1- // -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-
2- // vi: set et ft=c++ ts=4 sts=4 sw=4 fenc=utf-8 :vi
3- //
41// Copyright 2024 Mozilla Foundation
52//
63// Permission is hereby granted, free of charge, to any person obtaining
@@ -585,15 +582,15 @@ class tinyBLAS_Q0_ARM {
585582};
586583#endif // __ARM_FEATURE_DOTPROD
587584
588- #if defined(__AVX2__) || defined(__AVX512F__)
585+ #if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
589586template <typename TA, typename TB, typename TC>
590- class tinyBLAS_Q0_AVX2 {
587+ class tinyBLAS_Q0_AVX {
591588 public:
592- tinyBLAS_Q0_AVX2 (int64_t k,
593- const TA *A, int64_t lda,
594- const TB *B, int64_t ldb,
595- TC *C, int64_t ldc,
596- int ith, int nth)
589+ tinyBLAS_Q0_AVX (int64_t k,
590+ const TA *A, int64_t lda,
591+ const TB *B, int64_t ldb,
592+ TC *C, int64_t ldc,
593+ int ith, int nth)
597594 : A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) {
598595 }
599596
@@ -728,14 +725,34 @@ class tinyBLAS_Q0_AVX2 {
728725 __m256 Cv[RN][RM] = {};
729726 for (int64_t l = 0 ; l < k; ++l)
730727 for (int64_t j = 0 ; j < RN; ++j)
731- for (int64_t i = 0 ; i < RM; ++i)
728+ for (int64_t i = 0 ; i < RM; ++i) {
729+ #if defined(__AVX2__)
730+ __m256 udTmp = updot (_mm256_sign_epi8 (load (A + lda * (ii + i) + l),
731+ load (A + lda * (ii + i) + l)),
732+ _mm256_sign_epi8 (load (B + ldb * (jj + j) + l),
733+ load (A + lda * (ii + i) + l)));
734+ #else
735+ __m128i ali0 = load0 (A + lda * (ii + i) + l);
736+ __m128i ali1 = load1 (A + lda * (ii + i) + l);
737+ __m128i blj0 = load0 (B + ldb * (jj + j) + l);
738+ __m128i blj1 = load1 (B + ldb * (jj + j) + l);
739+
740+ __m128i sepAA0 = _mm_sign_epi8 (ali0, ali0);
741+ __m128i sepAA1 = _mm_sign_epi8 (ali1, ali1);
742+ __m128i sepBA0 = _mm_sign_epi8 (blj0, ali0);
743+ __m128i sepBA1 = _mm_sign_epi8 (blj1, ali1);
744+
745+ // updot
746+ const __m128i oneFill = _mm_set1_epi16 (1 );
747+ __m128i mad0 = _mm_maddubs_epi16 (sepAA0, sepBA0);
748+ __m128i mad1 = _mm_maddubs_epi16 (sepAA1, sepBA1);
749+ __m256 udTmp = _mm256_cvtepi32_ps (MM256_SET_M128I (_mm_madd_epi16 (oneFill, mad1), _mm_madd_epi16 (oneFill, mad0)));
750+ #endif
732751 Cv[j][i] = madd (_mm256_set1_ps (unhalf (A[lda * (ii + i) + l].d ) *
733752 unhalf (B[ldb * (jj + j) + l].d )),
734- updot (_mm256_sign_epi8 (load (A + lda * (ii + i) + l),
735- load (A + lda * (ii + i) + l)),
736- _mm256_sign_epi8 (load (B + ldb * (jj + j) + l),
737- load (A + lda * (ii + i) + l))),
738- Cv[j][i]);
753+ udTmp,
754+ Cv[j][i]);
755+ }
739756 for (int64_t j = 0 ; j < RN; ++j)
740757 for (int64_t i = 0 ; i < RM; ++i)
741758 C[ldc * (jj + j) + (ii + i)] = hsum (Cv[j][i]);
@@ -746,10 +763,28 @@ class tinyBLAS_Q0_AVX2 {
746763 return _mm256_loadu_si256 ((const __m256i *)b->qs );
747764 }
748765
766+ inline __m128i load0 (const block_q8_0 *b) {
767+ return _mm_loadu_si128 ((const __m128i *)b->qs );
768+ }
769+
770+ inline __m128i load1 (const block_q8_0 *b) {
771+ return _mm_loadu_si128 (((const __m128i *)b->qs ) + 1 );
772+ }
773+
749774 inline __m256i load (const block_q4_0 *b) {
750775 return _mm256_sub_epi8 (denibble (b->qs ), _mm256_set1_epi8 (8 ));
751776 }
752777
778+ inline __m128i load0 (const block_q4_0 *b) {
779+ const __m128i x = _mm_loadu_si128 ((const __m128i *)(b->qs ));
780+ return _mm_sub_epi8 (_mm_and_si128 (_mm_set1_epi8 (15 ), x), _mm_set1_epi8 (8 ));
781+ }
782+
783+ inline __m128i load1 (const block_q4_0 *b) {
784+ const __m128i x = _mm_loadu_si128 ((const __m128i *)(b->qs ));
785+ return _mm_sub_epi8 (_mm_and_si128 (_mm_set1_epi8 (15 ), _mm_srli_epi16 (x, 4 )), _mm_set1_epi8 (8 ));
786+ }
787+
753788 inline __m256 updot (__m256i u, __m256i s) {
754789 __m256i res;
755790#if defined(__AVXVNNI__) || (defined(__AVX512VNNI__) && defined(__AVX512VL__))
@@ -777,7 +812,7 @@ class tinyBLAS_Q0_AVX2 {
777812 const int ith;
778813 const int nth;
779814};
780- #endif // __AVX2__
815+ #endif // __AVX__
781816
782817} // namespace
783818
@@ -928,8 +963,8 @@ bool llamafile_sgemm(int64_t m, int64_t n, int64_t k, const void *A, int64_t lda
928963 case GGML_TYPE_Q8_0: {
929964 if (Btype != GGML_TYPE_Q8_0)
930965 return false ;
931- #if defined(__AVX2__) || defined(__AVX512F__)
932- tinyBLAS_Q0_AVX2 <block_q8_0, block_q8_0, float > tb{
966+ #if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
967+ tinyBLAS_Q0_AVX <block_q8_0, block_q8_0, float > tb{
933968 k, (const block_q8_0 *)A, lda,
934969 (const block_q8_0 *)B, ldb,
935970 (float *)C, ldc,
@@ -952,8 +987,8 @@ bool llamafile_sgemm(int64_t m, int64_t n, int64_t k, const void *A, int64_t lda
952987 case GGML_TYPE_Q4_0: {
953988 if (Btype != GGML_TYPE_Q8_0)
954989 return false ;
955- #if defined(__AVX2__) || defined(__AVX512F__)
956- tinyBLAS_Q0_AVX2 <block_q4_0, block_q8_0, float > tb{
990+ #if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
991+ tinyBLAS_Q0_AVX <block_q4_0, block_q8_0, float > tb{
957992 k, (const block_q4_0 *)A, lda,
958993 (const block_q8_0 *)B, ldb,
959994 (float *)C, ldc,
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