#elif defined __AVX__
- const __m128i m4 = _mm_set1_epi8(0xF);
const __m128i m3 = _mm_set1_epi8(3);
- const __m128i m32s = _mm_set1_epi8(32);
- const __m128i m2 = _mm_set1_epi8(2);
+ const __m128i m15 = _mm_set1_epi8(15);
__m256 acc = _mm256_setzero_ps();
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();
- __m128i shuffle = _mm_set_epi64x(0x0101010101010101, 0x0000000000000000);
+ 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 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(_mm_srli_epi16(q4bitsH_0, 2), m3), 4);
- const __m128i q4h_3 = _mm_slli_epi16(_mm_and_si128(_mm_srli_epi16(q4bitsH_1, 2), m3), 4);
- const __m128i q4h_4 = _mm_slli_epi16(_mm_and_si128(_mm_srli_epi16(q4bitsH_0, 4), m3), 4);
- const __m128i q4h_5 = _mm_slli_epi16(_mm_and_si128(_mm_srli_epi16(q4bitsH_1, 4), m3), 4);
- const __m128i q4h_6 = _mm_slli_epi16(_mm_and_si128(_mm_srli_epi16(q4bitsH_0, 6), m3), 4);
- const __m128i q4h_7 = _mm_slli_epi16(_mm_and_si128(_mm_srli_epi16(q4bitsH_1, 6), 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, m4), q4h_0);
- const __m128i q4_1 = _mm_or_si128(_mm_and_si128(q4bits1_1, m4), q4h_1);
- const __m128i q4_2 = _mm_or_si128(_mm_and_si128(q4bits2_0, m4), q4h_2);
- const __m128i q4_3 = _mm_or_si128(_mm_and_si128(q4bits2_1, m4), q4h_3);
- const __m128i q4_4 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits1_0, 4), m4), q4h_4);
- const __m128i q4_5 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits1_1, 4), m4), q4h_5);
- const __m128i q4_6 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits2_0, 4), m4), q4h_6);
- const __m128i q4_7 = _mm_or_si128(_mm_and_si128(_mm_srli_epi16(q4bits2_1, 4), m4), q4h_7);
+ 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_6 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
const __m128i q8_7 = _mm_loadu_si128((const __m128i*)q8); q8 += 16;
- __m128i q8s_0 = _mm_maddubs_epi16(m32s, q8_0);
- __m128i q8s_1 = _mm_maddubs_epi16(m32s, q8_1);
- __m128i q8s_2 = _mm_maddubs_epi16(m32s, q8_2);
- __m128i q8s_3 = _mm_maddubs_epi16(m32s, q8_3);
- __m128i q8s_4 = _mm_maddubs_epi16(m32s, q8_4);
- __m128i q8s_5 = _mm_maddubs_epi16(m32s, q8_5);
- __m128i q8s_6 = _mm_maddubs_epi16(m32s, q8_6);
- __m128i q8s_7 = _mm_maddubs_epi16(m32s, q8_7);
-
__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_6 = _mm_maddubs_epi16(q4_6, q8_6);
__m128i p16_7 = _mm_maddubs_epi16(q4_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);
-
- const __m128i scale_0 = _mm_shuffle_epi8(scales, shuffle);
- shuffle = _mm_add_epi8(shuffle, m2);
- const __m128i scale_1 = _mm_shuffle_epi8(scales, shuffle);
- shuffle = _mm_add_epi8(shuffle, m2);
- const __m128i scale_2 = _mm_shuffle_epi8(scales, shuffle);
- shuffle = _mm_add_epi8(shuffle, m2);
- const __m128i scale_3 = _mm_shuffle_epi8(scales, shuffle);
- shuffle = _mm_add_epi8(shuffle, m2);
+ 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_unpackhi_epi64(scale_0, scale_0)), p16_1);
+ 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_unpackhi_epi64(scale_1, scale_1)), p16_3);
+ 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_unpackhi_epi64(scale_2, scale_2)), p16_5);
+ 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_unpackhi_epi64(scale_3, scale_3)), p16_7);
+ 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));
}
- __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);
+ 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);