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- // -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-
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- // vi: set et ft=c++ ts=4 sts=4 sw=4 fenc=utf-8 :vi
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- //
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// Copyright 2024 Mozilla Foundation
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//
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// Permission is hereby granted, free of charge, to any person obtaining
@@ -585,15 +582,15 @@ class tinyBLAS_Q0_ARM {
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};
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#endif // __ARM_FEATURE_DOTPROD
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- #if defined(__AVX2__) || defined(__AVX512F__)
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+ #if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
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template <typename TA, typename TB, typename TC>
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- class tinyBLAS_Q0_AVX2 {
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+ class tinyBLAS_Q0_AVX {
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public:
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- tinyBLAS_Q0_AVX2 (int64_t k,
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- const TA *A, int64_t lda,
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- const TB *B, int64_t ldb,
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- TC *C, int64_t ldc,
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- int ith, int nth)
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+ tinyBLAS_Q0_AVX (int64_t k,
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+ const TA *A, int64_t lda,
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+ const TB *B, int64_t ldb,
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+ TC *C, int64_t ldc,
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+ int ith, int nth)
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: A(A), B(B), C(C), k(k), lda(lda), ldb(ldb), ldc(ldc), ith(ith), nth(nth) {
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}
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@@ -728,14 +725,34 @@ class tinyBLAS_Q0_AVX2 {
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__m256 Cv[RN][RM] = {};
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for (int64_t l = 0 ; l < k; ++l)
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for (int64_t j = 0 ; j < RN; ++j)
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- for (int64_t i = 0 ; i < RM; ++i)
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+ for (int64_t i = 0 ; i < RM; ++i) {
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+ #if defined(__AVX2__)
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+ __m256 udTmp = updot (_mm256_sign_epi8 (load (A + lda * (ii + i) + l),
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+ load (A + lda * (ii + i) + l)),
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+ _mm256_sign_epi8 (load (B + ldb * (jj + j) + l),
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+ load (A + lda * (ii + i) + l)));
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+ #else
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+ __m128i ali0 = load0 (A + lda * (ii + i) + l);
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+ __m128i ali1 = load1 (A + lda * (ii + i) + l);
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+ __m128i blj0 = load0 (B + ldb * (jj + j) + l);
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+ __m128i blj1 = load1 (B + ldb * (jj + j) + l);
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+
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+ __m128i sepAA0 = _mm_sign_epi8 (ali0, ali0);
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+ __m128i sepAA1 = _mm_sign_epi8 (ali1, ali1);
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+ __m128i sepBA0 = _mm_sign_epi8 (blj0, ali0);
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+ __m128i sepBA1 = _mm_sign_epi8 (blj1, ali1);
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+
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+ // updot
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+ const __m128i oneFill = _mm_set1_epi16 (1 );
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+ __m128i mad0 = _mm_maddubs_epi16 (sepAA0, sepBA0);
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+ __m128i mad1 = _mm_maddubs_epi16 (sepAA1, sepBA1);
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+ __m256 udTmp = _mm256_cvtepi32_ps (MM256_SET_M128I (_mm_madd_epi16 (oneFill, mad1), _mm_madd_epi16 (oneFill, mad0)));
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+ #endif
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Cv[j][i] = madd (_mm256_set1_ps (unhalf (A[lda * (ii + i) + l].d ) *
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unhalf (B[ldb * (jj + j) + l].d )),
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- updot (_mm256_sign_epi8 (load (A + lda * (ii + i) + l),
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- load (A + lda * (ii + i) + l)),
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- _mm256_sign_epi8 (load (B + ldb * (jj + j) + l),
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- load (A + lda * (ii + i) + l))),
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- Cv[j][i]);
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+ udTmp,
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+ Cv[j][i]);
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+ }
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for (int64_t j = 0 ; j < RN; ++j)
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for (int64_t i = 0 ; i < RM; ++i)
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C[ldc * (jj + j) + (ii + i)] = hsum (Cv[j][i]);
@@ -746,10 +763,28 @@ class tinyBLAS_Q0_AVX2 {
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return _mm256_loadu_si256 ((const __m256i *)b->qs );
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}
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+ inline __m128i load0 (const block_q8_0 *b) {
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+ return _mm_loadu_si128 ((const __m128i *)b->qs );
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+ }
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+
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+ inline __m128i load1 (const block_q8_0 *b) {
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+ return _mm_loadu_si128 (((const __m128i *)b->qs ) + 1 );
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+ }
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+
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inline __m256i load (const block_q4_0 *b) {
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return _mm256_sub_epi8 (denibble (b->qs ), _mm256_set1_epi8 (8 ));
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}
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+ inline __m128i load0 (const block_q4_0 *b) {
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+ const __m128i x = _mm_loadu_si128 ((const __m128i *)(b->qs ));
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+ return _mm_sub_epi8 (_mm_and_si128 (_mm_set1_epi8 (15 ), x), _mm_set1_epi8 (8 ));
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+ }
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+
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+ inline __m128i load1 (const block_q4_0 *b) {
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+ const __m128i x = _mm_loadu_si128 ((const __m128i *)(b->qs ));
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+ return _mm_sub_epi8 (_mm_and_si128 (_mm_set1_epi8 (15 ), _mm_srli_epi16 (x, 4 )), _mm_set1_epi8 (8 ));
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+ }
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+
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inline __m256 updot (__m256i u, __m256i s) {
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__m256i res;
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#if defined(__AVXVNNI__) || (defined(__AVX512VNNI__) && defined(__AVX512VL__))
@@ -777,7 +812,7 @@ class tinyBLAS_Q0_AVX2 {
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const int ith;
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const int nth;
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};
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- #endif // __AVX2__
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+ #endif // __AVX__
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} // namespace
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@@ -928,8 +963,8 @@ bool llamafile_sgemm(int64_t m, int64_t n, int64_t k, const void *A, int64_t lda
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case GGML_TYPE_Q8_0: {
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if (Btype != GGML_TYPE_Q8_0)
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return false ;
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- #if defined(__AVX2__) || defined(__AVX512F__)
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- tinyBLAS_Q0_AVX2 <block_q8_0, block_q8_0, float > tb{
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+ #if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
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+ tinyBLAS_Q0_AVX <block_q8_0, block_q8_0, float > tb{
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k, (const block_q8_0 *)A, lda,
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(const block_q8_0 *)B, ldb,
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(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
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case GGML_TYPE_Q4_0: {
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if (Btype != GGML_TYPE_Q8_0)
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return false ;
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- #if defined(__AVX2__) || defined(__AVX512F__)
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- tinyBLAS_Q0_AVX2 <block_q4_0, block_q8_0, float > tb{
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+ #if defined(__AVX2__) || defined(__AVX512F__) || defined(__AVX__)
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+ tinyBLAS_Q0_AVX <block_q4_0, block_q8_0, float > tb{
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k, (const block_q4_0 *)A, lda,
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(const block_q8_0 *)B, ldb,
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(float *)C, ldc,
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