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Unverified Commit 216a63b8 authored by Azure's avatar Azure Committed by GitHub
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Merge pull request #754 from moonshadow-25/dev023 

Support for IQ1_S(Dynamic 1.58-bit)
parents 798e1d0c d24d3693
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Showing with 1870 additions and 89 deletions
third_party/llamafile/iqk_mul_mat.inc
View file @ 216a63b8
......@@ -69,6 +69,10 @@
#endif
constexpr ggml_type GGML_TYPE_Q8_0_X4 = static_cast<ggml_type>(98);
constexpr ggml_type GGML_TYPE_Q8_1_X4 = static_cast<ggml_type>(99);
namespace {
typedef struct {
......@@ -106,13 +110,36 @@ struct DataInfo {
}
};
/*
moonll
change param for set_mul_mat
add func16
*/
typedef void (*mul_mat_t)(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x);
struct MulMat {
std::array<mul_mat_t, 8> funcs = {};
mul_mat_t func16 = nullptr;
//inline 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)
if (func16 && nrc_y >= 16) {
int n_step = (nrc_y - info.cur_y)/16;
for (int ix = 0; ix < nrc_x; ix += k_x_step) {
auto this_info = info;
this_info.s += ix;
int this_nrc_x = ix + k_x_step <= nrc_x ? k_x_step : nrc_x - ix;
for (int iy = 0; iy < n_step; ++iy) {
func16(n, (const void *)((const char *)vx + ix*bx), bx, this_info, this_nrc_x);
this_info.cur_y += 16;
}
}
info.cur_y += 16 * n_step;
if (info.cur_y == nrc_y) return;
}
int n_step = (nrc_y - info.cur_y)/funcs.size();
if (n_step > 0) {
for (int ix = 0; ix < nrc_x; ix += k_x_step) {
......@@ -131,7 +158,7 @@ struct MulMat {
funcs[n_left-1](n, vx, bx, info, nrc_x);
}
}
static IQK_NOINLINE bool set_mul_mat(int typeA, int ne00, MulMat& mm, int& row_size_q8, int Ny);
static IQK_NOINLINE bool set_mul_mat(int typeA, int typeB,int ne00, MulMat& mm, int Ny);
private:
template <typename Dequantizer> static IQK_NOINLINE void set_functions(MulMat& m);
};
......@@ -147,6 +174,787 @@ inline void make_q4_scales(const uint8_t * scales8, uint32_t * aux32) {
aux32[0] = a0 & 0x3f3f3f3f;
}
/*
moonll
decoding tables
*/
#ifdef __AVX2__
static const uint64_t iq1s_grid_us[2048] = {
0x0000000000000000, 0x0000000000000002, 0x0000000000000101, 0x0000000000000200,
0x0000000000000202, 0x0000000000010001, 0x0000000000010101, 0x0000000000020000,
0x0000000000020002, 0x0000000000020200, 0x0000000000020202, 0x0000000001000101,
0x0000000001010001, 0x0000000001010100, 0x0000000001010102, 0x0000000001020101,
0x0000000002000000, 0x0000000002000002, 0x0000000002000200, 0x0000000002000202,
0x0000000002010101, 0x0000000002020000, 0x0000000002020002, 0x0000000002020200,
0x0000000002020202, 0x0000000100000100, 0x0000000100000101, 0x0000000100010001,
0x0000000100010100, 0x0000000100010102, 0x0000000100010201, 0x0000000100010202,
0x0000000100020101, 0x0000000101000001, 0x0000000101000102, 0x0000000101000201,
0x0000000101010002, 0x0000000101010101, 0x0000000101010202, 0x0000000101020001,
0x0000000101020100, 0x0000000101020102, 0x0000000101020200, 0x0000000102000101,
0x0000000102010001, 0x0000000102010100, 0x0000000102010102, 0x0000000102020101,
0x0000000200000000, 0x0000000200000002, 0x0000000200000200, 0x0000000200000202,
0x0000000200010101, 0x0000000200020000, 0x0000000200020002, 0x0000000200020200,
0x0000000200020202, 0x0000000201000101, 0x0000000201010001, 0x0000000201010201,
0x0000000201020100, 0x0000000201020201, 0x0000000202000000, 0x0000000202000002,
0x0000000202000200, 0x0000000202000202, 0x0000000202010001, 0x0000000202010101,
0x0000000202010201, 0x0000000202020000, 0x0000000202020002, 0x0000000202020200,
0x0000000202020202, 0x0000010000010001, 0x0000010000010100, 0x0000010000010102,
0x0000010000020101, 0x0000010001000001, 0x0000010001000201, 0x0000010001010101,
0x0000010001010202, 0x0000010001020100, 0x0000010001020101, 0x0000010002010001,
0x0000010002010201, 0x0000010002020101, 0x0000010100000001, 0x0000010100000100,
0x0000010100000101, 0x0000010100000102, 0x0000010100010101, 0x0000010100010200,
0x0000010100010202, 0x0000010100020201, 0x0000010101000000, 0x0000010101000101,
0x0000010101000202, 0x0000010101010000, 0x0000010101010001, 0x0000010101010100,
0x0000010101010101, 0x0000010101010102, 0x0000010101010201, 0x0000010101020000,
0x0000010101020002, 0x0000010101020101, 0x0000010101020200, 0x0000010101020202,
0x0000010102000001, 0x0000010102010001, 0x0000010102010101, 0x0000010102010200,
0x0000010102010202, 0x0000010102020001, 0x0000010102020100, 0x0000010102020101,
0x0000010102020102, 0x0000010102020201, 0x0000010200010100, 0x0000010200010201,
0x0000010201000001, 0x0000010201000100, 0x0000010201010000, 0x0000010201010002,
0x0000010201010101, 0x0000010201010200, 0x0000010201020000, 0x0000010201020001,
0x0000010201020102, 0x0000010201020201, 0x0000010202000101, 0x0000010202010001,
0x0000010202010100, 0x0000010202010201, 0x0000020000000000, 0x0000020000000002,
0x0000020000000200, 0x0000020000000202, 0x0000020000010101, 0x0000020000020000,
0x0000020000020002, 0x0000020000020200, 0x0000020000020202, 0x0000020001000101,
0x0000020001010001, 0x0000020001010102, 0x0000020001020101, 0x0000020002000000,
0x0000020002000002, 0x0000020002000200, 0x0000020002000202, 0x0000020002010101,
0x0000020002020000, 0x0000020002020002, 0x0000020002020200, 0x0000020002020202,
0x0000020100000101, 0x0000020100010001, 0x0000020100010100, 0x0000020100010201,
0x0000020100020100, 0x0000020100020101, 0x0000020101000001, 0x0000020101010000,
0x0000020101010001, 0x0000020101010101, 0x0000020101020001, 0x0000020101020100,
0x0000020101020201, 0x0000020102010001, 0x0000020102010100, 0x0000020102010102,
0x0000020102010201, 0x0000020102020101, 0x0000020200000000, 0x0000020200000002,
0x0000020200000200, 0x0000020200000202, 0x0000020200010101, 0x0000020200020000,
0x0000020200020002, 0x0000020200020200, 0x0000020200020202, 0x0000020201000101,
0x0000020201010001, 0x0000020201010201, 0x0000020201020001, 0x0000020201020101,
0x0000020202000000, 0x0000020202000002, 0x0000020202000101, 0x0000020202000200,
0x0000020202000202, 0x0000020202010101, 0x0000020202020000, 0x0000020202020002,
0x0000020202020200, 0x0000020202020202, 0x0001000000010000, 0x0001000000010001,
0x0001000000010100, 0x0001000000010201, 0x0001000000020100, 0x0001000000020101,
0x0001000001000001, 0x0001000001000100, 0x0001000001010000, 0x0001000001010101,
0x0001000001010200, 0x0001000001020001, 0x0001000001020100, 0x0001000001020101,
0x0001000001020201, 0x0001000002010001, 0x0001000002010100, 0x0001000002010102,
0x0001000002020001, 0x0001000002020101, 0x0001000100000001, 0x0001000100000100,
0x0001000100000102, 0x0001000100000201, 0x0001000100010000, 0x0001000100010002,
0x0001000100010101, 0x0001000100010200, 0x0001000100020001, 0x0001000100020100,
0x0001000100020201, 0x0001000101000101, 0x0001000101000202, 0x0001000101010000,
0x0001000101010001, 0x0001000101010002, 0x0001000101010100, 0x0001000101010101,
0x0001000101010102, 0x0001000101010201, 0x0001000101020000, 0x0001000101020101,
0x0001000102000100, 0x0001000102010002, 0x0001000102010101, 0x0001000102020001,
0x0001000102020100, 0x0001000200010001, 0x0001000200010100, 0x0001000200010102,
0x0001000200020101, 0x0001000201000000, 0x0001000201000102, 0x0001000201000201,
0x0001000201010002, 0x0001000201010101, 0x0001000201010200, 0x0001000201010202,
0x0001000201020100, 0x0001000201020102, 0x0001000202000101, 0x0001000202010001,
0x0001000202010100, 0x0001000202010102, 0x0001000202020101, 0x0001010000000001,
0x0001010000000102, 0x0001010000000201, 0x0001010000010100, 0x0001010000010101,
0x0001010000010200, 0x0001010000010201, 0x0001010000020001, 0x0001010000020102,
0x0001010001000001, 0x0001010001000101, 0x0001010001000102, 0x0001010001000200,
0x0001010001000202, 0x0001010001010001, 0x0001010001010100, 0x0001010001010101,
0x0001010001010102, 0x0001010001010201, 0x0001010001020002, 0x0001010001020101,
0x0001010001020200, 0x0001010002000100, 0x0001010002000201, 0x0001010002010000,
0x0001010002010100, 0x0001010002010101, 0x0001010002010200, 0x0001010002010201,
0x0001010002010202, 0x0001010002020001, 0x0001010002020100, 0x0001010002020101,
0x0001010002020201, 0x0001010100000002, 0x0001010100000101, 0x0001010100000202,
0x0001010100010001, 0x0001010100010100, 0x0001010100010101, 0x0001010100010102,
0x0001010100010201, 0x0001010100020000, 0x0001010100020002, 0x0001010100020101,
0x0001010100020200, 0x0001010100020202, 0x0001010101000001, 0x0001010101000100,
0x0001010101000101, 0x0001010101000102, 0x0001010101010001, 0x0001010101010002,
0x0001010101010100, 0x0001010101010101, 0x0001010101010102, 0x0001010101010201,
0x0001010101010202, 0x0001010101020001, 0x0001010101020100, 0x0001010101020101,
0x0001010101020102, 0x0001010101020201, 0x0001010102000000, 0x0001010102000002,
0x0001010102000100, 0x0001010102000101, 0x0001010102000200, 0x0001010102000202,
0x0001010102010000, 0x0001010102010001, 0x0001010102010100, 0x0001010102010101,
0x0001010102010102, 0x0001010102010201, 0x0001010102010202, 0x0001010102020000,
0x0001010102020002, 0x0001010102020101, 0x0001010200000001, 0x0001010200000100,
0x0001010200000101, 0x0001010200000102, 0x0001010200010101, 0x0001010200010102,
0x0001010200010200, 0x0001010200010202, 0x0001010200020001, 0x0001010200020102,
0x0001010201000000, 0x0001010201000002, 0x0001010201000100, 0x0001010201000101,
0x0001010201000200, 0x0001010201000202, 0x0001010201010001, 0x0001010201010101,
0x0001010201010102, 0x0001010201010200, 0x0001010201010201, 0x0001010201020001,
0x0001010201020100, 0x0001010201020101, 0x0001010201020200, 0x0001010201020201,
0x0001010201020202, 0x0001010202000102, 0x0001010202000202, 0x0001010202010002,
0x0001010202010101, 0x0001010202020100, 0x0001010202020201, 0x0001020000010001,
0x0001020000010102, 0x0001020000020101, 0x0001020001000001, 0x0001020001000100,
0x0001020001000102, 0x0001020001000201, 0x0001020001010000, 0x0001020001010101,
0x0001020001010200, 0x0001020001010202, 0x0001020001020000, 0x0001020001020001,
0x0001020001020100, 0x0001020001020102, 0x0001020001020201, 0x0001020002000101,
0x0001020002010001, 0x0001020002010100, 0x0001020002020101, 0x0001020100010000,
0x0001020100010002, 0x0001020100010101, 0x0001020100010202, 0x0001020100020001,
0x0001020100020101, 0x0001020101000002, 0x0001020101000100, 0x0001020101000101,
0x0001020101000200, 0x0001020101010001, 0x0001020101010100, 0x0001020101010101,
0x0001020101010102, 0x0001020101010201, 0x0001020101010202, 0x0001020101020000,
0x0001020101020101, 0x0001020101020202, 0x0001020102000201, 0x0001020102010001,
0x0001020102010002, 0x0001020102010101, 0x0001020102010200, 0x0001020102020001,
0x0001020102020102, 0x0001020102020201, 0x0001020200000201, 0x0001020200010102,
0x0001020200020100, 0x0001020200020102, 0x0001020201000100, 0x0001020201000102,
0x0001020201000201, 0x0001020201010000, 0x0001020201010002, 0x0001020201010101,
0x0001020201010200, 0x0001020201020001, 0x0001020201020102, 0x0001020201020201,
0x0001020202000101, 0x0001020202010001, 0x0001020202010102, 0x0001020202010202,
0x0002000000000000, 0x0002000000000002, 0x0002000000000200, 0x0002000000000202,
0x0002000000010101, 0x0002000000020000, 0x0002000000020002, 0x0002000000020101,
0x0002000000020200, 0x0002000000020202, 0x0002000001000101, 0x0002000001010001,
0x0002000001010201, 0x0002000001020001, 0x0002000001020101, 0x0002000002000000,
0x0002000002000002, 0x0002000002000200, 0x0002000002000202, 0x0002000002010101,
0x0002000002020000, 0x0002000002020002, 0x0002000002020101, 0x0002000002020200,
0x0002000002020202, 0x0002000100000101, 0x0002000100010001, 0x0002000100010100,
0x0002000100010201, 0x0002000100020101, 0x0002000101000002, 0x0002000101000100,
0x0002000101000201, 0x0002000101010101, 0x0002000101010200, 0x0002000101010202,
0x0002000101020001, 0x0002000101020100, 0x0002000101020101, 0x0002000101020102,
0x0002000102000101, 0x0002000102010000, 0x0002000102010102, 0x0002000102010201,
0x0002000102020101, 0x0002000200000001, 0x0002000200000200, 0x0002000200000202,
0x0002000200010001, 0x0002000200010101, 0x0002000200020000, 0x0002000200020002,
0x0002000200020200, 0x0002000200020202, 0x0002000201000101, 0x0002000201010001,
0x0002000201010102, 0x0002000201010201, 0x0002000201020101, 0x0002000202000001,
0x0002000202000200, 0x0002000202000202, 0x0002000202010001, 0x0002000202010101,
0x0002000202020000, 0x0002000202020002, 0x0002000202020200, 0x0002000202020202,
0x0002010000000101, 0x0002010000010100, 0x0002010000010102, 0x0002010000010201,
0x0002010000020101, 0x0002010001000100, 0x0002010001000101, 0x0002010001000102,
0x0002010001000201, 0x0002010001010002, 0x0002010001010101, 0x0002010001010200,
0x0002010001010202, 0x0002010001020102, 0x0002010002000101, 0x0002010002010001,
0x0002010002010100, 0x0002010002010201, 0x0002010002020001, 0x0002010002020101,
