __m128i p4_0 = _mm_madd_epi16(dot4_0, scale2_0); const __m128i p4_1 = _mm_madd_epi16(dot4_1, scale2_1); sumi1_0 = _mm_add_epi32(sumi1_0, _mm_add_epi32(p1_0, p2_0)); sumi1_1 = _mm_add_epi32(sumi1_1, _mm_add_epi32(p1_1, p2_1)); sumi2_0 = _mm_add_epi32(sumi2_0, _mm_add_epi32(p3_0, p4_0)); sumi2_1 = _mm_add_epi32(sumi2_1, _mm_add_epi32(p3_1, p4_1)); qs += 8; qh += 4; } const __m256 d = _mm256_set1_ps(y[i].d * GGML_FP16_TO_FP32(scale.f16)); accum1 = _mm256_add_ps(_mm256_mul_ps(d, _mm256_cvtepi32_ps(MM256_SET_M128I(sumi1_1, sumi1_0))), accum1); accum2 = _mm256_add_ps(_mm256_mul_ps(d, _mm256_cvtepi32_ps(MM256_SET_M128I(sumi2_1, sumi2_0))), accum2); } *s = hsum_float_8(accum1) + IQ1M_DELTA * hsum_float_8(accum2); #else int sum1[2], sum2[2], delta[4]; float sumf = 0; for (int i = 0; i < nb; i++) { const int8_t * q8 = y[i].qs; const uint8_t * qs = x[i].qs; const uint8_t * qh = x[i].qh; const uint16_t * sc = (const uint16_t *)x[i].scales; scale.u16 = (sc[0] >> 12) | ((sc[1] >> 8) & 0x00f0) | ((sc[2] >> 4) & 0x0f00) | (sc[3] & 0xf000); int sumi1 = 0, sumi2 = 0; for (int ib = 0; ib < QK_K/32; ++ib) { delta[0] = qh[0] & 0x08 ? -1 : 1; delta[1] = qh[0] & 0x80 ? -1 : 1; delta[2] = qh[1] & 0x08 ? -1 : 1; delta[3] = qh[1] & 0x80 ? -1 : 1; sum1[0] = sum1[1] = sum2[0] = sum2[1] = 0; for (int l = 0; l < 4; ++l) { const int8_t * grid = (const int8_t *)(iq1s_grid + (qs[l] | (((uint16_t)qh[l/2] << (8 - 4*(l%2))) & 0x700))); int lsum1 = 0, lsum2 = 0; for (int j = 0; j < 8; ++j) { lsum1 += q8[j] * grid[j]; lsum2 += q8[j]; } q8 += 8; sum1[l/2] += lsum1; sum2[l/2] += lsum2*delta[l]; } const int ls1 = 2*((sc[ib/2] >> (6*(ib%2)+0)) & 0x7) + 1; const int ls2 = 2*((sc[ib/2] >> (6*(ib%2)+3)) & 0x7) + 1; sumi1 += sum1[0] * ls1 + sum1[1] * ls2; sumi2 += sum2[0] * ls1 + sum2[1] * ls2; qs += 4; qh += 2; } sumf += GGML_FP16_TO_FP32(scale.f16) * y[i].d * (sumi1 + IQ1M_DELTA * sumi2); } *s = sumf; #endif } void ggml_vec_dot_iq4_nl_q8_0(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); assert(n % QK4_NL == 0); static_assert(QK4_NL == QK8_0, "QK4_NL and QK8_0 must be the same"); const block_iq4_nl * restrict x = vx; const block_q8_0 * restrict y = vy; const int nb = n / QK4_NL; int ib = 0; float sumf = 0; #if defined __ARM_NEON const int8x16_t values = vld1q_s8(kvalues_iq4nl); const uint8x16_t m4b = vdupq_n_u8(0x0f); uint8x16x2_t q4bits; int8x16x4_t q4b; int8x16x4_t q8b; int32x4_t prod_1, prod_2; for (; ib + 1 < nb; ib += 2) { q4bits.val[0] = vld1q_u8(x[ib + 0].qs); q4bits.val[1] = vld1q_u8(x[ib + 1].qs); q8b.val[0] = vld1q_s8(y[ib + 0].qs); q8b.val[1] = vld1q_s8(y[ib + 0].qs + 16); q8b.val[2] = vld1q_s8(y[ib + 1].qs); q8b.val[3] = vld1q_s8(y[ib + 1].qs + 16); q4b.val[0] = ggml_vqtbl1q_s8(values, vandq_u8 (q4bits.val[0], m4b)); q4b.val[1] = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits.val[0], 4)); q4b.val[2] = ggml_vqtbl1q_s8(values, vandq_u8 (q4bits.val[1], m4b)); q4b.val[3] = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits.val[1], 4)); prod_1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q4b.val[0], q8b.val[0]), q4b.val[1], q8b.val[1]); prod_2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q4b.val[2], q8b.val[2]), q4b.val[3], q8b.val[3]); sumf += GGML_FP16_TO_FP32(x[ib+0].d) * GGML_FP16_TO_FP32(y[ib + 0].d) * vaddvq_s32(prod_1) + GGML_FP16_TO_FP32(x[ib+1].d) * GGML_FP16_TO_FP32(y[ib + 1].d) * vaddvq_s32(prod_2); } #elif defined __AVX2__ const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_iq4nl); const __m128i m4b = _mm_set1_epi8(0x0f); const __m256i mone = _mm256_set1_epi16(1); __m256 accum1 = _mm256_setzero_ps(); __m256 accum2 = _mm256_setzero_ps(); for (; ib + 1 < nb; ib += 2) { const __m128i q4bits_1 = _mm_loadu_si128((const __m128i*)x[ib + 0].qs); const __m128i q4bits_2 = _mm_loadu_si128((const __m128i*)x[ib + 1].qs); const __m256i q8b_1 = _mm256_loadu_si256((const __m256i *)y[ib + 0].qs); const __m256i q8b_2 = _mm256_loadu_si256((const __m256i *)y[ib + 1].qs); const __m256i q4b_1 = MM256_SET_M128I(_mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_1, 4), m4b)), _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_1, m4b))); const __m256i q4b_2 = MM256_SET_M128I(_mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_2, 4), m4b)), _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_2, m4b))); const __m256i p16_1 = mul_add_epi8(q4b_1, q8b_1); const __m256i p16_2 = mul_add_epi8(q4b_2, q8b_2); const __m256i p_1 = _mm256_madd_epi16(p16_1, mone); const __m256i p_2 = _mm256_madd_epi16(p16_2, mone); accum1 = _mm256_fmadd_ps(_mm256_set1_ps(GGML_FP16_TO_FP32(y[ib + 0].d)*GGML_FP16_TO_FP32(x[ib + 0].d)), _mm256_cvtepi32_ps(p_1), accum1); accum2 = _mm256_fmadd_ps(_mm256_set1_ps(GGML_FP16_TO_FP32(y[ib + 1].d)*GGML_FP16_TO_FP32(x[ib + 1].d)), _mm256_cvtepi32_ps(p_2), accum2); } sumf = hsum_float_8(_mm256_add_ps(accum1, accum2)); #elif defined __AVX__ const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_iq4nl); const __m128i m4b = _mm_set1_epi8(0x0f); __m256 accum = _mm256_setzero_ps(); for (; ib + 1 < nb; ib += 2) { const __m128i q4bits_1 = _mm_loadu_si128((const __m128i *)x[ib + 0].qs); const __m128i q4bits_2 = _mm_loadu_si128((const __m128i *)x[ib + 1].qs); const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)y[ib + 0].qs); const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)y[ib + 0].qs + 1); const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs); const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)y[ib + 1].qs + 1); const __m128i q4b_1_0 = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_1, m4b)); const __m128i q4b_1_1 = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_1, 4), m4b)); const __m128i q4b_2_0 = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_2, m4b)); const __m128i q4b_2_1 = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_2, 