Brunobkr/llama.cpp_AlgMor24_github

1#ifndef GGML_COMMON_DECL2 3#if defined(GGML_COMMON_DECL_C)4#include <stdint.h>5 6typedef uint16_t ggml_half;7typedef uint32_t ggml_half2;8 9#define GGML_COMMON_AGGR_U10#define GGML_COMMON_AGGR_S11 12#define GGML_COMMON_DECL13#elif defined(GGML_COMMON_DECL_CPP)14#include <cstdint>15 16typedef uint16_t ggml_half;17typedef uint32_t ggml_half2;18 19// std-c++ allow anonymous unions but some compiler warn on it20#define GGML_COMMON_AGGR_U data21// std-c++ do not allow it.22#define GGML_COMMON_AGGR_S data23 24#define GGML_COMMON_DECL25#elif defined(GGML_COMMON_DECL_METAL)26#include <metal_stdlib>27 28typedef half  ggml_half;29typedef half2 ggml_half2;30 31#define GGML_COMMON_AGGR_U32#define GGML_COMMON_AGGR_S33 34#define GGML_COMMON_DECL35#elif defined(GGML_COMMON_DECL_CUDA)36#if defined(GGML_COMMON_DECL_MUSA)37#include <musa_fp16.h>38#else39#include <cuda_fp16.h>40#endif41#include <cstdint>42 43typedef half  ggml_half;44typedef half2 ggml_half2;45 46#define GGML_COMMON_AGGR_U47#define GGML_COMMON_AGGR_S data48 49#define GGML_COMMON_DECL50#elif defined(GGML_COMMON_DECL_HIP)51#include <hip/hip_fp16.h>52#include <cstdint>53 54typedef half  ggml_half;55typedef half2 ggml_half2;56 57#define GGML_COMMON_AGGR_U58#define GGML_COMMON_AGGR_S data59 60#define GGML_COMMON_DECL61#elif defined(GGML_COMMON_DECL_SYCL)62#include <sycl/half_type.hpp>63#include <cstdint>64 65typedef sycl::half  ggml_half;66typedef sycl::half2 ggml_half2;67 68#define GGML_COMMON_AGGR_U69#define GGML_COMMON_AGGR_S data70 71#define GGML_COMMON_DECL72#endif73 74#if defined(GGML_COMMON_DECL)75 76#ifndef __cplusplus77#ifndef static_assert78#if defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 201100L)79#define static_assert(cond, msg) _Static_assert(cond, msg)80#else81#define static_assert(cond, msg) struct global_scope_noop_trick82#endif83#endif84#endif // __cplusplus85 86// QK = number of values after dequantization87// QK_K = super-block size88 89#define QK_K 25690#define K_SCALE_SIZE 1291 92#if defined(GGML_COMMON_DECL_CUDA) || defined(GGML_COMMON_DECL_HIP) || defined(GGML_COMMON_DECL_SYCL)93// QR = QK / number of values before dequantization94// QI = number of 32 bit integers before dequantization95 96#define QI1_0 (QK1_0 / 32)97#define QR1_0 198 99#define QI2_0 (QK2_0 / 32)100#define QR2_0 1101 102 103#define QI4_0 (QK4_0 / (4 * QR4_0))104#define QR4_0 2105 106#define QI4_1 (QK4_1 / (4 * QR4_1))107#define QR4_1 2108 109#define QI_MXFP4 (QK_MXFP4 / (4 * QR_MXFP4))110#define QR_MXFP4 2111 112#define QI_NVFP4 (QK_NVFP4 / (4 * QR_NVFP4))113#define QR_NVFP4 2114 115#define QI5_0 (QK5_0 / (4 * QR5_0))116#define QR5_0 2117 118#define QI5_1 (QK5_1 / (4 * QR5_1))119#define QR5_1 2120 121#define QI8_0 (QK8_0 / (4 * QR8_0))122#define QR8_0 1123 124#define QI8_1 (QK8_1 / (4 * QR8_1))125#define QR8_1 1126 127#define QI2_K (QK_K / (4*QR2_K))128#define QR2_K 4129 130#define QI3_K (QK_K / (4*QR3_K))131#define QR3_K 4132 133#define QI4_K (QK_K / (4*QR4_K))134#define QR4_K 2135 136#define QI5_K (QK_K / (4*QR5_K))137#define QR5_K 2138 139#define QI6_K (QK_K / (4*QR6_K))140#define QR6_K 2141 142#define QI2_XXS (QK_K / (4*QR2_XXS))143#define QR2_XXS 4144 145#define QI2_XS (QK_K / (4*QR2_XS))146#define QR2_XS 4147 148#define QI2_S (QK_K / (4*QR2_S))149#define QR2_S 4150 151#define QI3_XXS (QK_K / (4*QR3_XXS))152#define QR3_XXS 4153 154#define QI3_XS (QK_K / (4*QR3_XS))155#define QR3_XS 4156 157#define QI1_S (QK_K / (4*QR1_S))158#define QR1_S 8159 160#define QI1_M (QK_K / (4*QR1_M))161#define QR1_M 8162 163#define QI4_NL (QK4_NL / (4*QR4_NL))164#define QR4_NL 2165 166#define QI4_XS (QK_K / (4*QR4_XS))167#define QR4_XS 2168 169#define QI3_S (QK_K / (4*QR3_S))170#define QR3_S 4171 172#endif // GGML_COMMON_DECL_CUDA || GGML_COMMON_DECL_HIP173 174#ifdef _MSC_VER175#define GGML_EXTENSION176#else // _MSC_VER177#define GGML_EXTENSION __extension__178#endif // _MSC_VER179 180#define QK1_0 128181typedef struct {182    ggml_half d;           // delta183    uint8_t qs[QK1_0 / 8]; // bits / quants184} block_q1_0;185static_assert(sizeof(block_q1_0) == sizeof(ggml_half) + QK1_0 / 8, "wrong q1_0 block size/padding");186 187#define QK2_0 64188typedef struct {189    ggml_half d;              // delta (scale)190    uint8_t qs[QK2_0 / 4];   // 2 bits per element191} block_q2_0;192static_assert(sizeof(block_q2_0) == sizeof(ggml_half) + QK2_0 / 4, "wrong q2_0 block size/padding");193 194#define QK4_0 32195typedef struct {196    ggml_half d;           // delta197    uint8_t qs[QK4_0 / 2]; // nibbles / quants198} block_q4_0;199static_assert(sizeof(block_q4_0) == sizeof(ggml_half) + QK4_0 / 2, "wrong q4_0 block size/padding");200 201#define QK4_1 32202typedef struct {203    GGML_EXTENSION union {204        struct {205            ggml_half d; // delta206            ggml_half m; // min207        } GGML_COMMON_AGGR_S;208        ggml_half2 dm;209    } GGML_COMMON_AGGR_U;210    uint8_t qs[QK4_1 / 2]; // nibbles / quants211} block_q4_1;212static_assert(sizeof(block_q4_1) == 2 * sizeof(ggml_half) + QK4_1 / 2, "wrong q4_1 block size/padding");213 214#define QK_MXFP4 32215typedef struct {216    uint8_t e; // E8M0217    uint8_t qs[QK_MXFP4/2];218} block_mxfp4;219static_assert(sizeof(block_mxfp4) == sizeof(uint8_t) + QK_MXFP4/2, "wrong mxfp4 block size/padding");220 221#define QK_NVFP4 64222#define QK_NVFP4_SUB 16  // sub-block size for per-group scales223typedef struct {224    uint8_t d[QK_NVFP4/QK_NVFP4_SUB]; // UE4M3 scales (4 bytes, one per 16-element sub-block)225    uint8_t qs[QK_NVFP4/2];           // packed 4-bit E2M1 values (32 bytes)226} block_nvfp4;227static_assert(sizeof(block_nvfp4) == sizeof(uint8_t)*(QK_NVFP4/QK_NVFP4_SUB) + QK_NVFP4/2, "wrong nvfp4 block size/padding");228 229#define QK5_0 32230typedef struct {231    ggml_half d;           // delta232    uint8_t qh[4];         // 5-th bit of quants233    uint8_t qs[QK5_0 / 2]; // nibbles / quants234} block_q5_0;235static_assert(sizeof(block_q5_0) == sizeof(ggml_half) + sizeof(uint32_t) + QK5_0 / 2, "wrong q5_0 block size/padding");236 237#define QK5_1 32238typedef struct {239    GGML_EXTENSION union {240        struct {241            ggml_half d; // delta242            ggml_half m; // min243        } GGML_COMMON_AGGR_S;244        ggml_half2 dm;245    } GGML_COMMON_AGGR_U;246    uint8_t qh[4];         // 5-th bit of quants247    uint8_t qs[QK5_1 / 2]; // nibbles / quants248} block_q5_1;249static_assert(sizeof(block_q5_1) == 2 * sizeof(ggml_half) + sizeof(uint32_t) + QK5_1 / 2, "wrong q5_1 block size/padding");250 251#define QK8_0 32252typedef struct {253    ggml_half d;       // delta254    int8_t  qs[QK8_0]; // quants255} block_q8_0;256static_assert(sizeof(block_q8_0) == sizeof(ggml_half) + QK8_0, "wrong q8_0 block size/padding");257 258#define QK8_1 32259typedef struct {260    GGML_EXTENSION union {261        struct {262            ggml_half d; // delta263            ggml_half s; // d * sum(qs[i])264        } GGML_COMMON_AGGR_S;265        ggml_half2 ds;266    } GGML_COMMON_AGGR_U;267    int8_t qs[QK8_1]; // quants268} block_q8_1;269static_assert(sizeof(block_q8_1) == 2*sizeof(ggml_half) + QK8_1, "wrong q8_1 block size/padding");270 271//272// Ternary quantization273//274 275// 1.6875 bpw276typedef struct {277    uint8_t qs[(QK_K - 4 * QK_K / 64) / 5]; // 5 elements per byte (3^5 = 243 < 256)278    uint8_t qh[QK_K/64]; // 4 elements per byte279    ggml_half d;280} block_tq1_0;281static_assert(sizeof(block_tq1_0) == sizeof(ggml_half) + QK_K / 64 + (QK_K - 4 * QK_K / 64) / 5, "wrong tq1_0 block size/padding");282 283// 2.0625 bpw284typedef struct {285    uint8_t qs[QK_K/4]; // 2 bits per element286    ggml_half d;287} block_tq2_0;288static_assert(sizeof(block_tq2_0) == sizeof(ggml_half) + QK_K / 4, "wrong tq2_0 block size/padding");289 290//291// Super-block quantization structures292//293 294// 2-bit quantization295// weight is represented as x = a * q + b296// 16 blocks of 16 elements each297// Effectively 2.625 bits per weight298typedef struct {299    uint8_t scales[QK_K/16]; // scales and mins, quantized with 4 bits300    uint8_t qs[QK_K/4];      // quants301    GGML_EXTENSION union {302        struct {303            ggml_half d;    // super-block scale for quantized scales304            ggml_half dmin; // super-block scale for quantized mins305        } GGML_COMMON_AGGR_S;306        ggml_half2 dm;307    } GGML_COMMON_AGGR_U;308} block_q2_K;309static_assert(sizeof(block_q2_K) == 2*sizeof(ggml_half) + QK_K/16 + QK_K/4, "wrong q2_K block size/padding");310 311// 3-bit quantization312// weight is represented as x = a * q313// 16 blocks of 16 elements each314// Effectively 3.4375 bits per weight315typedef struct {316    