Separate templates for TG and PP for i-quants on AVX2

This commit is contained in:
Iwan Kawrakow
2024-05-29 13:42:50 +03:00
parent 2c8c0d0a68
commit b0071de081

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@@ -348,7 +348,7 @@ struct BaseDequantizer {
}
const void * vx;
size_t bx;
const size_t bx;
const Block * x;
float d;
@@ -1014,109 +1014,176 @@ static void mul_mat_qX_K_q8_K_T(int n, const void * vx, size_t bx, const DataInf
}
#endif // Zen4 or vanilla AVX2
//template <typename Dequantizer, int nrc_y>
//static void mul_mat_qX_K_q8_K_IQ(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
// assert(n % QK_K == 0);
// const int nb = n / QK_K;
//
// Q8<nrc_y> q8(info);
//
// Dequantizer deq(vx, bx);
//
// __m256 accd[nrc_y];
// __m256i scales[4];
//
// for (int ix = 0; ix < nrc_x; ++ix) {
//
// for (int iy = 0; iy < nrc_y; ++iy) accd[iy] = _mm256_setzero_ps();
//
// deq.new_row(ix);
//
// for (int i = 0; i < nb; ++i) {
//
// auto all_scales = deq.new_block(i, q8, accd);
//
// __m256i sumi[nrc_y];
//
// for (int j = 0; j < QK_K/128; ++j) {
//
// deq.prepare(i, j);
//
// set_scales_8(all_scales, j, scales);
//
// multiply_add(deq.bits, scales, j, i, q8, sumi);
//
// }
//
// for (int iy = 0; iy < nrc_y; ++iy) {
// const __m256 vd = _mm256_set1_ps(deq.d*q8.scale(iy, i));
// accd[iy] = _mm256_fmadd_ps(vd, _mm256_cvtepi32_ps(sumi[iy]), accd[iy]);
// }
//
// }
//
// for (int iy = 0; iy < nrc_y; ++iy) {
// info.store(ix, iy, hsum_float_8(accd[iy]));
// }
//
// }
//}
template <typename Dequantizer, int nrc_y>
static void mul_mat_qX_K_q8_K_IQ(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
assert(n % QK_K == 0);
template <typename Bits>
inline void multiply_add_1(int j, const Bits& bits, const __m256i * scales, const __m256i * q8, __m256i * sumi) {
if (j == 0) {
#if defined(__AVX512VNNI__) && defined(__AVX512VL__)
sumi[0] = _mm256_dpwssd_epi32(_mm256_setzero_si256(), scales[0], _mm256_maddubs_epi16(bits.values[0], q8[0]));
sumi[1] = _mm256_dpwssd_epi32(_mm256_setzero_si256(), scales[1], _mm256_maddubs_epi16(bits.values[1], q8[1]));
sumi[0] = _mm256_dpwssd_epi32(sumi[0], scales[2], _mm256_maddubs_epi16(bits.values[2], q8[2]));
sumi[1] = _mm256_dpwssd_epi32(sumi[1], scales[3], _mm256_maddubs_epi16(bits.values[3], q8[3]));
#else
const __m256i p1 = _mm256_madd_epi16(scales[0], _mm256_maddubs_epi16(bits.values[0], q8[0]));
const __m256i p2 = _mm256_madd_epi16(scales[1], _mm256_maddubs_epi16(bits.values[1], q8[1]));
const __m256i p3 = _mm256_madd_epi16(scales[2], _mm256_maddubs_epi16(bits.values[2], q8[2]));
const __m256i p4 = _mm256_madd_epi16(scales[3], _mm256_maddubs_epi16(bits.values[3], q8[3]));
sumi[0] = _mm256_add_epi32(p1, p3);
sumi[1] = _mm256_add_epi32(p2, p4);
#endif
} else {
#if defined(__AVX512VNNI__) && defined(__AVX512VL__)
sumi[0] = _mm256_dpwssd_epi32(sumi[0], scales[0], _mm256_maddubs_epi16(bits.values[0], q8[0]));
sumi[1] = _mm256_dpwssd_epi32(sumi[1], scales[1], _mm256_maddubs_epi16(bits.values[1], q8[1]));