0x0002010100000201, 0x0002010100010101, 0x0002010100020001, 0x0002010100020201,
0x0002010101000000, 0x0002010101000101, 0x0002010101000200, 0x0002010101010001,
0x0002010101010100, 0x0002010101010101, 0x0002010101010201, 0x0002010101020002,
0x0002010101020101, 0x0002010101020200, 0x0002010102000201, 0x0002010102010000,
0x0002010102010100, 0x0002010102010101, 0x0002010102010200, 0x0002010102010202,
0x0002010102020001, 0x0002010102020100, 0x0002010102020102, 0x0002010102020201,
0x0002010200000101, 0x0002010200010000, 0x0002010200010002, 0x0002010200010201,
0x0002010200020101, 0x0002010201000001, 0x0002010201000201, 0x0002010201010101,
0x0002010201020000, 0x0002010201020001, 0x0002010201020201, 0x0002010202000100,
0x0002010202000102, 0x0002010202010000, 0x0002010202010202, 0x0002020000000000,
0x0002020000000002, 0x0002020000000200, 0x0002020000000202, 0x0002020000010101,
0x0002020000020000, 0x0002020000020002, 0x0002020000020200, 0x0002020000020202,
0x0002020001000101, 0x0002020001010001, 0x0002020001010100, 0x0002020001020101,
0x0002020002000000, 0x0002020002000002, 0x0002020002000200, 0x0002020002000202,
0x0002020002020000, 0x0002020002020002, 0x0002020002020200, 0x0002020002020202,
0x0002020100000201, 0x0002020100010001, 0x0002020100010100, 0x0002020100010201,
0x0002020100020101, 0x0002020101000102, 0x0002020101000201, 0x0002020101010002,
0x0002020101010101, 0x0002020101020001, 0x0002020101020100, 0x0002020101020102,
0x0002020101020201, 0x0002020102000101, 0x0002020102010000, 0x0002020102010102,
0x0002020102010201, 0x0002020102020100, 0x0002020102020101, 0x0002020200000000,
0x0002020200000002, 0x0002020200000200, 0x0002020200000202, 0x0002020200020000,
0x0002020200020002, 0x0002020200020200, 0x0002020200020202, 0x0002020201000101,
0x0002020201010001, 0x0002020201010102, 0x0002020201010201, 0x0002020201020101,
0x0002020202000000, 0x0002020202000002, 0x0002020202000200, 0x0002020202000202,
0x0002020202010101, 0x0002020202020000, 0x0002020202020002, 0x0002020202020200,
0x0002020202020202, 0x0100000000000101, 0x0100000000010001, 0x0100000000010102,
0x0100000000020101, 0x0100000001000201, 0x0100000001010002, 0x0100000001010101,
0x0100000001010200, 0x0100000001010202, 0x0100000001020001, 0x0100000001020100,
0x0100000001020102, 0x0100000002010100, 0x0100000002010201, 0x0100000002020001,
0x0100000002020102, 0x0100000100000000, 0x0100000100000001, 0x0100000100000100,
0x0100000100000102, 0x0100000100000201, 0x0100000100010002, 0x0100000100010101,
0x0100000100010102, 0x0100000100010200, 0x0100000100010202, 0x0100000100020001,
0x0100000100020102, 0x0100000100020201, 0x0100000101000101, 0x0100000101000200,
0x0100000101000202, 0x0100000101010001, 0x0100000101010100, 0x0100000101010101,
0x0100000101010102, 0x0100000101010201, 0x0100000101010202, 0x0100000101020101,
0x0100000101020200, 0x0100000101020202, 0x0100000102000001, 0x0100000102000100,
0x0100000102000102, 0x0100000102010000, 0x0100000102010002, 0x0100000102010101,
0x0100000102020000, 0x0100000102020001, 0x0100000102020002, 0x0100000200000101,
0x0100000200010001, 0x0100000200010100, 0x0100000200010102, 0x0100000200020101,
0x0100000201000001, 0x0100000201010002, 0x0100000201010101, 0x0100000201010202,
0x0100000201020100, 0x0100000201020201, 0x0100000202000201, 0x0100000202010100,
0x0100000202020101, 0x0100010000000001, 0x0100010000010101, 0x0100010000010201,
0x0100010000020201, 0x0100010001000101, 0x0100010001000200, 0x0100010001000202,
0x0100010001010001, 0x0100010001010100, 0x0100010001010101, 0x0100010001010102,
0x0100010001020001, 0x0100010001020002, 0x0100010001020101, 0x0100010001020200,
0x0100010001020202, 0x0100010002000001, 0x0100010002000102, 0x0100010002000201,
0x0100010002010000, 0x0100010002010002, 0x0100010002010101, 0x0100010002020000,
0x0100010002020001, 0x0100010002020201, 0x0100010100000001, 0x0100010100000002,
0x0100010100000101, 0x0100010100000202, 0x0100010100010001, 0x0100010100010100,
0x0100010100010101, 0x0100010100010102, 0x0100010100010201, 0x0100010100020000,
0x0100010100020101, 0x0100010100020202, 0x0100010101000001, 0x0100010101000100,
0x0100010101000101, 0x0100010101000102, 0x0100010101000201, 0x0100010101010000,
0x0100010101010001, 0x0100010101010100, 0x0100010101010101, 0x0100010101010102,
0x0100010101010200, 0x0100010101010201, 0x0100010101020001, 0x0100010101020100,
0x0100010101020101, 0x0100010101020102, 0x0100010101020201, 0x0100010102000002,
0x0100010102000100, 0x0100010102000101, 0x0100010102000200, 0x0100010102010001,
0x0100010102010100, 0x0100010102010101, 0x0100010102010102, 0x0100010102010201,
0x0100010102010202, 0x0100010102020101, 0x0100010102020200, 0x0100010102020202,
0x0100010200000001, 0x0100010200000101, 0x0100010200000201, 0x0100010200010100,
0x0100010200010101, 0x0100010200010200, 0x0100010200010202, 0x0100010200020001,
0x0100010200020100, 0x0100010200020201, 0x0100010201000000, 0x0100010201000002,
0x0100010201000101, 0x0100010201000200, 0x0100010201010000, 0x0100010201010001,
0x0100010201010002, 0x0100010201010101, 0x0100010201010102, 0x0100010201010201,
0x0100010201020002, 0x0100010201020101, 0x0100010201020200, 0x0100010202000001,
0x0100010202000101, 0x0100010202000202, 0x0100010202010100, 0x0100010202010101,
0x0100010202020001, 0x0100010202020100, 0x0100010202020102, 0x0100020000000101,
0x0100020000010001, 0x0100020000010101, 0x0100020000010202, 0x0100020000020101,
0x0100020001000002, 0x0100020001000201, 0x0100020001010000, 0x0100020001010101,
0x0100020001010200, 0x0100020001020001, 0x0100020001020100, 0x0100020001020102,
0x0100020001020201, 0x0100020002000101, 0x0100020002010001, 0x0100020002010100,
0x0100020002010102, 0x0100020002010201, 0x0100020002020101, 0x0100020100000001,
0x0100020100000101, 0x0100020100000102, 0x0100020100000202, 0x0100020100010000,
0x0100020100010100, 0x0100020100010101, 0x0100020100010200, 0x0100020100020001,
0x0100020100020100, 0x0100020100020102, 0x0100020101000000, 0x0100020101000101,
0x0100020101000202, 0x0100020101010001, 0x0100020101010002, 0x0100020101010100,
0x0100020101010101, 0x0100020101010102, 0x0100020101010201, 0x0100020101020000,
0x0100020101020002, 0x0100020101020101, 0x0100020101020102, 0x0100020101020202,
0x0100020102000102, 0x0100020102000201, 0x0100020102010002, 0x0100020102010101,
0x0100020102010102, 0x0100020102010200, 0x0100020102020001, 0x0100020102020100,
0x0100020102020102, 0x0100020102020201, 0x0100020200010102, 0x0100020201000100,
0x0100020201000102, 0x0100020201000201, 0x0100020201010101, 0x0100020201010200,
0x0100020201010202, 0x0100020201020100, 0x0100020201020201, 0x0100020202010100,
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0x0201010201000201, 0x0201010201010001, 0x0201010201010002, 0x0201010201010101,
0x0201010201010102, 0x0201010201010201, 0x0201010201020101, 0x0201010201020200,
0x0201010202000002, 0x0201010202000100, 0x0201010202000201, 0x0201010202000202,
0x0201010202010002, 0x0201010202010100, 0x0201010202010101, 0x0201010202020100,
0x0201010202020102, 0x0201010202020201, 0x0201020000000101, 0x0201020000010102,
0x0201020000010201, 0x0201020000020101, 0x0201020001000001, 0x0201020001000102,
0x0201020001010000, 0x0201020001010002, 0x0201020001010101, 0x0201020001010102,
0x0201020001010202, 0x0201020001020100, 0x0201020001020101, 0x0201020002000101,
0x0201020002010001, 0x0201020002010102, 0x0201020002010201, 0x0201020002020101,
0x0201020100000100, 0x0201020100000102, 0x0201020100000201, 0x0201020100010000,
0x0201020100010002, 0x0201020100010101, 0x0201020100010200, 0x0201020100010202,
0x0201020100020000, 0x0201020100020001, 0x0201020100020100, 0x0201020100020102,
0x0201020101000000, 0x0201020101000002, 0x0201020101000101, 0x0201020101000200,
0x0201020101000202, 0x0201020101010001, 0x0201020101010100, 0x0201020101010101,
0x0201020101010102, 0x0201020101010201, 0x0201020101020002, 0x0201020101020101,
0x0201020101020102, 0x0201020101020202, 0x0201020102000001, 0x0201020102000100,
0x0201020102010000, 0x0201020102010002, 0x0201020102010101, 0x0201020102010202,
0x0201020102020001, 0x0201020102020102, 0x0201020200000101, 0x0201020200010101,
0x0201020200020101, 0x0201020201000100, 0x0201020201000102, 0x0201020201000201,
0x0201020201010000, 0x0201020201010101, 0x0201020201010200, 0x0201020201020001,
0x0201020202000101, 0x0201020202010001, 0x0201020202010100, 0x0201020202010101,
0x0201020202010102, 0x0202000000000000, 0x0202000000000002, 0x0202000000000200,
0x0202000000000202, 0x0202000000010101, 0x0202000000020000, 0x0202000000020002,
0x0202000000020200, 0x0202000000020202, 0x0202000001000101, 0x0202000001010001,
0x0202000001010100, 0x0202000001010102, 0x0202000001010201, 0x0202000002000000,
0x0202000002000002, 0x0202000002000200, 0x0202000002000202, 0x0202000002010101,
0x0202000002020000, 0x0202000002020002, 0x0202000002020200, 0x0202000002020202,
0x0202000100000101, 0x0202000100000201, 0x0202000100010001, 0x0202000100010100,
0x0202000100010102, 0x0202000100010201, 0x0202000100010202, 0x0202000101000102,
0x0202000101000201, 0x0202000101010001, 0x0202000101010101, 0x0202000101010200,
0x0202000101010202, 0x0202000101020001, 0x0202000101020100, 0x0202000102000101,
0x0202000102010000, 0x0202000102010002, 0x0202000102010102, 0x0202000102010201,
0x0202000200000002, 0x0202000200000200, 0x0202000200000202, 0x0202000200010000,
0x0202000200010201, 0x0202000200020002, 0x0202000200020200, 0x0202000200020202,
0x0202000201000101, 0x0202000201010001, 0x0202000201010102, 0x0202000201010201,
0x0202000201020101, 0x0202000202000000, 0x0202000202000002, 0x0202000202000200,
0x0202000202000202, 0x0202000202010101, 0x0202000202020000, 0x0202000202020002,
0x0202000202020200, 0x0202000202020202, 0x0202010000010201, 0x0202010000020101,
0x0202010001000001, 0x0202010001000100, 0x0202010001010000, 0x0202010001010100,
0x0202010001010101, 0x0202010001010200, 0x0202010001010202, 0x0202010001020001,
0x0202010001020101, 0x0202010001020102, 0x0202010001020200, 0x0202010001020201,
0x0202010002000101, 0x0202010100000102, 0x0202010100000201, 0x0202010100010000,
0x0202010100010002, 0x0202010100010101, 0x0202010100010200, 0x0202010100020102,
0x0202010100020201, 0x0202010101000002, 0x0202010101000101, 0x0202010101010001,
0x0202010101010100, 0x0202010101010101, 0x0202010101010102, 0x0202010101010201,
0x0202010101020101, 0x0202010101020202, 0x0202010102000001, 0x0202010102000100,
0x0202010102000101, 0x0202010102000102, 0x0202010102000201, 0x0202010102010002,
0x0202010102010101, 0x0202010102010200, 0x0202010200000101, 0x0202010200010001,
0x0202010200010102, 0x0202010200010202, 0x0202010200020001, 0x0202010200020101,
0x0202010201000100, 0x0202010201000102, 0x0202010201000202, 0x0202010201010002,
0x0202010201010101, 0x0202010201010102, 0x0202010201010200, 0x0202010201020000,
0x0202010201020002, 0x0202010202000102, 0x0202010202010000, 0x0202010202010101,
0x0202010202010102, 0x0202010202010201, 0x0202010202020001, 0x0202010202020100,
0x0202010202020102, 0x0202020000000000, 0x0202020000000002, 0x0202020000000200,
0x0202020000000202, 0x0202020000020000, 0x0202020000020002, 0x0202020000020200,
0x0202020000020202, 0x0202020001010001, 0x0202020001010100, 0x0202020001010102,
0x0202020001010201, 0x0202020002000000, 0x0202020002000002, 0x0202020002000200,
0x0202020002000202, 0x0202020002010101, 0x0202020002020000, 0x0202020002020002,
0x0202020002020200, 0x0202020002020202, 0x0202020100000101, 0x0202020100010100,
0x0202020100010201, 0x0202020100020001, 0x0202020100020101, 0x0202020101000001,
0x0202020101010000, 0x0202020101010101, 0x0202020101010202, 0x0202020101020001,
0x0202020101020102, 0x0202020101020201, 0x0202020102010000, 0x0202020102010102,
0x0202020200000000, 0x0202020200000002, 0x0202020200000200, 0x0202020200000202,
0x0202020200020000, 0x0202020200020002, 0x0202020200020200, 0x0202020200020202,
0x0202020201010001, 0x0202020201010100, 0x0202020201010102, 0x0202020202000000,
0x0202020202000002, 0x0202020202000200, 0x0202020202000202, 0x0202020202010101,
0x0202020202020000, 0x0202020202020002, 0x0202020202020200, 0x0202020202020202,
};
#else
static const uint32_t iq1s_grid_us[2048] = {
0x00000000, 0x00000002, 0x00000101, 0x00000200, 0x00000202, 0x00010001, 0x00010101, 0x00020000,
0x00020002, 0x00020200, 0x00020202, 0x01000101, 0x01010001, 0x01010100, 0x01010102, 0x01020101,
0x02000000, 0x02000002, 0x02000200, 0x02000202, 0x02010101, 0x02020000, 0x02020002, 0x02020200,
0x02020202, 0x00000110, 0x00000111, 0x00010011, 0x00010110, 0x00010112, 0x00010211, 0x00010212,
0x00020111, 0x01000011, 0x01000112, 0x01000211, 0x01010012, 0x01010111, 0x01010212, 0x01020011,
0x01020110, 0x01020112, 0x01020210, 0x02000111, 0x02010011, 0x02010110, 0x02010112, 0x02020111,
0x00000020, 0x00000022, 0x00000220, 0x00000222, 0x00010121, 0x00020020, 0x00020022, 0x00020220,
