diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt index d73ca481..d27e9020 100644 --- a/ggml/src/CMakeLists.txt +++ b/ggml/src/CMakeLists.txt @@ -264,6 +264,7 @@ if (GGML_IQK_MUL_MAT) iqk/iqk_gemm_kquants.cpp iqk/iqk_gemm_iquants.cpp iqk/iqk_gemm_iqk_quants.cpp + iqk/iqk_gemm_1bit.cpp iqk/iqk_gemm_legacy_quants.cpp) set(GGML_HEADERS_IQK_MM iqk/iqk_mul_mat.h iqk/iqk_flash_impl.h @@ -271,6 +272,7 @@ if (GGML_IQK_MUL_MAT) iqk/iqk_gemm_kquants.h iqk/iqk_gemm_iquants.h iqk/iqk_gemm_iqk_quants.h + iqk/iqk_gemm_1bit.h iqk/iqk_gemm_legacy_quants.h) if (GGML_IQK_FLASH_ATTENTION) message(STATUS "Enabling IQK Flash Attention kernels") diff --git a/ggml/src/iqk/iqk_gemm_1bit.cpp b/ggml/src/iqk/iqk_gemm_1bit.cpp new file mode 100644 index 00000000..955a84a4 --- /dev/null +++ b/ggml/src/iqk/iqk_gemm_1bit.cpp @@ -0,0 +1,1104 @@ +#include "iqk_gemm_1bit.h" + +#ifdef IQK_IMPLEMENT + +#include "ggml-impl.h" + +#define GGML_COMMON_IMPL_C +#include "ggml-common.h" + +namespace { + +#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, 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0x0201010200010201, 0x0201010200020000, + 0x0201010200020102, 0x0201010200020201, 0x0201010201000101, 0x0201010201000200, + 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 + +template +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 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(); + } + } +} + +template +static void mul_mat_iq1_s_r4_q8_1(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) { + GGML_ASSERT(nrc_x%4 == 0); + Q8 q8(info); + int nb = n / 32; + GGML_ASSERT(nb%4 == 0); + __m256i qx[4]; + __m256 acc[nrc_y] = {}; + auto m1 = _mm256_set1_epi16(1); + auto ms = _mm_set1_epi16(-32768); + float d8[4*nrc_y]; + union { __m256i vec; uint16_t val[16]; } helper; + struct aux_iq1_s_r4 { + uint8_t qs[16]; + uint64_t qh; + }; + for (int ix = 0; ix < nrc_x; ix += 4) { + auto dptr = (const ggml_half *)((const char *)vx + ix*bx); + auto d1 = _mm_cvtph_ps(_mm_loadl_epi64((const __m128i *)dptr)); + auto x = (const aux_iq1_s_r4 *)(dptr + 4); + for (int ib = 0; ib < nb/4; ++ib) { + for (int iy = 0; iy < nrc_y; ++iy) { + auto bsums = _mm_cvtepi16_epi32(_mm_loadl_epi64((const __m128i *)q8.y[iy][ib].bsums)); + _mm_storeu_ps(d8 + 4*iy, _mm_mul_ps(_mm_set1_ps(q8.y[iy][ib].d), _mm_cvtepi32_ps(bsums))); + } + for (int k = 0; k < 4; ++k) { + auto idxh = _mm256_set1_epi64x(x[4*ib+k].qh); + auto sas = _mm256_castsi256_si128(idxh); + auto scales4 = _mm_and_si128(_mm_srli_epi16(sas, 12), _mm_set1_epi16(7)); + scales4 = _mm_or_si128(_mm_slli_epi16(scales4, 1), _mm_set1_epi16(1)); + auto signs = _mm_or_si128(_mm_cmpeq_epi16(_mm_and_si128(sas, ms), ms), _mm256_castsi256_si128(m1)); + signs = _mm_add_epi16(_mm_set1_epi16(-8), signs); + signs = _mm_mullo_epi16(signs, scales4); + auto delta4 = _mm_mul_ps(_mm_set1_ps(0.0625f), _mm_cvtepi32_ps(_mm_cvtepi16_epi32(signs))); + auto delta = _mm256_set_m128(delta4, delta4); + scales4 = _mm_unpacklo_epi16(scales4, scales4); // 0,0, 1,1, 2,2, 3,3 + auto scales = MM256_SET_M128I(scales4, scales4); + auto idxl = _mm256_cvtepu8_epi16(_mm_loadu_si128((const __m128i *)x[4*ib+k].qs)); + idxh = _mm256_sllv_epi64(idxh, _mm256_set_epi64x(0, 2, 5, 8)); + idxh = _mm256_srlv_epi64(idxh, _mm256_set_epi64x(1, 0, 0, 0)); + helper.vec = _mm256_or_si256(idxl, _mm256_and_si256(_mm256_set1_epi16(0x0700), idxh)); + qx[0] = _mm256_set_epi64x(iq1s_grid_us[helper.val[ 9]], iq1s_grid_us[helper.val[ 8]], + iq1s_grid_us[helper.val[ 1]], iq1s_grid_us[helper.val[ 0]]); + qx[1] = _mm256_set_epi64x(iq1s_grid_us[helper.val[13]], iq1s_grid_us[helper.val[12]], + iq1s_grid_us[helper.val[ 5]], iq1s_grid_us[helper.val[ 