sumi[0] = _mm256_dpwssd_epi32(sumi[0], scales[2], _mm256_maddubs_epi16(bits.values[2], q8[2]));
sumi[1] = _mm256_dpwssd_epi32(sumi[1], scales[3], _mm256_maddubs_epi16(bits.values[3], q8[3]));
#else
const __m256i p1 = _mm256_madd_epi16(scales[0], _mm256_maddubs_epi16(bits.values[0], q8[0]));
const __m256i p2 = _mm256_madd_epi16(scales[1], _mm256_maddubs_epi16(bits.values[1], q8[1]));
const __m256i p3 = _mm256_madd_epi16(scales[2], _mm256_maddubs_epi16(bits.values[2], q8[2]));
const __m256i p4 = _mm256_madd_epi16(scales[3], _mm256_maddubs_epi16(bits.values[3], q8[3]));
sumi[0] = _mm256_add_epi32(sumi[0], _mm256_add_epi32(p1, p3));
sumi[1] = _mm256_add_epi32(sumi[1], _mm256_add_epi32(p2, p4));
#endif
}
}
template <typename Dequantizer>
static void mul_mat_qX_K_q8_K_IQ_1(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
const int nb = n / QK_K;
Q8<nrc_y> q8(info);
Q8<1> q8(info);
Dequantizer deq(vx, bx);
constexpr int k_nrc = nrc_y == 1 ? 2 : nrc_y;
__m256 accd[k_nrc];
__m256i scales[4];
__m256i q8_quants[4];
for (int ix = 0; ix < nrc_x; ++ix) {
auto accm = nrc_y == 1 ? accd + 1 : accd;
__m256 accd = _mm256_setzero_ps();
deq.new_row(ix);
for (int i = 0; i < nb; ++i) {
auto all_scales = deq.new_block(i);
__m256i sumi[2];
for (int j = 0; j < QK_K/128; ++j) {
deq.prepare(i, j, q8, q8_quants);
set_scales_8(all_scales, j, scales);
multiply_add_1(j, deq.bits, scales, q8_quants, sumi);
}
accd = _mm256_fmadd_ps(_mm256_set1_ps(deq.d*q8.scale(0, i)), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi[0], sumi[1])), accd);
}
info.store(ix, 0, hsum_float_8(accd));
}
}
template <typename Dequantizer, int nrc_y>
static void mul_mat_qX_K_q8_K_IQ_N(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
const int nb = n / QK_K;
Q8<nrc_y> q8(info);
Dequantizer deq(vx, bx);
__m256i scales[4];
__m256 accd[nrc_y];
for (int ix = 0; ix < nrc_x; ++ix) {
for (int iy = 0; iy < k_nrc; ++iy) accd[iy] = _mm256_setzero_ps();
for (int iy = 0; iy < nrc_y; ++iy) accd[iy] = _mm256_setzero_ps();
deq.new_row(ix);
for (int i = 0; i < nb; ++i) {
auto all_scales = deq.new_block(i, q8, accm);
auto all_scales = deq.new_block(i, q8, accd);
__m256i sumi[nrc_y];
for (int j = 0; j < QK_K/128; ++j) {
deq.prepare(i, j);
set_scales_8(all_scales, j, scales);
multiply_add(deq.bits, scales, j, i, q8, sumi);
}
for (int iy = 0; iy < nrc_y; ++iy) {
const __m256 vd = _mm256_set1_ps(deq.d*q8.scale(iy, i));
accd[iy] = _mm256_fmadd_ps(vd, _mm256_cvtepi32_ps(sumi[iy]), accd[iy]);
}
}
if constexpr (nrc_y == 1) {
info.store(ix, 0, hsum_float_8(_mm256_add_ps(accd[0], accd[1])));
} else {
for (int iy = 0; iy < nrc_y; ++iy) {
info.store(ix, iy, hsum_float_8(accd[iy]));
}
for (int iy = 0; iy < nrc_y; ++iy) {
info.store(ix, iy, hsum_float_8(accd[iy]));
}
}
}
template <typename Dequantizer, int nrc_y>
static void mul_mat_qX_K_q8_K_IQ(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
assert(n % QK_K == 0);
if constexpr (nrc_y == 1) {
mul_mat_qX_K_q8_K_IQ_1<Dequantizer>(n, vx, bx, info, nrc_x);
} else {
mul_mat_qX_K_q8_K_IQ_N<Dequantizer, nrc_y>(n, vx, bx, info, nrc_x);
