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Unverified Commit 77956822 authored by ZiWei Yuan's avatar ZiWei Yuan Committed by GitHub
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Merge pull request #1116 from ikawrakow/ik/add_copyright 

Add missing references to ik_llama.cpp
parents 35ba63e2 99a247e1
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Showing with 71 additions and 5 deletions
third_party/llamafile/iqk_mul_mat.inc
View file @ 77956822
// Adapted from // Adapted from
// https://github.com/Mozilla-Ocho/llamafile/blob/0.8.8/llamafile/iqk_mul_mat.inc // https://github.com/Mozilla-Ocho/llamafile/blob/0.8.8/llamafile/iqk_mul_mat.inc
// Copyrigth 2024 Iwan Kawrakow. // Copyrigth 2024 Iwan Kawrakow - Apache 2.0 Licens
// with additions from
// https://github.com/ikawrakow/ik_llama.cpp/blob/main/ggml/src/iqk/iqk_mul_mat.cpp
// Copyrigth 2024-2025 Iwan Kawrakow - MIT Licens
// Copyright(c) 2024 by KVCache.AI, All Rights Reserved. // Copyright(c) 2024 by KVCache.AI, All Rights Reserved.
// -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*- // -*- mode:c++;indent-tabs-mode:nil;c-basic-offset:4;coding:utf-8 -*-
...@@ -19,6 +22,12 @@ ...@@ -19,6 +22,12 @@
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and // See the License for the specific language governing permissions and
// limitations under the License. // limitations under the License.
//
//
// Copyright (C) 2024-2025 Iwan Kawrakow
// MIT license
// SPDX-License-Identifier: MIT
//
#include <cstring> #include <cstring>
#include <type_traits> #include <type_traits>
...@@ -125,6 +134,8 @@ struct MulMat { ...@@ -125,6 +134,8 @@ struct MulMat {
IQK_NOINLINE void mul_mat_NxM(int n, const void * vx, size_t bx, DataInfo& info, int nrc_x, int nrc_y) { IQK_NOINLINE void mul_mat_NxM(int n, const void * vx, size_t bx, DataInfo& info, int nrc_x, int nrc_y) {
constexpr int k_x_step = 64; // This works best on my Ryzen-7950X and M2 Max CPUs (but differences to other tile size are small) constexpr int k_x_step = 64; // This works best on my Ryzen-7950X and M2 Max CPUs (but differences to other tile size are small)
// copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L162
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
if (func16 && nrc_y >= 16) { if (func16 && nrc_y >= 16) {
int n_step = (nrc_y - info.cur_y)/16; int n_step = (nrc_y - info.cur_y)/16;
for (int ix = 0; ix < nrc_x; ix += k_x_step) { for (int ix = 0; ix < nrc_x; ix += k_x_step) {
...@@ -139,6 +150,7 @@ struct MulMat { ...@@ -139,6 +150,7 @@ struct MulMat {
info.cur_y += 16 * n_step; info.cur_y += 16 * n_step;
if (info.cur_y == nrc_y) return; if (info.cur_y == nrc_y) return;
} }
// end copy
int n_step = (nrc_y - info.cur_y)/funcs.size(); int n_step = (nrc_y - info.cur_y)/funcs.size();
if (n_step > 0) { if (n_step > 0) {
...@@ -178,6 +190,8 @@ inline void make_q4_scales(const uint8_t * scales8, uint32_t * aux32) { ...@@ -178,6 +190,8 @@ inline void make_q4_scales(const uint8_t * scales8, uint32_t * aux32) {
moonll moonll
decoding tables decoding tables
*/ */
// copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L570
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
#ifdef __AVX2__ #ifdef __AVX2__
static const uint64_t iq1s_grid_us[2048] = { static const uint64_t iq1s_grid_us[2048] = {
0x0000000000000000, 0x0000000000000002, 0x0000000000000101, 0x0000000000000200, 0x0000000000000000, 0x0000000000000002, 0x0000000000000101, 0x0000000000000200,
...@@ -953,6 +967,7 @@ static const uint32_t iq1s_grid_us[2048] = { ...@@ -953,6 +967,7 @@ static const uint32_t iq1s_grid_us[2048] = {
0x22202022, 0x22202220, 0x22202222, 0x22212121, 0x22222020, 0x22222022, 0x22222220, 0x22222222, 0x22202022, 0x22202220, 0x22202222, 0x22212121, 0x22222020, 0x22222022, 0x22222220, 0x22222222,