4]]); + qx[2] = _mm256_set_epi64x(iq1s_grid_us[helper.val[11]], iq1s_grid_us[helper.val[10]], + iq1s_grid_us[helper.val[ 3]], iq1s_grid_us[helper.val[ 2]]); + qx[3] = _mm256_set_epi64x(iq1s_grid_us[helper.val[15]], iq1s_grid_us[helper.val[14]], + iq1s_grid_us[helper.val[ 7]], iq1s_grid_us[helper.val[ 6]]); + for (int iy = 0; iy < nrc_y; ++iy) { + auto y = _mm256_loadu_si256((const __m256i *)q8.y[iy][ib].qs + k); +#ifdef HAVE_FANCY_SIMD + // 0,0, 1,1, 0,0, 1,1 as int32_t + auto sumi1 = _mm256_dpbusd_epi32(_mm256_dpbusd_epi32(_mm256_setzero_si256(), + qx[0], _mm256_shuffle_epi32(y, 0x44)), qx[1], _mm256_shuffle_epi32(y, 0xee)); + // 2,2, 3,3, 2,2, 3,3 as int32_t + auto sumi2 = _mm256_dpbusd_epi32(_mm256_dpbusd_epi32(_mm256_setzero_si256(), + qx[2], _mm256_shuffle_epi32(y, 0x44)), qx[3], _mm256_shuffle_epi32(y, 0xee)); + auto sumi = _mm256_packs_epi32(sumi1, sumi2); +#else + // 4 x row 0, 4 x row 1, 4 x row 0, 4 x row 1 + auto sumi1 = _mm256_add_epi16(_mm256_maddubs_epi16(qx[0], _mm256_shuffle_epi32(y, 0x44)), + _mm256_maddubs_epi16(qx[1], _mm256_shuffle_epi32(y, 0xee))); + // 4 x row 2, 4 x row 3, 4 x row 2, 4 x row 3 + auto sumi2 = _mm256_add_epi16(_mm256_maddubs_epi16(qx[2], _mm256_shuffle_epi32(y, 0x44)), + _mm256_maddubs_epi16(qx[3], _mm256_shuffle_epi32(y, 0xee))); + // 0,0, 1,1, 0,0, 1,1 as int32_t + sumi1 = _mm256_madd_epi16(m1, sumi1); + // 2,2, 3,3, 2,2, 3,3 as int32_t + sumi2 = _mm256_madd_epi16(m1, sumi2); + // 0,0, 1,1, 2,2, 3,3, 0,0, 1,1, 2,2, 3,3 as int16_t + auto sumi = _mm256_packs_epi32(sumi1, sumi2); +#endif + sumi = _mm256_madd_epi16(scales, sumi); + acc[iy] = _mm256_fmadd_ps(_mm256_set1_ps(q8.y[iy][ib].d), _mm256_cvtepi32_ps(sumi), acc[iy]); + acc[iy] = _mm256_fmadd_ps(_mm256_set1_ps(d8[4*iy+k]), delta, acc[iy]); + } + } + } + for (int iy = 0; iy < nrc_y; ++iy) { + auto sumf = _mm_add_ps(_mm256_castps256_ps128(acc[iy]), _mm256_extractf128_ps(acc[iy], 1)); + info.store(ix, iy, _mm_mul_ps(d1, sumf)); + acc[iy] = _mm256_setzero_ps(); + } + } +} + +template +static void mul_mat_iq1_m_r4_q8_0(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) { + GGML_ASSERT(nrc_x%4 == 0); + Q8 q8(info); + int nb = n / 32; + GGML_ASSERT(nb%4 == 0); + auto shuffle0 = _mm256_set_epi64x(0x0909090909090909, 0x0808080808080808, 0x0101010101010101, 0x0000000000000000); + auto step = _mm256_set1_epi8(2); +#ifndef HAVE_FANCY_SIMD + auto m1 = _mm256_set1_epi16(1); +#endif + __m256i qx[4]; + __m256 acc[nrc_y] = {}; + __m256i isum[nrc_y] = {}; + auto ms = _mm_set1_epi8(0x08); + union { __m256i vec; uint16_t val[16]; } helper; + for (int ix= 0; ix < nrc_x; ix += 4) { + auto dptr = (const ggml_half *)((const char *)vx + ix*bx); + auto d1 = _mm_mul_ps(_mm_set1_ps(0.125f), _mm_cvtph_ps(_mm_loadl_epi64((const __m128i *)dptr))); + auto x = (const block_iq1_m_r4 *)(dptr + 4); + for (int ib = 0; ib < nb/4; ++ib) { + for (int k = 0; k < 4; ++k) { + auto qh = (const uint32_t *)x[4*ib+k].qh; + auto idxh = _mm_set_epi32(qh[1] >> 4, qh[1], qh[0] >> 4, qh[0]); + auto scales4 = _mm_set1_epi32(((const uint32_t *)x[4*ib+k].scales)[0]); + scales4 = _mm_and_si128(_mm_srlv_epi32(scales4, _mm_set_epi32(4, 0, 4, 0)), _mm_set1_epi8(0xf)); + scales4 = _mm_cvtepu8_epi16(scales4); + auto scales = MM256_SET_M128I(_mm_unpackhi_epi16(scales4, scales4), _mm_unpacklo_epi16(scales4, scales4)); + + auto signs128 = _mm_or_si128(_mm_cmpeq_epi8(_mm_and_si128(idxh, ms), ms), _mm_set1_epi8(1)); + signs128 = _mm_add_epi8(_mm_set1_epi8(-8), signs128); + auto signs = MM256_SET_M128I(signs128, signs128); + auto idxl = _mm256_cvtepu8_epi16(_mm_loadu_si128((const __m128i *)x[4*ib+k].qs)); + idxh = _mm_and_si128(idxh, _mm_set1_epi8(0x07)); + helper.vec = _mm256_or_si256(idxl, _mm256_slli_epi16(_mm256_cvtepu8_epi16(idxh), 