}
//const int nb = n / QK_K;
//Q8<nrc_y> q8(info);
//Dequantizer deq(vx, bx);
//__m256i scales[4];
//if constexpr (nrc_y == 1) {
// __m256i q8_quants[4];
// for (int ix = 0; ix < nrc_x; ++ix) {
// __m256 accd = _mm256_setzero_ps();
// deq.new_row(ix);
// for (int i = 0; i < nb; ++i) {
// auto all_scales = deq.new_block(i);
// __m256i sumi[2];
// for (int j = 0; j < QK_K/128; ++j) {
// deq.prepare(i, j, q8, q8_quants);
// set_scales_8(all_scales, j, scales);
// multiply_add_1(j, deq.bits, scales, q8_quants, sumi);
// }
// accd = _mm256_fmadd_ps(_mm256_set1_ps(deq.d*q8.scale(0, i)), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi[0], sumi[1])), accd);
// }
// info.store(ix, 0, hsum_float_8(accd));
// }
//} else {
// __m256 accd[nrc_y];
// for (int ix = 0; ix < nrc_x; ++ix) {
// for (int iy = 0; iy < nrc_y; ++iy) accd[iy] = _mm256_setzero_ps();
// deq.new_row(ix);
// for (int i = 0; i < nb; ++i) {
// auto all_scales = deq.new_block(i, q8, accd);
// __m256i sumi[nrc_y];
// for (int j = 0; j < QK_K/128; ++j) {
// deq.prepare(i, j);
// set_scales_8(all_scales, j, scales);
// multiply_add(deq.bits, scales, j, i, q8, sumi);
// }
// for (int iy = 0; iy < nrc_y; ++iy) {
// const __m256 vd = _mm256_set1_ps(deq.d*q8.scale(iy, i));
// accd[iy] = _mm256_fmadd_ps(vd, _mm256_cvtepi32_ps(sumi[iy]), accd[iy]);
// }
// }
// for (int iy = 0; iy < nrc_y; ++iy) {
// info.store(ix, iy, hsum_float_8(accd[iy]));
// }
// }
//}
}
struct SimpleBits {
__m256i values[4];
};
@@ -1140,16 +1207,24 @@ struct SignHelper {
struct DequantizerIQ3S final : public BaseDequantizer<block_iq3_s> {
DequantizerIQ3S(const void * vx, size_t bx) : BaseDequantizer(vx, bx) {}
template <typename Q8>
inline __m256i new_block(int i, const Q8& q8, __m256 * accd) {
d = GGML_FP16_TO_FP32(x[i].d);
inline __m128i make_scales(int i, float& dd) const {
dd = GGML_FP16_TO_FP32(x[i].d);
uint32_t aux32[2];
std::memcpy(aux32, x[i].scales, 4);
aux32[1] = (aux32[0] >> 4) & 0x0f0f0f0f;
aux32[0] &= 0x0f0f0f0f;
auto scales8 = _mm_shuffle_epi8(_mm_loadl_epi64((const __m128i *)aux32), _mm_set1_epi64x(0x0703060205010400));
auto scales16 = _mm256_castsi256_si128(_mm256_cvtepi8_epi16(scales8));
scales16 = _mm_or_si128(_mm_slli_epi16(scales16, 1), _mm_set1_epi16(1));
return _mm_or_si128(_mm_slli_epi16(scales16, 1), _mm_set1_epi16(1));
}
inline __m256i new_block(int i) {
auto scales16 = make_scales(i, d);
return MM256_SET_M128I(scales16, scales16);
}
template <typename Q8>
inline __m256i new_block(int i, const Q8& q8, __m256 * accd) {
auto scales16 = make_scales(i, d);
scb.accum_mins(scales16, q8, i, -minv*d, accd);
return MM256_SET_M128I(scales16, scales16);
}
@@ -1159,30 +1234,65 @@ struct DequantizerIQ3S final : public BaseDequantizer<block_iq3_s> {
uint32_t val[8];
};
inline static void make1(const SignHelper& sh, const __m128i& idx_l, uint8_t qh, const uint16_t * signs,
__m256i * values, const __m256i& idx_shift, const __m256i& idx_mask, const __m256i& min_value) {
struct SignSelf {