0x00020222, 0x01000121, 0x01010021, 0x01010221, 0x01020120, 0x01020221, 0x02000020, 0x02000022,
0x02000220, 0x02000222, 0x02010021, 0x02010121, 0x02010221, 0x02020020, 0x02020022, 0x02020220,
0x02020222, 0x00011001, 0x00011100, 0x00011102, 0x00021101, 0x01001001, 0x01001201, 0x01011101,
0x01011202, 0x01021100, 0x01021101, 0x02011001, 0x02011201, 0x02021101, 0x00001011, 0x00001110,
0x00001111, 0x00001112, 0x00011111, 0x00011210, 0x00011212, 0x00021211, 0x01001010, 0x01001111,
0x01001212, 0x01011010, 0x01011011, 0x01011110, 0x01011111, 0x01011112, 0x01011211, 0x01021010,
0x01021012, 0x01021111, 0x01021210, 0x01021212, 0x02001011, 0x02011011, 0x02011111, 0x02011210,
0x02011212, 0x02021011, 0x02021110, 0x02021111, 0x02021112, 0x02021211, 0x00011120, 0x00011221,
0x01001021, 0x01001120, 0x01011020, 0x01011022, 0x01011121, 0x01011220, 0x01021020, 0x01021021,
0x01021122, 0x01021221, 0x02001121, 0x02011021, 0x02011120, 0x02011221, 0x00002000, 0x00002002,
0x00002200, 0x00002202, 0x00012101, 0x00022000, 0x00022002, 0x00022200, 0x00022202, 0x01002101,
0x01012001, 0x01012102, 0x01022101, 0x02002000, 0x02002002, 0x02002200, 0x02002202, 0x02012101,
0x02022000, 0x02022002, 0x02022200, 0x02022202, 0x00002111, 0x00012011, 0x00012110, 0x00012211,
0x00022110, 0x00022111, 0x01002011, 0x01012010, 0x01012011, 0x01012111, 0x01022011, 0x01022110,
0x01022211, 0x02012011, 0x02012110, 0x02012112, 0x02012211, 0x02022111, 0x00002020, 0x00002022,
0x00002220, 0x00002222, 0x00012121, 0x00022020, 0x00022022, 0x00022220, 0x00022222, 0x01002121,
0x01012021, 0x01012221, 0x01022021, 0x01022121, 0x02002020, 0x02002022, 0x02002121, 0x02002220,
0x02002222, 0x02012121, 0x02022020, 0x02022022, 0x02022220, 0x02022222, 0x00110000, 0x00110001,
0x00110100, 0x00110201, 0x00120100, 0x00120101, 0x01100001, 0x01100100, 0x01110000, 0x01110101,
0x01110200, 0x01120001, 0x01120100, 0x01120101, 0x01120201, 0x02110001, 0x02110100, 0x02110102,
0x02120001, 0x02120101, 0x00100011, 0x00100110, 0x00100112, 0x00100211, 0x00110010, 0x00110012,
0x00110111, 0x00110210, 0x00120011, 0x00120110, 0x00120211, 0x01100111, 0x01100212, 0x01110010,
0x01110011, 0x01110012, 0x01110110, 0x01110111, 0x01110112, 0x01110211, 0x01120010, 0x01120111,
0x02100110, 0x02110012, 0x02110111, 0x02120011, 0x02120110, 0x00110021, 0x00110120, 0x00110122,
0x00120121, 0x01100020, 0x01100122, 0x01100221, 0x01110022, 0x01110121, 0x01110220, 0x01110222,
0x01120120, 0x01120122, 0x02100121, 0x02110021, 0x02110120, 0x02110122, 0x02120121, 0x00101001,
0x00101102, 0x00101201, 0x00111100, 0x00111101, 0x00111200, 0x00111201, 0x00121001, 0x00121102,
0x01101001, 0x01101101, 0x01101102, 0x01101200, 0x01101202, 0x01111001, 0x01111100, 0x01111101,
0x01111102, 0x01111201, 0x01121002, 0x01121101, 0x01121200, 0x02101100, 0x02101201, 0x02111000,
0x02111100, 0x02111101, 0x02111200, 0x02111201, 0x02111202, 0x02121001, 0x02121100, 0x02121101,
0x02121201, 0x00101012, 0x00101111, 0x00101212, 0x00111011, 0x00111110, 0x00111111, 0x00111112,
0x00111211, 0x00121010, 0x00121012, 0x00121111, 0x00121210, 0x00121212, 0x01101011, 0x01101110,
0x01101111, 0x01101112, 0x01111011, 0x01111012, 0x01111110, 0x01111111, 0x01111112, 0x01111211,
0x01111212, 0x01121011, 0x01121110, 0x01121111, 0x01121112, 0x01121211, 0x02101010, 0x02101012,
0x02101110, 0x02101111, 0x02101210, 0x02101212, 0x02111010, 0x02111011, 0x02111110, 0x02111111,
0x02111112, 0x02111211, 0x02111212, 0x02121010, 0x02121012, 0x02121111, 0x00101021, 0x00101120,
0x00101121, 0x00101122, 0x00111121, 0x00111122, 0x00111220, 0x00111222, 0x00121021, 0x00121122,
0x01101020, 0x01101022, 0x01101120, 0x01101121, 0x01101220, 0x01101222, 0x01111021, 0x01111121,
0x01111122, 0x01111220, 0x01111221, 0x01121021, 0x01121120, 0x01121121, 0x01121220, 0x01121221,
0x01121222, 0x02101122, 0x02101222, 0x02111022, 0x02111121, 0x02121120, 0x02121221, 0x00112001,
0x00112102, 0x00122101, 0x01102001, 0x01102100, 0x01102102, 0x01102201, 0x01112000, 0x01112101,
0x01112200, 0x01112202, 0x01122000, 0x01122001, 0x01122100, 0x01122102, 0x01122201, 0x02102101,
0x02112001, 0x02112100, 0x02122101, 0x00112010, 0x00112012, 0x00112111, 0x00112212, 0x00122011,
0x00122111, 0x01102012, 0x01102110, 0x01102111, 0x01102210, 0x01112011, 0x01112110, 0x01112111,
0x01112112, 0x01112211, 0x01112212, 0x01122010, 0x01122111, 0x01122212, 0x02102211, 0x02112011,
0x02112012, 0x02112111, 0x02112210, 0x02122011, 0x02122112, 0x02122211, 0x00102221, 0x00112122,
0x00122120, 0x00122122, 0x01102120, 0x01102122, 0x01102221, 0x01112020, 0x01112022, 0x01112121,
0x01112220, 0x01122021, 0x01122122, 0x01122221, 0x02102121, 0x02112021, 0x02112122, 0x02112222,
0x00200000, 0x00200002, 0x00200200, 0x00200202, 0x00210101, 0x00220000, 0x00220002, 0x00220101,
0x00220200, 0x00220202, 0x01200101, 0x01210001, 0x01210201, 0x01220001, 0x01220101, 0x02200000,
0x02200002, 0x02200200, 0x02200202, 0x02210101, 0x02220000, 0x02220002, 0x02220101, 0x02220200,
0x02220202, 0x00200111, 0x00210011, 0x00210110, 0x00210211, 0x00220111, 0x01200012, 0x01200110,
0x01200211, 0x01210111, 0x01210210, 0x01210212, 0x01220011, 0x01220110, 0x01220111, 0x01220112,
0x02200111, 0x02210010, 0x02210112, 0x02210211, 0x02220111, 0x00200021, 0x00200220, 0x00200222,
0x00210021, 0x00210121, 0x00220020, 0x00220022, 0x00220220, 0x00220222, 0x01200121, 0x01210021,
0x01210122, 0x01210221, 0x01220121, 0x02200021, 0x02200220, 0x02200222, 0x02210021, 0x02210121,
0x02220020, 0x02220022, 0x02220220, 0x02220222, 0x00201101, 0x00211100, 0x00211102, 0x00211201,
0x00221101, 0x01201100, 0x01201101, 0x01201102, 0x01201201, 0x01211002, 0x01211101, 0x01211200,
0x01211202, 0x01221102, 0x02201101, 0x02211001, 0x02211100, 0x02211201, 0x02221001, 0x02221101,
0x00201211, 0x00211111, 0x00221011, 0x00221211, 0x01201010, 0x01201111, 0x01201210, 0x01211011,
0x01211110, 0x01211111, 0x01211211, 0x01221012, 0x01221111, 0x01221210, 0x02201211, 0x02211010,
0x02211110, 0x02211111, 0x02211210, 0x02211212, 0x02221011, 0x02221110, 0x02221112, 0x02221211,
0x00201121, 0x00211020, 0x00211022, 0x00211221, 0x00221121, 0x01201021, 0x01201221, 0x01211121,
0x01221020, 0x01221021, 0x01221221, 0x02201120, 0x02201122, 0x02211020, 0x02211222, 0x00202000,
0x00202002, 0x00202200, 0x00202202, 0x00212101, 0x00222000, 0x00222002, 0x00222200, 0x00222202,
0x01202101, 0x01212001, 0x01212100, 0x01222101, 0x02202000, 0x02202002, 0x02202200, 0x02202202,
0x02222000, 0x02222002, 0x02222200, 0x02222202, 0x00202211, 0x00212011, 0x00212110, 0x00212211,
0x00222111, 0x01202112, 0x01202211, 0x01212012, 0x01212111, 0x01222011, 0x01222110, 0x01222112,
0x01222211, 0x02202111, 0x02212010, 0x02212112, 0x02212211, 0x02222110, 0x02222111, 0x00202020,
0x00202022, 0x00202220, 0x00202222, 0x00222020, 0x00222022, 0x00222220, 0x00222222, 0x01202121,
0x01212021, 0x01212122, 0x01212221, 0x01222121, 0x02202020, 0x02202022, 0x02202220, 0x02202222,
0x02212121, 0x02222020, 0x02222022, 0x02222220, 0x02222222, 0x10000101, 0x10010001, 0x10010102,
0x10020101, 0x11000201, 0x11010002, 0x11010101, 0x11010200, 0x11010202, 0x11020001, 0x11020100,
0x11020102, 0x12010100, 0x12010201, 0x12020001, 0x12020102, 0x10000010, 0x10000011, 0x10000110,
0x10000112, 0x10000211, 0x10010012, 0x10010111, 0x10010112, 0x10010210, 0x10010212, 0x10020011,
0x10020112, 0x10020211, 0x11000111, 0x11000210, 0x11000212, 0x11010011, 0x11010110, 0x11010111,
0x11010112, 0x11010211, 0x11010212, 0x11020111, 0x11020210, 0x11020212, 0x12000011, 0x12000110,
0x12000112, 0x12010010, 0x12010012, 0x12010111, 0x12020010, 0x12020011, 0x12020012, 0x10000121,
0x10010021, 0x10010120, 0x10010122, 0x10020121, 0x11000021, 0x11010022, 0x11010121, 0x11010222,
0x11020120, 0x11020221, 0x12000221, 0x12010120, 0x12020121, 0x10001001, 0x10011101, 0x10011201,
0x10021201, 0x11001101, 0x11001200, 0x11001202, 0x11011001, 0x11011100, 0x11011101, 0x11011102,
0x11021001, 0x11021002, 0x11021101, 0x11021200, 0x11021202, 0x12001001, 0x12001102, 0x12001201,
0x12011000, 0x12011002, 0x12011101, 0x12021000, 0x12021001, 0x12021201, 0x10001011, 0x10001012,
0x10001111, 0x10001212, 0x10011011, 0x10011110, 0x10011111, 0x10011112, 0x10011211, 0x10021010,
0x10021111, 0x10021212, 0x11001011, 0x11001110, 0x11001111, 0x11001112, 0x11001211, 0x11011010,
0x11011011, 0x11011110, 0x11011111, 0x11011112, 0x11011210, 0x11011211, 0x11021011, 0x11021110,
0x11021111, 0x11021112, 0x11021211, 0x12001012, 0x12001110, 0x12001111, 0x12001210, 0x12011011,
0x12011110, 0x12011111, 0x12011112, 0x12011211, 0x12011212, 0x12021111, 0x12021210, 0x12021212,
0x10001021, 0x10001121, 0x10001221, 0x10011120, 0x10011121, 0x10011220, 0x10011222, 0x10021021,
0x10021120, 0x10021221, 0x11001020, 0x11001022, 0x11001121, 0x11001220, 0x11011020, 0x11011021,
0x11011022, 0x11011121, 0x11011122, 0x11011221, 0x11021022, 0x11021121, 0x11021220, 0x12001021,
0x12001121, 0x12001222, 0x12011120, 0x12011121, 0x12021021, 0x12021120, 0x12021122, 0x10002101,
0x10012001, 0x10012101, 0x10012202, 0x10022101, 0x11002002, 0x11002201, 0x11012000, 0x11012101,
0x11012200, 0x11022001, 0x11022100, 0x11022102, 0x11022201, 0x12002101, 0x12012001, 0x12012100,
0x12012102, 0x12012201, 0x12022101, 0x10002011, 0x10002111, 0x10002112, 0x10002212, 0x10012010,
0x10012110, 0x10012111, 0x10012210, 0x10022011, 0x10022110, 0x10022112, 0x11002010, 0x11002111,
0x11002212, 0x11012011, 0x11012012, 0x11012110, 0x11012111, 0x11012112, 0x11012211, 0x11022010,
0x11022012, 0x11022111, 0x11022112, 0x11022212, 0x12002112, 0x12002211, 0x12012012, 0x12012111,
0x12012112, 0x12012210, 0x12022011, 0x12022110, 0x12022112, 0x12022211, 0x10012122, 0x11002120,
0x11002122, 0x11002221, 0x11012121, 0x11012220, 0x11012222, 0x11022120, 0x11022221, 0x12012120,
0x12022121, 0x10100001, 0x10100100, 0x10100101, 0x10100102, 0x10100201, 0x10110002, 0x10110101,
0x10110202, 0x10120001, 0x10120100, 0x10120201, 0x11100000, 0x11100101, 0x11100200, 0x11110001,
0x11110100, 0x11110101, 0x11110102, 0x11110201, 0x11120101, 0x11120200, 0x12100102, 0x12100201,
0x12110101, 0x12110200, 0x12120000, 0x12120001, 0x12120102, 0x12120201, 0x10100111, 0x10100210,
0x10100211, 0x10100212, 0x10110011, 0x10110110, 0x10110111, 0x10110112, 0x10110210, 0x10110211,
0x10120010, 0x10120111, 0x10120112, 0x10120210, 0x10120212, 0x11100011, 0x11100110, 0x11100111,
0x11100112, 0x11100211, 0x11110010, 0x11110011, 0x11110012, 0x11110110, 0x11110111, 0x11110112,
0x11110210, 0x11110211, 0x11110212, 0x11120011, 0x11120110, 0x11120111, 0x11120112, 0x11120211,
0x12100012, 0x12100111, 0x12110011, 0x12110110, 0x12110111, 0x12110112, 0x12110211, 0x12120010,
0x12120111, 0x12120212, 0x10100021, 0x10100122, 0x10110022, 0x10110121, 0x10110222, 0x10120021,
0x10120120, 0x11100022, 0x11100121, 0x11100222, 0x11110021, 0x11110120, 0x11110121, 0x11110122,
0x11110221, 0x11120022, 0x11120121, 0x12100121, 0x12110020, 0x12110022, 0x12110121, 0x12110221,
0x12110222, 0x12120120, 0x10101100, 0x10101101, 0x10111001, 0x10111100, 0x10111101, 0x10111102,
0x10111200, 0x10111201, 0x10121001, 0x10121101, 0x10121200, 0x10121202, 0x11101001, 0x11101100,
0x11101101, 0x11101102, 0x11101201, 0x11101202, 0x11111000, 0x11111001, 0x11111100, 0x11111101,
0x11111102, 0x11111200, 0x11111201, 0x11111202, 0x11121001, 0x11121002, 0x11121100, 0x11121101,
0x11121102, 0x11121201, 0x12101000, 0x12101200, 0x12101202, 0x12111001, 0x12111100, 0x12111101,
0x12111102, 0x12111201, 0x12121001, 0x12121100, 0x12121101, 0x12121202, 0x10101011, 0x10101012,
0x10101110, 0x10101111, 0x10101112, 0x10101211, 0x10111010, 0x10111011, 0x10111012, 0x10111110,
0x10111111, 0x10111112, 0x10111211, 0x10111212, 0x10121011, 0x10121110, 0x10121111, 0x10121112,
0x10121211, 0x11101010, 0x11101011, 0x11101012, 0x11101110, 0x11101111, 0x11101112, 0x11101210,
0x11101211, 0x11111010, 0x11111011, 0x11111012, 0x11111110, 0x11111111, 0x11111112, 0x11111210,
0x11111211, 0x11111212, 0x11121010, 0x11121011, 0x11121110, 0x11121111, 0x11121112, 0x11121210,
0x11121211, 0x11121212, 0x12101011, 0x12101110, 0x12101111, 0x12101211, 0x12101212, 0x12111010,
0x12111011, 0x12111110, 0x12111111, 0x12111112, 0x12111210, 0x12111211, 0x12121011, 0x12121110,
0x12121111, 0x12121112, 0x12121211, 0x10101020, 0x10101021, 0x10101022, 0x10101120, 0x10101122,
0x10101220, 0x10101221, 0x10111021, 0x10111120, 0x10111121, 0x10111220, 0x10111221, 0x10121020,
0x10121021, 0x10121022, 0x10121120, 0x10121121, 0x10121122, 0x10121220, 0x10121221, 0x11101021,
0x11101121, 0x11101122, 0x11101220, 0x11101221, 0x11101222, 0x11111020, 0x11111021, 0x11111022,
0x11111120, 0x11111121, 0x11111122, 0x11111220, 0x11111221, 0x11111222, 0x11121021, 0x11121120,
0x11121121, 0x11121221, 0x12101022, 0x12101121, 0x12101122, 0x12101220, 0x12101221, 0x12101222,
0x12111021, 0x12111121, 0x12111222, 0x12121022, 0x12121121, 0x12121122, 0x12121220, 0x12121221,
0x10102100, 0x10102101, 0x10102102, 0x10102201, 0x10112000, 0x10112101, 0x10112200, 0x10122001,