8)); + qx[0] = _mm256_set_epi64x(iq1s_grid_us[helper.val[ 9]], iq1s_grid_us[helper.val[ 8]], + iq1s_grid_us[helper.val[ 1]], iq1s_grid_us[helper.val[ 0]]); + qx[1] = _mm256_set_epi64x(iq1s_grid_us[helper.val[13]], iq1s_grid_us[helper.val[12]], + iq1s_grid_us[helper.val[ 5]], iq1s_grid_us[helper.val[ 4]]); + qx[2] = _mm256_set_epi64x(iq1s_grid_us[helper.val[11]], iq1s_grid_us[helper.val[10]], + iq1s_grid_us[helper.val[ 3]], iq1s_grid_us[helper.val[ 2]]); + qx[3] = _mm256_set_epi64x(iq1s_grid_us[helper.val[15]], iq1s_grid_us[helper.val[14]], + iq1s_grid_us[helper.val[ 7]], iq1s_grid_us[helper.val[ 6]]); + qx[0] = _mm256_add_epi8(_mm256_slli_epi16(qx[0], 3), _mm256_shuffle_epi8(signs, shuffle0)); + auto shuffle = _mm256_add_epi8(shuffle0, step); + qx[2] = _mm256_add_epi8(_mm256_slli_epi16(qx[2], 3), _mm256_shuffle_epi8(signs, shuffle)); + shuffle = _mm256_add_epi8(shuffle, step); + qx[1] = _mm256_add_epi8(_mm256_slli_epi16(qx[1], 3), _mm256_shuffle_epi8(signs, shuffle)); + shuffle = _mm256_add_epi8(shuffle, step); + qx[3] = _mm256_add_epi8(_mm256_slli_epi16(qx[3], 3), _mm256_shuffle_epi8(signs, shuffle)); + auto s0 = _mm256_sign_epi8(qx[0], qx[0]); + auto s1 = _mm256_sign_epi8(qx[1], qx[1]); + auto s2 = _mm256_sign_epi8(qx[2], qx[2]); + auto s3 = _mm256_sign_epi8(qx[3], qx[3]); + for (int iy = 0; iy < nrc_y; ++iy) { + auto y = _mm256_loadu_si256((const __m256i *)q8.y[iy][ib].qs + k); + auto y1 = _mm256_shuffle_epi32(y, 0x44); + auto y2 = _mm256_shuffle_epi32(y, 0xee); +#ifdef HAVE_FANCY_SIMD + // 0,0, 1,1, 0,0, 1,1 as int32_t + auto sumi1 = _mm256_dpbusd_epi32(_mm256_dpbusd_epi32(_mm256_setzero_si256(), + s0, _mm256_sign_epi8(y1, qx[0])), s1, _mm256_sign_epi8(y2, qx[1])); + // 2,2, 3,3, 2,2, 3,3 as int32_t + auto sumi2 = _mm256_dpbusd_epi32(_mm256_dpbusd_epi32(_mm256_setzero_si256(), + s2, _mm256_sign_epi8(y1, qx[2])), s3, _mm256_sign_epi8(y2, qx[3])); + auto sumi = _mm256_packs_epi32(sumi1, sumi2); +#else + // 4 x row 0, 4 x row 1, 4 x row 0, 4 x row 1 + auto sumi1 = _mm256_add_epi16(_mm256_maddubs_epi16(s0, _mm256_sign_epi8(y1, qx[0])), + _mm256_maddubs_epi16(s1, _mm256_sign_epi8(y2, qx[1]))); + // 4 x row 2, 4 x row 3, 4 x row 2, 4 x row 3 + auto sumi2 = _mm256_add_epi16(_mm256_maddubs_epi16(s2, _mm256_sign_epi8(y1, qx[2])), + _mm256_maddubs_epi16(s3, _mm256_sign_epi8(y2, qx[3]))); + // 0,0, 1,1, 0,0, 1,1 as int32_t + sumi1 = _mm256_madd_epi16(m1, sumi1); + // 2,2, 3,3, 2,2, 3,3 as int32_t + sumi2 = _mm256_madd_epi16(m1, sumi2); + // 0,0, 1,1, 2,2, 3,3, 0,0, 1,1, 2,2, 3,3 as int16_t + auto sumi = _mm256_packs_epi32(sumi1, sumi2); +#endif + isum[iy] = _mm256_add_epi32(isum[iy], _mm256_madd_epi16(scales, sumi)); + } + } + for (int iy = 0; iy < nrc_y; ++iy) { + acc[iy] = _mm256_fmadd_ps(_mm256_set1_ps(q8.y[iy][ib].d), _mm256_cvtepi32_ps(isum[iy]), acc[iy]); + isum[iy] = _mm256_setzero_si256(); + } + } + for (int iy = 0; iy < nrc_y; ++iy) { + auto sumf = _mm_add_ps(_mm256_castps256_ps128(acc[iy]), _mm256_extractf128_ps(acc[iy], 1)); + info.store(ix, iy, _mm_mul_ps(d1, sumf)); + acc[iy] = _mm256_setzero_ps(); + } + } +} + +} // namespace + +bool iqk_set_kernels_1bit(int ne00, int typeA, int typeB, std::array& funcs) { + + auto expected_typeB = GGML_TYPE_Q8_K128; + + switch (typeA) { + case GGML_TYPE_IQ1_S: + if (ne00%QK_K != 0) return false; + funcs[0] = mul_mat_iq1_s_q8_K<1>; + funcs[1] = mul_mat_iq1_s_q8_K<2>; + funcs[2] = mul_mat_iq1_s_q8_K<3>; + funcs[3] = mul_mat_iq1_s_q8_K<4>; + funcs[4] = mul_mat_iq1_s_q8_K<5>; + funcs[5] = mul_mat_iq1_s_q8_K<6>; + funcs[6] = mul_mat_iq1_s_q8_K<7>; + funcs[7] = mul_mat_iq1_s_q8_K<8>; +#ifdef HAVE_FANCY_SIMD + func16 = mul_mat_iq1_s_q8_K<16>; +#endif + expected_typeB = GGML_TYPE_Q8_K; + break; + case