ikawrakow/ik_llama.cpp
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q8_k_r16: iq2_ks and iq2_k now uses q8_k_r16 on Zen4+

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Iwan Kawrakow
2025-08-20 12:38:20 +03:00
parent eb488e7475
commit 84f8ae7aad
1 changed files with 101 additions and 72 deletions
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173
ggml/src/iqk/iqk_gemm_iqk_quants.cpp
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@@ -2306,14 +2306,21 @@ template <typename Dequantizer> void set_functions(std::array<mul_mat_t, IQK_MAX
}
void iqk_convert_iq2_ks_q8_k_r8(int n, const void * vx, size_t bx, void * vy, int nrc_x) {
#ifdef HAVE_FANCY_SIMD
constexpr int k_nr = 16;
using block_q8_k_r = block_q8_k_r16;
#else
constexpr int k_nr = 8;
using block_q8_k_r = block_q8_k_r8;
#endif
GGML_ASSERT(n%QK_K == 0);
GGML_ASSERT(nrc_x%8 == 0);
GGML_ASSERT(nrc_x%k_nr == 0);
int nb = n/QK_K;
const block_iq2_ks * x8[8];
const block_iq2_ks * x8[k_nr];
block_q8_k_r8 * y = (block_q8_k_r8 *)vy;
block_q8_k_r * y = (block_q8_k_r *)vy;
__m256i values;
{
@@ -2321,8 +2328,8 @@ void iqk_convert_iq2_ks_q8_k_r8(int n, const void * vx, size_t bx, void * vy, in
values = MM256_SET_M128I(v, v);
}
ggml_half dh[8];
float dnew[8];
ggml_half dh[k_nr];
float dnew[k_nr];
uint32_t block[8];
int16_t ls[16];
@@ -2330,14 +2337,14 @@ void iqk_convert_iq2_ks_q8_k_r8(int n, const void * vx, size_t bx, void * vy, in
auto ml = _mm256_set1_epi8(0x03);
for (int ix = 0; ix < nrc_x; ix += 8) {
for (int k = 0; k < 8; ++k) {
for (int ix = 0; ix < nrc_x; ix += k_nr) {
for (int k = 0; k < k_nr; ++k) {
const ggml_half * dptr = (const ggml_half *)((const char *)vx + (ix+k)*bx);
dh[k] = dptr[0];
x8[k] = (const block_iq2_ks *)(dptr + 1);
}
for (int i = 0; i < nb; ++i) {
for (int k = 0; k < 8; ++k) {
for (int k = 0; k < k_nr; ++k) {
auto extra = x8[k][i].extra;
for (int i128 = 0; i128 < 2; ++i128) {
ls[8*i128+0] = ls[8*i128+1] = ((x8[k][i].scales[2*i128+0] & 0xf) | ((extra >> 4) & 0x10)) - 16;
@@ -2359,10 +2366,95 @@ void iqk_convert_iq2_ks_q8_k_r8(int n, const void * vx, size_t bx, void * vy, in
xv[4*i128+3] = _mm256_shuffle_epi8(values, xv[4*i128+3]);
extra >>= 4;
}
dnew[k] = convert_to_q8_k_r8(k, 1.f/125, xv, ls, block, y[i].qs);
dnew[k] = convert_to_q8_k_r8<k_nr>(k, 1.f/125, xv, ls, block, y[i].qs);
}
#ifdef HAVE_FANCY_SIMD
auto vd = _mm512_mul_ps(_mm512_loadu_ps(dnew), _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)dh)));
_mm256_storeu_si256((__m256i *)y[i].d, _mm512_cvtps_ph(vd, _MM_ROUND_NEAREST));
for (int l = 0; l < 64; ++l) {
auto v = _mm512_xor_si512(_mm512_loadu_si512((const __m512i *)y[i].qs + l), _mm512_set1_epi8(-128));
_mm512_storeu_si512((__m512i *)y[i].qs + l, v);
}
#else
auto vd = _mm256_mul_ps(_mm256_loadu_ps(dnew), _mm256_cvtph_ps(_mm_loadu_si128((const __m128i *)dh)));