0x10122202, 0x11102101, 0x11102200, 0x11102202, 0x11112001, 0x11112100, 0x11112101, 0x11112102,
0x11112200, 0x11112201, 0x11122000, 0x11122002, 0x11122100, 0x11122101, 0x12102002, 0x12102201,
0x12112000, 0x12112002, 0x12112101, 0x12112200, 0x12122001, 0x12122201, 0x10102011, 0x10102012,
0x10102111, 0x10102212, 0x10112011, 0x10112110, 0x10112111, 0x10112112, 0x10112211, 0x10122111,
0x11102011, 0x11102110, 0x11102111, 0x11102112, 0x11102211, 0x11112010, 0x11112011, 0x11112012,
0x11112110, 0x11112111, 0x11112112, 0x11112210, 0x11112211, 0x11112212, 0x11122011, 0x11122110,
0x11122111, 0x11122112, 0x11122211, 0x12102011, 0x12102111, 0x12102211, 0x12112011, 0x12112110,
0x12112111, 0x12112112, 0x12112210, 0x12112211, 0x12122111, 0x10102120, 0x10102220, 0x10112121,
0x10112222, 0x10122020, 0x10122121, 0x10122122, 0x10122221, 0x11102121, 0x11102220, 0x11102221,
0x11112021, 0x11112121, 0x11112122, 0x11112220, 0x11112221, 0x11122022, 0x11122121, 0x11122220,
0x11122222, 0x12102021, 0x12102222, 0x12112022, 0x12112121, 0x12112122, 0x12112220, 0x12112222,
0x12122021, 0x10200101, 0x10210100, 0x10210102, 0x10210201, 0x10220101, 0x11200100, 0x11210000,
0x11210101, 0x11210102, 0x11210200, 0x11210202, 0x11220001, 0x11220100, 0x11220102, 0x11220201,
0x12200001, 0x12210102, 0x12220101, 0x10200011, 0x10200110, 0x10200112, 0x10200211, 0x10210012,
0x10210111, 0x10220011, 0x10220012, 0x10220112, 0x10220211, 0x11200111, 0x11200211, 0x11210011,
0x11210111, 0x11210112, 0x11210211, 0x11220111, 0x11220112, 0x11220212, 0x12200110, 0x12200212,
0x12210012, 0x12210111, 0x12220011, 0x12220112, 0x12220211, 0x10210021, 0x10210122, 0x10210221,
0x11200020, 0x11200021, 0x11200122, 0x11210121, 0x11210122, 0x11210220, 0x11220020, 0x12200121,
0x12210021, 0x12210122, 0x12220121, 0x10211001, 0x10211002, 0x10211101, 0x10211102, 0x10211202,
0x10221001, 0x10221102, 0x10221201, 0x11201000, 0x11201002, 0x11201101, 0x11201200, 0x11201202,
0x11211001, 0x11211100, 0x11211101, 0x11211102, 0x11211201, 0x11211202, 0x11221000, 0x11221002,
0x11221101, 0x12201100, 0x12201101, 0x12201201, 0x12211000, 0x12211002, 0x12211100, 0x12211101,
0x12211102, 0x12211200, 0x12211202, 0x12221001, 0x12221100, 0x12221201, 0x10201111, 0x10201210,
0x10201212, 0x10211011, 0x10211111, 0x10211112, 0x10211211, 0x11201110, 0x11201111, 0x11201112,
0x11201211, 0x11211010, 0x11211011, 0x11211110, 0x11211111, 0x11211112, 0x11211211, 0x11221011,
0x11221110, 0x11221111, 0x11221112, 0x11221211, 0x12201112, 0x12201211, 0x12201212, 0x12211011,
0x12211111, 0x12211112, 0x12211211, 0x12211212, 0x12221012, 0x12221111, 0x12221112, 0x12221210,
0x10201022, 0x10201221, 0x10211121, 0x10221020, 0x10221122, 0x10221220, 0x10221221, 0x11201020,
0x11201121, 0x11201220, 0x11201222, 0x11211021, 0x11211120, 0x11211121, 0x11211122, 0x11211220,
0x11211222, 0x11221020, 0x11221121, 0x11221220, 0x12201020, 0x12201022, 0x12201121, 0x12201222,
0x12211120, 0x12211122, 0x12211220, 0x12211221, 0x12221020, 0x12221120, 0x12221122, 0x12221222,
0x10212102, 0x10212201, 0x10222101, 0x11202001, 0x11212002, 0x11212101, 0x11212202, 0x11222001,
0x11222201, 0x12202101, 0x12212001, 0x12212200, 0x12222102, 0x10202011, 0x10202110, 0x10212010,
0x10212111, 0x10222011, 0x10222110, 0x10222112, 0x10222211, 0x11202010, 0x11202011, 0x11202111,
0x11202112, 0x11202210, 0x11212011, 0x11212110, 0x11212111, 0x11212112, 0x11212211, 0x11222010,
0x11222111, 0x11222212, 0x12202012, 0x12202110, 0x12202212, 0x12212111, 0x12222011, 0x12222110,
0x12222111, 0x12222211, 0x10212021, 0x10212122, 0x10212220, 0x11202021, 0x11202120, 0x11202221,
0x11212020, 0x11212121, 0x11212220, 0x11212222, 0x11222120, 0x11222121, 0x11222221, 0x12202122,
0x12212120, 0x12212220, 0x12212222, 0x12222122, 0x20000000, 0x20000002, 0x20000200, 0x20000202,
0x20020000, 0x20020002, 0x20020200, 0x20020202, 0x21000101, 0x21010000, 0x21010001, 0x21010100,
0x21010102, 0x21010201, 0x21020101, 0x22000000, 0x22000002, 0x22000200, 0x22000202, 0x22010101,
0x22020000, 0x22020002, 0x22020200, 0x22020202, 0x20000111, 0x20010011, 0x20010110, 0x20010112,
0x20010211, 0x20020111, 0x21000011, 0x21000110, 0x21000211, 0x21010010, 0x21010012, 0x21010111,
0x21010112, 0x21010210, 0x21010211, 0x21020110, 0x21020112, 0x21020211, 0x22000111, 0x22000211,
0x22010110, 0x22010112, 0x22010211, 0x22020111, 0x20000020, 0x20000022, 0x20000220, 0x20000222,
0x20010121, 0x20020020, 0x20020022, 0x20020220, 0x20020222, 0x21010021, 0x21010120, 0x21010221,
0x21020121, 0x22000020, 0x22000022, 0x22000220, 0x22000222, 0x22010121, 0x22020020, 0x22020022,
0x22020220, 0x22020222, 0x20011100, 0x20011201, 0x21001001, 0x21001100, 0x21011001, 0x21011101,
0x21011202, 0x21021001, 0x21021100, 0x21021201, 0x22011100, 0x22011201, 0x20001011, 0x20001211,
0x20011012, 0x20011111, 0x20011212, 0x20021112, 0x20021211, 0x21001010, 0x21001011, 0x21001111,
0x21001210, 0x21011011, 0x21011110, 0x21011111, 0x21011112, 0x21011211, 0x21011212, 0x21021111,
0x21021112, 0x21021210, 0x21021212, 0x22001011, 0x22001110, 0x22001112, 0x22001211, 0x22011010,
0x22011012, 0x22011111, 0x22011210, 0x22021112, 0x20011021, 0x20011122, 0x20011221, 0x20021121,
0x21001021, 0x21001120, 0x21001221, 0x21001222, 0x21011020, 0x21011121, 0x21011221, 0x21011222,
0x21021021, 0x21021122, 0x21021222, 0x22001121, 0x22011021, 0x22011222, 0x22021120, 0x20002000,
0x20002002, 0x20002200, 0x20002202, 0x20012101, 0x20022000, 0x20022002, 0x20022200, 0x20022202,
0x21002001, 0x21002101, 0x21012001, 0x21012100, 0x21012201, 0x21022101, 0x21022201, 0x22002000,
0x22002002, 0x22002200, 0x22002202, 0x22012101, 0x22022000, 0x22022002, 0x22022200, 0x22022202,
0x20002111, 0x20002112, 0x20012011, 0x20012110, 0x20012112, 0x20022111, 0x21002011, 0x21002110,
0x21002112, 0x21002211, 0x21012010, 0x21012012, 0x21012111, 0x21012212, 0x21022011, 0x21022110,
0x22002111, 0x22012112, 0x22012211, 0x22022111, 0x20002020, 0x20002022, 0x20002220, 0x20002222,
0x20012121, 0x20022020, 0x20022022, 0x20022220, 0x20022222, 0x21002121, 0x21012021, 0x21012120,
0x21012122, 0x22002020, 0x22002022, 0x22002220, 0x22002222, 0x22012121, 0x22022020, 0x22022022,
0x22022220, 0x22022222, 0x20100101, 0x20110001, 0x20110102, 0x20110200, 0x20110201, 0x20120101,
0x21100001, 0x21100102, 0x21100201, 0x21110101, 0x21110200, 0x21110202, 0x21120201, 0x21120202,
0x22100101, 0x22110001, 0x22110100, 0x22110102, 0x22110201, 0x22120101, 0x20100011, 0x20100110,
0x20100112, 0x20100211, 0x20110010, 0x20110111, 0x20110210, 0x20110212, 0x20120011, 0x20120110,
0x20120112, 0x20120211, 0x21100010, 0x21100111, 0x21110010, 0x21110011, 0x21110110, 0x21110111,
0x21110112, 0x21110211, 0x21120012, 0x21120111, 0x22100110, 0x22100112, 0x22110012, 0x22110111,
0x22110210, 0x22120011, 0x22120110, 0x22120112, 0x22120211, 0x20100121, 0x20110021, 0x20110120,
0x20110221, 0x20120121, 0x21100120, 0x21100122, 0x21100221, 0x21110020, 0x21110022, 0x21110121,
0x21110220, 0x21120122, 0x21120221, 0x22100121, 0x22110120, 0x22110122, 0x22120221, 0x20101001,
0x20101100, 0x20101102, 0x20111000, 0x20111101, 0x20111200, 0x20121102, 0x21101000, 0x21101202,
0x21111001, 0x21111100, 0x21111101, 0x21111102, 0x21111200, 0x21111201, 0x21121000, 0x21121001,
0x21121002, 0x21121101, 0x22101100, 0x22101102, 0x22111002, 0x22111100, 0x22111101, 0x22111200,
0x22121001, 0x22121201, 0x20101010, 0x20101111, 0x20101210, 0x20101212, 0x20111010, 0x20111011,
0x20111110, 0x20111111, 0x20111112, 0x20111211, 0x20121011, 0x20121111, 0x20121211, 0x20121212,
0x21101011, 0x21101110, 0x21101111, 0x21101112, 0x21101211, 0x21111010, 0x21111011, 0x21111012,
0x21111110, 0x21111111, 0x21111112, 0x21111210, 0x21111211, 0x21111212, 0x21121011, 0x21121110,
0x21121111, 0x21121112, 0x21121211, 0x22101011, 0x22101111, 0x22101210, 0x22111011, 0x22111012,
0x22111110, 0x22111111, 0x22111112, 0x22111211, 0x22111212, 0x22121010, 0x22121012, 0x22121111,
0x22121210, 0x22121212, 0x20101021, 0x20101120, 0x20111020, 0x20111121, 0x20111221, 0x20121020,
0x20121122, 0x20121221, 0x21101121, 0x21101220, 0x21101221, 0x21111021, 0x21111022, 0x21111121,
0x21111122, 0x21111221, 0x21121121, 0x21121220, 0x22101022, 0x22101120, 0x22101221, 0x22101222,
0x22111022, 0x22111120, 0x22111121, 0x22121120, 0x22121122, 0x22121221, 0x20102101, 0x20112102,
0x20112201, 0x20122101, 0x21102001, 0x21102102, 0x21112000, 0x21112002, 0x21112101, 0x21112102,
0x21112202, 0x21122100, 0x21122101, 0x22102101, 0x22112001, 0x22112102, 0x22112201, 0x22122101,
0x20102110, 0x20102112, 0x20102211, 0x20112010, 0x20112012, 0x20112111, 0x20112210, 0x20112212,
0x20122010, 0x20122011, 0x20122110, 0x20122112, 0x21102010, 0x21102012, 0x21102111, 0x21102210,
0x21102212, 0x21112011, 0x21112110, 0x21112111, 0x21112112, 0x21112211, 0x21122012, 0x21122111,
0x21122112, 0x21122212, 0x22102011, 0x22102110, 0x22112010, 0x22112012, 0x22112111, 0x22112212,
0x22122011, 0x22122112, 0x20102121, 0x20112121, 0x20122121, 0x21102120, 0x21102122, 0x21102221,
0x21112020, 0x21112121, 0x21112220, 0x21122021, 0x22102121, 0x22112021, 0x22112120, 0x22112121,
0x22112122, 0x20200000, 0x20200002, 0x20200200, 0x20200202, 0x20210101, 0x20220000, 0x20220002,
0x20220200, 0x20220202, 0x21200101, 0x21210001, 0x21210100, 0x21210102, 0x21210201, 0x22200000,
0x22200002, 0x22200200, 0x22200202, 0x22210101, 0x22220000, 0x22220002, 0x22220200, 0x22220202,
0x20200111, 0x20200211, 0x20210011, 0x20210110, 0x20210112, 0x20210211, 0x20210212, 0x21200112,
0x21200211, 0x21210011, 0x21210111, 0x21210210, 0x21210212, 0x21220011, 0x21220110, 0x22200111,
0x22210010, 0x22210012, 0x22210112, 0x22210211, 0x20200022, 0x20200220, 0x20200222, 0x20210020,
0x20210221, 0x20220022, 0x20220220, 0x20220222, 0x21200121, 0x21210021, 0x21210122, 0x21210221,
0x21220121, 0x22200020, 0x22200022, 0x22200220, 0x22200222, 0x22210121, 0x22220020, 0x22220022,
0x22220220, 0x22220222, 0x20211201, 0x20221101, 0x21201001, 0x21201100, 0x21211000, 0x21211100,
0x21211101, 0x21211200, 0x21211202, 0x21221001, 0x21221101, 0x21221102, 0x21221200, 0x21221201,
0x22201101, 0x20201112, 0x20201211, 0x20211010, 0x20211012, 0x20211111, 0x20211210, 0x20221112,
0x20221211, 0x21201012, 0x21201111, 0x21211011, 0x21211110, 0x21211111, 0x21211112, 0x21211211,
0x21221111, 0x21221212, 0x22201011, 0x22201110, 0x22201111, 0x22201112, 0x22201211, 0x22211012,
0x22211111, 0x22211210, 0x20201121, 0x20211021, 0x20211122, 0x20211222, 0x20221021, 0x20221121,
0x21201120, 0x21201122, 0x21201222, 0x21211022, 0x21211121, 0x21211122, 0x21211220, 0x21221020,
0x21221022, 0x22201122, 0x22211020, 0x22211121, 0x22211122, 0x22211221, 0x22221021, 0x22221120,
0x22221122, 0x20202000, 0x20202002, 0x20202200, 0x20202202, 0x20222000, 0x20222002, 0x20222200,
0x20222202, 0x21212001, 0x21212100, 0x21212102, 0x21212201, 0x22202000, 0x22202002, 0x22202200,
0x22202202, 0x22212101, 0x22222000, 0x22222002, 0x22222200, 0x22222202, 0x20202111, 0x20212110,
0x20212211, 0x20222011, 0x20222111, 0x21202011, 0x21212010, 0x21212111, 0x21212212, 0x21222011,
0x21222112, 0x21222211, 0x22212010, 0x22212112, 0x20202020, 0x20202022, 0x20202220, 0x20202222,
0x20222020, 0x20222022, 0x20222220, 0x20222222, 0x21212021, 0x21212120, 0x21212122, 0x22202020,
0x22202022, 0x22202220, 0x22202222, 0x22212121, 0x22222020, 0x22222022, 0x22222220, 0x22222222,
};
#endif
#ifndef HAVE_FANCY_SIMD
const uint64_t keven_signs[128] = {
0x0101010101010101, 0xff010101010101ff, 0xff0101010101ff01, 0x010101010101ffff,
0xff01010101ff0101, 0x0101010101ff01ff, 0x0101010101ffff01, 0xff01010101ffffff,
......@@ -181,31 +989,41 @@ const uint64_t keven_signs[128] = {
0x01ffffffff010101, 0xffffffffff0101ff, 0xffffffffff01ff01, 0x01ffffffff01ffff,
0xffffffffffff0101, 0x01ffffffffff01ff, 0x01ffffffffffff01, 0xffffffffffffffff,
};
#endif
}
bool iqk_mul_mat(long Nx, long Ny, long ne00, int typeA, const void * A, const void * B,
float * C, long stride_C, int ith, int nth) {
/* moonll change mulmat
add typeB and strideB
}*/
MulMat mm;
int row_size_q8;
if (!MulMat::set_mul_mat(typeA, ne00, mm, row_size_q8, Ny)) {
return false;
}
bool iqk_mul_mat(long Nx, long Ny, long ne00,
int typeA, const void * A, long strideA,
int typeB, const void * B, long strideB,
float * C, long stride_C, int ith, int nth) {
auto row_size_qx = ggml_row_size((ggml_type)typeA, ne00);
MulMat mm;
if (!MulMat::set_mul_mat(typeA, typeB, ne00, mm, Ny)) {
return false;
}
auto nrc_x = (Nx + nth - 1)/nth;
auto first_x = ith*nrc_x;
if (first_x + nrc_x > Nx) nrc_x = Nx - first_x;
size_t row_size_qx = strideA*ggml_type_size(ggml_type(typeA));
size_t row_size_qy = strideB*ggml_type_size(ggml_type(typeB));
auto nrc_x = (Nx + nth - 1)/nth;
auto first_x = ith*nrc_x;
if (first_x + nrc_x > Nx) nrc_x = Nx - first_x;
DataInfo info{C + first_x, (const char *)B, (size_t)stride_C, (size_t)row_size_q8, 0, 1, nullptr, 0};