}; };
#endif #endif
// end copy https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L570
#ifndef HAVE_FANCY_SIMD #ifndef HAVE_FANCY_SIMD
const uint64_t keven_signs[128] = { const uint64_t keven_signs[128] = {
...@@ -997,6 +1012,8 @@ const uint64_t keven_signs[128] = { ...@@ -997,6 +1012,8 @@ const uint64_t keven_signs[128] = {
add typeB and strideB add typeB and strideB
}*/ }*/
// Adapted from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L406
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
bool iqk_mul_mat(long Nx, long Ny, long ne00, bool iqk_mul_mat(long Nx, long Ny, long ne00,
int typeA, const void * A, long strideA, int typeA, const void * A, long strideA,
int typeB, const void * B, long strideB, int typeB, const void * B, long strideB,
...@@ -1022,6 +1039,7 @@ bool iqk_mul_mat(long Nx, long Ny, long ne00, ...@@ -1022,6 +1039,7 @@ bool iqk_mul_mat(long Nx, long Ny, long ne00,
return true; return true;
} }
// end adapted from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L406
bool iqk_mul_mat_moe(long Nx, long Ny, long ne00, int ne11, int typeA, const void * A, const void * B, bool iqk_mul_mat_moe(long Nx, long Ny, long ne00, int ne11, int typeA, const void * A, const void * B,
...@@ -1173,6 +1191,8 @@ struct ScaleIQ4XS { ...@@ -1173,6 +1191,8 @@ struct ScaleIQ4XS {
const __m128i m32 = _mm_set1_epi16(-32); const __m128i m32 = _mm_set1_epi16(-32);
}; };
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1455
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
struct Scales8KBase { struct Scales8KBase {
template <typename Q8> template <typename Q8>
inline void accum_mins(const __m128i& mins128, const Q8& q8, int i, float c, __m256 * accd) const { inline void accum_mins(const __m128i& mins128, const Q8& q8, int i, float c, __m256 * accd) const {
...@@ -1189,6 +1209,7 @@ struct Scales8KBase { ...@@ -1189,6 +1209,7 @@ struct Scales8KBase {
const __m128i shuffles[2] = {_mm_set_epi32(0x07060706, 0x05040504, 0x03020302, 0x01000100), const __m128i shuffles[2] = {_mm_set_epi32(0x07060706, 0x05040504, 0x03020302, 0x01000100),
_mm_set_epi32(0x0f0e0f0e, 0x0d0c0d0c, 0x0b0a0b0a, 0x09080908)}; _mm_set_epi32(0x0f0e0f0e, 0x0d0c0d0c, 0x0b0a0b0a, 0x09080908)};
}; };
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1455
template <typename Block> template <typename Block>
struct BaseDequantizer { struct BaseDequantizer {
...@@ -1204,6 +1225,8 @@ struct BaseDequantizer { ...@@ -1204,6 +1225,8 @@ struct BaseDequantizer {
float d; float d;
}; };
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1698
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
__m128i inline load_iq4nl_values_128() { __m128i inline load_iq4nl_values_128() {
static const uint8_t kvalues_iq4nl[16] = {1, 24, 45, 63, 79, 93, 106, 118, 129, 141, 153, 166, 181, 197, 217, 241}; static const uint8_t kvalues_iq4nl[16] = {1, 24, 45, 63, 79, 93, 106, 118, 129, 141, 153, 166, 181, 197, 217, 241};
return _mm_loadu_si128((const __m128i *)kvalues_iq4nl); return _mm_loadu_si128((const __m128i *)kvalues_iq4nl);
...@@ -1213,6 +1236,7 @@ __m256i inline load_iq4nl_values_256() { ...@@ -1213,6 +1236,7 @@ __m256i inline load_iq4nl_values_256() {
auto val128 = load_iq4nl_values_128(); auto val128 = load_iq4nl_values_128();
return MM256_SET_M128I(val128, val128); return MM256_SET_M128I(val128, val128);
} }
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1698
#ifdef HAVE_FANCY_SIMD #ifdef HAVE_FANCY_SIMD
//====================================== Zen4 ================================================== //====================================== Zen4 ==================================================
