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author | Iwan Kawrakow <iwan.kawrakow@gmail.com> | 2024-06-04 16:47:55 +0300 |
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committer | Iwan Kawrakow <iwan.kawrakow@gmail.com> | 2024-06-22 12:02:49 +0300 |
commit | 2a72d9f978dc400b0df2bbafe1a73a2ec88e0701 (patch) | |
tree | f7b777160c068615b4701430a434aa2d4496db82 | |
parent | 3a6e3943a8926f3744f1f42254b16ab2c46575ce (diff) |
iqk_mul_mat: better AVX2 implementation for iq2_xxs
From here on switching to GCC 12.
PP-512 is now 139.3 t/s.
TG-128 is 13.5 t/s @ 4 threads
23.0 t/s @ 8 threads
25.1 t/s @ 16 threads
-rw-r--r-- | iqk_mul_mat.cpp | 44 |
1 files changed, 24 insertions, 20 deletions
diff --git a/iqk_mul_mat.cpp b/iqk_mul_mat.cpp index 62201b57..581eb401 100644 --- a/iqk_mul_mat.cpp +++ b/iqk_mul_mat.cpp @@ -45,6 +45,14 @@ #endif +#ifdef _MSC_VER +#define IQK_NOINLINE __declspec(noinline) +#define IQK_ALWAYS_INLINE inline +#else +#define IQK_NOINLINE __attribute__((__noinline__)) +#define IQK_ALWAYS_INLINE __attribute__((__always_inline__)) +#endif + namespace { typedef struct { @@ -1531,11 +1539,8 @@ struct DequantizerIQ2XXS final : public BaseDequantizer<block_iq2_xxs> { inline __m128i load_scales(int i) { d = 0.125f * GGML_FP16_TO_FP32(x[i].d); - data[0].vec = _mm256_loadu_si256((const __m256i *)x[i].qs+0); - data[1].vec = _mm256_loadu_si256((const __m256i *)x[i].qs+1); - auto part1 = _mm256_srli_epi32(_mm256_permutevar8x32_epi32(data[0].vec, shuffle), 28); - auto part2 = _mm256_srli_epi32(_mm256_permutevar8x32_epi32(data[1].vec, shuffle), 28); - auto scales = _mm_packs_epi32(_mm256_castsi256_si128(part1), _mm256_castsi256_si128(part2)); + const uint16_t * a16 = (const uint16_t *)x[i].qs; + auto scales = _mm_srli_epi16(_mm_set_epi16(a16[31], a16[27], a16[23], a16[19], a16[15], a16[11], a16[7], a16[3]), 12); return _mm_or_si128(_mm_slli_epi16(scales, 1), _mm_set1_epi16(1)); } @@ -1550,51 +1555,50 @@ struct DequantizerIQ2XXS final : public BaseDequantizer<block_iq2_xxs> { scales[0] = MM256_SET_M128I(sc16, sc16); } - inline static void make4(const uint32_t * aux32, __m256i * values) { + IQK_ALWAYS_INLINE static void make4(const uint32_t * aux32, __m256i * values) { const uint8_t * aux8 = (const uint8_t *)aux32; values[0] = _mm256_set_epi64x(iq2xxs_grid[aux8[ 3]], iq2xxs_grid[aux8[ 2]], iq2xxs_grid[aux8[ 1]], iq2xxs_grid[aux8[ 0]]); values[1] = _mm256_set_epi64x(iq2xxs_grid[aux8[11]], iq2xxs_grid[aux8[10]], iq2xxs_grid[aux8[ 9]], iq2xxs_grid[aux8[ 8]]); values[2] = _mm256_set_epi64x(iq2xxs_grid[aux8[19]], iq2xxs_grid[aux8[18]], iq2xxs_grid[aux8[17]], iq2xxs_grid[aux8[16]]); values[3] = _mm256_set_epi64x(iq2xxs_grid[aux8[27]], iq2xxs_grid[aux8[26]], iq2xxs_grid[aux8[25]], iq2xxs_grid[aux8[24]]); } - inline static void sign_value(uint32_t aux32, __m256i& value) { + IQK_ALWAYS_INLINE static void sign_value(uint32_t aux32, __m256i& value) { auto signs = _mm256_set_epi64x(keven_signs[(aux32 >> 21) & 127], keven_signs[(aux32 >> 14) & 127], keven_signs[(aux32 >> 7) & 127], keven_signs[(aux32 >> 0) & 127]); value = _mm256_sign_epi8(value, signs); } - inline static void sign_values(const uint32_t * aux32, __m256i * values) { + IQK_ALWAYS_INLINE static void sign_values(const uint32_t * aux32, __m256i * values) { sign_value(aux32[1], values[0]); sign_value(aux32[3], values[1]); sign_value(aux32[5], values[2]); sign_value(aux32[7], values[3]); } - inline void make4_signed(int j, const __m256i& min_value, __m256i * values) const { - make4(data[j].val, values); - sign_values(data[j].val, values); + inline void make4_signed(const uint32_t * aux32, const __m256i& min_value, __m256i * values) const { + make4(aux32, values); + sign_values(aux32, values); for (int k = 0; k < 4; ++k) values[k] = _mm256_add_epi8(values[k], min_value); } - inline void make4(int j, __m256i * values, __m256i * q8) const { - make4(data[j].val, values); - sign_values(data[j].val, q8); + inline void make4(const uint32_t * aux32, __m256i * values, __m256i * q8) const { + make4(aux32, values); + sign_values(aux32, q8); } - inline void prepare(int, int j) { - make4_signed(j, min_value, bits.values); + inline void prepare(int i, int j) { + Data data; data.vec = _mm256_loadu_si256((const __m256i *)x[i].qs + j); + make4_signed(data.val, min_value, bits.values); } template <typename Q8> inline void prepare(int i, int j, const Q8& q8, __m256i * q8_quants) { for (int k = 0; k < 4; ++k) q8_quants[k] = q8.load_quants(0, i, 4*j+k); - make4(j, bits.values, q8_quants); + Data data; data.vec = _mm256_loadu_si256((const __m256i *)x[i].qs + j); + make4(data.val, bits.values, q8_quants); } constexpr static int minv = 43; - SimpleBits bits; Scales8KBase scb; const __m256i min_value = _mm256_set1_epi8(minv); const __m256i shuffle = _mm256_set_epi32(7, 5, 3, 1, 7, 5, 3, 1); - Data data[2]; - }; // |