DataInfo info{C + first_x, (const char *)B, (size_t)stride_C, row_size_qy, 0, 1, nullptr, 0};
mm.mul_mat_NxM(ne00, (const char *)A + row_size_qx*first_x, row_size_qx, info, nrc_x, Ny);
mm.mul_mat_NxM(ne00, (const char *)A + row_size_qx*first_x, row_size_qx, info, nrc_x, Ny);
return true;
return true;
}
bool iqk_mul_mat_moe(long Nx, long Ny, long ne00, int ne11, int typeA, const void * A, const void * B,
float * C, long nb1, long nb2, const void * vrow_mapping, int ith, int nth) {
const mmid_row_mapping * row_mapping = (const mmid_row_mapping *)vrow_mapping;
......@@ -213,9 +1031,11 @@ bool iqk_mul_mat_moe(long Nx, long Ny, long ne00, int ne11, int typeA, const voi
MulMat mm;
int row_size_q8;
/* moonll
if (!MulMat::set_mul_mat(typeA, ne00, mm, row_size_q8, Ny)) {
return false;
}
}*/
int row_size_qx = ggml_row_size((ggml_type)typeA, ne00);
int nrc_x = (Nx + nth - 1)/nth;
int first_x = ith*nrc_x;
......@@ -233,6 +1053,7 @@ bool iqk_mul_mat_moe(long Nx, long Ny, long ne00, int ne11, int typeA, const voi
#if defined(__AVX512F__) && defined(__AVX512VNNI__) && defined(__AVX512VL__) && defined(__AVX512BW__) && defined(__AVX512DQ__)
#define HAVE_FANCY_SIMD
#endif
//#define HAVE_FANCY_SIMD
namespace {
......@@ -257,10 +1078,9 @@ template <int nrc, typename block_q8 = block_q8_K> struct Q8 {
}
#ifdef HAVE_FANCY_SIMD
inline __m512i load_quants(int iy, int i, int j) const { return _mm512_loadu_si512((const __m512i*)y[iy][i].qs + j); }
#else
inline __m256i load_quants(int iy, int i, int j) const { return _mm256_loadu_si256((const __m256i*)y[iy][i].qs + j); }
inline __m512i load_quants64(int iy, int i, int j) const { return _mm512_loadu_si512((const __m512i*)y[iy][i].qs + j); }
#endif
inline __m256i load_quants(int iy, int i, int j) const { return _mm256_loadu_si256((const __m256i*)y[iy][i].qs + j); }
inline __m256i load_bsums(int iy, int i) const { return _mm256_loadu_si256((const __m256i*)y[iy][i].bsums); }
inline float scale(int iy, int i) const { return y[iy][i].d; }
......@@ -353,6 +1173,23 @@ struct ScaleIQ4XS {
const __m128i m32 = _mm_set1_epi16(-32);
};
struct Scales8KBase {
template <typename Q8>
inline void accum_mins(const __m128i& mins128, const Q8& q8, int i, float c, __m256 * accd) const {
const __m256i mins = MM256_SET_M128I(_mm_shuffle_epi8(mins128, shuffles[1]), _mm_shuffle_epi8(mins128, shuffles[0]));
for (int iy = 0; iy < Q8::nrc_y; ++iy) {
const __m256i q8s = q8.load_bsums(iy, i);
const __m256i prod = _mm256_madd_epi16(mins, q8s);
accd[iy] = _mm256_fmadd_ps(_mm256_set1_ps(c*q8.scale(iy, i)), _mm256_cvtepi32_ps(prod), accd[iy]);
}
}
inline __m256i shuffle(__m128i mins) const {
return MM256_SET_M128I(_mm_shuffle_epi8(mins, shuffles[1]), _mm_shuffle_epi8(mins, shuffles[0]));
}
const __m128i shuffles[2] = {_mm_set_epi32(0x07060706, 0x05040504, 0x03020302, 0x01000100),
_mm_set_epi32(0x0f0e0f0e, 0x0d0c0d0c, 0x0b0a0b0a, 0x09080908)};
};
template <typename Block>
struct BaseDequantizer {
BaseDequantizer(const void * vx, size_t bx) : vx(vx), bx(bx) {}
......@@ -367,6 +1204,16 @@ struct BaseDequantizer {
float d;
};
__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};
return _mm_loadu_si128((const __m128i *)kvalues_iq4nl);
}
__m256i inline load_iq4nl_values_256() {
auto val128 = load_iq4nl_values_128();
return MM256_SET_M128I(val128, val128);
}
#ifdef HAVE_FANCY_SIMD
//====================================== Zen4 ==================================================
......@@ -434,8 +1281,17 @@ struct DequantizerQ4K final : public BaseDequantizer<block_q4_K> {
Scales8K s8k;
};
/*
moonll DequantizerIQ4XS
*/
__m512i inline load_iq4nl_values_512() {
auto val256 = load_iq4nl_values_256();
return _mm512_inserti32x8(_mm512_castsi256_si512(val256), val256, 1);
}
struct DequantizerIQ4XS final : public BaseDequantizer<block_iq4_xs> {
DequantizerIQ4XS(const void * vx, size_t bx) : BaseDequantizer(vx, bx), values(load_values()) {}
DequantizerIQ4XS(const void * vx, size_t bx) : BaseDequantizer(vx, bx), values(load_iq4nl_values_512()) {}
template <typename Q8>
inline void new_block(int i, const Q8& q8, __m256 * accd, __m512i * scales) {
d = GGML_FP16_TO_FP32(x[i].d);
......@@ -444,14 +1300,10 @@ struct DequantizerIQ4XS final : public BaseDequantizer<block_iq4_xs> {
s8k.accum_mins(scales128, q8, i, -128.f*d, accd);
auto scales256 = MM256_SET_M128I(scales128, scales128);
auto all_scales = _mm512_inserti32x8(_mm512_castsi256_si512(scales256), scales256, 1);
scales[0] = _mm512_shuffle_epi8(all_scales, s8k.shuffles512[0]);
scales[1] = _mm512_shuffle_epi8(all_scales, s8k.shuffles512[1]);
}
static __m512i load_values() {
static const uint8_t kvalues_iq4nl[16] = {1, 24, 45, 63, 79, 93, 106, 118, 129, 141, 153, 166, 181, 197, 217, 241};
auto val128 = _mm_loadu_si128((const __m128i *)kvalues_iq4nl);
auto val256 = MM256_SET_M128I(val128, val128);
return _mm512_inserti32x8(_mm512_castsi256_si512(val256), val256, 1);
scales[0] = _mm512_shuffle_epi8(all_scales, shuffles[0]);
scales[1] = _mm512_shuffle_epi8(all_scales, shuffles[1]);
scales[2] = _mm512_shuffle_epi8(all_scales, shuffles[2]);
scales[3] = _mm512_shuffle_epi8(all_scales, shuffles[3]);
}
inline void prepare(const uint8_t * q4) {
bits.prepare64(q4);
......@@ -467,11 +1319,17 @@ struct DequantizerIQ4XS final : public BaseDequantizer<block_iq4_xs> {
}
Q4Bits bits;
Scales8K s8k;
Scales8KBase s8k;
ScaleIQ4XS siq4;
const __m512i values;
const __m512i permute1 = _mm512_set_epi64(11, 10, 3, 2, 9, 8, 1, 0);
const __m512i permute2 = _mm512_set_epi64(15, 14, 7, 6, 13, 12, 5, 4);
const __m512i shuffles[4] = {
_mm512_inserti32x8(_mm512_set1_epi16(0x0100), _mm256_set1_epi16(0x0302), 1),
_mm512_inserti32x8(_mm512_set1_epi16(0x0504), _mm256_set1_epi16(0x0706), 1),
_mm512_inserti32x8(_mm512_set1_epi16(0x0908), _mm256_set1_epi16(0x0b0a), 1),
_mm512_inserti32x8(_mm512_set1_epi16(0x0d0c), _mm256_set1_epi16(0x0f0e), 1),
};
};
struct HighBit5 {
......@@ -646,6 +1504,149 @@ static void mul_mat_qX_K_q8_K_T(int n, const void * vx, size_t bx, const DataInf
}
}
template <typename Q8>
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 p2 = _mm512_dpbusd_epi32(_mm512_setzero_si512(), values[1], q8.load_quants64(iy, i, 1));
const __m512i p3 = _mm512_dpbusd_epi32(_mm512_setzero_si512(), values[2], q8.load_quants64(iy, i, 2));
const __m512i p4 = _mm512_dpbusd_epi32(_mm512_setzero_si512(), values[3], q8.load_quants64(iy, i, 3));
auto sumi = _mm512_dpwssd_epi32(_mm512_setzero_si512(), scales[0], _mm512_packs_epi32(p1, p2));
sumi = _mm512_dpwssd_epi32(sumi, scales[1], _mm512_packs_epi32(p3, p4));
accd[iy] = _mm512_fmadd_ps(_mm512_set1_ps(d*q8.scale(iy, i)), _mm512_cvtepi32_ps(sumi), accd[iy]);
}
template <typename Dequantizer, int nrc_y>
static void mul_mat_qX_K_q8_K_AVX512(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
assert(n % QK_K == 0);
const int nb = n / QK_K;
Q8<nrc_y> q8(info);
Dequantizer deq(vx, bx);
__m256 accm[nrc_y];
__m512 accd[nrc_y];
__m512i scales[2];
for (int ix = 0; ix < nrc_x; ++ix) {
for (int iy = 0; iy < nrc_y; ++iy) accd[iy] = _mm512_setzero_ps();
for (int iy = 0; iy < nrc_y; ++iy) accm[iy] = _mm256_setzero_ps();
deq.new_row(ix);
for (int i = 0; i < nb; ++i) {
deq.new_block(i, q8, accm, scales);
for (int iy = 0; iy < nrc_y; ++iy) {
const __m512i p1 = _mm512_dpbusd_epi32(_mm512_setzero_si512(), deq.bits.values[0], q8.load_quants64(iy, i, 0));
const __m512i p2 = _mm512_dpbusd_epi32(_mm512_setzero_si512(), deq.bits.values[1], q8.load_quants64(iy, i, 1));
const __m512i p3 = _mm512_dpbusd_epi32(_mm512_setzero_si512(), deq.bits.values[2], q8.load_quants64(iy, i, 2));
const __m512i p4 = _mm512_dpbusd_epi32(_mm512_setzero_si512(), deq.bits.values[3], q8.load_quants64(iy, i, 3));
auto sumi = _mm512_dpwssd_epi32(_mm512_setzero_si512(), scales[0], _mm512_packs_epi32(p1, p2));
sumi = _mm512_dpwssd_epi32(sumi, scales[1], _mm512_packs_epi32(p3, p4));
accd[iy] = _mm512_fmadd_ps(_mm512_set1_ps(deq.d*q8.scale(iy, i)), _mm512_cvtepi32_ps(sumi), accd[iy]);
}
}
for (int iy = 0; iy < nrc_y; ++iy) {
auto sum256 = _mm256_add_ps(_mm512_castps512_ps256(accd[iy]), _mm512_extractf32x8_ps(accd[iy], 1));
info.store(ix, iy, hsum_float_8(_mm256_add_ps(accm[iy], sum256)));
}
}
}
template <typename Dequantizer, int nrc_y>
static void mul_mat_iqX_k_q8_K_AVX512(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
assert(n % QK_K == 0);
const int nb = n / QK_K;
Q8<nrc_y> q8(info);
Dequantizer deq(vx, bx);
__m256 accm[nrc_y];
__m512 accd[nrc_y];
__m512i scales[4];
for (int ix = 0; ix < nrc_x; ++ix) {
for (int iy = 0; iy < nrc_y; ++iy) accd[iy] = _mm512_setzero_ps();
for (int iy = 0; iy < nrc_y; ++iy) accm[iy] = _mm256_setzero_ps();
deq.new_row(ix);
for (int i = 0; i < nb; ++i) {
deq.new_block(i, q8, accm, scales);
for (int iy = 0; iy < nrc_y; ++iy) {
const __m512i p1 = _mm512_maddubs_epi16(deq.bits.values[0], q8.load_quants64(iy, i, 0));
const __m512i p2 = _mm512_maddubs_epi16(deq.bits.values[1], q8.load_quants64(iy, i, 1));
const __m512i p3 = _mm512_maddubs_epi16(deq.bits.values[2], q8.load_quants64(iy, i, 2));
const __m512i p4 = _mm512_maddubs_epi16(deq.bits.values[3], q8.load_quants64(iy, i, 3));
auto sumi = _mm512_dpwssd_epi32(_mm512_dpwssd_epi32(_mm512_dpwssd_epi32(_mm512_dpwssd_epi32(_mm512_setzero_si512(),
p1, scales[0]), p2, scales[1]), p3, scales[2]), p4, scales[3]);
accd[iy] = _mm512_fmadd_ps(_mm512_set1_ps(deq.d*q8.scale(iy, i)), _mm512_cvtepi32_ps(sumi), accd[iy]);
}
}
for (int iy = 0; iy < nrc_y; ++iy) {
auto sum256 = _mm256_add_ps(_mm512_castps512_ps256(accd[iy]), _mm512_extractf32x8_ps(accd[iy], 1));
info.store(ix, iy, hsum_float_8(_mm256_add_ps(accm[iy], sum256)));
}
}
}
template <typename Dequantizer>
static void mul_mat_qX_K_q8_K_AVX512_1(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
assert(n % QK_K == 0);
const int nb = n / QK_K;
constexpr int k_nx = 2;
Q8<1> q8(info);
Dequantizer deq1(vx, bx);
Dequantizer deq2(vx, bx);
Dequantizer * deq[k_nx];
deq[0] = &deq1;
deq[1] = &deq2;
__m512i scales[2*k_nx];
for (int ix = 0; ix < nrc_x; ++ix) {
auto accd = _mm512_setzero_ps();
auto accm = _mm256_setzero_ps();
for (int kx = 0; kx < k_nx; ++kx) deq[kx]->new_row(ix);
for (int i = 0; i < nb/k_nx; ++i) {
for (int kx = 0; kx < k_nx; ++kx) deq[kx]->new_block(k_nx*i+kx, q8, &accm, scales+2*kx);
for (int kx = 0; kx < k_nx; ++kx) {
compute_block(0, k_nx*i+kx, deq[kx]->d, q8, deq[kx]->bits.values, scales+2*kx, &accd);
}
}
if (2*(nb/2) < nb) {
int i0 = 2*(nb/2);
deq[0]->new_block(i0, q8, &accm, scales);
compute_block(0, i0, deq[0]->d, q8, deq[0]->bits.values, scales, &accd);
}
auto sum256 = _mm256_add_ps(_mm512_castps512_ps256(accd), _mm512_extractf32x8_ps(accd, 1));
info.store(ix, 0, hsum_float_8(_mm256_add_ps(accm, sum256)));
}
}
#else
// ===================================== Vanilla AVX2 =====================================
......@@ -724,17 +1725,8 @@ struct HighBit3 {
__m256i hbits;
};
inline __m256i get_scale_shuffle_8(int i) {
return _mm256_set1_epi16((2*i) | ((2*i+1) << 8));
}
inline void set_scales_8(const __m256i& all_scales, int j, __m256i * scales) {
scales[0] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_8(4*j+0));
scales[1] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_8(4*j+1));
scales[2] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_8(4*j+2));
scales[3] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_8(4*j+3));
}
/*
template <typename Q8, typename Bits>
inline void multiply_add(const Bits& bits, const __m256i * scales, int j, int i, const Q8& q8, __m256i * sumi) {
if (j == 0) {
......@@ -755,7 +1747,7 @@ inline void multiply_add(const Bits& bits, const __m256i * scales, int j, int i,
sumi[iy] = _mm256_add_epi32(sumi[iy], _mm256_add_epi32(p2, p4));
}
}
}
}*/
struct DequantizerQ4K final : public BaseDequantizer<block_q4_K> {
DequantizerQ4K(const void * vx, size_t bx) : BaseDequantizer(vx, bx) {}
......@@ -889,22 +1881,8 @@ struct DequantizerQ6K final : public BaseDequantizer<block_q6_K> {
const __m256i mh = _mm256_set1_epi8(0x30);
};
inline __m256i get_scale_shuffle_16(int i) {
static const uint8_t k_shuffle[128] = {
0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3,
4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7,
8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,
12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13, 14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,
};
return _mm256_loadu_si256((const __m256i*)k_shuffle + i);
}
inline void set_scales_16(const __m256i& all_scales, __m256i * scales) {
scales[0] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(0));
scales[1] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(1));
scales[2] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(2));
scales[3] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(3));
}
template <typename Dequantizer, int nrc_y>