...@@ -1285,12 +1309,18 @@ struct DequantizerQ4K final : public BaseDequantizer<block_q4_K> { ...@@ -1285,12 +1309,18 @@ struct DequantizerQ4K final : public BaseDequantizer<block_q4_K> {
moonll DequantizerIQ4XS moonll DequantizerIQ4XS
*/ */
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1775
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
__m512i inline load_iq4nl_values_512() { __m512i inline load_iq4nl_values_512() {
auto val256 = load_iq4nl_values_256(); auto val256 = load_iq4nl_values_256();
return _mm512_inserti32x8(_mm512_castsi256_si512(val256), val256, 1); return _mm512_inserti32x8(_mm512_castsi256_si512(val256), val256, 1);
} }
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1775
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1781
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
struct DequantizerIQ4XS final : public BaseDequantizer<block_iq4_xs> { struct DequantizerIQ4XS final : public BaseDequantizer<block_iq4_xs> {
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1782
DequantizerIQ4XS(const void * vx, size_t bx) : BaseDequantizer(vx, bx), values(load_iq4nl_values_512()) {} DequantizerIQ4XS(const void * vx, size_t bx) : BaseDequantizer(vx, bx), values(load_iq4nl_values_512()) {}
template <typename Q8> template <typename Q8>
inline void new_block(int i, const Q8& q8, __m256 * accd, __m512i * scales) { inline void new_block(int i, const Q8& q8, __m256 * accd, __m512i * scales) {
...@@ -1331,6 +1361,7 @@ struct DequantizerIQ4XS final : public BaseDequantizer<block_iq4_xs> { ...@@ -1331,6 +1361,7 @@ struct DequantizerIQ4XS final : public BaseDequantizer<block_iq4_xs> {
_mm512_inserti32x8(_mm512_set1_epi16(0x0d0c), _mm256_set1_epi16(0x0f0e), 1), _mm512_inserti32x8(_mm512_set1_epi16(0x0d0c), _mm256_set1_epi16(0x0f0e), 1),
}; };
}; };
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1781
struct HighBit5 { struct HighBit5 {
inline void apply(const uint8_t * h, Q4Bits& bits) { inline void apply(const uint8_t * h, Q4Bits& bits) {
...@@ -1504,6 +1535,8 @@ static void mul_mat_qX_K_q8_K_T(int n, const void * vx, size_t bx, const DataInf ...@@ -1504,6 +1535,8 @@ static void mul_mat_qX_K_q8_K_T(int n, const void * vx, size_t bx, const DataInf
} }
} }
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L2408
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
template <typename Q8> template <typename Q8>
inline void compute_block(int iy, int i, float d, const Q8& q8, const __m512i * values, const __m512i * scales, __m512 * accd) { inline void compute_block(int iy, int i, float d, const Q8& q8, const __m512i * values, const __m512i * scales, __m512 * accd) {
const __m512i p1 = _mm512_dpbusd_epi32(_mm512_setzero_si512(), values[0], q8.load_quants64(iy, i, 0)); const __m512i p1 = _mm512_dpbusd_epi32(_mm512_setzero_si512(), values[0], q8.load_quants64(iy, i, 0));
...@@ -1647,6 +1680,7 @@ static void mul_mat_qX_K_q8_K_AVX512_1(int n, const void * vx, size_t bx, const ...@@ -1647,6 +1680,7 @@ static void mul_mat_qX_K_q8_K_AVX512_1(int n, const void * vx, size_t bx, const
info.store(ix, 0, hsum_float_8(_mm256_add_ps(accm, sum256))); info.store(ix, 0, hsum_float_8(_mm256_add_ps(accm, sum256)));
} }
} }
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L2408
#else #else
// ===================================== Vanilla AVX2 ===================================== // ===================================== Vanilla AVX2 =====================================
...@@ -1881,6 +1915,7 @@ struct DequantizerQ6K final : public BaseDequantizer<block_q6_K> { ...@@ -1881,6 +1915,7 @@ struct DequantizerQ6K final : public BaseDequantizer<block_q6_K> {
const __m256i mh = _mm256_set1_epi8(0x30); const __m256i mh = _mm256_set1_epi8(0x30);
}; };
inline __m256i get_scale_shuffle_8(int i); inline __m256i get_scale_shuffle_8(int i);