GGML_TYPE_IQ1_S_R4: + if (ne00%128 != 0) return false; + funcs[0] = mul_mat_iq1_s_r4_q8_1<1>; + funcs[1] = mul_mat_iq1_s_r4_q8_1<2>; + funcs[2] = mul_mat_iq1_s_r4_q8_1<3>; + funcs[3] = mul_mat_iq1_s_r4_q8_1<4>; + funcs[4] = mul_mat_iq1_s_r4_q8_1<5>; + funcs[5] = mul_mat_iq1_s_r4_q8_1<6>; + funcs[6] = mul_mat_iq1_s_r4_q8_1<7>; + funcs[7] = mul_mat_iq1_s_r4_q8_1<8>; +#ifdef HAVE_FANCY_SIMD + mm.func16 = mul_mat_iq1_s_r4_q8_1<16>; +#endif + break; + case GGML_TYPE_IQ1_M_R4: + if (ne00%128 != 0) return false; + funcs[0] = mul_mat_iq1_m_r4_q8_0<1>; + funcs[1] = mul_mat_iq1_m_r4_q8_0<2>; + funcs[2] = mul_mat_iq1_m_r4_q8_0<3>; + funcs[3] = mul_mat_iq1_m_r4_q8_0<4>; + funcs[4] = mul_mat_iq1_m_r4_q8_0<5>; + funcs[5] = mul_mat_iq1_m_r4_q8_0<6>; + funcs[6] = mul_mat_iq1_m_r4_q8_0<7>; + funcs[7] = mul_mat_iq1_m_r4_q8_0<8>; +#ifdef HAVE_FANCY_SIMD + mm.func16 = mul_mat_iq1_m_r4_q8_0<16>; +#endif + break; + default: + return false; + } + + return ggml_type(typeB) == expected_typeB; + +} + +#endif diff --git a/ggml/src/iqk/iqk_gemm_1bit.h b/ggml/src/iqk/iqk_gemm_1bit.h new file mode 100644 index 00000000..2a4996ac --- /dev/null +++ b/ggml/src/iqk/iqk_gemm_1bit.h @@ -0,0 +1,11 @@ +#pragma once + +#include "iqk_common.h" + +#ifdef IQK_IMPLEMENT + +#include + +bool iqk_set_kernels_1bit(int ne00, int typeA, int typeB, std::array& kernels); + +#endif diff --git a/ggml/src/iqk/iqk_mul_mat.cpp b/ggml/src/iqk/iqk_mul_mat.cpp index bdf8122b..327eb8ef 100644 --- a/ggml/src/iqk/iqk_mul_mat.cpp +++ b/ggml/src/iqk/iqk_mul_mat.cpp @@ -24,6 +24,7 @@ #include "iqk_gemm_kquants.h" #include "iqk_gemm_iquants.h" #include "iqk_gemm_iqk_quants.h" +#include "iqk_gemm_1bit.h" #include "iqk_gemm_legacy_quants.h" #define GGML_COMMON_IMPL_C @@ -484,787 +485,6 @@ extern "C" IQK_API bool iqk_moe_fused_up_gate(long Nx, long Ny, long ne00, int n return true; } - -namespace { - -#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, 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0x0200010100020102, - 0x0200010100020201, 0x0200010101000000, 0x0200010101000001, 0x0200010101000101, - 0x0200010101000200, 0x0200010101010001, 0x0200010101010100, 0x0200010101010101, - 0x0200010101010102, 0x0200010101010201, 0x0200010101010202, 0x0200010101020101, - 0x0200010101020102, 0x0200010101020200, 0x0200010101020202, 0x0200010102000001, - 0x0200010102000100, 0x0200010102000102, 0x0200010102000201, 0x0200010102010000, - 0x0200010102010002, 0x0200010102010101, 0x0200010102010200, 0x0200010102020102, - 0x0200010200010001, 0x0200010200010102, 0x0200010200010201, 0x0200010200020101, - 0x0200010201000001, 0x0200010201000100, 0x0200010201000201, 0x0200010201000202, - 0x0200010201010000, 0x0200010201010101, 0x0200010201010201, 0x0200010201010202, - 0x0200010201020001, 0x0200010201020102, 0x0200010201020202, 0x0200010202000101, - 0x0200010202010001, 0x0200010202010202, 0x0200010202020100, 0x0200020000000000, - 0x0200020000000002, 0x0200020000000200, 0x0200020000000202, 0x0200020000010101, - 0x0200020000020000, 0x0200020000020002, 0x0200020000020200, 0x0200020000020202, - 0x0200020001000001, 0x0200020001000101, 0x0200020001010001, 0x0200020001010100, - 0x0200020001010201, 0x0200020001020101, 0x0200020001020201, 0x0200020002000000, - 0x0200020002000002, 0x0200020002000200, 0x0200020002000202, 0x0200020002010101, - 0x0200020002020000, 0x0200020002020002, 0x0200020002020200, 0x0200020002020202, - 0x0200020100000101, 0x0200020100000102, 0x0200020100010001, 0x0200020100010100, - 0x0200020100010102, 0x0200020100020101, 0x0200020101000001, 0x0200020101000100, - 0x0200020101000102, 0x0200020101000201, 0x0200020101010000, 0x0200020101010002, - 0x0200020101010101, 0x0200020101010202, 