static void mul_mat_qY_K_q8_K_T(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
......@@ -1000,6 +1978,8 @@ static void mul_mat_qX_K_q8_K_T(int n, const void * vx, size_t bx, const DataInf
}
#endif // Zen4 or vanilla AVX2
//
// ============================== Legacy quants
//
......@@ -1075,6 +2055,28 @@ 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(float d, const Q * y) const { return d*prepare1(y); }
};
template <int min_value>
struct ScaleHelperQ_0_1 {
ggml_half scales8[4];
template <typename Q>
inline __m256 prepare4(const Q * y) {
for (int j = 0; j < 4; ++j) scales8[j] = y[j].d;
auto s4 = _mm_cvtph_ps(_mm_loadl_epi64((const __m128i *)scales8));
return _mm256_set_m128(_mm_mul_ps(s4, min), s4);
}
template <typename Q>
inline __m256 prepare4(__m256 other_scales, const Q * y) {
return _mm_mul256_ps(other_scales, prepare4<Q>(y));
}
template <typename Q> inline std::pair<float, float> prepare1(const Q * y) const {
float d = GGML_FP16_TO_FP32(y->d);
return std::make_pair(d, -d*float(min_value));
}
std::pair<float, float> inline prepare1(const std::pair<float, float>& dm, const block_q8_1 * y) const {
return std::make_pair(dm.first*GGML_FP16_TO_FP32(y->d), dm.second*GGML_FP16_TO_FP32(y->s));
}
const __m128 min = _mm_set1_ps(float(-min_value));
};
struct ScaleHelperQ_1 {
uint32_t scales8[4];
......@@ -1235,6 +2237,12 @@ struct Q8_0_Dequantizer {
}
};
struct Q8_0_1_Dequantizer {
inline __m256i dequant(const block_q8_0 * x) const {
return _mm256_add_epi8(_mm256_set1_epi8(127), _mm256_loadu_si256((const __m256i *)x->qs));
}
};
struct Q4_0_Dequantizer {
Dequantizer4bit b4;
const __m256i m8 = _mm256_set1_epi8(-8);
......@@ -1320,6 +2328,11 @@ 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) {}
inline static int block_size() { return QK4_0; }
};
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) {}
// using Sum4T = Sum4TypeQ81;
inline static int block_size() { return QK8_0; }
};
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) {}
inline static int block_size() { return QK4_0; }
......@@ -1353,8 +2366,466 @@ void mul_mat_q8_0_q8_0_T(int n, const void * vx, size_t bx, const DataInfo& info
}
}
/*
moonll
add some structs for DequantizerIQ2XXS
SimpleBits
EvenSignHelper
*/
struct SimpleBits {
__m256i values[4];
};
struct EvenSignHelper {
#ifdef HAVE_FANCY_SIMD
union sbits_t {
__m128i vec;
__mmask32 mask[4];
};
IQK_ALWAYS_INLINE void sign_2_values(__m256i aux, __m256i * values) const {
aux = _mm256_and_si256(_mm256_srlv_epi32(aux, shifts), mask);
auto pcnt = _mm256_popcnt_epi32(aux);
sbits_t sbits;
sbits.vec = _mm256_cvtepi32_epi8(_mm256_or_si256(aux, _mm256_slli_epi32(_mm256_and_si256(pcnt, mone), 7)));
values[0] = _mm256_mask_sub_epi8(values[0], sbits.mask[0], _mm256_setzero_si256(), values[0]);
values[1] = _mm256_mask_sub_epi8(values[1], sbits.mask[1], _mm256_setzero_si256(), values[1]);
//auto sign_bits = _mm256_cvtepi32_epi8(_mm256_or_si256(aux, _mm256_slli_epi32(_mm256_and_si256(pcnt, mone), 7)));
//const __mmask32 * m32 = (const __mmask32 *)&sign_bits;
//values[0] = _mm256_mask_sub_epi8(values[0], m32[0], _mm256_setzero_si256(), values[0]);
//values[1] = _mm256_mask_sub_epi8(values[1], m32[1], _mm256_setzero_si256(), values[1]);
}
const __m256i shifts = _mm256_set_epi32(21, 14, 7, 0, 21, 14, 7, 0);
const __m256i mask = _mm256_set1_epi32(127);
const __m256i mone = _mm256_set1_epi32(1);
#else
inline void sign_value(uint32_t aux32, __m256i& value) const {
auto signs = _mm256_set_epi64x(keven_signs[(aux32 >> 21) & 127], keven_signs[(aux32 >> 14) & 127],
keven_signs[(aux32 >> 7) & 127], keven_signs[(aux32 >> 0) & 127]);
value = _mm256_sign_epi8(value, signs);
}
#endif
};
/*
moonll ad multiply_add for mul_mat_qX_K_q8_K_IQ_1
add func
get_scale_shuffle_8
get_scale_shuffle_16
set_scales_16
*/
inline __m256i get_scale_shuffle_8(int i) {
return _mm256_set1_epi16((2*i) | ((2*i+1) << 8));
}
inline void set_scales_8(const __m256i& all_scales, int j, __m256i * scales) {
scales[0] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_8(4*j+0));
scales[1] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_8(4*j+1));
scales[2] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_8(4*j+2));
scales[3] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_8(4*j+3));
}
inline __m256i get_scale_shuffle_16(int i) {
static const uint8_t k_shuffle[128] = {
0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3,
4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 4, 5, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7, 6, 7,
8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 8, 9, 10,11,10,11,10,11,10,11,10,11,10,11,10,11,10,11,
12,13,12,13,12,13,12,13,12,13,12,13,12,13,12,13, 14,15,14,15,14,15,14,15,14,15,14,15,14,15,14,15,
};
return _mm256_loadu_si256((const __m256i*)k_shuffle + i);
}
inline void set_scales_16(const __m256i& all_scales, __m256i * scales) {
scales[0] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(0));
scales[1] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(1));
scales[2] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(2));
scales[3] = _mm256_shuffle_epi8(all_scales, get_scale_shuffle_16(3));
}
template <typename Q8, typename Bits>
inline void multiply_add(const Bits& bits, const __m256i * scales, int j, int i, const Q8& q8, __m256i * sumi) {
if (j == 0) {
#ifdef HAVE_FANCY_SIMD
for (int iy = 0; iy < Q8::nrc_y; ++iy) {
sumi[iy] = _mm256_dpwssd_epi32(_mm256_setzero_si256(), scales[0], _mm256_maddubs_epi16(bits.values[0], q8.load_quants(iy, i, 0)));
sumi[iy] = _mm256_dpwssd_epi32(sumi[iy], scales[1], _mm256_maddubs_epi16(bits.values[1], q8.load_quants(iy, i, 1)));
sumi[iy] = _mm256_dpwssd_epi32(sumi[iy], scales[2], _mm256_maddubs_epi16(bits.values[2], q8.load_quants(iy, i, 2)));
sumi[iy] = _mm256_dpwssd_epi32(sumi[iy], scales[3], _mm256_maddubs_epi16(bits.values[3], q8.load_quants(iy, i, 3)));
}
#else
for (int iy = 0; iy < Q8::nrc_y; ++iy) {
const __m256i p1 = _mm256_madd_epi16(scales[0], _mm256_maddubs_epi16(bits.values[0], q8.load_quants(iy, i, 0)));
const __m256i p2 = _mm256_madd_epi16(scales[1], _mm256_maddubs_epi16(bits.values[1], q8.load_quants(iy, i, 1)));
const __m256i p3 = _mm256_madd_epi16(scales[2], _mm256_maddubs_epi16(bits.values[2], q8.load_quants(iy, i, 2)));
const __m256i p4 = _mm256_madd_epi16(scales[3], _mm256_maddubs_epi16(bits.values[3], q8.load_quants(iy, i, 3)));
sumi[iy] = _mm256_add_epi32(_mm256_add_epi32(p1, p3), _mm256_add_epi32(p2, p4));
}
#endif
} else {
#ifdef HAVE_FANCY_SIMD
for (int iy = 0; iy < Q8::nrc_y; ++iy) {
sumi[iy] = _mm256_dpwssd_epi32(sumi[iy], scales[0], _mm256_maddubs_epi16(bits.values[0], q8.load_quants(iy, i, 4)));
sumi[iy] = _mm256_dpwssd_epi32(sumi[iy], scales[1], _mm256_maddubs_epi16(bits.values[1], q8.load_quants(iy, i, 5)));
sumi[iy] = _mm256_dpwssd_epi32(sumi[iy], scales[2], _mm256_maddubs_epi16(bits.values[2], q8.load_quants(iy, i, 6)));
sumi[iy] = _mm256_dpwssd_epi32(sumi[iy], scales[3], _mm256_maddubs_epi16(bits.values[3], q8.load_quants(iy, i, 7)));
}
#else
for (int iy = 0; iy < Q8::nrc_y; ++iy) {
const __m256i p1 = _mm256_madd_epi16(scales[0], _mm256_maddubs_epi16(bits.values[0], q8.load_quants(iy, i, 4)));
const __m256i p2 = _mm256_madd_epi16(scales[1], _mm256_maddubs_epi16(bits.values[1], q8.load_quants(iy, i, 5)));
const __m256i p3 = _mm256_madd_epi16(scales[2], _mm256_maddubs_epi16(bits.values[2], q8.load_quants(iy, i, 6)));
const __m256i p4 = _mm256_madd_epi16(scales[3], _mm256_maddubs_epi16(bits.values[3], q8.load_quants(iy, i, 7)));
sumi[iy] = _mm256_add_epi32(sumi[iy], _mm256_add_epi32(p1, p3));
sumi[iy] = _mm256_add_epi32(sumi[iy], _mm256_add_epi32(p2, p4));
}
#endif
}
}
/*
moonll ad multiply_add_1 for mul_mat_qX_K_q8_K_IQ_1
add func
set_scales_8_iq
set_scales_16_iq
add MUL_MAT
mul_mat_qX_K_q8_K_IQ_1
mul_mat_qX_K_q8_K_IQ_N
mul_mat_qX_K_q8_K_IQ
*/
template <typename Bits>
inline void multiply_add_1(int j, const Bits& bits, const __m256i * scales, const __m256i * q8, __m256i * sumi) {
if (j == 0) {
#ifdef HAVE_FANCY_SIMD
auto p1 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), bits.values[0], q8[0]);
auto p2 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), bits.values[1], q8[1]);
auto p3 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), bits.values[2], q8[2]);
auto p4 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), bits.values[3], q8[3]);
sumi[0] = _mm256_dpwssd_epi32(_mm256_setzero_si256(), scales[0], _mm256_packs_epi32(p1, p2));
sumi[1] = _mm256_dpwssd_epi32(_mm256_setzero_si256(), scales[1], _mm256_packs_epi32(p3, p4));
#else
const __m256i p1 = _mm256_madd_epi16(scales[0], _mm256_maddubs_epi16(bits.values[0], q8[0]));
const __m256i p2 = _mm256_madd_epi16(scales[1], _mm256_maddubs_epi16(bits.values[1], q8[1]));
const __m256i p3 = _mm256_madd_epi16(scales[2], _mm256_maddubs_epi16(bits.values[2], q8[2]));
const __m256i p4 = _mm256_madd_epi16(scales[3], _mm256_maddubs_epi16(bits.values[3], q8[3]));
sumi[0] = _mm256_add_epi32(p1, p3);
sumi[1] = _mm256_add_epi32(p2, p4);
#endif
} else {
#ifdef HAVE_FANCY_SIMD
auto p1 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), bits.values[0], q8[0]);
auto p2 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), bits.values[1], q8[1]);
auto p3 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), bits.values[2], q8[2]);
auto p4 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), bits.values[3], q8[3]);
sumi[0] = _mm256_dpwssd_epi32(sumi[0], scales[0], _mm256_packs_epi32(p1, p2));
sumi[1] = _mm256_dpwssd_epi32(sumi[1], scales[1], _mm256_packs_epi32(p3, p4));
#else
const __m256i p1 = _mm256_madd_epi16(scales[0], _mm256_maddubs_epi16(bits.values[0], q8[0]));
const __m256i p2 = _mm256_madd_epi16(scales[1], _mm256_maddubs_epi16(bits.values[1], q8[1]));
const __m256i p3 = _mm256_madd_epi16(scales[2], _mm256_maddubs_epi16(bits.values[2], q8[2]));
const __m256i p4 = _mm256_madd_epi16(scales[3], _mm256_maddubs_epi16(bits.values[3], q8[3]));
sumi[0] = _mm256_add_epi32(sumi[0], _mm256_add_epi32(p1, p3));
sumi[1] = _mm256_add_epi32(sumi[1], _mm256_add_epi32(p2, p4));
#endif
}
}
inline void set_scales_8_iq(int j, const __m256i& all_scales, __m256i * scales) {
//#ifdef HAVE_FANCY_SIMD
auto shuffle = j == 0 ? _mm256_set_epi64x(0x0302030203020302, 0x0100010001000100, 0x0302030203020302, 0x0100010001000100)
: _mm256_set_epi64x(0x0b0a0b0a0b0a0b0a, 0x0908090809080908, 0x0b0a0b0a0b0a0b0a, 0x0908090809080908);
scales[0] = _mm256_shuffle_epi8(all_scales, shuffle);
scales[1] = _mm256_shuffle_epi8(all_scales, _mm256_add_epi8(shuffle, _mm256_set1_epi8(4)));
//#else
// set_scales_8(all_scales, j, scales);
//#endif
}
inline void set_scales_16_iq(const __m256i& all_scales, __m256i * scales) {
#ifdef HAVE_FANCY_SIMD
auto shuffle = _mm256_set_epi64x(0x0706070607060706, 0x0302030203020302, 0x0504050405040504, 0x0100010001000100);
scales[0] = _mm256_shuffle_epi8(all_scales, shuffle);
scales[1] = _mm256_shuffle_epi8(all_scales, _mm256_add_epi8(shuffle, _mm256_set1_epi8(8)));
#else
set_scales_16(all_scales, scales);
#endif
}
template <typename Dequantizer>
static void mul_mat_qX_K_q8_K_IQ_1(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
const int nb = n / QK_K;
Q8<1> q8(info);
Dequantizer deq(vx, bx);
__m256i scales[2];
__m256i q8_quants[4];
for (int ix = 0; ix < nrc_x; ++ix) {
__m256 accd = _mm256_setzero_ps();
deq.new_row(ix);
for (int i = 0; i < nb; ++i) {
__m256i sumi[2], all_scales[Dequantizer::num_blocks/8];
deq.new_block(i, all_scales);
for (int j = 0; j < QK_K/128; ++j) {
deq.prepare(i, j, q8, q8_quants);
if constexpr (Dequantizer::num_blocks == 8) {
set_scales_8_iq(j, all_scales[0], scales);
} else {
set_scales_16_iq(all_scales[j], scales);
}
multiply_add_1(j, deq.bits, scales, q8_quants, sumi);
}
accd = _mm256_fmadd_ps(_mm256_set1_ps(deq.d*q8.scale(0, i)), _mm256_cvtepi32_ps(_mm256_add_epi32(sumi[0], sumi[1])), accd);
}
info.store(ix, 0, hsum_float_8(accd));
}
}
template <typename Dequantizer, int nrc_y>
static void mul_mat_qX_K_q8_K_IQ_N(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
const int nb = n / QK_K;
Q8<nrc_y> q8(info);
Dequantizer deq(vx, bx);
__m256i scales[4];
__m256 accd[nrc_y];
for (int ix = 0; ix < nrc_x; ++ix) {
for (int iy = 0; iy < nrc_y; ++iy) accd[iy] = _mm256_setzero_ps();
deq.new_row(ix);
for (int i = 0; i < nb; ++i) {
__m256i sumi[nrc_y], all_scales[Dequantizer::num_blocks/8];
//for (int iy = 0; iy < nrc_y; ++iy) sumi[iy] = _mm256_setzero_si256();
__m256i mins;
float dmin = deq.new_block(i, all_scales, mins);
for (int iy = 0; iy < nrc_y; ++iy) {
auto bsums = q8.load_bsums(iy, i);
auto prod = _mm256_madd_epi16(mins, bsums);
accd[iy] = _mm256_fmadd_ps(_mm256_set1_ps(dmin*q8.scale(iy, i)), _mm256_cvtepi32_ps(prod), accd[iy]);
}
for (int j = 0; j < QK_K/128; ++j) {