uint8_t hmask[QK_K/8]; // quants - high bit317    uint8_t qs[QK_K/4];    // quants - low 2 bits318    uint8_t scales[12];    // scales, quantized with 6 bits319    ggml_half d;           // super-block scale320} block_q3_K;321static_assert(sizeof(block_q3_K) == sizeof(ggml_half) + QK_K / 4 + QK_K / 8 + 12, "wrong q3_K block size/padding");322 323// 4-bit quantization324// 8 blocks of 32 elements each325// weight is represented as x = a * q + b326// Effectively 4.5 bits per weight327typedef struct {328    GGML_EXTENSION union {329        struct {330            ggml_half d;    // super-block scale for quantized scales331            ggml_half dmin; // super-block scale for quantized mins332        } GGML_COMMON_AGGR_S;333        ggml_half2 dm;334    } GGML_COMMON_AGGR_U;335    uint8_t scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits336    uint8_t qs[QK_K/2];           // 4--bit quants337} block_q4_K;338static_assert(sizeof(block_q4_K) == 2*sizeof(ggml_half) + K_SCALE_SIZE + QK_K/2, "wrong q4_K block size/padding");339 340// 5-bit quantization341// 8 blocks of 32 elements each342// weight is represented as x = a * q + b343// Effectively 5.5 bits per weight344typedef struct {345    GGML_EXTENSION union {346        struct {347            ggml_half d;    // super-block scale for quantized scales348            ggml_half dmin; // super-block scale for quantized mins349        } GGML_COMMON_AGGR_S;350        ggml_half2 dm;351    } GGML_COMMON_AGGR_U;352    uint8_t scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits353    uint8_t qh[QK_K/8];           // quants, high bit354    uint8_t qs[QK_K/2];           // quants, low 4 bits355} block_q5_K;356static_assert(sizeof(block_q5_K) == 2*sizeof(ggml_half) + K_SCALE_SIZE + QK_K/2 + QK_K/8, "wrong q5_K block size/padding");357 358// 6-bit quantization359// weight is represented as x = a * q360// 16 blocks of 16 elements each361// Effectively 6.5625 bits per weight362typedef struct {363    uint8_t ql[QK_K/2];      // quants, lower 4 bits364    uint8_t qh[QK_K/4];      // quants, upper 2 bits365    int8_t  scales[QK_K/16]; // scales, quantized with 8 bits366    ggml_half d;             // super-block scale367} block_q6_K;368static_assert(sizeof(block_q6_K) == sizeof(ggml_half) + QK_K / 16 + 3*QK_K/4, "wrong q6_K block size/padding");369 370// This is only used for intermediate quantization and dot products371typedef struct {372    float   d;              // delta373    int8_t  qs[QK_K];       // quants374    int16_t bsums[QK_K/16]; // sum of quants in groups of 16375} block_q8_K;376static_assert(sizeof(block_q8_K) == sizeof(float) + QK_K + QK_K/16*sizeof(int16_t), "wrong q8_K block size/padding");377 378// (Almost) "true" 2-bit quantization.379// Due to the need to use blocks as per ggml design, it ends up using380// 2.0625 bpw because of the 16-bit scale for each block of 256.381typedef struct {382    ggml_half d;383    uint16_t qs[QK_K/8];384} block_iq2_xxs;385static_assert(sizeof(block_iq2_xxs) == sizeof(ggml_half) + QK_K/8*sizeof(uint16_t), "wrong iq2_xxs block size/padding");386 387// 2.3125 bpw quants388typedef struct {389    ggml_half d;390    uint16_t qs[QK_K/8];391    uint8_t  scales[QK_K/32];392} block_iq2_xs;393static_assert(sizeof(block_iq2_xs) == sizeof(ggml_half) + QK_K/8*sizeof(uint16_t) + QK_K/32, "wrong iq2_xs block size/padding");394 395// 2.5625 bpw quants396typedef struct {397    ggml_half d;398    uint8_t qs[QK_K/4];399    uint8_t qh[QK_K/32];400    uint8_t scales[QK_K/32];401} block_iq2_s;402static_assert(sizeof(block_iq2_s) == sizeof(ggml_half) + QK_K/4 + QK_K/16, "wrong iq2_s block size/padding");403 404// (Almost) "true" 3-bit quantization.405// Due to the need to use blocks as per ggml design, it ends up using406// 3.0625 bpw because of the 16-bit scale for each block of 256.407typedef struct {408    ggml_half d;409    uint8_t qs[3*QK_K/8];410} block_iq3_xxs;411static_assert(sizeof(block_iq3_xxs) == sizeof(ggml_half) + 3*(QK_K/8), "wrong iq3_xxs block size/padding");412 413// 3.4375 bpw414#define IQ3S_N_SCALE QK_K/64415typedef struct {416    ggml_half d;417    uint8_t qs[QK_K/4];418    uint8_t qh[QK_K/32];419    uint8_t signs[QK_K/8];420    uint8_t scales[IQ3S_N_SCALE];421} block_iq3_s;422static_assert(sizeof(block_iq3_s) == sizeof(ggml_half) + 13*(QK_K/32) + IQ3S_N_SCALE, "wrong iq3_s block size/padding");423 424// 1.5625 bpw425typedef struct {426    ggml_half d;427    uint8_t  qs[QK_K/8];428    uint16_t qh[QK_K/32];429} block_iq1_s;430static_assert(sizeof(block_iq1_s) == sizeof(ggml_half) + QK_K/8 + QK_K/16, "wrong iq1_s block size/padding");431 432// 1.75 bpw433typedef struct {434    uint8_t  qs[QK_K/8];      // grid index, low 8 bits435    uint8_t  qh[QK_K/16];     // grid index, high 3 bits + grid shift bit (for two groups of 8)436    uint8_t  scales[QK_K/32]; // 3-bit block scales (4-bit if QK_K == 64)437} block_iq1_m;438static_assert(sizeof(block_iq1_m) == QK_K/8 + QK_K/16 + QK_K/32, "wrong iq1_m block size/padding");439 440// Used by IQ1_M quants441typedef union {442    ggml_half f16;443    uint16_t  u16;444} iq1m_scale_t;445 446// Non-linear quants447#define QK4_NL 32448typedef struct {449    ggml_half d;450    uint8_t qs[QK4_NL/2];451} block_iq4_nl;452static_assert(sizeof(block_iq4_nl) == sizeof(ggml_half) + QK4_NL/2, "wrong iq4_nl block size/padding");453 454typedef struct {455    ggml_half d;456    uint16_t scales_h;457    uint8_t  scales_l[QK_K/64];458    uint8_t  qs[QK_K/2];459} block_iq4_xs;460static_assert(sizeof(block_iq4_xs) == sizeof(ggml_half) + sizeof(uint16_t) + QK_K/64 + QK_K/2, "wrong iq4_xs block size/padding");461 462#endif // GGML_COMMON_DECL463#endif // GGML_COMMON_DECL464 465////////////////////////////////////////////////////////////////////////////////466 467#ifndef GGML_COMMON_IMPL468 469#if defined(GGML_COMMON_IMPL_C)470#include <stdint.h>471 472#define GGML_TABLE_BEGIN(type, name, size) static const type name[size] = {473#define GGML_TABLE_END() };474 475#define GGML_COMMON_IMPL476#elif defined(GGML_COMMON_IMPL_CPP)477#include <cstdint>478 479#define GGML_TABLE_BEGIN(type, name, size) static const type name[size] = {480#define GGML_TABLE_END() };481 482#define GGML_COMMON_IMPL483#elif defined(GGML_COMMON_IMPL_METAL)484#include <metal_stdlib>485 486#define GGML_TABLE_BEGIN(type, name, size) static const constant type name[size] = {487#define GGML_TABLE_END() };488 489#define GGML_COMMON_IMPL490#elif defined(GGML_COMMON_IMPL_CUDA) || defined(GGML_COMMON_IMPL_HIP) || defined(GGML_COMMON_IMPL_MUSA)491#include <cstdint>492 493#define GGML_TABLE_BEGIN(type, name, size) static const __device__ type name[size] = {494#define GGML_TABLE_END() };495 496#define GGML_COMMON_IMPL497#elif defined(GGML_COMMON_IMPL_SYCL)498 499#include <cstdint>500 501#define GGML_TABLE_BEGIN(type, name, size) static const type name[size] = {502#define GGML_TABLE_END() };503 504#define GGML_COMMON_IMPL505#endif506 507#if defined(GGML_COMMON_IMPL)508 509GGML_TABLE_BEGIN(uint8_t, kmask_iq2xs, 8)510    1, 2, 4, 8, 16, 32, 64, 128511GGML_TABLE_END()512 513GGML_TABLE_BEGIN(uint8_t, ksigns_iq2xs, 128)514      0, 129, 130,   3, 132,   5,   6, 135, 136,   9,  10, 139,  12, 141, 142,  15,515    144,  17,  18, 147,  20, 149, 150,  23,  24, 153, 154,  27, 156,  29,  30, 159,516    160,  33,  34, 163,  36, 165, 166,  39,  40, 169, 170,  43, 172,  45,  46, 175,517     48, 177, 178,  51, 180,  53,  54, 183, 184,  57,  58, 187,  60, 189, 190,  63,518    192,  65,  66, 195,  68, 197, 198,  71,  72, 201, 202,  75, 204,  77,  78, 207,519     80, 209, 210,  83, 212,  85,  86, 215, 216,  89,  90, 219,  92, 221, 222,  95,520     96, 225, 226,  99, 228, 101, 102, 231, 232, 105, 106, 235, 108, 237, 238, 111,521    240, 113, 114, 243, 116, 245, 246, 119, 120, 249, 250, 123, 252, 125, 126, 255,522GGML_TABLE_END()523 524GGML_TABLE_BEGIN(uint64_t, ksigns64, 128)525    0x0000000000000000, 0xff000000000000ff, 0xff0000000000ff00, 0x000000000000ffff,526    0xff00000000ff0000, 0x0000000000ff00ff, 0x0000000000ffff00, 0xff00000000ffffff,527    0xff000000ff000000, 0x00000000ff0000ff, 0x00000000ff00ff00, 0xff000000ff00ffff,528    0x00000000ffff0000, 0xff000000ffff00ff, 0xff000000ffffff00, 0x00000000ffffffff,529    0xff0000ff00000000, 0x000000ff000000ff, 0x000000ff0000ff00, 0xff0000ff0000ffff,530    0x000000ff00ff0000, 0xff0000ff00ff00ff, 0xff0000ff00ffff00, 0x000000ff00ffffff,531    0x000000ffff000000, 0xff0000ffff0000ff, 0xff0000ffff00ff00, 0x000000ffff00ffff,532    0xff0000ffffff0000, 0x000000ffffff00ff, 0x000000ffffffff00, 0xff0000ffffffffff,533    0xff00ff0000000000, 0x0000ff00000000ff, 0x0000ff000000ff00, 0xff00ff000000ffff,534    0x0000ff0000ff0000, 0xff00ff0000ff00ff, 0xff00ff0000ffff00, 