4), m4b)); const __m256 p = mul_sum_i8_quad_float(q4b_1_0, q4b_1_1, q4b_2_0, q4b_2_1, q8b_1_0, q8b_1_1, q8b_2_0, q8b_2_1); const __m256 deltas = quad_fp16_delta_float(x[ib].d, y[ib].d, x[ib + 1].d, y[ib + 1].d); accum = _mm256_add_ps(_mm256_mul_ps(deltas, p), accum); } sumf = hsum_float_8(accum); #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0xF); const vector signed int v0 = vec_splats((int32_t)0); const vector unsigned char v4 = vec_splats((unsigned char)0x4); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); const vector signed char values = vec_xl( 0, kvalues_iq4nl); #pragma GCC unroll 4 for (; ib < nb; ++ib) { __builtin_prefetch(x[ib].qs, 0, 1); __builtin_prefetch(y[ib].qs, 0, 1); vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ib].d)); vector float vyd = vec_splats(GGML_FP16_TO_FP32(y[ib].d)); vector float vd = vec_mul(vxd, vyd); vector signed char qxs = (vector signed char)vec_xl( 0, x[ib].qs); vector signed char q4x0 = vec_and(qxs, lowMask); vector signed char q4x1 = vec_sr(qxs, v4); q4x0 = vec_perm(values, values, (vector unsigned char)q4x0); q4x1 = vec_perm(values, values, (vector unsigned char)q4x1); vector signed char q8y0 = vec_xl( 0, y[ib].qs); vector signed char q8y1 = vec_xl(16, y[ib].qs); vector signed short qv0 = vec_add(vec_mule(q4x0, q8y0), vec_mulo(q4x0, q8y0)); vector signed short qv1 = vec_add(vec_mule(q4x1, q8y1), vec_mulo(q4x1, q8y1)); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vsumi0 = vec_sum4s(qv0, vsumi0); vsumi1 = vec_sum4s(qv1, vsumi1); vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); } vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); sumf = vec_extract(vsumf0, 0); #elif defined (__loongarch_asx) const __m128i values128 = __lsx_vld((const __m128i*)kvalues_iq4nl, 0); const __m128i m4b = __lsx_vreplgr2vr_b(0x0f); const __m256i mone = __lasx_xvreplgr2vr_h(1); __m256 accum1 = (__m256)__lasx_xvldi(0); __m256 accum2 = (__m256)__lasx_xvldi(0); for (; ib + 1 < nb; ib += 2) { const __m128i q4bits_1 = __lsx_vld((const __m128i*)x[ib + 0].qs, 0); const __m128i q4bits_2 = __lsx_vld((const __m128i*)x[ib + 1].qs, 0); const __m256i q8b_1 = __lasx_xvld((const __m256i *)y[ib + 0].qs, 0); const __m256i q8b_2 = __lasx_xvld((const __m256i *)y[ib + 1].qs, 0); const __m256i q4b_1 = lasx_insertf128(lsx_shuffle_b(values128, __lsx_vand_v(__lsx_vsrli_h(q4bits_1, 4), m4b)), lsx_shuffle_b(values128, __lsx_vand_v(q4bits_1, m4b))); const __m256i q4b_2 = lasx_insertf128(lsx_shuffle_b(values128, __lsx_vand_v(__lsx_vsrli_h(q4bits_2, 4), m4b)), lsx_shuffle_b(values128, __lsx_vand_v(q4bits_2, m4b))); const __m256i p16_1 = mul_add_epi8(q4b_1, q8b_1); const __m256i p16_2 = mul_add_epi8(q4b_2, q8b_2); const __m256i p_1 = lasx_madd_h(p16_1, mone); const __m256i p_2 = lasx_madd_h(p16_2, mone); accum1 = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(y[ib + 0].d)*GGML_FP16_TO_FP32(x[ib + 0].d)), __lasx_xvffint_s_w(p_1), accum1); accum2 = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(y[ib + 1].d)*GGML_FP16_TO_FP32(x[ib + 1].d)), __lasx_xvffint_s_w(p_2), accum2); } sumf = hsum_float_8(__lasx_xvfadd_s(accum1, accum2)); #elif defined(__VXE__) || defined(__VXE2__) const int8x16_t v_k = vec_xl(0, kvalues_iq4nl); const uint8x16_t v_m = vec_splat_u8(0x0F); for (; ib < nb; ++ib) { const block_iq4_nl * restrict x0 = &x[ib]; const block_q8_0 * restrict y0 = &y[ib]; const uint8x16_t v_x = vec_xl(0, x0->qs); int8x16_t v_xl = (int8x16_t)vec_and(v_x, v_m); int8x16_t v_xh = (int8x16_t)vec_sr(v_x, 4); v_xl = vec_perm(v_k, v_k, (uchar8x16_t)v_xl); v_xh = vec_perm(v_k, v_k, (uchar8x16_t)v_xh); const int8x16_t v_yl = vec_xl(0 , y0->qs); const int8x16_t v_yh = vec_xl(QK8_0/2, y0->qs); const int32x4_t v_xy = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_xl, v_yl), v_xh, v_yh); sumf += GGML_FP16_TO_FP32(x0->d) * GGML_FP16_TO_FP32(y0->d) * (v_xy[0] + v_xy[1] + v_xy[2] + v_xy[3]); } #endif for (; ib < nb; ++ib) { const float d = GGML_FP16_TO_FP32(y[ib].d)*GGML_FP16_TO_FP32(x[ib].d); int sumi1 = 0, sumi2 = 0; for (int j = 0; j < QK4_NL/2; ++j) { sumi1 += y[ib].qs[j+ 0] * kvalues_iq4nl[x[ib].qs[j] & 0xf]; sumi2 += y[ib].qs[j+QK4_NL/2] * kvalues_iq4nl[x[ib].qs[j] >> 4]; } sumf += d * (sumi1 + sumi2); } *s = sumf; } void ggml_vec_dot_iq4_xs_q8_K(int n, float * restrict s, size_t bs, const void * restrict vx, size_t bx, const void * restrict vy, size_t by, int nrc) { assert(nrc == 1); UNUSED(nrc); UNUSED(bx); UNUSED(by); UNUSED(bs); assert(n % QK_K == 0); const block_iq4_xs * restrict x = vx; const block_q8_K * restrict y = vy; const int nb = n / QK_K; #if defined __ARM_NEON const int8x16_t values = vld1q_s8(kvalues_iq4nl); const uint8x16_t m4b = vdupq_n_u8(0x0f); ggml_uint8x16x2_t q4bits; ggml_int8x16x4_t q4b; ggml_int8x16x4_t q8b; int32x4_t prod_1, prod_2; float sumf = 0; for (int ibl = 0; ibl < nb; ++ibl) { const int8_t * q8 = y[ibl].qs; const uint8_t * q4 = x[ibl].qs; uint16_t h = x[ibl].scales_h; int sumi1 = 0, sumi2 = 0; for (int ib = 0; ib < QK_K/64; ++ib) { q4bits = ggml_vld1q_u8_x2(q4); q4 += 32; q8b = ggml_vld1q_s8_x4(q8); q8 += 64; q4b.val[0] = ggml_vqtbl1q_s8(values, vandq_u8 (q4bits.val[0], m4b)); q4b.val[1] = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits.val[0], 4)); q4b.val[2] = ggml_vqtbl1q_s8(values, vandq_u8 (q4bits.val[1], m4b)); q4b.val[3] = ggml_vqtbl1q_s8(values, vshrq_n_u8(q4bits.val[1], 4)); prod_1 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q4b.val[0], q8b.val[0]), q4b.val[1], q8b.val[1]); prod_2 = ggml_vdotq_s32(ggml_vdotq_s32(vdupq_n_s32(0), q4b.val[2], q8b.val[2]), q4b.val[3], q8b.val[3]); int ls1 = ((x[ibl].scales_l[ib] & 0xf) | ((h << 4) & 0x30)) - 32; int ls2 = ((x[ibl].scales_l[ib] >> 4) | ((h << 2) & 0x30)) - 32; h >>= 4; sumi1 += vaddvq_s32(prod_1) * ls1; sumi2 += vaddvq_s32(prod_2) * ls2; } sumf += GGML_FP16_TO_FP32(x[ibl].d) * y[ibl].d * (sumi1 + sumi2); } *s = sumf; #elif defined __AVX2__ const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_iq4nl); const __m128i m4b = _mm_set1_epi8(0x0f); __m256 accum = _mm256_setzero_ps(); for (int ibl = 0; ibl < nb; ++ibl) { const uint8_t * qs = x[ibl].qs; const int8_t * q8 = y[ibl].qs; uint16_t sh = x[ibl].scales_h; __m256i sumi1 = _mm256_setzero_si256(); __m256i sumi2 = _mm256_setzero_si256(); for (int ib = 0; ib < QK_K/32; ib += 2) { const __m128i q4bits_1 = _mm_loadu_si128((const __m128i*)qs); qs += 16; const __m128i q4bits_2 = _mm_loadu_si128((const __m128i*)qs); qs += 16; const __m256i q8b_1 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q8b_2 = _mm256_loadu_si256((const __m256i *)q8); q8 += 32; const __m256i q4b_1 = MM256_SET_M128I(_mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_1, 4), m4b)), _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_1, m4b))); const __m256i q4b_2 = MM256_SET_M128I(_mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_2, 4), m4b)), _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_2, m4b))); const __m256i p16_1 = mul_add_epi8(q4b_1, q8b_1); const __m256i p16_2 = mul_add_epi8(q4b_2, q8b_2); const int16_t ls1 = ((x[ibl].scales_l[ib/2] & 0xf) | ((sh << 4) & 0x30)) - 32; const int16_t ls2 = ((x[ibl].scales_l[ib/2] >> 4) | ((sh << 2) & 0x30)) - 32; sh >>= 4; const __m256i p_1 = _mm256_madd_epi16(p16_1, _mm256_set1_epi16(ls1)); const __m256i p_2 = _mm256_madd_epi16(p16_2, _mm256_set1_epi16(ls2)); sumi1 = _mm256_add_epi32(p_1, sumi1); sumi2 = _mm256_add_epi32(p_2, sumi2); } accum = _mm256_fmadd_ps(_mm256_set1_ps(GGML_FP16_TO_FP32(x[ibl].d)*y[ibl].d), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi1, sumi2)), accum); } *s = hsum_float_8(accum); #elif defined __AVX__ const __m128i values128 = _mm_loadu_si128((const __m128i*)kvalues_iq4nl); const __m128i m4b = _mm_set1_epi8(0x0f); __m256 accum = _mm256_setzero_ps(); for (int ibl = 0; ibl < nb; ++ibl) { const uint8_t * qs = x[ibl].qs; const int8_t * q8 = y[ibl].qs; uint16_t sh = x[ibl].scales_h; __m128i sumi1_0 = _mm_setzero_si128(); __m128i sumi1_1 = _mm_setzero_si128(); __m128i sumi2_0 = _mm_setzero_si128(); __m128i sumi2_1 = _mm_setzero_si128(); for (int ib = 0; ib < QK_K/32; ib += 2) { const __m128i q4bits_1 = _mm_loadu_si128((const __m128i *)qs); qs += 16; const __m128i q4bits_2 = _mm_loadu_si128((const __m128i *)qs); qs += 16; const __m128i q8b_1_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8b_1_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8b_2_0 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q8b_2_1 = _mm_loadu_si128((const __m128i *)q8); q8 += 16; const __m128i q4b_1_0 = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_1, m4b)); const __m128i q4b_1_1 = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_1, 4), m4b)); const __m128i q4b_2_0 = _mm_shuffle_epi8(values128, _mm_and_si128(q4bits_2, m4b)); const __m128i q4b_2_1 = _mm_shuffle_epi8(values128, _mm_and_si128(_mm_srli_epi16(q4bits_2, 4), m4b)); const __m128i p16_1_0 = mul_add_epi8_sse(q4b_1_0, q8b_1_0); const __m128i p16_1_1 = mul_add_epi8_sse(q4b_1_1, q8b_1_1); const __m128i p16_2_0 = mul_add_epi8_sse(q4b_2_0, q8b_2_0); const __m128i p16_2_1 = mul_add_epi8_sse(q4b_2_1, q8b_2_1); const int16_t ls1 = ((x[ibl].scales_l[ib/2] & 0xf) | ((sh << 4) & 0x30)) - 32; const int16_t ls2 = ((x[ibl].scales_l[ib/2] >> 4) | ((sh << 2) & 0x30)) - 32; sh >>= 4; const __m128i p_1_0 = _mm_madd_epi16(p16_1_0, _mm_set1_epi16(ls1)); const __m128i p_1_1 = _mm_madd_epi16(p16_1_1, _mm_set1_epi16(ls1)); const __m128i p_2_0 = _mm_madd_epi16(p16_2_0, _mm_set1_epi16(ls2)); const __m128i p_2_1 = _mm_madd_epi16(p16_2_1, _mm_set1_epi16(ls2)); sumi1_0 = _mm_add_epi32(p_1_0, sumi1_0); sumi1_1 = _mm_add_epi32(p_1_1, sumi1_1); sumi2_0 = _mm_add_epi32(p_2_0, sumi2_0); sumi2_1 = _mm_add_epi32(p_2_1, sumi2_1); } __m128i sumi12_0 = _mm_add_epi32(sumi1_0, sumi2_0); __m128i sumi12_1 = _mm_add_epi32(sumi1_1, sumi2_1); accum = _mm256_add_ps(_mm256_mul_ps(_mm256_set1_ps(GGML_FP16_TO_FP32(x[ibl].d)*y[ibl].d), _mm256_cvtepi32_ps(MM256_SET_M128I(sumi12_1, sumi12_0))), accum); } *s = hsum_float_8(accum); #elif defined(__POWER9_VECTOR__) const vector signed char lowMask = vec_splats((signed char)0xF); const vector int v0 = vec_splats((int32_t)0); const vector unsigned char v4 = vec_splats((unsigned char)0x4); vector float vsumf0 = vec_splats(0.0f); vector float vsumf1 = vec_splats(0.0f); vector float vsumf2 = vec_splats(0.0f); vector float vsumf3 = vec_splats(0.0f); const vector signed char values = vec_xl( 0, kvalues_iq4nl); for (int ibl = 0; ibl < nb; ++ibl) { vector float vxd = vec_splats(GGML_FP16_TO_FP32(x[ibl].d)); vector float vyd = vec_splats(y[ibl].d); vector float vd = vec_mul(vxd, vyd); vector signed int vsumi0 = v0; vector signed int vsumi1 = v0; vector signed int vsumi2 = v0; vector signed int vsumi3 = v0; uint16_t h = x[ibl].scales_h; const uint8_t * restrict q4 = x[ibl].qs; const uint8_t * restrict sc = x[ibl].scales_l; const int8_t * restrict q8 = y[ibl].qs; for (int ib = 0; ib < QK_K/64; ib ++ ) { __builtin_prefetch(q4, 0, 1); __builtin_prefetch(q8, 0, 1); vector signed char qxs0 = (vector signed char)vec_xl( 0, q4); vector signed char qxs1 = (vector signed char)vec_xl(16, q4); q4 += 32; vector signed char q4x00 = (vector signed char)vec_and(qxs0, lowMask); vector signed char q4x01 = (vector signed char)vec_sr(qxs0, v4); vector signed char q4x10 = (vector signed char)vec_and(qxs1, lowMask); vector signed char q4x11 = (vector signed char)vec_sr(qxs1, v4); q4x00 = vec_perm(values, values, (vector unsigned char)q4x00); q4x01 = vec_perm(values, values, (vector unsigned char)q4x01); q4x10 = vec_perm(values, values, (vector unsigned char)q4x10); q4x11 = vec_perm(values, values, (vector unsigned char)q4x11); vector signed