deq.prepare(i, j);
if constexpr (Dequantizer::num_blocks == 8) {
set_scales_8(all_scales[0], j, scales);
} else {
set_scales_16(all_scales[j], scales);
}
//multiply_add_iq(deq.bits, scales, j, i, q8, sumi);
multiply_add(deq.bits, scales, j, i, q8, sumi);
}
for (int iy = 0; iy < nrc_y; ++iy) {
const __m256 vd = _mm256_set1_ps(deq.d*q8.scale(iy, i));
accd[iy] = _mm256_fmadd_ps(vd, _mm256_cvtepi32_ps(sumi[iy]), accd[iy]);
}
}
for (int iy = 0; iy < nrc_y; ++iy) {
info.store(ix, iy, hsum_float_8(accd[iy]));
}
}
}
template <typename Dequantizer, int nrc_y>
static void mul_mat_qX_K_q8_K_IQ(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
assert(n % QK_K == 0);
#ifdef HAVE_FANCY_SIMD
if constexpr (nrc_y == 1) {
mul_mat_qX_K_q8_K_IQ_1<Dequantizer>(n, vx, bx, info, nrc_x);
} else {
mul_mat_qX_K_q8_K_IQ_N<Dequantizer, nrc_y>(n, vx, bx, info, nrc_x);
}
#else
mul_mat_qX_K_q8_K_IQ_N<Dequantizer, nrc_y>(n, vx, bx, info, nrc_x);
#endif
}
/*
moonll iq1s
core func for iq1s mul_mat_iq1_s_q8_K
*/
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) {
GGML_ASSERT(n%QK_K == 0);
Q8<nrc_y, block_q8_K> q8(info);
__m256i qx[8];
__m256i scales[4];
__m256 acc[nrc_y] = {};
auto delta_mask = _mm_set1_epi16(-32768); // to avoid stupid overflow warnings when using 0x8000
__m256i shuffle0 = _mm256_set_epi64x(0x0302030203020302, 0x0100010001000100, 0x0302030203020302, 0x0100010001000100);
for (int ix = 0; ix < nrc_x; ++ix) {
auto iq1s = (const block_iq1_s *)((const char *)vx + ix*bx);
for (int ibl = 0; ibl < n/QK_K; ++ibl) {
float d = GGML_FP16_TO_FP32(iq1s[ibl].d);
auto qhb = _mm_loadu_si128((const __m128i *)iq1s[ibl].qh);
auto scales128 = _mm_and_si128(_mm_srli_epi16(qhb, 12), _mm_set1_epi16(7));
scales128 = _mm_add_epi16(_mm_slli_epi16(scales128, 1), _mm_set1_epi16(1));
#ifdef HAVE_FANCY_SIMD
auto mask = _mm_cmpeq_epi16_mask(_mm_and_si128(qhb, delta_mask), delta_mask);
auto deltas128 = _mm_mask_blend_epi16(mask, _mm_set1_epi16(-7), _mm_set1_epi16(-9));
#else
auto mask = _mm_cmpeq_epi16(_mm_and_si128(qhb, delta_mask), delta_mask);
auto deltas128 = _mm_or_si128(_mm_and_si128(mask, _mm_set1_epi16(-9)), _mm_andnot_si128(mask, _mm_set1_epi16(-7)));
#endif
deltas128 = _mm_mullo_epi16(scales128, deltas128);
scales128 = _mm_slli_epi16(scales128, 3);
auto deltas_l = _mm_unpacklo_epi16(deltas128, deltas128);
auto deltas_h = _mm_unpackhi_epi16(deltas128, deltas128);
auto deltas = MM256_SET_M128I(deltas_h, deltas_l); // blocks 0,0, 1,1, 2,2, ..., 7,7
auto all_scales = MM256_SET_M128I(scales128, scales128);
auto shuffle = shuffle0;
for (int ib64 = 0; ib64 < QK_K/64; ++ib64) {
scales[ib64] = _mm256_shuffle_epi8(all_scales, shuffle);
shuffle = _mm256_add_epi8(shuffle, _mm256_set1_epi8(4));
}
const uint8_t * qs = iq1s[ibl].qs;
const uint16_t * qh = iq1s[ibl].qh;
for (int ib = 0; ib < QK_K/32; ib += 2) {
qx[ib+0] = _mm256_set_epi64x(iq1s_grid_us[qs[3] | ((qh[ib+0] >> 1) & 0x700)], iq1s_grid_us[qs[2] | ((qh[ib+0] << 2) & 0x700)],
iq1s_grid_us[qs[1] | ((qh[ib+0] << 5) & 0x700)], iq1s_grid_us[qs[0] | ((qh[ib+0] << 8) & 0x700)]);
qx[ib+1] = _mm256_set_epi64x(iq1s_grid_us[qs[7] | ((qh[ib+1] >> 1) & 0x700)], iq1s_grid_us[qs[6] | ((qh[ib+1] << 2) & 0x700)],
iq1s_grid_us[qs[5] | ((qh[ib+1] << 5) & 0x700)], iq1s_grid_us[qs[4] | ((qh[ib+1] << 8) & 0x700)]);
qs += 8;
}
for (int iy = 0; iy < nrc_y; ++iy) {
auto bsums = q8.load_bsums(iy, ibl);
auto sumi = _mm256_setzero_si256();
for (int ib64 = 0; ib64 < QK_K/64; ++ib64) {
auto qy1 = q8.load_quants(iy, ibl, 2*ib64+0);
auto qy2 = q8.load_quants(iy, ibl, 2*ib64+1);
#ifdef HAVE_FANCY_SIMD
auto dot1 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), qx[2*ib64+0], qy1);
auto dot2 = _mm256_dpbusd_epi32(_mm256_setzero_si256(), qx[2*ib64+1], qy2);
sumi = _mm256_dpwssd_epi32(sumi, scales[ib64], _mm256_packs_epi32(dot1, dot2));
#else
auto dot1 = _mm256_maddubs_epi16(qx[2*ib64+0], qy1);
auto dot2 = _mm256_maddubs_epi16(qx[2*ib64+1], qy2);
auto dot = _mm256_add_epi16(_mm256_unpacklo_epi64(dot1, dot2), _mm256_unpackhi_epi64(dot1, dot2));
sumi = _mm256_add_epi32(sumi, _mm256_madd_epi16(scales[ib64], dot));
#endif
}
#ifdef HAVE_FANCY_SIMD
sumi = _mm256_dpwssd_epi32(sumi, bsums, deltas);
#else
sumi = _mm256_add_epi32(sumi, _mm256_madd_epi16(bsums, deltas));
#endif
acc[iy] = _mm256_fmadd_ps(_mm256_set1_ps(d*q8.scale(iy, ibl)), _mm256_cvtepi32_ps(sumi), acc[iy]);
}
}
for (int iy = 0; iy < nrc_y; ++iy) {
info.store(ix, iy, 0.125f*hsum_float_8(acc[iy]));
acc[iy] = _mm256_setzero_ps();
}
}
}
/*
moonll iq1s
DequantizerIQ2XXS
DequantizerIQ2XXS is important Dequantizer for DequantizerIQ1_S
*/
struct DequantizerIQ2XXS final : public BaseDequantizer<block_iq2_xxs> {
DequantizerIQ2XXS(const void * vx, size_t bx) : BaseDequantizer(vx, bx) {}
constexpr static int num_blocks = 8;
union Data {
__m256i vec;
uint32_t val[8];
};
inline __m128i load_scales(int i) {
d = 0.125f * GGML_FP16_TO_FP32(x[i].d);
const uint16_t * a16 = (const uint16_t *)x[i].qs;
auto scales = _mm_srli_epi16(_mm_set_epi16(a16[31], a16[27], a16[23], a16[19], a16[15], a16[11], a16[7], a16[3]), 12);
return _mm_or_si128(_mm_slli_epi16(scales, 1), _mm_set1_epi16(1));
}
inline void new_block(int i, __m256i * scales) {
auto sc16 = load_scales(i);
scales[0] = MM256_SET_M128I(sc16, sc16);
}
inline float new_block(int i, __m256i * scales, __m256i& mins) {
auto sc16 = load_scales(i);
mins = scb.shuffle(sc16);
scales[0] = MM256_SET_M128I(sc16, sc16);
return -d*minv;
}
inline static void make4(const uint32_t * aux32, __m256i * values) {
const uint8_t * aux8 = (const uint8_t *)aux32;
values[0] = _mm256_set_epi64x(iq2xxs_grid[aux8[ 3]], iq2xxs_grid[aux8[ 2]], iq2xxs_grid[aux8[ 1]], iq2xxs_grid[aux8[ 0]]);
values[1] = _mm256_set_epi64x(iq2xxs_grid[aux8[11]], iq2xxs_grid[aux8[10]], iq2xxs_grid[aux8[ 9]], iq2xxs_grid[aux8[ 8]]);
values[2] = _mm256_set_epi64x(iq2xxs_grid[aux8[19]], iq2xxs_grid[aux8[18]], iq2xxs_grid[aux8[17]], iq2xxs_grid[aux8[16]]);
values[3] = _mm256_set_epi64x(iq2xxs_grid[aux8[27]], iq2xxs_grid[aux8[26]], iq2xxs_grid[aux8[25]], iq2xxs_grid[aux8[24]]);
}
IQK_ALWAYS_INLINE void sign_values(const uint32_t * aux32, __m256i * values) const {
#ifdef HAVE_FANCY_SIMD
esh.sign_2_values(MM256_SET_M128I(_mm_set1_epi32(aux32[3]), _mm_set1_epi32(aux32[1])), values+0);
esh.sign_2_values(MM256_SET_M128I(_mm_set1_epi32(aux32[7]), _mm_set1_epi32(aux32[5])), values+2);
#else
esh.sign_value(aux32[1], values[0]);
esh.sign_value(aux32[3], values[1]);
esh.sign_value(aux32[5], values[2]);
esh.sign_value(aux32[7], values[3]);
#endif
}
inline void make4_signed(const uint32_t * aux32, const __m256i& min_value, __m256i * values) const {
make4(aux32, values);
sign_values(aux32, values);
for (int k = 0; k < 4; ++k) values[k] = _mm256_add_epi8(values[k], min_value);
}
inline void make4(const uint32_t * aux32, __m256i * values, __m256i * q8) const {
make4(aux32, values);
sign_values(aux32, q8);
}
inline void prepare(int i, int j) {
Data data; data.vec = _mm256_loadu_si256((const __m256i *)x[i].qs + j);
make4_signed(data.val, min_value, bits.values);
}
inline void prepare(int i, int j, const Q8<1>& q8, __m256i * q8_quants) {
for (int k = 0; k < 4; ++k) q8_quants[k] = q8.load_quants(0, i, 4*j+k);
Data data; data.vec = _mm256_loadu_si256((const __m256i *)x[i].qs + j);
make4(data.val, bits.values, q8_quants);
}
constexpr static int minv = 43;
SimpleBits bits;
Scales8KBase scb;
EvenSignHelper esh;
const __m256i min_value = _mm256_set1_epi8(minv);
const __m256i shuffle = _mm256_set_epi32(7, 5, 3, 1, 7, 5, 3, 1);
};
/*
moonll
add Q8_0_Unpacker && DequantizerIQ2XXS support
add func mul_mat_qX_K_q8_K_IQ
*/
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>) {
m.funcs[0] = mul_mat_qX_0_q8_0_T<Dequantizer, 1>;
m.funcs[1] = mul_mat_qX_0_q8_0_T<Dequantizer, 2>;
m.funcs[2] = mul_mat_qX_0_q8_0_T<Dequantizer, 3>;
......@@ -1364,7 +2835,7 @@ template <typename Dequantizer> void MulMat::set_functions(MulMat& m) {
m.funcs[6] = mul_mat_qX_0_q8_0_T<Dequantizer, 7>;
m.funcs[7] = mul_mat_qX_0_q8_0_T<Dequantizer, 8>;
}
else if constexpr (std::is_same_v<Dequantizer, Q4_1_Unpacker> || std::is_same_v<Dequantizer, Q5_1_Unpacker>) {
else if constexpr (std::is_same_v<Dequantizer, Q4_1_Unpacker> || std::is_same_v<Dequantizer, Q5_1_Unpacker>|| std::is_same_v<Dequantizer, Q8_0_1_Unpacker>) {
m.funcs[0] = mul_mat_qX_1_q8_1_T<Dequantizer, 1>;
m.funcs[1] = mul_mat_qX_1_q8_1_T<Dequantizer, 2>;
m.funcs[2] = mul_mat_qX_1_q8_1_T<Dequantizer, 3>;
......@@ -1374,16 +2845,37 @@ template <typename Dequantizer> void MulMat::set_functions(MulMat& m) {
m.funcs[6] = mul_mat_qX_1_q8_1_T<Dequantizer, 7>;
m.funcs[7] = mul_mat_qX_1_q8_1_T<Dequantizer, 8>;
}
else {
else if constexpr (std::is_same_v<Dequantizer, DequantizerIQ2XXS>) {
m.funcs[0] = mul_mat_qX_K_q8_K_IQ<Dequantizer, 1>;
m.funcs[1] = mul_mat_qX_K_q8_K_IQ<Dequantizer, 2>;
m.funcs[2] = mul_mat_qX_K_q8_K_IQ<Dequantizer, 3>;
m.funcs[3] = mul_mat_qX_K_q8_K_IQ<Dequantizer, 4>;
m.funcs[4] = mul_mat_qX_K_q8_K_IQ<Dequantizer, 5>;
m.funcs[5] = mul_mat_qX_K_q8_K_IQ<Dequantizer, 6>;
m.funcs[6] = mul_mat_qX_K_q8_K_IQ<Dequantizer, 7>;
m.funcs[7] = mul_mat_qX_K_q8_K_IQ<Dequantizer, 8>;
}
else {
#ifdef HAVE_FANCY_SIMD
m.funcs[0] = mul_mat_qX_K_q8_K_T<Dequantizer, 1>;
m.funcs[1] = mul_mat_qX_K_q8_K_T<Dequantizer, 2>;
m.funcs[2] = mul_mat_qX_K_q8_K_T<Dequantizer, 3>;
m.funcs[3] = mul_mat_qX_K_q8_K_T<Dequantizer, 4>;
m.funcs[4] = mul_mat_qX_K_q8_K_T<Dequantizer, 5>;
m.funcs[5] = mul_mat_qX_K_q8_K_T<Dequantizer, 6>;
m.funcs[6] = mul_mat_qX_K_q8_K_T<Dequantizer, 7>;
m.funcs[7] = mul_mat_qX_K_q8_K_T<Dequantizer, 8>;
if constexpr (std::is_same_v<Dequantizer, DequantizerIQ4XS>) {
m.funcs[0] = mul_mat_iqX_k_q8_K_AVX512<Dequantizer, 1>;
m.funcs[1] = mul_mat_iqX_k_q8_K_AVX512<Dequantizer, 2>;
m.funcs[2] = mul_mat_iqX_k_q8_K_AVX512<Dequantizer, 3>;
m.funcs[3] = mul_mat_iqX_k_q8_K_AVX512<Dequantizer, 4>;
m.funcs[4] = mul_mat_iqX_k_q8_K_AVX512<Dequantizer, 5>;
m.funcs[5] = mul_mat_iqX_k_q8_K_AVX512<Dequantizer, 6>;
m.funcs[6] = mul_mat_iqX_k_q8_K_AVX512<Dequantizer, 7>;
m.funcs[7] = mul_mat_iqX_k_q8_K_AVX512<Dequantizer, 8>;
} else {
m.funcs[0] = mul_mat_qX_K_q8_K_AVX512_1<Dequantizer>;
m.funcs[1] = mul_mat_qX_K_q8_K_AVX512<Dequantizer, 2>;
m.funcs[2] = mul_mat_qX_K_q8_K_AVX512<Dequantizer, 3>;
m.funcs[3] = mul_mat_qX_K_q8_K_AVX512<Dequantizer, 4>;
m.funcs[4] = mul_mat_qX_K_q8_K_AVX512<Dequantizer, 5>;
m.funcs[5] = mul_mat_qX_K_q8_K_AVX512<Dequantizer, 6>;
m.funcs[6] = mul_mat_qX_K_q8_K_AVX512<Dequantizer, 7>;
m.funcs[7] = mul_mat_qX_K_q8_K_AVX512<Dequantizer, 8>;
}
#else
if constexpr (std::is_same_v<Dequantizer, DequantizerQ2K> ||
std::is_same_v<Dequantizer, DequantizerQ3K> ||
......@@ -1410,11 +2902,260 @@ template <typename Dequantizer> void MulMat::set_functions(MulMat& m) {
}
}
bool MulMat::set_mul_mat(int typeA, int ne00, MulMat& mm, int& row_size_q8, int) {
struct QFBase {
#ifdef __AVX512F__
constexpr static int k_step = 16;
using Data = __m512;
using Acc = __m512;
static inline Data load(const ggml_half * x) { return _mm512_cvtph_ps(_mm256_loadu_si256((const __m256i *)x)); }
static inline Data load(const float * x) { return _mm512_loadu_ps(x); }
static inline Data load(const ggml_bf16_t * x) {
return _mm512_castsi512_ps(_mm512_slli_epi32(_mm512_cvtepu16_epi32(_mm256_loadu_si256((const __m256i*)x)), 16));
}
static inline Acc acc(Acc prev, const Data& y, const Data& x) {
return _mm512_fmadd_ps(y, x, prev);
}
static inline Acc acc_first(const Data& y, const Data& x) {
return _mm512_mul_ps(y, x);
}
static inline Acc add(Acc x, Acc y) { return _mm512_add_ps(x, y); }
static inline float hsum(Acc acc) {
return _mm512_reduce_add_ps(acc);
}
template <typename Float>
static inline Data load4Floats(const Float * x) {
return _mm512_insertf32x4(_mm512_setzero_ps(), load128(x), 0);
}
static inline Acc acc_r4(Acc acc, const Data * xv, const Data& yv) {
acc = _mm512_fmadd_ps(xv[0], _mm512_shuffle_ps(yv, yv, 0x00), acc);
acc = _mm512_fmadd_ps(xv[1], _mm512_shuffle_ps(yv, yv, 0x55), acc);
acc = _mm512_fmadd_ps(xv[2], _mm512_shuffle_ps(yv, yv, 0xaa), acc);
acc = _mm512_fmadd_ps(xv[3], _mm512_shuffle_ps(yv, yv, 0xff), acc);
return acc;
}
static inline Acc acc_r4_first(const Data * xv, const Data& yv) {
auto acc = _mm512_mul_ps(xv[0], _mm512_shuffle_ps(yv, yv, 0x00));
acc = _mm512_fmadd_ps(xv[1], _mm512_shuffle_ps(yv, yv, 0x55), acc);
acc = _mm512_fmadd_ps(xv[2], _mm512_shuffle_ps(yv, yv, 0xaa), acc);
acc = _mm512_fmadd_ps(xv[3], _mm512_shuffle_ps(yv, yv, 0xff), acc);
return acc;
}
static inline __m128 hsum_r4(Acc acc) {
auto sum1 = _mm_add_ps(_mm512_extractf32x4_ps(acc, 0), _mm512_extractf32x4_ps(acc, 1));
auto sum2 = _mm_add_ps(_mm512_extractf32x4_ps(acc, 2), _mm512_extractf32x4_ps(acc, 3));
return _mm_add_ps(sum1, sum2);
}
#else
constexpr static int k_step = 8;