inline void set_scales_8(const __m256i& all_scales, int j, __m256i* scales); inline void set_scales_8(const __m256i& all_scales, int j, __m256i* scales);
...@@ -2061,6 +2096,8 @@ struct ScaleHelperQ_0 { ...@@ -2061,6 +2096,8 @@ struct ScaleHelperQ_0 {
template <typename Q> inline float prepare1(const Q * y) const { return GGML_FP16_TO_FP32(y->d); } template <typename Q> inline float prepare1(const Q * y) const { return GGML_FP16_TO_FP32(y->d); }
template <typename Q> inline float prepare1(float d, const Q * y) const { return d*prepare1(y); } template <typename Q> inline float prepare1(float d, const Q * y) const { return d*prepare1(y); }
}; };
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L8187
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
template <int min_value> template <int min_value>
struct ScaleHelperQ_0_1 { struct ScaleHelperQ_0_1 {
ggml_half scales8[4]; ggml_half scales8[4];
...@@ -2083,6 +2120,7 @@ struct ScaleHelperQ_0_1 { ...@@ -2083,6 +2120,7 @@ struct ScaleHelperQ_0_1 {
} }
const __m128 min = _mm_set1_ps(float(-min_value)); const __m128 min = _mm_set1_ps(float(-min_value));
}; };
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L8187
struct ScaleHelperQ_1 { struct ScaleHelperQ_1 {
uint32_t scales8[4]; uint32_t scales8[4];
...@@ -2243,11 +2281,14 @@ struct Q8_0_Dequantizer { ...@@ -2243,11 +2281,14 @@ struct Q8_0_Dequantizer {
} }
}; };
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L8455
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
struct Q8_0_1_Dequantizer { struct Q8_0_1_Dequantizer {
inline __m256i dequant(const block_q8_0 * x) const { inline __m256i dequant(const block_q8_0 * x) const {
return _mm256_add_epi8(_mm256_set1_epi8(127), _mm256_loadu_si256((const __m256i *)x->qs)); return _mm256_add_epi8(_mm256_set1_epi8(127), _mm256_loadu_si256((const __m256i *)x->qs));
} }
}; };
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L8455
struct Q4_0_Dequantizer { struct Q4_0_Dequantizer {
Dequantizer4bit b4; Dequantizer4bit b4;
...@@ -2334,11 +2375,14 @@ struct Q8_0_Unpacker final : public Q_Unpacker<block_q8_0, ScaleHelperQ_0, Q8_0_ ...@@ -2334,11 +2375,14 @@ struct Q8_0_Unpacker final : public Q_Unpacker<block_q8_0, ScaleHelperQ_0, Q8_0_
Q8_0_Unpacker(const void * vx, size_t bx) : Q_Unpacker(vx, bx) {} Q8_0_Unpacker(const void * vx, size_t bx) : Q_Unpacker(vx, bx) {}
inline static int block_size() { return QK4_0; } inline static int block_size() { return QK4_0; }
}; };
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L8574
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
struct Q8_0_1_Unpacker final : public Q_Unpacker<block_q8_0, ScaleHelperQ_0_1<127>, Q8_0_1_Dequantizer> { struct Q8_0_1_Unpacker final : public Q_Unpacker<block_q8_0, ScaleHelperQ_0_1<127>, Q8_0_1_Dequantizer> {
Q8_0_1_Unpacker(const void * vx, size_t bx) : Q_Unpacker(vx, bx) {} Q8_0_1_Unpacker(const void * vx, size_t bx) : Q_Unpacker(vx, bx) {}
// using Sum4T = Sum4TypeQ81; // using Sum4T = Sum4TypeQ81;
inline static int block_size() { return QK8_0; } inline static int block_size() { return QK8_0; }
}; };
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L8574
struct Q4_0_Unpacker final : public Q_Unpacker<block_q4_0, ScaleHelperQ_0, Q4_0_Dequantizer> { struct Q4_0_Unpacker final : public Q_Unpacker<block_q4_0, ScaleHelperQ_0, Q4_0_Dequantizer> {
Q4_0_Unpacker(const void * vx, size_t bx) : Q_Unpacker(vx, bx) {} Q4_0_Unpacker(const void * vx, size_t bx) : Q_Unpacker(vx, bx) {}
inline static int block_size() { return QK4_0; } inline static int block_size() { return QK4_0; }
...@@ -2392,6 +2436,9 @@ struct SimpleBits { ...@@ -2392,6 +2436,9 @@ struct SimpleBits {
#define HAVE_AVX512_POPCNT 0 #define HAVE_AVX512_POPCNT 0
#endif #endif
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L7736