char q8y0 = vec_xl( 0, q8); vector signed char q8y1 = vec_xl(16, q8); vector signed char q8y2 = vec_xl(32, q8); vector signed char q8y3 = vec_xl(48, q8); q8 += 64; vector signed short qv0 = vec_add(vec_mule(q4x00, q8y0), vec_mulo(q4x00, q8y0)); vector signed short qv1 = vec_add(vec_mule(q4x01, q8y1), vec_mulo(q4x01, q8y1)); vector signed short qv2 = vec_add(vec_mule(q4x10, q8y2), vec_mulo(q4x10, q8y2)); vector signed short qv3 = vec_add(vec_mule(q4x11, q8y3), vec_mulo(q4x11, q8y3)); const uint16_t ls0 = (uint16_t)(((sc[0] & 0xf) | ((h << 4) & 0x30)) - 32); const uint16_t ls1 = (uint16_t)(((sc[0] >> 4) | ((h << 2) & 0x30)) - 32); h >>= 4; sc ++; vector signed short vscales01 = vec_splats((int16_t)ls0); vector signed short vscales23 = vec_splats((int16_t)ls1); vsumi0 = vec_msum(qv0, vscales01, vsumi0); vsumi1 = vec_msum(qv1, vscales01, vsumi1); vsumi2 = vec_msum(qv2, vscales23, vsumi2); vsumi3 = vec_msum(qv3, vscales23, vsumi3); } vsumf0 = vec_madd(vec_ctf(vsumi0, 0), vd, vsumf0); vsumf1 = vec_madd(vec_ctf(vsumi1, 0), vd, vsumf1); vsumf2 = vec_madd(vec_ctf(vsumi2, 0), vd, vsumf2); vsumf3 = vec_madd(vec_ctf(vsumi3, 0), vd, vsumf3); } vsumf0 = vec_add(vsumf0, vsumf2); vsumf1 = vec_add(vsumf1, vsumf3); vsumf0 = vec_add(vsumf0, vsumf1); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 4)); vsumf0 = vec_add(vsumf0, vec_sld(vsumf0, vsumf0, 8)); *s = vec_extract(vsumf0, 0); #elif defined(__loongarch_asx) const __m128i values128 = __lsx_vld((const __m128i*)kvalues_iq4nl, 0); __m256 accum = (__m256)__lasx_xvldi(0); for (int ibl = 0; ibl < nb; ++ibl) { const uint8_t * qs = x[ibl].qs; const int8_t * q8 = y[ibl].qs; uint16_t sh = x[ibl].scales_h; __m256i sumi1 = __lasx_xvldi(0); __m256i sumi2 = __lasx_xvldi(0); for (int ib = 0; ib < QK_K/32; ib += 2) { const __m128i q4bits_1 = __lsx_vld((const __m128i*)qs, 0); qs += 16; const __m128i q4bits_2 = __lsx_vld((const __m128i*)qs, 0); qs += 16; const __m256i q8b_1 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q8b_2 = __lasx_xvld((const __m256i *)q8, 0); q8 += 32; const __m256i q4b_1 = lasx_insertf128(__lsx_vshuf_b(values128, values128, __lsx_vsrli_b(q4bits_1, 4)), __lsx_vshuf_b(values128, values128, __lsx_vandi_b(q4bits_1, 0xf))); const __m256i q4b_2 = lasx_insertf128(__lsx_vshuf_b(values128, values128, __lsx_vsrli_b(q4bits_2, 4)), __lsx_vshuf_b(values128, values128, __lsx_vandi_b(q4bits_2, 0xf))); const __m256i p16_1 = mul_add_epi8(q4b_1, q8b_1); const __m256i p16_2 = mul_add_epi8(q4b_2, q8b_2); const int16_t ls1 = ((x[ibl].scales_l[ib/2] & 0xf) | ((sh << 4) & 0x30)) - 32; const int16_t ls2 = ((x[ibl].scales_l[ib/2] >> 4) | ((sh << 2) & 0x30)) - 32; sh >>= 4; const __m256i p_1 = lasx_madd_h(p16_1, __lasx_xvreplgr2vr_h(ls1)); const __m256i p_2 = lasx_madd_h(p16_2, __lasx_xvreplgr2vr_h(ls2)); sumi1 = __lasx_xvadd_w(p_1, sumi1); sumi2 = __lasx_xvadd_w(p_2, sumi2); } accum = __lasx_xvfmadd_s(__lasx_xvreplfr2vr_s(GGML_FP16_TO_FP32(x[ibl].d)*y[ibl].d), __lasx_xvffint_s_w(__lasx_xvadd_w(sumi1, sumi2)), accum); } *s = hsum_float_8(accum); #elif defined(__VXE__) || defined(__VXE2__) const int8x16_t v_k = vec_xl(0, kvalues_iq4nl); const uint8x16_t v_m = vec_splat_u8(0x0F); float sumf = 0; for (int ibl = 0; ibl < nb; ++ibl) { const uint8_t * restrict q4 = x[ibl].qs; const int8_t * restrict q8 = y[ibl].qs; uint16_t h = x[ibl].scales_h; int sumi1 = 0, sumi2 = 0; for (int ib = 0; ib < QK_K/64; ++ib) { const uint8x16_t v_x0 = vec_xl(0 , q4); const uint8x16_t v_x1 = vec_xl(QK4_NL/2, q4); q4 += 32; int8x16_t v_x0l = (int8x16_t)vec_and(v_x0, v_m); int8x16_t v_x0h = (int8x16_t)vec_sr(v_x0, 4); int8x16_t v_x1l = (int8x16_t)vec_and(v_x1, v_m); int8x16_t v_x1h = (int8x16_t)vec_sr(v_x1, 4); v_x0l = vec_perm(v_k, v_k, (uchar8x16_t)v_x0l); v_x0h = vec_perm(v_k, v_k, (uchar8x16_t)v_x0h); v_x1l = vec_perm(v_k, v_k, (uchar8x16_t)v_x1l); v_x1h = vec_perm(v_k, v_k, (uchar8x16_t)v_x1h); const int8x16_t v_y0 = vec_xl( 0, q8); const int8x16_t v_y1 = vec_xl(16, q8); const int8x16_t v_y2 = vec_xl(32, q8); const int8x16_t v_y3 = vec_xl(48, q8); q8 += 64; int32x4_t vsumi0 = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_x0l, v_y0), v_x0h, v_y1); int32x4_t vsumi1 = ggml_vec_dot(ggml_vec_dot(vec_splats(0), v_x1l, v_y2), v_x1h, v_y3); int ls1 = ((x[ibl].scales_l[ib] & 0xF) | ((h << 4) & 0x30)) - 32; int ls2 = ((x[ibl].scales_l[ib] >> 4) | ((h << 2) & 0x30)) - 32; h >>= 4; sumi1 += (vsumi0[0] + vsumi0[1] + vsumi0[2] + vsumi0[3]) * ls1; sumi2 += (vsumi1[0] + vsumi1[1] + vsumi1[2] + vsumi1[3]) * ls2; } sumf += GGML_FP16_TO_FP32(x[ibl].d) * y[ibl].d * (sumi1 + sumi2); } *s = sumf; #else float sumf = 0; for (int ibl = 0; ibl < nb; ++ibl) { const float d4d8 = GGML_FP16_TO_FP32(x[ibl].d) * y[ibl].d; uint16_t h = x[ibl].scales_h; const uint8_t * qs = x[ibl].qs; const int8_t * q8 = y[ibl].qs; for (int ib = 0; ib < QK_K/32; ib += 2) { const uint8_t ls1 = (x[ibl].scales_l[ib/2] & 0xf) | ((h << 4) & 0x30); const uint8_t ls2 = (x[ibl].scales_l[ib/2] >> 4) | ((h << 2) & 0x30); h >>= 4; const float d1 = d4d8*(ls1 - 32); const float d2 = d4d8*(ls2 - 32); int sumi1 = 0, sumi2 = 0; for (int j = 0; j < 16; ++j) { sumi1 += q8[j+ 0] * kvalues_iq4nl[qs[j] & 0xf]; sumi2 += q8[j+16] * kvalues_iq4nl[qs[j] >> 4]; } sumf += d1 * (sumi1 + sumi2); qs += 16; q8 += 32; sumi1 = sumi2 = 0; for (int j = 0; j < 16; ++j) { sumi1 += q8[j+ 0] * kvalues_iq4nl[qs[j] & 0xf]; sumi2 += q8[j+16] * kvalues_iq4nl[qs[j] >> 4]; } sumf += d2 * (sumi1 + sumi2); qs += 16; q8 += 32; } } *s = sumf; #endif } // ============================ 4-bit non-linear quants void quantize_row_iq4_nl(const float * restrict x, void * restrict y, int64_t k) { assert(k % QK4_NL == 0); quantize_row_iq4_nl_ref(x, y, k); } void quantize_row_iq4_xs(const float * restrict x, void * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq4_xs(x, y, 1, k, NULL); }