0x0000ff0000ffffff,535    0x0000ff00ff000000, 0xff00ff00ff0000ff, 0xff00ff00ff00ff00, 0x0000ff00ff00ffff,536    0xff00ff00ffff0000, 0x0000ff00ffff00ff, 0x0000ff00ffffff00, 0xff00ff00ffffffff,537    0x0000ffff00000000, 0xff00ffff000000ff, 0xff00ffff0000ff00, 0x0000ffff0000ffff,538    0xff00ffff00ff0000, 0x0000ffff00ff00ff, 0x0000ffff00ffff00, 0xff00ffff00ffffff,539    0xff00ffffff000000, 0x0000ffffff0000ff, 0x0000ffffff00ff00, 0xff00ffffff00ffff,540    0x0000ffffffff0000, 0xff00ffffffff00ff, 0xff00ffffffffff00, 0x0000ffffffffffff,541    0xffff000000000000, 0x00ff0000000000ff, 0x00ff00000000ff00, 0xffff00000000ffff,542    0x00ff000000ff0000, 0xffff000000ff00ff, 0xffff000000ffff00, 0x00ff000000ffffff,543    0x00ff0000ff000000, 0xffff0000ff0000ff, 0xffff0000ff00ff00, 0x00ff0000ff00ffff,544    0xffff0000ffff0000, 0x00ff0000ffff00ff, 0x00ff0000ffffff00, 0xffff0000ffffffff,545    0x00ff00ff00000000, 0xffff00ff000000ff, 0xffff00ff0000ff00, 0x00ff00ff0000ffff,546    0xffff00ff00ff0000, 0x00ff00ff00ff00ff, 0x00ff00ff00ffff00, 0xffff00ff00ffffff,547    0xffff00ffff000000, 0x00ff00ffff0000ff, 0x00ff00ffff00ff00, 0xffff00ffff00ffff,548    0x00ff00ffffff0000, 0xffff00ffffff00ff, 0xffff00ffffffff00, 0x00ff00ffffffffff,549    0x00ffff0000000000, 0xffffff00000000ff, 0xffffff000000ff00, 0x00ffff000000ffff,550    0xffffff0000ff0000, 0x00ffff0000ff00ff, 0x00ffff0000ffff00, 0xffffff0000ffffff,551    0xffffff00ff000000, 0x00ffff00ff0000ff, 0x00ffff00ff00ff00, 0xffffff00ff00ffff,552    0x00ffff00ffff0000, 0xffffff00ffff00ff, 0xffffff00ffffff00, 0x00ffff00ffffffff,553    0xffffffff00000000, 0x00ffffff000000ff, 0x00ffffff0000ff00, 0xffffffff0000ffff,554    0x00ffffff00ff0000, 0xffffffff00ff00ff, 0xffffffff00ffff00, 0x00ffffff00ffffff,555    0x00ffffffff000000, 0xffffffffff0000ff, 0xffffffffff00ff00, 0x00ffffffff00ffff,556    0xffffffffffff0000, 0x00ffffffffff00ff, 0x00ffffffffffff00, 0xffffffffffffffff,557GGML_TABLE_END()558 559 560GGML_TABLE_BEGIN(uint64_t, iq2xxs_grid, 256)561    0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08,562    0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x08080808082b0808,563    0x08080808082b082b, 0x08080808082b2b08, 0x08080808082b2b2b, 0x0808080819080819,564    0x0808080819081908, 0x0808080819190808, 0x0808080819192b08, 0x08080808192b0819,565    0x08080808192b1908, 0x080808082b080808, 0x080808082b08082b, 0x080808082b082b2b,566    0x080808082b2b082b, 0x0808081908080819, 0x0808081908081908, 0x0808081908190808,567    0x0808081908191919, 0x0808081919080808, 0x080808192b081908, 0x080808192b192b08,568    0x0808082b08080808, 0x0808082b0808082b, 0x0808082b082b082b, 0x0808082b2b08082b,569    0x0808190808080819, 0x0808190808081908, 0x0808190808190808, 0x08081908082b0819,570    0x08081908082b1908, 0x0808190819080808, 0x080819081908082b, 0x0808190819082b08,571    0x08081908192b0808, 0x080819082b080819, 0x080819082b081908, 0x080819082b190808,572    0x080819082b2b1908, 0x0808191908080808, 0x080819190808082b, 0x0808191908082b08,573    0x08081919082b0808, 0x080819191908192b, 0x08081919192b2b19, 0x080819192b080808,574    0x080819192b190819, 0x0808192b08082b19, 0x0808192b08190808, 0x0808192b19080808,575    0x0808192b2b081908, 0x0808192b2b2b1908, 0x08082b0808080808, 0x08082b0808081919,576    0x08082b0808082b08, 0x08082b0808191908, 0x08082b08082b2b08, 0x08082b0819080819,577    0x08082b0819081908, 0x08082b0819190808, 0x08082b081919082b, 0x08082b082b082b08,578    0x08082b1908081908, 0x08082b1919080808, 0x08082b2b0808082b, 0x08082b2b08191908,579    0x0819080808080819, 0x0819080808081908, 0x0819080808190808, 0x08190808082b0819,580    0x0819080819080808, 0x08190808192b0808, 0x081908082b081908, 0x081908082b190808,581    0x081908082b191919, 0x0819081908080808, 0x0819081908082b08, 0x08190819082b0808,582    0x0819081919190808, 0x0819081919192b2b, 0x081908192b080808, 0x0819082b082b1908,583    0x0819082b19081919, 0x0819190808080808, 0x0819190808082b08, 0x08191908082b0808,584    0x08191908082b1919, 0x0819190819082b19, 0x081919082b080808, 0x0819191908192b08,585    0x08191919192b082b, 0x0819192b08080808, 0x0819192b0819192b, 0x08192b0808080819,586    0x08192b0808081908, 0x08192b0808190808, 0x08192b0819080808, 0x08192b082b080819,587    0x08192b1908080808, 0x08192b1908081919, 0x08192b192b2b0808, 0x08192b2b19190819,588    0x082b080808080808, 0x082b08080808082b, 0x082b080808082b2b, 0x082b080819081908,589    0x082b0808192b0819, 0x082b08082b080808, 0x082b08082b08082b, 0x082b0819082b2b19,590    0x082b081919082b08, 0x082b082b08080808, 0x082b082b0808082b, 0x082b190808080819,591    0x082b190808081908, 0x082b190808190808, 0x082b190819080808, 0x082b19081919192b,592    0x082b191908080808, 0x082b191919080819, 0x082b1919192b1908, 0x082b192b2b190808,593    0x082b2b0808082b08, 0x082b2b08082b0808, 0x082b2b082b191908, 0x082b2b2b19081908,594    0x1908080808080819, 0x1908080808081908, 0x1908080808190808, 0x1908080808192b08,595    0x19080808082b0819, 0x19080808082b1908, 0x1908080819080808, 0x1908080819082b08,596    0x190808081919192b, 0x19080808192b0808, 0x190808082b080819, 0x190808082b081908,597    0x190808082b190808, 0x1908081908080808, 0x19080819082b0808, 0x19080819192b0819,598    0x190808192b080808, 0x190808192b081919, 0x1908082b08080819, 0x1908082b08190808,599    0x1908082b19082b08, 0x1908082b1919192b, 0x1908082b192b2b08, 0x1908190808080808,600    0x1908190808082b08, 0x19081908082b0808, 0x190819082b080808, 0x190819082b192b19,601    0x190819190819082b, 0x19081919082b1908, 0x1908192b08080808, 0x19082b0808080819,602    0x19082b0808081908, 0x19082b0808190808, 0x19082b0819080808, 0x19082b0819081919,603    0x19082b1908080808, 0x19082b1919192b08, 0x19082b19192b0819, 0x19082b192b08082b,604    0x19082b2b19081919, 0x19082b2b2b190808, 0x1919080808080808, 0x1919080808082b08,605    0x1919080808190819, 0x1919080808192b19, 0x19190808082b0808, 0x191908082b080808,606    0x191908082b082b08, 0x1919081908081908, 0x191908191908082b, 0x191908192b2b1908,607    0x1919082b2b190819, 0x191919082b190808, 0x191919082b19082b, 0x1919191908082b2b,608    0x1919192b08080819, 0x1919192b19191908, 0x19192b0808080808, 0x19192b0808190819,609    0x19192b0808192b19, 0x19192b08192b1908, 0x19192b1919080808, 0x19192b2b08082b08,610    0x192b080808081908, 0x192b080808190808, 0x192b080819080808, 0x192b0808192b2b08,611    0x192b081908080808, 0x192b081919191919, 0x192b082b08192b08, 0x192b082b192b0808,612    0x192b190808080808, 0x192b190808081919, 0x192b191908190808, 0x192b19190819082b,613    0x192b19192b081908, 0x192b2b081908082b, 0x2b08080808080808, 0x2b0808080808082b,614    0x2b08080808082b2b, 0x2b08080819080819, 0x2b0808082b08082b, 0x2b08081908081908,615    0x2b08081908192b08, 0x2b08081919080808, 0x2b08082b08190819, 0x2b08190808080819,616    0x2b08190808081908, 0x2b08190808190808, 0x2b08190808191919, 0x2b08190819080808,617    0x2b081908192b0808, 0x2b08191908080808, 0x2b0819191908192b, 0x2b0819192b191908,618    0x2b08192b08082b19, 0x2b08192b19080808, 0x2b08192b192b0808, 0x2b082b080808082b,619    0x2b082b1908081908, 0x2b082b2b08190819, 0x2b19080808081908, 0x2b19080808190808,620    0x2b190808082b1908, 0x2b19080819080808, 0x2b1908082b2b0819, 0x2b1908190819192b,621    0x2b1908192b080808, 0x2b19082b19081919, 0x2b19190808080808, 0x2b191908082b082b,622    0x2b19190819081908, 0x2b19191919190819, 0x2b192b082b080819, 0x2b192b19082b0808,623    0x2b2b08080808082b, 0x2b2b080819190808, 0x2b2b08082b081919, 0x2b2b081908082b19,624    0x2b2b082b08080808, 0x2b2b190808192b08, 0x2b2b2b0819190808, 0x2b2b2b1908081908,625GGML_TABLE_END()626 627GGML_TABLE_BEGIN(uint64_t, iq2xs_grid, 512)628    0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08,629    0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x080808080819192b,630    0x0808080808192b19, 0x08080808082b0808, 0x08080808082b082b, 0x08080808082b1919,631    0x08080808082b2b08, 0x0808080819080819, 0x0808080819081908, 0x080808081908192b,632    0x0808080819082b19, 0x0808080819190808, 0x080808081919082b, 0x0808080819191919,633    0x0808080819192b08, 0x08080808192b0819, 0x08080808192b1908, 0x080808082b080808,634    0x080808082b08082b, 0x080808082b081919, 0x080808082b082b08, 0x080808082b190819,635    0x080808082b191908, 0x080808082b192b19, 0x080808082b2b0808, 0x0808081908080819,636    0x0808081908081908, 0x080808190808192b, 0x0808081908082b19, 0x0808081908190808,637    0x080808190819082b, 0x0808081908191919, 0x0808081908192b08, 0x0808081908192b2b,638    0x08080819082b0819, 0x08080819082b1908, 0x0808081919080808, 0x080808191908082b,639    0x0808081919081919, 0x0808081919082b08, 0x0808081919190819, 0x0808081919191908,640    0x08080819192b0808, 0x08080819192b2b08, 0x080808192b080819, 0x080808192b081908,641    0x080808192b190808, 0x0808082b08080808, 0x0808082b0808082b, 0x0808082b08081919,642    