// with the addition of a branch that handles a missing _mm256_popcnt_epi32 instruction
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
struct EvenSignHelper { struct EvenSignHelper {
#if defined HAVE_FANCY_SIMD #if defined HAVE_FANCY_SIMD
// #pragma message("Using AVX512VPOPCNTDQ in even sign helper") // #pragma message("Using AVX512VPOPCNTDQ in even sign helper")
...@@ -2447,6 +2494,8 @@ get_scale_shuffle_16 ...@@ -2447,6 +2494,8 @@ get_scale_shuffle_16
set_scales_16 set_scales_16
*/ */
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1578
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
inline __m256i get_scale_shuffle_8(int i) { inline __m256i get_scale_shuffle_8(int i) {
return _mm256_set1_epi16((2*i) | ((2*i+1) << 8)); return _mm256_set1_epi16((2*i) | ((2*i+1) << 8));
} }
...@@ -2476,7 +2525,6 @@ inline void set_scales_16(const __m256i& all_scales, __m256i * scales) { ...@@ -2476,7 +2525,6 @@ inline void set_scales_16(const __m256i& all_scales, __m256i * scales) {
scales[3] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(3)); scales[3] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(3));
} }
template <typename Q8, typename Bits> template <typename Q8, typename Bits>
inline void multiply_add(const Bits& bits, const __m256i * scales, int j, int i, const Q8& q8, __m256i * sumi) { inline void multiply_add(const Bits& bits, const __m256i * scales, int j, int i, const Q8& q8, __m256i * sumi) {
if (j == 0) { if (j == 0) {
...@@ -2565,8 +2613,11 @@ inline void multiply_add_1(int j, const Bits& bits, const __m256i * scales, cons ...@@ -2565,8 +2613,11 @@ inline void multiply_add_1(int j, const Bits& bits, const __m256i * scales, cons
#endif #endif
} }
} }
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L1578
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L7278
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
inline void set_scales_8_iq(int j, const __m256i& all_scales, __m256i * scales) { inline void set_scales_8_iq(int j, const __m256i& all_scales, __m256i * scales) {
//#ifdef HAVE_FANCY_SIMD //#ifdef HAVE_FANCY_SIMD
auto shuffle = j == 0 ? _mm256_set_epi64x(0x0302030203020302, 0x0100010001000100, 0x0302030203020302, 0x0100010001000100) auto shuffle = j == 0 ? _mm256_set_epi64x(0x0302030203020302, 0x0100010001000100, 0x0302030203020302, 0x0100010001000100)
...@@ -2587,7 +2638,10 @@ inline void set_scales_16_iq(const __m256i& all_scales, __m256i * scales) { ...@@ -2587,7 +2638,10 @@ inline void set_scales_16_iq(const __m256i& all_scales, __m256i * scales) {
set_scales_16(all_scales, scales); set_scales_16(all_scales, scales);
#endif #endif
} }
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L7278
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L7299
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
template <typename Dequantizer> 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) { 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; const int nb = n / QK_K;
...@@ -2683,13 +2737,15 @@ static void mul_mat_qX_K_q8_K_IQ(int n, const void * vx, size_t bx, const DataIn ...@@ -2683,13 +2737,15 @@ static void mul_mat_qX_K_q8_K_IQ(int n, const void * vx, size_t bx, const DataIn
mul_mat_qX_K_q8_K_IQ_N<Dequantizer, nrc_y>(n, vx, bx, info, nrc_x); mul_mat_qX_K_q8_K_IQ_N<Dequantizer, nrc_y>(n, vx, bx, info, nrc_x);
#endif #endif
} }
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L7299
/* /*
moonll iq1s moonll iq1s
core func for iq1s mul_mat_iq1_s_q8_K core func for iq1s mul_mat_iq1_s_q8_K
*/ */
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L3813
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
template <int nrc_y> template <int nrc_y>