0x0200020101020001, 0x0200020101020100, - 0x0200020102000101, 0x0200020102010102, 0x0200020102010201, 0x0200020102020101, - 0x0200020200000000, 0x0200020200000002, 0x0200020200000200, 0x0200020200000202, - 0x0200020200010101, 0x0200020200020000, 0x0200020200020002, 0x0200020200020200, - 0x0200020200020202, 0x0200020201000101, 0x0200020201010001, 0x0200020201010100, - 0x0200020201010102, 0x0200020202000000, 0x0200020202000002, 0x0200020202000200, - 0x0200020202000202, 0x0200020202010101, 0x0200020202020000, 0x0200020202020002, - 0x0200020202020200, 0x0200020202020202, 0x0201000000000101, 0x0201000000010001, - 0x0201000000010102, 0x0201000000010200, 0x0201000000010201, 0x0201000000020101, - 0x0201000001000001, 0x0201000001000102, 0x0201000001000201, 0x0201000001010101, - 0x0201000001010200, 0x0201000001010202, 0x0201000001020201, 0x0201000001020202, - 0x0201000002000101, 0x0201000002010001, 0x0201000002010100, 0x0201000002010102, - 0x0201000002010201, 0x0201000002020101, 0x0201000100000001, 0x0201000100000100, - 0x0201000100000102, 0x0201000100000201, 0x0201000100010000, 0x0201000100010101, - 0x0201000100010200, 0x0201000100010202, 0x0201000100020001, 0x0201000100020100, - 0x0201000100020102, 0x0201000100020201, 0x0201000101000000, 0x0201000101000101, - 0x0201000101010000, 0x0201000101010001, 0x0201000101010100, 0x0201000101010101, - 0x0201000101010102, 0x0201000101010201, 0x0201000101020002, 0x0201000101020101, - 0x0201000102000100, 0x0201000102000102, 0x0201000102010002, 0x0201000102010101, - 0x0201000102010200, 0x0201000102020001, 0x0201000102020100, 0x0201000102020102, - 0x0201000102020201, 0x0201000200000101, 0x0201000200010001, 0x0201000200010100, - 0x0201000200010201, 0x0201000200020101, 0x0201000201000100, 0x0201000201000102, - 0x0201000201000201, 0x0201000201010000, 0x0201000201010002, 0x0201000201010101, - 0x0201000201010200, 0x0201000201020102, 0x0201000201020201, 0x0201000202000101, - 0x0201000202010100, 0x0201000202010102, 0x0201000202020201, 0x0201010000000001, - 0x0201010000000100, 0x0201010000000102, 0x0201010000010000, 0x0201010000010101, - 0x0201010000010200, 0x0201010000020102, 0x0201010001000000, 0x0201010001000202, - 0x0201010001010001, 0x0201010001010100, 0x0201010001010101, 0x0201010001010102, - 0x0201010001010200, 0x0201010001010201, 0x0201010001020000, 0x0201010001020001, - 0x0201010001020002, 0x0201010001020101, 0x0201010002000100, 0x0201010002000102, - 0x0201010002010002, 0x0201010002010100, 0x0201010002010101, 0x0201010002010200, - 0x0201010002020001, 0x0201010002020201, 0x0201010100000000, 0x0201010100000101, - 0x0201010100000200, 0x0201010100000202, 0x0201010100010000, 0x0201010100010001, - 0x0201010100010100, 0x0201010100010101, 0x0201010100010102, 0x0201010100010201, - 0x0201010100020001, 0x0201010100020101, 0x0201010100020201, 0x0201010100020202, - 0x0201010101000001, 0x0201010101000100, 0x0201010101000101, 0x0201010101000102, - 0x0201010101000201, 0x0201010101010000, 0x0201010101010001, 0x0201010101010002, - 0x0201010101010100, 0x0201010101010101, 0x0201010101010102, 0x0201010101010200, - 0x0201010101010201, 0x0201010101010202, 0x0201010101020001, 0x0201010101020100, - 0x0201010101020101, 0x0201010101020102, 0x0201010101020201, 0x0201010102000001, - 0x0201010102000101, 0x0201010102000200, 0x0201010102010001, 0x0201010102010002, - 0x0201010102010100, 0x0201010102010101, 0x0201010102010102, 0x0201010102010201, - 0x0201010102010202, 0x0201010102020000, 0x0201010102020002, 0x0201010102020101, - 0x0201010102020200, 0x0201010102020202, 0x0201010200000001, 0x0201010200000100, - 0x0201010200010000, 0x0201010200010101, 0x0201010200010201, 0x0201010200020000, - 0x0201010200020102, 0x0201010200020201, 0x0201010201000101, 