using Data = __m256;
using Acc = __m256;
static inline Data load(const ggml_half * x) { return _mm256_cvtph_ps(_mm_loadu_si128((const __m128i *)x)); }
static inline Data load(const float * x) { return _mm256_loadu_ps(x); }
static inline Data load(const ggml_bf16_t * x) {
return _mm256_castsi256_ps(_mm256_slli_epi32(_mm256_cvtepu16_epi32(_mm_loadu_si128((const __m128i*)x)), 16));
}
static inline Acc acc(Acc prev, const Data& y, const Data& x) {
return _mm256_fmadd_ps(y, x, prev);
}
static inline Acc add(Acc x, Acc y) { return _mm256_add_ps(x, y); }
static inline Acc acc_r4(Acc acc, const Data * xv, const Data& yv) {
acc = _mm256_fmadd_ps(xv[0], _mm256_shuffle_ps(yv, yv, 0x00), acc);
acc = _mm256_fmadd_ps(xv[1], _mm256_shuffle_ps(yv, yv, 0x55), acc);
acc = _mm256_fmadd_ps(xv[2], _mm256_shuffle_ps(yv, yv, 0xaa), acc);
acc = _mm256_fmadd_ps(xv[3], _mm256_shuffle_ps(yv, yv, 0xff), acc);
return acc;
}
static inline Acc acc_r4_first(const Data * xv, const Data& yv) {
auto acc = _mm256_mul_ps(xv[0], _mm256_shuffle_ps(yv, yv, 0x00));
acc = _mm256_fmadd_ps(xv[1], _mm256_shuffle_ps(yv, yv, 0x55), acc);
acc = _mm256_fmadd_ps(xv[2], _mm256_shuffle_ps(yv, yv, 0xaa), acc);
acc = _mm256_fmadd_ps(xv[3], _mm256_shuffle_ps(yv, yv, 0xff), acc);
return acc;
}
static inline Acc acc_first(const Data& y, const Data& x) {
return _mm256_mul_ps(y, x);
}
static inline float hsum(Acc acc) {
return hsum_float_8(acc);
}
static inline __m128 hsum_r4(Acc acc) {
return _mm_add_ps(_mm256_castps256_ps128(acc), _mm256_extractf128_ps(acc, 1));
}
template <typename Float>
static inline Data load4Floats(const Float * x) {
return _mm256_insertf128_ps(_mm256_setzero_ps(), load128(x), 0);
}
#endif
static inline __m128 load128(const ggml_half * x) { return _mm_cvtph_ps(_mm_loadl_epi64((const __m128i *)x)); }
static inline __m128 load128(const float * x) { return _mm_loadu_ps(x); }
static inline __m128 load128(const ggml_bf16_t * x) {
return _mm_castsi128_ps(_mm_slli_epi32(_mm_cvtepu16_epi32(_mm_loadl_epi64((const __m128i*)x)), 16));
}
};
template <typename Float, int nrc_in> struct QFT final : public QFBase {
constexpr static int nrc = nrc_in;
QFT(const DataInfo& info) {
for (int iy = 0; iy < nrc; ++iy) y[iy] = (const Float *)info.src1_row(iy);
}
QFT(const char * cx, size_t bx) {
for (int iy = 0; iy < nrc; ++iy) y[iy] = (const Float *)(cx + iy*bx);
}
IQK_ALWAYS_INLINE Data load1(int iy, int i) const { return load(y[iy] + k_step*i); }
IQK_ALWAYS_INLINE Data load_tail(int iy, int i) const { return load4Floats(y[iy] + 4*i); }
IQK_ALWAYS_INLINE void load_r4(int ix, int i, Data * xv) const {
xv[0] = load1(ix+0, i);
xv[1] = load1(ix+1, i);
xv[2] = load1(ix+2, i);
xv[3] = load1(ix+3, i);
#ifdef __AVX512F__
auto t0 = _mm512_unpacklo_ps(xv[0], xv[1]);
auto t1 = _mm512_unpacklo_ps(xv[2], xv[3]);
auto t2 = _mm512_unpackhi_ps(xv[0], xv[1]);
auto t3 = _mm512_unpackhi_ps(xv[2], xv[3]);
xv[0] = _mm512_castpd_ps(_mm512_unpacklo_pd(_mm512_castps_pd(t0), _mm512_castps_pd(t1)));
xv[1] = _mm512_castpd_ps(_mm512_unpackhi_pd(_mm512_castps_pd(t0), _mm512_castps_pd(t1)));
xv[2] = _mm512_castpd_ps(_mm512_unpacklo_pd(_mm512_castps_pd(t2), _mm512_castps_pd(t3)));
xv[3] = _mm512_castpd_ps(_mm512_unpackhi_pd(_mm512_castps_pd(t2), _mm512_castps_pd(t3)));
#else
auto t0 = _mm256_unpacklo_ps(xv[0], xv[1]);
auto t1 = _mm256_unpacklo_ps(xv[2], xv[3]);
auto t2 = _mm256_unpackhi_ps(xv[0], xv[1]);
auto t3 = _mm256_unpackhi_ps(xv[2], xv[3]);
xv[0] = _mm256_castpd_ps(_mm256_unpacklo_pd(_mm256_castps_pd(t0), _mm256_castps_pd(t1)));
xv[1] = _mm256_castpd_ps(_mm256_unpackhi_pd(_mm256_castps_pd(t0), _mm256_castps_pd(t1)));
xv[2] = _mm256_castpd_ps(_mm256_unpacklo_pd(_mm256_castps_pd(t2), _mm256_castps_pd(t3)));
xv[3] = _mm256_castpd_ps(_mm256_unpackhi_pd(_mm256_castps_pd(t2), _mm256_castps_pd(t3)));
#endif
}
const Float * y[nrc];
};
template <typename Qy, typename Qx>
IQK_NOINLINE void mul_mat_Qx_Qy_MxN(int n, const char * cx, size_t bx, int ix0, const DataInfo& info) {
int nb = n/QFBase::k_step;
int nb4 = n/4;
Qy y(info);
Qx x(cx + ix0*bx, bx);
QFBase::Data xv[Qx::nrc];
QFBase::Acc acc[Qx::nrc*Qy::nrc];
auto yv = y.load1(0, 0);
for (int ix = 0; ix < Qx::nrc; ++ix) {
xv[ix] = x.load1(ix, 0);
acc[ix] = QFBase::acc_first(yv, xv[ix]);
}
for (int iy = 1; iy < Qy::nrc; ++iy) {
yv = y.load1(iy, 0);
for (int ix = 0; ix < Qx::nrc; ++ix) acc[Qx::nrc*iy + ix] = QFBase::acc_first(yv, xv[ix]);
}
for (int i = 1; i < nb; ++i) {
yv = y.load1(0, i);
for (int ix = 0; ix < Qx::nrc; ++ix) {
xv[ix] = x.load1(ix, i);
acc[ix] = QFBase::acc(acc[ix], yv, xv[ix]);
}
for (int iy = 1; iy < Qy::nrc; ++iy) {
yv = y.load1(iy, i);
for (int ix = 0; ix < Qx::nrc; ++ix) acc[Qx::nrc*iy + ix] = QFBase::acc(acc[Qx::nrc*iy + ix], yv, xv[ix]);
}
}
for (int i = (QFBase::k_step/4)*nb; i < nb4; ++i) {
yv = y.load_tail(0, i);
for (int ix = 0; ix < Qx::nrc; ++ix) {
xv[ix] = x.load_tail(ix, i);
acc[ix] = QFBase::acc(acc[ix], yv, xv[ix]);
}
for (int iy = 1; iy < Qy::nrc; ++iy) {
yv = y.load_tail(iy, i);
for (int ix = 0; ix < Qx::nrc; ++ix) acc[Qx::nrc*iy + ix] = QFBase::acc(acc[Qx::nrc*iy + ix], yv, xv[ix]);
}
}
for (int iy = 0; iy < Qy::nrc; ++iy) for (int ix = 0; ix < Qx::nrc; ++ix) info.store(ix0+ix, iy, QFBase::hsum(acc[Qx::nrc*iy+ix]));
}
// This will handle any of f16 x f32, f32 x f16, f16 x f16, f32 x f32, with computations done
// in f32 (i.e., f16 is first converted to f32). It is easy to extend to computations done in
// f16, but I don't have a CPU capable of f16 vector arithmetic, so not doing it for now.
template <int nrc_y, typename FloatX, typename FloatY>
void mul_mat_fX_fY_T(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) {
const char * cx = (const char *)vx;
// TBD if we want this
//if constexpr (nrc_y == 1) {
// constexpr int k_nx = 2;
// for (int ix = 0; ix < nrc_x/k_nx; ++ix) {
// mul_mat_Qx_Qy_Mx1<QFT<FloatY, nrc_y>, QFT<FloatX, k_nx>>(n, cx, bx, ix*k_nx, info);
// }
// if (int lastx = k_nx*(nrc_x/k_nx); lastx < nrc_x) {
// int nx = nrc_x - lastx;
// switch (nx) {
// case 1: mul_mat_Qx_Qy_Mx1<QFT<FloatY, nrc_y>, QFT<FloatX, 1>>(n, cx, bx, lastx, info); break;
// case 2: mul_mat_Qx_Qy_Mx1<QFT<FloatY, nrc_y>, QFT<FloatX, 2>>(n, cx, bx, lastx, info); break;
// case 3: mul_mat_Qx_Qy_Mx1<QFT<FloatY, nrc_y>, QFT<FloatX, 3>>(n, cx, bx, lastx, info); break;
// }
// //mul_mat_Qx_Qy_Mx1<QFT<FloatY, nrc_y>, QFT<FloatX, 1>>(n, cx, bx, lastx, info);
// }
// return;
//}
#ifdef __AVX512F__
constexpr int k_nx = 5;
#else
constexpr int k_nx = nrc_y == 1 ? 4 : 2;
#endif
for (int ix = 0; ix < nrc_x/k_nx; ++ix) {
mul_mat_Qx_Qy_MxN<QFT<FloatY, nrc_y>, QFT<FloatX, k_nx>>(n, cx, bx, ix*k_nx, info);
}
int last_x = k_nx*(nrc_x/k_nx);
if (last_x == nrc_x) return;
int nx = nrc_x - last_x;
#ifdef __AVX512F__
switch (nx) {
case 1: mul_mat_Qx_Qy_MxN<QFT<FloatY, nrc_y>, QFT<FloatX, 1>>(n, cx, bx, last_x, info); break;
case 2: mul_mat_Qx_Qy_MxN<QFT<FloatY, nrc_y>, QFT<FloatX, 2>>(n, cx, bx, last_x, info); break;
case 3: mul_mat_Qx_Qy_MxN<QFT<FloatY, nrc_y>, QFT<FloatX, 3>>(n, cx, bx, last_x, info); break;
case 4: mul_mat_Qx_Qy_MxN<QFT<FloatY, nrc_y>, QFT<FloatX, 4>>(n, cx, bx, last_x, info); break;
}
#else
if constexpr (nrc_y == 1) {
switch (nx) {
case 1: mul_mat_Qx_Qy_MxN<QFT<FloatY, nrc_y>, QFT<FloatX, 1>>(n, cx, bx, last_x, info); break;
case 2: mul_mat_Qx_Qy_MxN<QFT<FloatY, nrc_y>, QFT<FloatX, 2>>(n, cx, bx, last_x, info); break;
case 3: mul_mat_Qx_Qy_MxN<QFT<FloatY, nrc_y>, QFT<FloatX, 3>>(n, cx, bx, last_x, info); break;
}
} else {
switch (nx) {
case 1: mul_mat_Qx_Qy_MxN<QFT<FloatY, nrc_y>, QFT<FloatX, 1>>(n, cx, bx, last_x, info); break;
}
}
#endif
}
template <typename FloatX, typename FloatY>
void set_mul_mat_f(MulMat& mm) {
for (auto& f : mm.funcs) f = nullptr;
mm.funcs[0] = mul_mat_fX_fY_T<1, FloatX, FloatY>;
mm.funcs[1] = mul_mat_fX_fY_T<2, FloatX, FloatY>;
mm.funcs[2] = mul_mat_fX_fY_T<3, FloatX, FloatY>;
mm.funcs[3] = mul_mat_fX_fY_T<4, FloatX, FloatY>;
mm.funcs[4] = mul_mat_fX_fY_T<5, FloatX, FloatY>;
#ifndef __AVX512F__
mm.funcs[5] = mul_mat_fX_fY_T<6, FloatX, FloatY>;
#endif
}
if (ne00 % ggml_blck_size(GGML_TYPE_Q8_K) == 0)
row_size_q8 = ggml_row_size(GGML_TYPE_Q8_K, ne00);
/*
moonll
add typeb TO compare return not expected type of weight matrix
add IQ2XSS
add IQ1_S
add GGML_TYPE_IQ4_XS
*/
bool MulMat::set_mul_mat(int typeA, int typeB, int ne00, MulMat& mm, int Ny) {
(void)Ny;
auto expected_typeB = GGML_TYPE_Q8_K;
switch (typeA) {
case GGML_TYPE_Q2_K:
assert (ne00 % QK_K == 0);
......@@ -1440,37 +3181,75 @@ bool MulMat::set_mul_mat(int typeA, int ne00, MulMat& mm, int& row_size_q8, int)
assert (ne00 % QK_K == 0);
MulMat::set_functions<DequantizerIQ4XS>(mm);
break;
case GGML_TYPE_IQ2_XXS:
assert (ne00 % QK_K == 0);
MulMat::set_functions<DequantizerIQ2XXS>(mm);
break;
case GGML_TYPE_Q4_0:
assert (ne00 % QK4_0 == 0);
MulMat::set_functions<Q4_0_Unpacker>(mm);
row_size_q8 = ggml_row_size(GGML_TYPE_Q8_0, ne00);
expected_typeB = GGML_TYPE_Q8_0;
break;
case GGML_TYPE_Q4_1:
assert (ne00 % QK4_1 == 0);
MulMat::set_functions<Q4_1_Unpacker>(mm);
row_size_q8 = ggml_row_size(GGML_TYPE_Q8_1, ne00);
expected_typeB = GGML_TYPE_Q8_1_X4;
break;
case GGML_TYPE_Q5_0:
assert (ne00 % QK5_0 == 0);
MulMat::set_functions<Q5_0_Unpacker>(mm);
row_size_q8 = ggml_row_size(GGML_TYPE_Q8_0, ne00);
expected_typeB = GGML_TYPE_Q8_0;
break;
case GGML_TYPE_Q5_1:
assert (ne00 % QK5_1 == 0);
MulMat::set_functions<Q5_1_Unpacker>(mm);
row_size_q8 = ggml_row_size(GGML_TYPE_Q8_1, ne00);
expected_typeB = GGML_TYPE_Q8_1_X4;
break;
case GGML_TYPE_Q8_0:
assert (ne00 % QK8_0 == 0);
#ifdef HAVE_FANCY_SIMD
MulMat::set_functions<Q8_0_1_Unpacker>(mm);
expected_typeB = GGML_TYPE_Q8_1_X4;
#else
MulMat::set_functions<Q8_0_Unpacker>(mm);
expected_typeB = GGML_TYPE_Q8_0_X4;
#endif
break;
case GGML_TYPE_IQ1_S:
mm.funcs[0] = mul_mat_iq1_s_q8_K<1>;
mm.funcs[1] = mul_mat_iq1_s_q8_K<2>;
mm.funcs[2] = mul_mat_iq1_s_q8_K<3>;
mm.funcs[3] = mul_mat_iq1_s_q8_K<4>;
mm.funcs[4] = mul_mat_iq1_s_q8_K<5>;
mm.funcs[5] = mul_mat_iq1_s_q8_K<6>;
mm.funcs[6] = mul_mat_iq1_s_q8_K<7>;
mm.funcs[7] = mul_mat_iq1_s_q8_K<8>;
#ifdef HAVE_FANCY_SIMD
mm.func16 = mul_mat_iq1_s_q8_K<16>;
#endif
// row_size_q8 = ggml_row_size(GGML_TYPE_Q8_K, ne00);
expected_typeB = GGML_TYPE_Q8_K;
break;
default:
{
printf("case:%d",typeA);
return false;
}
}
return true;
return ggml_type(typeB) == expected_typeB;
}
} // namespace
/*
iq1_s is not support for arm
*/
#else // __aarch64__
namespace {
......
third_party/llamafile/sgemm.h
View file @ 216a63b8
......@@ -12,10 +12,15 @@ extern "C" {
struct ggml_tensor;
struct ggml_compute_params;
/*moonll old
add more params typeb...
*/
bool iqk_mul_mat(long, long, long,int, const void*, long, int, const void*, long,float*, long, int, int);
bool iqk_mul_mat_zen4(long, long, long,int, const void*, long, int, const void*, long,float*, long, int, int);
bool iqk_mul_mat_arm82(long, long, long,int, const void*, long, int, const void*, long,float*, long, int, int);
bool iqk_mul_mat(long, long, long, int, const void*, const void*, float*, long, int, int);
bool iqk_mul_mat_zen4(long, long, long, int, const void*, const void*, float*, long, int, int);
bool iqk_mul_mat_arm82(long, long, long, int, const void*, const void*, float*, long, int, int);
bool iqk_mul_mat_moe(long, long, long, int, int, const void*, const void*, float*, long, long, const void*, int, int);
bool iqk_mul_mat_moe_zen4(long, long, long, int, int, const void*, const void*, float*, long, long, const void*, int, int);
......
third_party/llamafile/tinyblas_cpu_sgemm.inc
View file @ 216a63b8
......@@ -323,20 +323,17 @@ bool llamafile_sgemm(long m, long n, long k, const void* A, long lda, const void
#if QK_K == 256
#if defined(__x86_64__) || defined(_M_X64)
#if defined(__AVX2__) && (defined(__FMA__) || (defined(_MSC_VER) && (defined(__AVX2__) || defined(__AVX512F__))))
// if (X86_CHECK(AVX2) && X86_CHECK(FMA)) {
if (Btype == GGML_TYPE_Q8_K && Ctype == GGML_TYPE_F32) {
if (iqk_mul_mat(m, n, k * QK_K, Atype, A, B, (float*)C, ldc, ith, nth)) {
return true;
}
}
if ((Btype == GGML_TYPE_Q8_0 || Btype == GGML_TYPE_Q8_1) && Ctype == GGML_TYPE_F32) {
// assert(QK8_0 == QK8_1 == QK4_0 == QK4_1 == QK5_0 == QK5_1 == 32);
assert((QK8_0 == 32) && (QK8_1 == 32) && (QK4_0 == 32) && (QK4_1 == 32) && (QK5_0 == 32) && (QK5_1 == 32));
if (iqk_mul_mat(m, n, k * QK8_0, Atype, A, B, (float*)C, ldc, ith, nth)) {
/*
moonll
more Btype accept
}*/
if (Ctype == GGML_TYPE_F32){
if (iqk_mul_mat(m, n, k * ggml_blck_size(ggml_type(Atype)), Atype, A,lda,Btype, B,ldb, (float*)C, ldc, ith, nth)) {
return true;
}
}
// }
#endif
#elif defined __aarch64__ && defined __ARM_FEATURE_DOTPROD && !defined _MSC_VER
if (Btype == GGML_TYPE_Q8_K && Ctype == GGML_TYPE_F32) {
......
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