0x0808082b08082b08, 0x0808082b08190819, 0x0808082b08191908, 0x0808082b082b0808,643    0x0808082b19080819, 0x0808082b19081908, 0x0808082b19190808, 0x0808082b19191919,644    0x0808082b2b080808, 0x0808082b2b082b2b, 0x0808190808080819, 0x0808190808081908,645    0x080819080808192b, 0x0808190808082b19, 0x0808190808190808, 0x080819080819082b,646    0x0808190808191919, 0x0808190808192b08, 0x08081908082b0819, 0x08081908082b1908,647    0x0808190819080808, 0x080819081908082b, 0x0808190819081919, 0x0808190819082b08,648    0x0808190819190819, 0x0808190819191908, 0x080819081919192b, 0x08081908192b0808,649    0x080819082b080819, 0x080819082b081908, 0x080819082b190808, 0x0808191908080808,650    0x080819190808082b, 0x0808191908081919, 0x0808191908082b08, 0x0808191908190819,651    0x0808191908191908, 0x08081919082b0808, 0x0808191919080819, 0x0808191919081908,652    0x0808191919190808, 0x08081919192b0819, 0x080819192b080808, 0x0808192b08080819,653    0x0808192b08081908, 0x0808192b08190808, 0x0808192b082b192b, 0x0808192b19080808,654    0x0808192b1908082b, 0x0808192b2b081908, 0x08082b0808080808, 0x08082b080808082b,655    0x08082b0808081919, 0x08082b0808082b08, 0x08082b0808082b2b, 0x08082b0808190819,656    0x08082b0808191908, 0x08082b08082b0808, 0x08082b08082b1919, 0x08082b0819080819,657    0x08082b0819081908, 0x08082b0819190808, 0x08082b0819192b08, 0x08082b082b080808,658    0x08082b082b2b0808, 0x08082b082b2b2b2b, 0x08082b1908080819, 0x08082b1908081908,659    0x08082b1908190808, 0x08082b1919080808, 0x08082b192b080819, 0x08082b192b082b19,660    0x08082b2b08080808, 0x08082b2b082b0808, 0x08082b2b082b2b08, 0x08082b2b2b19192b,661    0x08082b2b2b2b0808, 0x0819080808080819, 0x0819080808081908, 0x081908080808192b,662    0x0819080808082b19, 0x0819080808190808, 0x081908080819082b, 0x0819080808191919,663    0x0819080808192b08, 0x08190808082b0819, 0x08190808082b1908, 0x0819080819080808,664    0x081908081908082b, 0x0819080819081919, 0x0819080819082b08, 0x0819080819190819,665    0x0819080819191908, 0x08190808192b0808, 0x08190808192b2b2b, 0x081908082b080819,666    0x081908082b081908, 0x081908082b190808, 0x0819081908080808, 0x081908190808082b,667    0x0819081908081919, 0x0819081908082b08, 0x0819081908190819, 0x0819081908191908,668    0x08190819082b0808, 0x0819081919080819, 0x0819081919081908, 0x0819081919190808,669    0x081908192b080808, 0x081908192b191908, 0x081908192b19192b, 0x0819082b08080819,670    0x0819082b08081908, 0x0819082b0808192b, 0x0819082b08190808, 0x0819082b19080808,671    0x0819082b192b0808, 0x0819190808080808, 0x081919080808082b, 0x0819190808081919,672    0x0819190808082b08, 0x0819190808190819, 0x0819190808191908, 0x08191908082b0808,673    0x0819190819080819, 0x0819190819081908, 0x0819190819082b19, 0x0819190819190808,674    0x08191908192b1908, 0x081919082b080808, 0x0819191908080819, 0x0819191908081908,675    0x0819191908190808, 0x0819191919080808, 0x0819192b08080808, 0x0819192b08191908,676    0x0819192b19082b19, 0x08192b0808080819, 0x08192b0808081908, 0x08192b0808190808,677    0x08192b080819082b, 0x08192b0819080808, 0x08192b0819191908, 0x08192b082b08192b,678    0x08192b1908080808, 0x08192b1908081919, 0x08192b19192b192b, 0x08192b2b19190819,679    0x08192b2b2b2b2b19, 0x082b080808080808, 0x082b08080808082b, 0x082b080808081919,680    0x082b080808082b08, 0x082b080808082b2b, 0x082b080808190819, 0x082b080808191908,681    0x082b0808082b0808, 0x082b080819080819, 0x082b080819081908, 0x082b080819190808,682    0x082b08082b080808, 0x082b08082b2b0808, 0x082b081908080819, 0x082b081908081908,683    0x082b081908190808, 0x082b081919080808, 0x082b081919082b08, 0x082b0819192b1919,684    0x082b082b08080808, 0x082b082b082b082b, 0x082b082b2b080808, 0x082b082b2b2b2b08,685    0x082b190808080819, 0x082b190808081908, 0x082b190808190808, 0x082b1908082b2b19,686    0x082b190819080808, 0x082b191908080808, 0x082b191919080819, 0x082b19191919082b,687    0x082b19192b192b19, 0x082b192b08080819, 0x082b192b08192b2b, 0x082b192b2b2b192b,688    0x082b2b0808080808, 0x082b2b0808082b08, 0x082b2b0808082b2b, 0x082b2b08082b0808,689    0x082b2b0819191919, 0x082b2b082b082b08, 0x082b2b082b2b082b, 0x082b2b19192b2b08,690    0x082b2b192b190808, 0x082b2b2b08082b08, 0x082b2b2b082b0808, 0x082b2b2b2b08082b,691    0x082b2b2b2b082b08, 0x082b2b2b2b082b2b, 0x1908080808080819, 0x1908080808081908,692    0x190808080808192b, 0x1908080808082b19, 0x1908080808190808, 0x190808080819082b,693    0x1908080808191919, 0x1908080808192b08, 0x19080808082b0819, 0x19080808082b1908,694    0x1908080819080808, 0x190808081908082b, 0x1908080819081919, 0x1908080819082b08,695    0x1908080819082b2b, 0x1908080819190819, 0x1908080819191908, 0x19080808192b0808,696    0x19080808192b1919, 0x190808082b080819, 0x190808082b081908, 0x190808082b190808,697    0x1908081908080808, 0x190808190808082b, 0x1908081908081919, 0x1908081908082b08,698    0x1908081908190819, 0x1908081908191908, 0x19080819082b0808, 0x1908081919080819,699    0x1908081919081908, 0x1908081919190808, 0x190808192b080808, 0x190808192b081919,700    0x190808192b2b082b, 0x1908082b08080819, 0x1908082b08081908, 0x1908082b08190808,701    0x1908082b0819082b, 0x1908082b082b2b19, 0x1908082b19080808, 0x1908190808080808,702    0x190819080808082b, 0x1908190808081919, 0x1908190808082b08, 0x1908190808190819,703    0x1908190808191908, 0x1908190808192b19, 0x19081908082b0808, 0x1908190819080819,704    0x1908190819081908, 0x1908190819190808, 0x190819082b080808, 0x190819082b191908,705    0x1908191908080819, 0x1908191908081908, 0x1908191908190808, 0x19081919082b1908,706    0x1908191919080808, 0x190819192b192b2b, 0x1908192b08080808, 0x1908192b08082b2b,707    0x1908192b19081908, 0x1908192b19190808, 0x19082b0808080819, 0x19082b0808081908,708    0x19082b0808190808, 0x19082b0819080808, 0x19082b0819081919, 0x19082b0819191908,709    0x19082b08192b082b, 0x19082b1908080808, 0x19082b1908190819, 0x19082b1919081908,710    0x19082b1919190808, 0x19082b19192b2b19, 0x19082b2b08081908, 0x1919080808080808,711    0x191908080808082b, 0x1919080808081919, 0x1919080808082b08, 0x1919080808190819,712    0x1919080808191908, 0x19190808082b0808, 0x19190808082b2b08, 0x1919080819080819,713    0x1919080819081908, 0x1919080819190808, 0x191908082b080808, 0x1919081908080819,714    0x1919081908081908, 0x1919081908190808, 0x1919081908191919, 0x1919081919080808,715    0x191908191908082b, 0x1919082b08080808, 0x1919082b19081908, 0x1919082b2b2b2b2b,716    0x1919190808080819, 0x1919190808081908, 0x1919190808190808, 0x19191908082b0819,717    0x1919190819080808, 0x19191908192b0808, 0x191919082b080819, 0x191919082b2b0819,718    0x1919191908080808, 0x1919191908082b08, 0x191919192b080808, 0x191919192b082b08,719    0x1919192b082b0819, 0x1919192b192b2b08, 0x1919192b2b2b0819, 0x19192b0808080808,720    0x19192b0808191908, 0x19192b0819080819, 0x19192b0819190808, 0x19192b082b192b19,721    0x19192b1908192b2b, 0x19192b1919080808, 0x19192b191908082b, 0x19192b2b2b081919,722    0x192b080808080819, 0x192b080808081908, 0x192b080808190808, 0x192b080819080808,723    0x192b080819191908, 0x192b0808192b082b, 0x192b08082b08192b, 0x192b08082b2b2b19,724    0x192b081908080808, 0x192b082b082b1908, 0x192b082b19082b2b, 0x192b082b2b19082b,725    0x192b190808080808, 0x192b19080819192b, 0x192b191908190808, 0x192b191919080808,726    0x192b191919081919, 0x192b19192b2b1908, 0x192b2b0808080819, 0x192b2b08192b2b2b,727    0x192b2b19082b1919, 0x192b2b2b0808192b, 0x192b2b2b19191908, 0x192b2b2b192b082b,728    0x2b08080808080808, 0x2b0808080808082b, 0x2b08080808081919, 0x2b08080808082b08,729    0x2b08080808190819, 0x2b08080808191908, 0x2b080808082b0808, 0x2b080808082b2b2b,730    0x2b08080819080819, 0x2b08080819081908, 0x2b08080819190808, 0x2b0808082b080808,731    0x2b0808082b08082b, 0x2b0808082b2b2b08, 0x2b0808082b2b2b2b, 0x2b08081908080819,732    0x2b08081908081908, 0x2b0808190808192b, 0x2b08081908190808, 0x2b08081919080808,733    0x2b08081919190819, 0x2b08081919192b19, 0x2b08082b08080808, 0x2b08082b082b0808,734    0x2b08082b2b080808, 0x2b08082b2b08082b, 0x2b08082b2b2b0808, 0x2b08082b2b2b2b08,735    0x2b08190808080819, 0x2b08190808081908, 0x2b08190808190808, 0x2b0819080819082b,736    0x2b08190808191919, 0x2b08190819080808, 0x2b081908192b0808, 0x2b0819082b082b19,737    0x2b08191908080808, 0x2b08191919081908, 0x2b0819192b2b1919, 0x2b08192b08192b08,738    0x2b08192b192b2b2b, 0x2b082b0808080808, 0x2b082b0808082b08, 0x2b082b08082b1919,739    0x2b082b0819192b2b, 0x2b082b082b080808, 0x2b082b082b08082b, 0x2b082b082b2b2b08,740    0x2b082b190808192b, 0x2b082b2b082b082b, 0x2b082b2b2b080808, 0x2b082b2b2b082b08,741    0x2b082b2b2b19192b, 0x2b082b2b2b2b2b08, 0x2b19080808080819, 0x2b19080808081908,742    0x2b19080808190808, 0x2b19080819080808, 0x2b1908081919192b, 0x2b1908082b081908,743    