0x0201010201000200, - 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 - -} - #if defined __x86_64__ namespace { @@ -2471,268 +1691,6 @@ static void mul_mat_q4_0_r8_q8_2_avx2(int n, const void * vx, size_t bx, const D } } -template -static void mul_mat_iq1_s_r4_q8_1(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) { - GGML_ASSERT(nrc_x%4 == 0); - Q8 q8(info); - int nb = n / 32; - GGML_ASSERT(nb%4 == 0); - __m256i qx[4]; - __m256 acc[nrc_y] = {}; - auto m1 = _mm256_set1_epi16(1); - auto ms = _mm_set1_epi16(-32768); - float d8[4*nrc_y]; - union { __m256i vec; uint16_t val[16]; } helper; - struct aux_iq1_s_r4 { - uint8_t qs[16]; - uint64_t qh; - }; - for (int ix = 0; ix < nrc_x; ix += 4) { - auto dptr = (const ggml_half *)((const char *)vx + ix*bx); - auto d1 = _mm_cvtph_ps(_mm_loadl_epi64((const __m128i *)dptr)); - auto x = (const aux_iq1_s_r4 *)(dptr + 4); - for (int ib = 0; ib < nb/4; ++ib) { - for (int iy = 0; iy < nrc_y; ++iy) { - auto bsums = _mm_cvtepi16_epi32(_mm_loadl_epi64((const __m128i *)q8.y[iy][ib].bsums)); - _mm_storeu_ps(d8 + 4*iy, _mm_mul_ps(_mm_set1_ps(q8.y[iy][ib].d), _mm_cvtepi32_ps(bsums))); - } - for (int k = 0; k < 4; ++k) { - auto idxh = _mm256_set1_epi64x(x[4*ib+k].qh); - auto sas = _mm256_castsi256_si128(idxh); - auto scales4 = _mm_and_si128(_mm_srli_epi16(sas, 12), _mm_set1_epi16(7)); - scales4 = _mm_or_si128(_mm_slli_epi16(scales4, 1), _mm_set1_epi16(1)); - auto signs = _mm_or_si128(_mm_cmpeq_epi16(_mm_and_si128(sas, ms), ms), _mm256_castsi256_si128(m1)); - signs = _mm_add_epi16(_mm_set1_epi16(-8), signs); - signs = _mm_mullo_epi16(signs, scales4); - auto delta4 = _mm_mul_ps(_mm_set1_ps(0.0625f), _mm_cvtepi32_ps(_mm_cvtepi16_epi32(signs))); - auto delta = _mm256_set_m128(delta4, delta4); - scales4 = _mm_unpacklo_epi16(scales4, scales4); // 0,0, 1,1, 2,2, 3,3 - auto scales = MM256_SET_M128I(scales4, scales4); - auto idxl = _mm256_cvtepu8_epi16(_mm_loadu_si128((const __m128i *)x[4*ib+k].qs)); - idxh = _mm256_sllv_epi64(idxh, _mm256_set_epi64x(0, 2, 5, 8)); - idxh = _mm256_srlv_epi64(idxh, _mm256_set_epi64x(1, 0, 0, 0)); - helper.vec = _mm256_or_si256(idxl, _mm256_and_si256(_mm256_set1_epi16(0x0700), idxh)); - qx[0] = _mm256_set_epi64x(iq1s_grid_us[helper.val[ 9]], iq1s_grid_us[helper.val[ 8]], - iq1s_grid_us[helper.val[ 1]], iq1s_grid_us[helper.val[ 0]]); - qx[1] = _mm256_set_epi64x(iq1s_grid_us[helper.val[13]], iq1s_grid_us[helper.val[12]], - iq1s_grid_us[helper.val[ 5]], iq1s_grid_us[helper.val[ 4]]); - qx[2] = _mm256_set_epi64x(iq1s_grid_us[helper.val[11]], iq1s_grid_us[helper.val[10]], - iq1s_grid_us[helper.val[ 3]], iq1s_grid_us[helper.val[ 2]]); - qx[3] = _mm256_set_epi64x(iq1s_grid_us[helper.val[15]], iq1s_grid_us[helper.val[14]], - iq1s_grid_us[helper.val[ 7]], iq1s_grid_us[helper.val[ 6]]); - for (int iy = 0; iy < nrc_y; ++iy) { - auto y = _mm256_loadu_si256((const __m256i *)q8.y[iy][ib].qs + k); -#ifdef HAVE_FANCY_SIMD - // 0,0, 1,1, 0,0, 1,1 as int32_t - auto sumi1 = _mm256_dpbusd_epi32(_mm256_dpbusd_epi32(_mm256_setzero_si256(), - qx[0], _mm256_shuffle_epi32(y, 0x44)), qx[1], _mm256_shuffle_epi32(y, 0xee)); - // 2,2, 3,3, 2,2, 3,3 as int32_t - auto sumi2 = _mm256_dpbusd_epi32(_mm256_dpbusd_epi32(_mm256_setzero_si256(), - qx[2], _mm256_shuffle_epi32(y, 0x44)), qx[3], _mm256_shuffle_epi32(y, 0xee)); - auto sumi = _mm256_packs_epi32(sumi1, sumi2); -#else - // 4 x row 0, 4 x row 1, 4 x row 0, 4 x row 1 - auto sumi1 = _mm256_add_epi16(_mm256_maddubs_epi16(qx[0], _mm256_shuffle_epi32(y, 0x44)), - _mm256_maddubs_epi16(qx[1], _mm256_shuffle_epi32(y, 0xee))); - // 4 x row 2, 4 x row 3, 4 x row 2, 4 x row 3 - auto sumi2 = _mm256_add_epi16(_mm256_maddubs_epi16(qx[2], _mm256_shuffle_epi32(y, 