SignSelf(const SignHelper& sh, const __m256i& min_value, __m256i * values, const uint16_t * sidx) :
sh(sh), min_value(min_value), values(values), sidx(sidx) {}
inline void apply(int k) {
values[k] = _mm256_add_epi8(_mm256_sign_epi8(values[k], sh.make_signs(sidx+2*k)), min_value);
}
const SignHelper& sh;
const __m256i& min_value;
__m256i * values;
const uint16_t * sidx;
};
template <typename Q8>
struct SignQ8 {
SignQ8(const Q8& q8, const SignHelper& sh, __m256i * values, const uint16_t * sidx, int i, int j) :
q8(q8), sh(sh), values(values), sidx(sidx), i(i), j(j) {}
inline void apply(int k) {
values[k] = _mm256_sign_epi8(q8.load_quants(0, i, 4*j+k), sh.make_signs(sidx+2*k));
}
const Q8& q8;
const SignHelper& sh;
__m256i * values;
const uint16_t * sidx;
int i;
int j;
};
template <typename ApplySignes>
inline static void make1(int k, const __m128i& idx_l, uint8_t qh, __m256i * values, const __m256i& idx_shift, const __m256i& idx_mask,
ApplySignes& as) {
index_t idx;
idx.vec = _mm256_set1_epi32(qh);
idx.vec = _mm256_and_si256(_mm256_sllv_epi32(idx.vec, idx_shift), idx_mask);
idx.vec = _mm256_or_si256(idx.vec, _mm256_cvtepi16_epi32(idx_l));
values[0] = _mm256_set_epi32(iq3s_grid[idx.val[7]], iq3s_grid[idx.val[6]], iq3s_grid[idx.val[5]], iq3s_grid[idx.val[4]],
values[k] = _mm256_set_epi32(iq3s_grid[idx.val[7]], iq3s_grid[idx.val[6]], iq3s_grid[idx.val[5]], iq3s_grid[idx.val[4]],
iq3s_grid[idx.val[3]], iq3s_grid[idx.val[2]], iq3s_grid[idx.val[1]], iq3s_grid[idx.val[0]]);
values[0] = _mm256_add_epi8(_mm256_sign_epi8(values[0], sh.make_signs(signs+0)), min_value);
as.apply(k);
}
inline static void make2(const SignHelper& sh, const uint8_t * qs, const uint8_t * qh, const uint16_t * signs,
__m256i * values, const __m256i& idx_shift, const __m256i& idx_mask,
const __m256i& min_value) {
template <typename ApplySignes>
inline static void make2(int k, const uint8_t * qs, const uint8_t * qh,
__m256i * values, const __m256i& idx_shift, const __m256i& idx_mask, ApplySignes& as) {
auto idx_l = _mm256_cvtepu8_epi16(_mm_loadu_si128((const __m128i *)qs));
make1(sh, _mm256_castsi256_si128(idx_l), qh[0], signs+0, values+0, idx_shift, idx_mask, min_value);
make1(sh, _mm256_extractf128_si256(idx_l, 1), qh[1], signs+2, values+1, idx_shift, idx_mask, min_value);
make1(k+0, _mm256_castsi256_si128 (idx_l ), qh[0], values, idx_shift, idx_mask, as);
make1(k+1, _mm256_extractf128_si256(idx_l, 1), qh[1], values, idx_shift, idx_mask, as);
}
inline void prepare(int i, int j) {
auto qs = x[i].qs + 32*j;
auto qh = x[i].qh + 4*j;
const uint16_t * signs = (const uint16_t *)x[i].signs + 8*j;
make2(sh, qs+ 0, qh+0, signs+0, bits.values+0, idx_shift, idx_mask, min_value);
make2(sh, qs+16, qh+2, signs+4, bits.values+2, idx_shift, idx_mask, min_value);
SignSelf ss(sh, min_value, bits.values, (const uint16_t *)x[i].signs + 8*j);
make2(0, qs+ 0, qh+0, bits.values, idx_shift, idx_mask, ss);
make2(2, qs+16, qh+2, bits.values, idx_shift, idx_mask, ss);
}
template <typename Q8>