_mm_storeu_si128((__m128i *)y[i].d, _mm256_cvtps_ph(vd, _MM_ROUND_NEAREST));
#endif
}
y += nb;
}
}
void iqk_convert_iq2_k_q8_k_r8(int n, const void * vx, size_t bx, void * vy, int nrc_x) {
#ifdef HAVE_FANCY_SIMD
constexpr int k_nr = 16;
using block_q8_k_r = block_q8_k_r16;
#else
constexpr int k_nr = 8;
using block_q8_k_r = block_q8_k_r8;
#endif
GGML_ASSERT(n%QK_K == 0);
GGML_ASSERT(nrc_x%k_nr == 0);
int nb = n/QK_K;
const block_iq2_k * x8[k_nr];
block_q8_k_r * y = (block_q8_k_r *)vy;
__m256i values;
{
auto v = _mm_loadl_epi64((const __m128i *)iq2nl_values);
values = MM256_SET_M128I(v, v);
}
__m256i xv[8];
uint32_t block[8];
const __m128i scale_shuffle = _mm_set_epi32(0x0f070e06, 0x0d050c04, 0x0b030a02, 0x09010800);
union { __m256i vec; int16_t val[16]; } helper;
auto ml = _mm256_set1_epi8(0x03);
for (int ix = 0; ix < nrc_x; ix += k_nr) {
for (int k = 0; k < k_nr; ++k) x8[k] = (const block_iq2_k *)((const char *)vx + (ix+k)*bx);
for (int i = 0; i < nb; ++i) {
for (int k = 0; k < k_nr; ++k) {
float d = GGML_FP16_TO_FP32(x8[k][i].d);
uint64_t aux64; std::memcpy(&aux64, x8[k][i].scales, 8);
auto scl = _mm_and_si128(_mm_set_epi64x(aux64 >> 4, aux64), _mm_set1_epi8(0xf));
scl = _mm_add_epi8(scl, _mm_set1_epi8(-8));
helper.vec = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scl, scale_shuffle));
auto extra = x8[k][i].extra;
for (int i128 = 0; i128 < 2; ++i128) {
auto bits = _mm256_loadu_si256((const __m256i *)x8[k][i].qs+i128);
xv[4*i128+0] = _mm256_and_si256(bits, ml);
xv[4*i128+1] = _mm256_and_si256(_mm256_srli_epi16(bits, 2), ml);
xv[4*i128+2] = _mm256_and_si256(_mm256_srli_epi16(bits, 4), ml);
xv[4*i128+3] = _mm256_and_si256(_mm256_srli_epi16(bits, 6), ml);
auto shift1 = MM256_SET_M128I(_mm_set1_epi8((extra & 0x02) << 1), _mm_set1_epi8((extra & 0x01) << 2));
auto shift2 = MM256_SET_M128I(_mm_set1_epi8((extra & 0x08) >> 1), _mm_set1_epi8((extra & 0x04) >> 0));
auto shift3 = MM256_SET_M128I(_mm_set1_epi8((extra & 0x20) >> 3), _mm_set1_epi8((extra & 0x10) >> 2));
auto shift4 = MM256_SET_M128I(_mm_set1_epi8((extra & 0x80) >> 5), _mm_set1_epi8((extra & 0x40) >> 4));
xv[4*i128+0] = _mm256_add_epi8(xv[4*i128+0], shift1);
xv[4*i128+1] = _mm256_add_epi8(xv[4*i128+1], shift2);
xv[4*i128+2] = _mm256_add_epi8(xv[4*i128+2], shift3);
xv[4*i128+3] = _mm256_add_epi8(xv[4*i128+3], shift4);
xv[4*i128+0] = _mm256_shuffle_epi8(values, xv[4*i128+0]);
xv[4*i128+1] = _mm256_shuffle_epi8(values, xv[4*i128+1]);
xv[4*i128+2] = _mm256_shuffle_epi8(values, xv[4*i128+2]);
xv[4*i128+3] = _mm256_shuffle_epi8(values, xv[4*i128+3]);
extra >>= 8;
}
float dnew = convert_to_q8_k_r8<k_nr>(k, 1.f/120, xv, helper.val, block, y[i].qs);
y[i].d[k] = GGML_FP32_TO_FP16(d*dnew);
}
#ifdef HAVE_FANCY_SIMD
for (int l = 0; l < 64; ++l) {