0x44)), - _mm256_maddubs_epi16(qx[3], _mm256_shuffle_epi32(y, 0xee))); - // 0,0, 1,1, 0,0, 1,1 as int32_t - sumi1 = _mm256_madd_epi16(m1, sumi1); - // 2,2, 3,3, 2,2, 3,3 as int32_t - sumi2 = _mm256_madd_epi16(m1, sumi2); - // 0,0, 1,1, 2,2, 3,3, 0,0, 1,1, 2,2, 3,3 as int16_t - auto sumi = _mm256_packs_epi32(sumi1, sumi2); -#endif - sumi = _mm256_madd_epi16(scales, sumi); - acc[iy] = _mm256_fmadd_ps(_mm256_set1_ps(q8.y[iy][ib].d), _mm256_cvtepi32_ps(sumi), acc[iy]); - acc[iy] = _mm256_fmadd_ps(_mm256_set1_ps(d8[4*iy+k]), delta, acc[iy]); - } - } - } - for (int iy = 0; iy < nrc_y; ++iy) { - auto sumf = _mm_add_ps(_mm256_castps256_ps128(acc[iy]), _mm256_extractf128_ps(acc[iy], 1)); - info.store(ix, iy, _mm_mul_ps(d1, sumf)); - acc[iy] = _mm256_setzero_ps(); - } - } -} - -// sum[ qy_i * ls_k * (qx_i - 1+/-delta_k)] -// = sum[qy_i * qx_i * ls_k] - 1/8*sum[qy_i * ls_k * (8+/-o_k)] -// = 1/8 * ( sum[qy_i * qx_i * 8*ls+k] - sum[qy_i * ls_k * (8+/-o_k)] ) - -template -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 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(); - } - } -} - -template -static void mul_mat_iq1_m_r4_q8_0(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) { - GGML_ASSERT(nrc_x%4 == 0); - Q8 q8(info); - int nb = n / 32; - GGML_ASSERT(nb%4 == 0); - auto shuffle0 = _mm256_set_epi64x(0x0909090909090909, 0x0808080808080808, 0x0101010101010101, 0x0000000000000000); - auto step = _mm256_set1_epi8(2); -#ifndef HAVE_FANCY_SIMD - auto m1 = _mm256_set1_epi16(1); -#endif - __m256i qx[4]; - __m256 acc[nrc_y] = {}; - __m256i isum[nrc_y] = {}; - auto ms = _mm_set1_epi8(0x08); - union { __m256i vec; uint16_t val[16]; } helper; - for (int ix= 0; ix < nrc_x; ix += 4) { - auto dptr = (const ggml_half *)((const char *)vx + ix*bx); - auto d1 = _mm_mul_ps(_mm_set1_ps(0.125f), _mm_cvtph_ps(_mm_loadl_epi64((const __m128i *)dptr))); - auto x = (const block_iq1_m_r4 *)(dptr + 4); - for (int ib = 0; ib < nb/4; ++ib) { - for (int k = 0; k < 4; ++k) { - auto qh = (const uint32_t *)x[4*ib+k].qh; - auto idxh = _mm_set_epi32(qh[1] >> 4, qh[1], qh[0] >> 4, qh[0]); - auto scales4 = _mm_set1_epi32(((const uint32_t *)x[4*ib+k].scales)[0]); - scales4 = _mm_and_si128(_mm_srlv_epi32(scales4, _mm_set_epi32(4, 0, 4, 0)), _mm_set1_epi8(0xf)); - scales4 = _mm_cvtepu8_epi16(scales4); - auto scales = MM256_SET_M128I(_mm_unpackhi_epi16(scales4, scales4), _mm_unpacklo_epi16(scales4, scales4)); - - auto signs128 = _mm_or_si128(_mm_cmpeq_epi8(_mm_and_si128(idxh, ms), ms), _mm_set1_epi8(1)); - signs128 = _mm_add_epi8(_mm_set1_epi8(-8), signs128); - auto signs = MM256_SET_M128I(signs128, signs128); - auto idxl = _mm256_cvtepu8_epi16(_mm_loadu_si128((const __m128i *)x[4*ib+k].qs)); - idxh = _mm_and_si128(idxh, _mm_set1_epi8(0x07)); - helper.vec = _mm256_or_si256(idxl, _mm256_slli_epi16(_mm256_cvtepu8_epi16(idxh), 8)); - qx[0] = _mm256_set_epi64x(iq1s_grid_us[helper.val[ 9]], iq1s_grid_us[helper.val[ 8]], - iq1s_grid_us[helper.val[ 1]], iq1s_grid_us[helper.val[ 0]]); - qx[1] = _mm256_set_epi64x(iq1s_grid_us[helper.val[13]], iq1s_grid_us[helper.val[12]], - iq1s_grid_us[helper.val[ 5]], iq1s_grid_us[helper.val[ 4]]); - qx[2] = _mm256_set_epi64x(iq1s_grid_us[helper.val[11]], iq1s_grid_us[helper.val[10]], - iq1s_grid_us[helper.val[ 3]], iq1s_grid_us[helper.val[ 2]]); - qx[3] = _mm256_set_epi64x(iq1s_grid_us[helper.val[15]], iq1s_grid_us[helper.val[14]], - iq1s_grid_us[helper.val[ 7]], iq1s_grid_us[helper.val[ 6]]); - qx[0] = _mm256_add_epi8(_mm256_slli_epi16(qx[0], 3), _mm256_shuffle_epi8(signs, shuffle0)); - auto shuffle = _mm256_add_epi8(shuffle0, step); - qx[2] = _mm256_add_epi8(_mm256_slli_epi16(qx[2], 3), _mm256_shuffle_epi8(signs, shuffle)); - shuffle = _mm256_add_epi8(shuffle, step); - qx[1] = _mm256_add_epi8(_mm256_slli_epi16(qx[1], 3), _mm256_shuffle_epi8(signs, shuffle)); - shuffle = _mm256_add_epi8(shuffle, step); - qx[3] = _mm256_add_epi8(_mm256_slli_epi16(qx[3], 3), _mm256_shuffle_epi8(signs, shuffle)); - auto s0 = _mm256_sign_epi8(qx[0], qx[0]); - auto s1 = _mm256_sign_epi8(qx[1], qx[1]); - auto s2 = _mm256_sign_epi8(qx[2], qx[2]); - auto s3 = _mm256_sign_epi8(qx[3], qx[3]); - for (int iy = 0; iy < nrc_y; ++iy) { - auto y = _mm256_loadu_si256((const __m256i *)q8.y[iy][ib].qs + k); - auto y1 = _mm256_shuffle_epi32(y, 0x44); - auto y2 = _mm256_shuffle_epi32(y, 0xee); -#ifdef HAVE_FANCY_SIMD - // 0,0, 1,1, 0,0, 1,1 as int32_t - auto sumi1 = _mm256_dpbusd_epi32(_mm256_dpbusd_epi32(_mm256_setzero_si256(), - s0, _mm256_sign_epi8(y1, qx[0])), s1, _mm256_sign_epi8(y2, qx[1])); - // 2,2, 3,3, 2,2, 3,3 as int32_t - auto sumi2 = _mm256_dpbusd_epi32(_mm256_dpbusd_epi32(_mm256_setzero_si256(), - s2, _mm256_sign_epi8(y1, qx[2])), s3, _mm256_sign_epi8(y2, qx[3])); - auto sumi = _mm256_packs_epi32(sumi1, sumi2); -#else - // 4 x row 0, 4 x row 1, 4 x row 0, 4 x row 1 - auto sumi1 = _mm256_add_epi16(_mm256_maddubs_epi16(s0, _mm256_sign_epi8(y1, qx[0])), - _mm256_maddubs_epi16(s1, _mm256_sign_epi8(y2, qx[1]))); - // 4 x row 2, 4 x row 3, 4 x row 2, 4 x row 3 - auto sumi2 = _mm256_add_epi16(_mm256_maddubs_epi16(s2, _mm256_sign_epi8(y1, qx[2])), - _mm256_maddubs_epi16(s3, _mm256_sign_epi8(y2, qx[3]))); - // 0,0, 1,1, 0,0, 1,1 as int32_t - sumi1 = _mm256_madd_epi16(m1, sumi1); - // 2,2, 3,3, 2,2, 3,3 as int32_t - sumi2 = _mm256_madd_epi16(m1, sumi2); - // 0,0, 1,1, 2,2, 3,3, 0,0, 1,1, 2,2, 3,3 as int16_t - auto sumi = _mm256_packs_epi32(sumi1, sumi2); -#endif - isum[iy] = _mm256_add_epi32(isum[iy], _mm256_madd_epi16(scales, sumi)); - } - } - for (int iy = 0; iy < nrc_y; ++iy) { - acc[iy] = _mm256_fmadd_ps(_mm256_set1_ps(q8.y[iy][ib].d), _mm256_cvtepi32_ps(isum[iy]), acc[iy]); - isum[iy] = _mm256_setzero_si256(); - } - } - for (int iy = 0; iy < nrc_y; ++iy) { - auto sumf = _mm_add_ps(_mm256_castps256_ps128(acc[iy]), _mm256_extractf128_ps(acc[iy], 1)); - info.store(ix, iy, _mm_mul_ps(d1, sumf)); - acc[iy] = _mm256_setzero_ps(); - } - } -} - #ifdef HAVE_FANCY_SIMD template static void mul_mat_q4_0_r8_q8_2(int n, const void * vx, size_t bx, const DataInfo& info, int nrc_x) { @@ -6864,49 +5822,9 @@ bool MulMat::prepare(int typeA, int typeB, int ne00, MulMat& mm, int Ny) { expected_typeB = GGML_TYPE_Q8_2_X4; 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 - expected_typeB = GGML_TYPE_Q8_K; - break; case GGML_TYPE_IQ1_S_R4: - assert (ne00 % QK4_NL == 0); - mm.funcs[0] = mul_mat_iq1_s_r4_q8_1<1>; - mm.funcs[1] = mul_mat_iq1_s_r4_q8_1<2>; - mm.funcs[2] = mul_mat_iq1_s_r4_q8_1<3>; - mm.funcs[3] = mul_mat_iq1_s_r4_q8_1<4>; - mm.funcs[4] = mul_mat_iq1_s_r4_q8_1<5>; - mm.funcs[5] = mul_mat_iq1_s_r4_q8_1<6>; - mm.funcs[6] = mul_mat_iq1_s_r4_q8_1<7>; - mm.funcs[7] = mul_mat_iq1_s_r4_q8_1<8>; -#ifdef HAVE_FANCY_SIMD - mm.func16 = mul_mat_iq1_s_r4_q8_1<16>; -#endif - expected_typeB = GGML_TYPE_Q8_K128; - break; case GGML_TYPE_IQ1_M_R4: - assert (ne00 % QK4_NL == 0); - mm.funcs[0] = mul_mat_iq1_m_r4_q8_0<1>; - mm.funcs[1] = mul_mat_iq1_m_r4_q8_0<2>; - mm.funcs[2] = mul_mat_iq1_m_r4_q8_0<3>; - mm.funcs[3] = mul_mat_iq1_m_r4_q8_0<4>; - mm.funcs[4] = mul_mat_iq1_m_r4_q8_0<5>; - mm.funcs[5] = mul_mat_iq1_m_r4_q8_0<6>; - mm.funcs[6] = mul_mat_iq1_m_r4_q8_0<7>; - mm.funcs[7] = mul_mat_iq1_m_r4_q8_0<8>; -#ifdef HAVE_FANCY_SIMD - mm.func16 = mul_mat_iq1_m_r4_q8_0<16>; -#endif - expected_typeB = GGML_TYPE_Q8_K128; - break; + return iqk_set_kernels_1bit(ne00, typeA, typeB, mm.funcs); default: return false;