inline void prepare(int i, int j, const Q8& q8, __m256i * q8_quants) {
auto qs = x[i].qs + 32*j;
auto qh = x[i].qh + 4*j;
SignQ8 sq8(q8, sh, q8_quants, (const uint16_t *)x[i].signs + 8*j, i, j);
make2(0, qs+ 0, qh+0, bits.values, idx_shift, idx_mask, sq8);
make2(2, qs+16, qh+2, bits.values, idx_shift, idx_mask, sq8);
}
constexpr static int minv = 16;
@@ -1199,23 +1309,41 @@ struct DequantizerIQ3S final : public BaseDequantizer<block_iq3_s> {
struct DequantizerIQ3XXS final : public BaseDequantizer<block_iq3_xxs> {
DequantizerIQ3XXS(const void * vx, size_t bx) : BaseDequantizer(vx, bx) {}
template <typename Q8>
inline __m256i new_block(int i, const Q8& q8, __m256 * accd) {
inline __m128i prepare_scales(int i) {
d = 0.25f * GGML_FP16_TO_FP32(x[i].d);
auto tmp = _mm256_loadu_si256((const __m256i *)(x[i].qs + QK_K/4));
auto scales32 = _mm256_srli_epi32(tmp, 28);
scales32 = _mm256_or_si256(_mm256_slli_epi32(scales32, 1), _mm256_set1_epi32(1));
auto scales16 = _mm_packs_epi32(_mm256_castsi256_si128(scales32), _mm256_extractf128_si256(scales32, 1));
return _mm_packs_epi32(_mm256_castsi256_si128(scales32), _mm256_extractf128_si256(scales32, 1));
}
inline __m256i new_block(int i) {
auto scales16 = prepare_scales(i);
return MM256_SET_M128I(scales16, scales16);
}
template <typename Q8>
inline __m256i new_block(int i, const Q8& q8, __m256 * accd) {
auto scales16 = prepare_scales(i);
scb.accum_mins(scales16, q8, i, -minv*d, accd);
return MM256_SET_M128I(scales16, scales16);
}
inline static __m256i make1(const uint8_t * qs, const uint16_t * sidx, const __m256i& min_value) {
auto val = _mm256_set_epi32(iq3xxs_grid[qs[7]], iq3xxs_grid[qs[6]], iq3xxs_grid[qs[5]], iq3xxs_grid[qs[4]],
iq3xxs_grid[qs[3]], iq3xxs_grid[qs[2]], iq3xxs_grid[qs[1]], iq3xxs_grid[qs[0]]);
inline static __m256i make_quants(const uint8_t * qs) {
return _mm256_set_epi32(iq3xxs_grid[qs[7]], iq3xxs_grid[qs[6]], iq3xxs_grid[qs[5]], iq3xxs_grid[qs[4]],
iq3xxs_grid[qs[3]], iq3xxs_grid[qs[2]], iq3xxs_grid[qs[1]], iq3xxs_grid[qs[0]]);
}
inline static __m256i make_signs(const uint16_t * sidx) {
uint32_t aux32 = sidx[0] | (sidx[1] << 16);
auto s = _mm256_set_epi64x(keven_signs[(aux32 >> 21) & 127], keven_signs[(aux32 >> 14) & 127],
keven_signs[(aux32 >> 7) & 127], keven_signs[aux32 & 127]);
return _mm256_set_epi64x(keven_signs[(aux32 >> 21) & 127], keven_signs[(aux32 >> 14) & 127],
keven_signs[(aux32 >> 7) & 127], keven_signs[aux32 & 127]);
}
inline static __m256i make1(const uint8_t * qs, const uint16_t * sidx, __m256i& q8_quants) {
q8_quants = _mm256_sign_epi8(q8_quants, make_signs(sidx));
return make_quants(qs);
}
inline static __m256i make1(const uint8_t * qs, const uint16_t * sidx, const __m256i& min_value) {
auto val = make_quants(qs);
auto s = make_signs(sidx);
return _mm256_add_epi8(_mm256_sign_epi8(val, s), min_value);
}
@@ -1227,6 +1355,15 @@ struct DequantizerIQ3XXS final : public BaseDequantizer<block_iq3_xxs> {
bits.values[2] = make1(qs+16, signs+4, min_value);
bits.values[3] = make1(qs+24, signs+6, min_value);
}
template <typename Q8>