0x2b19081908080808, 0x2b190819082b082b, 0x2b190819192b1908, 0x2b19082b1919192b,744    0x2b19082b2b082b19, 0x2b19190808080808, 0x2b19190808081919, 0x2b19190819081908,745    0x2b19190819190808, 0x2b19190819192b08, 0x2b191919082b2b19, 0x2b1919192b190808,746    0x2b1919192b19082b, 0x2b19192b19080819, 0x2b192b0819190819, 0x2b192b082b2b192b,747    0x2b192b1919082b19, 0x2b192b2b08191919, 0x2b192b2b192b0808, 0x2b2b080808080808,748    0x2b2b08080808082b, 0x2b2b080808082b08, 0x2b2b080808082b2b, 0x2b2b0808082b0808,749    0x2b2b0808082b2b2b, 0x2b2b08082b2b0808, 0x2b2b081919190819, 0x2b2b081919192b19,750    0x2b2b08192b2b192b, 0x2b2b082b08080808, 0x2b2b082b0808082b, 0x2b2b082b08082b08,751    0x2b2b082b082b2b2b, 0x2b2b082b2b080808, 0x2b2b082b2b2b0808, 0x2b2b190819080808,752    0x2b2b19082b191919, 0x2b2b192b192b1919, 0x2b2b192b2b192b08, 0x2b2b2b0808082b2b,753    0x2b2b2b08082b0808, 0x2b2b2b08082b082b, 0x2b2b2b08082b2b08, 0x2b2b2b082b2b0808,754    0x2b2b2b082b2b2b08, 0x2b2b2b1908081908, 0x2b2b2b192b081908, 0x2b2b2b192b08192b,755    0x2b2b2b2b082b2b08, 0x2b2b2b2b082b2b2b, 0x2b2b2b2b2b190819, 0x2b2b2b2b2b2b2b2b,756GGML_TABLE_END()757 758GGML_TABLE_BEGIN(uint64_t, iq2s_grid, 1024)759    0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08,760    0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x080808080819192b,761    0x0808080808192b19, 0x08080808082b0808, 0x08080808082b082b, 0x08080808082b1919,762    0x08080808082b2b08, 0x0808080819080819, 0x0808080819081908, 0x080808081908192b,763    0x0808080819082b19, 0x0808080819190808, 0x080808081919082b, 0x0808080819191919,764    0x0808080819192b08, 0x08080808192b0819, 0x08080808192b1908, 0x08080808192b192b,765    0x08080808192b2b19, 0x080808082b080808, 0x080808082b08082b, 0x080808082b081919,766    0x080808082b082b08, 0x080808082b190819, 0x080808082b191908, 0x080808082b2b0808,767    0x080808082b2b1919, 0x080808082b2b2b2b, 0x0808081908080819, 0x0808081908081908,768    0x080808190808192b, 0x0808081908082b19, 0x0808081908190808, 0x080808190819082b,769    0x0808081908191919, 0x0808081908192b08, 0x08080819082b0819, 0x08080819082b1908,770    0x0808081919080808, 0x080808191908082b, 0x0808081919081919, 0x0808081919082b08,771    0x0808081919190819, 0x0808081919191908, 0x080808191919192b, 0x0808081919192b19,772    0x08080819192b0808, 0x08080819192b1919, 0x08080819192b2b08, 0x080808192b080819,773    0x080808192b081908, 0x080808192b190808, 0x080808192b19082b, 0x080808192b191919,774    0x080808192b2b0819, 0x080808192b2b1908, 0x0808082b08080808, 0x0808082b0808082b,775    0x0808082b08081919, 0x0808082b08082b08, 0x0808082b08190819, 0x0808082b08191908,776    0x0808082b082b0808, 0x0808082b082b2b2b, 0x0808082b19080819, 0x0808082b19081908,777    0x0808082b1908192b, 0x0808082b19082b19, 0x0808082b19190808, 0x0808082b19191919,778    0x0808082b2b080808, 0x0808082b2b081919, 0x0808082b2b082b2b, 0x0808082b2b191908,779    0x0808082b2b2b082b, 0x0808190808080819, 0x0808190808081908, 0x080819080808192b,780    0x0808190808082b19, 0x0808190808190808, 0x080819080819082b, 0x0808190808191919,781    0x0808190808192b08, 0x08081908082b0819, 0x08081908082b1908, 0x08081908082b192b,782    0x08081908082b2b19, 0x0808190819080808, 0x080819081908082b, 0x0808190819081919,783    0x0808190819082b08, 0x0808190819082b2b, 0x0808190819190819, 0x0808190819191908,784    0x080819081919192b, 0x0808190819192b19, 0x08081908192b0808, 0x08081908192b082b,785    0x08081908192b1919, 0x080819082b080819, 0x080819082b081908, 0x080819082b08192b,786    0x080819082b082b19, 0x080819082b190808, 0x080819082b191919, 0x080819082b192b08,787    0x080819082b2b0819, 0x080819082b2b1908, 0x0808191908080808, 0x080819190808082b,788    0x0808191908081919, 0x0808191908082b08, 0x0808191908082b2b, 0x0808191908190819,789    0x0808191908191908, 0x080819190819192b, 0x0808191908192b19, 0x08081919082b0808,790    0x08081919082b1919, 0x08081919082b2b08, 0x0808191919080819, 0x0808191919081908,791    0x080819191908192b, 0x0808191919082b19, 0x0808191919190808, 0x080819191919082b,792    0x0808191919191919, 0x0808191919192b08, 0x08081919192b0819, 0x08081919192b1908,793    0x080819192b080808, 0x080819192b08082b, 0x080819192b081919, 0x080819192b082b08,794    0x080819192b190819, 0x080819192b191908, 0x080819192b2b0808, 0x0808192b08080819,795    0x0808192b08081908, 0x0808192b0808192b, 0x0808192b08082b19, 0x0808192b08190808,796    0x0808192b08191919, 0x0808192b19080808, 0x0808192b19081919, 0x0808192b19082b08,797    0x0808192b19190819, 0x0808192b19191908, 0x0808192b192b0808, 0x0808192b2b080819,798    0x0808192b2b081908, 0x0808192b2b190808, 0x08082b0808080808, 0x08082b080808082b,799    0x08082b0808081919, 0x08082b0808082b08, 0x08082b0808190819, 0x08082b0808191908,800    0x08082b080819192b, 0x08082b0808192b19, 0x08082b08082b0808, 0x08082b08082b1919,801    0x08082b08082b2b2b, 0x08082b0819080819, 0x08082b0819081908, 0x08082b081908192b,802    0x08082b0819082b19, 0x08082b0819190808, 0x08082b081919082b, 0x08082b0819191919,803    0x08082b0819192b08, 0x08082b08192b0819, 0x08082b08192b1908, 0x08082b082b080808,804    0x08082b082b081919, 0x08082b082b191908, 0x08082b082b2b2b2b, 0x08082b1908080819,805    0x08082b1908081908, 0x08082b1908190808, 0x08082b190819082b, 0x08082b1908191919,806    0x08082b1908192b08, 0x08082b19082b0819, 0x08082b1919080808, 0x08082b1919081919,807    0x08082b1919082b08, 0x08082b1919190819, 0x08082b1919191908, 0x08082b19192b0808,808    0x08082b192b080819, 0x08082b192b190808, 0x08082b2b08080808, 0x08082b2b08190819,809    0x08082b2b08191908, 0x08082b2b082b082b, 0x08082b2b082b2b08, 0x08082b2b082b2b2b,810    0x08082b2b19190808, 0x08082b2b2b192b19, 0x0819080808080819, 0x0819080808081908,811    0x081908080808192b, 0x0819080808082b19, 0x0819080808190808, 0x081908080819082b,812    0x0819080808191919, 0x0819080808192b08, 0x08190808082b0819, 0x08190808082b1908,813    0x08190808082b192b, 0x0819080819080808, 0x081908081908082b, 0x0819080819081919,814    0x0819080819082b08, 0x0819080819190819, 0x0819080819191908, 0x081908081919192b,815    0x0819080819192b19, 0x08190808192b0808, 0x08190808192b082b, 0x08190808192b1919,816    0x08190808192b2b08, 0x081908082b080819, 0x081908082b081908, 0x081908082b08192b,817    0x081908082b190808, 0x081908082b191919, 0x081908082b192b08, 0x081908082b2b0819,818    0x081908082b2b1908, 0x0819081908080808, 0x081908190808082b, 0x0819081908081919,819    0x0819081908082b08, 0x0819081908082b2b, 0x0819081908190819, 0x0819081908191908,820    0x081908190819192b, 0x0819081908192b19, 0x08190819082b0808, 0x08190819082b082b,821    0x08190819082b1919, 0x08190819082b2b08, 0x0819081919080819, 0x0819081919081908,822    0x081908191908192b, 0x0819081919082b19, 0x0819081919190808, 0x081908191919082b,823    0x0819081919191919, 0x0819081919192b08, 0x08190819192b0819, 0x08190819192b1908,824    0x081908192b080808, 0x081908192b08082b, 0x081908192b081919, 0x081908192b082b08,825    0x081908192b190819, 0x081908192b191908, 0x0819082b08080819, 0x0819082b08081908,826    0x0819082b08082b19, 0x0819082b08190808, 0x0819082b08191919, 0x0819082b082b0819,827    0x0819082b082b1908, 0x0819082b19080808, 0x0819082b19081919, 0x0819082b19190819,828    0x0819082b19191908, 0x0819082b2b080819, 0x0819082b2b081908, 0x0819082b2b190808,829    0x0819190808080808, 0x081919080808082b, 0x0819190808081919, 0x0819190808082b08,830    0x0819190808190819, 0x0819190808191908, 0x081919080819192b, 0x0819190808192b19,831    0x08191908082b0808, 0x08191908082b1919, 0x08191908082b2b08, 0x0819190819080819,832    0x0819190819081908, 0x081919081908192b, 0x0819190819082b19, 0x0819190819190808,833    0x081919081919082b, 0x0819190819191919, 0x0819190819192b08, 0x08191908192b0819,834    0x08191908192b1908, 0x081919082b080808, 0x081919082b08082b, 0x081919082b081919,835    0x081919082b082b08, 0x081919082b190819, 0x081919082b191908, 0x081919082b2b0808,836    0x0819191908080819, 0x0819191908081908, 0x081919190808192b, 0x0819191908082b19,837    0x0819191908190808, 0x081919190819082b, 0x0819191908191919, 0x0819191908192b08,838    0x08191919082b0819, 0x08191919082b1908, 0x0819191919080808, 0x081919191908082b,839    0x0819191919081919, 0x0819191919082b08, 0x0819191919190819, 0x0819191919191908,840    0x08191919192b0808, 0x081919192b080819, 0x081919192b081908, 0x081919192b190808,841    0x0819192b08080808, 0x0819192b08081919, 0x0819192b08082b08, 0x0819192b08190819,842    0x0819192b08191908, 0x0819192b082b0808, 0x0819192b19080819, 0x0819192b19081908,843    0x0819192b19190808, 0x0819192b2b080808, 0x0819192b2b2b2b2b, 0x08192b0808080819,844    0x08192b0808081908, 0x08192b080808192b, 0x08192b0808082b19, 0x08192b0808190808,845    0x08192b0808191919, 0x08192b0808192b08, 0x08192b08082b0819, 0x08192b0819080808,846    0x08192b081908082b, 0x08192b0819081919, 0x08192b0819082b08, 