diff options
-rw-r--r-- | ggml/src/iqk/iqk_mul_mat.cpp | 50 |
1 files changed, 20 insertions, 30 deletions
diff --git a/ggml/src/iqk/iqk_mul_mat.cpp b/ggml/src/iqk/iqk_mul_mat.cpp index e5cb7d52..e74a15f0 100644 --- a/ggml/src/iqk/iqk_mul_mat.cpp +++ b/ggml/src/iqk/iqk_mul_mat.cpp @@ -182,6 +182,7 @@ struct MulMat { case GGML_TYPE_Q8_0_R4: case GGML_TYPE_IQ4_NL_R4: case GGML_TYPE_IQ4_XS_R4: + case GGML_TYPE_IQ4_K_R4: case GGML_TYPE_IQ2_BN_R4: return 4; case GGML_TYPE_Q8_K_R8: return 8; case GGML_TYPE_BF16_R16: return 16; @@ -3963,37 +3964,26 @@ static void mul_mat_iq4_k_r4_q8_k(int n, const void * vx, size_t bx, const DataI auto m30 = _mm256_set1_epi8(0x30); auto m32 = _mm256_set1_epi8(32); auto ms = _mm256_set1_epi8(4); - //auto shift_shuffle = _mm256_set_epi64x(0x0303030302020202, 0x0101010100000000, 0x0303030302020202, 0x0101010100000000); auto shift_shuffle = _mm256_set_epi64x(0x0707070706060606, 0x0505050504040404, 0x0303030302020202, 0x0101010100000000); #ifdef HAVE_FANCY_SIMD auto values = load_iq4nl_values_256(); - __m256 d4s[nrc_y]; static const uint8_t k_shuff[32] = {0, 1, 8, 9, 2, 3, 10, 11, 4, 5, 12, 13, 6, 7, 14, 15, 0, 1, 8, 9, 2, 3, 10, 11, 4, 5, 12, 13, 6, 7, 14, 15}; auto shuff = _mm256_loadu_si256((const __m256i *)k_shuff); #else - auto m1 = _mm256_set1_epi16(1); + auto s_shuffle = _mm256_set_epi64x(0x0f0e0f0e0d0c0d0c, 0x0b0a0b0a09080908, 0x0706070605040504, 0x0302030201000100); auto values128 = _mm_loadu_si128((const __m128i *)iq4k_values); auto values = MM256_SET_M128I(values128, values128); #endif int nbl = n / QK_K; __m256 acc[nrc_y] = {}; __m256i qx[4]; - int8_t stored_scales[64]; + uint64_t stored_scales[8]; for (int ix = 0; ix < nrc_x; ix += 4) { const block_iq4_k_r4 * iq4 = (const block_iq4_k_r4 *)((const char *)vx + (ix+0)*bx); for (int ibl = 0; ibl < nbl; ++ibl) { // Block of 256 auto dl = _mm_cvtph_ps(_mm_loadl_epi64((const __m128i *)iq4[ibl].d)); auto d4 = _mm256_set_m128(dl, dl); auto extra = _mm256_set1_epi64x(*(const uint64_t *)iq4[ibl].extra); -#ifdef HAVE_FANCY_SIMD - for (int iy = 0; iy < nrc_y; ++iy) { - d4s[iy] = _mm256_mul_ps(d4, _mm256_set1_ps(q8.scale(iy, ibl))); - } -#else - if constexpr (nrc_y == 1) { - d4 = _mm256_mul_ps(d4, _mm256_set1_ps(q8.scale(0, ibl))); - } -#endif auto slbits = _mm256_loadu_si256((const __m256i *)iq4[ibl].scales_l); auto sl1 = _mm256_and_si256(slbits, m4); auto sl2 = _mm256_and_si256(_mm256_srli_epi16(slbits, 4), m4); @@ -4003,33 +3993,31 @@ static void mul_mat_iq4_k_r4_q8_k(int n, const void * vx, size_t bx, const DataI auto i8scales2 = _mm256_sub_epi8(_mm256_or_si256(sl2, _mm256_and_si256(m30, sh)), m32); _mm256_storeu_si256((__m256i *)stored_scales+0, i8scales1); _mm256_storeu_si256((__m256i *)stored_scales+1, i8scales2); + __m256i isum[nrc_y] = {}; #ifdef HAVE_FANCY_SIMD { auto t1 = _mm256_shuffle_epi8(_mm256_cvtepi8_epi16(_mm256_extracti128_si256(i8scales1, 0)), shuff); // blocks 0, 1, 2, 3 for each row auto t2 = _mm256_shuffle_epi8(_mm256_cvtepi8_epi16(_mm256_extracti128_si256(i8scales1, 1)), shuff); // blocks 4, 5, 6, 7 for each row auto t3 = _mm256_shuffle_epi8(_mm256_cvtepi8_epi16(_mm256_extracti128_si256(i8scales2, 0)), shuff); // blocks 8, 9, 10, 11 for each row auto t4 = _mm256_shuffle_epi8(_mm256_cvtepi8_epi16(_mm256_extracti128_si256(i8scales2, 1)), shuff); // blocks 12, 13, 14, 15 for each row - auto s1 = MM256_SET_M128I(_mm256_extracti128_si256(t3, 0), _mm256_extracti128_si256(t1, 0)); // blocks 0, 1, 8, 9 - auto s2 = MM256_SET_M128I(_mm256_extracti128_si256(t3, 1), _mm256_extracti128_si256(t1, 1)); // blocks 2, 3, 10, 11 - auto s3 = MM256_SET_M128I(_mm256_extracti128_si256(t4, 0), _mm256_extracti128_si256(t2, 0)); // blocks 4, 5, 12, 13 - auto s4 = MM256_SET_M128I(_mm256_extracti128_si256(t4, 1), _mm256_extracti128_si256(t2, 1)); // blocks 6, 7, 14, 15 + auto s1 = _mm256_mullo_epi16(_mm256_set1_epi16(-128), MM256_SET_M128I(_mm256_extracti128_si256(t3, 0), _mm256_extracti128_si256(t1, 0))); // blocks 0, 1, 8, 9 + auto s2 = _mm256_mullo_epi16(_mm256_set1_epi16(-128), MM256_SET_M128I(_mm256_extracti128_si256(t3, 1), _mm256_extracti128_si256(t1, 1))); // blocks 2, 3, 10, 11 + auto s3 = _mm256_mullo_epi16(_mm256_set1_epi16(-128), MM256_SET_M128I(_mm256_extracti128_si256(t4, 0), _mm256_extracti128_si256(t2, 0))); // blocks 4, 5, 12, 13 + auto s4 = _mm256_mullo_epi16(_mm256_set1_epi16(-128), MM256_SET_M128I(_mm256_extracti128_si256(t4, 1), _mm256_extracti128_si256(t2, 1))); // blocks 6, 7, 14, 15 for (int iy = 0; iy < nrc_y; ++iy) { auto bsums = q8.load_bsums(iy, ibl); - auto sumi = _mm256_setzero_si256(); - sumi = _mm256_dpwssd_epi32(sumi, s1, _mm256_shuffle_epi32(bsums, 0x00)); - sumi = _mm256_dpwssd_epi32(sumi, s2, _mm256_shuffle_epi32(bsums, 0x55)); - sumi = _mm256_dpwssd_epi32(sumi, s3, _mm256_shuffle_epi32(bsums, 0xaa)); - sumi = _mm256_dpwssd_epi32(sumi, s4, _mm256_shuffle_epi32(bsums, 0xff)); - acc[iy] = _mm256_fmadd_ps(_mm256_mul_ps(d4s[iy], _mm256_set1_ps(-128.f)), _mm256_cvtepi32_ps(sumi), acc[iy]); + isum[iy] = _mm256_dpwssd_epi32(isum[iy], s1, _mm256_shuffle_epi32(bsums, 0x00)); + isum[iy] = _mm256_dpwssd_epi32(isum[iy], s2, _mm256_shuffle_epi32(bsums, 