static void mul_mat_iq1_s_q8_K(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) { static void mul_mat_iq1_s_q8_K(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
GGML_ASSERT(n%QK_K == 0); GGML_ASSERT(n%QK_K == 0);
...@@ -2764,6 +2820,7 @@ static void mul_mat_iq1_s_q8_K(int n, const void * vx, size_t bx, const DataInfo ...@@ -2764,6 +2820,7 @@ static void mul_mat_iq1_s_q8_K(int n, const void * vx, size_t bx, const DataInfo
} }
} }
} }
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L3813
/* /*
moonll iq1s moonll iq1s
...@@ -2771,6 +2828,8 @@ DequantizerIQ2XXS ...@@ -2771,6 +2828,8 @@ DequantizerIQ2XXS
DequantizerIQ2XXS is important Dequantizer for DequantizerIQ1_S DequantizerIQ2XXS is important Dequantizer for DequantizerIQ1_S
*/ */
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L8035
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
struct DequantizerIQ2XXS final : public BaseDequantizer<block_iq2_xxs> { struct DequantizerIQ2XXS final : public BaseDequantizer<block_iq2_xxs> {
DequantizerIQ2XXS(const void * vx, size_t bx) : BaseDequantizer(vx, bx) {} DequantizerIQ2XXS(const void * vx, size_t bx) : BaseDequantizer(vx, bx) {}
...@@ -2851,6 +2910,8 @@ add Q8_0_Unpacker && DequantizerIQ2XXS support ...@@ -2851,6 +2910,8 @@ add Q8_0_Unpacker && DequantizerIQ2XXS support
add func mul_mat_qX_K_q8_K_IQ add func mul_mat_qX_K_q8_K_IQ
*/ */
// Copied/adapted from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L9092
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
template <typename Dequantizer> void MulMat::set_functions(MulMat& m) { template <typename Dequantizer> void MulMat::set_functions(MulMat& m) {
if constexpr (std::is_same_v<Dequantizer, Q4_0_Unpacker> || std::is_same_v<Dequantizer, Q5_0_Unpacker> || if constexpr (std::is_same_v<Dequantizer, Q4_0_Unpacker> || std::is_same_v<Dequantizer, Q5_0_Unpacker> ||
std::is_same_v<Dequantizer, Q8_0_Unpacker>) { std::is_same_v<Dequantizer, Q8_0_Unpacker>) {
...@@ -2929,7 +2990,10 @@ template <typename Dequantizer> void MulMat::set_functions(MulMat& m) { ...@@ -2929,7 +2990,10 @@ template <typename Dequantizer> void MulMat::set_functions(MulMat& m) {
#endif #endif
} }
} }
// end copied/adapted from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L9092
// Copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L8622
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
struct QFBase { struct QFBase {
#ifdef __AVX512F__ #ifdef __AVX512F__
constexpr static int k_step = 16; constexpr static int k_step = 16;
...@@ -3169,8 +3233,7 @@ void set_mul_mat_f(MulMat& mm) { ...@@ -3169,8 +3233,7 @@ void set_mul_mat_f(MulMat& mm) {
mm.funcs[5] = mul_mat_fX_fY_T<6, FloatX, FloatY>; mm.funcs[5] = mul_mat_fX_fY_T<6, FloatX, FloatY>;
#endif #endif
} }
// end copied from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L8622
/* /*
moonll moonll
...@@ -3180,6 +3243,8 @@ add IQ1_S ...@@ -3180,6 +3243,8 @@ add IQ1_S
add GGML_TYPE_IQ4_XS add GGML_TYPE_IQ4_XS
*/ */
// Modifications extracted from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L9231
// MIT licensed, Copyright (c) 2024-2025 Iwan Kawrakow
bool MulMat::set_mul_mat(int typeA, int typeB, int ne00, MulMat& mm, int Ny) { bool MulMat::set_mul_mat(int typeA, int typeB, int ne00, MulMat& mm, int Ny) {
(void)Ny; (void)Ny;
...@@ -3272,6 +3337,7 @@ bool MulMat::set_mul_mat(int typeA, int typeB, int ne00, MulMat& mm, int Ny) { ...@@ -3272,6 +3337,7 @@ bool MulMat::set_mul_mat(int typeA, int typeB, int ne00, MulMat& mm, int Ny) {
return ggml_type(typeB) == expected_typeB; return ggml_type(typeB) == expected_typeB;
} }
// end extracted from https://github.com/ikawrakow/ik_llama.cpp/blob/474435f58b6a26bc549589966482207fee94aa60/ggml/src/iqk/iqk_mul_mat.cpp#L9231
} // namespace } // namespace
......
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