0x08192b0819190819,847    0x08192b0819191908, 0x08192b08192b0808, 0x08192b082b080819, 0x08192b082b081908,848    0x08192b1908080808, 0x08192b190808082b, 0x08192b1908081919, 0x08192b1908082b08,849    0x08192b1908190819, 0x08192b1908191908, 0x08192b19082b0808, 0x08192b1919080819,850    0x08192b1919081908, 0x08192b1919190808, 0x08192b19192b2b19, 0x08192b192b2b082b,851    0x08192b2b08081908, 0x08192b2b08190808, 0x08192b2b19080808, 0x08192b2b1919192b,852    0x082b080808080808, 0x082b08080808082b, 0x082b080808081919, 0x082b080808082b08,853    0x082b080808190819, 0x082b080808191908, 0x082b08080819192b, 0x082b080808192b19,854    0x082b0808082b0808, 0x082b0808082b1919, 0x082b0808082b2b2b, 0x082b080819080819,855    0x082b080819081908, 0x082b080819190808, 0x082b08081919082b, 0x082b080819191919,856    0x082b0808192b1908, 0x082b08082b080808, 0x082b08082b082b2b, 0x082b08082b191908,857    0x082b08082b2b2b2b, 0x082b081908080819, 0x082b081908081908, 0x082b081908190808,858    0x082b08190819082b, 0x082b081908191919, 0x082b0819082b0819, 0x082b081919080808,859    0x082b08191908082b, 0x082b081919081919, 0x082b081919190819, 0x082b081919191908,860    0x082b0819192b0808, 0x082b08192b080819, 0x082b08192b081908, 0x082b08192b190808,861    0x082b082b08080808, 0x082b082b08082b2b, 0x082b082b082b082b, 0x082b082b082b2b08,862    0x082b082b082b2b2b, 0x082b082b19081908, 0x082b082b19190808, 0x082b082b2b082b08,863    0x082b082b2b082b2b, 0x082b082b2b2b2b08, 0x082b190808080819, 0x082b190808081908,864    0x082b19080808192b, 0x082b190808082b19, 0x082b190808190808, 0x082b190808191919,865    0x082b190808192b08, 0x082b1908082b0819, 0x082b1908082b1908, 0x082b190819080808,866    0x082b19081908082b, 0x082b190819081919, 0x082b190819082b08, 0x082b190819190819,867    0x082b190819191908, 0x082b1908192b0808, 0x082b19082b080819, 0x082b19082b081908,868    0x082b19082b190808, 0x082b191908080808, 0x082b191908081919, 0x082b191908082b08,869    0x082b191908190819, 0x082b191908191908, 0x082b1919082b0808, 0x082b191919080819,870    0x082b191919081908, 0x082b191919190808, 0x082b1919192b192b, 0x082b19192b080808,871    0x082b192b08080819, 0x082b192b08081908, 0x082b192b08190808, 0x082b192b19080808,872    0x082b192b19192b19, 0x082b2b0808080808, 0x082b2b0808081919, 0x082b2b0808190819,873    0x082b2b0808191908, 0x082b2b0819080819, 0x082b2b0819081908, 0x082b2b0819190808,874    0x082b2b082b082b2b, 0x082b2b082b2b2b2b, 0x082b2b1908080819, 0x082b2b1908081908,875    0x082b2b1908190808, 0x082b2b192b191919, 0x082b2b2b08082b2b, 0x082b2b2b082b082b,876    0x082b2b2b192b1908, 0x082b2b2b2b082b08, 0x082b2b2b2b082b2b, 0x1908080808080819,877    0x1908080808081908, 0x190808080808192b, 0x1908080808082b19, 0x1908080808190808,878    0x190808080819082b, 0x1908080808191919, 0x1908080808192b08, 0x1908080808192b2b,879    0x19080808082b0819, 0x19080808082b1908, 0x19080808082b192b, 0x1908080819080808,880    0x190808081908082b, 0x1908080819081919, 0x1908080819082b08, 0x1908080819082b2b,881    0x1908080819190819, 0x1908080819191908, 0x190808081919192b, 0x1908080819192b19,882    0x19080808192b0808, 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0x1919081908192b08, 0x19190819082b0819, 0x19190819082b1908,929    0x1919081919080808, 0x191908191908082b, 0x1919081919081919, 0x1919081919082b08,930    0x1919081919190819, 0x1919081919191908, 0x19190819192b0808, 0x191908192b080819,931    0x191908192b081908, 0x191908192b190808, 0x1919082b08080808, 0x1919082b08081919,932    0x1919082b08082b08, 0x1919082b08190819, 0x1919082b08191908, 0x1919082b082b0808,933    0x1919082b19080819, 0x1919082b19081908, 0x1919082b19190808, 0x1919082b192b2b19,934    0x1919082b2b080808, 0x1919190808080819, 0x1919190808081908, 0x191919080808192b,935    0x1919190808082b19, 0x1919190808190808, 0x191919080819082b, 0x1919190808191919,936    0x1919190808192b08, 0x19191908082b0819, 0x19191908082b1908, 0x1919190819080808,937    0x191919081908082b, 0x1919190819081919, 0x1919190819082b08, 0x1919190819190819,938    0x1919190819191908, 0x19191908192b0808, 0x191919082b080819, 0x191919082b081908,939    0x191919082b190808, 0x1919191908080808, 0x191919190808082b, 0x1919191908081919,940    0x1919191908082b08, 0x1919191908190819, 0x1919191908191908, 0x19191919082b0808,941    0x1919191919080819, 0x1919191919081908, 0x1919191919190808, 0x191919192b080808,942    0x1919192b08080819, 0x1919192b08081908, 0x1919192b08190808, 0x1919192b082b192b,943    0x1919192b19080808, 0x19192b0808080808, 0x19192b080808082b, 0x19192b0808081919,944    0x19192b0808082b08, 0x19192b0808190819, 0x19192b0808191908, 0x19192b08082b0808,945    0x19192b0819080819, 0x19192b0819081908, 0x19192b0819190808, 0x19192b0819192b2b,946    0x19192b082b080808, 0x19192b1908080819, 0x19192b1908081908, 0x19192b1908190808,947    0x19192b1919080808, 0x19192b2b08080808, 0x19192b2b08192b19, 0x19192b2b2b081919,948    0x19192b2b2b2b2b08, 0x192b080808080819, 0x192b080808081908, 0x192b08080808192b,949    0x192b080808190808, 0x192b08080819082b, 0x192b080808191919, 0x192b080808192b08,950    0x192b0808082b0819, 0x192b0808082b1908, 0x192b080819080808, 0x192b080819081919,951    0x192b080819082b08, 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0x192b2b1908080808,963    0x192b2b19082b2b2b, 0x192b2b2b1908082b, 0x192b2b2b2b2b0819, 0x2b08080808080808,964    0x2b0808080808082b, 0x2b08080808081919, 0x2b08080808082b08, 0x2b08080808190819,965    0x2b08080808191908, 0x2b08080808192b19, 0x2b080808082b0808, 0x2b080808082b1919,966    0x2b08080819080819, 0x2b08080819081908, 0x2b08080819190808, 0x2b0808081919082b,967    0x2b08080819191919, 0x2b08080819192b08, 0x2b080808192b0819, 0x2b0808082b080808,968    0x2b0808082b081919, 0x2b0808082b190819, 0x2b0808082b191908, 0x2b08081908080819,969    0x2b08081908081908, 0x2b08081908082b19, 0x2b08081908190808, 0x2b0808190819082b,970    0x2b08081908191919, 0x2b08081908192b08, 0x2b080819082b0819, 0x2b080819082b1908,971    0x2b08081919080808, 0x2b0808191908082b, 0x2b08081919081919, 0x2b08081919082b08,972    0x2b08081919190819, 0x2b08081919191908, 0x2b0808192b080819, 0x2b0808192b081908,973    0x2b0808192b190808, 0x2b0808192b2b2b19, 0x2b08082b08080808, 0x2b08082b08081919,974    0x2b08082b08082b2b, 0x2b08082b08190819, 0x2b08082b08191908, 0x2b08082b19080819,975    0x2b08082b19081908, 0x2b08082b19190808, 0x2b08190808080819, 0x2b08190808081908,976    0x2b0819080808192b, 0x2b08190808082b19, 0x2b08190808190808, 0x2b0819080819082b,977    0x2b08190808191919, 0x2b08190808192b08, 0x2b081908082b0819, 0x2b08190819080808,978    0x2b0819081908082b, 0x2b08190819081919, 0x2b08190819082b08, 0x2b08190819190819,979    0x2b08190819191908, 0x2b081908192b0808, 0x2b0819082b080819, 0x2b0819082b081908,980    0x2b0819082b190808, 0x2b08191908080808, 0x2b0819190808082b, 0x2b08191908081919,981    0x2b08191908082b08, 0x2b08191908190819, 0x2b08191908191908, 0x2b081919082b0808,982    0x2b08191919080819, 0x2b08191919081908, 0x2b08191919190808, 0x2b0819192b080808,983    0x2b0819192b082b2b, 0x2b08192b08080819, 0x2b08192b08081908, 0x2b08192b08190808,984    0x2b08192b082b2b19, 0x2b08192b19080808, 0x2b082b0808080808, 0x2b082b0808081919,985    0x2b082b0808190819, 0x2b082b0808191908, 0x2b082b0819080819, 0x2b082b0819081908,986    0x2b082b0819190808, 0x2b082b082b2b082b, 0x2b082b1908080819, 0x2b082b1908081908,987    0x2b082b1919080808, 0x2b082b19192b1919, 0x2b082b2b082b082b, 0x2b082b2b19192b08,988    0x2b082b2b19192b2b, 0x2b082b2b2b08082b, 0x2b082b2b2b2b082b, 0x2b19080808080819,989    0x2b19080808081908, 0x2b19080808082b19, 0x2b19080808190808, 0x2b1908080819082b,990    0x2b19080808191919, 0x2b19080808192b08, 0x2b190808082b1908, 0x2b19080819080808,991    0x2b1908081908082b, 0x2b19080819081919, 0x2b19080819082b08, 0x2b19080819190819,992    0x2b19080819191908, 0x2b190808192b0808, 0x2b1908082b080819, 0x2b1908082b081908,993    0x2b1908082b190808, 0x2b19081908080808, 0x2b19081908081919, 0x2b19081908190819,994    0x2b19081908191908, 0x2b19081919080819, 0x2b19081919081908, 0x2b19081919190808,995    0x2b19081919192b2b, 0x2b19082b08080819, 0x2b19082b08081908, 0x2b19082b08190808,996    0x2b19082b19080808, 0x2b19082b2b2b192b, 0x2b19190808080808, 0x2b1919080808082b,997    0x2b19190808081919, 0x2b19190808082b08, 0x2b19190808190819, 0x2b19190808191908,998    0x2b191908082b0808, 0x2b19190819080819, 0x2b19190819081908, 0x2b19190819190808,999    0x2b1919082b080808, 0x2b1919082b19192b, 0x2b19191908080819, 0x2b19191908081908,1000    0x2b19191908190808, 0x2b19191919080808, 0x2b1919192b192b08, 0x2b1919192b2b0819,1001    0x2b19192b08080808, 0x2b19192b1908192b, 0x2b19192b192b1908, 0x2b192b0808080819,1002    0x2b192b0808081908, 0x2b192b0808190808, 0x2b192b08082b192b, 0x2b192b0819080808,1003    0x2b192b082b2b2b19, 0x2b192b1908080808, 0x2b192b1919082b19, 0x2b192b191919082b,1004    