inline void prepare(int i, int j, const Q8& q8, __m256i * q8_quants) {
auto qs = x[i].qs + 32*j;
const uint16_t * signs = (const uint16_t *)(x[i].qs + QK_K/4) + 8*j;
q8_quants[0] = q8.load_quants(0, i, 4*j+0); bits.values[0] = make1(qs+ 0, signs+0, q8_quants[0]);
q8_quants[1] = q8.load_quants(0, i, 4*j+1); bits.values[1] = make1(qs+ 8, signs+2, q8_quants[1]);
q8_quants[2] = q8.load_quants(0, i, 4*j+2); bits.values[2] = make1(qs+16, signs+4, q8_quants[2]);
q8_quants[3] = q8.load_quants(0, i, 4*j+3); bits.values[3] = make1(qs+24, signs+6, q8_quants[3]);
}
constexpr static int minv = 64;
@@ -1235,6 +1372,42 @@ struct DequantizerIQ3XXS final : public BaseDequantizer<block_iq3_xxs> {
const __m256i min_value = _mm256_set1_epi8(minv);
};
//struct DequantizerIQ3XXS_1 final : public BaseDequantizer<block_iq3_xxs> {
// DequantizerIQ3XXS_1(const void * vx, size_t bx) : BaseDequantizer(vx, bx) {}
//
// inline __m256i new_block(int i) {
// d = 0.25f * GGML_FP16_TO_FP32(x[i].d);
// auto tmp = _mm256_loadu_si256((const __m256i *)(x[i].qs + QK_K/4));
// auto scales32 = _mm256_srli_epi32(tmp, 28);
// scales32 = _mm256_or_si256(_mm256_slli_epi32(scales32, 1), _mm256_set1_epi32(1));
// auto scales16 = _mm_packs_epi32(_mm256_castsi256_si128(scales32), _mm256_extractf128_si256(scales32, 1));
// return MM256_SET_M128I(scales16, scales16);
// }
//
// inline static __m256i make1(const uint8_t * qs, const uint16_t * sidx, __m256i& q8_quants) {
// auto val = _mm256_set_epi32(iq3xxs_grid[qs[7]], iq3xxs_grid[qs[6]], iq3xxs_grid[qs[5]], iq3xxs_grid[qs[4]],
// iq3xxs_grid[qs[3]], iq3xxs_grid[qs[2]], iq3xxs_grid[qs[1]], iq3xxs_grid[qs[0]]);
// uint32_t aux32 = sidx[0] | (sidx[1] << 16);
// auto s = _mm256_set_epi64x(keven_signs[(aux32 >> 21) & 127], keven_signs[(aux32 >> 14) & 127],
// keven_signs[(aux32 >> 7) & 127], keven_signs[aux32 & 127]);
// q8_quants = _mm256_sign_epi8(q8_quants, s);
// return val;
// }
//
// template <typename Q8>
// inline void prepare(int i, int j, const Q8& q8, __m256i * q8_quants) {
// auto qs = x[i].qs + 32*j;
// const uint16_t * signs = (const uint16_t *)(x[i].qs + QK_K/4) + 8*j;
// q8_quants[0] = q8.load_quants(0, i, 4*j+0); bits.values[0] = make1(qs+ 0, signs+0, q8_quants[0]);
// q8_quants[1] = q8.load_quants(0, i, 4*j+1); bits.values[1] = make1(qs+ 8, signs+2, q8_quants[1]);
// q8_quants[2] = q8.load_quants(0, i, 4*j+2); bits.values[2] = make1(qs+16, signs+4, q8_quants[2]);
// q8_quants[3] = q8.load_quants(0, i, 4*j+3); bits.values[3] = make1(qs+24, signs+6, q8_quants[3]);
// }
//
// SimpleBits bits;
//
//};
//
// ============================== Legacy quants
//
@@ -1657,7 +1830,8 @@ template <typename Dequantizer> void MulMat::set_functions(MulMat& m) {
bool MulMat::set_mul_mat(int typeA, int ne00, MulMat& mm, int& row_size_q8, int Ny) {
if (Ny == 1 && (typeA == GGML_TYPE_IQ3_S || typeA == GGML_TYPE_IQ3_XXS)) {
//if (Ny == 1 && (typeA == GGML_TYPE_IQ3_S || typeA == GGML_TYPE_IQ3_XXS)) {
if (Ny == 999 && typeA == GGML_TYPE_IQ3_S) {
return false;
}