auto v = _mm512_xor_si512(_mm512_loadu_si512((const __m512i *)y[i].qs + l), _mm512_set1_epi8(-128));
_mm512_storeu_si512((__m512i *)y[i].qs + l, v);
}
#endif
}
y += nb;
}
@@ -2456,69 +2548,6 @@ void iqk_convert_iq2_kl_q8_k_r8(int n, const void * vx, size_t bx, void * vy, in
}
}
void iqk_convert_iq2_k_q8_k_r8(int n, const void * vx, size_t bx, void * vy, int nrc_x) {
GGML_ASSERT(n%QK_K == 0);
GGML_ASSERT(nrc_x%8 == 0);
int nb = n/QK_K;
const block_iq2_k * x8[8];
block_q8_k_r8 * y = (block_q8_k_r8 *)vy;
__m256i values;
{
auto v = _mm_loadl_epi64((const __m128i *)iq2nl_values);
values = MM256_SET_M128I(v, v);
}
__m256i xv[8];
uint32_t block[8];
const __m128i scale_shuffle = _mm_set_epi32(0x0f070e06, 0x0d050c04, 0x0b030a02, 0x09010800);
union { __m256i vec; int16_t val[16]; } helper;
auto ml = _mm256_set1_epi8(0x03);
for (int ix = 0; ix < nrc_x; ix += 8) {
for (int k = 0; k < 8; ++k) x8[k] = (const block_iq2_k *)((const char *)vx + (ix+k)*bx);
for (int i = 0; i < nb; ++i) {
for (int k = 0; k < 8; ++k) {
float d = GGML_FP16_TO_FP32(x8[k][i].d);
uint64_t aux64; std::memcpy(&aux64, x8[k][i].scales, 8);
auto scl = _mm_and_si128(_mm_set_epi64x(aux64 >> 4, aux64), _mm_set1_epi8(0xf));
scl = _mm_add_epi8(scl, _mm_set1_epi8(-8));
helper.vec = _mm256_cvtepi8_epi16(_mm_shuffle_epi8(scl, scale_shuffle));
auto extra = x8[k][i].extra;
for (int i128 = 0; i128 < 2; ++i128) {
auto bits = _mm256_loadu_si256((const __m256i *)x8[k][i].qs+i128);
xv[4*i128+0] = _mm256_and_si256(bits, ml);
xv[4*i128+1] = _mm256_and_si256(_mm256_srli_epi16(bits, 2), ml);
xv[4*i128+2] = _mm256_and_si256(_mm256_srli_epi16(bits, 4), ml);
xv[4*i128+3] = _mm256_and_si256(_mm256_srli_epi16(bits, 6), ml);
auto shift1 = MM256_SET_M128I(_mm_set1_epi8((extra & 0x02) << 1), _mm_set1_epi8((extra & 0x01) << 2));
auto shift2 = MM256_SET_M128I(_mm_set1_epi8((extra & 0x08) >> 1), _mm_set1_epi8((extra & 0x04) >> 0));
auto shift3 = MM256_SET_M128I(_mm_set1_epi8((extra & 0x20) >> 3), _mm_set1_epi8((extra & 0x10) >> 2));
auto shift4 = MM256_SET_M128I(_mm_set1_epi8((extra & 0x80) >> 5), _mm_set1_epi8((extra & 0x40) >> 4));
xv[4*i128+0] = _mm256_add_epi8(xv[4*i128+0], shift1);
xv[4*i128+1] = _mm256_add_epi8(xv[4*i128+1], shift2);
xv[4*i128+2] = _mm256_add_epi8(xv[4*i128+2], shift3);
xv[4*i128+3] = _mm256_add_epi8(xv[4*i128+3], shift4);
xv[4*i128+0] = _mm256_shuffle_epi8(values, xv[4*i128+0]);
xv[4*i128+1] = _mm256_shuffle_epi8(values, xv[4*i128+1]);
xv[4*i128+2] = _mm256_shuffle_epi8(values, xv[4*i128+2]);
xv[4*i128+3] = _mm256_shuffle_epi8(values, xv[4*i128+3]);
extra >>= 8;
}
float dnew = convert_to_q8_k_r8(k, 1.f/120, xv, helper.val, block, y[i].qs);
y[i].d[k] = GGML_FP32_TO_FP16(d*dnew);
}
}
y += nb;
}
}
void iqk_convert_iq3_k_q8_k_r8(int n, const void * vx, size_t bx, void * vy, int nrc_x) {
GGML_ASSERT(n%QK_K == 0);
GGML_ASSERT(nrc_x%8 == 0);