0x2b192b2b2b190808, 0x2b2b080808080808, 0x2b2b080808081919, 0x2b2b080808082b2b,1005    0x2b2b080808191908, 0x2b2b0808082b082b, 0x2b2b0808082b2b2b, 0x2b2b080819080819,1006    0x2b2b080819081908, 0x2b2b080819190808, 0x2b2b08082b2b082b, 0x2b2b08082b2b2b2b,1007    0x2b2b081919080808, 0x2b2b0819192b1919, 0x2b2b082b0808082b, 0x2b2b082b08082b2b,1008    0x2b2b082b082b082b, 0x2b2b082b082b2b08, 0x2b2b082b082b2b2b, 0x2b2b082b2b08082b,1009    0x2b2b082b2b082b08, 0x2b2b082b2b082b2b, 0x2b2b082b2b2b2b08, 0x2b2b190808080819,1010    0x2b2b190808081908, 0x2b2b190808190808, 0x2b2b190819080808, 0x2b2b19082b082b19,1011    0x2b2b19082b2b1908, 0x2b2b191908080808, 0x2b2b191908192b19, 0x2b2b192b19190819,1012    0x2b2b2b0808082b2b, 0x2b2b2b08082b2b08, 0x2b2b2b082b2b082b, 0x2b2b2b1919191908,1013    0x2b2b2b192b08192b, 0x2b2b2b2b08082b08, 0x2b2b2b2b08082b2b, 0x2b2b2b2b082b0808,1014    0x2b2b2b2b082b082b, 0x2b2b2b2b082b2b08, 0x2b2b2b2b2b082b08, 0x2b2b2b2b2b2b2b2b,1015GGML_TABLE_END()1016 1017GGML_TABLE_BEGIN(uint32_t, iq3xxs_grid, 256)1018    0x04040404, 0x04040414, 0x04040424, 0x04040c0c, 0x04040c1c, 0x04040c3e, 0x04041404, 0x04041414,1019    0x04041c0c, 0x04042414, 0x04043e1c, 0x04043e2c, 0x040c040c, 0x040c041c, 0x040c0c04, 0x040c0c14,1020    0x040c140c, 0x040c142c, 0x040c1c04, 0x040c1c14, 0x040c240c, 0x040c2c24, 0x040c3e04, 0x04140404,1021    0x04140414, 0x04140424, 0x04140c0c, 0x04141404, 0x04141414, 0x04141c0c, 0x04141c1c, 0x04141c3e,1022    0x04142c0c, 0x04142c3e, 0x04143e2c, 0x041c040c, 0x041c043e, 0x041c0c04, 0x041c0c14, 0x041c142c,1023    0x041c3e04, 0x04240c1c, 0x04241c3e, 0x04242424, 0x04242c3e, 0x04243e1c, 0x04243e2c, 0x042c040c,1024    0x042c043e, 0x042c1c14, 0x042c2c14, 0x04341c2c, 0x04343424, 0x043e0c04, 0x043e0c24, 0x043e0c34,1025    0x043e241c, 0x043e340c, 0x0c04040c, 0x0c04041c, 0x0c040c04, 0x0c040c14, 0x0c04140c, 0x0c04141c,1026    0x0c041c04, 0x0c041c14, 0x0c041c24, 0x0c04243e, 0x0c042c04, 0x0c0c0404, 0x0c0c0414, 0x0c0c0c0c,1027    0x0c0c1404, 0x0c0c1414, 0x0c14040c, 0x0c14041c, 0x0c140c04, 0x0c140c14, 0x0c14140c, 0x0c141c04,1028    0x0c143e14, 0x0c1c0404, 0x0c1c0414, 0x0c1c1404, 0x0c1c1c0c, 0x0c1c2434, 0x0c1c3434, 0x0c24040c,1029    0x0c24042c, 0x0c242c04, 0x0c2c1404, 0x0c2c1424, 0x0c2c2434, 0x0c2c3e0c, 0x0c34042c, 0x0c3e1414,1030    0x0c3e2404, 0x14040404, 0x14040414, 0x14040c0c, 0x14040c1c, 0x14041404, 0x14041414, 0x14041434,1031    0x14041c0c, 0x14042414, 0x140c040c, 0x140c041c, 0x140c042c, 0x140c0c04, 0x140c0c14, 0x140c140c,1032    0x140c1c04, 0x140c341c, 0x140c343e, 0x140c3e04, 0x14140404, 0x14140414, 0x14140c0c, 0x14140c3e,1033    0x14141404, 0x14141414, 0x14141c3e, 0x14142404, 0x14142c2c, 0x141c040c, 0x141c0c04, 0x141c0c24,1034    0x141c3e04, 0x141c3e24, 0x14241c2c, 0x14242c1c, 0x142c041c, 0x142c143e, 0x142c240c, 0x142c3e24,1035    0x143e040c, 0x143e041c, 0x143e0c34, 0x143e242c, 0x1c04040c, 0x1c040c04, 0x1c040c14, 0x1c04140c,1036    0x1c04141c, 0x1c042c04, 0x1c04342c, 0x1c043e14, 0x1c0c0404, 0x1c0c0414, 0x1c0c1404, 0x1c0c1c0c,1037    0x1c0c2424, 0x1c0c2434, 0x1c14040c, 0x1c14041c, 0x1c140c04, 0x1c14142c, 0x1c142c14, 0x1c143e14,1038    0x1c1c0c0c, 0x1c1c1c1c, 0x1c241c04, 0x1c24243e, 0x1c243e14, 0x1c2c0404, 0x1c2c0434, 0x1c2c1414,1039    0x1c2c2c2c, 0x1c340c24, 0x1c341c34, 0x1c34341c, 0x1c3e1c1c, 0x1c3e3404, 0x24040424, 0x24040c3e,1040    0x24041c2c, 0x24041c3e, 0x24042c1c, 0x24042c3e, 0x240c3e24, 0x24141404, 0x24141c3e, 0x24142404,1041    0x24143404, 0x24143434, 0x241c043e, 0x241c242c, 0x24240424, 0x24242c0c, 0x24243424, 0x242c142c,1042    0x242c241c, 0x242c3e04, 0x243e042c, 0x243e0c04, 0x243e0c14, 0x243e1c04, 0x2c040c14, 0x2c04240c,1043    0x2c043e04, 0x2c0c0404, 0x2c0c0434, 0x2c0c1434, 0x2c0c2c2c, 0x2c140c24, 0x2c141c14, 0x2c143e14,1044    0x2c1c0414, 0x2c1c2c1c, 0x2c240c04, 0x2c24141c, 0x2c24143e, 0x2c243e14, 0x2c2c0414, 0x2c2c1c0c,1045    0x2c342c04, 0x2c3e1424, 0x2c3e2414, 0x34041424, 0x34042424, 0x34042434, 0x34043424, 0x340c140c,1046    0x340c340c, 0x34140c3e, 0x34143424, 0x341c1c04, 0x341c1c34, 0x34242424, 0x342c042c, 0x342c2c14,1047    0x34341c1c, 0x343e041c, 0x343e140c, 0x3e04041c, 0x3e04042c, 0x3e04043e, 0x3e040c04, 0x3e041c14,1048    0x3e042c14, 0x3e0c1434, 0x3e0c2404, 0x3e140c14, 0x3e14242c, 0x3e142c14, 0x3e1c0404, 0x3e1c0c2c,1049    0x3e1c1c1c, 0x3e1c3404, 0x3e24140c, 0x3e24240c, 0x3e2c0404, 0x3e2c0414, 0x3e2c1424, 0x3e341c04,1050GGML_TABLE_END()1051 1052GGML_TABLE_BEGIN(uint32_t, iq3s_grid, 512)1053    0x01010101, 0x01010103, 0x01010105, 0x0101010b, 0x0101010f, 0x01010301, 0x01010303, 0x01010305,1054    0x01010309, 0x0101030d, 0x01010501, 0x01010503, 0x0101050b, 0x01010707, 0x01010901, 0x01010905,1055    0x0101090b, 0x0101090f, 0x01010b03, 0x01010b07, 0x01010d01, 0x01010d05, 0x01010f03, 0x01010f09,1056    0x01010f0f, 0x01030101, 0x01030103, 0x01030105, 0x01030109, 0x01030301, 0x01030303, 0x0103030b,1057    0x01030501, 0x01030507, 0x0103050f, 0x01030703, 0x0103070b, 0x01030909, 0x01030d03, 0x01030d0b,1058    0x01030f05, 0x01050101, 0x01050103, 0x0105010b, 0x0105010f, 0x01050301, 0x01050307, 0x0105030d,1059    0x01050503, 0x0105050b, 0x01050701, 0x01050709, 0x01050905, 0x0105090b, 0x0105090f, 0x01050b03,1060    0x01050b07, 0x01050f01, 0x01050f07, 0x01070107, 0x01070303, 0x0107030b, 0x01070501, 0x01070505,1061    0x01070703, 0x01070707, 0x0107070d, 0x01070909, 0x01070b01, 0x01070b05, 0x01070d0f, 0x01070f03,1062    0x01070f0b, 0x01090101, 0x01090307, 0x0109030f, 0x01090503, 0x01090509, 0x01090705, 0x01090901,1063    0x01090907, 0x01090b03, 0x01090f01, 0x010b0105, 0x010b0109, 0x010b0501, 0x010b0505, 0x010b050d,1064    0x010b0707, 0x010b0903, 0x010b090b, 0x010b090f, 0x010b0d0d, 0x010b0f07, 0x010d010d, 0x010d0303,1065    0x010d0307, 0x010d0703, 0x010d0b05, 0x010d0f03, 0x010f0101, 0x010f0105, 0x010f0109, 0x010f0501,1066    0x010f0505, 0x010f050d, 0x010f0707, 0x010f0b01, 0x010f0b09, 0x03010101, 0x03010103, 0x03010105,1067    0x03010109, 0x03010301, 0x03010303, 0x03010307, 0x0301030b, 0x0301030f, 0x03010501, 0x03010505,1068    0x03010703, 0x03010709, 0x0301070d, 0x03010b09, 0x03010b0d, 0x03010d03, 0x03010f05, 0x03030101,1069    0x03030103, 0x03030107, 0x0303010d, 0x03030301, 0x03030309, 0x03030503, 0x03030701, 0x03030707,1070    0x03030903, 0x03030b01, 0x03030b05, 0x03030f01, 0x03030f0d, 0x03050101, 0x03050305, 0x0305030b,1071    0x0305030f, 0x03050501, 0x03050509, 0x03050705, 0x03050901, 0x03050907, 0x03050b0b, 0x03050d01,1072    0x03050f05, 0x03070103, 0x03070109, 0x0307010f, 0x03070301, 0x03070307, 0x03070503, 0x0307050f,1073    0x03070701, 0x03070709, 0x03070903, 0x03070d05, 0x03070f01, 0x03090107, 0x0309010b, 0x03090305,1074    0x03090309, 0x03090703, 0x03090707, 0x03090905, 0x0309090d, 0x03090b01, 0x03090b09, 0x030b0103,1075    0x030b0301, 0x030b0307, 0x030b0503, 0x030b0701, 0x030b0705, 0x030b0b03, 0x030d0501, 0x030d0509,1076    0x030d050f, 0x030d0909, 0x030d090d, 0x030f0103, 0x030f0107, 0x030f0301, 0x030f0305, 0x030f0503,1077    0x030f070b, 0x030f0903, 0x030f0d05, 0x030f0f01, 0x05010101, 0x05010103, 0x05010107, 0x0501010b,1078    0x0501010f, 0x05010301, 0x05010305, 0x05010309, 0x0501030d, 0x05010503, 0x05010507, 0x0501050f,1079    0x05010701, 0x05010705, 0x05010903, 0x05010907, 0x0501090b, 0x05010b01, 0x05010b05, 0x05010d0f,1080    0x05010f01, 0x05010f07, 0x05010f0b, 0x05030101, 0x05030105, 0x05030301, 0x05030307, 0x0503030f,1081    0x05030505, 0x0503050b, 0x05030703, 0x05030709, 0x05030905, 0x05030b03, 0x05050103, 0x05050109,1082    0x0505010f, 0x05050503, 0x05050507, 0x05050701, 0x0505070f, 0x05050903, 0x05050b07, 0x05050b0f,1083    0x05050f03, 0x05050f09, 0x05070101, 0x05070105, 0x0507010b, 0x05070303, 0x05070505, 0x05070509,1084    0x05070703, 0x05070707, 0x05070905, 0x05070b01, 0x05070d0d, 0x05090103, 0x0509010f, 0x05090501,1085    0x05090507, 0x05090705, 0x0509070b, 0x05090903, 0x05090f05, 0x05090f0b, 0x050b0109, 0x050b0303,1086    0x050b0505, 0x050b070f, 0x050b0901, 0x050b0b07, 0x050b0f01, 0x050d0101, 0x050d0105, 0x050d010f,1087    0x050d0503, 0x050d0b0b, 0x050d0d03, 0x050f010b, 0x050f0303, 0x050f050d, 0x050f0701, 0x050f0907,1088    0x050f0b01, 0x07010105, 0x07010303, 0x07010307, 0x0701030b, 0x0701030f, 0x07010505, 0x07010703,1089    0x07010707, 0x0701070b, 0x07010905, 0x07010909, 0x0701090f, 0x07010b03, 0x07010d07, 0x07010f03,1090    0x07030103, 0x07030107, 0x0703010b, 0x07030309, 0x07030503, 0x07030507, 0x07030901, 0x07030d01,1091    0x07030f05, 0x07030f0d, 0x07050101, 0x07050305, 0x07050501, 0x07050705, 0x07050709, 0x07050b01,1092    0x07070103, 0x07070301, 0x07070309, 0x07070503, 0x07070507, 0x0707050f, 0x07070701, 0x07070903,1093    0x07070907, 0x0707090f, 0x07070b0b, 0x07070f07, 0x07090107, 0x07090303, 0x0709030d, 0x07090505,1094    0x07090703, 0x07090b05, 0x07090d01, 0x07090d09, 0x070b0103, 0x070b0301, 0x070b0305, 