0x55)); + isum[iy] = _mm256_dpwssd_epi32(isum[iy], s3, _mm256_shuffle_epi32(bsums, 0xaa)); + isum[iy] = _mm256_dpwssd_epi32(isum[iy], s4, _mm256_shuffle_epi32(bsums, 0xff)); } } #endif for (int ib = 0; ib < QK_K/32; ++ib) { - auto iscales = _mm256_cvtepi8_epi32(_mm_loadl_epi64((const __m128i *)(stored_scales + 8*ib))); #ifdef HAVE_FANCY_SIMD - auto scales = _mm256_cvtepi32_ps(iscales); + auto scales = _mm256_cvtepi8_epi32(_mm_loadl_epi64((const __m128i *)(stored_scales + ib))); #else - auto scales = _mm256_mul_ps(d4, _mm256_cvtepi32_ps(iscales)); + auto scales = _mm256_shuffle_epi8(_mm256_cvtepi8_epi16(_mm_set1_epi64x(stored_scales[ib])), s_shuffle); #endif auto bits1 = _mm256_loadu_si256((const __m256i *)iq4[ibl].qs+2*ib+0); auto bits2 = _mm256_loadu_si256((const __m256i *)iq4[ibl].qs+2*ib+1); @@ -4053,18 +4041,20 @@ static void mul_mat_iq4_k_r4_q8_k(int n, const void * vx, size_t bx, const DataI sumi = _mm256_dpbusd_epi32(sumi, qx[1], _mm256_shuffle_epi32(y, 0x55)); sumi = _mm256_dpbusd_epi32(sumi, qx[2], _mm256_shuffle_epi32(y, 0xaa)); sumi = _mm256_dpbusd_epi32(sumi, qx[3], _mm256_shuffle_epi32(y, 0xff)); - acc[iy] = _mm256_fmadd_ps(_mm256_mul_ps(scales, d4s[iy]), _mm256_cvtepi32_ps(sumi), acc[iy]); + isum[iy] = _mm256_add_epi32(isum[iy], _mm256_mullo_epi32(scales, sumi)); #else auto sumi1 = _mm256_maddubs_epi16(s1, _mm256_sign_epi8(_mm256_shuffle_epi32(y, 0x00), qx[0])); auto sumi2 = _mm256_maddubs_epi16(s2, _mm256_sign_epi8(_mm256_shuffle_epi32(y, 0x55), qx[1])); auto sumi3 = _mm256_maddubs_epi16(s3, _mm256_sign_epi8(_mm256_shuffle_epi32(y, 0xaa), qx[2])); auto sumi4 = _mm256_maddubs_epi16(s4, _mm256_sign_epi8(_mm256_shuffle_epi32(y, 0xff), qx[3])); - auto sumi = _mm256_add_epi32(_mm256_add_epi32(_mm256_madd_epi16(m1, sumi1), _mm256_madd_epi16(m1, sumi2)), - _mm256_add_epi32(_mm256_madd_epi16(m1, sumi3), _mm256_madd_epi16(m1, sumi4))); - acc[iy] = _mm256_fmadd_ps(_mm256_mul_ps(scales, _mm256_set1_ps(q8.scale(iy, ibl))), _mm256_cvtepi32_ps(sumi), acc[iy]); + isum[iy] = _mm256_add_epi32(isum[iy], _mm256_add_epi32(_mm256_madd_epi16(scales, sumi1), _mm256_madd_epi16(scales, sumi2))); + isum[iy] = _mm256_add_epi32(isum[iy], _mm256_add_epi32(_mm256_madd_epi16(scales, sumi3), _mm256_madd_epi16(scales, sumi4))); #endif } } + for (int iy = 0; iy < nrc_y; ++iy) { + acc[iy] = _mm256_fmadd_ps(_mm256_mul_ps(d4, _mm256_set1_ps(q8.scale(iy, ibl))), _mm256_cvtepi32_ps(isum[iy]), acc[iy]); + } } for (int iy = 0; iy < nrc_y; ++iy) { auto sum = _mm_add_ps(_mm256_castps256_ps128(acc[iy]), _mm256_extractf128_ps(acc[iy], 1)); |