0x070b050b,1095    0x070b0705, 0x070b0909, 0x070b0b0d, 0x070b0f07, 0x070d030d, 0x070d0903, 0x070f0103, 0x070f0107,1096    0x070f0501, 0x070f0505, 0x070f070b, 0x09010101, 0x09010109, 0x09010305, 0x09010501, 0x09010509,1097    0x0901050f, 0x09010705, 0x09010903, 0x09010b01, 0x09010f01, 0x09030105, 0x0903010f, 0x09030303,1098    0x09030307, 0x09030505, 0x09030701, 0x0903070b, 0x09030907, 0x09030b03, 0x09030b0b, 0x09050103,1099    0x09050107, 0x09050301, 0x0905030b, 0x09050503, 0x09050707, 0x09050901, 0x09050b0f, 0x09050d05,1100    0x09050f01, 0x09070109, 0x09070303, 0x09070307, 0x09070501, 0x09070505, 0x09070703, 0x0907070b,1101    0x09090101, 0x09090105, 0x09090509, 0x0909070f, 0x09090901, 0x09090f03, 0x090b010b, 0x090b010f,1102    0x090b0503, 0x090b0d05, 0x090d0307, 0x090d0709, 0x090d0d01, 0x090f0301, 0x090f030b, 0x090f0701,1103    0x090f0907, 0x090f0b03, 0x0b010105, 0x0b010301, 0x0b010309, 0x0b010505, 0x0b010901, 0x0b010909,1104    0x0b01090f, 0x0b010b05, 0x0b010d0d, 0x0b010f09, 0x0b030103, 0x0b030107, 0x0b03010b, 0x0b030305,1105    0x0b030503, 0x0b030705, 0x0b030f05, 0x0b050101, 0x0b050303, 0x0b050507, 0x0b050701, 0x0b05070d,1106    0x0b050b07, 0x0b070105, 0x0b07010f, 0x0b070301, 0x0b07050f, 0x0b070909, 0x0b070b03, 0x0b070d0b,1107    0x0b070f07, 0x0b090103, 0x0b090109, 0x0b090501, 0x0b090705, 0x0b09090d, 0x0b0b0305, 0x0b0b050d,1108    0x0b0b0b03, 0x0b0b0b07, 0x0b0d0905, 0x0b0f0105, 0x0b0f0109, 0x0b0f0505, 0x0d010303, 0x0d010307,1109    0x0d01030b, 0x0d010703, 0x0d010707, 0x0d010d01, 0x0d030101, 0x0d030501, 0x0d03050f, 0x0d030d09,1110    0x0d050305, 0x0d050709, 0x0d050905, 0x0d050b0b, 0x0d050d05, 0x0d050f01, 0x0d070101, 0x0d070309,1111    0x0d070503, 0x0d070901, 0x0d09050b, 0x0d090907, 0x0d090d05, 0x0d0b0101, 0x0d0b0107, 0x0d0b0709,1112    0x0d0b0d01, 0x0d0d010b, 0x0d0d0901, 0x0d0f0303, 0x0d0f0307, 0x0f010101, 0x0f010109, 0x0f01010f,1113    0x0f010501, 0x0f010505, 0x0f01070d, 0x0f010901, 0x0f010b09, 0x0f010d05, 0x0f030105, 0x0f030303,1114    0x0f030509, 0x0f030907, 0x0f03090b, 0x0f050103, 0x0f050109, 0x0f050301, 0x0f05030d, 0x0f050503,1115    0x0f050701, 0x0f050b03, 0x0f070105, 0x0f070705, 0x0f07070b, 0x0f070b07, 0x0f090103, 0x0f09010b,1116    0x0f090307, 0x0f090501, 0x0f090b01, 0x0f0b0505, 0x0f0b0905, 0x0f0d0105, 0x0f0d0703, 0x0f0f0101,1117GGML_TABLE_END()1118 1119// TODO: fix name to kvalues_iq4_nl1120GGML_TABLE_BEGIN(int8_t, kvalues_iq4nl, 16)1121    -127, -104, -83, -65, -49, -35, -22, -10, 1, 13, 25, 38, 53, 69, 89, 113,1122GGML_TABLE_END()1123 1124// e2m1 values (doubled), shared by MXFP4 and NVFP41125// ref: https://www.opencompute.org/documents/ocp-microscaling-formats-mx-v1-0-spec-final-pdf1126GGML_TABLE_BEGIN(int8_t, kvalues_fp4, 16)1127    0, 1, 2, 3, 4, 6, 8, 12, 0, -1, -2, -3, -4, -6, -8, -12,1128GGML_TABLE_END()1129#define kvalues_mxfp4 kvalues_fp41130 1131#define NGRID_IQ1S 20481132#define IQ1S_DELTA 0.125f1133#define IQ1M_DELTA 0.125f1134#if defined(GGML_COMMON_IMPL_C)1135GGML_TABLE_BEGIN(uint64_t, iq1s_grid, NGRID_IQ1S)1136    0xffffffffffffffff, 0xffffffffffffff01, 0xffffffffffff0000, 0xffffffffffff01ff,1137    0xffffffffffff0101, 0xffffffffff00ff00, 0xffffffffff000000, 0xffffffffff01ffff,1138    0xffffffffff01ff01, 0xffffffffff0101ff, 0xffffffffff010101, 0xffffffff00ff0000,1139    0xffffffff0000ff00, 0xffffffff000000ff, 0xffffffff00000001, 0xffffffff00010000,1140    0xffffffff01ffffff, 0xffffffff01ffff01, 0xffffffff01ff01ff, 0xffffffff01ff0101,1141    0xffffffff01000000, 0xffffffff0101ffff, 0xffffffff0101ff01, 0xffffffff010101ff,1142    0xffffffff01010101, 0xffffff00ffff00ff, 0xffffff00ffff0000, 0xffffff00ff00ff00,1143    0xffffff00ff0000ff, 0xffffff00ff000001, 0xffffff00ff000100, 0xffffff00ff000101,1144    0xffffff00ff010000, 0xffffff0000ffff00, 0xffffff0000ff0001, 0xffffff0000ff0100,1145    0xffffff000000ff01, 0xffffff0000000000, 0xffffff0000000101, 0xffffff000001ff00,1146    0xffffff00000100ff, 0xffffff0000010001, 0xffffff00000101ff, 0xffffff0001ff0000,1147    0xffffff000100ff00, 0xffffff00010000ff, 0xffffff0001000001, 0xffffff0001010000,1148    0xffffff01ffffffff, 0xffffff01ffffff01, 0xffffff01ffff01ff, 0xffffff01ffff0101,1149    0xffffff01ff000000, 0xffffff01ff01ffff, 0xffffff01ff01ff01, 0xffffff01ff0101ff,1150    0xffffff01ff010101, 0xffffff0100ff0000, 0xffffff010000ff00, 0xffffff0100000100,1151    0xffffff01000100ff, 0xffffff0100010100, 0xffffff0101ffffff, 0xffffff0101ffff01,1152    0xffffff0101ff01ff, 0xffffff0101ff0101, 0xffffff010100ff00, 0xffffff0101000000,1153    0xffffff0101000100, 0xffffff010101ffff, 0xffffff010101ff01, 0xffffff01010101ff,1154    0xffffff0101010101, 0xffff00ffff00ff00, 0xffff00ffff0000ff, 0xffff00ffff000001,1155    0xffff00ffff010000, 0xffff00ff00ffff00, 0xffff00ff00ff0100, 0xffff00ff00000000,1156    0xffff00ff00000101, 0xffff00ff000100ff, 0xffff00ff00010000, 0xffff00ff0100ff00,1157    0xffff00ff01000100, 0xffff00ff01010000, 0xffff0000ffffff00, 0xffff0000ffff00ff,1158    0xffff0000ffff0000, 0xffff0000ffff0001, 0xffff0000ff000000, 0xffff0000ff0001ff,1159    0xffff0000ff000101, 0xffff0000ff010100, 0xffff000000ffffff, 0xffff000000ff0000,1160    0xffff000000ff0101, 0xffff00000000ffff, 0xffff00000000ff00, 0xffff0000000000ff,1161    0xffff000000000000, 0xffff000000000001, 0xffff000000000100, 0xffff00000001ffff,1162    0xffff00000001ff01, 0xffff000000010000, 0xffff0000000101ff, 0xffff000000010101,1163    0xffff000001ffff00, 0xffff00000100ff00, 0xffff000001000000, 0xffff0000010001ff,1164    0xffff000001000101, 0xffff00000101ff00, 0xffff0000010100ff, 0xffff000001010000,1165    0xffff000001010001, 0xffff000001010100, 0xffff0001ff0000ff, 0xffff0001ff000100,1166    0xffff000100ffff00, 0xffff000100ff00ff, 0xffff00010000ffff, 0xffff00010000ff01,1167    0xffff000100000000, 0xffff0001000001ff, 0xffff00010001ffff, 0xffff00010001ff00,1168    0xffff000100010001, 0xffff000100010100, 0xffff000101ff0000, 0xffff00010100ff00,1169    0xffff0001010000ff, 0xffff000101000100, 0xffff01ffffffffff, 0xffff01ffffffff01,1170    0xffff01ffffff01ff, 0xffff01ffffff0101, 0xffff01ffff000000, 0xffff01ffff01ffff,1171    0xffff01ffff01ff01, 0xffff01ffff0101ff, 0xffff01ffff010101, 0xffff01ff00ff0000,1172    0xffff01ff0000ff00, 0xffff01ff00000001, 0xffff01ff00010000, 0xffff01ff01ffffff,1173    0xffff01ff01ffff01, 0xffff01ff01ff01ff, 0xffff01ff01ff0101, 0xffff01ff01000000,1174    0xffff01ff0101ffff, 0xffff01ff0101ff01, 0xffff01ff010101ff, 0xffff01ff01010101,1175    0xffff0100ffff0000, 0xffff0100ff00ff00, 0xffff0100ff0000ff, 0xffff0100ff000100,1176    0xffff0100ff0100ff, 0xffff0100ff010000, 0xffff010000ffff00, 0xffff01000000ffff,1177    0xffff01000000ff00, 0xffff010000000000, 0xffff01000001ff00, 0xffff0100000100ff,1178    0xffff010000010100, 0xffff01000100ff00, 0xffff0100010000ff, 0xffff010001000001,1179    0xffff010001000100, 0xffff010001010000, 0xffff0101ffffffff, 0xffff0101ffffff01,1180    0xffff0101ffff01ff, 0xffff0101ffff0101, 0xffff0101ff000000, 0xffff0101ff01ffff,1181    0xffff0101ff01ff01, 0xffff0101ff0101ff, 0xffff0101ff010101, 0xffff010100ff0000,1182    0xffff01010000ff00, 0xffff010100000100, 0xffff01010001ff00, 0xffff010100010000,1183    0xffff010101ffffff, 0xffff010101ffff01, 0xffff010101ff0000, 0xffff010101ff01ff,1184    0xffff010101ff0101, 0xffff010101000000, 0xffff01010101ffff, 0xffff01010101ff01,1185    0xffff0101010101ff, 0xffff010101010101, 0xff00ffffff00ffff, 0xff00ffffff00ff00,1186    0xff00ffffff0000ff, 0xff00ffffff000100, 0xff00ffffff0100ff, 0xff00ffffff010000,1187    0xff00ffff00ffff00, 0xff00ffff00ff00ff, 0xff00ffff0000ffff, 0xff00ffff00000000,1188    0xff00ffff000001ff, 0xff00ffff0001ff00, 0xff00ffff000100ff, 0xff00ffff00010000,1189    0xff00ffff00010100, 0xff00ffff0100ff00, 0xff00ffff010000ff, 0xff00ffff01000001,1190    0xff00ffff0101ff00, 0xff00ffff01010000, 0xff00ff00ffffff00, 0xff00ff00ffff00ff,1191    0xff00ff00ffff0001, 0xff00ff00ffff0100, 0xff00ff00ff00ffff, 0xff00ff00ff00ff01,1192    0xff00ff00ff000000, 0xff00ff00ff0001ff, 0xff00ff00ff01ff00, 0xff00ff00ff0100ff,1193    0xff00ff00ff010100, 0xff00ff0000ff0000, 0xff00ff0000ff0101, 0xff00ff000000ffff,1194    0xff00ff000000ff00, 0xff00ff000000ff01, 0xff00ff00000000ff, 0xff00ff0000000000,1195    0xff00ff0000000001, 0xff00ff0000000100, 0xff00ff000001ffff, 0xff00ff0000010000,1196    0xff00ff0001ff00ff, 0xff00ff000100ff01, 0xff00ff0001000000, 0xff00ff000101ff00,1197    0xff00ff00010100ff, 0xff00ff01ff00ff00, 0xff00ff01ff0000ff, 0xff00ff01ff000001,1198    0xff00ff01ff010000, 0xff00ff0100ffffff, 0xff00ff0100ff0001, 0xff00ff0100ff0100,1199    0xff00ff010000ff01, 0xff00ff0100000000, 0xff00ff01000001ff, 0xff00ff0100000101,1200    0xff00ff01000100ff, 0xff00ff0100010001, 0xff00ff0101ff0000, 0xff00ff010100ff00,

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